From 5bbf78087c698f875c22de92db8d532252855a81 Mon Sep 17 00:00:00 2001
From: Eduardo Santos <eduardo@digitalad.com.br>
Date: Sat, 26 Jan 2019 23:17:11 -0200
Subject: [PATCH 1/6] =?UTF-8?q?Tradu=C3=A7=C3=A3o=20parcial=20aula=201?=
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Traduação parcial da aula 1  pré requisitos de python.
---
 0-pre-requisitos/1-python/Aula_01.ipynb       |  217 ++-
 .../Pr\303\241cticaGuiada_DBScan_pt_br.ipynb" | 1506 +++++++++++++++++
 ..._Clustering_Jer\303\241rquico_pt_br.ipynb" |    1 +
 3 files changed, 1648 insertions(+), 76 deletions(-)
 create mode 100644 "5-machine-learning-nao-supervisionado/agrupamentos/hierarquivo e dbscan/Introducci\303\263n DBSCAN/Notebooks/Pr\303\241ctica Guiada Fran/Pr\303\241cticaGuiada_DBScan_pt_br.ipynb"
 create mode 100644 "5-machine-learning-nao-supervisionado/agrupamentos/hierarquivo e dbscan/Introducci\303\263n al Clustering Jer\303\241rquico/Notebooks/Pr\303\241ctica Guiada/PRACTICA_GUIADA_Intro_Clustering_Jer\303\241rquico_pt_br.ipynb"

diff --git a/0-pre-requisitos/1-python/Aula_01.ipynb b/0-pre-requisitos/1-python/Aula_01.ipynb
index f21b5d7..3f27acd 100644
--- a/0-pre-requisitos/1-python/Aula_01.ipynb
+++ b/0-pre-requisitos/1-python/Aula_01.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Aula 1: Data Types\n",
+    "# Aula 1: Data Types - Tipos de Dados\n",
     "**02/08/2017**"
    ]
   },
@@ -12,7 +12,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Objects in Python, like in many other languages, are organized in types, called __classes__. By belonging to a class, objects can be modified by functions (called __methods__) that are defined for objetcs of that class. Later in the course we will learn how to create our own classes and define methods that apply to objetcs that belong to them. For the time being, let us go through some standard classes that will already take us a long way towards solving problems."
+    "Objetos em Python, assim como em várias outras linguagens de programação, são organizados em tipos, chamados __classes__. Pertencendo a uma classe esses objetos podem ser modificados por funções (chamadas __métodos__) definidas para cada classe.\n",
+    "Mais tarde neste curso vamos aprender como criar suas próprias classes e definir métodos que podem ser aplicados aos objetos que pertencem a essa nova classe.\n",
+    "Enquanto isso vamos passar por algumas classes padrão que já nos ajudarão a resolver vários problemas.\n",
+    "\n",
+    "<!--Objects in Python, like in many other languages, are organized in types, called __classes__. By belonging to a class, objects can be modified by functions (called __methods__) that are defined for objetcs of that class. Later in the course we will learn how to create our own classes and define methods that apply to objetcs that belong to them. For the time being, let us go through some standard classes that will already take us a long way towards solving problems.-->"
    ]
   },
   {
@@ -24,7 +28,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Python 3.5.4 :: Anaconda custom (64-bit)\r\n"
+      "Python 3.5.4 :: Anaconda custom (64-bit)\n"
      ]
     }
    ],
@@ -36,14 +40,17 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Numbers"
+    "# Numbers - Números"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "There are three basic types of numeric objects in Python. One of then is <tt>int</tt> (for integers), such as -1, 0, 1, 2, and so on."
+    "Existem três tipos básicos de objetos numéricos no Python.\n",
+    "O primeiro deles é o <tt>int</tt> (para inteiros), como -1, 0, 1, 2 e assim por diante.\n",
+    "\n",
+    "<!--There are three basic types of numeric objects in Python. One of then is <tt>int</tt> (for integers), such as -1, 0, 1, 2, and so on.-->"
    ]
   },
   {
@@ -71,8 +78,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The other type of numeric object is <tt>float</tt>, that stores real numbers.\n",
-    "For more information on how Python handles floating point arithmetic, see [this](https://docs.python.org/3/tutorial/floatingpoint.html)."
+    "Outro tipo é o <tt>float</tt>, que guarda números reais.\n",
+    "Você consegue encontrar mais informações sobre como o Python trata o número de casas decimais na [documentação do Python](https://docs.python.org/3/tutorial/floatingpoint.html) (em Inglês).\n",
+    "\n",
+    "<!--The other type of numeric object is <tt>float</tt>, that stores real numbers.\n",
+    "For more information on how Python handles floating point arithmetic, see [this](https://docs.python.org/3/tutorial/floatingpoint.html).-->"
    ]
   },
   {
@@ -120,7 +130,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "One can also represent complex numbers (<tt>complex</tt>). A quick refresher on complex numbers can be found [here](https://en.wikipedia.org/wiki/Complex_number) and [here](http://mathworld.wolfram.com/ComplexNumber.html)."
+    "E por último <tt>complex</tt> que representa os números complexos. Entenda os números complexos e suas opeções nesta sequencia de vídeos: [Números complexos em pt_br](https://youtu.be/nprqf6DKeyI)\n",
+    "\n",
+    "<!--One can also represent complex numbers (<tt>complex</tt>). A quick refresher on complex numbers can be found [here](https://en.wikipedia.org/wiki/Complex_number) and [here](http://mathworld.wolfram.com/ComplexNumber.html).-->"
    ]
   },
   {
@@ -167,7 +179,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Notice that although the <tt>int</tt> 3, the <tt>float</tt> 3.0, and the <tt>complex</tt> 3.0+0j represent the same quantity, Python will treat them as different objetcs."
+    "Note que mesmo <tt>int</tt> 3, <tt>float</tt> 3.0, e <tt>complex</tt> 3.0+0j representem a mesma quantidade, o Python vai tratá-los como objetos diferente.\n",
+    "\n",
+    "<!--Notice that although the <tt>int</tt> 3, the <tt>float</tt> 3.0, and the <tt>complex</tt> 3.0+0j represent the same quantity, Python will treat them as different objetcs.-->"
    ]
   },
   {
@@ -196,7 +210,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Some operations that we can perform with numbers:"
+    "Algumas operações que podemos fazer com números:\n",
+    "\n",
+    "<!--Some operations that we can perform with numbers:-->"
    ]
   },
   {
@@ -225,7 +241,10 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Notice that adding two <tt>int</tt>s will return an <tt>int</tt>. But adding an <tt>int</tt> to a <tt>float</tt> will return a <tt>float</tt> (even though the <tt>float</tt> has no decimals). Finally, adding an <tt>int</tt> or a <tt>float</tt> to a <tt>complex</tt> will result in a <tt>complex</tt> object. This rule applies to other operations in Python involving numbers."
+    "Note que adicionar dois <tt>int</tt> vai retornar um <tt>int</tt>, mas adicionar um <tt>int</tt> e um <tt>float</tt> vai retornar um <tt>float</tt> mesmo que o <tt>float</tt> não tenha casas decimais.\n",
+    "Finalmente, adicionar um <tt>int</tt> ou <tt>float</tt> a um <tt>complex</tt> vai resultar sempre em um objeto <tt>complex</tt>. Essas mesmas regras se aplicam a outras operações envolvendo núnmeros no Python.\n",
+    "\n",
+    "<!--Notice that adding two <tt>int</tt>s will return an <tt>int</tt>. But adding an <tt>int</tt> to a <tt>float</tt> will return a <tt>float</tt> (even though the <tt>float</tt> has no decimals). Finally, adding an <tt>int</tt> or a <tt>float</tt> to a <tt>complex</tt> will result in a <tt>complex</tt> object. This rule applies to other operations in Python involving numbers.-->"
    ]
   },
   {
@@ -340,7 +359,10 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Sometimes it is convenient to assign an object to a **variable**. The variable inherits several properties of the object itself, but can have its values changed later on. In several programming languages, the variable and the type of data it can store have to be declared at the outset. Python does not require such declaration, and the type of variable can change throughout the code."
+    "Algumas vezes é conveniente colocar um objeto dentro de uma **variável** que herda várias propriedades do objeto, mas pode ter seu valor alterado posteriormente.\n",
+    "Em várias linguagens de programação, a variável e o tipo de objeto devem ser declarados no início, mas o Python não requer esse tipo de declaração. Além disso o tipo da variável pode alterar ao longo do seu código.\n",
+    "\n",
+    "<!--Sometimes it is convenient to assign an object to a **variable**. The variable inherits several properties of the object itself, but can have its values changed later on. In several programming languages, the variable and the type of data it can store have to be declared at the outset. Python does not require such declaration, and the type of variable can change throughout the code.-->"
    ]
   },
   {
@@ -368,10 +390,16 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Variables naming rules**\n",
+    "**Regras para nomes de variáveis**\n",
+    "\n",
+    "* Os nomes das variáveis devem começar com um letra ou \"_\" (*underscore*).\n",
+    "* O restante do nome pode conter letras, números e underscores.\n",
+    "* Nomes de variáveis no Python são diferentes se escritas em caixa alta ou baixa.\n",
+    "\n",
+    "<!--**Variables naming rules**\n",
     "* Variables names must start with a letter or an underscore.\n",
     "* The remainder of your variable name may consist of letters, numbers and underscores.\n",
-    "* Names are case sensitive."
+    "* Names are case sensitive.-->"
    ]
   },
   {
@@ -422,7 +450,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Another way to perform basic arithmetic operations:"
+    "Outra forma de utilizar operações aritiméticas:\n",
+    "<!--Another way to perform basic arithmetic operations:-->"
    ]
   },
   {
@@ -469,7 +498,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Other useful functions (methods) that apply to numbers:"
+    "Outras funções (métodos) úteis que se aplicam a números:\n",
+    "<!--Other useful functions (methods) that apply to numbers:-->"
    ]
   },
   {
@@ -553,7 +583,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "What are the methods in a numerical object?"
+    "Quais são os métodos em um objeto numérico?\n",
+    "<!--What are the methods in a numerical object?-->"
    ]
   },
   {
@@ -597,7 +628,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A rule about assignment to a number:"
+    "Uma regra sobre atribuição a um número:\n",
+    "<!--A rule about assignment to a number:-->"
    ]
   },
   {
@@ -645,14 +677,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Strings"
+    "# Strings - Textos"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A string (<tt>str</tt>) is Pyhton is a sequence of characters."
+    "Um texto ou *string* (<tt>str</tt>) em Python é uma sequência de caracteres.\n",
+    "<!--A string (<tt>str</tt>) is Pyhton is a sequence of characters.-->"
    ]
   },
   {
@@ -679,15 +712,18 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Strings can be created by enclosing a sequence of characters in single or double quotes.\n",
-    "'string\" is NOT valid! 'string'=\"string\"."
+    "Textos podem ser criados colocando a sequência de caracteres dentro de aspas simples ou duplas.\n",
+    "'texto\" não é válido! 'texto\" = \"texto\".\n",
+    "<!--Strings can be created by enclosing a sequence of characters in single or double quotes.\n",
+    "'string\" is NOT valid! 'string'=\"string\".-->"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "What is the size of a string?"
+    "Qual o tamanho de um texto?\n",
+    "<!--What is the size of a string?-->"
    ]
   },
   {
@@ -754,7 +790,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Numbers cannot be merged to strings on the fly. To do so, one has to convert the number to a string before."
+    "Números não podem ser fundidos/adicionados com textos em tempo de execução. Para fazer isso, antes é necessário converter o número para texto.\n",
+    "<!--Numbers cannot be merged to strings on the fly. To do so, one has to convert the number to a string before.-->"
    ]
   },
   {
@@ -782,7 +819,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "There are methods to extract only a portion of a string."
+    "Existem métodos para extrair apenas parte de um texto.\n",
+    "<!--There are methods to extract only a portion of a string.-->"
    ]
   },
   {
@@ -818,14 +856,16 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Although one can access the element in position *i* this way, it is not possible to modify the string directly. <tt>s[3] = \"v\"</tt> would return an error."
+    "Mesmo sendo possível acessar o caracter na posição *i*, não é possível alterá-lo diretamente no texto. <tt>s[3] = \"v\"</tt> vai retornar um erro.\n",
+    "<!--Although one can access the element in position *i* this way, it is not possible to modify the string directly. <tt>s[3] = \"v\"</tt> would return an error.-->"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Triple quotes (<tt>'''</tt>) interprets literally whatever is between then, including line brakes. "
+    "Aspas triplas (<tt>'''</tt>) fazem o Python interpretar literlamente qualquer coisa que estiver entre as aspas triplas. Isso incluí quebras de linhas.\n",
+    "<!--Triple quotes (<tt>'''</tt>) interprets literally whatever is between then, including line brakes. -->"
    ]
   },
   {
@@ -851,7 +891,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "There are more elegant ways to insert line breaks and other control characters."
+    "Existem formas mais elegantes de se adicionar quebras de linha e outros caracteres de controle.\n",
+    "<!--There are more elegant ways to insert line breaks and other control characters.-->"
    ]
   },
   {
@@ -876,7 +917,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Expressions inside a string that are preceeded by a backslash (<tt>\\</tt>) are referred to as escape sequences, and are used - among other things - to insert non-printable and especial characters, such as linebreak (<tt>\\n</tt>), tab (<tt>\\t</tt>), or a single space (<tt>\\s</tt>). "
+    "Expressões dentro de um texto que tenham o prefixo de uma barra invertida <tt>\\</tt> são utilizadas para imprimir sequências, caracteres especiais entre outras coisas. Para inserir um caracter especial ou de controle como uma quebra de linha <tt>\\n</tt>, espaçamentos <tt>\\t</tt>, ou um espaço <tt>\\s</tt>.\n",
+    "<!--Expressions inside a string that are preceeded by a backslash (<tt>\\</tt>) are referred to as escape sequences, and are used - among other things - to insert non-printable and especial characters, such as linebreak (<tt>\\n</tt>), tab (<tt>\\t</tt>), or a single space (<tt>\\s</tt>). -->"
    ]
   },
   {
@@ -900,7 +942,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Strings can be 'multiplied' too."
+    "Textos também podem ser multiplicados.\n",
+    "<!--Strings can be 'multiplied' too.-->"
    ]
   },
   {
@@ -927,7 +970,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Here is a safer, more flexible way to merge strings, using the <tt>format</tt> method."
+    "Aqui um exemplo mais seguro e flexível para fundir textos usando o método <tt>format</tt>.\n",
+    "<!--Here is a safer, more flexible way to merge strings, using the <tt>format</tt> method.-->"
    ]
   },
   {
@@ -1185,7 +1229,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Other <tt>string</tt> methods:"
+    "Outros métodos para textos (string):\n",
+    "<!--Other <tt>string</tt> methods:-->"
    ]
   },
   {
@@ -1253,18 +1298,17 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "source": [
-    "# Lists"
+    "# Lists - Listas"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A <tt>list</tt> is an ordered collection of elements. Each element has two attributes: index (the position it is in, *starting from zero*) and value."
+    "Uma lista (<tt>list</tt>) é uma coleção ordenada de elementos. Cada elemento tem 2 atributos: index (a posição em que ele se encontra, começão do 0) e o valor.\n",
+    "<!--A <tt>list</tt> is an ordered collection of elements. Each element has two attributes: index (the position it is in, *starting from zero*) and value.-->"
    ]
   },
   {
@@ -1291,7 +1335,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The element of a list can be accessed by calling its index."
+    "O elemento da lista pode ser acessado chamando o *index* dele.\n",
+    "<!--The element of a list can be accessed by calling its index.-->"
    ]
   },
   {
@@ -1343,7 +1388,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "What is the size of our list?"
+    "Qual é o tamanho da nossa lista?\n",
+    "<!--What is the size of our list?-->"
    ]
   },
   {
@@ -1371,7 +1417,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The list can be sorted (if all elements can be compared! More about this later in this section). Notice that the indexes associated with each element will change."
+    "Uma lista pode ser ordenada (se todos os elementos puderem ser comparados! Vamos ver mais sobre isso nessa sessão. Note que o *index* associado com cada elemento vai ser alterado.\n",
+    "<!--The list can be sorted (if all elements can be compared! More about this later in this section). Notice that the indexes associated with each element will change.-->"
    ]
   },
   {
@@ -1402,7 +1449,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The order of the elements can also be reversed.\n"
+    "A ordem dos elementos também pode ser revertida.\n",
+    "<!--The order of the elements can also be reversed.-->\n"
    ]
   },
   {
@@ -1429,7 +1477,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "There are two ways to add an element to a list. The method <tt>append</tt> will add the element to the last position."
+    "Existem duas formas de adicionar um elemnto a uma lista. O método <tt>append</tt> que vai adicionar o elemento na última posição da lista.\n",
+    "<!--There are two ways to add an element to a list. The method <tt>append</tt> will add the element to the last position.-->"
    ]
   },
   {
@@ -1456,7 +1505,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A value can also be added in a specific position. In this scenario, the other indexes may also change."
+    "Ou adicionar o elemento em uma posição especifica na lista. Neste caso os outros <tt>inedx</tt> também podem ser alterados.\n",
+    "<!--A value can also be added in a specific position. In this scenario, the other indexes may also change.-->"
    ]
   },
   {
@@ -1481,11 +1531,10 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "source": [
-    "Elements of a list can be modified."
+    "Elementos de uma lista também podem ser modificados.\n",
+    "<!--Elements of a list can be modified.-->"
    ]
   },
   {
@@ -1512,7 +1561,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Elements can be removed from the list depende on the value they have. The method <tt>p.remove(v)</tt> will remove all the elements whose value is <tt>v</tt>. Indexes will change."
+    "Elementos podem ser removidos da lista dependendo do valor ques eles possuem. O método <tt>p.remove(v)</tt> vai remover todos os elementos da lista que tiverem o valor igual a <tt>v</tt>. Os indexes serão alterados nos elementos remanecentes.\n",
+    "<!--Elements can be removed from the list depende on the value they have. The method <tt>p.remove(v)</tt> will remove all the elements whose value is <tt>v</tt>. Indexes will change.-->"
    ]
   },
   {
@@ -1543,7 +1593,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "What is the index of \"Luis\"?"
+    "Qual o index do elemento \"Luis\"?\n",
+    "<!--What is the index of \"Luis\"?-->"
    ]
   },
   {
@@ -1570,7 +1621,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Also possible to remove element according to its index. Remember that the index is the position of the element in the list."
+    "Também é possível remover um elemento de acordo com seu index. Lembre-se o index é a posição do elemento na lista e ao removê-lo, você pode alterar a posição de outros elementos.\n",
+    "<!--Also possible to remove element according to its index. Remember that the index is the position of the element in the list.-->"
    ]
   },
   {
@@ -1600,14 +1652,16 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<tt>list.pop()</tt> removes the last element of a list (the one with the highest index)."
+    "O método <tt>list.pop()</tt> remove o último elemento da lista (o que tiver o maior index).\n",
+    "<!--<tt>list.pop()</tt> removes the last element of a list (the one with the highest index).-->"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Other <tt>list</tt> methods:"
+    "Outros métodos das listas (<tt>list</tt>):\n",
+    "<!--Other <tt>list</tt> methods:-->"
    ]
   },
   {
@@ -1631,7 +1685,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A trick that you should remember. It is true for lists and for other **mutable** objetcs."
+    "Um truque que você deve se lembrar e que é verdade para listas e outros objetos **mutáveis**.\n",
+    "<!--A trick that you should remember. It is true for lists and for other **mutable** objetcs.-->"
    ]
   },
   {
@@ -1667,7 +1722,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<tt>a</tt> and <tt>b</tt> are pointing to the same object in memory."
+    "<tt>a</tt> e <tt>b</tt> estão apontando para o mesmo objeto na memória, se um muda o outro também vai ser alterado.\n",
+    "<!--<tt>a</tt> and <tt>b</tt> are pointing to the same object in memory.-->"
    ]
   },
   {
@@ -1691,11 +1747,10 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "source": [
-    "Let us modify <tt>b</tt>"
+    "Vamos modificar <tt>b</tt>\n",
+    "<!--Let us modify <tt>b</tt>-->"
    ]
   },
   {
@@ -1720,7 +1775,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<tt>a</tt> was also modified."
+    "<tt>a</tt> também foi alterado.\n",
+    "<!--<tt>a</tt> was also modified.-->"
    ]
   },
   {
@@ -1772,7 +1828,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Lists can store more than one type of data."
+    "Listas podem guardar mais do que um tipo de dados.\n",
+    "<!--Lists can store more than one type of data.-->"
    ]
   },
   {
@@ -1797,7 +1854,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "How to merge/combine lists?"
+    "Como fundir/juntar/combinar listas?\n",
+    "<!--How to merge/combine lists?-->"
    ]
   },
   {
@@ -1926,14 +1984,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Tuples"
+    "# Tuples - Tuplas"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A tuple is a sequence of **immutable** Python objects. Unlike lists, once are created, they cannot be modified."
+    "Uma tupla nada mais é do que uma sequência de objetos em Python que são **imutáveis**. Diferente das listas, assim que criados, não modem ser modificados.\n",
+    "<!--A tuple is a sequence of **immutable** Python objects. Unlike lists, once are created, they cannot be modified.-->"
    ]
   },
   {
@@ -1958,7 +2017,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Since tuples are immutable, they have only a subset of the methods available for strings."
+    "Como as tuplas são imutáveis, elas tem apenas um pequeno set de métodos disponíveis para strings.\n",
+    "<!--Since tuples are immutable, they have only a subset of the methods available for strings.-->"
    ]
   },
   {
@@ -2044,14 +2104,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Dictionaries"
+    "# Dictionaries - Dicionários"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Dictionaries (or hashes) are associative tables, in which indexes are associated with values."
+    "Dicionários (ou hashes) são tabelas associativas, nas quais indexes são associados com valores.\n",
+    "<!--Dictionaries (or hashes) are associative tables, in which indexes are associated with values.-->"
    ]
   },
   {
@@ -2074,11 +2135,10 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "source": [
-    "Dictionary elements can be accessed like we do with lists and tuples. The keys must be unique and immutable. strings, numbers or tuples will work as dictionary keys."
+    "Elementos em Dicionários, podem ser acessados da mesma forma que fazemos com listas e tuplas. A chave (key) deve ser única e imutável. Chaves podem ser textos, tuplas ou números.\n",
+    "<!--Dictionary elements can be accessed like we do with lists and tuples. The keys must be unique and immutable. strings, numbers or tuples will work as dictionary keys.-->"
    ]
   },
   {
@@ -2182,7 +2242,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "There are <tt>dict</tt> methods that allow us to access the keys and values of the dictionary."
+    "Existem métodos <tt>dict</tt> que permitem acessar as chaves e valores do dicionário.\n",
+    "<!--There are <tt>dict</tt> methods that allow us to access the keys and values of the dictionary.-->"
    ]
   },
   {
@@ -2327,14 +2388,16 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Dictionaries are mutable, and can be modified pretty much the same we did for lists. This is not true for strings and tuples, which are immutable."
+    "Dicionários, são mutáveis e podem ser alterados basicamente da mesma forma que fizemos com as listas. Isso não se aplica a strings e tuples que são imutáveis.\n",
+    "<!--Dictionaries are mutable, and can be modified pretty much the same we did for lists. This is not true for strings and tuples, which are immutable.-->"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "How to delete one of the entries?"
+    "Como deletar entradas no dicionário?\n",
+    "<!--How to delete one of the entries?-->"
    ]
   },
   {
@@ -2359,7 +2422,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Combining two dictionaries:"
+    "Combinando dois dicionários:\n",
+    "<!--Combining two dictionaries:-->"
    ]
   },
   {
@@ -2385,7 +2449,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "What if one tries to access an index that does not exist?"
+    "E se tentarmos acessar um index que não existe?\n",
+    "<!--What if one tries to access an index that does not exist?-->"
    ]
   },
   {
@@ -2704,7 +2769,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.4"
+   "version": "3.6.8"
   }
  },
  "nbformat": 4,
diff --git "a/5-machine-learning-nao-supervisionado/agrupamentos/hierarquivo e dbscan/Introducci\303\263n DBSCAN/Notebooks/Pr\303\241ctica Guiada Fran/Pr\303\241cticaGuiada_DBScan_pt_br.ipynb" "b/5-machine-learning-nao-supervisionado/agrupamentos/hierarquivo e dbscan/Introducci\303\263n DBSCAN/Notebooks/Pr\303\241ctica Guiada Fran/Pr\303\241cticaGuiada_DBScan_pt_br.ipynb"
new file mode 100644
index 0000000..dbe45ce
--- /dev/null
+++ "b/5-machine-learning-nao-supervisionado/agrupamentos/hierarquivo e dbscan/Introducci\303\263n DBSCAN/Notebooks/Pr\303\241ctica Guiada Fran/Pr\303\241cticaGuiada_DBScan_pt_br.ipynb"	
@@ -0,0 +1,1506 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Prática Guiada: DBScan com dados geográficos\n",
+    "\n",
+    "Nesta prática, aplicaremos a técnica de DBScan a dados geolocalizados para encontrar zonas de alta densidade comercial de um determinado tipo de comércio em uma cidade. <br />\n",
+    "Os dados vêm de um dataset aberto da cidade de Baltimore. É possível encontrar mais informação <a href='https://data.baltimorecity.gov/Culture-Arts/Restaurants/k5ry-ef3g'> aqui </a>. <br/>\n",
+    "\n",
+    "Para este notebook é importante instalar as bibliotecas:\n",
+    "1. multiprocessing\n",
+    "2. geopandas\n",
+    "3. mplleaflet\n",
+    "\n",
+    "## 1- Carregamos bibliotecas e importamos os dados\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "import requests\n",
+    "import json\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import time\n",
+    "import mplleaflet\n",
+    "from multiprocessing import Pool"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('Restaurants.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "      <th>zipCode</th>\n",
+       "      <th>neighborhood</th>\n",
+       "      <th>councilDistrict</th>\n",
+       "      <th>policeDistrict</th>\n",
+       "      <th>Location 1</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>410</td>\n",
+       "      <td>21206</td>\n",
+       "      <td>Frankford</td>\n",
+       "      <td>2</td>\n",
+       "      <td>NORTHEASTERN</td>\n",
+       "      <td>4509 BELAIR ROAD\\nBaltimore, MD\\n</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1919</td>\n",
+       "      <td>21231</td>\n",
+       "      <td>Fells Point</td>\n",
+       "      <td>1</td>\n",
+       "      <td>SOUTHEASTERN</td>\n",
+       "      <td>1919 FLEET ST\\nBaltimore, MD\\n</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>SAUTE</td>\n",
+       "      <td>21224</td>\n",
+       "      <td>Canton</td>\n",
+       "      <td>1</td>\n",
+       "      <td>SOUTHEASTERN</td>\n",
+       "      <td>2844 HUDSON ST\\nBaltimore, MD\\n</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>#1 CHINESE KITCHEN</td>\n",
+       "      <td>21211</td>\n",
+       "      <td>Hampden</td>\n",
+       "      <td>14</td>\n",
+       "      <td>NORTHERN</td>\n",
+       "      <td>3998 ROLAND AVE\\nBaltimore, MD\\n</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>#1 chinese restaurant</td>\n",
+       "      <td>21223</td>\n",
+       "      <td>Millhill</td>\n",
+       "      <td>9</td>\n",
+       "      <td>SOUTHWESTERN</td>\n",
+       "      <td>2481 frederick ave\\nBaltimore, MD\\n</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    name  zipCode neighborhood  councilDistrict  \\\n",
+       "0                    410    21206    Frankford                2   \n",
+       "1                   1919    21231  Fells Point                1   \n",
+       "2                  SAUTE    21224       Canton                1   \n",
+       "3     #1 CHINESE KITCHEN    21211      Hampden               14   \n",
+       "4  #1 chinese restaurant    21223     Millhill                9   \n",
+       "\n",
+       "  policeDistrict                           Location 1  \n",
+       "0   NORTHEASTERN    4509 BELAIR ROAD\\nBaltimore, MD\\n  \n",
+       "1   SOUTHEASTERN       1919 FLEET ST\\nBaltimore, MD\\n  \n",
+       "2   SOUTHEASTERN      2844 HUDSON ST\\nBaltimore, MD\\n  \n",
+       "3       NORTHERN     3998 ROLAND AVE\\nBaltimore, MD\\n  \n",
+       "4   SOUTHWESTERN  2481 frederick ave\\nBaltimore, MD\\n  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Limpamos o endereço\n",
+    "df['address'] = df['Location 1'].str.replace('\\n',' ')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "      <th>zipCode</th>\n",
+       "      <th>neighborhood</th>\n",
+       "      <th>councilDistrict</th>\n",
+       "      <th>policeDistrict</th>\n",
+       "      <th>Location 1</th>\n",
+       "      <th>address</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>410</td>\n",
+       "      <td>21206</td>\n",
+       "      <td>Frankford</td>\n",
+       "      <td>2</td>\n",
+       "      <td>NORTHEASTERN</td>\n",
+       "      <td>4509 BELAIR ROAD\\nBaltimore, MD\\n</td>\n",
+       "      <td>4509 BELAIR ROAD Baltimore, MD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1919</td>\n",
+       "      <td>21231</td>\n",
+       "      <td>Fells Point</td>\n",
+       "      <td>1</td>\n",
+       "      <td>SOUTHEASTERN</td>\n",
+       "      <td>1919 FLEET ST\\nBaltimore, MD\\n</td>\n",
+       "      <td>1919 FLEET ST Baltimore, MD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>SAUTE</td>\n",
+       "      <td>21224</td>\n",
+       "      <td>Canton</td>\n",
+       "      <td>1</td>\n",
+       "      <td>SOUTHEASTERN</td>\n",
+       "      <td>2844 HUDSON ST\\nBaltimore, MD\\n</td>\n",
+       "      <td>2844 HUDSON ST Baltimore, MD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>#1 CHINESE KITCHEN</td>\n",
+       "      <td>21211</td>\n",
+       "      <td>Hampden</td>\n",
+       "      <td>14</td>\n",
+       "      <td>NORTHERN</td>\n",
+       "      <td>3998 ROLAND AVE\\nBaltimore, MD\\n</td>\n",
+       "      <td>3998 ROLAND AVE Baltimore, MD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>#1 chinese restaurant</td>\n",
+       "      <td>21223</td>\n",
+       "      <td>Millhill</td>\n",
+       "      <td>9</td>\n",
+       "      <td>SOUTHWESTERN</td>\n",
+       "      <td>2481 frederick ave\\nBaltimore, MD\\n</td>\n",
+       "      <td>2481 frederick ave Baltimore, MD</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    name  zipCode neighborhood  councilDistrict  \\\n",
+       "0                    410    21206    Frankford                2   \n",
+       "1                   1919    21231  Fells Point                1   \n",
+       "2                  SAUTE    21224       Canton                1   \n",
+       "3     #1 CHINESE KITCHEN    21211      Hampden               14   \n",
+       "4  #1 chinese restaurant    21223     Millhill                9   \n",
+       "\n",
+       "  policeDistrict                           Location 1  \\\n",
+       "0   NORTHEASTERN    4509 BELAIR ROAD\\nBaltimore, MD\\n   \n",
+       "1   SOUTHEASTERN       1919 FLEET ST\\nBaltimore, MD\\n   \n",
+       "2   SOUTHEASTERN      2844 HUDSON ST\\nBaltimore, MD\\n   \n",
+       "3       NORTHERN     3998 ROLAND AVE\\nBaltimore, MD\\n   \n",
+       "4   SOUTHWESTERN  2481 frederick ave\\nBaltimore, MD\\n   \n",
+       "\n",
+       "                             address  \n",
+       "0    4509 BELAIR ROAD Baltimore, MD   \n",
+       "1       1919 FLEET ST Baltimore, MD   \n",
+       "2      2844 HUDSON ST Baltimore, MD   \n",
+       "3     3998 ROLAND AVE Baltimore, MD   \n",
+       "4  2481 frederick ave Baltimore, MD   "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 2 - Geolocalizar os dados\n",
+    "\n",
+    "Para poder aplicar DBScan precisamos da latitude e longitude de cada estabelecimento. <br />\n",
+    "O processo de obter esses dados a partir de um endereço se denomina geocoding. O Googlemaps tem um serviço freemium de geocoding através de sua API. A senha pode ser obtida <a href='https://developers.google.com/maps/documentation/javascript/get-api-key?hl=ES'>aqui</a> com sua identidade do google."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "my_key = 'AIzaSyA0UeUFFchUSdPA0uJR_IPeMmtPNmKplk4'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.1 - Paralelizar o consumo da API\n",
+    "\n",
+    "O Python permite paralelizar a execução de tarefas que consomem muito tempo. Para esto, usamos a classe Pool da biblioteca multiprocessing.\n",
+    "\n",
+    "Primeiro definimos as funções que serão utilizadas."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def geocodificar(my_id):\n",
+    "    \"\"\"Retorna um dicionário com latitude e longitude a partir de um id do dataset de restaurantes\"\"\"\n",
+    "    try:\n",
+    "        addr = df.address[my_id]\n",
+    "        url = \"https://maps.googleapis.com/maps/api/geocode/json?address=\" + addr + \"&amp;key=AIzaSyBvBdD5U6nCzy-bnX6SVNy2VWj9aISOdz4\"\n",
+    "        response = requests.get(url)\n",
+    "        data = json.loads(response.text)\n",
+    "        return{'lat':data[\"results\"][0].get(\"geometry\").get(\"location\")['lat'],'lon':data[\"results\"][0].get(\"geometry\").get(\"location\")['lng']}\n",
+    "    except:\n",
+    "        return{'lat':np.nan,'lon':np.nan}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Para poder paralelizar, construímos uma função que trabalhe com um intervalo de ids do dataframe e geocodifique cada um para retornar uma lista de dicionários."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def processar_intervalo_ids(id_range):\n",
+    "    \"\"\"processar um intervalo de ids e guardar los resultados em um dicionário\"\"\"\n",
+    "    store = []\n",
+    "    for my_id in id_range:\n",
+    "        store.append(geocodificar(my_id))\n",
+    "    return store"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Vamos paralelizar a execução em 3 processos. Vejamos os intervalos de ids com que cada um deles deve trabalhar."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "442\n",
+      "884\n"
+     ]
+    }
+   ],
+   "source": [
+    "cut = len(df)// 3\n",
+    "print(cut)\n",
+    "print(cut *2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Criamos uma lista de intervalos\n",
+    "ranges = [range(0,442),range(442,884), range(884,len(df))]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "pool = Pool(processes=3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Executamos de forma paralela\n",
+    "results = pool.map(processar_intervalo_ids, ranges)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Unimos os resultados dos 3 processos em uma única lista\n",
+    "results_final = results[0] + results[1] + results[2]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Eliminamos os resultados que tiveram erros\n",
+    "results_final = [res for res in results_final if isinstance(res,dict)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Guardamos um DataFrame com a latitude e a longitude de cada estabelecimento\n",
+    "bares = pd.DataFrame(results_final).dropna()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "bares.to_csv('bares.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "bares = pd.read_csv('bares.csv')[['lat','lon']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>lat</th>\n",
+       "      <th>lon</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>39.330489</td>\n",
+       "      <td>-76.562022</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>39.284518</td>\n",
+       "      <td>-76.589430</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>39.282420</td>\n",
+       "      <td>-76.575708</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>39.337072</td>\n",
+       "      <td>-76.633356</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>39.282212</td>\n",
+       "      <td>-76.656208</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         lat        lon\n",
+       "0  39.330489 -76.562022\n",
+       "1  39.284518 -76.589430\n",
+       "2  39.282420 -76.575708\n",
+       "3  39.337072 -76.633356\n",
+       "4  39.282212 -76.656208"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bares.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 3- Visualizar os dados gerados\n",
+    "\n",
+    "Para visualizar os dados gerados, vamos criar um GeoDataFrame usando a biblioteca geopandas e vamos mostrá-lo em um mapa interativo usando mplleaflet."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "from geopandas import GeoDataFrame\n",
+    "from shapely.geometry import Point\n",
+    "\n",
+    "geometry = [Point(xy) for xy in zip(bares.lon, bares.lat)]\n",
+    "crs = {'init': 'epsg:4326'}\n",
+    "gdf = GeoDataFrame(crs=crs, geometry=geometry)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<iframe src=\"data:text/html;base64,<head>
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if (gjData.features.length != 0) {
  var gj = L.geoJson(gjData, {
    style: function (feature) {
      return feature.properties;
    },
    pointToLayer: function (feature, latlng) {
      var icon = L.divIcon({'html': feature.properties.html, 
        iconAnchor: [feature.properties.anchor_x, 
                     feature.properties.anchor_y], 
          className: 'empty'});  // What can I do about empty?
      return L.marker(latlng, {icon: icon});
    }
  });
  gj.addTo(map);
  
  map.fitBounds(gj.getBounds());
} else {
  map.setView([0, 0], 1);
}
</script>
</body>\" width=\"100%\" height=\"1200\"></iframe>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "% matplotlib inline\n",
+    "import shapely\n",
+    "import matplotlib.pyplot as plt\n",
+    "ax1 = gdf.plot()\n",
+    "ax1.set_xlim([-76.75, -76.5])\n",
+    "ax1.set_ylim([39.2, 39.375])\n",
+    "fig = plt.gcf()\n",
+    "fig.set_size_inches(20, 20)\n",
+    "mplleaflet.display()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "## 4 - Pré-processamento dos dados geográficos\n",
+    "\n",
+    "Até agora temos a posição relativa dos bares expressa em graus de latitude e longitude.\n",
+    "\n",
+    "Para que os parâmetros do clustering DBScan façam mais sentido é possível transformar as medidas de latitude e longitude para um aproximado dos metros que representam em relação ao centro dos dados. Enquanto um grau de latitude sempre representa a mesma distância, um grau de longitude só é equivalente a um de latitude, em metros, na zona do equador. Portanto, é necessário fazer um ajuste para nos adaptar à zona de estudo.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Primeiro, centralizamos os dados\n",
+    "bares['lat_center'] = bares['lat'] - np.mean(bares['lat']) \n",
+    "bares['lon_center'] = bares['lon'] - np.mean(bares['lon']) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>lat</th>\n",
+       "      <th>lon</th>\n",
+       "      <th>lat_center</th>\n",
+       "      <th>lon_center</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>39.330489</td>\n",
+       "      <td>-76.562022</td>\n",
+       "      <td>0.034082</td>\n",
+       "      <td>0.044523</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>39.284518</td>\n",
+       "      <td>-76.589430</td>\n",
+       "      <td>-0.011889</td>\n",
+       "      <td>0.017115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>39.282420</td>\n",
+       "      <td>-76.575708</td>\n",
+       "      <td>-0.013988</td>\n",
+       "      <td>0.030837</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>39.337072</td>\n",
+       "      <td>-76.633356</td>\n",
+       "      <td>0.040665</td>\n",
+       "      <td>-0.026812</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>39.282212</td>\n",
+       "      <td>-76.656208</td>\n",
+       "      <td>-0.014196</td>\n",
+       "      <td>-0.049663</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         lat        lon  lat_center  lon_center\n",
+       "0  39.330489 -76.562022    0.034082    0.044523\n",
+       "1  39.284518 -76.589430   -0.011889    0.017115\n",
+       "2  39.282420 -76.575708   -0.013988    0.030837\n",
+       "3  39.337072 -76.633356    0.040665   -0.026812\n",
+       "4  39.282212 -76.656208   -0.014196   -0.049663"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bares.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Agora, funções para passar aproximadamente de graus a metros"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def lat_a_metros(x):\n",
+    "    \"\"\"Latitude: 1 deg = 110.54 km\"\"\"\n",
+    "    return x*110540\n",
+    "\n",
+    "def lon_a_metros(x,cos_mean_lat):\n",
+    "    \"\"\"Longitude: 1 deg = 111.320*cos(latitude) km\"\"\"\n",
+    "    return x*111320*cos_mean_lat\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.773879922828\n"
+     ]
+    }
+   ],
+   "source": [
+    "cos_m_lat = np.cos(np.deg2rad(np.mean(bares['lat'])))\n",
+    "print(cos_m_lat)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Na cidade de Baltimore, cada milésimo de grau de longitude equivale a uma distância de 0,77 milésimos de grau de latitude.\n",
+    "Usamos esta medida de ajuste para calcular uma medida que sirva para avaliar distâncias em metros."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "bares['lat_metros'] = bares['lat_center'].apply(lambda x: round(lat_a_metros(x)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "bares['lon_metros'] = bares['lon_center'].apply(lambda x: round(lon_a_metros(x,cos_m_lat)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>lat</th>\n",
+       "      <th>lon</th>\n",
+       "      <th>lat_center</th>\n",
+       "      <th>lon_center</th>\n",
+       "      <th>lat_metros</th>\n",
+       "      <th>lon_metros</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>39.330489</td>\n",
+       "      <td>-76.562022</td>\n",
+       "      <td>0.034082</td>\n",
+       "      <td>0.044523</td>\n",
+       "      <td>3767</td>\n",
+       "      <td>3836.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>39.284518</td>\n",
+       "      <td>-76.589430</td>\n",
+       "      <td>-0.011889</td>\n",
+       "      <td>0.017115</td>\n",
+       "      <td>-1314</td>\n",
+       "      <td>1474.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>39.282420</td>\n",
+       "      <td>-76.575708</td>\n",
+       "      <td>-0.013988</td>\n",
+       "      <td>0.030837</td>\n",
+       "      <td>-1546</td>\n",
+       "      <td>2657.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>39.337072</td>\n",
+       "      <td>-76.633356</td>\n",
+       "      <td>0.040665</td>\n",
+       "      <td>-0.026812</td>\n",
+       "      <td>4495</td>\n",
+       "      <td>-2310.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>39.282212</td>\n",
+       "      <td>-76.656208</td>\n",
+       "      <td>-0.014196</td>\n",
+       "      <td>-0.049663</td>\n",
+       "      <td>-1569</td>\n",
+       "      <td>-4278.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         lat        lon  lat_center  lon_center  lat_metros  lon_metros\n",
+       "0  39.330489 -76.562022    0.034082    0.044523        3767      3836.0\n",
+       "1  39.284518 -76.589430   -0.011889    0.017115       -1314      1474.0\n",
+       "2  39.282420 -76.575708   -0.013988    0.030837       -1546      2657.0\n",
+       "3  39.337072 -76.633356    0.040665   -0.026812        4495     -2310.0\n",
+       "4  39.282212 -76.656208   -0.014196   -0.049663       -1569     -4278.0"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bares.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 5- DBScan\n",
+    "\n",
+    "Agora podemos pesquisar as zonas de alta densidade de restaurantes a partir de alguma definição de negócio. Por exemplo, podemos propor que há uma zona de alta densidade quando 5 restaurantes estão localizados em um raio de menos de 100 metros. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Zona de restaurantes: Pelo menos 5 restaurantes em um raio de 100 metros"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.cluster import DBSCAN, KMeans\n",
+    "dbscn = DBSCAN(eps = 100, min_samples = 5).fit(bares[['lat_metros','lon_metros']])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "DBSCAN(algorithm='auto', eps=100, leaf_size=30, metric='euclidean',\n",
+       "    metric_params=None, min_samples=5, n_jobs=1, p=None)"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dbscn"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "labels = dbscn.labels_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "n_clusters_ = len(set(labels)) - (1 if -1 in labels else 0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "46"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "n_clusters_"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Com estes parâmetros encontramos 46 zonas de restaurantes na cidade para analisar. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 5.1 - Visualizar os resultados\n",
+    "\n",
+    "Agora vejamos as zonas obtidas no mapa."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "bares['labels'] = labels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "clusters = bares.loc[bares['labels']!=-1].copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>lat</th>\n",
+       "      <th>lon</th>\n",
+       "      <th>lat_center</th>\n",
+       "      <th>lon_center</th>\n",
+       "      <th>lat_metros</th>\n",
+       "      <th>lon_metros</th>\n",
+       "      <th>labels</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>39.284518</td>\n",
+       "      <td>-76.589430</td>\n",
+       "      <td>-0.011889</td>\n",
+       "      <td>0.017115</td>\n",
+       "      <td>-1314</td>\n",
+       "      <td>1474.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>162</th>\n",
+       "      <td>39.285668</td>\n",
+       "      <td>-76.587383</td>\n",
+       "      <td>-0.010739</td>\n",
+       "      <td>0.019162</td>\n",
+       "      <td>-1187</td>\n",
+       "      <td>1651.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>175</th>\n",
+       "      <td>39.285943</td>\n",
+       "      <td>-76.588645</td>\n",
+       "      <td>-0.010465</td>\n",
+       "      <td>0.017899</td>\n",
+       "      <td>-1157</td>\n",
+       "      <td>1542.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1168</th>\n",
+       "      <td>39.284848</td>\n",
+       "      <td>-76.590342</td>\n",
+       "      <td>-0.011559</td>\n",
+       "      <td>0.016203</td>\n",
+       "      <td>-1278</td>\n",
+       "      <td>1396.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1143</th>\n",
+       "      <td>39.283517</td>\n",
+       "      <td>-76.589438</td>\n",
+       "      <td>-0.012891</td>\n",
+       "      <td>0.017107</td>\n",
+       "      <td>-1425</td>\n",
+       "      <td>1474.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>39.284548</td>\n",
+       "      <td>-76.588882</td>\n",
+       "      <td>-0.011860</td>\n",
+       "      <td>0.017663</td>\n",
+       "      <td>-1311</td>\n",
+       "      <td>1522.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>254</th>\n",
+       "      <td>39.285943</td>\n",
+       "      <td>-76.588645</td>\n",
+       "      <td>-0.010465</td>\n",
+       "      <td>0.017899</td>\n",
+       "      <td>-1157</td>\n",
+       "      <td>1542.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>297</th>\n",
+       "      <td>39.285605</td>\n",
+       "      <td>-76.588610</td>\n",
+       "      <td>-0.010803</td>\n",
+       "      <td>0.017935</td>\n",
+       "      <td>-1194</td>\n",
+       "      <td>1545.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>935</th>\n",
+       "      <td>39.283854</td>\n",
+       "      <td>-76.589788</td>\n",
+       "      <td>-0.012554</td>\n",
+       "      <td>0.016757</td>\n",
+       "      <td>-1388</td>\n",
+       "      <td>1444.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>322</th>\n",
+       "      <td>39.284241</td>\n",
+       "      <td>-76.588832</td>\n",
+       "      <td>-0.012167</td>\n",
+       "      <td>0.017713</td>\n",
+       "      <td>-1345</td>\n",
+       "      <td>1526.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>495</th>\n",
+       "      <td>39.284376</td>\n",
+       "      <td>-76.590224</td>\n",
+       "      <td>-0.012031</td>\n",
+       "      <td>0.016320</td>\n",
+       "      <td>-1330</td>\n",
+       "      <td>1406.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>691</th>\n",
+       "      <td>39.284927</td>\n",
+       "      <td>-76.588861</td>\n",
+       "      <td>-0.011481</td>\n",
+       "      <td>0.017684</td>\n",
+       "      <td>-1269</td>\n",
+       "      <td>1523.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>501</th>\n",
+       "      <td>39.286003</td>\n",
+       "      <td>-76.587806</td>\n",
+       "      <td>-0.010405</td>\n",
+       "      <td>0.018739</td>\n",
+       "      <td>-1150</td>\n",
+       "      <td>1614.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>535</th>\n",
+       "      <td>39.284516</td>\n",
+       "      <td>-76.589310</td>\n",
+       "      <td>-0.011891</td>\n",
+       "      <td>0.017235</td>\n",
+       "      <td>-1314</td>\n",
+       "      <td>1485.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>176</th>\n",
+       "      <td>39.287216</td>\n",
+       "      <td>-76.556723</td>\n",
+       "      <td>-0.009192</td>\n",
+       "      <td>0.049821</td>\n",
+       "      <td>-1016</td>\n",
+       "      <td>4292.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>676</th>\n",
+       "      <td>39.286848</td>\n",
+       "      <td>-76.555499</td>\n",
+       "      <td>-0.009560</td>\n",
+       "      <td>0.051046</td>\n",
+       "      <td>-1057</td>\n",
+       "      <td>4398.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>636</th>\n",
+       "      <td>39.286879</td>\n",
+       "      <td>-76.556205</td>\n",
+       "      <td>-0.009529</td>\n",
+       "      <td>0.050340</td>\n",
+       "      <td>-1053</td>\n",
+       "      <td>4337.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>108</th>\n",
+       "      <td>39.286821</td>\n",
+       "      <td>-76.556097</td>\n",
+       "      <td>-0.009587</td>\n",
+       "      <td>0.050448</td>\n",
+       "      <td>-1060</td>\n",
+       "      <td>4346.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>800</th>\n",
+       "      <td>39.286924</td>\n",
+       "      <td>-76.555162</td>\n",
+       "      <td>-0.009483</td>\n",
+       "      <td>0.051383</td>\n",
+       "      <td>-1048</td>\n",
+       "      <td>4427.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>887</th>\n",
+       "      <td>39.286841</td>\n",
+       "      <td>-76.555603</td>\n",
+       "      <td>-0.009567</td>\n",
+       "      <td>0.050942</td>\n",
+       "      <td>-1057</td>\n",
+       "      <td>4389.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            lat        lon  lat_center  lon_center  lat_metros  lon_metros  \\\n",
+       "1     39.284518 -76.589430   -0.011889    0.017115       -1314      1474.0   \n",
+       "162   39.285668 -76.587383   -0.010739    0.019162       -1187      1651.0   \n",
+       "175   39.285943 -76.588645   -0.010465    0.017899       -1157      1542.0   \n",
+       "1168  39.284848 -76.590342   -0.011559    0.016203       -1278      1396.0   \n",
+       "1143  39.283517 -76.589438   -0.012891    0.017107       -1425      1474.0   \n",
+       "24    39.284548 -76.588882   -0.011860    0.017663       -1311      1522.0   \n",
+       "254   39.285943 -76.588645   -0.010465    0.017899       -1157      1542.0   \n",
+       "297   39.285605 -76.588610   -0.010803    0.017935       -1194      1545.0   \n",
+       "935   39.283854 -76.589788   -0.012554    0.016757       -1388      1444.0   \n",
+       "322   39.284241 -76.588832   -0.012167    0.017713       -1345      1526.0   \n",
+       "495   39.284376 -76.590224   -0.012031    0.016320       -1330      1406.0   \n",
+       "691   39.284927 -76.588861   -0.011481    0.017684       -1269      1523.0   \n",
+       "501   39.286003 -76.587806   -0.010405    0.018739       -1150      1614.0   \n",
+       "535   39.284516 -76.589310   -0.011891    0.017235       -1314      1485.0   \n",
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+       "676   39.286848 -76.555499   -0.009560    0.051046       -1057      4398.0   \n",
+       "636   39.286879 -76.556205   -0.009529    0.050340       -1053      4337.0   \n",
+       "108   39.286821 -76.556097   -0.009587    0.050448       -1060      4346.0   \n",
+       "800   39.286924 -76.555162   -0.009483    0.051383       -1048      4427.0   \n",
+       "887   39.286841 -76.555603   -0.009567    0.050942       -1057      4389.0   \n",
+       "\n",
+       "      labels  \n",
+       "1          0  \n",
+       "162        0  \n",
+       "175        0  \n",
+       "1168       0  \n",
+       "1143       0  \n",
+       "24         0  \n",
+       "254        0  \n",
+       "297        0  \n",
+       "935        0  \n",
+       "322        0  \n",
+       "495        0  \n",
+       "691        0  \n",
+       "501        0  \n",
+       "535        0  \n",
+       "176        1  \n",
+       "676        1  \n",
+       "636        1  \n",
+       "108        1  \n",
+       "800        1  \n",
+       "887        1  "
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clusters.sort_values('labels').head(20)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Depois, montamos outro GeoDataFrame que contenha as posições e labels dos restaurantes que foram atribuídos a algum cluster."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "geometry = [Point(xy) for xy in zip(clusters.lon, clusters.lat)]\n",
+    "crs = {'init': 'epsg:4326'}\n",
+    "gdf = GeoDataFrame(clusters[['labels']],crs=crs, geometry=geometry)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
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+       "    .dataframe thead th {\n",
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+       "\n",
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+       "  <thead>\n",
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+       "      <th>geometry</th>\n",
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+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>POINT (-76.58942990000001 39.284518)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>31</td>\n",
+       "      <td>POINT (-76.6116007 39.2894404)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>1</td>\n",
+       "      <td>POINT (-76.5560291 39.287256)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>22</td>\n",
+       "      <td>POINT (-76.59478399999998 39.300073)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2</td>\n",
+       "      <td>POINT (-76.61544169999998 39.2993421)</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
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+      ],
+      "text/plain": [
+       "    labels                               geometry\n",
+       "1        0   POINT (-76.58942990000001 39.284518)\n",
+       "14      31         POINT (-76.6116007 39.2894404)\n",
+       "17       1          POINT (-76.5560291 39.287256)\n",
+       "18      22   POINT (-76.59478399999998 39.300073)\n",
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+     "execution_count": 42,
+     "metadata": {},
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+    }
+   ],
+   "source": [
+    "gdf.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
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</body>\" width=\"100%\" height=\"1200\"></iframe>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gdf.plot(column='labels', cmap='Paired');\n",
+    "fig = plt.gcf()\n",
+    "fig.set_size_inches(20, 20)\n",
+    "mplleaflet.display()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Conclusão: Nas zonas periféricas os clusters são bem definidos. Nas zonas centrais, os clusters se confundem um pouco. Lembrem-se que o DBScan é sensível à diferença geral de densidade entre as zonas. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/5-machine-learning-nao-supervisionado/agrupamentos/hierarquivo e dbscan/Introducci\303\263n al Clustering Jer\303\241rquico/Notebooks/Pr\303\241ctica Guiada/PRACTICA_GUIADA_Intro_Clustering_Jer\303\241rquico_pt_br.ipynb" "b/5-machine-learning-nao-supervisionado/agrupamentos/hierarquivo e dbscan/Introducci\303\263n al Clustering Jer\303\241rquico/Notebooks/Pr\303\241ctica Guiada/PRACTICA_GUIADA_Intro_Clustering_Jer\303\241rquico_pt_br.ipynb"
new file mode 100644
index 0000000..7801e46
--- /dev/null
+++ "b/5-machine-learning-nao-supervisionado/agrupamentos/hierarquivo e dbscan/Introducci\303\263n al Clustering Jer\303\241rquico/Notebooks/Pr\303\241ctica Guiada/PRACTICA_GUIADA_Intro_Clustering_Jer\303\241rquico_pt_br.ipynb"	
@@ -0,0 +1 @@
+{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"PRACTICA_GUIADA_Intro_Clustering_Jerárquico_pt_br.ipynb","version":"0.3.2","views":{},"default_view":{},"provenance":[]},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"}},"cells":[{"metadata":{"id":"Kb35a1tZ3o7P","colab_type":"text"},"cell_type":"markdown","source":["# PRÁTICA GUIADA: Clustering hierárquico"]},{"metadata":{"id":"VHxs1LRw3o7R","colab_type":"text"},"cell_type":"markdown","source":["## 1. Introdução\n","\n","Implementar um clustering hierárquico em Python é tão simples quanto invocar uma função do pacote SciPy.\n","\n","```python\n","from scipy.cluster.hierarchy import linkage\n","Z = linkage(X, 'ward')\n","```\n","\n","Aqui, `X` é a matriz de dados com a que trabalhamos, e `'ward'` define o método para calcular a distância entre os clusters. Nesse caso, usamos a distância de Ward (minimiza a diferença da soma quadrática das distâncias entre os clusters). Ao calcular a métrica específica de distância, o método implementa por padrão a distância euclideana.\n","\n","Depois de estimar os clusters, teremos que calcular o dendrograma usando a função `dendrogram()` de SciPy e fazer a representação gráfica com base em `plt` de `matplotlib`."]},{"metadata":{"id":"-D-wDvFb3o7S","colab_type":"text"},"cell_type":"markdown","source":["Para avaliar o grau de eficiência do algoritmo que mediu a distância, podemos calcular o coeficiente de correlação de copehenic. Essa métrica quantifica a correlação entre as distâncias originais dos pontos e as distâncias entre os pontos (as alturas do dendrograma no ponto em que os dois ramos se unem), e também permite avaliar se o clustering funcionou bem.\n","\n","```python\n","c, coph_dists = cophenet(Z, pdist(X))\n","```\n","É possível invocar a função que calcula o coeficiente a partir de SciPy e aplicá-la ao conjunto clusterizado (`Z`) e à distância do conjunto original (`X`). "]},{"metadata":{"id":"vCnMI7uH3o7T","colab_type":"text"},"cell_type":"markdown","source":["### Outros recursos"]},{"metadata":{"id":"ul95CKXM3o7T","colab_type":"text"},"cell_type":"markdown","source":["* [Documentação de SciPy para análise de clustering](http://docs.scipy.org/doc/scipy-0.16.0/reference/generated/scipy.cluster.hierarchy.linkage.html)\n","* [O que é uma análise de clustering hierárquico?](http://www.saedsayad.com/clustering_hierarchical.htm)"]},{"metadata":{"id":"KVhnEq4T3o7V","colab_type":"text"},"cell_type":"markdown","source":["## 2. Preparar a análise e trabalhar com os dados"]},{"metadata":{"id":"3RXm47jh3o7W","colab_type":"text"},"cell_type":"markdown","source":["Vamos trabalhar sobre um conjunto de dados que detalha as habilidades de idiomas de diferentes países europeus. Vamos fazer uma análise de cluster hierárquico nesse conjunto de dados."]},{"metadata":{"id":"q3WkpSjW3o7Y","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0}}},"cell_type":"code","source":["from matplotlib import pyplot as plt\n","from scipy.cluster.hierarchy import dendrogram, linkage, cophenet\n","from scipy.spatial.distance import pdist\n","import numpy as np\n","import pandas as pd\n","import os\n","from scipy.cluster.hierarchy import fcluster, cophenet\n","import matplotlib\n","%matplotlib inline"],"execution_count":0,"outputs":[]},{"metadata":{"id":"ojODrkZ-3o7c","colab_type":"text"},"cell_type":"markdown","source":["Vamos usar SciPy para a análise. Já conhecemos bem o conjunto de dados, então podemos passar direto para a análise dos dados..."]},{"metadata":{"id":"Qyb5Lyd23o7e","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0}},"outputId":"d5a5f0fd-286a-442c-d131-74ba8a45e3fa"},"cell_type":"code","source":["from sklearn import datasets\n","data = datasets.load_iris(return_X_y=False)\n","data.keys()"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["dict_keys(['data', 'target', 'target_names', 'DESCR', 'feature_names'])"]},"metadata":{"tags":[]},"execution_count":2}]},{"metadata":{"id":"46S_iuac3o7k","colab_type":"text"},"cell_type":"markdown","source":["Extraímos os dados para uma matriz para poder passá-los ao algoritmo de clustering. Com o formato matriz (ou np.array), é mais fácil para o algoritmo calcular as distâncias."]},{"metadata":{"id":"ssMLlM8h3o7m","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0}},"outputId":"2c6dd4c9-ff91-48d9-aa7c-7c693ce12fcd"},"cell_type":"code","source":["X = data.data\n","type(X)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["numpy.ndarray"]},"metadata":{"tags":[]},"execution_count":3}]},{"metadata":{"id":"rMCQzItq3o7s","colab_type":"text"},"cell_type":"markdown","source":["## 3. Calcular clusters"]},{"metadata":{"id":"oaaHJG1W3o7t","colab_type":"text"},"cell_type":"markdown","source":["Implementamos o algoritmo de clustering hierárquico usando o método de `ward`"]},{"metadata":{"id":"VPqgmpIg3o7u","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0}}},"cell_type":"code","source":["Z = linkage(X, 'ward')"],"execution_count":0,"outputs":[]},{"metadata":{"id":"JBV6qN653o7y","colab_type":"text"},"cell_type":"markdown","source":["Agora, calculamos o coeficiente de correlação de cophenetic para avaliar a eficiência do cálculo das medidas de distância entre os pontos."]},{"metadata":{"id":"Nz0k-hHV3o7z","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0}},"outputId":"fd4607a7-0c59-4594-deee-bab37d03ef11"},"cell_type":"code","source":["c, coph_dists = cophenet(Z, pdist(X))\n","c"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.87260152506447042"]},"metadata":{"tags":[]},"execution_count":5}]},{"metadata":{"id":"yPFz4fig3o75","colab_type":"text"},"cell_type":"markdown","source":["O “C” deveria ser ao redor de 0.87, o que implica que as distâncias entre os clusters estão bastante correlacionadas às distâncias originais dos dados. Ou seja, o clustering parece preservar bastante a estrutura de distâncias dos dados originais.\n","\n","Vamos traçar um dendrograma. Para fazer isso, é necessário invocar o dendrograma a partir de `scipy.cluster.hierarchy`, passar os links como inputs e fazer uma rotação das tags para que possamos ver o gráfico de forma um pouco mais organizada. Podemos traçar o dendrograma com `pyplot` de `matplotlib`\n"]},{"metadata":{"id":"3fHiqist3o76","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0}},"outputId":"972ee1fd-0936-4d69-e17b-500a5fdf77e1"},"cell_type":"code","source":["plt.figure(figsize=[7,7])\n","plt.title('Dendrogram')\n","plt.xlabel('Index Numbers')\n","plt.ylabel('Distance')\n","dendrogram(\n","    Z,\n","    leaf_rotation=90.,  \n","    leaf_font_size=5.,\n",")\n","plt.show()"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAboAAAG5CAYAAAD4Y/ErAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJGlQeg26o4B/Br6RmZdFxMOBH/avWJIkTY2J/EzP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at 0x7f796af05160>"]},"metadata":{"tags":[]}}]},{"metadata":{"id":"S0rOcLmr3o7_","colab_type":"text"},"cell_type":"markdown","source":["O próximo passo é definir os clusters. Existem muitas formas de automatizar esse processo, mas uma boa possibilidade é estimar os clusters (a quantidade) através de uma análise visual do dendrograma. Além disso, isso ajudará a entender a lógica e a estrutura por trás desse tipo de gráficos.\n","\n","Contudo, como geramos os clusters no fim das contas?\n","\n","1. definimos a quantidade de clusters que vamos usar (inspecionando o dendrograma)\n","2. usamos a função `fcluster` da biblioteca `scipy.cluster.hierarchy` que retorna um array com o pertencimento de cada observação a um cluster.\n","\n","Onde vocês definiriam o número ideal de clusters nesse dendrograma?"]},{"metadata":{"id":"M6SDkYs43o8A","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0}},"outputId":"980d56db-d04a-433b-85eb-0c97d2a2cdb6"},"cell_type":"code","source":["max_dist = 7.5\n","clusters = fcluster(Z, max_dist, criterion='distance')\n","clusters"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n","       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n","       1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n","       3, 3, 3, 3, 3, 3, 3, 3, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n","       3, 3, 3, 3, 3, 3, 3, 3, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 3, 3,\n","       2, 2, 2, 2, 3, 2, 3, 2, 3, 2, 2, 3, 3, 2, 2, 2, 2, 2, 3, 3, 2, 2, 2,\n","       3, 2, 2, 2, 3, 2, 2, 2, 3, 2, 2, 3], dtype=int32)"]},"metadata":{"tags":[]},"execution_count":7}]},{"metadata":{"id":"wu2tP0ZL3o8F","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0}},"outputId":"3ad8ee03-648a-4a28-fc3c-4b00ed1a6db0"},"cell_type":"code","source":["plt.scatter(X[:,0], X[:,1], c=clusters)\n","plt.show"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<function 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5GOBNTLzZRPDD/IV741UATkr1r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Pu\nuGnaoZC/ei08J9z7pnjGZCuzAHVfP2M7C4bACih7QgNSzV4mk4GuDVjH5WBj4e5FTT5ZxmwEgiHI\n9CHVupesc/XVdMX9pf4BvvTHX2XX8wMALD1tCTfdez1LT0vW1Gwr7Mb23RDuCoSw7BI0/5bEzdy0\nydewN24MdzAiA9kTYN7NqKX51g43K0TzF757ZNMR69pApvNP447mmlBTzVAdOTTK5cuu4cDQwSMr\n50nQvaCLe17aSFtH6QbJ8TCbwAbfD8FepowhVxfq+0HZFnRxMQuwvb8Dk7uZsrKjOtCix1F25kXQ\n0iTYf3M4MW3Kcs7t0PO3ZDoujSuWS5m6bdaRJk9t3sL42NQlUc1gYqzAU9/bEl+wUmM/Cje1KJ0c\nZAVspIHrtc9kYhsEg5Qt2WsFbHhTLJHiYlaAkXsoX6d/BA7dHkck1+Saqrjv2bWX0UOl//PB6PAY\ne3YlaJeayZerrMs+CpMDDY9T1eTLVJ7ENA6TLzU6TbxsuPra9cGexmZxjiYr7stXvY32zvK1w9s6\nWlm+6tQYElWRP4PK/2k6UP7MRqepLv/ucP/WMu2QP6fhcWKlbsgsqHws5xuTucZrquJ+1gdWsPSd\ni2lpyx+5r6UtzymnL2Hlhe+OMVmJ/ApoOZOpm1i0hBOc2i6MK1UZ5d4WTVYqzpmH7ALUvi6uWLGQ\nBN03MbUvBLSh7j+LKZVrZk31hSqEX6puuvkhnrzrRyBYe8V7+fBnL03Ml6mHmY1jh+6Ekc3hKZr2\nS1DnNSjTFXe0KcwK2PDd4UJoNgpta1HXtajau9iUs7GfYAdvC79kzr0TdX8a5f2du6sfX8/dOedS\nyEfLOFckCPYT7L2U4NV3hJfXziIYeXJWj2HBEMEbNxC8+hvh5VfXYdMtnuZcjLy4u+aw9yIo/OLo\nbTsA+z5BML6jph83K2CvfxhGHwfGw8vYk9jQH4ZbJjqXMF7cXeoFY09DUGW/9v1fqO1Bxn4YTSor\nHqJaCJc2Hp3dJwDnGsGLu0u/8f+ufmzyxdoeo/ACWOkGK4Adwgo7jymWc8eTF3eXfi2rqh/LnlLb\nY+TeCmovv1+d4ZBQ5xLGi7tLvUzreaAqQzN7Pl/bg7S+HzK9TF1rLxuuy9+29teN6FzdeXF3zaHv\nCcgtP3pbXTDvNjItZ9T041IeLbgPWi8E8kAOWteghff5sr4ukZpuyV/XnDKZHlj0CABBEITr0M+S\nsgtR760cnhvS7OvWu2Tz4u6azrEU9mJe1N1c4KdlnHMuhby4O+dcCnlxd865FPLi7pxzKeTF3Tnn\nUsiLu3POpZAXd+ecS6EZi7ukkyX9UFK/pJ9L+lSFNpJ0q6Sdkn4maeXxids8zAwb/QHB0McIhq7C\nRh7CKm6a7Zxz5WqZxFQAbjSz7ZK6gWck/buZFS2OzcXA26PLbwG3R/+6Y2T7/wZGHzyyEqGNb4eR\nR6D3DiT/wOWcm96MVcLMXjGz7dH1A0A/sLik2XrgLgttAeZLenPd0zYJK+yEkftLlpgdgYltMP50\nbLmcc3PHrN4CSloGnAlsLTm0GNhddHuA8hcAV6uxLZXvt2Fs7L8am8U5NyfVXNwldQHfA643s/2l\nhyv8SNnO25I+KmmbpG2Dg4OzS9pMMvNAlc6Y5aNlZ51zbno1FXdJecLCfo+Z3V+hyQBwctHtJcDL\npY3M7A4zO9vMzu7r6zuWvM2h9QIqv15mUfv6Rqdxzs1BtYyWEXAn0G9mt1Rp9jBwRTRqZjWwz8xe\nqWPOpqJMJ+r9JqgX1BmuPa5ONP8rKHtS3PGcc3NALaNlzgM+AuyQ9Gx0303AUgAz2wg8BnwQ2AkM\nA1fVP2pzUctvwgk/gYlnwSag5SzfFMI5V7MZi7uZ/ZjK5wiK2xhwbb1CuZCUg5az447hnJuDfMC0\nc86lkBd355xLIS/uzjmXQl7cnXMuhby4O+dcCnlxd865FFI4ijGGJ5YGgZdiefKjFgF7Y85QC89Z\nX56zvjxnfc2U8xQzm3GKf2zFPQkkbTOzxA8k95z15Tnry3PWV71y+mkZ55xLIS/uzjmXQs1e3O+I\nO0CNPGd9ec768pz1VZecTX3O3Tnn0qrZ37k751wqNUVxl5SV9FNJj1Y4dqWkQUnPRper48gYZXlR\n0o4ox7YKxyXpVkk7Jf1M0sqE5nyfpH1Fffr5mHLOl7RZ0vOS+iWdW3I8Kf05U87Y+1PS8qLnf1bS\nfknXl7SJvT9rzBl7f0Y5Pi3p55Kek3SvpLaS462SNkX9uTXa5rR2Zpb6C3AD8B3g0QrHrgT+Ke6M\nUZYXgUXTHP8g8H3CJZhXA1sTmvN9lfo6hpz/AlwdXW8B5ie0P2fKmYj+LMqTBV4lHG+duP6sIWfs\n/Um4x/Qvgfbo9r8CV5a0+QSwMbp+GbBpNs+R+nfukpYAvwt8I+4sdbAeuMtCW4D5kt4cd6gkktQD\nnE+4ixhmNm5mb5Q0i70/a8yZNGuAF8ysdBJi7P1ZolrOpMgB7ZJyQAflW5OuJ3zhB9gMrIl2xqtJ\n6os78BXgs0AwTZs/iD5GbpZ08jTtjjcDnpD0jKSPVji+GNhddHsguq/RZsoJcK6k/5H0fUnvamS4\nyFuBQeBb0Sm5b0jqLGmThP6sJSfE35/FLgPurXB/EvqzWLWcEHN/mtn/AV8GdgGvEG5N+kRJsyP9\naWYFYB+wsNbnSHVxl3QJsMfMnpmm2SPAMjM7A3iSo6+UcTjPzFYCFwPXSjq/5HilV+04hjvNlHM7\n4UfhFcBtwIONDkj4rmglcLuZnQkcAv6ipE0S+rOWnEnoTwAU7vW4Driv0uEK98UyHG+GnLH3p6Re\nwnfmbwFOAjolXV7arMKP1tyfqS7uhPu/rpP0IvBd4AJJ3y5uYGavm9lYdPPrwFmNjTgly8vRv3uA\nB4BzSpoMAMWfLJZQ/lHuuJspp5ntN7OD0fXHgLykRQ2OOQAMmNnW6PZmwiJa2ibu/pwxZ0L687CL\nge1m9lqFY0noz8Oq5kxIf14I/NLMBs1sArgf+O2SNkf6Mzp1Mw8YqvUJUl3czexzZrbEzJYRfkT7\nDzOb8upYck5wHdDfwIjFOToldR++DnwAeK6k2cPAFdGohNWEH+VeSVpOSScePjco6RzCv7PXG5nT\nzF4FdktaHt21BvhFSbPY+7OWnEnozyJ/RPVTHbH3Z5GqORPSn7uA1ZI6oixrKK89DwN/El3/EGH9\nqvmd+4wbZKeRpC8A28zsYeA6SeuAAuGr4pUxxXoT8ED0N5cDvmNmj0v6OICZbQQeIxyRsBMYBq5K\naM4PAddIKgAjwGWz+aOsow3APdFH9P8Frkpgf9aSMxH9KakDWAt8rOi+xPVnDTlj708z2yppM+Ep\nogLwU+COktp0J3C3pJ2Etemy2TyHz1B1zrkUSvVpGeeca1Ze3J1zLoW8uDvnXAp5cXfOuRTy4u6c\ncynkxd0551LIi7tzzqWQF3fnnEuh/weCR9sqpgi4BwAAAABJRU5ErkJggg==\n","text/plain":["<matplotlib.figure.Figure at 0x7f796aeeffd0>"]},"metadata":{"tags":[]}}]},{"metadata":{"id":"GgJet29a3o8M","colab_type":"text"},"cell_type":"markdown","source":["Contudo, neste caso, podemos ver que não existe um agrupamento a uma distância maior de aproximadamente 35. O que acontece se definimos a distância máxima nesse ponto?"]},{"metadata":{"id":"BgDRT5en3o8N","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0}},"outputId":"97f9364d-d1fa-48e1-aba9-fe1afab64428"},"cell_type":"code","source":["max_dist = 35\n","clusters = fcluster(Z, max_dist, criterion='distance')\n","clusters"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n","       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n","       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n","       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n","       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n","       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n","       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], dtype=int32)"]},"metadata":{"tags":[]},"execution_count":9}]},{"metadata":{"id":"FxLW2Y2o3o8X","colab_type":"text"},"cell_type":"markdown","source":["Por último, vamos a realizar un gráfico de las clusters..."]},{"metadata":{"id":"ivG6FDos3o8Y","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0}},"outputId":"359ae402-407d-4e1a-ccf1-3d0977d7990d"},"cell_type":"code","source":["plt.scatter(X[:,0], X[:,1], c=clusters)\n","plt.show"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<function matplotlib.pyplot.show>"]},"metadata":{"tags":[]},"execution_count":10},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzsnXd4FFUXh9/ZvpuQQEhAOii9SW+C\nUkSKSFWqKAoqKk1FVKSKNFEExM8uRURQRETAgjQp0nvvLZSEJJC6/X5/LESWnYUNbArhvs/D84S5\nM3fO7Nw9e+fO75yjCCGQSCQSSe5Ck90GSCQSiST4SOcukUgkuRDp3CUSiSQXIp27RCKR5EKkc5dI\nJJJciHTuEolEkguRzl0ikUhyIdK5SyQSSS5EOneJRCLJhegC3VFRFC2wFYgWQrS5oa0XMAmIvrpp\nuhDi65v1FxkZKUqWLJkhYyUSieReZ9u2bZeEEFG32i9g5w4MBA4AYX7a5wsh+gXaWcmSJdm6dWsG\nTi+RSCQSRVFOBbJfQMsyiqIUBR4Hbjobl0gkEknOINA19ynAEMB9k306KYqyW1GUBYqiFFPbQVGU\nFxVF2aooytbY2NiM2iqRSCSSALmlc1cUpQ0QI4TYdpPdfgNKCiGqAn8Ds9R2EkJ8KYSoJYSoFRV1\nyyUjiUQikdwmgczcHwLaKopyEpgHNFUUZc71Owgh4oQQtqv//QqoGVQrJRKJRJIhbunchRDvCCGK\nCiFKAl2BlUKIp6/fR1GUQtf9ty2eF68SiUQiySYyopbxQlGU94CtQojFwABFUdoCTiAe6BUc8yT3\nEvEXEtBoNeSNCs9uUySSux4luyox1apVS0gppATg2K6TjO8xlXPHLoIQPFCtJEPnDqLQ/QWz2zSJ\nJMehKMo2IUStW+0nI1Ql2UpSQjJvNB7Jqf1ncdgcOOxODm09xqBGw3HYHdltnkRy1yKduyRbWfH9\nWpwOp9c24RakJaexaen2bLJKIrn7kc5dkq1cOHERW6rdZ7vT7iTm9KVssEgiyR1I5y7JVirWL4c5\n1OSzXavTUq526WywSCLJHUjnLslWGrSrTcGSUeiN+vRtRrOB8nXKULF+2Wy0TCK5u5HOXZKt6PQ6\npqx7n44DWxNVLJL7ShWg+7sdGbtsKIqiZLd5Esldi5RCSiQSyV2ElEJKJBLJPYx07hKJRJILkc5d\nIpFIciHSuUskEkkuRDp3iUQiyYVI5y6RSCS5EOncJRKJJBcinbtEIpHkQm67WIdEAuByuVjy+V8s\n/t+f2FLtNOxUl+5DOxIWkSe7TZNI7mmkc5fcERN7fsKGxVvSMzsunv4HGxZt4cvdH2GyGLPZOonk\n3kUuy0humzOHolm/aLNXyl6H3UnCxcusmPNPNlomkUikc5fcNoe2HEOr0/pst6bY2LVmXzZYJJFI\nriGdu+S2iSqaH1QSN+oNOgrL+qcSSbYinbvktqnycAXyFQhHo/UeRlq9ltYvPJpNVkkkEpDOXXIH\naDQaPlw1mvJ1y6A36jCaDRQoHsnYpUMpUDwqu82TSO5ppFpGckdEFc3P1HXvk3DxMrY0OwVLRMki\nGxJJDkA691yMw+5gxZy1rJq3HnMeE4+/2JzaLaplyrnyFcybKf1KJJLbQzr3XIrL6WLIo+9xZPsJ\nbKk2ALb9tYv2/VvRe1yPbLZOIpFkNnLNPZeyftFmju48me7YwSNRXDhlKbFn47LRMolEkhVI555L\n2bhkG9Zkq892jU7LzlV7s8EiiUSSlUjnnksJjwpTDTDSaBTy5AvNBoskEklWIp17LqVV72bo9L7O\nXafXUfOxqtlgkUQiyUqkc8+lFC9fhNe/7ospxIglzIw5j4mIQnmZuHw4eoM+u82TSCSZjFTL5GKa\ndmtEg3Z12L/hEEaLkQr1yqDRyN9zieReIGDnriiKFtgKRAsh2tzQZgRmAzWBOKCLEOJkEO2U3CYm\ni5Eaj979yzCJcUks/24NF07EUKlBOR7qUEc+gUgkNyEjM/eBwAEgTKWtN5AghCitKEpXYCLQJQj2\nSSQc2X6cwU1H4XS4sKfZ+XPGKuaMWcDUDWMJCbNkt3kSSY4koGd0RVGKAo8DX/vZpR0w6+rfC4Bm\nioxBlwSJCU9PIzUxDXuaJ298WrKVc8cu8sP4hdlsmUSScwl0AXYKMARw+2kvApwBEEI4gStA/ju2\nTnLPc+lcPOdPxvhsd9gcrPphfTZYJJHcHdzSuSuK0gaIEUJsu9luKtuESl8vKoqyVVGUrbGxsRkw\nU3KvotVpQfgMJU+bitRTIpF4CGTm/hDQVlGUk8A8oKmiKHNu2OcsUAxAURQdEA7E39iREOJLIUQt\nIUStqCiZElZya/IVCOf+B0ui0XjPH4xmA617N8smqySSnM8tnbsQ4h0hRFEhREmgK7BSCPH0Dbst\nBp69+veTV/dRn25JJBnk3R8Gke++vFjymDGY9JhCjFR6qDydXm9z64MlknuU29a5K4ryHrBVCLEY\n+Ab4TlGUo3hm7F2DZJ9EQqFSBZlz4n9sXraDmDOXKF+nNOVql5Z54yWSm6Bk1wS7Vq1aYuvWrdly\nbknGWP/rFv75aQMFi0fRdWgHLKHm7DZJIrlnURRlmxCi1q32kxGqEr84nU56lRnAxVP/vfyeN3ER\no399i/ptamajZRKJ5FbIWHSJX6a89KWXYwcQQvBep0m43f5UsRKJJCcgnbvEL2t+3KC63elwsX35\n7iy2RiKRZATp3CV+cbv8z87TUnwLgUgkkpyDdO4Sv1RrUll1u6JRqN/2lu9zJBJJNiKdu8Qvb33X\nH6PF4LP9xQ96otPJd/ESSU5GfkMlfgmLyMOCmG+YOWI+W/7YQWTh/PQe142ytUpnt2kSieQWSJ37\nXc7anzey9a+dPNSuNnVa373yRIfdwcFNR9HqNJSrUxqtVuaNkeQchBAc23mS5MsplKv9AObbiPVw\nOV0c3HwU4XZTvm4ZdPrbm1tLnXsuJ/5CAk+XehWHzQHAsq9WYAwxMu/s54SG310FsLf8sYOx3aYg\nhEAIgdFs5L1f36JC3TLZbZpEwvnjFxnaehyXouPQaDW4HC76Tn6WNi89FnAfe9cfZFSHD3DYnKCA\nRqth+PzXM7WQjpy536V0inqOxLhkn+1RxfMz9+Tn2WDR7XEpOo5e5QZiS7V5bbeEmZkX/SXmEFM2\nWSaReGbsvcoN4Pzxiwj3f77SaDHwwfIRVKxf7pZ9pFxJoVvxvqQleSvMTBYjs49NJ1/BvBmyKdCZ\nu3yhehficrlUHTtA7Om4LLbmzvh7zj+qkkvhFmxYtCUbLJJI/uPw1mPEX7js5dgB7GkOFk3/I6A+\n1i7c7HM8gNvtZtW8zKtJIJ37XYjd7sxuE4LGlUtJ6UtL1+NyukiMS8oGiySS/0iMT1YtKi+EIOHi\n5YD6SIpLwqnynbVbHVy5lHljXDr3uxCz2eg3I6JWd3fd0lqPPYgp1HfpRVEUqjerkg0WSST/UaFu\nGZx238mH0WKgQbvaAfVRvVkV1cIyphAjNR7NvDF+d3kCSTrdhnZQ3d5n4o2p9nM21ZtVofJD5TCF\nGNO3mUKMNOn6ECUrFctGyyQSCM0bQq8xXTFa/hufRrOBgiWiaPl804D6KF29FA91qOszxqs1qUzV\nhysG3eZryBeqdzF/zV7NZ6/NJPVKKqERoQz67EUadaqX3WZlGJfTxYrv17L8uzXo9Dpa9W5Ko071\nZL52SY5h56q9LJr+O1diE2nYsS6t+zTLkBzS7XazdsFGfv92JW6ni+bPNqZp94a3JfkN9IWqdO53\nOXarnYSLV8h3X14MRv1t9ZGalEZyQjL5i0SoDjaXy0VcdDwheUMICbPcqckSieQOkDr3XI7b7WbG\nsB/4ZdrvnurkGoWuQ9rR/d1OAc94rak2Jr/wOesWbkKjVTBZjLwy7Xmadm2Yvs/q+euZ3v9brClW\n3G7BQx3q8PpXfaVEUSLJ4Ujnfpcyb8Iv/DLtdy99+LyJi8gTEUrbV1oG1MfEnp+w+fft6WoVW6qd\nyX0+I7JwBFUfrsjedQf4sPf/sKXa04/ZsGgz9jQ7o38ZEtwLkkgkQUW+UL0LEULw04e/+QT+WFNs\n/DD+l4D6SIi5wqZl27FbvZUAtlQ78yZ4+pg3cZGXYwePfGvLHzuJv5BwB1cgkUgyG+nc70LcLjcp\nV1JU2y7HXAmoj7hz8eiN6g9uF07EAHD+eIxqu96oI+6cdO4SSU5GOve7EK1OS6EH7lNtK1mleEB9\nFClTCJfTNzJUq9NQuVEFAKo0qoBWp/KC1eGiaNlCGbBYIpFkNdK536W8MuU5n1zrRrOBvh8+G9Dx\n5hATPd7t6KXf1WgUTCEmur3j0dB3e6cDphAjGs1/L2iNFiPdhna8rax4Eokk65BSyLuYXWv2MXvU\nj5w5dI5SlYvx7HtdqVivbIb6WD1/PfMmLiLh4hWqPlyBXmO6UqT0f7Pyc8cuMHPEPHat3k++guF0\nGdKeJl0fCvalSCSSAJE6d4lEIsmFyKyQt4kQgt8+/5OuRV+khb4Lz1ccxObfd2S5HUkJyUx67lPa\nhPSglakbIzt8QOzZuyvjo0RyM9JSrHzS/2vahvWkpbErb7d8n7NHzme3WbkGOXO/gQWTf2PmiPle\nMkOj2cB7i9+mRhYlsnK73fSt/iZnDp1Lzyan0WrIWyCcmYenyQAiSa5gcNNR7P/3cHqchaIohOS1\nMPPQNMIjw7LZupyLnLnfBi6XizljFvjox21pdma8O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nLheAxulxuNVkORMoX4cOVIQsJD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\nAAAAAElFTkSuQmCC\n","text/plain":["<matplotlib.figure.Figure at 0x7f7968957f98>"]},"metadata":{"tags":[]}}]},{"metadata":{"id":"pe5NE9Eo3o8c","colab_type":"text"},"cell_type":"markdown","source":["Para terminar, vamos ver o que acontece se alteramos o método de geração dos clusters. Vamos testar os seguintes linkages:\n","\n","- ward\n","- average\n","- complete\n","- single"]},{"metadata":{"id":"VWEMEvn43o8d","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0}}},"cell_type":"code","source":["def eval_clusters_linkage(X, link_method):\n","    L = linkage(X, link_method)\n","    c, coph_dists = cophenet(L, pdist(X))\n","    print(link_method, c)\n","    plt.figure(figsize=[6,6])\n","    plt.title('Dendrogram - Method: ' + link_method.title())\n","    plt.xlabel('Index Numbers')\n","    plt.ylabel('Distance')\n","    dendrogram(L, leaf_rotation=90., leaf_font_size=5.)"],"execution_count":0,"outputs":[]},{"metadata":{"id":"V09GhJJD3o8i","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0}},"outputId":"8a18c54c-94b4-476b-ee24-1bb81bd0851c"},"cell_type":"code","source":["for i in ['ward','single','average','complete']:\n","    eval_clusters_linkage(X, i)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["ward 0.872601525064\n","single 0.86357244036\n","average 0.876696652921\n","complete 0.727170309992\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYIAAAGDCAYAAAAmphcsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\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zUdVHYondXVXXn29TLOfwzy3lL+hvOS2rstTh9CYbT6yMaBxoLNWBj4bDoOjFctuvFx1xox08G+8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\nKzkomJlZ6f8DNDkJ91qAPkgAAAAASUVORK5CYII=\n","text/plain":["<matplotlib.figure.Figure 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aY62rZvPEvugopwSAR/KB7bxmoxKZTzK5KtMQGy+6Nqt1vRknA1M5lnAhJQJFGWW0XxnZa+DRSOg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\n38ysJhzwzcxqwgHfzKwmHPDNzGri/wOXUXwyWnkGgQAAAABJRU5ErkJggg==\n","text/plain":["<matplotlib.figure.Figure at 0x7f7968511f60>"]},"metadata":{"tags":[]}}]},{"metadata":{"id":"E16Pj9nx3o8n","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0}}},"cell_type":"code","source":[""],"execution_count":0,"outputs":[]}]}
\ No newline at end of file

From 35da772edcb568d911d8f4441b8161486c409776 Mon Sep 17 00:00:00 2001
From: Eduardo Santos <eduardo@digitalad.com.br>
Date: Sun, 27 Jan 2019 18:10:38 -0200
Subject: [PATCH 2/6] =?UTF-8?q?Tradu=C3=A7=C3=A3o=20completa=20pr=C3=A9=20?=
 =?UTF-8?q?python?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

tradução completa das aulas 1 e 2 dos pré requisitos de python
---
 0-pre-requisitos/1-python/Aula_01.ipynb       |  418 +-
 0-pre-requisitos/1-python/Aula_02.ipynb       | 2221 +++++---
 .../3-sql/0_conectando_python_em_db_sql.ipynb |   19 +-
 .../aula1.ipynb"                              |    2 +-
 .../aula1.ipynb"                              | 2518 ++++-----
 .../correla\303\247\303\265es_deepdive.ipynb" | 4850 ++++++++---------
 6 files changed, 5022 insertions(+), 5006 deletions(-)

diff --git a/0-pre-requisitos/1-python/Aula_01.ipynb b/0-pre-requisitos/1-python/Aula_01.ipynb
index 3f27acd..7ab6a72 100644
--- a/0-pre-requisitos/1-python/Aula_01.ipynb
+++ b/0-pre-requisitos/1-python/Aula_01.ipynb
@@ -8,6 +8,20 @@
     "**02/08/2017**"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Objetivos:\n",
+    "- Tipos de dados e operações com os dados.\n",
+    "- Números (<tt>int/float/complex</tt>).\n",
+    "- Textos (<tt>list</tt>)\n",
+    "- Tuplas (<tt>tuple</tt>)\n",
+    "- Dicionários (<tt>dict</tt>)\n",
+    "- Conjuntos <tt>set</tt> loops\n",
+    "- Conversão de tipos"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -21,14 +35,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Python 3.5.4 :: Anaconda custom (64-bit)\n"
+      "Python 3.6.8 :: Anaconda, Inc.\n"
      ]
     }
    ],
@@ -55,7 +69,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -64,7 +78,7 @@
        "int"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -87,7 +101,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -96,7 +110,7 @@
        "53"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -108,7 +122,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -117,7 +131,7 @@
        "float"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -137,7 +151,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -146,7 +160,7 @@
        "complex"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -157,7 +171,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -166,7 +180,7 @@
        "complex"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -186,16 +200,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "94708970930304\n",
-      "139738084184280\n",
-      "139738084123920\n"
+      "4402206192\n",
+      "4440060840\n",
+      "4440441680\n"
      ]
     }
    ],
@@ -217,7 +231,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -249,7 +263,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -271,7 +285,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -291,7 +305,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -300,7 +314,7 @@
        "2"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -312,7 +326,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -321,7 +335,7 @@
        "1"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -333,7 +347,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -367,7 +381,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -376,7 +390,7 @@
        "8"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -404,7 +418,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -425,7 +439,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -456,7 +470,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -476,7 +490,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -504,7 +518,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -526,7 +540,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -544,7 +558,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -562,7 +576,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -589,14 +603,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['__abs__', '__add__', '__bool__', '__class__', '__delattr__', '__dir__', '__divmod__', '__doc__', '__eq__', '__float__', '__floordiv__', '__format__', '__ge__', '__getattribute__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__int__', '__le__', '__lt__', '__mod__', '__mul__', '__ne__', '__neg__', '__new__', '__pos__', '__pow__', '__radd__', '__rdivmod__', '__reduce__', '__reduce_ex__', '__repr__', '__rfloordiv__', '__rmod__', '__rmul__', '__rpow__', '__rsub__', '__rtruediv__', '__setattr__', '__sizeof__', '__str__', '__sub__', '__subclasshook__', '__truediv__', 'conjugate', 'imag', 'real']\n"
+      "['__abs__', '__add__', '__bool__', '__class__', '__delattr__', '__dir__', '__divmod__', '__doc__', '__eq__', '__float__', '__floordiv__', '__format__', '__ge__', '__getattribute__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__int__', '__le__', '__lt__', '__mod__', '__mul__', '__ne__', '__neg__', '__new__', '__pos__', '__pow__', '__radd__', '__rdivmod__', '__reduce__', '__reduce_ex__', '__repr__', '__rfloordiv__', '__rmod__', '__rmul__', '__rpow__', '__rsub__', '__rtruediv__', '__setattr__', '__sizeof__', '__str__', '__sub__', '__subclasshook__', '__truediv__', 'conjugate', 'imag', 'real']\n"
      ]
     }
    ],
@@ -607,7 +621,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -634,7 +648,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -655,7 +669,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -690,7 +704,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -699,7 +713,7 @@
        "str"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -728,7 +742,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -737,7 +751,7 @@
        "9"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -748,7 +762,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -769,7 +783,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -796,7 +810,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -805,7 +819,7 @@
        "'number two: 2'"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -825,7 +839,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -870,7 +884,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -897,7 +911,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -923,7 +937,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -948,7 +962,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -976,7 +990,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
@@ -985,7 +999,7 @@
        "'Corinthias é campeão'"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1003,7 +1017,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
@@ -1026,7 +1040,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -1049,7 +1063,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -1058,7 +1072,7 @@
        "'TIMAO, EO! '"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1069,7 +1083,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
@@ -1078,7 +1092,7 @@
        "'timao, eo! '"
       ]
      },
-     "execution_count": 41,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1089,7 +1103,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
@@ -1098,7 +1112,7 @@
        "'(6+9j)'"
       ]
      },
-     "execution_count": 42,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1109,7 +1123,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
@@ -1118,7 +1132,7 @@
        "['Timao,', 'eo!']"
       ]
      },
-     "execution_count": 43,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1129,7 +1143,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
@@ -1148,7 +1162,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
@@ -1165,7 +1179,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 47,
    "metadata": {
     "scrolled": true
    },
@@ -1176,7 +1190,7 @@
        "2"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1187,7 +1201,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
@@ -1196,7 +1210,7 @@
        "-1"
       ]
      },
-     "execution_count": 47,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1207,7 +1221,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
@@ -1216,7 +1230,7 @@
        "2"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1235,14 +1249,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['__add__', '__class__', '__contains__', '__delattr__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__iter__', '__le__', '__len__', '__lt__', '__mod__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__rmod__', '__rmul__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__', 'capitalize', 'casefold', 'center', 'count', 'encode', 'endswith', 'expandtabs', 'find', 'format', 'format_map', 'index', 'isalnum', 'isalpha', 'isdecimal', 'isdigit', 'isidentifier', 'islower', 'isnumeric', 'isprintable', 'isspace', 'istitle', 'isupper', 'join', 'ljust', 'lower', 'lstrip', 'maketrans', 'partition', 'replace', 'rfind', 'rindex', 'rjust', 'rpartition', 'rsplit', 'rstrip', 'split', 'splitlines', 'startswith', 'strip', 'swapcase', 'title', 'translate', 'upper', 'zfill']\n"
+      "['__add__', '__class__', '__contains__', '__delattr__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__iter__', '__le__', '__len__', '__lt__', '__mod__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__rmod__', '__rmul__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__', 'capitalize', 'casefold', 'center', 'count', 'encode', 'endswith', 'expandtabs', 'find', 'format', 'format_map', 'index', 'isalnum', 'isalpha', 'isdecimal', 'isdigit', 'isidentifier', 'islower', 'isnumeric', 'isprintable', 'isspace', 'istitle', 'isupper', 'join', 'ljust', 'lower', 'lstrip', 'maketrans', 'partition', 'replace', 'rfind', 'rindex', 'rjust', 'rpartition', 'rsplit', 'rstrip', 'split', 'splitlines', 'startswith', 'strip', 'swapcase', 'title', 'translate', 'upper', 'zfill']\n"
      ]
     }
    ],
@@ -1253,7 +1267,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 51,
    "metadata": {
     "scrolled": true
    },
@@ -1277,7 +1291,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
@@ -1313,7 +1327,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [
     {
@@ -1341,7 +1355,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
@@ -1350,7 +1364,7 @@
        "'Fernando'"
       ]
      },
-     "execution_count": 53,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1361,7 +1375,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -1394,7 +1408,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [
     {
@@ -1403,7 +1417,7 @@
        "5"
       ]
      },
-     "execution_count": 55,
+     "execution_count": 56,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1423,7 +1437,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
@@ -1455,7 +1469,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
@@ -1483,7 +1497,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [
     {
@@ -1511,7 +1525,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [
     {
@@ -1539,7 +1553,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
@@ -1567,7 +1581,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 62,
    "metadata": {},
    "outputs": [
     {
@@ -1599,7 +1613,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [
     {
@@ -1608,7 +1622,7 @@
        "3"
       ]
      },
-     "execution_count": 62,
+     "execution_count": 63,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1627,7 +1641,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [
     {
@@ -1666,14 +1680,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 65,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['__add__', '__class__', '__contains__', '__delattr__', '__delitem__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__gt__', '__hash__', '__iadd__', '__imul__', '__init__', '__iter__', '__le__', '__len__', '__lt__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__reversed__', '__rmul__', '__setattr__', '__setitem__', '__sizeof__', '__str__', '__subclasshook__', 'append', 'clear', 'copy', 'count', 'extend', 'index', 'insert', 'pop', 'remove', 'reverse', 'sort']\n"
+      "['__add__', '__class__', '__contains__', '__delattr__', '__delitem__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__gt__', '__hash__', '__iadd__', '__imul__', '__init__', '__init_subclass__', '__iter__', '__le__', '__len__', '__lt__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__reversed__', '__rmul__', '__setattr__', '__setitem__', '__sizeof__', '__str__', '__subclasshook__', 'append', 'clear', 'copy', 'count', 'extend', 'index', 'insert', 'pop', 'remove', 'reverse', 'sort']\n"
      ]
     }
    ],
@@ -1691,7 +1705,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 66,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1700,7 +1714,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 67,
    "metadata": {},
    "outputs": [
     {
@@ -1728,15 +1742,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "id(a) = 139738083628936\n",
-      "id(b) = 139738083628936\n"
+      "id(a) = 4441100744\n",
+      "id(b) = 4441100744\n"
      ]
     }
    ],
@@ -1755,7 +1769,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [
     {
@@ -1781,7 +1795,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 70,
    "metadata": {},
    "outputs": [
     {
@@ -1798,7 +1812,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 71,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1807,15 +1821,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 72,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "id(a) = 139738083628936\n",
-      "id(b) = 139738083627208\n"
+      "id(a) = 4441100744\n",
+      "id(b) = 4441102408\n"
      ]
     }
    ],
@@ -1834,7 +1848,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [
     {
@@ -1860,7 +1874,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 74,
    "metadata": {},
    "outputs": [
     {
@@ -1887,16 +1901,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 75,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['Ulisses', 'Roberto', 'Luis', 'Fernando', 'Leonel']"
+       "['Ulisses',\n",
+       " 'Roberto',\n",
+       " 'Luis',\n",
+       " 'Fernando',\n",
+       " 'Leonel',\n",
+       " 'Eneas',\n",
+       " 'Marronzinho',\n",
+       " 'Correa']"
       ]
      },
-     "execution_count": 72,
+     "execution_count": 75,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1914,7 +1935,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['Ulisses', 'Roberto', 'Luis', 'Leonel', 'Fernando']\n"
+      "['Ulisses', 'Roberto', 'Marronzinho', 'Luis', 'Leonel', 'Fernando', 'Eneas', 'Correa']\n"
      ]
     }
    ],
@@ -1924,7 +1945,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 77,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1933,16 +1954,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['Fernando', 'Leonel', 'Luis', 'Roberto', 'Ulisses']"
+       "['Correa',\n",
+       " 'Eneas',\n",
+       " 'Fernando',\n",
+       " 'Leonel',\n",
+       " 'Luis',\n",
+       " 'Marronzinho',\n",
+       " 'Roberto',\n",
+       " 'Ulisses']"
       ]
      },
-     "execution_count": 81,
+     "execution_count": 78,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1953,7 +1981,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 79,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1962,16 +1990,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 80,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['Fernando', 'Mário', 'Luis', 'Roberto', 'Ulisses']"
+       "['Correa',\n",
+       " 'Mário',\n",
+       " 'Fernando',\n",
+       " 'Leonel',\n",
+       " 'Luis',\n",
+       " 'Marronzinho',\n",
+       " 'Roberto',\n",
+       " 'Ulisses']"
       ]
      },
-     "execution_count": 83,
+     "execution_count": 80,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1997,7 +2032,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 81,
    "metadata": {},
    "outputs": [
     {
@@ -2023,7 +2058,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": 82,
    "metadata": {},
    "outputs": [
     {
@@ -2033,7 +2068,7 @@
      "traceback": [
       "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
       "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-92-2bd808873233>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"rugby\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m<ipython-input-82-2bd808873233>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"rugby\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
       "\u001b[0;31mTypeError\u001b[0m: 'tuple' object does not support item assignment"
      ]
     }
@@ -2044,14 +2079,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 83,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['__add__', '__class__', '__contains__', '__delattr__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__iter__', '__le__', '__len__', '__lt__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__rmul__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__', 'count', 'index']\n"
+      "['__add__', '__class__', '__contains__', '__delattr__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__iter__', '__le__', '__len__', '__lt__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__rmul__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__', 'count', 'index']\n"
      ]
     }
    ],
@@ -2061,7 +2096,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 84,
    "metadata": {},
    "outputs": [
     {
@@ -2070,7 +2105,7 @@
        "3"
       ]
      },
-     "execution_count": 86,
+     "execution_count": 84,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2081,7 +2116,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 85,
    "metadata": {},
    "outputs": [
     {
@@ -2090,7 +2125,7 @@
        "1"
       ]
      },
-     "execution_count": 88,
+     "execution_count": 85,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2117,7 +2152,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": 86,
    "metadata": {},
    "outputs": [
     {
@@ -2143,7 +2178,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 98,
+   "execution_count": 87,
    "metadata": {},
    "outputs": [
     {
@@ -2152,7 +2187,7 @@
        "'Maluf'"
       ]
      },
-     "execution_count": 98,
+     "execution_count": 87,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2163,7 +2198,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": 88,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2172,21 +2207,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 102,
+   "execution_count": 89,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{11: 'Maluf',\n",
-       " 12: 'Brizola',\n",
-       " 13: 'Lula',\n",
+       "{13: 'Lula',\n",
        " 15: 'Ulisses',\n",
-       " 18: 'Afif',\n",
-       " 20: 'Collor'}"
+       " 11: 'Maluf',\n",
+       " 12: 'Brizola',\n",
+       " 20: 'Collor',\n",
+       " 18: 'Afif'}"
       ]
      },
-     "execution_count": 102,
+     "execution_count": 89,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2197,7 +2232,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": 90,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2206,7 +2241,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 103,
+   "execution_count": 91,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2215,21 +2250,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 104,
+   "execution_count": 92,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{11: ' Afif',\n",
-       " 12: 'Brizola',\n",
-       " 13: 'Lula',\n",
+       "{13: 'Lula',\n",
        " 15: 'Ulisses',\n",
-       " 18: 'Afif',\n",
-       " 20: 'Collor'}"
+       " 11: ' Afif',\n",
+       " 12: 'Brizola',\n",
+       " 20: 'Collor',\n",
+       " 18: 'Afif'}"
       ]
      },
-     "execution_count": 104,
+     "execution_count": 92,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2248,7 +2283,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 105,
+   "execution_count": 93,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2257,7 +2292,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 107,
+   "execution_count": 94,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2266,7 +2301,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": 95,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2275,17 +2310,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": 96,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{9321936: {'esporte': 'volei', 'idade': 21, 'nome': 'João'},\n",
-       " 9625728: {'esporte': 'Sporti', 'idade': 22, 'nome': 'Gabriel'}}"
+       "{9321936: {'nome': 'João', 'idade': 21, 'esporte': 'volei'},\n",
+       " 9625728: {'nome': 'Gabriel', 'idade': 22, 'esporte': 'Sporti'}}"
       ]
      },
-     "execution_count": 110,
+     "execution_count": 96,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2296,7 +2331,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": 97,
    "metadata": {},
    "outputs": [
     {
@@ -2305,7 +2340,7 @@
        "43"
       ]
      },
-     "execution_count": 111,
+     "execution_count": 97,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2316,7 +2351,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 98,
    "metadata": {},
    "outputs": [
     {
@@ -2324,7 +2359,7 @@
      "output_type": "stream",
      "text": [
       "keys: dict_keys([9321936, 9625728])\n",
-      "values: dict_values([{'idade': 21, 'esporte': 'volei', 'nome': 'João'}, {'idade': 22, 'esporte': 'Sporti', 'nome': 'Gabriel'}])\n"
+      "values: dict_values([{'nome': 'João', 'idade': 21, 'esporte': 'volei'}, {'nome': 'Gabriel', 'idade': 22, 'esporte': 'Sporti'}])\n"
      ]
     }
    ],
@@ -2335,7 +2370,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 99,
    "metadata": {},
    "outputs": [
     {
@@ -2352,14 +2387,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 100,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "dict_items([(20, 'Collor'), (12, 'Brizola'), (13, 'Lula'), (15, 'Ulisses')])\n"
+      "dict_items([(13, 'Lula'), (15, 'Ulisses'), (11, ' Afif'), (12, 'Brizola'), (20, 'Collor'), (18, 'Afif')])\n"
      ]
     }
    ],
@@ -2369,14 +2404,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 101,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['__class__', '__contains__', '__delattr__', '__delitem__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__gt__', '__hash__', '__init__', '__iter__', '__le__', '__len__', '__lt__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__setitem__', '__sizeof__', '__str__', '__subclasshook__', 'clear', 'copy', 'fromkeys', 'get', 'items', 'keys', 'pop', 'popitem', 'setdefault', 'update', 'values']\n"
+      "['__class__', '__contains__', '__delattr__', '__delitem__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__iter__', '__le__', '__len__', '__lt__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__setitem__', '__sizeof__', '__str__', '__subclasshook__', 'clear', 'copy', 'fromkeys', 'get', 'items', 'keys', 'pop', 'popitem', 'setdefault', 'update', 'values']\n"
      ]
     }
    ],
@@ -2402,14 +2437,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 102,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{20: 'Collor', 12: 'Brizola', 13: 'Lula', 15: 'Ulisses'}\n"
+      "{13: 'Lula', 15: 'Ulisses', 12: 'Brizola', 20: 'Collor', 18: 'Afif'}\n"
      ]
     }
    ],
@@ -2428,14 +2463,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 103,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{33: 'Brant', 20: 'Collor', 22: 'Afif', 43: 'Gabeira', 12: 'Brizola', 13: 'Lula', 15: 'Ulisses'}\n"
+      "{13: 'Lula', 15: 'Ulisses', 12: 'Brizola', 20: 'Collor', 18: 'Afif', 43: 'Gabeira', 33: 'Brant', 22: 'Afif'}\n"
      ]
     }
    ],
@@ -2455,7 +2490,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 104,
    "metadata": {},
    "outputs": [
     {
@@ -2476,12 +2511,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Sets"
+    "# Sets - Conjuntos"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 117,
    "metadata": {},
    "outputs": [
     {
@@ -2489,7 +2524,8 @@
      "output_type": "stream",
      "text": [
       "list l = [1, 2, 3, 1, 3, 3, 2]\n",
-      "set(l) = {1, 2, 3}\n"
+      "set(l) = {1, 2, 3}\n",
+      "<class 'set'>\n"
      ]
     }
    ],
@@ -2497,12 +2533,13 @@
     "l = [1, 2, 3, 1, 3, 3, 2]\n",
     "print(\"list l = \" + str(l))\n",
     "sl = set(l)\n",
-    "print(\"set(l) = \" + str(sl))"
+    "print(\"set(l) = \" + str(sl))\n",
+    "print(type(sl))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 106,
    "metadata": {},
    "outputs": [
     {
@@ -2522,6 +2559,7 @@
        " '__hash__',\n",
        " '__iand__',\n",
        " '__init__',\n",
+       " '__init_subclass__',\n",
        " '__ior__',\n",
        " '__isub__',\n",
        " '__iter__',\n",
@@ -2564,7 +2602,7 @@
        " 'update']"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 106,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2577,12 +2615,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Converting between types"
+    "# Converting between types - Convertendo entre os tipos de dados"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 114,
+   "execution_count": 107,
    "metadata": {},
    "outputs": [
     {
@@ -2591,7 +2629,7 @@
        "tuple"
       ]
      },
-     "execution_count": 114,
+     "execution_count": 107,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2603,7 +2641,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 115,
+   "execution_count": 108,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2612,7 +2650,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 116,
+   "execution_count": 109,
    "metadata": {},
    "outputs": [
     {
@@ -2629,7 +2667,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 117,
+   "execution_count": 110,
    "metadata": {},
    "outputs": [
     {
@@ -2647,7 +2685,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 118,
+   "execution_count": 111,
    "metadata": {},
    "outputs": [
     {
@@ -2656,7 +2694,7 @@
        "['a', 'b', 'c', 'd', 'e']"
       ]
      },
-     "execution_count": 118,
+     "execution_count": 111,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2667,7 +2705,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 119,
+   "execution_count": 112,
    "metadata": {},
    "outputs": [
     {
@@ -2676,7 +2714,7 @@
        "[1, 2, 3]"
       ]
      },
-     "execution_count": 119,
+     "execution_count": 112,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2687,7 +2725,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 121,
+   "execution_count": 113,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2696,7 +2734,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 122,
+   "execution_count": 114,
    "metadata": {},
    "outputs": [
     {
@@ -2705,7 +2743,7 @@
        "[1, 2, 3]"
       ]
      },
-     "execution_count": 122,
+     "execution_count": 114,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2716,7 +2754,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 123,
+   "execution_count": 115,
    "metadata": {},
    "outputs": [
     {
@@ -2734,7 +2772,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 124,
+   "execution_count": 116,
    "metadata": {},
    "outputs": [
     {
@@ -2743,7 +2781,7 @@
        "[1, 2, 3]"
       ]
      },
-     "execution_count": 124,
+     "execution_count": 116,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/0-pre-requisitos/1-python/Aula_02.ipynb b/0-pre-requisitos/1-python/Aula_02.ipynb
index 082c74e..a82842d 100644
--- a/0-pre-requisitos/1-python/Aula_02.ipynb
+++ b/0-pre-requisitos/1-python/Aula_02.ipynb
@@ -1,882 +1,1365 @@
 {
-  "cells": [
-    {
-      "metadata": {
-        "collapsed": true
-      },
-      "cell_type": "markdown",
-      "source": "# Aula 2: Program Flow and Control Structures\n**06/08/2017**\n"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Objectives:\n- Conditional (<tt>if/else</tt>) statements\n- <tt>for</tt> loops\n- <tt>while</tt> loops\n- functions"
-    },
-    {
-      "metadata": {
-        "collapsed": true
-      },
-      "cell_type": "markdown",
-      "source": "# Conditional"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "A <tt>boolean</tt> variable stores <tt>True</tt> or <tt>False</tt>."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "type(True)",
-      "execution_count": 1,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "bool"
-          },
-          "execution_count": 1,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x = (4>3)\nprint(\"x = {0}\".format(x))",
-      "execution_count": 2,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "x = True\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "y = 2==4\nprint(\"y = {0}\".format(y))",
-      "execution_count": 3,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "y = False\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x or y",
-      "execution_count": 4,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "True"
-          },
-          "execution_count": 4,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x and y",
-      "execution_count": 5,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "False"
-          },
-          "execution_count": 5,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "not x",
-      "execution_count": 6,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "False"
-          },
-          "execution_count": 6,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "<tt>True</tt> and <tt>False</tt> behave like 1 and 0, respectively."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x+y",
-      "execution_count": 7,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "1"
-          },
-          "execution_count": 7,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x*y",
-      "execution_count": 8,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "0"
-          },
-          "execution_count": 8,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "The example below shows the most basic sintax of a decision structure:"
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x = 5\ny = 4\nt = x>y\nif t:\n    print(\"{0} is greater than {1}\".format(x, y))",
-      "execution_count": 9,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "5 is greater than 4\n"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "If the condition (or set of conditions) is satisfied, the indented code below is executed. Indentation in Python is made up of four simple spaces, and is used to determine the end of the structure. Python is very strict about indentation, and programmers should be too.\n\nNotice that something happens (code is execute) only if the condition is <tt>True</tt>. In some scenarios, one wants something to happen if the condition is <tt>False</tt>. The <tt>else</tt> clauses comes in handy in this case."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x = 4\ny = 5\nif (x>y):\n    print(\"{0} is greater than {1}\".format(x, y))\nelse:\n    print(\"{0} is *NOT* greater than {1}\".format(x, y))",
-      "execution_count": 10,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "4 is *NOT* greater than 5\n"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "The <tt>elif</tt> allows to test multiple conditions."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x = 5\ny = 4\nif (x>y):\n    print(\"{0} is greater than {1}\".format(x, y))\nelif (x==y):\n    print(\"{0} is equal to {1}\".format(x, y))\nelse:\n    print(\"{0} is smaller than {1}\".format(x, y))",
-      "execution_count": 11,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "5 is greater than 4\n"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Python will execute the instruction *first* condition that is true."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x = 5\ny = 5\nif (x>=y):\n    print(\"{0} is greater than or equal to {1}\".format(x, y))\nelif (x==y):\n    print(\"{0} is equal to {1}\".format(x, y))\nelse:\n    print(\"{0} is smaller than {1}\".format(x, y))",
-      "execution_count": 12,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "5 is greater than or equal to 5\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "colors = {0: 'green', 1: 'violet', 2: 'blue', 3: ' yellow'}",
-      "execution_count": 13,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "c = 0\nif c == 0:\n    print(colors[0])\nelif c == 0:\n    print(colors[1])\nelif c  == 2:\n    print(colors[2])\nelif c == 3:\n    print(colors[3])\nelse:\n    print('I dont know.')",
-      "execution_count": 14,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "green\n"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "<tt>if</tt> conditions can be nested within each other."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x = 7\ny = 5\nif (x>y):\n    if abs(x-y)<1:\n        print(\"{0} is greater than {1}\".format(x, y))\n    else:\n        print(\"{0} is MUCH greater than {1}\".format(x, y))\nelif (x==y):\n    print(\"{0} is equal to {1}\".format(x, y))\nelse:\n    print(\"{0} is smaller than {1}\".format(x, y))",
-      "execution_count": 15,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "7 is MUCH greater than 5\n"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "# `for` loops"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Loops in Python, as in other programming languages, allows on to perform operations multiple times."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "print(list(range(10)))",
-      "execution_count": 16,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# sum of the first 10 whole numbers\n\ngauss = 0 # the scalar 'gauss' will store the value of the running sum\nparcelas = [] # the list parcelas will store the value of the running sum at each step\n\nfor i in range(11):\n\n    gauss += i\nprint(gauss)\n    \nprint(\"1+2+3+...+10 = \" + str(gauss))",
-      "execution_count": 19,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "55\n1+2+3+...+10 = 55\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# parsing a list\nl = [\"Macro\", \"Micro\", \"Econometria\", 537]\nfor i, v in enumerate(l):\n    # the index at each step is assigned to 'i' \n    # the value at each stpe is assigned to 'v'\n    # both 'i' and 'v' are local, and cannot be accessed outside of the loop\n    print(\"{0}: {1}\".format(i, v))\n    print(\"---\")",
-      "execution_count": 28,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "0: Macro\n---\n1: Micro\n---\n2: Econometria\n---\n3: 537\n---\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# if you want to access only the values\nfor v in l:\n    print(v)",
-      "execution_count": 24,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "Macro\nMicro\nEconometria\n537\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# parsing a list\nd = { \"Macro\": [\"eae302\",20], \"Micro\": [\"eae301\",25], \"Econometria\": [\"eae303\",40] }\nfor key, value in d.items():\n    print(\"{0}: {1} alunos\".format(key, value[1]))",
-      "execution_count": 31,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "Macro: 20 alunos\nEconometria: 40 alunos\nMicro: 25 alunos\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# parsing a string\ns = \"Barcelona\"\nfor x in s:\n    print(x)",
-      "execution_count": 33,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "B\na\nr\nc\ne\nl\no\nn\na\n"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "# <tt>while</tt> loops"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Similar to <tt>for</tt>. Executes a chunck of code until a certain condition is met."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "gauss = 0\ni = 1\n\nwhile i<=100:\n    gauss += i\n    i += 1\n\nprint(gauss)",
-      "execution_count": 34,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "5050\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "collapsed": true
-      },
-      "cell_type": "markdown",
-      "source": "We know that $lim_{n\\rightarrow +\\infty} \\sum_{i=1}^{n}{\\frac{1}{i}} = +\\infty$. That means that for any positive real $S$, one can find an integer $n$ such that $\\sum_{i=1}^{n}{\\frac{1}{i}} > n$. In the code below, we will find one such $n$ for $S=10$."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "S = 15 # target value for the sum\ns = 0 # variable that will store the value of the running (partial) sum\ni = 1\n\nwhile (s<S):\n    s += 1/i\n    i += 1\n        \nprint(\"n = {0}\".format(i))",
-      "execution_count": 38,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "n = 1835422\n"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "# Functions"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "*Functions* are chuncks of code that perform certain actions. They are extremely useful if an operation must be repeated throughout the code. In other words, functions are a straighforward way to reuse code."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# Example 1 (trivial): a function that takes as arguments two real numbers and returns their sum\ndef my_sum(x, y):\n    return x+y",
-      "execution_count": 40,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# testing my_sum\nprint(my_sum(2, 1))",
-      "execution_count": 45,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "3\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# Example 2: improving my_sum\ndef my_sum(x, y=0):\n    \"\"\"\n    my_sum(x, y=0): takes two integers (x and y) and returns their sum\n    \"\"\"\n    \n    if isinstance(x, (int, float)) and isinstance(y, (int, float)):\n        return (x+y, \"{0} + {1} = {2}\".format(x, y, x+y))",
-      "execution_count": 46,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# testing my_sum\ns = my_sum(1, 2)\n#print(type(s))\n#print(s[0])\n#print(s[1])\n\n#print(my_sum.__doc__)\nprint(my_sum(2))\n#print(my_sum(2, \"Egídio\"))",
-      "execution_count": 51,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "(2, '2 + 0 = 2')\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "s[1]",
-      "execution_count": 49,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "'1 + 2 = 3'"
-          },
-          "execution_count": 49,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Aula 2: Program Flow and Control Structures - Controle de fluxo de programas e controle de estruturas\n",
+    "**06/08/2017**\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Objectives:\n",
+    "- Conditional (<tt>if/else</tt>) statements\n",
+    "- <tt>for</tt> loops\n",
+    "- <tt>while</tt> loops\n",
+    "- functions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Assim como em outras linguagens de programação o Python tem várias funções de controle de fluxo e estruturas para os programas/scripts desenvolvidos."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Conditional - Condicional"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Uma variável boleana (<tt>bool</tt>) guarda valores Verdadeiro (<tt>True</tt>) ou Falso (<tt>False</tt>).\n",
+    "<!--A <tt>boolean</tt> variable stores <tt>True</tt> or <tt>False</tt>.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "bool"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# Example 3: sum of infinite series (see problem above)\ndef limit(S):\n\n    s = 0\n    i = 0\n\n    while (s<S):\n        i += 1\n        s += 1/i\n       \n    return i",
-      "execution_count": 52,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "print(limit(3))\nprint(limit(5))\nprint(limit(17))",
-      "execution_count": 54,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "11\n83\n13562027\n"
-        }
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "x = True\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = (4>3)\n",
+    "print(\"x = {0}\".format(x))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "y = False\n"
+     ]
+    }
+   ],
+   "source": [
+    "y = 2==4\n",
+    "print(\"y = {0}\".format(y))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# Example 4: evaluating a polynomial\ndef p(x, coef):\n    return sum([c * x**i for i, c in enumerate(coef)])\n\nprint(p(2,(2,1,3)))",
-      "execution_count": 64,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "16\n"
-        }
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x or y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "False"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "coef = (2, 1, 3)\nx = 2",
-      "execution_count": 56,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "parcelas = [jp*(x**i) for i, jp in enumerate(coef)]\nparcelas",
-      "execution_count": 60,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "[2, 2, 12]"
-          },
-          "execution_count": 60,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x and y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "False"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "sum(parcelas)",
-      "execution_count": 61,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "16"
-          },
-          "execution_count": 61,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "not x"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Verdadeiro (<tt>True</tt>) e Falso (<tt>False</tt>) se comportam como 1 e 0 respectivamente.\n",
+    "<!--<tt>True</tt> and <tt>False</tt> behave like 1 and 0, respectively.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "n! = n * (n-1)!, if n > 1 and f(1) = 1 "
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# Example 5: Recursion\ndef factorial(n):\n    if n == 1:\n        return 1\n    else:\n        return n * factorial(n-1)",
-      "execution_count": 34,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "factorial(4)",
-      "execution_count": 29,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "24"
-          },
-          "execution_count": 29,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x+y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "https://realpython.com/python-thinking-recursively/"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Exercícios"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "**1.** Da coluna de Marcelo Viana (IMPA) na Falha de São Paulo em 12/08/2018: <br>\n*Funciona assim: considere um inteiro positivo N qualquer. Se for par, divida por 2. Se for ímpar, multiplique por 3 e some 1. Substitua N pelo resultado obtido e siga repetindo esse procedimento. Por exemplo, se começar com N=7 obterá, sucessivamente, 22, 11, 34, 17, 52, 26, 13, 40, 20, 10, 5, 16, 8, 4, 2, 1 e, a partir daí, a sequência só repete os números 4, 2, 1, ciclicamente.*"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def par(x):\n    if (x%2 == 0):\n        return True\n    else:\n        return False",
-      "execution_count": 1,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def Marcelo_Viana(x):\n    c = 0\n    while x != 1:\n        if par(x):\n            x = x/2\n        else:\n            x = 3*x+1\n        c += 1\n    \n    return c",
-      "execution_count": 7,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "for x in range(1, 15):\n    print(\"{0}: {1}\".format(x, Marcelo_Viana(x)))",
-      "execution_count": 8,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "1: 0\n2: 1\n3: 7\n4: 2\n5: 5\n6: 8\n7: 16\n8: 3\n9: 19\n10: 6\n11: 14\n12: 9\n13: 9\n14: 17\n",
-          "name": "stdout"
-        }
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x*y"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "O exemplo abaixo mostra a sintaxe mais básica de uma estrutura de decisão:\n",
+    "<!--The example below shows the most basic sintax of a decision structure:-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5 is greater than 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = 5\n",
+    "y = 4\n",
+    "t = x>y\n",
+    "if t:\n",
+    "    print(\"{0} is greater than {1}\".format(x, y))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Se a condição ou uma série de condições for satisfeita, o códico identado abaixo é executado, caso contrário não. A identação no Python é feita com quatro (4) espaços simples, e utilizada para determinar o fim da estrutura. O Python é bem rigido com relação a identação do código e os programadores deveriam ser também (LEMBRE-SE: além de um código funcional somos responsáveis por comunicar descobertas e um código limpo e explicado ajuda a comunicação e trabalho em equipe).\n",
+    "\n",
+    "Note que algo acontece  (o código é executado) somente se a condição for <tt>True</tt>. Em alguns casos, queremos que outra coisa acontece se a condição for <tt>False</tt>, nestes casos usamos as cláusulas \"se não\" (<tt>else</tt>) ou \"então se\" (<tt>elif</tt>).\n",
+    "\n",
+    "<!--If the condition (or set of conditions) is satisfied, the indented code below is executed. Indentation in Python is made up of four simple spaces, and is used to determine the end of the structure. Python is very strict about indentation, and programmers should be too.\n",
+    "\n",
+    "Notice that something happens (code is execute) only if the condition is <tt>True</tt>. In some scenarios, one wants something to happen if the condition is <tt>False</tt>. The <tt>else</tt> clauses comes in handy in this case.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4 is *NOT* greater than 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = 4\n",
+    "y = 5\n",
+    "if (x>y):\n",
+    "    print(\"{0} is greater than {1}\".format(x, y))\n",
+    "else:\n",
+    "    print(\"{0} is *NOT* greater than {1}\".format(x, y))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "O <tt>elif</tt> permite o teste de multiplas condições.\n",
+    "<!--The <tt>elif</tt> allows to test multiple conditions.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5 is greater than 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = 5\n",
+    "y = 4\n",
+    "if (x>y):\n",
+    "    print(\"{0} is greater than {1}\".format(x, y))\n",
+    "elif (x==y):\n",
+    "    print(\"{0} is equal to {1}\".format(x, y))\n",
+    "else:\n",
+    "    print(\"{0} is smaller than {1}\".format(x, y))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "O Python vai sempre executar as instruções apenas da **primeira** condição que for verdadeira.\n",
+    "<!--Python will execute the instruction *first* condition that is true.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5 is greater than or equal to 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = 5\n",
+    "y = 5\n",
+    "if (x>=y):\n",
+    "    print(\"{0} is greater than or equal to {1}\".format(x, y))\n",
+    "elif (x==y):\n",
+    "    print(\"{0} is equal to {1}\".format(x, y))\n",
+    "else:\n",
+    "    print(\"{0} is smaller than {1}\".format(x, y))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "colors = {0: 'green', 1: 'violet', 2: 'blue', 3: ' yellow'}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "green\n"
+     ]
+    }
+   ],
+   "source": [
+    "c = 0\n",
+    "if c == 0:\n",
+    "    print(colors[0])\n",
+    "elif c == 0:\n",
+    "    print(colors[1])\n",
+    "elif c  == 2:\n",
+    "    print(colors[2])\n",
+    "elif c == 3:\n",
+    "    print(colors[3])\n",
+    "else:\n",
+    "    print('I dont know.')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As condições <tt>if</tt>, podem ser agrupadas uma dentro da outra.\n",
+    "<!--<tt>if</tt> conditions can be nested within each other.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "7 is MUCH greater than 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = 7\n",
+    "y = 5\n",
+    "if (x>y):\n",
+    "    if abs(x-y)<1:\n",
+    "        print(\"{0} is greater than {1}\".format(x, y))\n",
+    "    else:\n",
+    "        print(\"{0} is MUCH greater than {1}\".format(x, y))\n",
+    "elif (x==y):\n",
+    "    print(\"{0} is equal to {1}\".format(x, y))\n",
+    "else:\n",
+    "    print(\"{0} is smaller than {1}\".format(x, y))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# `for` loops - Ciclos condicionais `for`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Loops in Python, as in other programming languages, allows on to perform operations multiple times."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(list(range(10)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "55\n",
+      "1+2+3+...+10 = 55\n"
+     ]
+    }
+   ],
+   "source": [
+    "# sum of the first 10 whole numbers\n",
+    "\n",
+    "gauss = 0 # the scalar 'gauss' will store the value of the running sum\n",
+    "parcelas = [] # the list parcelas will store the value of the running sum at each step\n",
+    "\n",
+    "for i in range(11):\n",
+    "\n",
+    "    gauss += i\n",
+    "print(gauss)\n",
+    "    \n",
+    "print(\"1+2+3+...+10 = \" + str(gauss))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0: Macro\n",
+      "---\n",
+      "1: Micro\n",
+      "---\n",
+      "2: Econometria\n",
+      "---\n",
+      "3: 537\n",
+      "---\n"
+     ]
+    }
+   ],
+   "source": [
+    "# parsing a list\n",
+    "l = [\"Macro\", \"Micro\", \"Econometria\", 537]\n",
+    "for i, v in enumerate(l):\n",
+    "    # the index at each step is assigned to 'i' \n",
+    "    # the value at each stpe is assigned to 'v'\n",
+    "    # both 'i' and 'v' are local, and cannot be accessed outside of the loop\n",
+    "    print(\"{0}: {1}\".format(i, v))\n",
+    "    print(\"---\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Macro\n",
+      "Micro\n",
+      "Econometria\n",
+      "537\n"
+     ]
+    }
+   ],
+   "source": [
+    "# if you want to access only the values\n",
+    "for v in l:\n",
+    "    print(v)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Macro: 20 alunos\n",
+      "Micro: 25 alunos\n",
+      "Econometria: 40 alunos\n"
+     ]
+    }
+   ],
+   "source": [
+    "# parsing a list\n",
+    "d = { \"Macro\": [\"eae302\",20], \"Micro\": [\"eae301\",25], \"Econometria\": [\"eae303\",40] }\n",
+    "for key, value in d.items():\n",
+    "    print(\"{0}: {1} alunos\".format(key, value[1]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "B\n",
+      "a\n",
+      "r\n",
+      "c\n",
+      "e\n",
+      "l\n",
+      "o\n",
+      "n\n",
+      "a\n"
+     ]
+    }
+   ],
+   "source": [
+    "# parsing a string\n",
+    "s = \"Barcelona\"\n",
+    "for x in s:\n",
+    "    print(x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# `while` loops - Ciclos condicionais `while`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "De forma parecida com o <tt>for</tt>, o <tt>while</tt> executa o código enquanto uma condição for atendida.\n",
+    "<!--Similar to <tt>for</tt>. Executes a chunck of code until a certain condition is met.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5050\n"
+     ]
+    }
+   ],
+   "source": [
+    "gauss = 0\n",
+    "i = 1\n",
+    "\n",
+    "while i<=100:\n",
+    "    gauss += i\n",
+    "    i += 1\n",
+    "\n",
+    "print(gauss)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Nós sabemos que $lim_{n\\rightarrow +\\infty} \\sum_{i=1}^{n}{\\frac{1}{i}} = +\\infty$. Que significa que para qualquer positivo real $S$, podemos encontrar um inteiro $n$ de tal modo que $\\sum_{i=1}^{n}{\\frac{1}{i}} > n$. No código abaixo, vamos encontrar um tal $n$ para $S=10$.\n",
+    "\n",
+    "<!--We know that $lim_{n\\rightarrow +\\infty} \\sum_{i=1}^{n}{\\frac{1}{i}} = +\\infty$. That means that for any positive real $S$, one can find an integer $n$ such that $\\sum_{i=1}^{n}{\\frac{1}{i}} > n$. In the code below, we will find one such $n$ for $S=10$.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "n = 1835422\n"
+     ]
+    }
+   ],
+   "source": [
+    "S = 15 # target value for the sum\n",
+    "s = 0 # variable that will store the value of the running (partial) sum\n",
+    "i = 1\n",
+    "\n",
+    "while (s<S):\n",
+    "    s += 1/i\n",
+    "    i += 1\n",
+    "        \n",
+    "print(\"n = {0}\".format(i))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Functions - Funções"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "*Funções* são partes de códigos que executam alguma ação, e são especialmente úteis quando temos operações repetitivas durante diversos pontos no código. Em outras palavras funções são uma forma inteligente de reusar partes do código.\n",
+    "<!--*Functions* are chuncks of code that perform certain actions. They are extremely useful if an operation must be repeated throughout the code. In other words, functions are a straighforward way to reuse code.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Example 1 (trivial): a function that takes as arguments two real numbers and returns their sum\n",
+    "def my_sum(x, y):\n",
+    "    return x+y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3\n"
+     ]
+    }
+   ],
+   "source": [
+    "# testing my_sum\n",
+    "print(my_sum(2, 1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Example 2: improving my_sum\n",
+    "def my_sum(x, y=0):\n",
+    "    \"\"\"\n",
+    "    my_sum(x, y=0): takes two integers (x and y) and returns their sum\n",
+    "    \"\"\"\n",
+    "    \n",
+    "    if isinstance(x, (int, float)) and isinstance(y, (int, float)):\n",
+    "        return (x+y, \"{0} + {1} = {2}\".format(x, y, x+y))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(2, '2 + 0 = 2')\n"
+     ]
+    }
+   ],
+   "source": [
+    "# testing my_sum\n",
+    "s = my_sum(1, 2)\n",
+    "#print(type(s))\n",
+    "#print(s[0])\n",
+    "#print(s[1])\n",
+    "\n",
+    "#print(my_sum.__doc__)\n",
+    "print(my_sum(2))\n",
+    "#print(my_sum(2, \"Egídio\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'1 + 2 = 3'"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "**2.** Write a Python program to find those numbers which are divisible by 7 and multiple of 5, between 1500 and 2700 (both included)."
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def div7(x):\n    if (x%7 == 0):\n        return True\n    else:\n        return False\n    \ndef div5(x):\n    if (x%5 == 0):\n        return True\n    else:\n        return False\n\nJ = []\nfor x in range(1500, 2700+1):\n    if div7(x) and div5(x):\n        print(x)\n        J.append(x)",
-      "execution_count": 9,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "1505\n1540\n1575\n1610\n1645\n1680\n1715\n1750\n1785\n1820\n1855\n1890\n1925\n1960\n1995\n2030\n2065\n2100\n2135\n2170\n2205\n2240\n2275\n2310\n2345\n2380\n2415\n2450\n2485\n2520\n2555\n2590\n2625\n2660\n2695\n",
-          "name": "stdout"
-        }
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "s[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Example 3: sum of infinite series (see problem above)\n",
+    "def limit(S):\n",
+    "\n",
+    "    s = 0\n",
+    "    i = 0\n",
+    "\n",
+    "    while (s<S):\n",
+    "        i += 1\n",
+    "        s += 1/i\n",
+    "       \n",
+    "    return i"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "11\n",
+      "83\n",
+      "13562027\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(limit(3))\n",
+    "print(limit(5))\n",
+    "print(limit(17))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "16\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Example 4: evaluating a polynomial\n",
+    "def p(x, coef):\n",
+    "    return sum([c * x**i for i, c in enumerate(coef)])\n",
+    "\n",
+    "print(p(2,(2,1,3)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "coef = (2, 1, 3)\n",
+    "x = 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[2, 2, 12]"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "**3.** Write a Python program to check a triangle is equilateral, isosceles or scalene."
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "**4.** Write a Python program to find the median of three values."
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def mediana(x, y, z):\n    l = [x, y, z]\n    l.sort()\n    return l[1]",
-      "execution_count": 13,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "mediana(3, 1, 2)",
-      "execution_count": 18,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 18,
-          "data": {
-            "text/plain": "2"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "parcelas = [jp*(x**i) for i, jp in enumerate(coef)]\n",
+    "parcelas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "**5.** Write a Python program to calculate the sum and average of n integer numbers (input from the user). Input 0 to finish."
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def sumario():\n    \n    n = int(input(\"digite um número natural: \"))\n\n    s = 0\n    for i in range(n):\n        x = float(input(\"digite um número: \"))\n        s += x\n        \n    return (s, s/n)",
-      "execution_count": 28,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "sumario()",
-      "execution_count": 27,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": "digite um número natural: 3\ndigite um número: 5\ndigite um número: 2.5\ndigite um número: 1.5\n"
-        },
-        {
-          "output_type": "execute_result",
-          "execution_count": 27,
-          "data": {
-            "text/plain": "(9.0, 3.0)"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sum(parcelas)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "n! = n * (n-1)!, if n > 1 and f(1) = 1 "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Example 5: Recursion\n",
+    "def factorial(n):\n",
+    "    if n == 1:\n",
+    "        return 1\n",
+    "    else:\n",
+    "        return n * factorial(n-1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "24"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "**6.** Write a Python program to construct the following pattern, using a nested loop number: <br>\n1 <br>\n22 <br>\n333 <br>\n4444 <br>\n55555 <br>\n666666 <br>\n7777777 <br>\n88888888 <br>\n999999999"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# Jeito errado\nfor i in range(1, 10):\n    print(str(i)*i)",
-      "execution_count": 30,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "1\n22\n333\n4444\n55555\n666666\n7777777\n88888888\n999999999\n",
-          "name": "stdout"
-        }
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "factorial(4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Veja esse exemplo (artigo em inglês) de como pensar de forma recursiva usando Python.\n",
+    "Nele o autor Abhirag Awasthi, mostra como o Papai Noel programaria seus elfos para entregar os presentes de natal em cada casa sem ter de passar as instruções novamente para cada uma das casas ao redor do mundo.\n",
+    "https://realpython.com/python-thinking-recursively/"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Exercícios"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**1.** Da coluna de Marcelo Viana (IMPA) na Folha de São Paulo em 12/08/2018: <br>\n",
+    "*Funciona assim: considere um inteiro positivo N qualquer.*\n",
+    "- Se for par, divida por 2.\n",
+    "- Se for ímpar, multiplique por 3 e some 1.\n",
+    "- Substitua N pelo resultado obtido e siga repetindo esse procedimento.\n",
+    "\n",
+    "*Por exemplo, se começar com N=7 obterá, sucessivamente, 22, 11, 34, 17, 52, 26, 13, 40, 20, 10, 5, 16, 8, 4, 2, 1 e, a partir daí, a sequência só repete os números 4, 2, 1, ciclicamente.*"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def par(x):\n",
+    "    if (x%2 == 0):\n",
+    "        return True\n",
+    "    else:\n",
+    "        return False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def Marcelo_Viana(x):\n",
+    "    c = 0\n",
+    "    while x != 1:\n",
+    "        if par(x):\n",
+    "            x = x/2\n",
+    "        else:\n",
+    "            x = 3*x+1\n",
+    "        c += 1\n",
+    "    \n",
+    "    return c"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1: 0\n",
+      "2: 1\n",
+      "3: 7\n",
+      "4: 2\n",
+      "5: 5\n",
+      "6: 8\n",
+      "7: 16\n",
+      "8: 3\n",
+      "9: 19\n",
+      "10: 6\n",
+      "11: 14\n",
+      "12: 9\n",
+      "13: 9\n",
+      "14: 17\n"
+     ]
+    }
+   ],
+   "source": [
+    "for x in range(1, 15):\n",
+    "    print(\"{0}: {1}\".format(x, Marcelo_Viana(x)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**2.** Escreva um script em Python para encontrar os números divisíveis por 7 e multiplos de 5, estes devem estar entre 1500 e 2700 (incluindo os dois).\n",
+    "<!--Write a Python program to find those numbers which are divisible by 7 and multiple of 5, between 1500 and 2700 (both included).-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1505\n",
+      "1540\n",
+      "1575\n",
+      "1610\n",
+      "1645\n",
+      "1680\n",
+      "1715\n",
+      "1750\n",
+      "1785\n",
+      "1820\n",
+      "1855\n",
+      "1890\n",
+      "1925\n",
+      "1960\n",
+      "1995\n",
+      "2030\n",
+      "2065\n",
+      "2100\n",
+      "2135\n",
+      "2170\n",
+      "2205\n",
+      "2240\n",
+      "2275\n",
+      "2310\n",
+      "2345\n",
+      "2380\n",
+      "2415\n",
+      "2450\n",
+      "2485\n",
+      "2520\n",
+      "2555\n",
+      "2590\n",
+      "2625\n",
+      "2660\n",
+      "2695\n"
+     ]
+    }
+   ],
+   "source": [
+    "def div7(x):\n",
+    "    if (x%7 == 0):\n",
+    "        return True\n",
+    "    else:\n",
+    "        return False\n",
+    "    \n",
+    "def div5(x):\n",
+    "    if (x%5 == 0):\n",
+    "        return True\n",
+    "    else:\n",
+    "        return False\n",
+    "\n",
+    "J = []\n",
+    "for x in range(1500, 2700+1):\n",
+    "    if div7(x) and div5(x):\n",
+    "        print(x)\n",
+    "        J.append(x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**3.** Escreva um código em Python para checar se um triângulo é equilátero, isósceles ou escaleno.\n",
+    "<!--Write a Python program to check a triangle is equilateral, isosceles or scalene.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**4.** Escreva um programa em Python para encontrar a mediana dos valores 3,2 e 1.\n",
+    "<!--Write a Python program to find the median of three values.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def mediana(x, y, z):\n",
+    "    l = [x, y, z]\n",
+    "    l.sort()\n",
+    "    return l[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# Jeito certo\nfor i in range(1, 10):\n    for j in range(i):\n        print(i, end=\"\")\n    print(\"\\n\", end=\"\")",
-      "execution_count": 36,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "1\n22\n333\n4444\n55555\n666666\n7777777\n88888888\n999999999\n",
-          "name": "stdout"
-        }
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mediana(3, 1, 2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**5.** Escreva um programa em Python para calcular a soma e a média de números inteiros (input do usuário). Se o usuário digitar 0, termine o programa.\n",
+    "<!--Write a Python program to calculate the sum and average of n integer numbers (input from the user). Input 0 to finish.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def sumario():\n",
+    "    \n",
+    "    n = int(input(\"digite um número natural: \"))\n",
+    "\n",
+    "    s = 0\n",
+    "    for i in range(n):\n",
+    "        x = float(input(\"digite um número: \"))\n",
+    "        s += x\n",
+    "        \n",
+    "    return (s, s/n)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "digite um número natural:  2\n",
+      "digite um número:  53\n",
+      "digite um número:  22\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(75.0, 37.5)"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "**7.** Write a Python program to check the validity of password input by users. <br><br>\nValidation : <br><br>\n\nAt least 1 letter between [a-z] and 1 letter between [A-Z]. <br>\nAt least 1 number between [0-9]. <br>\nAt least 1 character from [$#@]. <br>\nMinimum length 6 characters. <br>\nMaximum length 16 characters."
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# At least 1 character from [$#@]. \ndef cond_0(s):\n    r = {\"$\", \"#\", \"@\"}\n    if r.intersection(set(s)) == set():\n        return False\n    else:\n        return True",
-      "execution_count": 51,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# Minimum length 6 characters & Maximum length 16 characters.\ndef cond_1(s):\n    if len(s) >= 6 and len(s) <= 16:\n        return True\n    else:\n        return False",
-      "execution_count": 57,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# At least 1 letter between [a-z] and 1 letter between [A-Z]. \ndef cond_2(s):\n    if s.lower() == s:\n        return False\n    elif s.upper() == s:\n        return False\n    else:\n        return True",
-      "execution_count": 3,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# At least 1 number between [0-9]\ndef cond_3(s):\n    for i in range(0, 10):\n        if str(i) in s:\n            return True\n    return False",
-      "execution_count": 19,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def password(s):\n    if cond_0(s) and cond_1(s) and cond_2(s) and cond_3(s):\n        return True\n    else:\n        return False",
-      "execution_count": 23,
-      "outputs": []
-    }
-  ],
-  "metadata": {
-    "kernelspec": {
-      "name": "python3",
-      "display_name": "Python 3",
-      "language": "python"
-    },
-    "language_info": {
-      "mimetype": "text/x-python",
-      "nbconvert_exporter": "python",
-      "name": "python",
-      "pygments_lexer": "ipython3",
-      "version": "3.5.4",
-      "file_extension": ".py",
-      "codemirror_mode": {
-        "version": 3,
-        "name": "ipython"
-      }
-    }
-  },
-  "nbformat": 4,
-  "nbformat_minor": 2
-}
\ No newline at end of file
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sumario()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**6.** Escreva um programa em Python que construa o resultado abaixo, usando ciclos condicionais agrupados: <!--Write a Python program to construct the following pattern, using a nested loop number:--> <br>\n",
+    "1 <br>\n",
+    "22 <br>\n",
+    "333 <br>\n",
+    "4444 <br>\n",
+    "55555 <br>\n",
+    "666666 <br>\n",
+    "7777777 <br>\n",
+    "88888888 <br>\n",
+    "999999999"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1\n",
+      "22\n",
+      "333\n",
+      "4444\n",
+      "55555\n",
+      "666666\n",
+      "7777777\n",
+      "88888888\n",
+      "999999999\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Jeito errado\n",
+    "for i in range(1, 10):\n",
+    "    print(str(i)*i)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1\n",
+      "22\n",
+      "333\n",
+      "4444\n",
+      "55555\n",
+      "666666\n",
+      "7777777\n",
+      "88888888\n",
+      "999999999\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Jeito certo\n",
+    "for i in range(1, 10):\n",
+    "    for j in range(i):\n",
+    "        print(i, end=\"\")\n",
+    "    print(\"\\n\", end=\"\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**7.** Escreva um programa em Python para validar uma senha inserida pelo usuário. <br><br>\n",
+    "A senha deve conter:<br>\n",
+    "\n",
+    "Pelo menos 1 letra entre [a-z] e 1 letra entre [A-Z]. <br>\n",
+    "Pelo menos 1 número entre [0-9]. <br>\n",
+    "Pelo menos 1 destes caracteres especiais [$#@]. <br>\n",
+    "Mínimo de 6 caracters. <br>\n",
+    "Máximo de 16 caracters.\n",
+    "\n",
+    "<!--Write a Python program to check the validity of password input by users. <br><br>\n",
+    "Validation : <br><br>\n",
+    "\n",
+    "At least 1 letter between [a-z] and 1 letter between [A-Z]. <br>\n",
+    "At least 1 number between [0-9]. <br>\n",
+    "At least 1 character from [$#@]. <br>\n",
+    "Minimum length 6 characters. <br>\n",
+    "Maximum length 16 characters.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# At least 1 character from [$#@]. \n",
+    "def cond_0(s):\n",
+    "    r = {\"$\", \"#\", \"@\"}\n",
+    "    if r.intersection(set(s)) == set():\n",
+    "        return False\n",
+    "    else:\n",
+    "        return True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Minimum length 6 characters & Maximum length 16 characters.\n",
+    "def cond_1(s):\n",
+    "    if len(s) >= 6 and len(s) <= 16:\n",
+    "        return True\n",
+    "    else:\n",
+    "        return False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# At least 1 letter between [a-z] and 1 letter between [A-Z]. \n",
+    "def cond_2(s):\n",
+    "    if s.lower() == s:\n",
+    "        return False\n",
+    "    elif s.upper() == s:\n",
+    "        return False\n",
+    "    else:\n",
+    "        return True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# At least 1 number between [0-9]\n",
+    "def cond_3(s):\n",
+    "    for i in range(0, 10):\n",
+    "        if str(i) in s:\n",
+    "            return True\n",
+    "    return False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def password(s):\n",
+    "    if cond_0(s) and cond_1(s) and cond_2(s) and cond_3(s):\n",
+    "        return True\n",
+    "    else:\n",
+    "        return False"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/0-pre-requisitos/3-sql/0_conectando_python_em_db_sql.ipynb b/0-pre-requisitos/3-sql/0_conectando_python_em_db_sql.ipynb
index 01a5936..d69cd89 100644
--- a/0-pre-requisitos/3-sql/0_conectando_python_em_db_sql.ipynb
+++ b/0-pre-requisitos/3-sql/0_conectando_python_em_db_sql.ipynb
@@ -16,9 +16,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "OperationalError",
+     "evalue": "could not connect to server: Operation timed out\n\tIs the server running on host \"data-science.cjkghcc9gsud.us-east-1.rds.amazonaws.com\" (52.44.6.84) and accepting\n\tTCP/IP connections on port 5432?\n",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mOperationalError\u001b[0m                          Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-1-e568e5236727>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     12\u001b[0m \u001b[0mpwd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'trainingwrite'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0mconn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpsycopg2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconnect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"host='{host}' port={port}  dbname='{dbname}' user={username} password={pwd}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/psycopg2/__init__.py\u001b[0m in \u001b[0;36mconnect\u001b[0;34m(dsn, connection_factory, cursor_factory, **kwargs)\u001b[0m\n\u001b[1;32m    128\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    129\u001b[0m     \u001b[0mdsn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_ext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmake_dsn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdsn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 130\u001b[0;31m     \u001b[0mconn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_connect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdsn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconnection_factory\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mconnection_factory\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwasync\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    131\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mcursor_factory\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    132\u001b[0m         \u001b[0mconn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcursor_factory\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcursor_factory\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mOperationalError\u001b[0m: could not connect to server: Operation timed out\n\tIs the server running on host \"data-science.cjkghcc9gsud.us-east-1.rds.amazonaws.com\" (52.44.6.84) and accepting\n\tTCP/IP connections on port 5432?\n"
+     ]
+    }
+   ],
    "source": [
     "import pandas as pd\n",
     "import pandas.io.sql as sqlio\n",
@@ -369,7 +382,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.4"
+   "version": "3.6.8"
   }
  },
  "nbformat": 4,
diff --git "a/1-analise-explorat\303\263ria-basica/01-lendo-dados-e-medidas-centralidade/aula1.ipynb" "b/1-analise-explorat\303\263ria-basica/01-lendo-dados-e-medidas-centralidade/aula1.ipynb"
index 7778080..997f9bd 100644
--- "a/1-analise-explorat\303\263ria-basica/01-lendo-dados-e-medidas-centralidade/aula1.ipynb"
+++ "b/1-analise-explorat\303\263ria-basica/01-lendo-dados-e-medidas-centralidade/aula1.ipynb"
@@ -342,7 +342,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.4"
+   "version": "3.6.8"
   }
  },
  "nbformat": 4,
diff --git "a/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/aula1.ipynb" "b/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/aula1.ipynb"
index 61f3ffa..f816767 100644
--- "a/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/aula1.ipynb"
+++ "b/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/aula1.ipynb"
@@ -28,685 +28,687 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
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+      "[(11.506380149363725, -19.70677437336482), (8.917961369077013, -5.738517403609567), (8.528762599273342, -7.277605689387169), (11.14152409078903, -13.202958442165897), (10.668160493323981, -8.192015199233175)]\n"
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@@ -1450,7 +1454,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1477,16 +1481,16 @@
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+   "execution_count": 7,
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     {
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       "text/plain": [
-       "-0.28401696991396297"
+       "-0.2660505977095853"
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-     "execution_count": 14,
+     "execution_count": 7,
      "metadata": {},
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@@ -1526,7 +1530,7 @@
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diff --git "a/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/correla\303\247\303\265es_deepdive.ipynb" "b/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/correla\303\247\303\265es_deepdive.ipynb"
index 2afc30f..266c553 100644
--- "a/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/correla\303\247\303\265es_deepdive.ipynb"
+++ "b/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/correla\303\247\303\265es_deepdive.ipynb"
@@ -9,1382 +9,1112 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/eduardo/anaconda3/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
+      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
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+       "   <rect height=\"304.831429\" width=\"298.720714\" x=\"66.023594\" y=\"76.268571\"/>\n",
+       "  </clipPath>\n",
+       "  <clipPath id=\"p60fd94d1d1\">\n",
+       "   <rect height=\"52.557143\" width=\"298.720714\" x=\"66.023594\" y=\"13.2\"/>\n",
+       "  </clipPath>\n",
+       "  <clipPath id=\"p4f529cafd1\">\n",
+       "   <rect height=\"304.831429\" width=\"51.503571\" x=\"375.045022\" y=\"76.268571\"/>\n",
+       "  </clipPath>\n",
+       " </defs>\n",
+       "</svg>\n"
       ],
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x29ce21c8438>"
+       "<Figure size 432x432 with 3 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -2831,7 +2309,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.5"
+   "version": "3.6.8"
   }
  },
  "nbformat": 4,

From 7de97d52aa2378cb12f0eada47c7cd9ace0389db Mon Sep 17 00:00:00 2001
From: Eduardo Santos <eduardo@digitalad.com.br>
Date: Mon, 28 Jan 2019 17:43:20 -0200
Subject: [PATCH 3/6] pre Math Algebra Linear
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Tradução e inclusão do SQL
---
 .../2-math/algebra_linear_com_numpy.ipynb     | 5511 +++++++++++------
 1 file changed, 3606 insertions(+), 1905 deletions(-)

diff --git a/0-pre-requisitos/2-math/algebra_linear_com_numpy.ipynb b/0-pre-requisitos/2-math/algebra_linear_com_numpy.ipynb
index 4d8eb7c..d935926 100644
--- a/0-pre-requisitos/2-math/algebra_linear_com_numpy.ipynb
+++ b/0-pre-requisitos/2-math/algebra_linear_com_numpy.ipynb
@@ -1,1945 +1,3646 @@
 {
-  "cells": [
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "# Numpy"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import numpy as np",
-      "execution_count": 33,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Why `numpy`?"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import timeit",
-      "execution_count": 2,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "l = range(1000)\n%timeit [i**2 for i in l]",
-      "execution_count": 3,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "311 µs ± 6.69 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n",
-          "name": "stdout"
-        }
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Algebra Linear"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Conceitos de algebra linear https://youtu.be/Y0ZyUhi0khY ou https://youtu.be/D4ewzYFM8LY"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Biblioteca Numpy"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 211,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Porque usar `numpy`? <!--Why `numpy`?-->"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Utilizando a biblioteca timeit conseguimos ver o tempo de processamento para o código Python criado e isso deixa claro o aumento de performance quando estamos usando a biblioteca Numpy."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 212,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import timeit"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 213,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "357 µs ± 15.4 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "l = range(1000)\n",
+    "%timeit [i**2 for i in l]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 214,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1.73 µs ± 72.2 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "a = np.arange(1000)\n",
+    "%timeit a**2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Arrays - Matrizes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Um `ndarray` é um contêiner multidimensional (geralmente de tamanho fixo) de itens do mesmo tipo e tamanho. O número de dimensões e itens em uma matriz é definido por sua forma, que é uma tupla de N inteiros positivos que especificam os tamanhos de cada dimensão. O tipo de itens na matriz é especificado por um objeto de tipo de dados separado (`dtype`), um dos quais está associado a cada ndarray.\n",
+    "<!--An `ndarray` is a (usually fixed-size) multidimensional container of items of the same type and size. The number of dimensions and items in an array is defined by its `shape`, which is a tuple of N positive integers that specify the sizes of each dimension. The type of items in the array is specified by a separate data-type object (`dtype`), one of which is associated with each ndarray.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 215,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "numpy.ndarray"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "a = np.arange(1000)\n%timeit a**2",
-      "execution_count": 4,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "1.66 µs ± 47.3 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)\n",
-          "name": "stdout"
-        }
+     },
+     "execution_count": 215,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y = np.ndarray(shape = (1, 4))\n",
+    "type(y)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Criando uma matriz a partir de uma lista:\n",
+    "<!--Creating an array from a list:-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 216,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1, 2, 3],\n",
+       "       [4, 5, 6]])"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Arrays"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "An `ndarray` is a (usually fixed-size) multidimensional container of items of the same type and size. The number of dimensions and items in an array is defined by its `shape`, which is a tuple of N positive integers that specify the sizes of each dimension. The type of items in the array is specified by a separate data-type object (`dtype`), one of which is associated with each ndarray."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "y = np.ndarray(shape = (1, 4))\ntype(y)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Creating an array from a list:"
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x = np.array([[1, 2, 3], [4, 5, 6]], np.int)\nx",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "type(x)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x.shape",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x.ndim",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x.dtype",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Example of a 3-dimensional array"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "z = np.array([[[1, 2, 3], [4, 5, 6]], [[7, 8, 9], [10, 11, 12]]], np.int)\nz",
-      "execution_count": 5,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 5,
-          "data": {
-            "text/plain": "array([[[ 1,  2,  3],\n        [ 4,  5,  6]],\n\n       [[ 7,  8,  9],\n        [10, 11, 12]]])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 216,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x = np.array([[1, 2, 3], [4, 5, 6]], np.int)\n",
+    "x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 217,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "numpy.ndarray"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "print(\"Array has {0} dimensions:\".format(z.ndim))\nfor d, s in enumerate(z.shape):\n    print(\"-dimension {0} has size {1}.\".format(d, s))",
-      "execution_count": 6,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Array has 3 dimensions:\n-dimension 0 has size 2.\n-dimension 1 has size 2.\n-dimension 2 has size 3.\n",
-          "name": "stdout"
-        }
+     },
+     "execution_count": 217,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(x)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 218,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(2, 3)"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Changing size (or shape)"
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x.reshape(3, 2)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x.resize(3, 2)\nx",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "type(x.shape)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z = np.array([1, 2, 3, 4, 5, 6]).reshape((2, 3))\nz",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Creating arrays"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "#### `np.empty`"
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x = np.empty(5)\nx",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x.shape",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x.resize((5, 1))\nprint(x.shape)\nx",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "y = np.empty((5, 1))\ny",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "#### `np.linspace`\n"
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x = np.linspace(2, 10, 3)\nx",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x.shape",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "#### `np.identity`"
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z = np.identity(3)\nz",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "`np.eye(3)` would produce the same outcome."
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "#### `np.ones`"
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z = np.ones(3)\nz",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z.shape",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z = np.ones(3, dtype=int)\nz",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "d = np.array([0, 1, 1, 0, 0], dtype=bool)\nd",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Accessing elements of an array"
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z = np.linspace(1, 9, 9)\nz",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z.shape",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z[0]",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z[-1]",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z[2:6]",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z = z.reshape(3, 3)\nz",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z.shape",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z[0:1, :]",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z[0:1]",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z[1:, 1:]",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "rows = [0, 1]\nz[rows, :]",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z[:] = 10\nz",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Array Methods"
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z = np.array([2, 1, 4, 3], dtype=float)\nz",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "print(dir(z))",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z.clip(1, 2)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "a = np.array([[1, 2], [3, 4], [5, 6]])",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "a.compress([False, True, True], axis=0)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "help(np.where)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "help(np.size)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "#### sorting"
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z.argsort()",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z.sort()\nz",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "#### statistics"
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z.sum()",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z.mean()",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z.var()",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z.std()",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z.max()",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z.argmax()",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z.cumsum()",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z.cumprod()",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z.shape = (2, 2)\nz",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z.T",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "np.searchsorted([2,3,1,4,5], 2.5)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "np.searchsorted([1,2,3,4,5], 3, side='right')",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "np.searchsorted([1,2,3,4,5], [-10, 10, 2, 3])",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "a = np.array([1, 2, 3, 4])\nb = np.array([5, 6, 7, 8])\na + b",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "a * b",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "a + 10",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "a * 10",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "A = np.ones((2, 2))\nB = np.ones((2, 2))\nA + B",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "A + 10",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "A",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "B",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "A * B",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "A @ B",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "A = np.array((1, 2))\nA",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "A.shape",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "B = np.array((10, 20))\nA @ B",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "A = np.array(((1, 2), (3, 4)))\nA",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "A @ (0, 1)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "np.dot(a, b)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "a = np.array([42, 44])\na",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "a[-1] = 0\na",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "#### *Broadcasting*"
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "a = np.array([[0.0,0.0,0.0],[10.0,10.0,10.0],[20.0,20.0,20.0],[30.0,30.0,30.0]]) \na",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "b = np.array([1.0,2.0,3.0])\nb",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "a+b",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "* Arrays have exactly the same shape.\n\n* Arrays have the same number of dimensions and the length of each dimension is either a common length or 1.\n\n* Array having too few dimensions can have its shape prepended with a dimension of length 1, so that the above stated property is true."
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "a = np.random.randn(3)\na",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "b = a",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "b",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "b[0] = 0.0\na",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "a = np.random.randn(3)\na",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "b = np.copy(a)\nb",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "b[:] = 1\nb",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "a",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z = np.array([1, 2, 3])\nnp.sin(z)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "n = len(z)\ny = np.empty(n)\nfor i in range(n):\n    y[i] = np.sin(z[i])",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "y",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "(1 / np.sqrt(2 * np.pi)) * np.exp(- 0.5 * z**2)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x = np.random.randn(4)\nx",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "np.where(x > 0, 1, 0)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "def f(x): return 1 if x > 0 else 0\n\nf = np.vectorize(f)\nf(x)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z = np.array([2, 3])\ny = np.array([2, 3])\nz == y",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "y[0] = 5\nz == y",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z != y",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "z > 3",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true,
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "b = z > 3\nb",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Matrix Algebra ( `linalg`)"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "from numpy import linalg as lg",
-      "execution_count": 8,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "A = np.array([[1, 2], [3, 4]])",
-      "execution_count": 9,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "a = np.array([[1,2],[3,4]]) \nb = np.array([[5,6],[7,8]])",
-      "execution_count": 10,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "print(a)\nprint(b)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "np.concatenate((a,b))",
-      "execution_count": 11,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 11,
-          "data": {
-            "text/plain": "array([[1, 2],\n       [3, 4],\n       [5, 6],\n       [7, 8]])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 218,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 219,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2"
+      ]
+     },
+     "execution_count": 219,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x.ndim"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 220,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dtype('int64')"
+      ]
+     },
+     "execution_count": 220,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x.dtype"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Exemplo de uma matriz tridimencional:\n",
+    "<!--Example of a 3-dimensional array-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 221,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[[ 1,  2,  3],\n",
+       "        [ 4,  5,  6]],\n",
+       "\n",
+       "       [[ 7,  8,  9],\n",
+       "        [10, 11, 12]]])"
+      ]
+     },
+     "execution_count": 221,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z = np.array([[[1, 2, 3], [4, 5, 6]], [[7, 8, 9], [10, 11, 12]]], np.int)\n",
+    "z"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 222,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Array has 3 dimensions:\n",
+      "-dimension 0 has size 2.\n",
+      "-dimension 1 has size 2.\n",
+      "-dimension 2 has size 3.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Array has {0} dimensions:\".format(z.ndim))\n",
+    "for d, s in enumerate(z.shape):\n",
+    "    print(\"-dimension {0} has size {1}.\".format(d, s))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Changing size (or shape) - Mudando o tamanho ou forma da matriz"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 223,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1, 2, 3],\n",
+       "       [4, 5, 6]])"
+      ]
+     },
+     "execution_count": 223,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 224,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1, 2],\n",
+       "       [3, 4],\n",
+       "       [5, 6]])"
+      ]
+     },
+     "execution_count": 224,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x.reshape(3, 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 225,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1, 2, 3],\n",
+       "       [4, 5, 6]])"
+      ]
+     },
+     "execution_count": 225,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 226,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1, 2],\n",
+       "       [3, 4],\n",
+       "       [5, 6]])"
+      ]
+     },
+     "execution_count": 226,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x.resize(3, 2)\n",
+    "x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 227,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "tuple"
+      ]
+     },
+     "execution_count": 227,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(x.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 228,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1, 2, 3],\n",
+       "       [4, 5, 6]])"
+      ]
+     },
+     "execution_count": 228,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z = np.array([1, 2, 3, 4, 5, 6]).reshape((2, 3))\n",
+    "z"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Creating arrays - Criando Matrizes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### `np.empty`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 229,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([2.5e-323, 3.0e-323, 3.5e-323, 4.0e-323, 4.4e-323])"
+      ]
+     },
+     "execution_count": 229,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x = np.empty(5)\n",
+    "x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 230,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(5,)"
+      ]
+     },
+     "execution_count": 230,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 231,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(5, 1)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "array([[2.5e-323],\n",
+       "       [3.0e-323],\n",
+       "       [3.5e-323],\n",
+       "       [4.0e-323],\n",
+       "       [4.4e-323]])"
+      ]
+     },
+     "execution_count": 231,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x.resize((5, 1))\n",
+    "print(x.shape)\n",
+    "x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 232,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[2.5e-323],\n",
+       "       [3.0e-323],\n",
+       "       [3.5e-323],\n",
+       "       [4.0e-323],\n",
+       "       [4.4e-323]])"
+      ]
+     },
+     "execution_count": 232,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y = np.empty((5, 1))\n",
+    "y"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### `np.linspace`\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 233,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 2.,  6., 10.])"
+      ]
+     },
+     "execution_count": 233,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x = np.linspace(2, 10, 3)\n",
+    "x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 234,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(3,)"
+      ]
+     },
+     "execution_count": 234,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### `np.identity`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 235,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1., 0., 0.],\n",
+       "       [0., 1., 0.],\n",
+       "       [0., 0., 1.]])"
+      ]
+     },
+     "execution_count": 235,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z = np.identity(3)\n",
+    "z"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "`np.eye(3)` would produce the same outcome."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### `np.ones`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 236,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1., 1., 1.])"
+      ]
+     },
+     "execution_count": 236,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z = np.ones(3)\n",
+    "z"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 237,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(3,)"
+      ]
+     },
+     "execution_count": 237,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 238,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1, 1, 1])"
+      ]
+     },
+     "execution_count": 238,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z = np.ones(3, dtype=int)\n",
+    "z"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 239,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([False,  True,  True, False, False])"
+      ]
+     },
+     "execution_count": 239,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "d = np.array([0, 1, 1, 0, 0], dtype=bool)\n",
+    "d"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Accessing elements of an array - Acessando elementos da matriz"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 240,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1., 2., 3., 4., 5., 6., 7., 8., 9.])"
+      ]
+     },
+     "execution_count": 240,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z = np.linspace(1, 9, 9)\n",
+    "z"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 241,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(9,)"
+      ]
+     },
+     "execution_count": 241,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 242,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.0"
+      ]
+     },
+     "execution_count": 242,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 243,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "9.0"
+      ]
+     },
+     "execution_count": 243,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z[-1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 244,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([3., 4., 5., 6.])"
+      ]
+     },
+     "execution_count": 244,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z[2:6]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 245,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1., 2., 3.],\n",
+       "       [4., 5., 6.],\n",
+       "       [7., 8., 9.]])"
+      ]
+     },
+     "execution_count": 245,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z = z.reshape(3, 3)\n",
+    "z"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 246,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(3, 3)"
+      ]
+     },
+     "execution_count": 246,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 247,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1., 2., 3.]])"
+      ]
+     },
+     "execution_count": 247,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z[0:1, :]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 248,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1., 2., 3.]])"
+      ]
+     },
+     "execution_count": 248,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z[0:1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 249,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[5., 6.],\n",
+       "       [8., 9.]])"
+      ]
+     },
+     "execution_count": 249,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z[1:, 1:]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 250,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1., 2., 3.],\n",
+       "       [4., 5., 6.]])"
+      ]
+     },
+     "execution_count": 250,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rows = [0, 1]\n",
+    "z[rows, :]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 251,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[10., 10., 10.],\n",
+       "       [10., 10., 10.],\n",
+       "       [10., 10., 10.]])"
+      ]
+     },
+     "execution_count": 251,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z[:] = 10\n",
+    "z"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Array Methods - Métodos para Matrizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 252,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([2., 1., 4., 3.])"
+      ]
+     },
+     "execution_count": 252,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z = np.array([2, 1, 4, 3], dtype=float)\n",
+    "z"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 253,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['T', '__abs__', '__add__', '__and__', '__array__', '__array_finalize__', '__array_interface__', '__array_prepare__', '__array_priority__', '__array_struct__', '__array_ufunc__', '__array_wrap__', '__bool__', '__class__', '__complex__', '__contains__', '__copy__', '__deepcopy__', '__delattr__', '__delitem__', '__dir__', '__divmod__', '__doc__', '__eq__', '__float__', '__floordiv__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__gt__', '__hash__', '__iadd__', '__iand__', '__ifloordiv__', '__ilshift__', '__imatmul__', '__imod__', '__imul__', '__index__', '__init__', '__init_subclass__', '__int__', '__invert__', '__ior__', '__ipow__', '__irshift__', '__isub__', '__iter__', '__itruediv__', '__ixor__', '__le__', '__len__', '__lshift__', '__lt__', '__matmul__', '__mod__', '__mul__', '__ne__', '__neg__', '__new__', '__or__', '__pos__', '__pow__', '__radd__', '__rand__', '__rdivmod__', '__reduce__', '__reduce_ex__', '__repr__', '__rfloordiv__', '__rlshift__', '__rmatmul__', '__rmod__', '__rmul__', '__ror__', '__rpow__', '__rrshift__', '__rshift__', '__rsub__', '__rtruediv__', '__rxor__', '__setattr__', '__setitem__', '__setstate__', '__sizeof__', '__str__', '__sub__', '__subclasshook__', '__truediv__', '__xor__', 'all', 'any', 'argmax', 'argmin', 'argpartition', 'argsort', 'astype', 'base', 'byteswap', 'choose', 'clip', 'compress', 'conj', 'conjugate', 'copy', 'ctypes', 'cumprod', 'cumsum', 'data', 'diagonal', 'dot', 'dtype', 'dump', 'dumps', 'fill', 'flags', 'flat', 'flatten', 'getfield', 'imag', 'item', 'itemset', 'itemsize', 'max', 'mean', 'min', 'nbytes', 'ndim', 'newbyteorder', 'nonzero', 'partition', 'prod', 'ptp', 'put', 'ravel', 'real', 'repeat', 'reshape', 'resize', 'round', 'searchsorted', 'setfield', 'setflags', 'shape', 'size', 'sort', 'squeeze', 'std', 'strides', 'sum', 'swapaxes', 'take', 'tobytes', 'tofile', 'tolist', 'tostring', 'trace', 'transpose', 'var', 'view']\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(dir(z))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 254,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([2., 1., 2., 2.])"
+      ]
+     },
+     "execution_count": 254,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.clip(1, 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 255,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "a = np.array([[1, 2], [3, 4], [5, 6]])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 256,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[3, 4],\n",
+       "       [5, 6]])"
+      ]
+     },
+     "execution_count": 256,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a.compress([False, True, True], axis=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 257,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Help on built-in function where in module numpy.core.multiarray:\n",
+      "\n",
+      "where(...)\n",
+      "    where(condition, [x, y])\n",
+      "    \n",
+      "    Return elements, either from `x` or `y`, depending on `condition`.\n",
+      "    \n",
+      "    If only `condition` is given, return ``condition.nonzero()``.\n",
+      "    \n",
+      "    Parameters\n",
+      "    ----------\n",
+      "    condition : array_like, bool\n",
+      "        When True, yield `x`, otherwise yield `y`.\n",
+      "    x, y : array_like, optional\n",
+      "        Values from which to choose. `x`, `y` and `condition` need to be\n",
+      "        broadcastable to some shape.\n",
+      "    \n",
+      "    Returns\n",
+      "    -------\n",
+      "    out : ndarray or tuple of ndarrays\n",
+      "        If both `x` and `y` are specified, the output array contains\n",
+      "        elements of `x` where `condition` is True, and elements from\n",
+      "        `y` elsewhere.\n",
+      "    \n",
+      "        If only `condition` is given, return the tuple\n",
+      "        ``condition.nonzero()``, the indices where `condition` is True.\n",
+      "    \n",
+      "    See Also\n",
+      "    --------\n",
+      "    nonzero, choose\n",
+      "    \n",
+      "    Notes\n",
+      "    -----\n",
+      "    If `x` and `y` are given and input arrays are 1-D, `where` is\n",
+      "    equivalent to::\n",
+      "    \n",
+      "        [xv if c else yv for (c,xv,yv) in zip(condition,x,y)]\n",
+      "    \n",
+      "    Examples\n",
+      "    --------\n",
+      "    >>> np.where([[True, False], [True, True]],\n",
+      "    ...          [[1, 2], [3, 4]],\n",
+      "    ...          [[9, 8], [7, 6]])\n",
+      "    array([[1, 8],\n",
+      "           [3, 4]])\n",
+      "    \n",
+      "    >>> np.where([[0, 1], [1, 0]])\n",
+      "    (array([0, 1]), array([1, 0]))\n",
+      "    \n",
+      "    >>> x = np.arange(9.).reshape(3, 3)\n",
+      "    >>> np.where( x > 5 )\n",
+      "    (array([2, 2, 2]), array([0, 1, 2]))\n",
+      "    >>> x[np.where( x > 3.0 )]               # Note: result is 1D.\n",
+      "    array([ 4.,  5.,  6.,  7.,  8.])\n",
+      "    >>> np.where(x < 5, x, -1)               # Note: broadcasting.\n",
+      "    array([[ 0.,  1.,  2.],\n",
+      "           [ 3.,  4., -1.],\n",
+      "           [-1., -1., -1.]])\n",
+      "    \n",
+      "    Find the indices of elements of `x` that are in `goodvalues`.\n",
+      "    \n",
+      "    >>> goodvalues = [3, 4, 7]\n",
+      "    >>> ix = np.isin(x, goodvalues)\n",
+      "    >>> ix\n",
+      "    array([[False, False, False],\n",
+      "           [ True,  True, False],\n",
+      "           [False,  True, False]])\n",
+      "    >>> np.where(ix)\n",
+      "    (array([1, 1, 2]), array([0, 1, 1]))\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "help(np.where)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 258,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Help on function size in module numpy.core.fromnumeric:\n",
+      "\n",
+      "size(a, axis=None)\n",
+      "    Return the number of elements along a given axis.\n",
+      "    \n",
+      "    Parameters\n",
+      "    ----------\n",
+      "    a : array_like\n",
+      "        Input data.\n",
+      "    axis : int, optional\n",
+      "        Axis along which the elements are counted.  By default, give\n",
+      "        the total number of elements.\n",
+      "    \n",
+      "    Returns\n",
+      "    -------\n",
+      "    element_count : int\n",
+      "        Number of elements along the specified axis.\n",
+      "    \n",
+      "    See Also\n",
+      "    --------\n",
+      "    shape : dimensions of array\n",
+      "    ndarray.shape : dimensions of array\n",
+      "    ndarray.size : number of elements in array\n",
+      "    \n",
+      "    Examples\n",
+      "    --------\n",
+      "    >>> a = np.array([[1,2,3],[4,5,6]])\n",
+      "    >>> np.size(a)\n",
+      "    6\n",
+      "    >>> np.size(a,1)\n",
+      "    3\n",
+      "    >>> np.size(a,0)\n",
+      "    2\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "help(np.size)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### sorting - ordenação"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 259,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1, 0, 3, 2])"
+      ]
+     },
+     "execution_count": 259,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.argsort()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 260,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1., 2., 3., 4.])"
+      ]
+     },
+     "execution_count": 260,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.sort()\n",
+    "z"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### statistics - estatísticos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 261,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "10.0"
+      ]
+     },
+     "execution_count": 261,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 262,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2.5"
+      ]
+     },
+     "execution_count": 262,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 263,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.25"
+      ]
+     },
+     "execution_count": 263,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.var()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 264,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.118033988749895"
+      ]
+     },
+     "execution_count": 264,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.std()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 265,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4.0"
+      ]
+     },
+     "execution_count": 265,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.max()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 266,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1., 2., 3., 4.])"
+      ]
+     },
+     "execution_count": 266,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 267,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3"
+      ]
+     },
+     "execution_count": 267,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.argmax()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 268,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 1.,  3.,  6., 10.])"
+      ]
+     },
+     "execution_count": 268,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.cumsum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 269,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 1.,  2.,  6., 24.])"
+      ]
+     },
+     "execution_count": 269,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.cumprod()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 270,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1., 2.],\n",
+       "       [3., 4.]])"
+      ]
+     },
+     "execution_count": 270,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.shape = (2, 2)\n",
+    "z"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 271,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1., 3.],\n",
+       "       [2., 4.]])"
+      ]
+     },
+     "execution_count": 271,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.T"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 272,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3"
+      ]
+     },
+     "execution_count": 272,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.searchsorted([2,3,1,4,5], 2.5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 273,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3"
+      ]
+     },
+     "execution_count": 273,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.searchsorted([1,2,3,4,5], 3, side='right')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 274,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0, 5, 1, 2])"
+      ]
+     },
+     "execution_count": 274,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.searchsorted([1,2,3,4,5], [-10, 10, 2, 3])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 275,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 6,  8, 10, 12])"
+      ]
+     },
+     "execution_count": 275,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a = np.array([1, 2, 3, 4])\n",
+    "b = np.array([5, 6, 7, 8])\n",
+    "a + b"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 276,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 5, 12, 21, 32])"
+      ]
+     },
+     "execution_count": 276,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a * b"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 277,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([11, 12, 13, 14])"
+      ]
+     },
+     "execution_count": 277,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a + 10"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 278,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([10, 20, 30, 40])"
+      ]
+     },
+     "execution_count": 278,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a * 10"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 279,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[2., 2.],\n",
+       "       [2., 2.]])"
+      ]
+     },
+     "execution_count": 279,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A = np.ones((2, 2))\n",
+    "B = np.ones((2, 2))\n",
+    "A + B"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 280,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[11., 11.],\n",
+       "       [11., 11.]])"
+      ]
+     },
+     "execution_count": 280,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A + 10"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 281,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1., 1.],\n",
+       "       [1., 1.]])"
+      ]
+     },
+     "execution_count": 281,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 282,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1., 1.],\n",
+       "       [1., 1.]])"
+      ]
+     },
+     "execution_count": 282,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "B"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 283,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1., 1.],\n",
+       "       [1., 1.]])"
+      ]
+     },
+     "execution_count": 283,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A * B"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 284,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[2., 2.],\n",
+       "       [2., 2.]])"
+      ]
+     },
+     "execution_count": 284,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A @ B"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 285,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1, 2])"
+      ]
+     },
+     "execution_count": 285,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A = np.array((1, 2))\n",
+    "A"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 286,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(2,)"
+      ]
+     },
+     "execution_count": 286,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 287,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "50"
+      ]
+     },
+     "execution_count": 287,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "B = np.array((10, 20))\n",
+    "A @ B"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 288,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1, 2],\n",
+       "       [3, 4]])"
+      ]
+     },
+     "execution_count": 288,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A = np.array(((1, 2), (3, 4)))\n",
+    "A"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 289,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([2, 4])"
+      ]
+     },
+     "execution_count": 289,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A @ (0, 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 290,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "70"
+      ]
+     },
+     "execution_count": 290,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.dot(a, b)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 291,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([42, 44])"
+      ]
+     },
+     "execution_count": 291,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a = np.array([42, 44])\n",
+    "a"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 292,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([42,  0])"
+      ]
+     },
+     "execution_count": 292,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a[-1] = 0\n",
+    "a"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### *Broadcasting*"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 293,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 0.,  0.,  0.],\n",
+       "       [10., 10., 10.],\n",
+       "       [20., 20., 20.],\n",
+       "       [30., 30., 30.]])"
+      ]
+     },
+     "execution_count": 293,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a = np.array([[0.0,0.0,0.0],[10.0,10.0,10.0],[20.0,20.0,20.0],[30.0,30.0,30.0]]) \n",
+    "a"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 294,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1., 2., 3.])"
+      ]
+     },
+     "execution_count": 294,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "b = np.array([1.0,2.0,3.0])\n",
+    "b"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 295,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 1.,  2.,  3.],\n",
+       "       [11., 12., 13.],\n",
+       "       [21., 22., 23.],\n",
+       "       [31., 32., 33.]])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "np.concatenate((a,b), axis = 1)",
-      "execution_count": 12,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 12,
-          "data": {
-            "text/plain": "array([[1, 2, 5, 6],\n       [3, 4, 7, 8]])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 295,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a+b"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "* Matrizes têm exatamente a mesma forma.\n",
+    "\n",
+    "* Matrizes têm o mesmo número de dimensões e o comprimento de cada dimensão é um comprimento comum ou 1.\n",
+    "\n",
+    "* Matriz com poucas dimensões pode ter sua forma prefixada com uma dimensão de comprimento 1, de modo que a propriedade declarada acima seja verdadeira.\n",
+    "\n",
+    "<!--* Arrays have exactly the same shape.\n",
+    "\n",
+    "* Arrays have the same number of dimensions and the length of each dimension is either a common length or 1.\n",
+    "\n",
+    "* Array having too few dimensions can have its shape prepended with a dimension of length 1, so that the above stated property is true.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 296,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([-1.11336594, -0.17744627, -1.33607215])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "lg.det(A)",
-      "execution_count": 13,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 13,
-          "data": {
-            "text/plain": "-2.0000000000000004"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 296,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a = np.random.randn(3)\n",
+    "a"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 297,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "b = a"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 298,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([-1.11336594, -0.17744627, -1.33607215])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "lg.inv(A)",
-      "execution_count": 14,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 14,
-          "data": {
-            "text/plain": "array([[-2. ,  1. ],\n       [ 1.5, -0.5]])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 298,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "b"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 299,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 0.        , -0.17744627, -1.33607215])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "lg.matrix_rank(A)",
-      "execution_count": 15,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 15,
-          "data": {
-            "text/plain": "2"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 299,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "b[0] = 0.0\n",
+    "a"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 300,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([-1.48850816, -0.32891427,  1.76183354])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "B = np.array([[1, 2, 3], [4, 5, 6]])\nB",
-      "execution_count": 19,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 19,
-          "data": {
-            "text/plain": "array([[1, 2, 3],\n       [4, 5, 6]])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 300,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a = np.random.randn(3)\n",
+    "a"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 301,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([-1.48850816, -0.32891427,  1.76183354])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "lg.matrix_rank(B)",
-      "execution_count": 21,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 21,
-          "data": {
-            "text/plain": "2"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 301,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "b = np.copy(a)\n",
+    "b"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 302,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1., 1., 1.])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "A = np.array([1, 2, 4, 5]).reshape(2, 2)\nb = np.array([3, 6]).reshape(2, 1)\nlg.inv(A) @ b",
-      "execution_count": 26,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 26,
-          "data": {
-            "text/plain": "array([[-1.],\n       [ 2.]])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 302,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "b[:] = 1\n",
+    "b"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 303,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([-1.48850816, -0.32891427,  1.76183354])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "lg.solve(A, b)",
-      "execution_count": 33,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 33,
-          "data": {
-            "text/plain": "array([[-1.],\n       [ 2.]])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 303,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 304,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0.84147098, 0.90929743, 0.14112001])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "print(dir(lg))",
-      "execution_count": 31,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "['LinAlgError', '__builtins__', '__cached__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__path__', '__spec__', '_umath_linalg', 'absolute_import', 'cholesky', 'cond', 'det', 'division', 'eig', 'eigh', 'eigvals', 'eigvalsh', 'info', 'inv', 'lapack_lite', 'linalg', 'lstsq', 'matrix_power', 'matrix_rank', 'multi_dot', 'norm', 'pinv', 'print_function', 'qr', 'slogdet', 'solve', 'svd', 'tensorinv', 'tensorsolve', 'test']\n",
-          "name": "stdout"
-        }
+     },
+     "execution_count": 304,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z = np.array([1, 2, 3])\n",
+    "np.sin(z)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 305,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "n = len(z)\n",
+    "y = np.empty(n)\n",
+    "for i in range(n):\n",
+    "    y[i] = np.sin(z[i])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 306,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0.84147098, 0.90929743, 0.14112001])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "lg.norm(A)",
-      "execution_count": 34,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 34,
-          "data": {
-            "text/plain": "6.782329983125268"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 306,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 307,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1, 2, 3])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "lg.norm((3, 4))",
-      "execution_count": 35,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 35,
-          "data": {
-            "text/plain": "5.0"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 307,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 308,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0.24197072, 0.05399097, 0.00443185])"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "#### Exercício 0: Input-Output Matrix"
-    },
-    {
-      "metadata": {
-        "trusted": true,
-        "scrolled": true
-      },
-      "cell_type": "code",
-      "source": "ls /home/nbuser/library",
-      "execution_count": 19,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Aula_01.ipynb  Aula_03.ipynb  \u001b[0m\u001b[01;34mdata\u001b[0m/\r\nAula_02.ipynb  Aula_04.ipynb  sorteio.ipynb\r\n",
-          "name": "stdout"
-        }
+     },
+     "execution_count": 308,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "(1 / np.sqrt(2 * np.pi)) * np.exp(- 0.5 * z**2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 309,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 0.26391966, -0.91446636,  0.79007045, -2.06239142])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "ls /home/nbuser/library/data",
-      "execution_count": 20,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "alunos.csv  tech_coef.csv\r\n",
-          "name": "stdout"
-        }
+     },
+     "execution_count": 309,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x = np.random.randn(4)\n",
+    "x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 310,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1, 0, 1, 0])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "A = np.loadtxt('/home/nbuser/library/data/tech_coef.csv')",
-      "execution_count": 21,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "A.shape",
-      "execution_count": 22,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 22,
-          "data": {
-            "text/plain": "(12, 12)"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 310,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.where(x > 0, 1, 0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 311,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1, 0, 1, 0])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "sectors = { \"Agropecuária\": 0,\n    \"Indústria extrativa\": 1,\n    \"Indústria de transformação\": 2,\n    \"Utilidades\": 3,\n    \"Construção civil\": 4,\n    \"Comércio\": 5,\n    \"Transporte\": 6,\n    \"Serviços de informação\": 7,\n    \"Intermediação financeira\": 8,\n    \"Atividades imobiliárias\": 9,\n    \"Outros serviços\": 10,\n    \"Administração pública\": 11 }",
-      "execution_count": 27,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "impact = []\nsec = []\nfor sector, id in sectors.items():\n    i = \"{0:0.4f}\".format(A[:,id].sum())\n    print(sector, \": \", i, sep='')\n    impact.append(i)\n    sec.append(sector)",
-      "execution_count": 26,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Indústria de transformação: 0.6058\nComércio: 0.3078\nAtividades imobiliárias: 0.0580\nServiços de informação: 0.4191\nUtilidades: 0.4452\nTransporte: 0.4553\nOutros serviços: 0.3284\nConstrução civil: 0.4399\nAgropecuária: 0.3520\nAdministração pública: 0.2490\nIndústria extrativa: 0.3419\nIntermediação financeira: 0.3296\n",
-          "name": "stdout"
-        }
+     },
+     "execution_count": 311,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def f(x): return 1 if x > 0 else 0\n",
+    "\n",
+    "f = np.vectorize(f)\n",
+    "f(x)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 312,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ True,  True])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import matplotlib.pyplot as plt\npos = np.arange(12)\n\nplt.barh(pos, impact, align='center', height=.8, color='r')\nplt.yticks(pos, sec)\nplt.xlim((0, .7))\nfor i, v in enumerate(impact):\n    l = \"{0:.2f}\".format(float(v))\n    plt.text(float(v)+.01, i-.25, \"{0:.2f}\".format(float(v)), color='black', fontweight='bold')\nplt.show()",
-      "execution_count": 32,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "image/png": 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\n",
-            "text/plain": "<matplotlib.figure.Figure at 0x7f7e0c253128>"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 312,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z = np.array([2, 3])\n",
+    "y = np.array([2, 3])\n",
+    "z == y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 313,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([False,  True])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "L = np.linalg.inv(np.eye(len(sectors))-A)\nd = np.zeros(12).reshape(12, 1)\nd[2, 0] = 1\n\nimpact = L@d\npos = np.arange(12)\n\nplt.barh(pos, impact, align='center', height=.8, color='r')\nplt.yticks(pos, sec)\nplt.xlim((0,1.7))\nfor i, v in enumerate(impact):\n    l = \"{0:.2f}\".format(float(v))\n    plt.text(float(v)+.01, i-.25, \"{0:.2f}\".format(float(v)), color='black', fontweight='bold')\nplt.show()",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "impact = []\nsec = []\nfor sector, id in sectors.items():\n    i = \"{0:0.4f}\".format(L[:,id].sum())\n    print(sector, \": \", i, sep='')\n    impact.append(i)\n    sec.append(sector)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "pos = np.arange(12)\n\nplt.barh(pos, impact, align='center', height=.8, color='r')\nplt.yticks(pos, sec)\nplt.xlim((0,2.3))\nfor i, v in enumerate(impact):\n    l = \"{0:.2f}\".format(float(v))\n    plt.text(float(v)+.01, i-.25, \"{0:.2f}\".format(float(v)), color='black', fontweight='bold')\nplt.show()",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Random arrays (`random`)"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "from numpy import random as rd",
-      "execution_count": 34,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "rd.rand(3, 2)",
-      "execution_count": 37,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 37,
-          "data": {
-            "text/plain": "array([[0.41275145, 0.92513523],\n       [0.147698  , 0.79403711],\n       [0.86205034, 0.75643253]])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 313,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y[0] = 5\n",
+    "z == y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 314,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ True, False])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "np.random.rand(3, 2)",
-      "execution_count": 38,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 38,
-          "data": {
-            "text/plain": "array([[0.42902137, 0.17576067],\n       [0.5861823 , 0.55467978],\n       [0.14108171, 0.39161468]])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 314,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z != y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 315,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([False, False])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "rd.seed(1910)\nnp.random.rand(3, 2)",
-      "execution_count": 39,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 39,
-          "data": {
-            "text/plain": "array([[0.0504399 , 0.21857161],\n       [0.18244948, 0.23708749],\n       [0.2995859 , 0.56284799]])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 315,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z > 3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 316,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([False, False])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "rd.seed(1910)\nnp.random.rand(3, 2)",
-      "execution_count": 40,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 40,
-          "data": {
-            "text/plain": "array([[0.0504399 , 0.21857161],\n       [0.18244948, 0.23708749],\n       [0.2995859 , 0.56284799]])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 316,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "b = z > 3\n",
+    "b"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Matrix Algebra ( `linalg`) - Algebra Matricial"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 317,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from numpy import linalg as lg"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 318,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "A = np.array([[1, 2], [3, 4]])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 319,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = np.array([[1,2],[3,4]]) \n",
+    "b = np.array([[5,6],[7,8]])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 320,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[1 2]\n",
+      " [3 4]]\n",
+      "[[5 6]\n",
+      " [7 8]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(a)\n",
+    "print(b)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 321,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1, 2],\n",
+       "       [3, 4],\n",
+       "       [5, 6],\n",
+       "       [7, 8]])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "rd.randn(2, 1)",
-      "execution_count": 41,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 41,
-          "data": {
-            "text/plain": "array([[ 1.54773602],\n       [-2.05072622]])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 321,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.concatenate((a,b))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 322,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1, 2, 5, 6],\n",
+       "       [3, 4, 7, 8]])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "rd.randint(10, 20, size=5, dtype=np.int)",
-      "execution_count": 42,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 42,
-          "data": {
-            "text/plain": "array([15, 19, 18, 16, 12])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 322,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.concatenate((a,b), axis = 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 323,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-2.0000000000000004"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "pop = np.linspace(0, 99, 100)",
-      "execution_count": 44,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "pop",
-      "execution_count": 45,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 45,
-          "data": {
-            "text/plain": "array([ 0.,  1.,  2.,  3.,  4.,  5.,  6.,  7.,  8.,  9., 10., 11., 12.,\n       13., 14., 15., 16., 17., 18., 19., 20., 21., 22., 23., 24., 25.,\n       26., 27., 28., 29., 30., 31., 32., 33., 34., 35., 36., 37., 38.,\n       39., 40., 41., 42., 43., 44., 45., 46., 47., 48., 49., 50., 51.,\n       52., 53., 54., 55., 56., 57., 58., 59., 60., 61., 62., 63., 64.,\n       65., 66., 67., 68., 69., 70., 71., 72., 73., 74., 75., 76., 77.,\n       78., 79., 80., 81., 82., 83., 84., 85., 86., 87., 88., 89., 90.,\n       91., 92., 93., 94., 95., 96., 97., 98., 99.])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 323,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lg.det(A)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 324,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[-2. ,  1. ],\n",
+       "       [ 1.5, -0.5]])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "np.arange(100)",
-      "execution_count": 46,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 46,
-          "data": {
-            "text/plain": "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n       34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,\n       51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67,\n       68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84,\n       85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 324,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lg.inv(A)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 325,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "rd.choice(pop, size=(10, 1), replace=False)",
-      "execution_count": 48,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 48,
-          "data": {
-            "text/plain": "array([[42.],\n       [53.],\n       [68.],\n       [82.],\n       [45.],\n       [27.],\n       [79.],\n       [56.],\n       [52.],\n       [31.]])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 325,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lg.matrix_rank(A)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 326,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1, 2, 3],\n",
+       "       [4, 5, 6]])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "rd.shuffle(pop)\npop",
-      "execution_count": 49,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 49,
-          "data": {
-            "text/plain": "array([75., 66., 17., 56., 11., 54., 63., 40., 35., 36., 20., 48., 21.,\n       42., 84., 72., 14., 67., 65., 94., 26., 80., 13.,  3., 73., 88.,\n        9., 85., 96., 77., 62., 24., 70., 61., 33., 43., 23., 38., 31.,\n       59.,  4., 60., 78.,  7., 15., 30., 82., 37., 90., 34., 76., 41.,\n       81., 58., 87., 32.,  5., 74., 92., 64., 45., 25.,  6., 69., 91.,\n       46., 51., 86., 55., 95., 47., 28., 12., 19., 83., 93., 10., 44.,\n       29., 39., 52., 89., 53.,  2., 18., 79., 16.,  1., 49., 27., 71.,\n       57.,  0., 98., 22., 50., 68., 97., 99.,  8.])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 326,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "B = np.array([[1, 2, 3], [4, 5, 6]])\n",
+    "B"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 327,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "rd.permutation(pop)",
-      "execution_count": 50,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 50,
-          "data": {
-            "text/plain": "array([71.,  8., 43., 70., 64.,  4., 16., 67., 13., 79., 41., 86.,  5.,\n       73., 27., 60., 39., 40., 65.,  1., 35., 51., 45., 80.,  7., 26.,\n       81., 33., 63., 38., 28., 74., 76., 94., 50., 99., 59., 69., 34.,\n       25., 62., 15., 31., 19., 78., 95., 84., 44., 96., 91., 85., 23.,\n       83., 36., 75., 21., 66., 98., 72., 90., 56., 93., 22., 55., 54.,\n       97., 42., 29., 48., 14., 11., 17., 12., 18., 32., 68., 77.,  6.,\n        3., 53., 30., 61., 37., 88.,  0., 46., 87.,  9., 52., 20., 49.,\n       24., 58., 57., 89., 82., 47., 92.,  2., 10.])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 327,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lg.matrix_rank(B)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 328,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[-1.],\n",
+       "       [ 2.]])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "pop",
-      "execution_count": 51,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 51,
-          "data": {
-            "text/plain": "array([75., 66., 17., 56., 11., 54., 63., 40., 35., 36., 20., 48., 21.,\n       42., 84., 72., 14., 67., 65., 94., 26., 80., 13.,  3., 73., 88.,\n        9., 85., 96., 77., 62., 24., 70., 61., 33., 43., 23., 38., 31.,\n       59.,  4., 60., 78.,  7., 15., 30., 82., 37., 90., 34., 76., 41.,\n       81., 58., 87., 32.,  5., 74., 92., 64., 45., 25.,  6., 69., 91.,\n       46., 51., 86., 55., 95., 47., 28., 12., 19., 83., 93., 10., 44.,\n       29., 39., 52., 89., 53.,  2., 18., 79., 16.,  1., 49., 27., 71.,\n       57.,  0., 98., 22., 50., 68., 97., 99.,  8.])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 328,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A = np.array([1, 2, 4, 5]).reshape(2, 2)\n",
+    "b = np.array([3, 6]).reshape(2, 1)\n",
+    "lg.inv(A) @ b"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 329,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[-1.],\n",
+       "       [ 2.]])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "print(dir(rd))",
-      "execution_count": 52,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "['Lock', 'RandomState', '__RandomState_ctor', '__all__', '__builtins__', '__cached__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__path__', '__spec__', 'absolute_import', 'beta', 'binomial', 'bytes', 'chisquare', 'choice', 'dirichlet', 'division', 'exponential', 'f', 'gamma', 'geometric', 'get_state', 'gumbel', 'hypergeometric', 'info', 'laplace', 'logistic', 'lognormal', 'logseries', 'mtrand', 'multinomial', 'multivariate_normal', 'negative_binomial', 'noncentral_chisquare', 'noncentral_f', 'normal', 'np', 'operator', 'pareto', 'permutation', 'poisson', 'power', 'print_function', 'rand', 'randint', 'randn', 'random', 'random_integers', 'random_sample', 'ranf', 'rayleigh', 'sample', 'seed', 'set_state', 'shuffle', 'standard_cauchy', 'standard_exponential', 'standard_gamma', 'standard_normal', 'standard_t', 'test', 'triangular', 'uniform', 'vonmises', 'wald', 'warnings', 'weibull', 'zipf']\n",
-          "name": "stdout"
-        }
+     },
+     "execution_count": 329,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lg.solve(A, b)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 330,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['LinAlgError', '__builtins__', '__cached__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__path__', '__spec__', '_umath_linalg', 'absolute_import', 'cholesky', 'cond', 'det', 'division', 'eig', 'eigh', 'eigvals', 'eigvalsh', 'info', 'inv', 'lapack_lite', 'linalg', 'lstsq', 'matrix_power', 'matrix_rank', 'multi_dot', 'norm', 'pinv', 'print_function', 'qr', 'slogdet', 'solve', 'svd', 'tensorinv', 'tensorsolve', 'test']\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(dir(lg))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 331,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "6.782329983125268"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "#### Exercise 1"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "mu = 4\nsigma = 12\nn = 50\nN = int(1e5)",
-      "execution_count": 35,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "A = rd.normal(loc=mu, scale=sigma, size=(n, N))",
-      "execution_count": 36,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "avg = np.mean(A, axis=0)",
-      "execution_count": 37,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "avg.shape",
-      "execution_count": 38,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 38,
-          "data": {
-            "text/plain": "(100000,)"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 331,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lg.norm(A)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 332,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5.0"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "np.var(avg)",
-      "execution_count": 39,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 39,
-          "data": {
-            "text/plain": "2.8750101224970765"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 332,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lg.norm((3, 4))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Exercício 0: Input-Output Matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 333,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ls: /home/nbuser/library: No such file or directory\n"
+     ]
+    }
+   ],
+   "source": [
+    "ls /home/nbuser/library"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 334,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ls: /home/nbuser/library/data: No such file or directory\n"
+     ]
+    }
+   ],
+   "source": [
+    "ls /home/nbuser/library/data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 370,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#A = np.loadtxt('/home/nbuser/library/data/tech_coef.csv')\n",
+    "#A = np.loadtxt('/Users/eduardo/OwnCloud/Projects/DigitalHouse/DataScience/Git/datascience_course/0-pre-requisitos/2-math/data/tech_coef.csv')\n",
+    "\n",
+    "import psycopg2\n",
+    "\n",
+    "host = 'data-science.cjkghcc9gsud.us-east-1.rds.amazonaws.com'\n",
+    "port = 5432\n",
+    "dbname = 'db3'\n",
+    "username = 'trainingwrite'\n",
+    "pwd = 'trainingwrite'\n",
+    "\n",
+    "conn = psycopg2.connect(f\"host='{host}' port={port}  dbname='{dbname}' user={username} password={pwd}\")\n",
+    "cur = conn.cursor()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 371,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sql = \"SELECT * FROM tech_coef\"\n",
+    "cur.execute(sql)\n",
+    "A = np.asarray(cur.fetchall()) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 369,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(12, 12)"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "sigma**2/n",
-      "execution_count": 40,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 40,
-          "data": {
-            "text/plain": "2.88"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 369,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 337,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sectors = { \"Agropecuária\": 0,\n",
+    "    \"Indústria extrativa\": 1,\n",
+    "    \"Indústria de transformação\": 2,\n",
+    "    \"Utilidades\": 3,\n",
+    "    \"Construção civil\": 4,\n",
+    "    \"Comércio\": 5,\n",
+    "    \"Transporte\": 6,\n",
+    "    \"Serviços de informação\": 7,\n",
+    "    \"Intermediação financeira\": 8,\n",
+    "    \"Atividades imobiliárias\": 9,\n",
+    "    \"Outros serviços\": 10,\n",
+    "    \"Administração pública\": 11 }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 338,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Agropecuária: 0.3520\n",
+      "Indústria extrativa: 0.3419\n",
+      "Indústria de transformação: 0.6058\n",
+      "Utilidades: 0.4452\n",
+      "Construção civil: 0.4399\n",
+      "Comércio: 0.3078\n",
+      "Transporte: 0.4553\n",
+      "Serviços de informação: 0.4191\n",
+      "Intermediação financeira: 0.3296\n",
+      "Atividades imobiliárias: 0.0580\n",
+      "Outros serviços: 0.3284\n",
+      "Administração pública: 0.2490\n"
+     ]
+    }
+   ],
+   "source": [
+    "impact = []\n",
+    "sec = []\n",
+    "for sector, id in sectors.items():\n",
+    "    i = \"{0:0.4f}\".format(A[:,id].sum())\n",
+    "    print(sector, \": \", i, sep='')\n",
+    "    impact.append(i)\n",
+    "    sec.append(sector)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 339,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "markdown",
-      "source": "#### Exercise 2: Law of Large Numbers\n<a href=\"https://www.britannica.com/science/law-of-large-numbers\"><i>As the number of identically distributed, randomly generated variables increases, their sample mean (average) approaches their theoretical mean.</i></a>"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x = np.linspace(0, 4, 5)\nsize = np.logspace(0, 4, 5)\ndraws = 100\nmu = 0\nsigma = 1\n\nDATA = []\n\nfor s in size:\n    d = np.random.normal(loc=mu, scale=sigma, size=(draws, int(s)))\n    DATA.append(d.mean(axis=1))",
-      "execution_count": 41,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import matplotlib.pyplot as plt\nplt.boxplot(DATA)\nplt.xticks([1, 2, 3, 4, 5], ['$10^0$', '$10^1$', '$10^2$', '$10^3$', '$10^4$'])\nplt.xlabel('sample size')\nplt.title(\"Distribution of the mean\\n{0} replications for each sample size\".format(draws))\nplt.show()",
-      "execution_count": 43,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "image/png": 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\n",
-            "text/plain": "<matplotlib.figure.Figure at 0x7f7e0bf6f860>"
-          },
-          "metadata": {}
-        }
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "pos = np.arange(12)\n",
+    "\n",
+    "plt.barh(pos, impact, align='center', height=.8, color='r')\n",
+    "plt.yticks(pos, sec)\n",
+    "plt.xlim((0, .7))\n",
+    "for i, v in enumerate(impact):\n",
+    "    l = \"{0:.2f}\".format(float(v))\n",
+    "    plt.text(float(v)+.01, i-.25, \"{0:.2f}\".format(float(v)), color='black', fontweight='bold')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 340,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Agropecuária: 1.6731\n",
+      "Indústria extrativa: 1.6181\n",
+      "Indústria de transformação: 2.1342\n",
+      "Utilidades: 1.7976\n",
+      "Construção civil: 1.8425\n",
+      "Comércio: 1.5198\n",
+      "Transporte: 1.8479\n",
+      "Serviços de informação: 1.6966\n",
+      "Intermediação financeira: 1.5236\n",
+      "Atividades imobiliárias: 1.0954\n",
+      "Outros serviços: 1.5636\n",
+      "Administração pública: 1.4200\n"
+     ]
+    }
+   ],
+   "source": [
+    "impact = []\n",
+    "sec = []\n",
+    "for sector, id in sectors.items():\n",
+    "    i = \"{0:0.4f}\".format(L[:,id].sum())\n",
+    "    print(sector, \": \", i, sep='')\n",
+    "    impact.append(i)\n",
+    "    sec.append(sector)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 341,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "#### Exercise 3: Central Limit Theorem\nsource: <a href=\"http://mathworld.wolfram.com/CentralLimitTheorem.html\">Wolfram MathWorld</a>"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import math\n\nn_bins = 50\ndraws = int(1e4)\n\nk = 0.5\ntheta = 1.0\nmu = k*theta\nsigma = math.sqrt(k)*theta\n\nS = [10, 30, 50, 100]\n\nfig, axes = plt.subplots(nrows=2, ncols=2)\nax = axes.flatten()\n\n# normal pdf\nnormpdf = lambda x: (1/math.sqrt(2*math.pi))*math.exp(-x**2/2)\nt = np.linspace(-4,4,50)\ny =  [y for y in map(normpdf, t)]\n\nfor i, x in enumerate(ax):\n    n = S[i]\n    s = np.random.gamma(shape = k, scale = theta, size = (draws, n))\n    s = (np.mean(s, axis=1)-mu)/(sigma/math.sqrt(n))\n    x.hist(s, n_bins, range = (-4, 4), normed=1, histtype='stepfilled', color = 'gray')\n    x.plot(t, y, 'r', linewidth=3)\n    x.set_yticklabels([])\n    x.set_title('n = {0}'.format(n))\n\nfig.tight_layout()\nplt.show()",
-      "execution_count": 11,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "image/png": 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\n",
-            "text/plain": "<matplotlib.figure.Figure at 0x7f7e0c3c8668>"
-          },
-          "metadata": {}
-        }
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "pos = np.arange(12)\n",
+    "\n",
+    "plt.barh(pos, impact, align='center', height=.8, color='r')\n",
+    "plt.yticks(pos, sec)\n",
+    "plt.xlim((0,2.3))\n",
+    "for i, v in enumerate(impact):\n",
+    "    l = \"{0:.2f}\".format(float(v))\n",
+    "    plt.text(float(v)+.01, i-.25, \"{0:.2f}\".format(float(v)), color='black', fontweight='bold')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Random arrays (`random`) - Matrizes Randomicas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 342,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from numpy import random as rd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 343,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[0.42133561, 0.70384355],\n",
+       "       [0.1872136 , 0.09562296],\n",
+       "       [0.17934325, 0.28826841]])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "",
-      "execution_count": null,
-      "outputs": []
-    }
-  ],
-  "metadata": {
-    "anaconda-cloud": {},
-    "kernelspec": {
-      "name": "python3",
-      "display_name": "Python 3",
-      "language": "python"
-    },
-    "language_info": {
-      "mimetype": "text/x-python",
-      "nbconvert_exporter": "python",
-      "name": "python",
-      "file_extension": ".py",
-      "version": "3.5.4",
-      "pygments_lexer": "ipython3",
-      "codemirror_mode": {
-        "version": 3,
-        "name": "ipython"
-      }
-    }
-  },
-  "nbformat": 4,
-  "nbformat_minor": 2
-}
\ No newline at end of file
+     },
+     "execution_count": 343,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rd.rand(3, 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 344,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[0.58788579, 0.2440049 ],\n",
+       "       [0.372578  , 0.35439001],\n",
+       "       [0.71171335, 0.90973135]])"
+      ]
+     },
+     "execution_count": 344,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.random.rand(3, 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 345,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[0.0504399 , 0.21857161],\n",
+       "       [0.18244948, 0.23708749],\n",
+       "       [0.2995859 , 0.56284799]])"
+      ]
+     },
+     "execution_count": 345,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rd.seed(1910)\n",
+    "np.random.rand(3, 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 346,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[0.0504399 , 0.21857161],\n",
+       "       [0.18244948, 0.23708749],\n",
+       "       [0.2995859 , 0.56284799]])"
+      ]
+     },
+     "execution_count": 346,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rd.seed(1910)\n",
+    "np.random.rand(3, 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 347,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 1.54773602],\n",
+       "       [-2.05072622]])"
+      ]
+     },
+     "execution_count": 347,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rd.randn(2, 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 348,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([15, 19, 18, 16, 12])"
+      ]
+     },
+     "execution_count": 348,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rd.randint(10, 20, size=5, dtype=np.int)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 349,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pop = np.linspace(0, 99, 100)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 350,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 0.,  1.,  2.,  3.,  4.,  5.,  6.,  7.,  8.,  9., 10., 11., 12.,\n",
+       "       13., 14., 15., 16., 17., 18., 19., 20., 21., 22., 23., 24., 25.,\n",
+       "       26., 27., 28., 29., 30., 31., 32., 33., 34., 35., 36., 37., 38.,\n",
+       "       39., 40., 41., 42., 43., 44., 45., 46., 47., 48., 49., 50., 51.,\n",
+       "       52., 53., 54., 55., 56., 57., 58., 59., 60., 61., 62., 63., 64.,\n",
+       "       65., 66., 67., 68., 69., 70., 71., 72., 73., 74., 75., 76., 77.,\n",
+       "       78., 79., 80., 81., 82., 83., 84., 85., 86., 87., 88., 89., 90.,\n",
+       "       91., 92., 93., 94., 95., 96., 97., 98., 99.])"
+      ]
+     },
+     "execution_count": 350,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pop"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 351,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
+       "       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
+       "       34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,\n",
+       "       51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67,\n",
+       "       68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84,\n",
+       "       85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99])"
+      ]
+     },
+     "execution_count": 351,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.arange(100)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 352,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[41.],\n",
+       "       [92.],\n",
+       "       [ 7.],\n",
+       "       [37.],\n",
+       "       [68.],\n",
+       "       [27.],\n",
+       "       [61.],\n",
+       "       [40.],\n",
+       "       [74.],\n",
+       "       [46.]])"
+      ]
+     },
+     "execution_count": 352,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rd.choice(pop, size=(10, 1), replace=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 353,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([24., 26., 41., 31., 82., 36., 48., 76., 20., 90.,  3., 69.,  9.,\n",
+       "       79., 67., 62., 74., 40., 54., 96., 13., 56., 33., 23., 85., 92.,\n",
+       "        4., 14., 11., 21., 35., 58., 94.,  7., 15., 30., 42., 37., 63.,\n",
+       "       97., 60., 73., 61., 78., 91., 93., 66., 83., 45., 25.,  6., 59.,\n",
+       "       46., 51., 43., 95., 64., 38., 55., 86., 98., 47., 81., 28., 12.,\n",
+       "       19., 75., 84., 10., 44., 29., 39., 52., 80., 53.,  2., 18., 16.,\n",
+       "        1., 49., 27., 71., 57.,  0., 88., 22., 50., 68., 89.,  8., 17.,\n",
+       "       32., 72., 99., 70., 77., 65., 34., 87.,  5.])"
+      ]
+     },
+     "execution_count": 353,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rd.shuffle(pop)\n",
+    "pop"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 354,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([88., 76., 72., 27., 44., 65., 25., 35., 40., 13., 38., 94., 85.,\n",
+       "       63., 98., 97., 96., 61., 53., 75., 56., 48., 73., 16., 59.,  2.,\n",
+       "       67., 47., 11., 78., 14., 60., 99., 90., 87.,  9., 68.,  1., 45.,\n",
+       "       32., 64., 71.,  8., 36., 31., 15., 57., 54., 12., 10., 79., 52.,\n",
+       "       84., 69., 74., 22., 82., 41., 20., 91., 33., 50., 37., 80., 95.,\n",
+       "       21., 81., 23., 39., 93.,  7., 77., 92., 49., 19., 43.,  4.,  3.,\n",
+       "       58., 51., 66., 29., 89.,  0., 18., 34., 42., 17., 55.,  5., 26.,\n",
+       "       70., 46., 30., 86., 83.,  6., 62., 24., 28.])"
+      ]
+     },
+     "execution_count": 354,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rd.permutation(pop)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 355,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([24., 26., 41., 31., 82., 36., 48., 76., 20., 90.,  3., 69.,  9.,\n",
+       "       79., 67., 62., 74., 40., 54., 96., 13., 56., 33., 23., 85., 92.,\n",
+       "        4., 14., 11., 21., 35., 58., 94.,  7., 15., 30., 42., 37., 63.,\n",
+       "       97., 60., 73., 61., 78., 91., 93., 66., 83., 45., 25.,  6., 59.,\n",
+       "       46., 51., 43., 95., 64., 38., 55., 86., 98., 47., 81., 28., 12.,\n",
+       "       19., 75., 84., 10., 44., 29., 39., 52., 80., 53.,  2., 18., 16.,\n",
+       "        1., 49., 27., 71., 57.,  0., 88., 22., 50., 68., 89.,  8., 17.,\n",
+       "       32., 72., 99., 70., 77., 65., 34., 87.,  5.])"
+      ]
+     },
+     "execution_count": 355,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pop"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 356,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['Lock', 'RandomState', '__RandomState_ctor', '__all__', '__builtins__', '__cached__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__path__', '__spec__', 'absolute_import', 'beta', 'binomial', 'bytes', 'chisquare', 'choice', 'dirichlet', 'division', 'exponential', 'f', 'gamma', 'geometric', 'get_state', 'gumbel', 'hypergeometric', 'info', 'laplace', 'logistic', 'lognormal', 'logseries', 'mtrand', 'multinomial', 'multivariate_normal', 'negative_binomial', 'noncentral_chisquare', 'noncentral_f', 'normal', 'np', 'operator', 'pareto', 'permutation', 'poisson', 'power', 'print_function', 'rand', 'randint', 'randn', 'random', 'random_integers', 'random_sample', 'ranf', 'rayleigh', 'sample', 'seed', 'set_state', 'shuffle', 'standard_cauchy', 'standard_exponential', 'standard_gamma', 'standard_normal', 'standard_t', 'test', 'triangular', 'uniform', 'vonmises', 'wald', 'warnings', 'weibull', 'zipf']\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(dir(rd))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Exercício 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 357,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mu = 4\n",
+    "sigma = 12\n",
+    "n = 50\n",
+    "N = int(1e5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 358,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "A = rd.normal(loc=mu, scale=sigma, size=(n, N))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 359,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "avg = np.mean(A, axis=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 360,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(100000,)"
+      ]
+     },
+     "execution_count": 360,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "avg.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 361,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2.9066983895805354"
+      ]
+     },
+     "execution_count": 361,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.var(avg)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 362,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2.88"
+      ]
+     },
+     "execution_count": 362,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sigma**2/n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Exercício 2: Law of Large Numbers\n",
+    "<a href=\"https://www.britannica.com/science/law-of-large-numbers\"><i>À medida que o número de variáveis geradas aleatoriamente distribuídas de forma idêntica aumenta, a média da amostra (média) aproxima-se da média teórica. <!--As the number of identically distributed, randomly generated variables increases, their sample mean (average) approaches their theoretical mean.--></i></a> (inglês)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 363,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = np.linspace(0, 4, 5)\n",
+    "size = np.logspace(0, 4, 5)\n",
+    "draws = 100\n",
+    "mu = 0\n",
+    "sigma = 1\n",
+    "\n",
+    "DATA = []\n",
+    "\n",
+    "for s in size:\n",
+    "    d = np.random.normal(loc=mu, scale=sigma, size=(draws, int(s)))\n",
+    "    DATA.append(d.mean(axis=1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 364,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "plt.boxplot(DATA)\n",
+    "plt.xticks([1, 2, 3, 4, 5], ['$10^0$', '$10^1$', '$10^2$', '$10^3$', '$10^4$'])\n",
+    "plt.xlabel('sample size')\n",
+    "plt.title(\"Distribution of the mean\\n{0} replications for each sample size\".format(draws))\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Exercício 3: Central Limit Theorem - Teorema do Limite Central\n",
+    "source: <a href=\"http://mathworld.wolfram.com/CentralLimitTheorem.html\">Wolfram MathWorld</a>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 365,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import math\n",
+    "\n",
+    "n_bins = 50\n",
+    "draws = int(1e4)\n",
+    "\n",
+    "k = 0.5\n",
+    "theta = 1.0\n",
+    "mu = k*theta\n",
+    "sigma = math.sqrt(k)*theta\n",
+    "\n",
+    "S = [10, 30, 50, 100]\n",
+    "\n",
+    "fig, axes = plt.subplots(nrows=2, ncols=2)\n",
+    "ax = axes.flatten()\n",
+    "\n",
+    "# normal pdf\n",
+    "normpdf = lambda x: (1/math.sqrt(2*math.pi))*math.exp(-x**2/2)\n",
+    "t = np.linspace(-4,4,50)\n",
+    "y =  [y for y in map(normpdf, t)]\n",
+    "\n",
+    "for i, x in enumerate(ax):\n",
+    "    n = S[i]\n",
+    "    s = np.random.gamma(shape = k, scale = theta, size = (draws, n))\n",
+    "    s = (np.mean(s, axis=1)-mu)/(sigma/math.sqrt(n))\n",
+    "    x.hist(s, n_bins, range = (-4, 4), normed=1, histtype='stepfilled', color = 'gray')\n",
+    "    x.plot(t, y, 'r', linewidth=3)\n",
+    "    x.set_yticklabels([])\n",
+    "    x.set_title('n = {0}'.format(n))\n",
+    "\n",
+    "fig.tight_layout()\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "anaconda-cloud": {},
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

From b35886a25144c5db356075b1e9e896006521e5c0 Mon Sep 17 00:00:00 2001
From: Eduardo Santos <eduardo@digitalad.com.br>
Date: Tue, 26 Feb 2019 12:11:42 -0300
Subject: [PATCH 4/6] =?UTF-8?q?Calculo=20e=20Otimiza=C3=A7=C3=B5es?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../2-math/calculo_num\303\251rico.ipynb"     | 1389 +++-
 .../2-math/otimiza\303\247\303\243o-I.ipynb"  | 6877 ++++++++++++++---
 .../2-math/otimiza\303\247\303\243o-II.ipynb" | 1162 +--
 .../otimiza\303\247\303\243o-III.ipynb"       |  831 +-
 .../2-math/otimiza\303\247\303\243o-IV.ipynb" |  910 ++-
 .../3-sql/0_conectando_python_em_db_sql.ipynb |  120 +-
 6 files changed, 8728 insertions(+), 2561 deletions(-)

diff --git "a/0-pre-requisitos/2-math/calculo_num\303\251rico.ipynb" "b/0-pre-requisitos/2-math/calculo_num\303\251rico.ipynb"
index a66ec4d..7484103 100644
--- "a/0-pre-requisitos/2-math/calculo_num\303\251rico.ipynb"
+++ "b/0-pre-requisitos/2-math/calculo_num\303\251rico.ipynb"
@@ -1,429 +1,1044 @@
 {
-  "cells": [
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "# Roots and Integration of real-valued functions\n\nDiscuss the relevant concepts and the computational implementation of methods to find roots of real-valued functions: \n- Bisection\n- Newton's Method (or Newton-Raphson)\n- Quasi-Newton (Secant)"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import matplotlib.pyplot as plt\nx = [x/10 for x in range(0, 21)]\ny = [x**3-1 for x in x]\nplt.plot(x, y, 'b')\nplt.axhline(y=0, linewidth=.5, color='k', marker='.')\nplt.show()",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import numpy as np\nimport matplotlib.pyplot as plt\nx = np.linspace(-3, 3)\ny = [x**3-1-3*x+1 for x in x]\nplt.plot(x, y, 'b')\nplt.axhline(y=0, linewidth=.5, color='k', marker='.')\nplt.show()",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Bracketing\n### Bisection"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def bisection(f, a, b, delta=1e-5, eps=1e-7):\n\n    # f: a function\n    # a: lower limit\n    # b: upper limit\n    \n    if f(a)*f(b) <= 0:\n        \n        x_low = a\n        x_high = b\n        e = 1 # abs(x_high - x_low)\n        d = 1 # f(M)\n        i = 0\n        #print(\"{joao:2d}: [{x_low:0.8f}, {x_high:0.8f}]\".format(joao = i, x_low = x_low, x_high = x_high))\n        \n        while abs(e)>eps*(1+abs(x_low)+abs(x_high)) or abs(d)>delta:\n            \n            i += 1\n            \n            midpoint = (x_low+x_high)/2\n            if f(x_low)*f(midpoint)<0:\n                x_high = midpoint\n            else:\n                x_low = midpoint\n                \n            midpoint = (x_low+x_high)/2\n            e = x_high-x_low\n            d = f(midpoint)\n            #print(\"{i:2d}: [{x_low:0.12f}, {x_high:0.12f}]\".format(i = i, x_low = x_low, x_high = x_high))\n            \n        return midpoint",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def func(x):\n    return x**3-1",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%time bisection(func, .4, 3)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# testing\n%time bisection(lambda x: x**3-1, .4, 3)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true
-      },
-      "cell_type": "markdown",
-      "source": "## Newton's Method"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "http://mathworld.wolfram.com/NewtonsMethod.html <br>\nhttp://tutorial.math.lamar.edu/Classes/CalcI/NewtonsMethod.aspx"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# derive\ndef derive(func, x, eps=1e-6):\n    \"derive: calculates the derivative of a real-valued function at a certain point of its domain.\"\n    if func(x) or func(x) == 0:\n        return (func(x+eps)-func(x-eps))/(2*eps)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# newton\ndef newton(func, x, eps=10**(-5), delta=10**(-7)):\n    \"newton: finds a root of a real-valued function using Newton's method.\"\n    \n    e = 1\n    d = abs(func(x))\n    i = 0\n    \n    x0 = x\n    \n    while e>eps or d>delta:\n        \n        i = i+1\n        x1 = x0-(func(x0)/derive(func, x0))\n        e = abs(x1-x0)\n        d = abs(func(x1))\n        print(\"interaction: \", i)\n        print(\"{0:.6f} -> {1:.6f}\".format(x0,x1))\n        print(\"e={0:.6f} d={1:.6f}\".format(e,d))\n        print(\"---------------------------------\")\n        x0 = x1\n        \n    return (x0, i)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%time newton(lambda w: w**3-1, 3)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Quasi-Newton"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Secant Method\nhttp://mathworld.wolfram.com/SecantMethod.html"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# quasi-newton (secant)\ndef secant(func, x0, x1, eps=10**(-5), delta=10**(-7)):\n    \"quasi-newton (secant): finds a root of a real-valued function using the secant method.\"\n    \n    e = 1\n    d = abs(func(x1))\n    i = 0\n    \n    while e>eps or d>delta:\n        \n        i = i+1\n        x2 = x1-(func(x1)*(x1-x0)/(func(x1)-func(x0)))\n        e = abs(x2-x1)\n        d = abs(func(x2))\n        print(\"interaction: \", i)\n        print(\"{0:.6f} -> {1:.6f}\".format(x1, x2))\n        print(\"e={0:.6f} d={1:.6f}\".format(e, d))\n        print(\"---------------------------------\")\n        x0 = x1\n        x1 = x2\n        \n    return (x2, i)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%time secant(lambda w: w**3-1, 4, 3)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## using `scipy.optimize`"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "from scipy import optimize as opt",
-      "execution_count": null,
-      "outputs": []
-    },
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Roots and Integration of real-valued functions\n",
+    "\n",
+    "Discussão sobre a implementação computacional e conceitos relevantes de métodos para encontrar a raíz de funções com valor real:\n",
+    "\n",
+    "Discuss the relevant concepts and the computational implementation of methods to find roots of real-valued functions: \n",
+    "- Bisection - Método da Bissecção\n",
+    "- Newton's Method (or Newton-Raphson) - Método de Newton-Raphson\n",
+    "- Quasi-Newton (Secant) - Método da Secante"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%time opt.bisect(lambda w: w**3-1, .4, 3)",
-      "execution_count": null,
-      "outputs": []
-    },
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "x = [x/10 for x in range(0, 21)]\n",
+    "y = [x**3-1 for x in x]\n",
+    "plt.plot(x, y, 'b')\n",
+    "plt.axhline(y=0, linewidth=.5, color='k', marker='.')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%time opt.newton(lambda w: w**3-1, 3)",
-      "execution_count": null,
-      "outputs": []
-    },
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "x = np.linspace(-3, 3)\n",
+    "y = [x**3-1-3*x+1 for x in x]\n",
+    "plt.plot(x, y, 'b')\n",
+    "plt.axhline(y=0, linewidth=.5, color='k', marker='.')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Bracketing\n",
+    "### Bisection - Bissecsção"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def bisection(f, a, b, delta=1e-5, eps=1e-7):\n",
+    "\n",
+    "    # f: a function\n",
+    "    # a: lower limit\n",
+    "    # b: upper limit\n",
+    "    \n",
+    "    if f(a)*f(b) <= 0:\n",
+    "        \n",
+    "        x_low = a\n",
+    "        x_high = b\n",
+    "        e = 1 # abs(x_high - x_low)\n",
+    "        d = 1 # f(M)\n",
+    "        i = 0\n",
+    "        #print(\"{joao:2d}: [{x_low:0.8f}, {x_high:0.8f}]\".format(joao = i, x_low = x_low, x_high = x_high))\n",
+    "        \n",
+    "        while abs(e)>eps*(1+abs(x_low)+abs(x_high)) or abs(d)>delta:\n",
+    "            \n",
+    "            i += 1\n",
+    "            \n",
+    "            midpoint = (x_low+x_high)/2\n",
+    "            if f(x_low)*f(midpoint)<0:\n",
+    "                x_high = midpoint\n",
+    "            else:\n",
+    "                x_low = midpoint\n",
+    "                \n",
+    "            midpoint = (x_low+x_high)/2\n",
+    "            e = x_high-x_low\n",
+    "            d = f(midpoint)\n",
+    "            #print(\"{i:2d}: [{x_low:0.12f}, {x_high:0.12f}]\".format(i = i, x_low = x_low, x_high = x_high))\n",
+    "            \n",
+    "        return midpoint"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def func(x):\n",
+    "    return x**3-1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%time opt.newton(lambda w: w**3-1, 3, fprime=lambda w: 3*(w**2))",
-      "execution_count": null,
-      "outputs": []
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 35 µs, sys: 0 ns, total: 35 µs\n",
+      "Wall time: 39.1 µs\n"
+     ]
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "markdown",
-      "source": "## Application: Internal Rate of Return"
-    },
+     "data": {
+      "text/plain": [
+       "1.000000041723251"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%time bisection(func, .4, 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import matplotlib.pyplot as plt\n\nv = [-1000, 500, 500, 500, -200]\ndef vpl(v, r):\n        return sum([value*(1+r)**(-period) for period, value in enumerate(v)])\n\nx = [x/400 for x in range(101)]\ny = [vpl(v, r) for r in x]\nplt.plot(x, y, 'b')\nplt.axhline(y=0, linewidth=.5, color='k', marker='.')\nplt.xlim((0,.3))\nplt.show()",
-      "execution_count": null,
-      "outputs": []
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 42 µs, sys: 1 µs, total: 43 µs\n",
+      "Wall time: 47.2 µs\n"
+     ]
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "from scipy import optimize as opt\ndef irr(v, r0):\n    \n    def vpl(r):\n        return sum([value*(1+r)**(-t) for t,value in enumerate(v)])\n    \n    return opt.newton(vpl, r0)",
-      "execution_count": null,
-      "outputs": []
-    },
+     "data": {
+      "text/plain": [
+       "1.000000041723251"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# testing\n",
+    "%time bisection(lambda x: x**3-1, .4, 3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Newton's Method"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "http://mathworld.wolfram.com/NewtonsMethod.html <br>\n",
+    "http://tutorial.math.lamar.edu/Classes/CalcI/NewtonsMethod.aspx"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# derive\n",
+    "def derive(func, x, eps=1e-6):\n",
+    "    \"derive: calculates the derivative of a real-valued function at a certain point of its domain.\"\n",
+    "    if func(x) or func(x) == 0:\n",
+    "        return (func(x+eps)-func(x-eps))/(2*eps)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# newton\n",
+    "def newton(func, x, eps=10**(-5), delta=10**(-7)):\n",
+    "    \"newton: finds a root of a real-valued function using Newton's method.\"\n",
+    "    \n",
+    "    e = 1\n",
+    "    d = abs(func(x))\n",
+    "    i = 0\n",
+    "    \n",
+    "    x0 = x\n",
+    "    \n",
+    "    while e>eps or d>delta:\n",
+    "        \n",
+    "        i = i+1\n",
+    "        x1 = x0-(func(x0)/derive(func, x0))\n",
+    "        e = abs(x1-x0)\n",
+    "        d = abs(func(x1))\n",
+    "        print(\"interaction: \", i)\n",
+    "        print(\"{0:.6f} -> {1:.6f}\".format(x0,x1))\n",
+    "        print(\"e={0:.6f} d={1:.6f}\".format(e,d))\n",
+    "        print(\"---------------------------------\")\n",
+    "        x0 = x1\n",
+    "        \n",
+    "    return (x0, i)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# testing\nv = [-1000, 500, 500, 500, -200]\nirr(v, 0.05)",
-      "execution_count": null,
-      "outputs": []
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "interaction:  1\n",
+      "3.000000 -> 2.037037\n",
+      "e=0.962963 d=7.452726\n",
+      "---------------------------------\n",
+      "interaction:  2\n",
+      "2.037037 -> 1.438355\n",
+      "e=0.598682 d=1.975764\n",
+      "---------------------------------\n",
+      "interaction:  3\n",
+      "1.438355 -> 1.120022\n",
+      "e=0.318333 d=0.405012\n",
+      "---------------------------------\n",
+      "interaction:  4\n",
+      "1.120022 -> 1.012402\n",
+      "e=0.107620 d=0.037670\n",
+      "---------------------------------\n",
+      "interaction:  5\n",
+      "1.012402 -> 1.000151\n",
+      "e=0.012251 d=0.000454\n",
+      "---------------------------------\n",
+      "interaction:  6\n",
+      "1.000151 -> 1.000000\n",
+      "e=0.000151 d=0.000000\n",
+      "---------------------------------\n",
+      "interaction:  7\n",
+      "1.000000 -> 1.000000\n",
+      "e=0.000000 d=0.000000\n",
+      "---------------------------------\n",
+      "CPU times: user 1.75 ms, sys: 1.51 ms, total: 3.27 ms\n",
+      "Wall time: 1.84 ms\n"
+     ]
     },
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Integration"
-    },
+     "data": {
+      "text/plain": [
+       "(1.0000000000000004, 7)"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%time newton(lambda w: w**3-1, 3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Quasi-Newton"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Secant Method\n",
+    "http://mathworld.wolfram.com/SecantMethod.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# quasi-newton (secant)\n",
+    "def secant(func, x0, x1, eps=10**(-5), delta=10**(-7)):\n",
+    "    \"quasi-newton (secant): finds a root of a real-valued function using the secant method.\"\n",
+    "    \n",
+    "    e = 1\n",
+    "    d = abs(func(x1))\n",
+    "    i = 0\n",
+    "    \n",
+    "    while e>eps or d>delta:\n",
+    "        \n",
+    "        i = i+1\n",
+    "        x2 = x1-(func(x1)*(x1-x0)/(func(x1)-func(x0)))\n",
+    "        e = abs(x2-x1)\n",
+    "        d = abs(func(x2))\n",
+    "        print(\"interaction: \", i)\n",
+    "        print(\"{0:.6f} -> {1:.6f}\".format(x1, x2))\n",
+    "        print(\"e={0:.6f} d={1:.6f}\".format(e, d))\n",
+    "        print(\"---------------------------------\")\n",
+    "        x0 = x1\n",
+    "        x1 = x2\n",
+    "        \n",
+    "    return (x2, i)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import math",
-      "execution_count": null,
-      "outputs": []
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "interaction:  1\n",
+      "3.000000 -> 2.297297\n",
+      "e=0.702703 d=11.124158\n",
+      "---------------------------------\n",
+      "interaction:  2\n",
+      "2.297297 -> 1.771816\n",
+      "e=0.525481 d=4.562319\n",
+      "---------------------------------\n",
+      "interaction:  3\n",
+      "1.771816 -> 1.406459\n",
+      "e=0.365357 d=1.782155\n",
+      "---------------------------------\n",
+      "interaction:  4\n",
+      "1.406459 -> 1.172256\n",
+      "e=0.234203 d=0.610896\n",
+      "---------------------------------\n",
+      "interaction:  5\n",
+      "1.172256 -> 1.050102\n",
+      "e=0.122154 d=0.157964\n",
+      "---------------------------------\n",
+      "interaction:  6\n",
+      "1.050102 -> 1.007500\n",
+      "e=0.042602 d=0.022670\n",
+      "---------------------------------\n",
+      "interaction:  7\n",
+      "1.007500 -> 1.000362\n",
+      "e=0.007139 d=0.001086\n",
+      "---------------------------------\n",
+      "interaction:  8\n",
+      "1.000362 -> 1.000003\n",
+      "e=0.000359 d=0.000008\n",
+      "---------------------------------\n",
+      "interaction:  9\n",
+      "1.000003 -> 1.000000\n",
+      "e=0.000003 d=0.000000\n",
+      "---------------------------------\n",
+      "CPU times: user 1.86 ms, sys: 1.57 ms, total: 3.43 ms\n",
+      "Wall time: 1.98 ms\n"
+     ]
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "print(dir(math))",
-      "execution_count": null,
-      "outputs": []
-    },
+     "data": {
+      "text/plain": [
+       "(1.0000000009764454, 9)"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%time secant(lambda w: w**3-1, 4, 3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## using `scipy.optimize`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy import optimize as opt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "math.e",
-      "execution_count": null,
-      "outputs": []
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 27 µs, sys: 2 µs, total: 29 µs\n",
+      "Wall time: 32.9 µs\n"
+     ]
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "math.exp(2)",
-      "execution_count": null,
-      "outputs": []
-    },
+     "data": {
+      "text/plain": [
+       "0.999999999999545"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%time opt.bisect(lambda w: w**3-1, .4, 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "math.pi",
-      "execution_count": null,
-      "outputs": []
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 22 µs, sys: 1 µs, total: 23 µs\n",
+      "Wall time: 26.9 µs\n"
+     ]
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "math.nan",
-      "execution_count": null,
-      "outputs": []
-    },
+     "data": {
+      "text/plain": [
+       "1.0"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%time opt.newton(lambda w: w**3-1, 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Rectangle method\n$\\int_{a}^{b}{f(x)dx} \\approx \\Delta x\\,\\sum_{i=1}^{n}{f(m_i)}$ where $\\Delta x = \\frac{b-a}{n}$ and $m_{i} = a + \\frac{\\Delta x}{2} i$"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 23 µs, sys: 0 ns, total: 23 µs\n",
+      "Wall time: 26.9 µs\n"
+     ]
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def rectangle(f, a, b, n):\n    \n    step = (b-a)/n\n    I = 0\n    \n    for i in range(int(n)):\n        I += f(a+(2*i+1)*step/2)\n        \n    return I*step",
-      "execution_count": null,
-      "outputs": []
-    },
+     "data": {
+      "text/plain": [
+       "1.0"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%time opt.newton(lambda w: w**3-1, 3, fprime=lambda w: 3*(w**2))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Application: Internal Rate of Return"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "1e5",
-      "execution_count": null,
-      "outputs": []
-    },
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "v = [-1000, 500, 500, 500, -200]\n",
+    "def vpl(v, r):\n",
+    "        return sum([value*(1+r)**(-period) for period, value in enumerate(v)])\n",
+    "\n",
+    "x = [x/400 for x in range(101)]\n",
+    "y = [vpl(v, r) for r in x]\n",
+    "plt.plot(x, y, 'b')\n",
+    "plt.axhline(y=0, linewidth=.5, color='k', marker='.')\n",
+    "plt.xlim((0,.3))\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy import optimize as opt\n",
+    "def irr(v, r0):\n",
+    "    \n",
+    "    def vpl(r):\n",
+    "        return sum([value*(1+r)**(-t) for t,value in enumerate(v)])\n",
+    "    \n",
+    "    return opt.newton(vpl, r0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# test 1\nrectangle(lambda x: x**2, 0, 12, 1e5)",
-      "execution_count": null,
-      "outputs": []
-    },
+     "data": {
+      "text/plain": [
+       "0.16864273669048988"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# testing\n",
+    "v = [-1000, 500, 500, 500, -200]\n",
+    "irr(v, 0.05)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Integration"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import math"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# test 1\nrectangle(lambda x: math.exp(x), 0, 1, 10)",
-      "execution_count": null,
-      "outputs": []
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['__doc__', '__file__', '__loader__', '__name__', '__package__', '__spec__', 'acos', 'acosh', 'asin', 'asinh', 'atan', 'atan2', 'atanh', 'ceil', 'copysign', 'cos', 'cosh', 'degrees', 'e', 'erf', 'erfc', 'exp', 'expm1', 'fabs', 'factorial', 'floor', 'fmod', 'frexp', 'fsum', 'gamma', 'gcd', 'hypot', 'inf', 'isclose', 'isfinite', 'isinf', 'isnan', 'ldexp', 'lgamma', 'log', 'log10', 'log1p', 'log2', 'modf', 'nan', 'pi', 'pow', 'radians', 'sin', 'sinh', 'sqrt', 'tan', 'tanh', 'tau', 'trunc']\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(dir(math))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Trapezoid rule\n$\\int_{a}^{b}{f(x)dx} \\approx \\frac{\\Delta x}{2}\\,\\sum_{i=1}^{n}{[f(x_{i-1})+f(x_{i})]} = \\frac{\\Delta x}{2}\\,\\left[f(x_{0})+2\\,f(x_{1})+2\\,f(x_{1})+...+2\\,f(x_{n-1})+f(x_{n})\\right]$ where $\\Delta x = \\frac{b-a}{n}$ and $x_{i} = a + \\Delta x\\,i$"
-    },
+     "data": {
+      "text/plain": [
+       "2.718281828459045"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "math.e"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def trapezoid(f, a, b, n):\n    \n    step = (b - a)/n\n    I = f(a) + f(b)\n       \n    for i in range(1, int(n), 1):\n        I += 2*f(a+i*step)\n                \n    return I*step/2",
-      "execution_count": null,
-      "outputs": []
-    },
+     "data": {
+      "text/plain": [
+       "7.38905609893065"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "math.exp(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# test\ntrapezoid(lambda x: x**2, 0, 12, 1000)",
-      "execution_count": null,
-      "outputs": []
-    },
+     "data": {
+      "text/plain": [
+       "3.141592653589793"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "math.pi"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# test\ntrapezoid(lambda x: math.exp(x), 0, 1, 10)",
-      "execution_count": null,
-      "outputs": []
-    },
+     "data": {
+      "text/plain": [
+       "nan"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "math.nan"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Rectangle method\n",
+    "$\\int_{a}^{b}{f(x)dx} \\approx \\Delta x\\,\\sum_{i=1}^{n}{f(m_i)}$ where $\\Delta x = \\frac{b-a}{n}$ and $m_{i} = a + \\frac{\\Delta x}{2} i$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def rectangle(f, a, b, n):\n",
+    "    \n",
+    "    step = (b-a)/n\n",
+    "    I = 0\n",
+    "    \n",
+    "    for i in range(int(n)):\n",
+    "        I += f(a+(2*i+1)*step/2)\n",
+    "        \n",
+    "    return I*step"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Simpson's rule\n[Reference from Wolfran's MathWorld](http://mathworld.wolfram.com/SimpsonsRule.html)\n\n$\\int_{a}^{b}{f(x)dx} \\approx \\frac{\\Delta x}{3}\\,\\left[f(x_{0})+4\\,f(x_{1})+2\\,f(x_{2})+4\\,f(x_{3})+2\\,f(x_{4})+...+2\\,f(x_{n-2})+4\\,f(x_{n-1})+f(x_{n})\\right]$ where $\\Delta x = \\frac{b-a}{n}$."
-    },
+     "data": {
+      "text/plain": [
+       "100000.0"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "1e5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def simpson(f, a, b, n):\n    \n    step = (b-a)/n\n    I = f(a)+f(b)\n       \n    for i in range(1, int(n), 2):\n        I += 4*f(a+i*step)\n    \n    for i in range(2, int(n-1), 2):\n        I += 2*f(a+i*step)\n                \n    return I*step/3",
-      "execution_count": null,
-      "outputs": []
-    },
+     "data": {
+      "text/plain": [
+       "575.9999999855918"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# test 1\n",
+    "rectangle(lambda x: x**2, 0, 12, 1e5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# test\nsimpson(lambda x: x**2, 0, 12, 1e5)",
-      "execution_count": null,
-      "outputs": []
-    },
+     "data": {
+      "text/plain": [
+       "1.7175660864611277"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# test 1\n",
+    "rectangle(lambda x: math.exp(x), 0, 1, 10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Trapezoid rule\n",
+    "$\\int_{a}^{b}{f(x)dx} \\approx \\frac{\\Delta x}{2}\\,\\sum_{i=1}^{n}{[f(x_{i-1})+f(x_{i})]} = \\frac{\\Delta x}{2}\\,\\left[f(x_{0})+2\\,f(x_{1})+2\\,f(x_{1})+...+2\\,f(x_{n-1})+f(x_{n})\\right]$ where $\\Delta x = \\frac{b-a}{n}$ and $x_{i} = a + \\Delta x\\,i$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def trapezoid(f, a, b, n):\n",
+    "    \n",
+    "    step = (b - a)/n\n",
+    "    I = f(a) + f(b)\n",
+    "       \n",
+    "    for i in range(1, int(n), 1):\n",
+    "        I += 2*f(a+i*step)\n",
+    "                \n",
+    "    return I*step/2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# test\nsimpson(lambda x: math.exp(x), 0, 1, 10)",
-      "execution_count": null,
-      "outputs": []
-    },
+     "data": {
+      "text/plain": [
+       "576.0002880000003"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# test\n",
+    "trapezoid(lambda x: x**2, 0, 12, 1000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "from scipy import integrate\n# help(integrate)",
-      "execution_count": 47,
-      "outputs": []
-    },
+     "data": {
+      "text/plain": [
+       "1.7197134913893146"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# test\n",
+    "trapezoid(lambda x: math.exp(x), 0, 1, 10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Simpson's rule\n",
+    "[Reference from Wolfran's MathWorld](http://mathworld.wolfram.com/SimpsonsRule.html)\n",
+    "\n",
+    "$\\int_{a}^{b}{f(x)dx} \\approx \\frac{\\Delta x}{3}\\,\\left[f(x_{0})+4\\,f(x_{1})+2\\,f(x_{2})+4\\,f(x_{3})+2\\,f(x_{4})+...+2\\,f(x_{n-2})+4\\,f(x_{n-1})+f(x_{n})\\right]$ where $\\Delta x = \\frac{b-a}{n}$."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def simpson(f, a, b, n):\n",
+    "    \n",
+    "    step = (b-a)/n\n",
+    "    I = f(a)+f(b)\n",
+    "       \n",
+    "    for i in range(1, int(n), 2):\n",
+    "        I += 4*f(a+i*step)\n",
+    "    \n",
+    "    for i in range(2, int(n-1), 2):\n",
+    "        I += 2*f(a+i*step)\n",
+    "                \n",
+    "    return I*step/3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "help(integrate.trapz)",
-      "execution_count": 50,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Help on function trapz in module numpy.lib.function_base:\n\ntrapz(y, x=None, dx=1.0, axis=-1)\n    Integrate along the given axis using the composite trapezoidal rule.\n    \n    Integrate `y` (`x`) along given axis.\n    \n    Parameters\n    ----------\n    y : array_like\n        Input array to integrate.\n    x : array_like, optional\n        The sample points corresponding to the `y` values. If `x` is None,\n        the sample points are assumed to be evenly spaced `dx` apart. The\n        default is None.\n    dx : scalar, optional\n        The spacing between sample points when `x` is None. The default is 1.\n    axis : int, optional\n        The axis along which to integrate.\n    \n    Returns\n    -------\n    trapz : float\n        Definite integral as approximated by trapezoidal rule.\n    \n    See Also\n    --------\n    sum, cumsum\n    \n    Notes\n    -----\n    Image [2]_ illustrates trapezoidal rule -- y-axis locations of points\n    will be taken from `y` array, by default x-axis distances between\n    points will be 1.0, alternatively they can be provided with `x` array\n    or with `dx` scalar.  Return value will be equal to combined area under\n    the red lines.\n    \n    \n    References\n    ----------\n    .. [1] Wikipedia page: http://en.wikipedia.org/wiki/Trapezoidal_rule\n    \n    .. [2] Illustration image:\n           http://en.wikipedia.org/wiki/File:Composite_trapezoidal_rule_illustration.png\n    \n    Examples\n    --------\n    >>> np.trapz([1,2,3])\n    4.0\n    >>> np.trapz([1,2,3], x=[4,6,8])\n    8.0\n    >>> np.trapz([1,2,3], dx=2)\n    8.0\n    >>> a = np.arange(6).reshape(2, 3)\n    >>> a\n    array([[0, 1, 2],\n           [3, 4, 5]])\n    >>> np.trapz(a, axis=0)\n    array([ 1.5,  2.5,  3.5])\n    >>> np.trapz(a, axis=1)\n    array([ 2.,  8.])\n\n",
-          "name": "stdout"
-        }
+     "data": {
+      "text/plain": [
+       "576.0000000000049"
       ]
-    },
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# test\n",
+    "simpson(lambda x: x**2, 0, 12, 1e5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "",
-      "execution_count": null,
-      "outputs": []
+     "data": {
+      "text/plain": [
+       "1.7182827819248236"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
     }
-  ],
-  "metadata": {
-    "anaconda-cloud": {},
-    "kernelspec": {
-      "name": "python3",
-      "display_name": "Python 3",
-      "language": "python"
-    },
-    "language_info": {
-      "mimetype": "text/x-python",
-      "nbconvert_exporter": "python",
-      "name": "python",
-      "pygments_lexer": "ipython3",
-      "version": "3.5.4",
-      "file_extension": ".py",
-      "codemirror_mode": {
-        "version": 3,
-        "name": "ipython"
-      }
+   ],
+   "source": [
+    "# test\n",
+    "simpson(lambda x: math.exp(x), 0, 1, 10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy import integrate\n",
+    "# help(integrate)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Help on function trapz in module numpy.lib.function_base:\n",
+      "\n",
+      "trapz(y, x=None, dx=1.0, axis=-1)\n",
+      "    Integrate along the given axis using the composite trapezoidal rule.\n",
+      "    \n",
+      "    Integrate `y` (`x`) along given axis.\n",
+      "    \n",
+      "    Parameters\n",
+      "    ----------\n",
+      "    y : array_like\n",
+      "        Input array to integrate.\n",
+      "    x : array_like, optional\n",
+      "        The sample points corresponding to the `y` values. If `x` is None,\n",
+      "        the sample points are assumed to be evenly spaced `dx` apart. The\n",
+      "        default is None.\n",
+      "    dx : scalar, optional\n",
+      "        The spacing between sample points when `x` is None. The default is 1.\n",
+      "    axis : int, optional\n",
+      "        The axis along which to integrate.\n",
+      "    \n",
+      "    Returns\n",
+      "    -------\n",
+      "    trapz : float\n",
+      "        Definite integral as approximated by trapezoidal rule.\n",
+      "    \n",
+      "    See Also\n",
+      "    --------\n",
+      "    sum, cumsum\n",
+      "    \n",
+      "    Notes\n",
+      "    -----\n",
+      "    Image [2]_ illustrates trapezoidal rule -- y-axis locations of points\n",
+      "    will be taken from `y` array, by default x-axis distances between\n",
+      "    points will be 1.0, alternatively they can be provided with `x` array\n",
+      "    or with `dx` scalar.  Return value will be equal to combined area under\n",
+      "    the red lines.\n",
+      "    \n",
+      "    \n",
+      "    References\n",
+      "    ----------\n",
+      "    .. [1] Wikipedia page: http://en.wikipedia.org/wiki/Trapezoidal_rule\n",
+      "    \n",
+      "    .. [2] Illustration image:\n",
+      "           http://en.wikipedia.org/wiki/File:Composite_trapezoidal_rule_illustration.png\n",
+      "    \n",
+      "    Examples\n",
+      "    --------\n",
+      "    >>> np.trapz([1,2,3])\n",
+      "    4.0\n",
+      "    >>> np.trapz([1,2,3], x=[4,6,8])\n",
+      "    8.0\n",
+      "    >>> np.trapz([1,2,3], dx=2)\n",
+      "    8.0\n",
+      "    >>> a = np.arange(6).reshape(2, 3)\n",
+      "    >>> a\n",
+      "    array([[0, 1, 2],\n",
+      "           [3, 4, 5]])\n",
+      "    >>> np.trapz(a, axis=0)\n",
+      "    array([ 1.5,  2.5,  3.5])\n",
+      "    >>> np.trapz(a, axis=1)\n",
+      "    array([ 2.,  8.])\n",
+      "\n"
+     ]
     }
+   ],
+   "source": [
+    "help(integrate.trapz)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "anaconda-cloud": {},
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
   },
-  "nbformat": 4,
-  "nbformat_minor": 2
-}
\ No newline at end of file
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-I.ipynb" "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-I.ipynb"
index 649d31d..a2e3eb6 100644
--- "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-I.ipynb"
+++ "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-I.ipynb"
@@ -1,1128 +1,5921 @@
 {
-  "cells": [
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "# Optimization"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "!pip install numdifftools",
-      "execution_count": 118,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Requirement already satisfied: numdifftools in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (0.9.20)\nRequirement already satisfied: numpy>=1.9 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (1.15.2)\nRequirement already satisfied: scipy>=0.8 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (1.1.0)\nRequirement already satisfied: algopy>=0.4 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (0.5.7)\nRequirement already satisfied: setuptools>=9.0 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (40.4.3)\n\u001b[33mYou are using pip version 18.0, however version 18.1 is available.\nYou should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n",
-          "name": "stdout"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import numpy as np\nimport timeit\nfrom scipy import optimize as opt\nimport matplotlib.pyplot as plt\nfrom mpl_toolkits.mplot3d.axes3d import get_test_data\nimport numdifftools as nd",
-      "execution_count": 119,
-      "outputs": []
-    },
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Optimization - Otimização"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Instalando a biblioteca `numdifftools` e suas dependências."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Scalar functions"
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: numdifftools in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (0.9.20)\n",
+      "Requirement already satisfied: numpy>=1.9 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (1.15.2)\n",
+      "Requirement already satisfied: scipy>=0.8 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (1.1.0)\n",
+      "Requirement already satisfied: algopy>=0.4 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (0.5.7)\n",
+      "Requirement already satisfied: setuptools>=9.0 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (40.4.3)\n",
+      "\u001b[33mYou are using pip version 18.0, however version 18.1 is available.\n",
+      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install numdifftools"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import timeit\n",
+    "from scipy import optimize as opt\n",
+    "import matplotlib.pyplot as plt\n",
+    "from mpl_toolkits.mplot3d.axes3d import get_test_data\n",
+    "import numdifftools as nd"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Scalar functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def f(x):\n",
+    "    return (x+3)*(x-1)**2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "X = np.arange(-5, 5, .1)\n",
+    "Y = f(X)\n",
+    "plt.plot(X, Y)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def f(x):\n    return (x+3)*(x-1)**2",
-      "execution_count": 120,
-      "outputs": []
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "567 µs ± 16.7 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%timeit opt.minimize_scalar(f, bracket=(-2, 2, 4), method='golden')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "scrolled": false,
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "X = np.arange(-5, 5, .1)\nY = f(X)\nplt.plot(X, Y)\nplt.show()",
-      "execution_count": 121,
-      "outputs": []
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "714 µs ± 33.8 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%timeit opt.minimize_scalar(f, bracket=(-2, 2, 4), method='brent')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Function to calculate first derivative of $f$ at $x_{0}$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def d1(x, f, h=1e-5):\n",
+    "    return (f(x+h)-f(x-h))/(2*h)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%timeit opt.minimize_scalar(f, bracket=(-2, 2, 4), method='golden')",
-      "execution_count": 122,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "567 µs ± 16.7 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n",
-          "name": "stdout"
-        }
+     "data": {
+      "text/plain": [
+       "79.99999999697138"
       ]
-    },
+     },
+     "execution_count": 125,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Test\n",
+    "d1(5, f)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Function to calculate <u>second</u> derivative of $f$ at $x_{0}$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def d2(x, f, h=1e-5):\n",
+    "    return (f(x+2*h)+f(x-2*h)-2*f(x))/(2*h)**2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%timeit opt.minimize_scalar(f, bracket=(-2, 2, 4), method='brent')",
-      "execution_count": 123,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "714 µs ± 33.8 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n",
-          "name": "stdout"
-        }
+     "data": {
+      "text/plain": [
+       "32.000002647691865"
       ]
-    },
+     },
+     "execution_count": 127,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Test\n",
+    "d2(5, f)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Newton-Raphson"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def my_newton(f, x0, h=1e-5, delta=1e-5, eps=1e-5):\n",
+    "    \n",
+    "    dif = 1\n",
+    "    der = 1\n",
+    "    i = 0\n",
+    "    \n",
+    "    while dif>eps or der>delta:\n",
+    "        \n",
+    "        i += 1\n",
+    "        d = d1(x0, f)\n",
+    "        x1 = x0 - (d/d2(x0, f))\n",
+    "        dif = abs(x1-x0)\n",
+    "        der = abs(d)\n",
+    "        x0 = x1\n",
+    "        if i > 100:\n",
+    "            break\n",
+    "    \n",
+    "    return x1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Function to calculate first derivative of $f$ at $x_{0}$"
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "74.6 µs ± 4.27 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%timeit my_newton(f, 10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Derivatives"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df1 = nd.Derivative(f)\n",
+    "df2 = nd.Derivative(f, n=2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 131,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def d1(x, f, h=1e-5):\n    return (f(x+h)-f(x-h))/(2*h)",
-      "execution_count": 124,
-      "outputs": []
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "185 ms ± 10.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%timeit opt.minimize(f, 10, method='Newton-CG', jac=df1, hess=df2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Refresher of matrix algebra"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Quadratic form: $Q(x_{1}, x_{2}) = a_{1}\\,x_{1}^2 + a_{2}\\,x_{2}^2 + a_{3}\\,x_{1}\\,x_{2}$ </br></br>\n",
+    "\n",
+    "This a algebraic expression can be written with matrix notation:\n",
+    "$\n",
+    "   x=\n",
+    "  \\left[ {\\begin{array}{c}\n",
+    "   x_{1} \\\\\n",
+    "   x_{2} \\\\\n",
+    "  \\end{array} } \\right]\n",
+    "$\n",
+    " and  \n",
+    "$\n",
+    "   A=\n",
+    "  \\left[ {\\begin{array}{c}\n",
+    "   a_{1} & a_{3}/2 \\\\\n",
+    "   a_{3}/2 & a_{2} \\\\\n",
+    "  \\end{array} } \\right]\n",
+    "$\n",
+    " imply $Q(x)=x^{T}\\,A\\,x$. Notice that $A$ is a square, **symmetric** matrix. Therefore, there is a one-to-one relationship between quadratic forms and symmetric matrices.</br></br>\n",
+    " \n",
+    "*Definitions*: </br>\n",
+    "* A quadratic form is *positive definite* iff $Q(x)>0$ for any $x\\neq0$.\n",
+    "* A quadratic form is *negative definite* iff $Q(x)<0$ for any $x\\neq0$."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# Test\nd1(5, f)",
-      "execution_count": 125,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 125,
-          "data": {
-            "text/plain": "79.99999999697138"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        fig.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        event.shiftKey = false;\n",
+       "        // Send a \"J\" for go to next cell\n",
+       "        event.which = 74;\n",
+       "        event.keyCode = 74;\n",
+       "        manager.command_mode();\n",
+       "        manager.handle_keydown(event);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Function to calculate <u>second</u> derivative of $f$ at $x_{0}$"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def d2(x, f, h=1e-5):\n    return (f(x+2*h)+f(x-2*h)-2*f(x))/(2*h)**2",
-      "execution_count": 126,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# Test\nd2(5, f)",
-      "execution_count": 127,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 127,
-          "data": {
-            "text/plain": "32.000002647691865"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/html": [
+       "<img 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width=\"800\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Newton-Raphson"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def my_newton(f, x0, h=1e-5, delta=1e-5, eps=1e-5):\n    \n    dif = 1\n    der = 1\n    i = 0\n    \n    while dif>eps or der>delta:\n        \n        i += 1\n        d = d1(x0, f)\n        x1 = x0 - (d/d2(x0, f))\n        dif = abs(x1-x0)\n        der = abs(d)\n        x0 = x1\n        if i > 100:\n            break\n    \n    return x1",
-      "execution_count": 128,
-      "outputs": []
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib notebook\n",
+    "plt.rcParams['figure.figsize'] = [8, 3]\n",
+    "fig = plt.figure()\n",
+    "fig.suptitle('Definite Quadratic Forms', fontsize=16)\n",
+    "\n",
+    "x = np.linspace(-5, 5, 101)\n",
+    "y = np.linspace(-5, 5, 101)\n",
+    "X, Y = np.meshgrid(x, y)\n",
+    "\n",
+    "ax1 = fig.add_subplot(121, projection='3d')\n",
+    "ax1.plot_wireframe(X, Y, X**2+Y**2, rstride=10, cstride=10)\n",
+    "ax1.set_title('Positive Definite')\n",
+    "\n",
+    "ax2 = fig.add_subplot(122, projection='3d')\n",
+    "ax2.plot_wireframe(X, Y, -X**2-Y**2, rstride=10, cstride=10)\n",
+    "ax2.set_title('Negative Definite')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "*Definitions*: </br>\n",
+    "* A quadratic form is *positive semi-definite* iff $Q(x)\\geq0$ for any $x$.\n",
+    "* A quadratic form is *negative semi-definite* iff $Q(x)\\leq0$ for any $x$."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%timeit my_newton(f, 10)",
-      "execution_count": 129,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "74.6 µs ± 4.27 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n",
-          "name": "stdout"
-        }
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        fig.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        event.shiftKey = false;\n",
+       "        // Send a \"J\" for go to next cell\n",
+       "        event.which = 74;\n",
+       "        event.keyCode = 74;\n",
+       "        manager.command_mode();\n",
+       "        manager.handle_keydown(event);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Derivatives"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "df1 = nd.Derivative(f)\ndf2 = nd.Derivative(f, n=2)",
-      "execution_count": 130,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%timeit opt.minimize(f, 10, method='Newton-CG', jac=df1, hess=df2)",
-      "execution_count": 131,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "185 ms ± 10.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
-          "name": "stdout"
-        }
+     "data": {
+      "text/html": [
+       "<img 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width=\"800\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Refresher of matrix algebra"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Quadratic form: $Q(x_{1}, x_{2}) = a_{1}\\,x_{1}^2 + a_{2}\\,x_{2}^2 + a_{3}\\,x_{1}\\,x_{2}$ </br></br>\n\nThis a algebraic expression can be written with matrix notation:\n$\n   x=\n  \\left[ {\\begin{array}{c}\n   x_{1} \\\\\n   x_{2} \\\\\n  \\end{array} } \\right]\n$\n and  \n$\n   A=\n  \\left[ {\\begin{array}{c}\n   a_{1} & a_{3}/2 \\\\\n   a_{3}/2 & a_{2} \\\\\n  \\end{array} } \\right]\n$\n imply $Q(x)=x^{T}\\,A\\,x$. Notice that $A$ is a square, **symmetric** matrix. Therefore, there is a one-to-one relationship between quadratic forms and symmetric matrices.</br></br>\n \n*Definitions*: </br>\n* A quadratic form is *positive definite* iff $Q(x)>0$ for any $x\\neq0$.\n* A quadratic form is *negative definite* iff $Q(x)<0$ for any $x\\neq0$."
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib notebook\n",
+    "fig = plt.figure()\n",
+    "fig.suptitle('Semi-Definite Quadratic Forms', fontsize=16)\n",
+    "\n",
+    "ax1 = fig.add_subplot(121, projection='3d')\n",
+    "ax1.plot_wireframe(X, Y, (X+Y)**2, rstride=10, cstride=10)\n",
+    "ax1.set_title('Positive Semi-Definite')\n",
+    "\n",
+    "ax2 = fig.add_subplot(122, projection='3d')\n",
+    "ax2.plot_wireframe(X, Y, -(X+Y)**2, rstride=10, cstride=10)\n",
+    "ax2.set_title('Negative Semi-Definite')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "*Definitions*: </br>\n",
+    "* A quadratic form is *indefinite* iff $Q(x)>0$ for some $x$ and $Q(x)<0$ for another $x$."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%matplotlib notebook\nplt.rcParams['figure.figsize'] = [8, 3]\nfig = plt.figure()\nfig.suptitle('Definite Quadratic Forms', fontsize=16)\n\nx = np.linspace(-5, 5, 101)\ny = np.linspace(-5, 5, 101)\nX, Y = np.meshgrid(x, y)\n\nax1 = fig.add_subplot(121, projection='3d')\nax1.plot_wireframe(X, Y, X**2+Y**2, rstride=10, cstride=10)\nax1.set_title('Positive Definite')\n\nax2 = fig.add_subplot(122, projection='3d')\nax2.plot_wireframe(X, Y, -X**2-Y**2, rstride=10, cstride=10)\nax2.set_title('Negative Definite')\n\nplt.show()",
-      "execution_count": 132,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        fig.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        event.shiftKey = false;\n        // Send a \"J\" for go to next cell\n        event.which = 74;\n        event.keyCode = 74;\n        manager.command_mode();\n        manager.handle_keydown(event);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
-            "text/plain": "<IPython.core.display.Javascript object>"
-          },
-          "metadata": {}
-        },
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/html": "<img 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qA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECDwcJ4BLUBgL8AAAAAASUVORK5CYII=\" width=\"800\">",
-            "text/plain": "<IPython.core.display.HTML object>"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        fig.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        event.shiftKey = false;\n",
+       "        // Send a \"J\" for go to next cell\n",
+       "        event.which = 74;\n",
+       "        event.keyCode = 74;\n",
+       "        manager.command_mode();\n",
+       "        manager.handle_keydown(event);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "*Definitions*: </br>\n* A quadratic form is *positive semi-definite* iff $Q(x)\\geq0$ for any $x$.\n* A quadratic form is *negative semi-definite* iff $Q(x)\\leq0$ for any $x$."
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%matplotlib notebook\nfig = plt.figure()\nfig.suptitle('Semi-Definite Quadratic Forms', fontsize=16)\n\nax1 = fig.add_subplot(121, projection='3d')\nax1.plot_wireframe(X, Y, (X+Y)**2, rstride=10, cstride=10)\nax1.set_title('Positive Semi-Definite')\n\nax2 = fig.add_subplot(122, projection='3d')\nax2.plot_wireframe(X, Y, -(X+Y)**2, rstride=10, cstride=10)\nax2.set_title('Negative Semi-Definite')\n\nplt.show()",
-      "execution_count": 133,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        fig.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        event.shiftKey = false;\n        // Send a \"J\" for go to next cell\n        event.which = 74;\n        event.keyCode = 74;\n        manager.command_mode();\n        manager.handle_keydown(event);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; 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+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "*Definitions*: </br>\n* A quadratic form is *indefinite* iff $Q(x)>0$ for some $x$ and $Q(x)<0$ for another $x$."
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib notebook\n",
+    "plt.rcParams['figure.figsize'] = [5, 3]\n",
+    "fig = plt.figure()\n",
+    "fig.suptitle('Indefinite Quadratic Forms', fontsize=16)\n",
+    "\n",
+    "ax = fig.add_subplot(111, projection='3d')\n",
+    "ax.plot_wireframe(X, Y, X**2-Y**2, rstride=10, cstride=10)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Testing definiteness"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def principal_minors(M):\n",
+    "    if M.ndim == 2 and np.all(M == M.transpose()):\n",
+    "        lpm = []\n",
+    "        for k in np.arange(0, M.shape[0], 1):\n",
+    "            lpm.append(np.linalg.det(M[0:k+1, 0:k+1]))\n",
+    "        return lpm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "A = np.array([[1, 2, 3], [2, 3, 4], [3, 4, 9]])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 137,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%matplotlib notebook\nplt.rcParams['figure.figsize'] = [5, 3]\nfig = plt.figure()\nfig.suptitle('Indefinite Quadratic Forms', fontsize=16)\n\nax = fig.add_subplot(111, projection='3d')\nax.plot_wireframe(X, Y, X**2-Y**2, rstride=10, cstride=10)\n\nplt.show()",
-      "execution_count": 134,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        fig.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        event.shiftKey = false;\n        // Send a \"J\" for go to next cell\n        event.which = 74;\n        event.keyCode = 74;\n        manager.command_mode();\n        manager.handle_keydown(event);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
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-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Testing definiteness"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def principal_minors(M):\n    if M.ndim == 2 and np.all(M == M.transpose()):\n        lpm = []\n        for k in np.arange(0, M.shape[0], 1):\n            lpm.append(np.linalg.det(M[0:k+1, 0:k+1]))\n        return lpm",
-      "execution_count": 135,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "A = np.array([[1, 2, 3], [2, 3, 4], [3, 4, 9]])",
-      "execution_count": 136,
-      "outputs": []
-    },
+     },
+     "execution_count": 137,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "principal_minors(A)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 138,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def positive_definite(M):\n",
+    "    if M.ndim == 2 and np.all(M == M.transpose()):\n",
+    "        return np.all(np.array(principal_minors(M))>0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 139,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "principal_minors(A)",
-      "execution_count": 137,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 137,
-          "data": {
-            "text/plain": "[1.0, -1.0, -4.000000000000001]"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "False"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def positive_definite(M):\n    if M.ndim == 2 and np.all(M == M.transpose()):\n        return np.all(np.array(principal_minors(M))>0)",
-      "execution_count": 138,
-      "outputs": []
-    },
+     },
+     "execution_count": 139,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "positive_definite(A)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 140,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def negative_definite(M):\n",
+    "    if M.ndim == 2 and np.all(M == M.transpose()):\n",
+    "        n = M.shape[0]\n",
+    "        c = [(-1)**(i+1) for i in np.arange(0, n, 1)]\n",
+    "        return np.all((np.array(c)*np.array(principal_minors(M)))>0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 141,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "positive_definite(A)",
-      "execution_count": 139,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 139,
-          "data": {
-            "text/plain": "False"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "False"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def negative_definite(M):\n    if M.ndim == 2 and np.all(M == M.transpose()):\n        n = M.shape[0]\n        c = [(-1)**(i+1) for i in np.arange(0, n, 1)]\n        return np.all((np.array(c)*np.array(principal_minors(M)))>0)",
-      "execution_count": 140,
-      "outputs": []
-    },
+     },
+     "execution_count": 141,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "negative_definite(A)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def indefinite(M):\n",
+    "    if M.ndim == 2 and np.all(M == M.transpose()):\n",
+    "        if not positive_definite(M) and not negative_definite(M):\n",
+    "            n = M.shape[0]\n",
+    "            return np.all(np.array(principal_minors(M)) != 0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 143,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "negative_definite(A)",
-      "execution_count": 141,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 141,
-          "data": {
-            "text/plain": "False"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "True"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def indefinite(M):\n    if M.ndim == 2 and np.all(M == M.transpose()):\n        if not positive_definite(M) and not negative_definite(M):\n            n = M.shape[0]\n            return np.all(np.array(principal_minors(M)) != 0)",
-      "execution_count": 142,
-      "outputs": []
-    },
+     },
+     "execution_count": 143,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "indefinite(A)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Eigenvalues, Eigenvectors and Eigen Decomposition\n",
+    "\n",
+    "$A$: square matrix ($n \\times n$), $x$: column vector ($n \\times 1$), $\\lambda$: scalar. </br>\n",
+    "\n",
+    "*Definition*: $\\lambda$ is an **eigenvalue** of $A$ with corresponding $x$ **eigenvector** iff $A\\,x=\\lambda\\,x$.</br>\n",
+    "\n",
+    "Eigenvalues must solve $\\mathrm{det}(A-\\lambda\\,I)=0$.\n",
+    "\n",
+    "*Result*: If $A$ is a real symmetric matrix, all of its eigenvalues are real numbers, and eigenvectors corresponding to distinct eigenvalues are orthogonal.\n",
+    "\n",
+    "*Eigen Decomposition of Symmetric Matrices*: </br>\n",
+    "Let $P = [x_1, x_2, ..., x_n]$ and $D=diag(\\lambda_1, \\lambda_2, ..., \\lambda_n)$. Then $A = P\\,D\\,P^{-1}$.\n",
+    "\n",
+    "If $\\lambda_i>0, \\forall i$, then $A$ is **positive definite**. </br>\n",
+    "\n",
+    "If $\\lambda_i<0, \\forall i$, then $A$ is **negative definite**. </br>\n",
+    "\n",
+    "If $\\lambda_i\\geq0, \\forall i$, then $A$ is **positive semi-definite**. </br>\n",
+    "\n",
+    "If $\\lambda_i\\leq0, \\forall i$, then $A$ is **negative semi-definite**."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "indefinite(A)",
-      "execution_count": 143,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 143,
-          "data": {
-            "text/plain": "True"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "(array([12.14984759, -0.28900503,  1.13915745]),\n",
+       " array([[ 0.30595473,  0.90505749, -0.29540249],\n",
+       "        [ 0.43670868, -0.40912915, -0.80118592],\n",
+       "        [ 0.84597709, -0.11612179,  0.52042146]]))"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Eigenvalues, Eigenvectors and Eigen Decomposition\n\n$A$: square matrix ($n \\times n$), $x$: column vector ($n \\times 1$), $\\lambda$: scalar. </br>\n\n*Definition*: $\\lambda$ is an **eigenvalue** of $A$ with corresponding $x$ **eigenvector** iff $A\\,x=\\lambda\\,x$.</br>\n\nEigenvalues must solve $\\mathrm{det}(A-\\lambda\\,I)=0$.\n\n*Result*: If $A$ is a real symmetric matrix, all of its eigenvalues are real numbers, and eigenvectors corresponding to distinct eigenvalues are orthogonal.\n\n*Eigen Decomposition of Symmetric Matrices*: </br>\nLet $P = [x_1, x_2, ..., x_n]$ and $D=diag(\\lambda_1, \\lambda_2, ..., \\lambda_n)$. Then $A = P\\,D\\,P^{-1}$.\n\nIf $\\lambda_i>0, \\forall i$, then $A$ is **positive definite**. </br>\n\nIf $\\lambda_i<0, \\forall i$, then $A$ is **negative definite**. </br>\n\nIf $\\lambda_i\\geq0, \\forall i$, then $A$ is **positive semi-definite**. </br>\n\nIf $\\lambda_i\\leq0, \\forall i$, then $A$ is **negative semi-definite**."
-    },
+     },
+     "execution_count": 144,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.linalg.eig(A)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 145,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def pos_def(A):\n",
+    "    return (np.all(np.linalg.eig(A)[0]>0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 146,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "np.linalg.eig(A)",
-      "execution_count": 144,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 144,
-          "data": {
-            "text/plain": "(array([12.14984759, -0.28900503,  1.13915745]),\n array([[ 0.30595473,  0.90505749, -0.29540249],\n        [ 0.43670868, -0.40912915, -0.80118592],\n        [ 0.84597709, -0.11612179,  0.52042146]]))"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "False"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def pos_def(A):\n    return (np.all(np.linalg.eig(A)[0]>0))",
-      "execution_count": 145,
-      "outputs": []
-    },
+     },
+     "execution_count": 146,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pos_def(A)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Multivariate functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 147,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def f(x):\n",
+    "    return x[0]**2+x[1]**2-50*np.sin(.5*(x[0]+x[1]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 148,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = np.array([1, 2, 3])\n",
+    "y = np.array([20, 40, 60])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 149,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X, Y = np.meshgrid(x, y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 150,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "pos_def(A)",
-      "execution_count": 146,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 146,
-          "data": {
-            "text/plain": "False"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "array([[1, 2, 3],\n",
+       "       [1, 2, 3],\n",
+       "       [1, 2, 3]])"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Multivariate functions"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def f(x):\n    return x[0]**2+x[1]**2-50*np.sin(.5*(x[0]+x[1]))",
-      "execution_count": 147,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x = np.array([1, 2, 3])\ny = np.array([20, 40, 60])",
-      "execution_count": 148,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "X, Y = np.meshgrid(x, y)",
-      "execution_count": 149,
-      "outputs": []
-    },
+     },
+     "execution_count": 150,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "X",
-      "execution_count": 150,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 150,
-          "data": {
-            "text/plain": "array([[1, 2, 3],\n       [1, 2, 3],\n       [1, 2, 3]])"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "array([[20, 20, 20],\n",
+       "       [40, 40, 40],\n",
+       "       [60, 60, 60]])"
       ]
-    },
+     },
+     "execution_count": 151,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "Y",
-      "execution_count": 151,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 151,
-          "data": {
-            "text/plain": "array([[20, 20, 20],\n       [40, 40, 40],\n       [60, 60, 60]])"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        fig.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        event.shiftKey = false;\n",
+       "        // Send a \"J\" for go to next cell\n",
+       "        event.which = 74;\n",
+       "        event.keyCode = 74;\n",
+       "        manager.command_mode();\n",
+       "        manager.handle_keydown(event);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
-      "metadata": {
-        "scrolled": true,
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%matplotlib notebook\nplt.rcParams['figure.figsize'] = [5, 3]\n\nx = np.linspace(-10, 10, 101)\ny = np.linspace(-10, 10, 101)\nX, Y = np.meshgrid(x, y)\n\nfig = plt.figure()\nfig.suptitle('$x^2+y^2-50\\,sin(.5(x+y))$', fontsize=16)\n\nax = fig.add_subplot(111, projection='3d')\nax.plot_wireframe(X, Y, f([X, Y]), rstride=10, cstride=10)\n\nplt.show()",
-      "execution_count": 152,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        fig.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        event.shiftKey = false;\n        // Send a \"J\" for go to next cell\n        event.which = 74;\n        event.keyCode = 74;\n        manager.command_mode();\n        manager.handle_keydown(event);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
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+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
       ]
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib notebook\n",
+    "plt.rcParams['figure.figsize'] = [5, 3]\n",
+    "\n",
+    "x = np.linspace(-10, 10, 101)\n",
+    "y = np.linspace(-10, 10, 101)\n",
+    "X, Y = np.meshgrid(x, y)\n",
+    "\n",
+    "fig = plt.figure()\n",
+    "fig.suptitle('$x^2+y^2-50\\,sin(.5(x+y))$', fontsize=16)\n",
+    "\n",
+    "ax = fig.add_subplot(111, projection='3d')\n",
+    "ax.plot_wireframe(X, Y, f([X, Y]), rstride=10, cstride=10)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 153,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true,
-        "scrolled": true
-      },
-      "cell_type": "code",
-      "source": "%matplotlib notebook\nplt.rcParams['figure.figsize'] = [5, 3]\nx = np.linspace(-10, 10, 101)\ny = np.linspace(-10, 10, 101)\nX, Y = np.meshgrid(x, y)\n\nfig = plt.figure()\n\nax = fig.add_subplot(111)\nax.contour(X, Y, f([X, Y]))\n\nplt.show()",
-      "execution_count": 153,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        fig.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        event.shiftKey = false;\n        // Send a \"J\" for go to next cell\n        event.which = 74;\n        event.keyCode = 74;\n        manager.command_mode();\n        manager.handle_keydown(event);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
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\" width=\"500\">",
-            "text/plain": "<IPython.core.display.HTML object>"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        fig.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        event.shiftKey = false;\n",
+       "        // Send a \"J\" for go to next cell\n",
+       "        event.which = 74;\n",
+       "        event.keyCode = 74;\n",
+       "        manager.command_mode();\n",
+       "        manager.handle_keydown(event);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import numpy as np\nfrom scipy.optimize import minimize",
-      "execution_count": 154,
-      "outputs": []
-    },
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"500\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib notebook\n",
+    "plt.rcParams['figure.figsize'] = [5, 3]\n",
+    "x = np.linspace(-10, 10, 101)\n",
+    "y = np.linspace(-10, 10, 101)\n",
+    "X, Y = np.meshgrid(x, y)\n",
+    "\n",
+    "fig = plt.figure()\n",
+    "\n",
+    "ax = fig.add_subplot(111)\n",
+    "ax.contour(X, Y, f([X, Y]))\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 154,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "from scipy.optimize import minimize"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Nelder-Mead"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 155,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Nelder-Mead"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.\n",
+      "         Current function value: -45.431122\n",
+      "         Iterations: 76\n",
+      "         Function evaluations: 137\n",
+      "[1.4541966  1.45419654]\n"
+     ]
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x0 = np.array([0, 0])\nres = minimize(f, x0, method='nelder-mead', options={'xtol': 1e-8, 'disp': True})\nprint(res.x)\nf(res.x)",
-      "execution_count": 155,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Optimization terminated successfully.\n         Current function value: -45.431122\n         Iterations: 76\n         Function evaluations: 137\n[1.4541966  1.45419654]\n",
-          "name": "stdout"
-        },
-        {
-          "output_type": "execute_result",
-          "execution_count": 155,
-          "data": {
-            "text/plain": "-45.43112199357746"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "-45.43112199357746"
       ]
-    },
+     },
+     "execution_count": 155,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x0 = np.array([0, 0])\n",
+    "res = minimize(f, x0, method='nelder-mead', options={'xtol': 1e-8, 'disp': True})\n",
+    "print(res.x)\n",
+    "f(res.x)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 156,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "res",
-      "execution_count": 156,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 156,
-          "data": {
-            "text/plain": " final_simplex: (array([[1.4541966 , 1.45419654],\n       [1.4541966 , 1.45419654],\n       [1.4541966 , 1.45419654]]), array([-45.43112199, -45.43112199, -45.43112199]))\n           fun: -45.43112199357746\n       message: 'Optimization terminated successfully.'\n          nfev: 137\n           nit: 76\n        status: 0\n       success: True\n             x: array([1.4541966 , 1.45419654])"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       " final_simplex: (array([[1.4541966 , 1.45419654],\n",
+       "       [1.4541966 , 1.45419654],\n",
+       "       [1.4541966 , 1.45419654]]), array([-45.43112199, -45.43112199, -45.43112199]))\n",
+       "           fun: -45.43112199357746\n",
+       "       message: 'Optimization terminated successfully.'\n",
+       "          nfev: 137\n",
+       "           nit: 76\n",
+       "        status: 0\n",
+       "       success: True\n",
+       "             x: array([1.4541966 , 1.45419654])"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Gradient and Hessian"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "fgrad = nd.Gradient(f)\nfhess = nd.Hessian(f)",
-      "execution_count": 157,
-      "outputs": []
-    },
+     },
+     "execution_count": 156,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "res"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Gradient and Hessian"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 157,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fgrad = nd.Gradient(f)\n",
+    "fhess = nd.Hessian(f)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 158,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "type(fgrad)",
-      "execution_count": 158,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 158,
-          "data": {
-            "text/plain": "numdifftools.core.Gradient"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "numdifftools.core.Gradient"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Conjugate Gradient"
-    },
+     },
+     "execution_count": 158,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(fgrad)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conjugate Gradient"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 159,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x0 = np.array([0, 0])\nres = minimize(f, x0, method='CG', jac=fgrad, options={'disp': True})\nprint(res.x)",
-      "execution_count": 159,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Optimization terminated successfully.\n         Current function value: -45.431122\n         Iterations: 3\n         Function evaluations: 8\n         Gradient evaluations: 8\n[1.45419657 1.45419657]\n",
-          "name": "stdout"
-        }
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.\n",
+      "         Current function value: -45.431122\n",
+      "         Iterations: 3\n",
+      "         Function evaluations: 8\n",
+      "         Gradient evaluations: 8\n",
+      "[1.45419657 1.45419657]\n"
+     ]
+    }
+   ],
+   "source": [
+    "x0 = np.array([0, 0])\n",
+    "res = minimize(f, x0, method='CG', jac=fgrad, options={'disp': True})\n",
+    "print(res.x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Broyden, Fletcher, Goldfarb, and Shanno (BFGS)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 160,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Broyden, Fletcher, Goldfarb, and Shanno (BFGS)"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.\n",
+      "         Current function value: -45.431122\n",
+      "         Iterations: 5\n",
+      "         Function evaluations: 7\n",
+      "         Gradient evaluations: 7\n",
+      "[1.45419657 1.45419657]\n"
+     ]
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x0 = np.array([0, 0])\nres = minimize(f, x0, method='BFGS', jac=fgrad, options={'gtol': 1e-8, 'disp': True})\nprint(res.x)\nf(res.x)",
-      "execution_count": 160,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Optimization terminated successfully.\n         Current function value: -45.431122\n         Iterations: 5\n         Function evaluations: 7\n         Gradient evaluations: 7\n[1.45419657 1.45419657]\n",
-          "name": "stdout"
-        },
-        {
-          "output_type": "execute_result",
-          "execution_count": 160,
-          "data": {
-            "text/plain": "-45.43112199357746"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "-45.43112199357746"
       ]
-    },
+     },
+     "execution_count": 160,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x0 = np.array([0, 0])\n",
+    "res = minimize(f, x0, method='BFGS', jac=fgrad, options={'gtol': 1e-8, 'disp': True})\n",
+    "print(res.x)\n",
+    "f(res.x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Newton-CG"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 161,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Newton-CG"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.\n",
+      "         Current function value: -45.431122\n",
+      "         Iterations: 5\n",
+      "         Function evaluations: 9\n",
+      "         Gradient evaluations: 13\n",
+      "         Hessian evaluations: 5\n",
+      "[1.45419658 1.45419658]\n"
+     ]
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x0 = np.array([0, 0])\nres = minimize(f, x0, method='Newton-CG', jac=fgrad, hess=fhess, options={'xtol': 1e-8, 'disp': True})\nprint(res.x)\nf(res.x)",
-      "execution_count": 161,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Optimization terminated successfully.\n         Current function value: -45.431122\n         Iterations: 5\n         Function evaluations: 9\n         Gradient evaluations: 13\n         Hessian evaluations: 5\n[1.45419658 1.45419658]\n",
-          "name": "stdout"
-        },
-        {
-          "output_type": "execute_result",
-          "execution_count": 161,
-          "data": {
-            "text/plain": "-45.43112199357747"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "-45.43112199357747"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Maximum Likelihood"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "mu = 18\nsigma = 5\nn = 30\nS = np.random.normal(loc=mu, scale=sigma, size=n)",
-      "execution_count": 162,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def likelihood(par):\n    # par[0]=mu\n    # par[1]=sigma\n    \n    v = 0\n    \n    for x in S:\n        v += -.5*((x-par[0])/par[1])**2-np.log(par[1])\n    \n    return -v",
-      "execution_count": 163,
-      "outputs": []
-    },
+     },
+     "execution_count": 161,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x0 = np.array([0, 0])\n",
+    "res = minimize(f, x0, method='Newton-CG', jac=fgrad, hess=fhess, options={'xtol': 1e-8, 'disp': True})\n",
+    "print(res.x)\n",
+    "f(res.x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Maximum Likelihood"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 162,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mu = 18\n",
+    "sigma = 5\n",
+    "n = 30\n",
+    "S = np.random.normal(loc=mu, scale=sigma, size=n)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 163,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def likelihood(par):\n",
+    "    # par[0]=mu\n",
+    "    # par[1]=sigma\n",
+    "    \n",
+    "    v = 0\n",
+    "    \n",
+    "    for x in S:\n",
+    "        v += -.5*((x-par[0])/par[1])**2-np.log(par[1])\n",
+    "    \n",
+    "    return -v"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 164,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x0 = np.array([1, 1])\nres = minimize(likelihood, x0, method='nelder-mead', options={'xtol': 1e-8, 'disp': True})",
-      "execution_count": 164,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Optimization terminated successfully.\n         Current function value: 62.562558\n         Iterations: 94\n         Function evaluations: 186\n",
-          "name": "stdout"
-        }
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.\n",
+      "         Current function value: 62.562558\n",
+      "         Iterations: 94\n",
+      "         Function evaluations: 186\n"
+     ]
+    }
+   ],
+   "source": [
+    "x0 = np.array([1, 1])\n",
+    "res = minimize(likelihood, x0, method='nelder-mead', options={'xtol': 1e-8, 'disp': True})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 165,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "res.x",
-      "execution_count": 165,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 165,
-          "data": {
-            "text/plain": "array([17.57308836,  4.88133418])"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "array([17.57308836,  4.88133418])"
       ]
-    },
+     },
+     "execution_count": 165,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "res.x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 166,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "S.mean()",
-      "execution_count": 166,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 166,
-          "data": {
-            "text/plain": "17.573088308542683"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "17.573088308542683"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Consumer´s problem with CES utility"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def utility(x, *args):\n    return -(x**.25+(args[0]-args[1]*x)**.25)",
-      "execution_count": 167,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def demand(m, p):\n    x = opt.minimize(utility, .3, args=(m, p), method=\"CG\").x[0]\n    return (x, m-p*x)",
-      "execution_count": 168,
-      "outputs": []
-    },
+     },
+     "execution_count": 166,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "S.mean()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Consumer´s problem with CES utility"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 167,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def utility(x, *args):\n",
+    "    return -(x**.25+(args[0]-args[1]*x)**.25)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 168,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def demand(m, p):\n",
+    "    x = opt.minimize(utility, .3, args=(m, p), method=\"CG\").x[0]\n",
+    "    return (x, m-p*x)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "demand(5, 2)",
-      "execution_count": 169,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 169,
-          "data": {
-            "text/plain": "(1.1062334943922492, 2.7875330112155017)"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "(1.1062334943922492, 2.7875330112155017)"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "price = np.arange(.1, 5, .1)",
-      "execution_count": 170,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Regressão Múltipla"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x1 = np.random.uniform(0, 100, size=20000)",
-      "execution_count": 171,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x2 = np.random.uniform(0, 100, size=20000)",
-      "execution_count": 172,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x2 = .9*x2+.1*x1",
-      "execution_count": 173,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "sigma = 5\ny = 10+.4*x1+.7*x2+np.random.normal(loc=0, scale=sigma, size=20000)",
-      "execution_count": 174,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def my_ols(beta):  \n    return np.sum((y-beta[0]-beta[1]*x1-beta[2]*x2)**2)   ",
-      "execution_count": 175,
-      "outputs": []
-    },
+     },
+     "execution_count": 169,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "demand(5, 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 170,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "price = np.arange(.1, 5, .1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Regressão Múltipla"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 171,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x1 = np.random.uniform(0, 100, size=20000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 172,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x2 = np.random.uniform(0, 100, size=20000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 173,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x2 = .9*x2+.1*x1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 174,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sigma = 5\n",
+    "y = 10+.4*x1+.7*x2+np.random.normal(loc=0, scale=sigma, size=20000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 175,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def my_ols(beta):  \n",
+    "    return np.sum((y-beta[0]-beta[1]*x1-beta[2]*x2)**2)   "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 176,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "opt.minimize(my_ols, (10.1, .5, .6), method=\"CG\")",
-      "execution_count": 176,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 176,
-          "data": {
-            "text/plain": "     fun: 497096.51526724786\n     jac: array([0.09375   , 0.31640625, 0.15625   ])\n message: 'Desired error not necessarily achieved due to precision loss.'\n    nfev: 626\n     nit: 24\n    njev: 123\n  status: 2\n success: False\n       x: array([9.91014709, 0.4020818 , 0.70068662])"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "     fun: 497096.51526724786\n",
+       "     jac: array([0.09375   , 0.31640625, 0.15625   ])\n",
+       " message: 'Desired error not necessarily achieved due to precision loss.'\n",
+       "    nfev: 626\n",
+       "     nit: 24\n",
+       "    njev: 123\n",
+       "  status: 2\n",
+       " success: False\n",
+       "       x: array([9.91014709, 0.4020818 , 0.70068662])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "markdown",
-      "source": "## OLS with matrices"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import io",
-      "execution_count": 178,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "DATA = np.loadtxt(\"data/regression.csv\", delimiter=\";\")",
-      "execution_count": 185,
-      "outputs": []
-    },
+     },
+     "execution_count": 176,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "opt.minimize(my_ols, (10.1, .5, .6), method=\"CG\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## OLS with matrices"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 178,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import io"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 185,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "DATA = np.loadtxt(\"data/regression.csv\", delimiter=\";\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 186,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "DATA",
-      "execution_count": 186,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 186,
-          "data": {
-            "text/plain": "array([[ 19.1503647 ,  19.86175115,  37.76143252],\n       [ 74.48652608,  36.51600696, 118.1015082 ],\n       [ 92.52296518,  65.04593036, 415.2253619 ],\n       ...,\n       [ 71.10202338,  84.71663564, 470.9957971 ],\n       [ 57.05130161,  63.70372631, 382.7933641 ],\n       [ 30.32013916,  58.94863735, 200.9883957 ]])"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "array([[ 19.1503647 ,  19.86175115,  37.76143252],\n",
+       "       [ 74.48652608,  36.51600696, 118.1015082 ],\n",
+       "       [ 92.52296518,  65.04593036, 415.2253619 ],\n",
+       "       ...,\n",
+       "       [ 71.10202338,  84.71663564, 470.9957971 ],\n",
+       "       [ 57.05130161,  63.70372631, 382.7933641 ],\n",
+       "       [ 30.32013916,  58.94863735, 200.9883957 ]])"
       ]
-    },
+     },
+     "execution_count": 186,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "DATA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 187,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "DATA.shape",
-      "execution_count": 187,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 187,
-          "data": {
-            "text/plain": "(500, 3)"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "(500, 3)"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "y = DATA[:, 2].reshape(500, 1)",
-      "execution_count": 188,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "X = DATA[:, 0:2].reshape(500, 2)",
-      "execution_count": 189,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "c = np.ones(500).reshape(500, 1)\nX = np.concatenate((c, X), axis=1)",
-      "execution_count": 192,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def my_ols(y, X):\n    \n    results = {}\n    \n    (n, k) = X.shape\n    results['n'] = n\n    results['k'] = k\n    \n    beta = np.linalg.inv(X.T @ X) @ X.T @ y\n    results['beta'] = beta\n    \n    e = y - X @ beta\n    results['residuas'] = e\n    \n    SSE = sum([e**2 for e in e])[0]\n    results['SSE'] = SSE\n    \n    sigma = np.sqrt(SSE/(n-k))\n    results['sigma'] = sigma\n    \n    V = sigma**2*np.linalg.inv(X.T @ X)\n    results['V'] = V\n    \n    stderr_beta = np.sqrt(np.diag(V))\n    results['stderr_beta'] = stderr_beta\n    \n    t = beta/stderr_beta\n    results['t'] = t\n    \n    # results['p-values'] = \n    \n    ybar = np.mean(y)\n    SQT = sum([(q-ybar)**2 for q in y])[0]\n    results['SQT'] = SQT\n    \n    results['R2'] = 1-(SSE/SQT)\n    \n    return results ",
-      "execution_count": 193,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "res = my_ols(y, X)",
-      "execution_count": 195,
-      "outputs": []
-    },
+     },
+     "execution_count": 187,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "DATA.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 188,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y = DATA[:, 2].reshape(500, 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 189,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X = DATA[:, 0:2].reshape(500, 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 192,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "c = np.ones(500).reshape(500, 1)\n",
+    "X = np.concatenate((c, X), axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 193,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def my_ols(y, X):\n",
+    "    \n",
+    "    results = {}\n",
+    "    \n",
+    "    (n, k) = X.shape\n",
+    "    results['n'] = n\n",
+    "    results['k'] = k\n",
+    "    \n",
+    "    beta = np.linalg.inv(X.T @ X) @ X.T @ y\n",
+    "    results['beta'] = beta\n",
+    "    \n",
+    "    e = y - X @ beta\n",
+    "    results['residuas'] = e\n",
+    "    \n",
+    "    SSE = sum([e**2 for e in e])[0]\n",
+    "    results['SSE'] = SSE\n",
+    "    \n",
+    "    sigma = np.sqrt(SSE/(n-k))\n",
+    "    results['sigma'] = sigma\n",
+    "    \n",
+    "    V = sigma**2*np.linalg.inv(X.T @ X)\n",
+    "    results['V'] = V\n",
+    "    \n",
+    "    stderr_beta = np.sqrt(np.diag(V))\n",
+    "    results['stderr_beta'] = stderr_beta\n",
+    "    \n",
+    "    t = beta/stderr_beta\n",
+    "    results['t'] = t\n",
+    "    \n",
+    "    # results['p-values'] = \n",
+    "    \n",
+    "    ybar = np.mean(y)\n",
+    "    SQT = sum([(q-ybar)**2 for q in y])[0]\n",
+    "    results['SQT'] = SQT\n",
+    "    \n",
+    "    results['R2'] = 1-(SSE/SQT)\n",
+    "    \n",
+    "    return results "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 195,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "res = my_ols(y, X)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 196,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "res",
-      "execution_count": 196,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 196,
-          "data": {
-            "text/plain": "{'R2': 0.5985995381650879,\n 'SQT': 9376178.724748027,\n 'SSE': 3763602.4703605347,\n 'V': array([[ 1.15445286e+02, -5.91775326e-01, -1.40469455e+00],\n        [-5.91775326e-01,  2.16566265e-02, -1.01166076e-02],\n        [-1.40469455e+00, -1.01166076e-02,  3.83194387e-02]]),\n 'beta': array([[46.56424501],\n        [ 3.13088995],\n        [ 1.65078469]]),\n 'k': 3,\n 'n': 500,\n 'residuas': array([[-101.5479714 ],\n        [-221.95191746],\n        [ -28.39493021],\n        [ -55.33220907],\n        [  46.99151994],\n        [ -61.49876145],\n        [ -10.97375688],\n        [  56.04286631],\n        [-107.07201378],\n        [ -22.64234823],\n        [  18.65252702],\n        [   4.20478851],\n        [  58.73792368],\n        [ -96.97502295],\n        [ -32.86295192],\n        [ -20.22262579],\n        [ -67.86712849],\n        [  31.87090306],\n        [-162.09171263],\n        [ -30.01260059],\n        [  11.30891441],\n        [ 158.79214349],\n        [-114.42340488],\n        [ 142.02318218],\n        [  -7.57932036],\n        [  -6.49910448],\n        [ -44.32843848],\n        [   6.77717352],\n        [  27.23886701],\n        [  39.42746732],\n        [-125.27544158],\n        [-312.31561908],\n        [  35.88072314],\n        [-104.09877123],\n        [ -79.13277739],\n        [  62.99108447],\n        [ -91.41741639],\n        [  18.04156839],\n        [  81.20209596],\n        [ 167.03597417],\n        [  42.0640298 ],\n        [ 105.40291713],\n        [  16.97150062],\n        [ -44.58504449],\n        [  21.74017311],\n        [-119.24943519],\n        [  44.37169876],\n        [  46.01439546],\n        [  76.43506709],\n        [  -3.24526726],\n        [-202.64255128],\n        [  31.20018425],\n        [ 189.10460729],\n        [ -23.35534431],\n        [ 111.06580827],\n        [ 122.03248408],\n        [  19.6059557 ],\n        [  85.72600805],\n        [ 199.40993468],\n        [ -15.16393386],\n        [  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-38.86438531],\n        [ -29.94311814],\n        [ -20.84379604],\n        [ -45.63977493],\n        [ 120.47849375],\n        [  54.38004088],\n        [  -4.38531758],\n        [ -33.28213529],\n        [  83.76194741],\n        [ 141.38514588],\n        [  66.76231509],\n        [-122.11997948],\n        [ -34.56647166],\n        [   6.10989168],\n        [-281.5787354 ],\n        [ 176.19837602],\n        [  44.85378175],\n        [  88.58657353],\n        [  33.0908565 ],\n        [ -38.92066434],\n        [  21.62952278],\n        [  -4.22175343],\n        [ -60.49997326],\n        [-109.4640204 ],\n        [ -60.48590219],\n        [ -27.57076231],\n        [  62.39724201],\n        [  61.39945488],\n        [-117.07550313],\n        [  31.65153877],\n        [  20.12100501],\n        [  85.92539889],\n        [ -61.86124012],\n        [  61.49792896],\n        [ 165.73461627],\n        [  37.26269992],\n        [ -21.53092624],\n        [ -65.38451959],\n        [ -68.93437777],\n        [ -99.90633439],\n        [ 160.65240439],\n        [  -5.26000289],\n        [  72.74214152],\n        [  85.47600172],\n        [ -75.87006958],\n        [ -82.28498281],\n        [ -53.84139672],\n        [  32.14703738],\n        [ 111.38677626],\n        [ -36.82556496],\n        [ 207.45035291],\n        [ -75.70162734],\n        [  -9.97591029],\n        [ 104.25785348],\n        [  39.10952468],\n        [  35.37869775],\n        [  61.97001728],\n        [  52.44663671],\n        [ -37.8163759 ]]),\n 'sigma': 87.02092153863731,\n 'stderr_beta': array([10.74454682,  0.14716191,  0.19575352]),\n 't': array([[4.33375607e+00, 3.16415072e+02, 2.37871820e+02],\n        [2.91393392e-01, 2.12751386e+01, 1.59940420e+01],\n        [1.53639303e-01, 1.12174729e+01, 8.43297595e+00]])}"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "{'R2': 0.5985995381650879,\n",
+       " 'SQT': 9376178.724748027,\n",
+       " 'SSE': 3763602.4703605347,\n",
+       " 'V': array([[ 1.15445286e+02, -5.91775326e-01, -1.40469455e+00],\n",
+       "        [-5.91775326e-01,  2.16566265e-02, -1.01166076e-02],\n",
+       "        [-1.40469455e+00, -1.01166076e-02,  3.83194387e-02]]),\n",
+       " 'beta': array([[46.56424501],\n",
+       "        [ 3.13088995],\n",
+       "        [ 1.65078469]]),\n",
+       " 'k': 3,\n",
+       " 'n': 500,\n",
+       " 'residuas': array([[-101.5479714 ],\n",
+       "        [-221.95191746],\n",
+       "        [ -28.39493021],\n",
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+       "        [  61.97001728],\n",
+       "        [  52.44663671],\n",
+       "        [ -37.8163759 ]]),\n",
+       " 'sigma': 87.02092153863731,\n",
+       " 'stderr_beta': array([10.74454682,  0.14716191,  0.19575352]),\n",
+       " 't': array([[4.33375607e+00, 3.16415072e+02, 2.37871820e+02],\n",
+       "        [2.91393392e-01, 2.12751386e+01, 1.59940420e+01],\n",
+       "        [1.53639303e-01, 1.12174729e+01, 8.43297595e+00]])}"
       ]
-    },
+     },
+     "execution_count": 196,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "res"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 197,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "res['R2']",
-      "execution_count": 197,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 197,
-          "data": {
-            "text/plain": "0.5985995381650879"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "0.5985995381650879"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "",
-      "execution_count": null,
-      "outputs": []
-    }
-  ],
-  "metadata": {
-    "kernelspec": {
-      "name": "python3",
-      "display_name": "Python 3",
-      "language": "python"
-    },
-    "language_info": {
-      "mimetype": "text/x-python",
-      "nbconvert_exporter": "python",
-      "name": "python",
-      "pygments_lexer": "ipython3",
-      "version": "3.5.4",
-      "file_extension": ".py",
-      "codemirror_mode": {
-        "version": 3,
-        "name": "ipython"
-      }
+     },
+     "execution_count": 197,
+     "metadata": {},
+     "output_type": "execute_result"
     }
+   ],
+   "source": [
+    "res['R2']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
   },
-  "nbformat": 4,
-  "nbformat_minor": 2
-}
\ No newline at end of file
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-II.ipynb" "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-II.ipynb"
index d051859..3900c73 100644
--- "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-II.ipynb"
+++ "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-II.ipynb"
@@ -1,539 +1,665 @@
 {
-  "cells": [
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "# Optimization with equality constraints"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import math\nimport numpy as np\nfrom scipy import optimize as opt",
-      "execution_count": 1,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "maximize $.4\\,\\log(x_1)+.6\\,\\log(x_2)$ s.t. $x_1+3\\,x_2=50$."
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "I = 50\np = np.array([1, 3])",
-      "execution_count": 2,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "U = lambda x: (.4*math.log(x[0])+.6*math.log(x[1]))",
-      "execution_count": 3,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x0 = (I/len(p))/np.array(p)",
-      "execution_count": 6,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "budget = ({'type': 'eq', 'fun': lambda x: I-np.sum(np.multiply(x, p))})",
-      "execution_count": 8,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "opt.minimize(lambda x: -U(x), x0, method='SLSQP', constraints=budget, tol=1e-08, \n                       options={'disp': True, 'ftol': 1e-08})",
-      "execution_count": 9,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Optimization terminated successfully.    (Exit mode 0)\n            Current function value: -2.5798439652115133\n            Iterations: 8\n            Function evaluations: 32\n            Gradient evaluations: 8\n",
-          "name": "stdout"
-        },
-        {
-          "output_type": "execute_result",
-          "execution_count": 9,
-          "data": {
-            "text/plain": "     fun: -2.5798439652115133\n     jac: array([-0.01999989, -0.06000018])\n message: 'Optimization terminated successfully.'\n    nfev: 32\n     nit: 8\n    njev: 8\n  status: 0\n success: True\n       x: array([20.00008839,  9.99997054])"
-          },
-          "metadata": {}
-        }
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Optimization with equality constraints"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import math\n",
+    "import numpy as np\n",
+    "from scipy import optimize as opt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "maximize $.4\\,\\log(x_1)+.6\\,\\log(x_2)$ s.t. $x_1+3\\,x_2=50$."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "I = 50\n",
+    "p = np.array([1, 3])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "U = lambda x: (.4*math.log(x[0])+.6*math.log(x[1]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x0 = (I/len(p))/np.array(p)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "budget = ({'type': 'eq', 'fun': lambda x: I-np.sum(np.multiply(x, p))})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.    (Exit mode 0)\n",
+      "            Current function value: -2.5798439652115133\n",
+      "            Iterations: 8\n",
+      "            Function evaluations: 32\n",
+      "            Gradient evaluations: 8\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "     fun: -2.5798439652115133\n",
+       "     jac: array([-0.01999989, -0.06000018])\n",
+       " message: 'Optimization terminated successfully.'\n",
+       "    nfev: 32\n",
+       "     nit: 8\n",
+       "    njev: 8\n",
+       "  status: 0\n",
+       " success: True\n",
+       "       x: array([20.00008839,  9.99997054])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def consumer(U, p, I):\n    budget = ({'type': 'eq', 'fun': lambda x: I-np.sum(np.multiply(x, p))})\n    x0 = (I/len(p))/np.array(p)\n    sol = opt.minimize(lambda x: -U(x), x0, method='SLSQP', constraints=budget, tol=1e-08, \n                       options={'disp': False, 'ftol': 1e-08})\n    if sol.status == 0:\n        return {'x': sol.x, 'V': -sol.fun, 'MgU': -sol.jac, 'mult': -sol.jac[0]/p[0]}\n    else:\n        return 0",
-      "execution_count": 16,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "consumer(U, p, I)",
-      "execution_count": 19,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 19,
-          "data": {
-            "text/plain": "{'MgU': array([0.01999989, 0.06000018]),\n 'V': 2.5798439652115133,\n 'mult': 0.01999989151954651,\n 'x': array([20.00008839,  9.99997054])}"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "opt.minimize(lambda x: -U(x), x0, method='SLSQP', constraints=budget, tol=1e-08, \n",
+    "                       options={'disp': True, 'ftol': 1e-08})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def consumer(U, p, I):\n",
+    "    budget = ({'type': 'eq', 'fun': lambda x: I-np.sum(np.multiply(x, p))})\n",
+    "    x0 = (I/len(p))/np.array(p)\n",
+    "    sol = opt.minimize(lambda x: -U(x), x0, method='SLSQP', constraints=budget, tol=1e-08, \n",
+    "                       options={'disp': False, 'ftol': 1e-08})\n",
+    "    if sol.status == 0:\n",
+    "        return {'x': sol.x, 'V': -sol.fun, 'MgU': -sol.jac, 'mult': -sol.jac[0]/p[0]}\n",
+    "    else:\n",
+    "        return 0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'MgU': array([0.01999989, 0.06000018]),\n",
+       " 'V': 2.5798439652115133,\n",
+       " 'mult': 0.01999989151954651,\n",
+       " 'x': array([20.00008839,  9.99997054])}"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "delta=.01",
-      "execution_count": 14,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "(consumer(U, p, I+delta)['V']-consumer(U, p, I-delta)['V'])/(2*delta)",
-      "execution_count": 17,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 17,
-          "data": {
-            "text/plain": "0.020000000351583225"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "consumer(U, p, I)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "delta=.01"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.020000000351583225"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "delta=.001",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "numerador = (consumer(U,p+np.array([delta, 0]), I)['V']-consumer(U,p+np.array([-delta, 0]), I)['V'])/(2*delta)",
-      "execution_count": 20,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "denominador = (consumer(U, p, I+delta)['V']-consumer(U, p, I-delta)['V'])/(2*delta)",
-      "execution_count": 21,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "-numerador/denominador",
-      "execution_count": 22,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 22,
-          "data": {
-            "text/plain": "20.000666372514335"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "(consumer(U, p, I+delta)['V']-consumer(U, p, I-delta)['V'])/(2*delta)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "delta=.001"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "numerador = (consumer(U,p+np.array([delta, 0]), I)['V']-consumer(U,p+np.array([-delta, 0]), I)['V'])/(2*delta)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "denominador = (consumer(U, p, I+delta)['V']-consumer(U, p, I-delta)['V'])/(2*delta)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "20.000666372514335"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Cost function"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# Production function\nF = lambda x: (x[0]**.8)*(x[1]**.2)",
-      "execution_count": 23,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "w = np.array([5, 4])",
-      "execution_count": 24,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "y = 1",
-      "execution_count": 25,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "constraint = ({'type': 'eq', 'fun': lambda x: y-F(x)})",
-      "execution_count": 26,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x0 = np.array([.5, .5])",
-      "execution_count": 30,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "cost = opt.minimize(lambda x: w@x, x0, method='SLSQP', constraints=constraint, tol=1e-08, \n                       options={'disp': True, 'ftol': 1e-08})",
-      "execution_count": 31,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Optimization terminated successfully.    (Exit mode 0)\n            Current function value: 7.886966805999761\n            Iterations: 8\n            Function evaluations: 33\n            Gradient evaluations: 8\n",
-          "name": "stdout"
-        },
-        {
-          "output_type": "stream",
-          "text": "/home/nbuser/anaconda3_420/lib/python3.5/site-packages/ipykernel/__main__.py:2: RuntimeWarning: invalid value encountered in double_scalars\n  from ipykernel import kernelapp as app\n",
-          "name": "stderr"
-        }
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "-numerador/denominador"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Cost function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Production function\n",
+    "F = lambda x: (x[0]**.8)*(x[1]**.2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "w = np.array([5, 4])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y = 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "constraint = ({'type': 'eq', 'fun': lambda x: y-F(x)})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x0 = np.array([.5, .5])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.    (Exit mode 0)\n",
+      "            Current function value: 7.886966805999761\n",
+      "            Iterations: 8\n",
+      "            Function evaluations: 33\n",
+      "            Gradient evaluations: 8\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/nbuser/anaconda3_420/lib/python3.5/site-packages/ipykernel/__main__.py:2: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  from ipykernel import kernelapp as app\n"
+     ]
+    }
+   ],
+   "source": [
+    "cost = opt.minimize(lambda x: w@x, x0, method='SLSQP', constraints=constraint, tol=1e-08, \n",
+    "                       options={'disp': True, 'ftol': 1e-08})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.9999999999996633"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "F(cost.x)",
-      "execution_count": 33,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 33,
-          "data": {
-            "text/plain": "0.9999999999996633"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "F(cost.x)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "     fun: 7.886966805999761\n",
+       "     jac: array([5., 4.])\n",
+       " message: 'Optimization terminated successfully.'\n",
+       "    nfev: 33\n",
+       "     nit: 8\n",
+       "    njev: 8\n",
+       "  status: 0\n",
+       " success: True\n",
+       "       x: array([1.26191469, 0.39434834])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "cost",
-      "execution_count": 34,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 34,
-          "data": {
-            "text/plain": "     fun: 7.886966805999761\n     jac: array([5., 4.])\n message: 'Optimization terminated successfully.'\n    nfev: 33\n     nit: 8\n    njev: 8\n  status: 0\n success: True\n       x: array([1.26191469, 0.39434834])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cost"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Exercise"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = 2\n",
+    "u = lambda c: -np.exp(-a*c)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "R = 2\n",
+    "Z2 = np.array([.72, .92, 1.12, 1.32])\n",
+    "Z3 = np.array([.86, .96, 1.06, 1.16])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def U(x):\n",
+    "    states = len(Z2)*len(Z3)\n",
+    "    U = u(x[0])\n",
+    "    \n",
+    "    for z2 in Z2:\n",
+    "        for z3 in Z3:\n",
+    "            U += (1/states)*u(x[1]*R+x[2]*z2+x[3]*z3)\n",
+    "    \n",
+    "    return U"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "p = np.array([1, 1, .5, .5])\n",
+    "I = 4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'MgU': array([0.08731231, 0.08730633, 0.04365353, 0.04365407]),\n",
+       " 'V': -0.13096546963056768,\n",
+       " 'mult': 0.08731230534613132,\n",
+       " 'x': array([2.43826386, 0.96156249, 0.40056072, 0.79978658])}"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Exercise"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "a = 2\nu = lambda c: -np.exp(-a*c)",
-      "execution_count": 15,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "R = 2\nZ2 = np.array([.72, .92, 1.12, 1.32])\nZ3 = np.array([.86, .96, 1.06, 1.16])",
-      "execution_count": 37,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def U(x):\n    states = len(Z2)*len(Z3)\n    U = u(x[0])\n    \n    for z2 in Z2:\n        for z3 in Z3:\n            U += (1/states)*u(x[1]*R+x[2]*z2+x[3]*z3)\n    \n    return U",
-      "execution_count": 57,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "p = np.array([1, 1, .5, .5])\nI = 4",
-      "execution_count": 35,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# a=1\nconsumer(U, p, I)",
-      "execution_count": 39,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 39,
-          "data": {
-            "text/plain": "{'MgU': array([0.08731231, 0.08730633, 0.04365353, 0.04365407]),\n 'V': -0.13096546963056768,\n 'mult': 0.08731230534613132,\n 'x': array([2.43826386, 0.96156249, 0.40056072, 0.79978658])}"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# a=1\n",
+    "consumer(U, p, I)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'MgU': array([1.46733761e-05, 1.62503376e-05, 6.30933317e-06, 7.55005789e-06]),\n",
+       " 'V': -4.5597092009686085e-06,\n",
+       " 'mult': 1.467337608573871e-05,\n",
+       " 'x': array([ 2.54778275, -0.03185392,  1.48407021,  1.48407214])}"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# a=5\nconsumer(U, p, I)",
-      "execution_count": 55,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 55,
-          "data": {
-            "text/plain": "{'MgU': array([1.46733761e-05, 1.62503376e-05, 6.30933317e-06, 7.55005789e-06]),\n 'V': -4.5597092009686085e-06,\n 'mult': 1.467337608573871e-05,\n 'x': array([ 2.54778275, -0.03185392,  1.48407021,  1.48407214])}"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# a=5\n",
+    "consumer(U, p, I)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'MgU': array([0.01213578, 0.01212819, 0.00606456, 0.00606509]),\n",
+       " 'V': -0.009099936642525175,\n",
+       " 'mult': 0.012135779834352434,\n",
+       " 'x': array([2.55237217, 1.15077956, 0.19958579, 0.39411074])}"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# a=2\nconsumer(U, p, I)",
-      "execution_count": 58,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 58,
-          "data": {
-            "text/plain": "{'MgU': array([0.01213578, 0.01212819, 0.00606456, 0.00606509]),\n 'V': -0.009099936642525175,\n 'mult': 0.012135779834352434,\n 'x': array([2.55237217, 1.15077956, 0.19958579, 0.39411074])}"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# a=2\n",
+    "consumer(U, p, I)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = np.arange(0.0, 2.0, 0.01)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f72504ab860>]"
       ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import matplotlib.pyplot as plt",
-      "execution_count": 3,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x = np.arange(0.0, 2.0, 0.01)",
-      "execution_count": 6,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "a = 2\nu = lambda c: -np.exp(-a*c)\nplt.plot(x, u(x))",
-      "execution_count": 12,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 12,
-          "data": {
-            "text/plain": "[<matplotlib.lines.Line2D at 0x7f72504ab860>]"
-          },
-          "metadata": {}
-        },
-        {
-          "output_type": "display_data",
-          "data": {
-            "image/png": 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cv2wd24sq+cN1M/m7KYO9LklEwiiou26Y2UAzW21muwLPaSdpm2pmhWb2+2D6lOBV1DXxrYfXsaOoivuvP1PBLxKDgr3l0p3AGufcOGBN4HVHfgm8FWR/EqSahmZufORDdhyu5P7rz+SiiVlelyQiHgg2/BcCywPTy4GvtNfIzM4EsoBXg+xPglDf5OPm5evZFBjj1523RGJXsOGf5ZwrAgg8fy5NzKwX8Bvgx0H2JUFoaPax5LENrNtbxn9deQaXfEEHd0ViWacHfM3sNaC9QeGlXezjduAl51xBZ98WNbMlwBKAnJycLn68dKbJ18J3n/yYt3eW8OuvT9PpnCLSefg75+Z3tMzMis0s2zlXZGbZwJF2ms0DzjWz24F+QIKZVTvnPnd8wDn3APAAQG5uruvqP0I65pzjJ89+wuptxfzLl6dw5Sx9gUtEgj/VcxWwCLg78LyybQPn3HXHp81sMZDbXvBLaNz9tx0891EhdywYz6KzRnpdjohEiGDH/O8GFpjZLmBB4DVmlmtmDwVbnATnoXfyuf+tfK6fO4LvXTTW63JEJIKYc5E5upKbm+vy8vK8LiNqvfBxIT9YsZFLpw7mnmtm6rLMIjHCzDY453I7axfsnr9EoLd2lvAPf97EvNGD+O1V0xX8IvI5Cv8eZtuhSm5/fAPjs1K4/4YzSYzTHbhE5PMU/j1IcWU9Ny9fT2qfeB65cRapSfFelyQiEUrh30PUNjZz8/L1VNY18fCiWWSlJnldkohEMF3VswfwtTi+/9RGth2q5KFFuUwekup1SSIS4bTn3wPc/fJ2Vm8r5ueXT9aF2kSkSxT+Ue6pDw/w4Dt7WTRvBIvPHuV1OSISJRT+UWzD/jJ+tnIL545L52eXT/a6HBGJIgr/KFVcWc9tj3/EkAF9uOeaGcT11o9SRLpOB3yjUEOzj9se30BNQzOP3zyHAX0TvC5JRKKMwj/KOOf4+Qtb+fjAMe67biYTBqd4XZKIRCGNFUSZx9cdYEVeAd+5cAxfmqobsojI6VH4R5GPDpTzL6u2cuGEDO5YMMHrckQkiin8o0R5TSPfe/JjBvdP4r+vmqGLtYlIUDTmHwVaWhx3PL2RkqoGnvn2PPr31TV7RCQ42vOPAve/nc8bn5aw9LJJTBs2wOtyRKQHUPhHuA/3lvGfr37KZVOzuWHeCK/LEZEeQuEfwUqrG/jenz5ieFof7v76VMw0zi8i3UPhH6FaWhw/enoT5bVN/OG6M0nRtflFpBsp/CPU8g/28dbOEn522SRdollEup3CPwLtOFzJv728gy9OzORbczXOLyLdT+EfYeqbfHz/TxtJTYrn378xTeP8IhISOs8/wtz98g4+La7ijzfOIr1fotfliEgPpT3/CPLGjiP88f193Hj2SC6YkOl1OSLSgyn8I8TR6gZ+/MwmJg5O4SeXTPS6HBHp4TTsEwGcc/z0hS1U1jXzxC1zSYrv7XVJItLDac8/Arz4SREvbznMDxaM0/X5RSQsFP4eO1JVz89WbuGM4QNYcu5or8sRkRih8PeQc46fPr+F2kYfv/nmNN2HV0TCRmnjoVWbDvHqtmJ+tGA8YzM13CMi4aPw98iRynp+vnIrM3IGcIuGe0QkzBT+HnDO8U/Pb6G+ycd/fvMM3ZVLRMIuqPA3s4FmttrMdgWe0zpol2Nmr5rZdjPbZmYjg+k32v1ty2Fe217MHQvGMyajn9fliEgMCnbP/05gjXNuHLAm8Lo9jwL/4ZybBMwGjgTZb9SqqGvirlVbmZydys3njPK6HBGJUcGG/0JgeWB6OfCVtg3MbDIQ55xbDeCcq3bO1QbZb9T69d92UFrdwN1fn6qze0TEM8GmT5Zzrggg8NzeBWnGA8fM7Dkz+9jM/sPM2v0Kq5ktMbM8M8srKSkJsrTIs35fGU+sO8CNZ4/SvXhFxFOdXt7BzF4DBrezaOkp9HEuMAM4AKwAFgMPt23onHsAeAAgNzfXdfHzo0JDs4//99xmhg7owx0LxntdjojEuE7D3zk3v6NlZlZsZtnOuSIzy6b9sfyDwMfOufzAe14A5tJO+Pdk97+Vz+4j1TyyeBbJibqkkoh4K9hhn1XAosD0ImBlO23WA2lmlhF4fRGwLch+o0p+STW/f303l03L5sKJulSziHgv2PC/G1hgZruABYHXmFmumT0E4JzzAf8ArDGzzYABDwbZb9RwznHXqq0kxvXirisme12OiAgQ5CWdnXNHgS+2Mz8PuKXV69XAtGD6ilavbD3MO7tKueuKyWSmJHldjogIoG/4hlRdo49fvridiYNTuF43YheRCKIjjyH0hzd3U3isjhVL5uqcfhGJKEqkENlXWsP9b+WzcPoQ5owe5HU5IiInUPiHyC9f3EZ8b+OfLp3kdSkiIp+j8A+BNduLWbPjCN+fP46sVB3kFZHIo/DvZg3NPn7x4jbGZCSz+CxduE1EIpMO+HazR9/fz/6jtTx602wS4vS7VUQik9KpG5XVNPK713dxwYQMzhuf0fkbREQ8ovDvRr9bs4vaRh9LdZBXRCKcwr+b7Cmp5vG1+7l61nDGZelm7CIS2RT+3eTfXtpBUnxvfqjLNYtIFFD4d4P395Ty2vZibr9wDOn9Er0uR0SkUwr/IPlaHP/64naGDujDTWfr1E4RiQ4K/yA9/3Eh24oq+cmXJpIU3+7dKUVEIo7CPwj1TT5+u3onZwzrzxXTsr0uR0SkyxT+QXhi3QEKj9Xxj5dMxMy8LkdEpMsU/qepuqGZe9/YzdljB3H22HSvyxEROSUK/9P08Dt7Katp5McXT/S6FBGRU6bwPw1lNY08+E4+F0/JYvrwAV6XIyJyyhT+p+G+N3dT29jMP/zdBK9LERE5LQr/U3ToWB3LP9jPV2cM02UcRCRqKfxP0e/W7AIHP5g/zutSREROm8L/FOwrreHPGw5y7Zwchg/s63U5IiKnTeF/Cu55fTdxvYzbLxzjdSkiIkFR+HfRvtIaXthYyLfmjiAzRfflFZHopvDvot+/4d/rv/X80V6XIiISNIV/F+w/WsPzHxdy7Zwc7fWLSI+g8O+CewN7/d8+X2P9ItIzKPw7UVBWy3MfFXLN7BwyU7XXLyI9g8K/E/e+sZtevYxvX6C9fhHpORT+J1FQVsszGw5y7ewcsrTXLyI9SFDhb2YDzWy1me0KPKd10O7XZrbVzLab2e8sSi5+/4c399DLjNs01i8iPUywe/53Amucc+OANYHXJzCzs4CzgWnAF4BZwPlB9htyxZX1PLvhIFfOGsbg/trrF5GeJdjwXwgsD0wvB77SThsHJAEJQCIQDxQH2W/ILXt3Lz7nuPU87fWLSM8TbPhnOeeKAALPmW0bOOc+AN4AigKPV5xz24PsN6Qqapt4fO1+Lp+WrWv4iEiPFNdZAzN7DRjczqKlXenAzMYCk4BhgVmrzew859zb7bRdAiwByMnJ6crHh8Tj6/ZT0+jTXr+I9Fidhr9zbn5Hy8ys2MyynXNFZpYNHGmn2VeBtc656sB7XgbmAp8Lf+fcA8ADALm5ua5r/4TuVd/kY9m7e7lgQgaTh6R6UYKISMgFO+yzClgUmF4ErGynzQHgfDOLM7N4/Ad7I3bY5895BRytadS3eUWkRws2/O8GFpjZLmBB4DVmlmtmDwXaPAPsATYDm4BNzrm/BNlvSDT7Wrj/7Xxm5gxg9qiBXpcjIhIynQ77nIxz7ijwxXbm5wG3BKZ9wK3B9BMuf91cxMHyOu66YgpR8lUEEZHTom/4BjjnuO/NPYzL7McXJ37upCURkR5F4R/w5s4Sdhyu4tbzx9Crl/b6RaRnU/gHPPzOXrJSE/nyGUO8LkVEJOQU/sCnh6t4d3cpN8wbSUKcVomI9HxKOvyXckiK78W1s737YpmISDjFfPiXVjfw/MZCvjZzGGnJCV6XIyISFjEf/k+sPUBjcws3nT3K61JERMImpsO/odnHY2v3c8GEDMZm9vO6HBGRsInp8F+18RCl1Q3cfI72+kUktsRs+DvnWPbePiZkpXDO2HSvyxERCauYDf8P8o+yvaiSm84ZqUs5iEjMidnwX/buXgYlJ7Bw+lCvSxERCbuYDP+CslrW7DjCtXNySIrv7XU5IiJhF5Ph//i6/fQy49o5+lKXiMSmmAv/+iYfT68vYMGkLLL79/G6HBERT8Rc+L+0uYjy2iaunzfC61JERDwTc+H/6Af7GZ2RzFljBnldioiIZ2Iq/DcfrGBjwTGunztCp3eKSEyLqfB/fO1++sT35mszh3ldioiIp2Im/Ctqm1i5qZCvzBhK/z7xXpcjIuKpmAn/P28ooL6phW/N1emdIiIxEf4tLY4n1h3gzBFpTBnS3+tyREQ8FxPh/96eUvaW1nCDTu8UEQFiJPyfXHeAgckJXPKFwV6XIiISEXp8+JdWN7B6WzFfnzmUxDhdx0dEBGIg/J/dcJDmFsdVs4Z7XYqISMTo0eHvnGPF+gJyR6QxNjPF63JERCJGjw7/9fvKyS+t4erZOr1TRKS1Hh3+T60/QEpiHJdO1YFeEZHWemz4V9Q18dLmIr48fQh9E+K8LkdEJKL02PBftbGQ+qYWrp6lIR8RkbaCCn8z+6aZbTWzFjPLPUm7S8zsUzPbbWZ3BtNnVz21voDJ2al8YWhqOLoTEYkqwe75bwG+BrzdUQMz6w3cC3wJmAxcY2aTg+z35EUVVrD1UCVXzx6uSzeLiLQjqMFw59x2oLOAnQ3sds7lB9o+BSwEtgXT98k8tf4AiXG9WHjG0FB1ISIS1cIx5j8UKGj1+mBgXkjUNfpY+fEhLpuaTf++unSziEh7Ot3zN7PXgPbOlVzqnFvZhT7a+7PAddDXEmAJQE7O6R2oraxv4oKJmVwzRwd6RUQ60mn4O+fmB9nHQaD1tRWGAYc66OsB4AGA3Nzcdn9BdCYrNYl7rplxOm8VEYkZ4Rj2WQ+MM7NRZpYAXA2sCkO/IiLSgWBP9fyqmR0E5gF/NbNXAvOHmNlLAM65ZuC7wCvAduBp59zW4MoWEZFgBHu2z/PA8+3MPwRc2ur1S8BLwfQlIiLdp8d+w1dERDqm8BcRiUEKfxGRGKTwFxGJQQp/EZEYZM6d1nepQs7MSoD9QXxEOlDaTeV0J9V1aiK1Lojc2lTXqYnUuuD0ahvhnMvorFHEhn+wzCzPOdfhZaa9orpOTaTWBZFbm+o6NZFaF4S2Ng37iIjEIIW/iEgM6snh/4DXBXRAdZ2aSK0LIrc21XVqIrUuCGFtPXbMX0REOtaT9/xFRKQDURf+nd0M3swSzWxFYPk6MxvZatn/C8z/1MwuDnNdd5jZNjP7xMzWmNmIVst8ZrYx8Oj2y113obbFZlbSqoZbWi1bZGa7Ao9FYa7rt61q2mlmx1otC9k6M7NlZnbEzLZ0sNzM7HeBuj8xs5mtloVyfXVW13WBej4xs/fN7IxWy/aZ2ebA+soLc10XmFlFq5/Xz1stO+k2EOK6ftyqpi2BbWpgYFko19dwM3vDzLab2VYz+347bUK/jTnnouYB9Ab2AKOBBGATMLlNm9uB/w1MXw2sCExPDrRPBEYFPqd3GOu6EOgbmP728boCr6s9XmeLgd+3896BQH7gOS0wnRauutq0/x6wLEzr7DxgJrClg+WXAi/jv0vdXGBdqNdXF+s663h/wJeO1xV4vQ9I92h9XQC8GOw20N11tWl7BfB6mNZXNjAzMJ0C7Gzn/2TIt7Fo2/P/7GbwzrlG4PjN4FtbCCwPTD8DfNHMLDD/Kedcg3NuL7A78Hlhqcs594Zzrjbwci3+O5qFQ1fWWUcuBlY758qcc+XAauASj+q6BvhTN/V9Us65t4GykzRZCDzq/NYCA8wsm9Cur07rcs69H+gXwriNdWF9dSSYbbO76wrn9lXknPsoMF2F/z4nbe9rHvJtLNrCvys3g/+sjfPfSKYCGNTF94ayrtZuxv9b/bgkM8szs7Vm9pVuqulUa/t64M/LZ8zs+G03I2KdBYbIRgGvt5odynXWmY5qD+X6OlVttzEHvGpmG8x/r+xwm2dmm8zsZTObEpgXEevLzPriD9BnW80Oy/oy/7D0DGBdm0Uh38aCupmLB7pyM/iO2nT5RvKn4VRuUv8tIBc4v9XsHOfcITOPbVw3AAACoklEQVQbDbxuZpudc3vCWNtfgD855xrM7Db8fzld1MX3hrKu464GnnHO+VrNC+U664wX21iXmdmF+MP/nFazzw6sr0xgtZntCOwZh8NH+C85UG1mlwIvAOOIkPWFf8jnPedc678SQr6+zKwf/l84P3DOVbZd3M5bunUbi7Y9/67cDP6zNmYWB/TH/6dfl28kH6K6MLP5wFLgy865huPznf/OZzjn8oE38e8JdJdOa3POHW1Vz4PAmV19byjrauVq2vxJHuJ11pmOag/l+uoSM5sGPAQsdM4dPT6/1fo6gv/ue9015Nkp51ylc646MP0SEG9m6UTA+go42fYVkvVlZvH4g/8J59xz7TQJ/TYWigMaoXrg/0slH/8QwPEDRFPatPkOJx7wfTowPYUTD/jm030HfLtS1wz8B7fGtZmfBiQGptOBXXTvQa+u1JbdavqrwFr3fweX9gZqTAtMDwxXXYF2E/AffLNwrbPA546k4wOYl3HiwbgPQ72+ulhXDv5jWWe1mZ8MpLSafh+4JIx1DT7+88MfogcC665L20Co6gosP75zmByu9RX4tz8K/PdJ2oR8G+u2lRyuB/6j4DvxB+nSwLxf4N+bBkgC/hz4T/AhMLrVe5cG3vcp8KUw1/UaUAxsDDxWBeafBWwObPibgZs9WGf/BmwN1PAGMLHVe28KrMvdwI3hrCvw+p+Bu9u8L6TrDP9eYBHQhH9P62bgNuC2wHID7g3UvRnIDdP66qyuh4DyVttYXmD+6MC62hT4OS8Nc13fbbV9raXVL6f2toFw1RVosxj/iSCt3xfq9XUO/qGaT1r9rC4N9zamb/iKiMSgaBvzFxGRbqDwFxGJQQp/EZEYpPAXEYlBCn8RkRik8BcRiUEKfxGRGKTwFxGJQf8fac4WI+UpNtgAAAAASUVORK5CYII=\n",
-            "text/plain": "<matplotlib.figure.Figure at 0x7f725053ea58>"
-          },
-          "metadata": {}
-        }
+     "data": {
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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f725053ea58>"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "a = -2\nplt.plot(x, u(x))",
-      "execution_count": 16,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 16,
-          "data": {
-            "text/plain": "[<matplotlib.lines.Line2D at 0x7f724d2a1668>]"
-          },
-          "metadata": {}
-        },
-        {
-          "output_type": "display_data",
-          "data": {
-            "image/png": 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\n",
-            "text/plain": "<matplotlib.figure.Figure at 0x7f724d2824e0>"
-          },
-          "metadata": {}
-        }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "a = 2\n",
+    "u = lambda c: -np.exp(-a*c)\n",
+    "plt.plot(x, u(x))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f724d2a1668>]"
       ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "markdown",
-      "source": "# Optimization with inequality constraints"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "f = lambda x: -x[0]**3+x[1]**2-2*x[0]*(x[2]**2)",
-      "execution_count": 13,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "constraints =({'type': 'eq', 'fun': lambda x: 2*x[0]+x[1]**2+x[2]-5}, \n              {'type': 'ineq', 'fun': lambda x: 5*x[0]**2-x[1]**2-x[2]-2})",
-      "execution_count": 8,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "constraints =({'type': 'eq', 'fun': lambda x: x[0]**3-x[1]})",
-      "execution_count": 10,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x0 = np.array([.5, .5, 2])\nopt.minimize(f, x0, method='SLSQP', constraints=constraints, tol=1e-08, \n                       options={'disp': True, 'ftol': 1e-08})",
-      "execution_count": 18,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Optimization terminated successfully.    (Exit mode 0)\n            Current function value: -19.000000000000256\n            Iterations: 11\n            Function evaluations: 56\n            Gradient evaluations: 11\n",
-          "name": "stdout"
-        },
-        {
-          "output_type": "execute_result",
-          "execution_count": 18,
-          "data": {
-            "text/plain": "     fun: -19.000000000000256\n     jac: array([-21.,   0., -12.])\n message: 'Optimization terminated successfully.'\n    nfev: 56\n     nit: 11\n    njev: 11\n  status: 0\n success: True\n       x: array([ 1.0000000e+00, -2.6438182e-09,  3.0000000e+00])"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "image/png": 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VkUg0ojCTZ26YQnpyAlc+sID5G2q8LkkOoadb+K8BY51z44E1wK0AZjYamAmMAc4D7jYzHcoX6aUG5aXz7A1TKcxO4csPL+SNVbu8Lkm60KPAd8696pxr97+dDxT7u2cATzrnWpxzG4F1wOSetCUika0wO4WnZp1EWb8MvvZoha7KjUDB3Id/LfCSv7sI2BowrNLfT0R6sbyMZJ742kmMLcrmG49/oNCPMN0GvpnNMbNlXbxmBIxzG9AOPH6gVxcf1eVleWY2y8wqzKyiurr6WL6DiESQrJREHr1uskI/AnUb+M65s51zY7t4/QPAzL4MfAG4yn1yg41KoCTgY4qBqkN8/v3OuXLnXHl+fn7Pvo2IRIQDoT+uWKEfSXp6ls55wA+B6c65wCsvZgMzzSzZzAYDZcDCnrQlItElKyWRR65V6EeSnu7D/wOQCbxmZh+Z2b0AzrnlwNPACuBl4EbnnB6bIxJjslISedQf+jc98SHvrNVuWy9ZJN3mtLy83FVUVHhdhogEWV1jGzMfmM+m3fv5y3WTKS/N9bqkXsXMFjnnyrsbT1faikjIZaf5tvT7Z6fw1T+/z7JtdV6XFJMU+CISFvmZyTx2/YlkpSRyzcMLWberweuSYo4CX0TCZkBOKo9dfyJxZnzpwQVU7tVdNsNJgS8iYTW4bzp/uW4y+1vb+cqf3qe2UffTDxcFvoiE3aj+WTxwTTlbahqZ9egimtt0El84KPBFxBMnDcnjt5dPYOGmPXzn6Y/0jNww0DNtRcQzXxg/gB11zfzXiyspyFzBTy8cjVlXd2aRYFDgi4inrj91CNvrmnno3Y0MyElh1mlDvS6p11Lgi4jnbrtgFDv2NfM/L61iUF46544p9LqkXkn78EXEc3Fxxm8uncD44hxueeojllfpwqxQUOCLSERISYzngasnkZ2ayNceqWBXfbPXJfU6CnwRiRgFWSk8cE05exvbdLpmCCjwRSSijC3K5o7Lj+OjrbX84NklRNINHqOdAl9EIs55Ywv5/rkjmL24irvfXO91Ob2GAl9EItI3zhjKhRMG8P9eXc3ba3Qf/WBQ4ItIRDIz/vficQwvyOTmJz9k6x7daK2nFPgiErHSkhK47+pJdHQ6bnhMB3F7SoEvIhGttG86d15+HMur9nHb35fpIG4PKPBFJOKdNaof3zqrjL99UMljC7Z4XU7UUuCLSFT41lllTBuRz8+fX86Sylqvy4lKCnwRiQpxccYdlx9HfkYyNz3xIfua27wuKeoo8EUkauSkJfH7K49nW20Ttz63VPvzj5ICX0SiyqRBuXzvnBG8uGQ7TyzU/vyjocAXkajz76cN4bTh+fzs+RWs3L7P63KihgJfRKJOXJzx28smkJOayI1PfMD+lnavS4oKCnwRiUp9M5K5c+ZxbNy9n9tnL/e6nKigwBeRqDV1aF9uPGMYzyyq5OVl270uJ+Ip8EUkqn3r7DLGFWVz63NL2bVPD005HAW+iES1xPg47rh8Ao2tHfzgb7p//uH0KPDN7D/NbImZfWRmr5rZAH9/M7O7zGydf/jE4JQrIvJZwwoy+fEFo3hzdbVuvXAYPd3C/7Vzbrxz7jjgBeAn/v7nA2X+1yzgnh62IyJyWNdMGcRpw/P5xYsrWF/d4HU5EalHge+cCzwBNh048FtqBvCo85kP5JhZ/560JSJyOGbGry8ZT0piPLc89RFtHZ1elxRxerwP38x+YWZbgav4ZAu/CNgaMFqlv19X088yswozq6iu1lNtROTY9ctK4b8vGseSyjruf3uD1+VEnG4D38zmmNmyLl4zAJxztznnSoDHgZsOTNbFR3V5JMU5d79zrtw5V56fn3+s30NEBIALxvXn8+P787s5a1mzs97rciJKt4HvnDvbOTe2i9c/Dhr1CeBif3clUBIwrBioCk7JIiKH97PpY8hISeD7zy6ho1Nn7RzQ07N0ygLeTgdW+btnA9f4z9Y5CahzzumqCBEJi74Zydw+fQyLt9by0LvatXNAQg+n/6WZjQA6gc3ADf7+/wQuANYBjcBXe9iOiMhRuXB8f55fXMVvXl3D2aP6MSQ/w+uSPGeRdJFCeXm5q6io8LoMEekldu1r5uzfvsWIwkyemjWFuLiuDi9GPzNb5Jwr7248XWkrIr1WQVYKP7lwDO9v2ssj8zZ5XY7nFPgi0qtdPLGI04fn8+tXVlNV2+R1OZ5S4ItIr2Zm/NcXx9LpHD97PrZvo6zAF5FeryQ3jZvPKuOV5TuZs2Kn1+V4RoEvIjHha6cOYXi/DH46ezmNrbH5hCwFvojEhMT4OH5x0Ti21Tbxu3+t9bocTyjwRSRmnFCay+XlJTz0zkZW7Yi9h58r8EUkpvzo/JFkpSby4+eW0hljt11Q4ItITOmTnsSPLxjFB1tqeWbR1u4n6EUU+CIScy6eWET5oD786uXV1DW1eV1O2CjwRSTmmBm3Tx/DnsZW7oqhA7gKfBGJSWOLspl5QgmPzN3Eul2xcd98Bb6IxKzvnTOC1KR4fvb8CiLpRpKhosAXkZiVl5HMLWcP5521u5mzcpfX5YScAl9EYtrVUwZRVpDBf76wgua2Dq/LCSkFvojEtMT4OH5y4Wi27GnkoXc3el1OSCnwRSTmnVqWzzmj+/HHN9axq77Z63JCRoEvIgLcesEoWts7uXNO7z1NU4EvIgIM7pvOl04axFPvb+21p2kq8EVE/L555jDSEuP55UurvS4lJBT4IiJ+eRnJ3HDGUOas3MmCDTVelxN0CnwRkQDXnjyYwqwU/vufK3vdxVgKfBGRAKlJ8Xz3nOEsrqzjhSXbvS4nqBT4IiIH+beJxYwszORXr6yipb33XIylwBcROUh8nHHrBaPYuqeJx+Zv8bqcoFHgi4h04fTh+Uwdmsfdb6xjf0vveOi5Al9E5BC+d+4Iava38ue5m7wuJSgU+CIihzBxYB/OGlnAfW+t7xVPxgpK4JvZ98zMmVlf/3szs7vMbJ2ZLTGzicFoR0Qk3L5zznD2Nbfz0DsbvC6lx3oc+GZWAnwOCDyycT5Q5n/NAu7paTsiIl4YMyCbz4/rz0PvbqSmocXrcnokGFv4dwA/AAKvUJgBPOp85gM5ZtY/CG2JiITdLZ8ro6mtg/veju6t/B4FvplNB7Y55xYfNKgI2BrwvtLfT0Qk6gwryOSLxxfxyNxN7NwXvbdP7jbwzWyOmS3r4jUDuA34SVeTddGvy2uUzWyWmVWYWUV1dfXRVS8iEibfPms4HZ2OP76xzutSjlm3ge+cO9s5N/bgF7ABGAwsNrNNQDHwgZkV4tuiLwn4mGKg6hCff79zrtw5V56fn9/T7yMiEhID89K47IQS/rpwC9tqm7wu55gc8y4d59xS51yBc67UOVeKL+QnOud2ALOBa/xn65wE1DnnetdNKUQk5tw0bRgA97653uNKjk2ozsP/J75fAOuAB4BvhKgdEZGwGZCTyiWTinmqYmtU7ssPWuD7t/R3+7udc+5G59xQ59w451xFsNoREfHS108fRken4763ou+MHV1pKyJyFAbmpfHF44p4YuFmdkfZefkKfBGRo/SNaUNpae/kwXc2el3KUVHgi4gcpaH5GXxh/AD+Mm8Te/e3el3OEVPgi4gcg5umDWN/awd/ei96tvIV+CIix2BEYSbnjSnkT3M3sa85Ou6kqcAXETlGN505jPrmdh55b5PXpRwRBb6IyDEaW5TNtBH5/GnuJprbIv/Ztwp8EZEeuOH0oezZ38oziyq9LqVbCnwRkR6YPDiXCSU5PPjOBjo6u7xHZMRQ4IuI9ICZccNpQ9hc08iry3d4Xc5hKfBFRHronDGFlOalce/bG3AucrfyFfgiIj0UH2dcd+oQFm+tZeHGPV6Xc0gKfBGRILh0UjF56UkR/RhEBb6ISBCkJMZzzZRSXl+1izU7670up0sKfBGRILlmyiBSE+O5P0K38hX4IiJB0ic9icvKi/nHR9vYURd5D0hR4IuIBNH1pw6ho9Pxl/mbvC7lMxT4IiJBVJKbxtmj+vHEgi0Rd7sFBb6ISJB95eRS9ja2MfujKq9L+RQFvohIkE0ZksfIwkwefm9jRF2IpcAXEQkyM+OrJ5eyakc98zdEzoVYCnwRkRCYcVwRfdIS+fPcyHkilgJfRCQEUhLjuWLyQF5bsZOtexq9LgdQ4IuIhMzVUwZhZjw6b5PXpQAKfBGRkOmfncp5Ywt58v2t7G9p97ocBb6ISChde3Ip9c3tPPfhNq9LUeCLiITSxIF9GF+czZ8j4BRNBb6ISAiZGVefNIj11ftZ4PG98hX4IiIhduGEAWSlJPDY/M2e1tGjwDez281sm5l95H9dEDDsVjNbZ2arzezcnpcqIhKdUhLjuWRSCa8s30F1fYtndQRjC/8O59xx/tc/AcxsNDATGAOcB9xtZvFBaEtEJCpdeeJA2joczyza6lkNodqlMwN40jnX4pzbCKwDJoeoLRGRiDesIIMpQ/J4YsEWOjq9OXgbjMC/ycyWmNnDZtbH368ICFyNVfr7iYjErKtOGkjl3ibeXlvtSfvdBr6ZzTGzZV28ZgD3AEOB44DtwG8OTNbFR3W5SjOzWWZWYWYV1dXezAQRkXA4Z3QhfTOSeXz+Fk/aT+huBOfc2UfyQWb2APCC/20lUBIwuBjo8sbQzrn7gfsBysvLI+c+oiIiQZaUEMflJxRzz5vr2VbbRFFOaljb7+lZOv0D3l4ELPN3zwZmmlmymQ0GyoCFPWlLRKQ3mHnCQBzw1MLwb+X3dB/+r8xsqZktAaYBtwA455YDTwMrgJeBG51zkfWsLxERD5TkpnHG8HyefH8rbR2dYW27R4HvnLvaOTfOOTfeOTfdObc9YNgvnHNDnXMjnHMv9bxUEZHe4UsnDWJXfQtzVuwMa7u60lZEJMzOGFFA/+wUnnw/vOfkK/BFRMIsPs64dFIxb6+tpqq2KWztKvBFRDxwaXkJzsGziyrD1qYCX0TEAyW5aZw8LI+nK7bSGaYrbxX4IiIeuay8hMq9TcxdXxOW9hT4IiIeOXdMIdmpiTxVEZ6Dtwp8ERGPpCTG88XjBvDK8h3UNraGvD0FvoiIhy47oYTW9k7+LwzPvFXgi4h4aMyAbKZPGECf9KSQt9XtzdNERCS07rri+LC0oy18EZEYocAXEYkRCnwRkRihwBcRiREKfBGRGKHAFxGJEQp8EZEYocAXEYkR5lx4bst5JMysGth8jJP3BXYHsZxgitTaVNfRidS6IHJrU11H51jrGuScy+9upIgK/J4wswrnXLnXdXQlUmtTXUcnUuuCyK1NdR2dUNelXToiIjFCgS8iEiN6U+Df73UBhxGptamuoxOpdUHk1qa6jk5I6+o1+/BFROTwetMWvoiIHEZUBL6ZnWdmq81snZn9qIvhyWb2lH/4AjMrDRh2q7//ajM7N8x1fcfMVpjZEjP7l5kNChjWYWYf+V+zw1zXV8ysOqD96wOGfdnM1vpfXw5mXUdY2x0Bda0xs9qAYSGZZ2b2sJntMrNlhxhuZnaXv+YlZjYxYFio51d3tV3lr2mJmc01swkBwzaZ2VL//KoIc11nmFldwL/XTwKGHXYZCHFd3w+oaZl/mcr1Dwvl/CoxszfMbKWZLTezb3UxTuiXM+dcRL+AeGA9MARIAhYDow8a5xvAvf7umcBT/u7R/vGTgcH+z4kPY13TgDR/99cP1OV/3+Dh/PoK8Icups0FNvj/9vF39wlnbQeN/03g4TDMs9OAicCyQwy/AHgJMOAkYEE45tcR1jb1QJvA+Qdq87/fBPT1aJ6dAbzQ02Ug2HUdNO6FwOthml/9gYn+7kxgTRf/L0O+nEXDFv5kYJ1zboNzrhV4Ephx0DgzgEf83c8CZ5mZ+fs/6Zxrcc5tBNb5Py8sdTnn3nDONfrfzgeKg9R2j+o6jHOB15xze5xze4HXgPM8rO0K4K9BbL9Lzrm3gT2HGWUG8KjzmQ/kmFl/Qj+/uq3NOTfX3zaEbxk7knl2KD1ZPoNdV1iWLwDn3Hbn3Af+7npgJVB00GghX86iIfCLgK0B7yv57Iz6eBznXDtQB+Qd4bShrCvQdfjW3gekmFmFmc03sy8Gqaajqeti/8/GZ82s5CinDXVt+Hd/DQZeD+jacoFUAAADAElEQVQdqnnWnUPVHer5dbQOXsYc8KqZLTKzWR7UM8XMFpvZS2Y2xt8vIuaZmaXhC82/BfQOy/wy3y7n44EFBw0K+XIWDc+0tS76HXxq0aHGOZJpj9URf7aZfQkoB04P6D3QOVdlZkOA181sqXNufZjqeh74q3OuxcxuwPfr6MwjnDbUtR0wE3jWOdcR0C9U86w7XixfR8XMpuEL/FMCep/sn18FwGtmtsq/BRwOH+C73L/BzC4A/g8oI3Lm2YXAe865wF8DIZ9fZpaBbyXzbefcvoMHdzFJUJezaNjCrwRKAt4XA1WHGsfMEoBsfD/rjmTaUNaFmZ0N3AZMd861HOjvnKvy/90AvIlvjR+WupxzNQG1PABMOtJpQ11bgJkc9HM7hPOsO4eqO9Tz64iY2XjgQWCGc67mQP+A+bUL+DvB253ZLefcPudcg7/7n0CimfUlQuYZh1++QjK/zCwRX9g/7px7rotRQr+cheIARTBf+H6FbMD38/7AQZ4xB41zI58+aPu0v3sMnz5ou4HgHbQ9krqOx3eAquyg/n2AZH93X2AtQTpwdYR19Q/ovgiY7z45OLTRX18ff3duOP8t/eONwHcAzcIxz/yfWcqhD0B+nk8fTFsYjvl1hLUNxHdsaupB/dOBzIDuucB5Yayr8MC/H77g3OKff0e0DISqLv/wAxuE6eGaX/7v/ihw52HGCflyFtQFM1QvfEev1+ALz9v8/X6Ob6sZIAV4xr/gLwSGBEx7m3+61cD5Ya5rDrAT+Mj/mu3vPxVY6l/YlwLXhbmu/wGW+9t/AxgZMO21/vm4DvhquP8t/e9vB3550HQhm2f4tvS2A234tqauA24AbvAPN+CP/pqXAuVhnF/d1fYgsDdgGavw9x/in1eL/f/Wt4W5rpsClrH5BKyQuloGwlWXf5yv4DuZI3C6UM+vU/DthlkS8G91QbiXM11pKyISI6JhH76IiASBAl9EJEYo8EVEYoQCX0QkRijwRURihAJfRCRGKPBFRGKEAl9EJEb8fxanBLSqqPI7AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f724d2824e0>"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "",
-      "execution_count": null,
-      "outputs": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
-  ],
-  "metadata": {
-    "kernelspec": {
-      "name": "python3",
-      "display_name": "Python 3",
-      "language": "python"
-    },
-    "language_info": {
-      "mimetype": "text/x-python",
-      "nbconvert_exporter": "python",
-      "name": "python",
-      "file_extension": ".py",
-      "version": "3.5.4",
-      "pygments_lexer": "ipython3",
-      "codemirror_mode": {
-        "version": 3,
-        "name": "ipython"
-      }
+   ],
+   "source": [
+    "a = -2\n",
+    "plt.plot(x, u(x))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Optimization with inequality constraints"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "f = lambda x: -x[0]**3+x[1]**2-2*x[0]*(x[2]**2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "constraints =({'type': 'eq', 'fun': lambda x: 2*x[0]+x[1]**2+x[2]-5}, \n",
+    "              {'type': 'ineq', 'fun': lambda x: 5*x[0]**2-x[1]**2-x[2]-2})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "constraints =({'type': 'eq', 'fun': lambda x: x[0]**3-x[1]})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.    (Exit mode 0)\n",
+      "            Current function value: -19.000000000000256\n",
+      "            Iterations: 11\n",
+      "            Function evaluations: 56\n",
+      "            Gradient evaluations: 11\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "     fun: -19.000000000000256\n",
+       "     jac: array([-21.,   0., -12.])\n",
+       " message: 'Optimization terminated successfully.'\n",
+       "    nfev: 56\n",
+       "     nit: 11\n",
+       "    njev: 11\n",
+       "  status: 0\n",
+       " success: True\n",
+       "       x: array([ 1.0000000e+00, -2.6438182e-09,  3.0000000e+00])"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
     }
+   ],
+   "source": [
+    "x0 = np.array([.5, .5, 2])\n",
+    "opt.minimize(f, x0, method='SLSQP', constraints=constraints, tol=1e-08, \n",
+    "                       options={'disp': True, 'ftol': 1e-08})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
   },
-  "nbformat": 4,
-  "nbformat_minor": 2
-}
\ No newline at end of file
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-III.ipynb" "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-III.ipynb"
index ff00af2..c87fe18 100644
--- "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-III.ipynb"
+++ "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-III.ipynb"
@@ -1,279 +1,582 @@
 {
-  "cells": [
-    {
-      "metadata": {
-        "collapsed": true
-      },
-      "cell_type": "markdown",
-      "source": "# Dynamic Optimization"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Imagine an infinitely-living individual who has an endowment of capital at the beginning of each period. This endowment is used to produce more goods according, and a fraction of it depreciates. The individual then decides what fraction of the output to consume, and the remaining becomes the endowment of capital available on the next period. Notice that there is just one good in this economy, which can be consumed or used in production (as capital).\n\nThe objective in period $t$ is to *maximize* the intertemporal utility\n$$U_{t} = \\sum_{s=0}^{+\\infty} \\beta^{s}\\,u(c_{t+s})$$\nsubject to\n$$k_{t+s}\\,(1-\\delta) + f(k_{t+s}) = c_{t+s} + k_{t+s+1},\\, t\\in\\mathcal{N}$$\n$k_{t+s}$ is the capital stock at the beginning of period $t+s$, $c_{t+s}$ is the consumption, $f()$ is a production function, $\\delta$ is the depreciation rate, and the discount rate is such that $0<\\beta<1$.\n\nAccording to [Bellman's Principle of Optimality](https://youtu.be/_zE5z-KZGRw) the solution to this problem must also solve\n$$V(k) = \\max \\{u(c)+\\beta\\,V(k^{\\prime})\\}$$\n$$s.t.\\;k^{\\prime}=f(k)+(1-\\delta)k-c$$\n\n*We want to find:*\n* a *value function* $V(k)$ that satisfies the conditions above\n* the associated *policy function* $h(k)$ that indicates what is the (intertemporal) optimal consumption $c$ given the amount of capital at the beginning of the period.\n\nFunctions:\n* $f(k)=k^\\alpha$\n* $u(c)=\\ln(c)$\n\nFirst order condition (wrt $k^{\\prime}$): $-u^{\\prime}(c)+\\beta\\,V^{\\prime}(k^{\\prime})=0$\n\nBenveniste-Scheinkman condition: $V^{\\prime}(k)=u^{\\prime}(c)\\,(1-\\delta+f^{\\prime}(k))$\n\nRe-arranging terms: \n$$k^{\\prime}+c=k^{\\alpha}+(1-\\delta)k$$\n$$c^{\\prime}=\\beta\\,c\\,\\left[1-\\delta+\\alpha\\,(k^{\\prime})^{\\alpha-1}\\right]$$\n\nIn steady state: $c=c^{\\prime}$ and $k=k^{\\prime}$\n\n$$k^{\\ast}=\\left[\\frac{\\alpha\\beta}{1-\\beta(1-\\delta)}\\right]^{\\frac{1}{1-\\alpha}}$$\n$$c^{\\ast}=(k^{\\ast})^{\\alpha}-\\delta k^{\\ast}$$\n\nParameters:\n* $\\alpha = .4$\n* $\\beta = .8$\n* $\\delta = .05$"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import math\nimport numpy as np\nfrom scipy import stats, optimize\nimport time\nimport matplotlib.pyplot as plt",
-      "execution_count": 2,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# parameters\nalpha = .4\nbeta = .8\ndelta = .05\npar = (alpha, beta, delta)",
-      "execution_count": 3,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# utility function\nu = lambda c: math.log(c)",
-      "execution_count": 4,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# production function\nf = lambda k: k**alpha",
-      "execution_count": 5,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# function to calculate distance between two lists with the same indices\ndef dist(V, W):\n    d = 0\n    for (_, v), (_, w) in zip(V.items(), W.items()):\n        d = d + (v-w)**2\n    return math.sqrt(d)",
-      "execution_count": 6,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 1: calculate steady-state"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "k_ss = (alpha*beta/(1-beta*(1-delta)))**(1/(1-alpha))\nc_ss = f(k_ss)-delta*k_ss\nprint(\"steady-state values:\\ncapital: {0:.1f}\\nconsumption: {1:.1f}\".format(k_ss, c_ss))",
-      "execution_count": 7,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "steady-state values:\ncapital: 1.6\nconsumption: 1.1\n",
-          "name": "stdout"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 2: define a grid for $k$ (and $k^{\\prime}$)"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "g_size = 1000\nkmin = 0\nkmax = k_ss*2\nstep = kmax/g_size\n\nk_grid = np.arange(kmin+step, kmax+step, step)",
-      "execution_count": 8,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 3: define initial value function over grid"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# V0 is dictionary. V0(k)=k\nV0 = {}\nfor k in k_grid:\n    V0[k] = math.log(k+1)",
-      "execution_count": 9,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 4: construct maximizer function"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# given a value of k and a (proposed) value function V, find k' that maximizes V over grid of k.  \n\ndef maximizer(k, V0, u, f, k_grid):\n    \n    i = 0\n    for K in k_grid:\n        \n        c = f(k)+(1-delta)*k-K\n        if c>0:\n            i += 1\n            v = u(c)+beta*V0[K]\n            if i == 1:\n                vmax = v\n                cmax = c\n                kmax = K\n            elif v>vmax:\n                vmax = v\n                cmax = c\n                kmax = K\n                \n    return (vmax, cmax, kmax)",
-      "execution_count": 10,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 5: iteration over value function"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def bellman(V0, u, f, k_grid, eps=1e-3):\n    \n    T = {}\n    T[0] = (1, 1)\n    t0 = time.time()\n    d = 1\n    i = 0\n    \n    while d>eps:\n        \n        V = {}\n        C = {}\n        K = {}\n        \n        i += 1\n               \n        for k in k_grid:\n            v = maximizer(k, V0, u, f, k_grid)\n            V[k] = v[0]\n            C[k] = v[1]\n            K[k] = v[2]\n            \n        d = abs(dist(V, V0))\n        V0 = V\n        T[i] = (d, time.time()-t0)\n        print('i: {0}, d = {1:.5f} ({2:.2%})'.format(i,d,(d/T[i-1][0])-1))\n        \n    print('i: {0}, d = {1:.5f})'.format(i,d))\n    return (V, C, K, T)",
-      "execution_count": 12,
-      "outputs": []
-    },
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Dynamic Optimization"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Imagine an infinitely-living individual who has an endowment of capital at the beginning of each period. This endowment is used to produce more goods according, and a fraction of it depreciates. The individual then decides what fraction of the output to consume, and the remaining becomes the endowment of capital available on the next period. Notice that there is just one good in this economy, which can be consumed or used in production (as capital).\n",
+    "\n",
+    "The objective in period $t$ is to *maximize* the intertemporal utility\n",
+    "$$U_{t} = \\sum_{s=0}^{+\\infty} \\beta^{s}\\,u(c_{t+s})$$\n",
+    "subject to\n",
+    "$$k_{t+s}\\,(1-\\delta) + f(k_{t+s}) = c_{t+s} + k_{t+s+1},\\, t\\in\\mathcal{N}$$\n",
+    "$k_{t+s}$ is the capital stock at the beginning of period $t+s$, $c_{t+s}$ is the consumption, $f()$ is a production function, $\\delta$ is the depreciation rate, and the discount rate is such that $0<\\beta<1$.\n",
+    "\n",
+    "According to [Bellman's Principle of Optimality](https://youtu.be/_zE5z-KZGRw) the solution to this problem must also solve\n",
+    "$$V(k) = \\max \\{u(c)+\\beta\\,V(k^{\\prime})\\}$$\n",
+    "$$s.t.\\;k^{\\prime}=f(k)+(1-\\delta)k-c$$\n",
+    "\n",
+    "*We want to find:*\n",
+    "* a *value function* $V(k)$ that satisfies the conditions above\n",
+    "* the associated *policy function* $h(k)$ that indicates what is the (intertemporal) optimal consumption $c$ given the amount of capital at the beginning of the period.\n",
+    "\n",
+    "Functions:\n",
+    "* $f(k)=k^\\alpha$\n",
+    "* $u(c)=\\ln(c)$\n",
+    "\n",
+    "First order condition (wrt $k^{\\prime}$): $-u^{\\prime}(c)+\\beta\\,V^{\\prime}(k^{\\prime})=0$\n",
+    "\n",
+    "Benveniste-Scheinkman condition: $V^{\\prime}(k)=u^{\\prime}(c)\\,(1-\\delta+f^{\\prime}(k))$\n",
+    "\n",
+    "Re-arranging terms: \n",
+    "$$k^{\\prime}+c=k^{\\alpha}+(1-\\delta)k$$\n",
+    "$$c^{\\prime}=\\beta\\,c\\,\\left[1-\\delta+\\alpha\\,(k^{\\prime})^{\\alpha-1}\\right]$$\n",
+    "\n",
+    "In steady state: $c=c^{\\prime}$ and $k=k^{\\prime}$\n",
+    "\n",
+    "$$k^{\\ast}=\\left[\\frac{\\alpha\\beta}{1-\\beta(1-\\delta)}\\right]^{\\frac{1}{1-\\alpha}}$$\n",
+    "$$c^{\\ast}=(k^{\\ast})^{\\alpha}-\\delta k^{\\ast}$$\n",
+    "\n",
+    "Parameters:\n",
+    "* $\\alpha = .4$\n",
+    "* $\\beta = .8$\n",
+    "* $\\delta = .05$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import math\n",
+    "import numpy as np\n",
+    "from scipy import stats, optimize\n",
+    "import time\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parameters\n",
+    "alpha = .4\n",
+    "beta = .8\n",
+    "delta = .05\n",
+    "par = (alpha, beta, delta)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# utility function\n",
+    "u = lambda c: math.log(c)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# production function\n",
+    "f = lambda k: k**alpha"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# function to calculate distance between two lists with the same indices\n",
+    "def dist(V, W):\n",
+    "    d = 0\n",
+    "    for (_, v), (_, w) in zip(V.items(), W.items()):\n",
+    "        d = d + (v-w)**2\n",
+    "    return math.sqrt(d)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 1: calculate steady-state"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Shazam!"
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "steady-state values:\n",
+      "capital: 1.6\n",
+      "consumption: 1.1\n"
+     ]
+    }
+   ],
+   "source": [
+    "k_ss = (alpha*beta/(1-beta*(1-delta)))**(1/(1-alpha))\n",
+    "c_ss = f(k_ss)-delta*k_ss\n",
+    "print(\"steady-state values:\\ncapital: {0:.1f}\\nconsumption: {1:.1f}\".format(k_ss, c_ss))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 2: define a grid for $k$ (and $k^{\\prime}$)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "g_size = 1000\n",
+    "kmin = 0\n",
+    "kmax = k_ss*2\n",
+    "step = kmax/g_size\n",
+    "\n",
+    "k_grid = np.arange(kmin+step, kmax+step, step)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 3: define initial value function over grid"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# V0 is dictionary. V0(k)=k\n",
+    "V0 = {}\n",
+    "for k in k_grid:\n",
+    "    V0[k] = math.log(k+1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 4: construct maximizer function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# given a value of k and a (proposed) value function V, find k' that maximizes V over grid of k.  \n",
+    "\n",
+    "def maximizer(k, V0, u, f, k_grid):\n",
+    "    \n",
+    "    i = 0\n",
+    "    for K in k_grid:\n",
+    "        \n",
+    "        c = f(k)+(1-delta)*k-K\n",
+    "        if c>0:\n",
+    "            i += 1\n",
+    "            v = u(c)+beta*V0[K]\n",
+    "            if i == 1:\n",
+    "                vmax = v\n",
+    "                cmax = c\n",
+    "                kmax = K\n",
+    "            elif v>vmax:\n",
+    "                vmax = v\n",
+    "                cmax = c\n",
+    "                kmax = K\n",
+    "                \n",
+    "    return (vmax, cmax, kmax)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 5: iteration over value function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def bellman(V0, u, f, k_grid, eps=1e-3):\n",
+    "    \n",
+    "    T = {}\n",
+    "    T[0] = (1, 1)\n",
+    "    t0 = time.time()\n",
+    "    d = 1\n",
+    "    i = 0\n",
+    "    \n",
+    "    while d>eps:\n",
+    "        \n",
+    "        V = {}\n",
+    "        C = {}\n",
+    "        K = {}\n",
+    "        \n",
+    "        i += 1\n",
+    "               \n",
+    "        for k in k_grid:\n",
+    "            v = maximizer(k, V0, u, f, k_grid)\n",
+    "            V[k] = v[0]\n",
+    "            C[k] = v[1]\n",
+    "            K[k] = v[2]\n",
+    "            \n",
+    "        d = abs(dist(V, V0))\n",
+    "        V0 = V\n",
+    "        T[i] = (d, time.time()-t0)\n",
+    "        print('i: {0}, d = {1:.5f} ({2:.2%})'.format(i,d,(d/T[i-1][0])-1))\n",
+    "        \n",
+    "    print('i: {0}, d = {1:.5f})'.format(i,d))\n",
+    "    return (V, C, K, T)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Shazam!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
     {
-      "metadata": {
-        "scrolled": true,
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "S = bellman(V0, u, f, k_grid)",
-      "execution_count": 13,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "i: 1, d = 11.47116 (1047.12%)\ni: 2, d = 8.71175 (-24.06%)\ni: 3, d = 6.23321 (-28.45%)\ni: 4, d = 4.50341 (-27.75%)\ni: 5, d = 3.30647 (-26.58%)\ni: 6, d = 2.46702 (-25.39%)\ni: 7, d = 1.86775 (-24.29%)\ni: 8, d = 1.43191 (-23.33%)\ni: 9, d = 1.10911 (-22.54%)\ni: 10, d = 0.86617 (-21.90%)\ni: 11, d = 0.68077 (-21.40%)\ni: 12, d = 0.53760 (-21.03%)\ni: 13, d = 0.42600 (-20.76%)\ni: 14, d = 0.33841 (-20.56%)\ni: 15, d = 0.26932 (-20.42%)\ni: 16, d = 0.21461 (-20.31%)\ni: 17, d = 0.17118 (-20.24%)\ni: 18, d = 0.13663 (-20.18%)\ni: 19, d = 0.10912 (-20.14%)\ni: 20, d = 0.08718 (-20.11%)\ni: 21, d = 0.06967 (-20.08%)\ni: 22, d = 0.05569 (-20.07%)\ni: 23, d = 0.04452 (-20.05%)\ni: 24, d = 0.03560 (-20.04%)\ni: 25, d = 0.02847 (-20.03%)\ni: 26, d = 0.02277 (-20.03%)\ni: 27, d = 0.01821 (-20.02%)\ni: 28, d = 0.01456 (-20.02%)\ni: 29, d = 0.01165 (-20.01%)\ni: 30, d = 0.00932 (-20.01%)\ni: 31, d = 0.00745 (-20.01%)\ni: 32, d = 0.00596 (-20.01%)\ni: 33, d = 0.00477 (-20.00%)\ni: 34, d = 0.00382 (-20.00%)\ni: 35, d = 0.00305 (-20.00%)\ni: 36, d = 0.00244 (-20.00%)\ni: 37, d = 0.00195 (-20.00%)\ni: 38, d = 0.00156 (-20.00%)\ni: 39, d = 0.00125 (-20.00%)\ni: 40, d = 0.00100 (-20.00%)\ni: 41, d = 0.00080 (-20.00%)\ni: 41, d = 0.00080)\n",
-          "name": "stdout"
-        }
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i: 1, d = 11.47116 (1047.12%)\n",
+      "i: 2, d = 8.71175 (-24.06%)\n",
+      "i: 3, d = 6.23321 (-28.45%)\n",
+      "i: 4, d = 4.50341 (-27.75%)\n",
+      "i: 5, d = 3.30647 (-26.58%)\n",
+      "i: 6, d = 2.46702 (-25.39%)\n",
+      "i: 7, d = 1.86775 (-24.29%)\n",
+      "i: 8, d = 1.43191 (-23.33%)\n",
+      "i: 9, d = 1.10911 (-22.54%)\n",
+      "i: 10, d = 0.86617 (-21.90%)\n",
+      "i: 11, d = 0.68077 (-21.40%)\n",
+      "i: 12, d = 0.53760 (-21.03%)\n",
+      "i: 13, d = 0.42600 (-20.76%)\n",
+      "i: 14, d = 0.33841 (-20.56%)\n",
+      "i: 15, d = 0.26932 (-20.42%)\n",
+      "i: 16, d = 0.21461 (-20.31%)\n",
+      "i: 17, d = 0.17118 (-20.24%)\n",
+      "i: 18, d = 0.13663 (-20.18%)\n",
+      "i: 19, d = 0.10912 (-20.14%)\n",
+      "i: 20, d = 0.08718 (-20.11%)\n",
+      "i: 21, d = 0.06967 (-20.08%)\n",
+      "i: 22, d = 0.05569 (-20.07%)\n",
+      "i: 23, d = 0.04452 (-20.05%)\n",
+      "i: 24, d = 0.03560 (-20.04%)\n",
+      "i: 25, d = 0.02847 (-20.03%)\n",
+      "i: 26, d = 0.02277 (-20.03%)\n",
+      "i: 27, d = 0.01821 (-20.02%)\n",
+      "i: 28, d = 0.01456 (-20.02%)\n",
+      "i: 29, d = 0.01165 (-20.01%)\n",
+      "i: 30, d = 0.00932 (-20.01%)\n",
+      "i: 31, d = 0.00745 (-20.01%)\n",
+      "i: 32, d = 0.00596 (-20.01%)\n",
+      "i: 33, d = 0.00477 (-20.00%)\n",
+      "i: 34, d = 0.00382 (-20.00%)\n",
+      "i: 35, d = 0.00305 (-20.00%)\n",
+      "i: 36, d = 0.00244 (-20.00%)\n",
+      "i: 37, d = 0.00195 (-20.00%)\n",
+      "i: 38, d = 0.00156 (-20.00%)\n",
+      "i: 39, d = 0.00125 (-20.00%)\n",
+      "i: 40, d = 0.00100 (-20.00%)\n",
+      "i: 41, d = 0.00080 (-20.00%)\n",
+      "i: 41, d = 0.00080)\n"
+     ]
+    }
+   ],
+   "source": [
+    "S = bellman(V0, u, f, k_grid)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "S[3]",
-      "execution_count": 16,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 16,
-          "data": {
-            "text/plain": "{0: (1, 1),\n 1: (11.471163339929898, 11.620864152908325),\n 2: (8.711751727405229, 24.175007581710815),\n 3: (6.233207992621637, 37.45667099952698),\n 4: (4.503406692265431, 50.7048454284668),\n 5: (3.306469822288683, 63.64902210235596),\n 6: (2.467018540510849, 76.81420135498047),\n 7: (1.8677475739998395, 89.01143765449524),\n 8: (1.4319148954993604, 100.75852632522583),\n 9: (1.1091069779636689, 113.11196255683899),\n 10: (0.86616526516008, 125.26574158668518),\n 11: (0.6807749115680007, 137.06682467460632),\n 12: (0.5375994977798054, 148.5941891670227),\n 13: (0.4260043505473527, 160.18138718605042),\n 14: (0.33841249069847884, 172.33310961723328),\n 15: (0.26931662426805536, 184.27857446670532),\n 16: (0.21460923643192942, 196.00503754615784),\n 17: (0.17117894724320826, 207.51750993728638),\n 18: (0.1366336975348204, 219.02280259132385),\n 19: (0.10911729721855218, 231.41397738456726),\n 20: (0.08717613476214513, 243.08990097045898),\n 21: (0.06966772355821278, 254.6827666759491),\n 22: (0.05568814245179515, 266.64171719551086),\n 23: (0.04452161208020133, 278.3515884876251),\n 24: (0.035598941252427484, 290.5835506916046),\n 25: (0.028467578026808594, 302.8230154514313),\n 26: (0.022766594712928367, 314.76684737205505),\n 27: (0.01820850416251944, 327.0457673072815),\n 28: (0.0145636707576875, 339.1297814846039),\n 29: (0.011649095366938398, 351.3482563495636),\n 30: (0.009317977551900567, 363.70199179649353),\n 31: (0.007453545960504198, 375.41989493370056),\n 32: (0.005962193499606321, 388.3381025791168),\n 33: (0.0047694662863360495, 400.3460953235626),\n 34: (0.0038154180630221098, 412.2888388633728),\n 35: (0.003052163370817199, 424.21188163757324),\n 36: (0.002441615428970485, 435.95243740081787),\n 37: (0.0019532613639854386, 448.54394912719727),\n 38: (0.0015626052734961952, 460.12600922584534),\n 39: (0.0012500874972857857, 472.09953689575195),\n 40: (0.0010000568097899912, 483.8269262313843),\n 41: (0.0008000134337702209, 495.6525139808655)}"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "{0: (1, 1),\n",
+       " 1: (11.471163339929898, 11.620864152908325),\n",
+       " 2: (8.711751727405229, 24.175007581710815),\n",
+       " 3: (6.233207992621637, 37.45667099952698),\n",
+       " 4: (4.503406692265431, 50.7048454284668),\n",
+       " 5: (3.306469822288683, 63.64902210235596),\n",
+       " 6: (2.467018540510849, 76.81420135498047),\n",
+       " 7: (1.8677475739998395, 89.01143765449524),\n",
+       " 8: (1.4319148954993604, 100.75852632522583),\n",
+       " 9: (1.1091069779636689, 113.11196255683899),\n",
+       " 10: (0.86616526516008, 125.26574158668518),\n",
+       " 11: (0.6807749115680007, 137.06682467460632),\n",
+       " 12: (0.5375994977798054, 148.5941891670227),\n",
+       " 13: (0.4260043505473527, 160.18138718605042),\n",
+       " 14: (0.33841249069847884, 172.33310961723328),\n",
+       " 15: (0.26931662426805536, 184.27857446670532),\n",
+       " 16: (0.21460923643192942, 196.00503754615784),\n",
+       " 17: (0.17117894724320826, 207.51750993728638),\n",
+       " 18: (0.1366336975348204, 219.02280259132385),\n",
+       " 19: (0.10911729721855218, 231.41397738456726),\n",
+       " 20: (0.08717613476214513, 243.08990097045898),\n",
+       " 21: (0.06966772355821278, 254.6827666759491),\n",
+       " 22: (0.05568814245179515, 266.64171719551086),\n",
+       " 23: (0.04452161208020133, 278.3515884876251),\n",
+       " 24: (0.035598941252427484, 290.5835506916046),\n",
+       " 25: (0.028467578026808594, 302.8230154514313),\n",
+       " 26: (0.022766594712928367, 314.76684737205505),\n",
+       " 27: (0.01820850416251944, 327.0457673072815),\n",
+       " 28: (0.0145636707576875, 339.1297814846039),\n",
+       " 29: (0.011649095366938398, 351.3482563495636),\n",
+       " 30: (0.009317977551900567, 363.70199179649353),\n",
+       " 31: (0.007453545960504198, 375.41989493370056),\n",
+       " 32: (0.005962193499606321, 388.3381025791168),\n",
+       " 33: (0.0047694662863360495, 400.3460953235626),\n",
+       " 34: (0.0038154180630221098, 412.2888388633728),\n",
+       " 35: (0.003052163370817199, 424.21188163757324),\n",
+       " 36: (0.002441615428970485, 435.95243740081787),\n",
+       " 37: (0.0019532613639854386, 448.54394912719727),\n",
+       " 38: (0.0015626052734961952, 460.12600922584534),\n",
+       " 39: (0.0012500874972857857, 472.09953689575195),\n",
+       " 40: (0.0010000568097899912, 483.8269262313843),\n",
+       " 41: (0.0008000134337702209, 495.6525139808655)}"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Exploring the results"
-    },
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "S[3]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Exploring the results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 240,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "V = S[0]\nX = []\nY = []\nZ = []\n\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(V[k])\n        Z.append(V0[k])\n        \nplt.plot(X, Y, color=\"green\", linewidth=2, label=\"Optimum\")\nplt.plot(X, Z, \"--\", color=\"gray\", linewidth=1, label=\"Initial guess\")\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$V$\", fontsize=14)\nplt.title(\"Value Function\")\nplt.legend(loc='lower right')\nplt.show()",
-      "execution_count": 240,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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IIC4uzvvFitRRRbaIVQdX8cHWD1i0bRHbjm0rt19MSAzXdr2WMd3GcEXHKzT5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\nFEYURkREJEKlpaWUlpb6XUbC0zEjCiMiIiK+Uhh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-            "text/plain": "<matplotlib.figure.Figure at 0x7f3ba03b75c0>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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IIC4uzvvFitRRRbaIVQdX8cHWD1i0bRHbjm0rt19MSAzXdr2WMd3GcEXHKzT5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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f3ba03b75c0>"
       ]
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "V = S[0]\n",
+    "X = []\n",
+    "Y = []\n",
+    "Z = []\n",
+    "\n",
+    "for k in k_grid:\n",
+    "    if k < 1.5*k_ss:\n",
+    "        X.append(k)\n",
+    "        Y.append(V[k])\n",
+    "        Z.append(V0[k])\n",
+    "        \n",
+    "plt.plot(X, Y, color=\"green\", linewidth=2, label=\"Optimum\")\n",
+    "plt.plot(X, Z, \"--\", color=\"gray\", linewidth=1, label=\"Initial guess\")\n",
+    "plt.xlabel(\"$k$\", fontsize=14)\n",
+    "plt.ylabel(\"$V$\", fontsize=14)\n",
+    "plt.title(\"Value Function\")\n",
+    "plt.legend(loc='lower right')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 229,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "C = S[1]\nX = []\nY = []\nZ = []\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(C[k])\n        Z.append(f(k)-delta*k)\n\nplt.plot(X, Y, color=\"blue\", linewidth=2, label=\"capital stock: $k$\")\nplt.plot(X, Z, \"--\", color=\"gray\", linewidth=1, label=\"net product: $f(k)-\\delta k$\")\nplt.plot([k_ss], [c_ss], marker='o', color='r')\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$c$\", fontsize=14)\nplt.title(\"Policy Function: $c$\")\nplt.legend(loc='lower right')\nplt.show()",
-      "execution_count": 229,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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brbX35ny/1hjTF5gMKJSIBIBjx47xxRdfsGbNGlJTU09s6z5o0CBiYmKoVq18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\nkZqm4Id6UUVmCa4wEZmU+MwFlviSk/V4e+PUBZY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-            "text/plain": "<matplotlib.figure.Figure at 0x7f3ba08498d0>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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brbX35ny/1hjTF5gMKJSIBIBjx47xxRdfsGbNGlJTU09s6z5o0CBiYmKoVq18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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f3ba08498d0>"
       ]
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "C = S[1]\n",
+    "X = []\n",
+    "Y = []\n",
+    "Z = []\n",
+    "for k in k_grid:\n",
+    "    if k < 1.5*k_ss:\n",
+    "        X.append(k)\n",
+    "        Y.append(C[k])\n",
+    "        Z.append(f(k)-delta*k)\n",
+    "\n",
+    "plt.plot(X, Y, color=\"blue\", linewidth=2, label=\"capital stock: $k$\")\n",
+    "plt.plot(X, Z, \"--\", color=\"gray\", linewidth=1, label=\"net product: $f(k)-\\delta k$\")\n",
+    "plt.plot([k_ss], [c_ss], marker='o', color='r')\n",
+    "plt.xlabel(\"$k$\", fontsize=14)\n",
+    "plt.ylabel(\"$c$\", fontsize=14)\n",
+    "plt.title(\"Policy Function: $c$\")\n",
+    "plt.legend(loc='lower right')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 220,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "K = S[2]\nX = []\nY = []\n\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(K[k])\n\nplt.plot(X, Y, color=\"black\", linewidth=2)\nplt.plot(X, X, \"--\", color=\"gray\", linewidth=1)\nplt.plot([k_ss], [k_ss], marker='o', color='r')\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$k^{\\prime}$\", fontsize=14)\nplt.title(\"Policy Function: $k^{\\prime}$\")\nplt.show()",
-      "execution_count": 220,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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KEoy+JIsXL2b48OHHVUjOP/98Zs6cybXXXlum7ccbBRMRERHg0KFDZGRkBK1K8tlnnzFh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\n+uuv+8dGjBjBX//616A3TcvMzGTevHn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-            "text/plain": "<matplotlib.figure.Figure at 0x7f3ba03a0f28>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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QJCYm8pe//IXTTz+dzZs3+1vLq0oiUnxxE0wKsRpoUdRC/fr1o1atWgFjHTt2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\ngDH+AP80qw+Kyq1jAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f3ba03a0f28>"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Simulation"
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "K = S[2]\n",
+    "X = []\n",
+    "Y = []\n",
+    "\n",
+    "for k in k_grid:\n",
+    "    if k < 1.5*k_ss:\n",
+    "        X.append(k)\n",
+    "        Y.append(K[k])\n",
+    "\n",
+    "plt.plot(X, Y, color=\"black\", linewidth=2)\n",
+    "plt.plot(X, X, \"--\", color=\"gray\", linewidth=1)\n",
+    "plt.plot([k_ss], [k_ss], marker='o', color='r')\n",
+    "plt.xlabel(\"$k$\", fontsize=14)\n",
+    "plt.ylabel(\"$k^{\\prime}$\", fontsize=14)\n",
+    "plt.title(\"Policy Function: $k^{\\prime}$\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Simulation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 234,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "C = S[1]\nK = S[2]\n\nk0 = k_grid[30]\nX = [k0]\nY = [C[k0]]\nT = [0]\n\ns = 0\nt = 1\nwhile s<5:\n    T.append(t)\n    k = K[k0]\n    X.append(k)\n    c = C[k]\n    Y.append(c)\n    if k0 == k:\n        s += 1\n    k0 = k\n    t += 1\n    \nplt.plot(T, X, color=\"black\", linewidth=2, label=\"capital stock: $k_{t}$\")\nplt.plot(T, Y, color=\"red\", linewidth=1, label=\"consumption: $c_{t}$\")\nplt.plot([t], [k_ss], marker='o', color='black')\nplt.xlabel(\"$t$\", fontsize=14)\nplt.ylabel(\"$c_{t}$, $k_{t}$\", fontsize=14)\nplt.title(\"Path of $c$ and $k$ over time\")\nplt.legend(loc='lower right')\nplt.show()",
-      "execution_count": 234,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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PqVy5cpAjExGRsqLERELGyJEjef/99wGoVq0ac+fOpX79+kGOSkREylJYDBeW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\naVvCHP9BYH9Z1gM/Bg4DZ6oWtYiISIMSD1yO911aJTHfYwJ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-            "text/plain": "<matplotlib.figure.Figure at 0x7f3ba06697b8>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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PqVy5cpAjExGRsqLERELGyJEjef/99wGoVq0ac+fOpX79+kGOSkREylJYDBeW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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f3ba06697b8>"
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
-  ],
-  "metadata": {
-    "kernelspec": {
-      "name": "python3",
-      "display_name": "Python 3",
-      "language": "python"
-    },
-    "language_info": {
-      "mimetype": "text/x-python",
-      "nbconvert_exporter": "python",
-      "name": "python",
-      "file_extension": ".py",
-      "version": "3.5.4",
-      "pygments_lexer": "ipython3",
-      "codemirror_mode": {
-        "version": 3,
-        "name": "ipython"
-      }
-    }
+   ],
+   "source": [
+    "C = S[1]\n",
+    "K = S[2]\n",
+    "\n",
+    "k0 = k_grid[30]\n",
+    "X = [k0]\n",
+    "Y = [C[k0]]\n",
+    "T = [0]\n",
+    "\n",
+    "s = 0\n",
+    "t = 1\n",
+    "while s<5:\n",
+    "    T.append(t)\n",
+    "    k = K[k0]\n",
+    "    X.append(k)\n",
+    "    c = C[k]\n",
+    "    Y.append(c)\n",
+    "    if k0 == k:\n",
+    "        s += 1\n",
+    "    k0 = k\n",
+    "    t += 1\n",
+    "    \n",
+    "plt.plot(T, X, color=\"black\", linewidth=2, label=\"capital stock: $k_{t}$\")\n",
+    "plt.plot(T, Y, color=\"red\", linewidth=1, label=\"consumption: $c_{t}$\")\n",
+    "plt.plot([t], [k_ss], marker='o', color='black')\n",
+    "plt.xlabel(\"$t$\", fontsize=14)\n",
+    "plt.ylabel(\"$c_{t}$, $k_{t}$\", fontsize=14)\n",
+    "plt.title(\"Path of $c$ and $k$ over time\")\n",
+    "plt.legend(loc='lower right')\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
   },
-  "nbformat": 4,
-  "nbformat_minor": 2
-}
\ No newline at end of file
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-IV.ipynb" "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-IV.ipynb"
index 3f03ee6..b264fe8 100644
--- "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-IV.ipynb"
+++ "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-IV.ipynb"
@@ -1,315 +1,633 @@
 {
-  "cells": [
-    {
-      "metadata": {
-        "collapsed": true
-      },
-      "cell_type": "markdown",
-      "source": "# Dynamic Optimization with Uncertainty"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import math\nimport numpy as np\nfrom scipy import stats, optimize\nimport time\nimport matplotlib.pyplot as plt",
-      "execution_count": 2,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# parameters\nalpha = .4\nbeta = .8\ndelta = .05\ntheta_H = 1.2\ntheta_L = .8\npi_H = .75\npi_L = .65",
-      "execution_count": 3,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# utility function\nu = lambda c: math.log(c)",
-      "execution_count": 4,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# production function\nf = lambda k, A: A*k**alpha",
-      "execution_count": 5,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# function to calculate distance between two dictionaries with the same indices\ndef dist(V, W):\n    d = 0\n    for (_, v), (_, w) in zip(V.items(), W.items()):\n        d = d + (v-w)**2\n    return math.sqrt(d)",
-      "execution_count": 17,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "nomes = ['Ana', 'Vitória', 'Elisa', 'Rayne']\nnumeros = [3, 6, 9]",
-      "execution_count": 9,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "for nome, num in zip(nomes, numeros):\n    print(nome)\n    print(num)",
-      "execution_count": 10,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Ana\n3\nVitória\n6\nElisa\n9\n",
-          "name": "stdout"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 1: calculate steady-state"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def steadystate(alpha, beta, delta, theta, f):\n    k_ss = (theta*alpha*beta/(1-beta*(1-delta)))**(1/(1-alpha))\n    c_ss = f(k_ss, 1)-delta*k_ss\n    return (k_ss, c_ss)\n\nk_ss_L = steadystate(alpha, beta, delta, theta_L, f)[0]\nk_ss_H = steadystate(alpha, beta, delta, theta_H, f)[0]\nk_ss = (pi_L*k_ss_L+pi_H*k_ss_H)/(pi_L+pi_H)\nc_ss = (pi_L*f(k_ss, theta_L)+pi_H**f(k_ss, theta_H))/(pi_L+pi_H)-delta*k_ss\nprint(\"steady-state values:\\ncapital: {0:.1f}\\nconsumption: {1:.1f}\".format(k_ss, c_ss))",
-      "execution_count": 11,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "steady-state values:\ncapital: 1.7\nconsumption: 0.8\n",
-          "name": "stdout"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 2: define a grid for $k$ (and $k^{\\prime}$)"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "g_size = 1000\nkmin = 0\nkmax = max([k_ss_H, k_ss_L])*2\nstep = (kmax-kmin)/g_size\n\nk_grid = np.arange(kmin+step, kmax+step, step)",
-      "execution_count": 12,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 3: construct maximizer function"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# given a value of k, a state A and a (proposed) value function V,\n# find k' that maximizes V over grid of k.  \n\ndef maximizer(k, A, V0, u, f, k_grid):\n    \n    pi = pi_H\n    if A == theta_L:\n        pi = pi_L\n        \n    i = 0\n    for K in k_grid:\n        \n        c = f(k, A)+(1-delta)*k-K\n        if c>0:\n            i += 1\n            v = u(c)+beta*(pi*V0[(K,A)]+(1-pi)*V0[(K,2-A)])\n            if i == 1:\n                vmax = v\n                cmax = c\n                kmax = K\n            elif v>vmax:\n                vmax = v\n                cmax = c\n                kmax = K\n                \n    return (vmax, cmax, kmax)",
-      "execution_count": 13,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 4: define initial value function over grid"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# V0 is dictionary. V0(k)=log(k+1)\nV0 = {}\nfor k in k_grid:\n    V0[(k, theta_L)] = math.log(k+1)\n    V0[(k, theta_H)] = math.log(k+2)",
-      "execution_count": 14,
-      "outputs": []
-    },
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Dynamic Optimization with Uncertainty"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import math\n",
+    "import numpy as np\n",
+    "from scipy import stats, optimize\n",
+    "import time\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parameters\n",
+    "alpha = .4\n",
+    "beta = .8\n",
+    "delta = .05\n",
+    "theta_H = 1.2\n",
+    "theta_L = .8\n",
+    "pi_H = .75\n",
+    "pi_L = .65"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# utility function\n",
+    "u = lambda c: math.log(c)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# production function\n",
+    "f = lambda k, A: A*k**alpha"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# function to calculate distance between two dictionaries with the same indices\n",
+    "def dist(V, W):\n",
+    "    d = 0\n",
+    "    for (_, v), (_, w) in zip(V.items(), W.items()):\n",
+    "        d = d + (v-w)**2\n",
+    "    return math.sqrt(d)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nomes = ['Ana', 'Vitória', 'Elisa', 'Rayne']\n",
+    "numeros = [3, 6, 9]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 5: iteration over value function"
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ana\n",
+      "3\n",
+      "Vitória\n",
+      "6\n",
+      "Elisa\n",
+      "9\n"
+     ]
+    }
+   ],
+   "source": [
+    "for nome, num in zip(nomes, numeros):\n",
+    "    print(nome)\n",
+    "    print(num)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 1: calculate steady-state"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def bellman(V0, u, f, k_grid, eps=1e-3):\n    \n    T = {}\n    T[0] = (1, 1)\n    t0 = time.time()\n    d = 1\n    i = 0\n    \n    while d>eps:\n        \n        V = {}\n        C = {}\n        K = {}\n        \n        i += 1\n               \n        for k in k_grid:\n            for A in [theta_L, theta_H]:\n                v = maximizer(k, A, V0, u, f, k_grid)\n                V[(k, A)] = v[0]\n                C[(k, A)] = v[1]\n                K[(k, A)] = v[2]\n            \n        d = abs(dist(V, V0))\n        V0 = V\n        T[i] = (d, time.time()-t0)\n        print('i: {0}, d = {1:.5f} ({2:.2%})'.format(i,d,(d/T[i-1][0])-1))\n        \n    print('i: {0}, d = {1:.5f})'.format(i,d))\n    return (V, C, K, T)",
-      "execution_count": 15,
-      "outputs": []
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "steady-state values:\n",
+      "capital: 1.7\n",
+      "consumption: 0.8\n"
+     ]
+    }
+   ],
+   "source": [
+    "def steadystate(alpha, beta, delta, theta, f):\n",
+    "    k_ss = (theta*alpha*beta/(1-beta*(1-delta)))**(1/(1-alpha))\n",
+    "    c_ss = f(k_ss, 1)-delta*k_ss\n",
+    "    return (k_ss, c_ss)\n",
+    "\n",
+    "k_ss_L = steadystate(alpha, beta, delta, theta_L, f)[0]\n",
+    "k_ss_H = steadystate(alpha, beta, delta, theta_H, f)[0]\n",
+    "k_ss = (pi_L*k_ss_L+pi_H*k_ss_H)/(pi_L+pi_H)\n",
+    "c_ss = (pi_L*f(k_ss, theta_L)+pi_H**f(k_ss, theta_H))/(pi_L+pi_H)-delta*k_ss\n",
+    "print(\"steady-state values:\\ncapital: {0:.1f}\\nconsumption: {1:.1f}\".format(k_ss, c_ss))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 2: define a grid for $k$ (and $k^{\\prime}$)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "g_size = 1000\n",
+    "kmin = 0\n",
+    "kmax = max([k_ss_H, k_ss_L])*2\n",
+    "step = (kmax-kmin)/g_size\n",
+    "\n",
+    "k_grid = np.arange(kmin+step, kmax+step, step)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 3: construct maximizer function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# given a value of k, a state A and a (proposed) value function V,\n",
+    "# find k' that maximizes V over grid of k.  \n",
+    "\n",
+    "def maximizer(k, A, V0, u, f, k_grid):\n",
+    "    \n",
+    "    pi = pi_H\n",
+    "    if A == theta_L:\n",
+    "        pi = pi_L\n",
+    "        \n",
+    "    i = 0\n",
+    "    for K in k_grid:\n",
+    "        \n",
+    "        c = f(k, A)+(1-delta)*k-K\n",
+    "        if c>0:\n",
+    "            i += 1\n",
+    "            v = u(c)+beta*(pi*V0[(K,A)]+(1-pi)*V0[(K,2-A)])\n",
+    "            if i == 1:\n",
+    "                vmax = v\n",
+    "                cmax = c\n",
+    "                kmax = K\n",
+    "            elif v>vmax:\n",
+    "                vmax = v\n",
+    "                cmax = c\n",
+    "                kmax = K\n",
+    "                \n",
+    "    return (vmax, cmax, kmax)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 4: define initial value function over grid"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# V0 is dictionary. V0(k)=log(k+1)\n",
+    "V0 = {}\n",
+    "for k in k_grid:\n",
+    "    V0[(k, theta_L)] = math.log(k+1)\n",
+    "    V0[(k, theta_H)] = math.log(k+2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 5: iteration over value function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def bellman(V0, u, f, k_grid, eps=1e-3):\n",
+    "    \n",
+    "    T = {}\n",
+    "    T[0] = (1, 1)\n",
+    "    t0 = time.time()\n",
+    "    d = 1\n",
+    "    i = 0\n",
+    "    \n",
+    "    while d>eps:\n",
+    "        \n",
+    "        V = {}\n",
+    "        C = {}\n",
+    "        K = {}\n",
+    "        \n",
+    "        i += 1\n",
+    "               \n",
+    "        for k in k_grid:\n",
+    "            for A in [theta_L, theta_H]:\n",
+    "                v = maximizer(k, A, V0, u, f, k_grid)\n",
+    "                V[(k, A)] = v[0]\n",
+    "                C[(k, A)] = v[1]\n",
+    "                K[(k, A)] = v[2]\n",
+    "            \n",
+    "        d = abs(dist(V, V0))\n",
+    "        V0 = V\n",
+    "        T[i] = (d, time.time()-t0)\n",
+    "        print('i: {0}, d = {1:.5f} ({2:.2%})'.format(i,d,(d/T[i-1][0])-1))\n",
+    "        \n",
+    "    print('i: {0}, d = {1:.5f})'.format(i,d))\n",
+    "    return (V, C, K, T)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Shazam!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Shazam!"
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i: 1, d = 19.71450 (1871.45%)\n",
+      "i: 2, d = 12.85047 (-34.82%)\n",
+      "i: 3, d = 8.91404 (-30.63%)\n",
+      "i: 4, d = 6.43776 (-27.78%)\n",
+      "i: 5, d = 4.77451 (-25.84%)\n",
+      "i: 6, d = 3.61480 (-24.29%)\n",
+      "i: 7, d = 2.78258 (-23.02%)\n",
+      "i: 8, d = 2.16911 (-22.05%)\n",
+      "i: 9, d = 1.70649 (-21.33%)\n",
+      "i: 10, d = 1.35120 (-20.82%)\n",
+      "i: 11, d = 1.07450 (-20.48%)\n",
+      "i: 12, d = 0.85688 (-20.25%)\n",
+      "i: 13, d = 0.68456 (-20.11%)\n",
+      "i: 14, d = 0.54748 (-20.02%)\n",
+      "i: 15, d = 0.43812 (-19.98%)\n",
+      "i: 16, d = 0.35071 (-19.95%)\n",
+      "i: 17, d = 0.28078 (-19.94%)\n",
+      "i: 18, d = 0.22480 (-19.94%)\n",
+      "i: 19, d = 0.17998 (-19.94%)\n",
+      "i: 20, d = 0.14408 (-19.95%)\n",
+      "i: 21, d = 0.11533 (-19.95%)\n",
+      "i: 22, d = 0.09232 (-19.96%)\n",
+      "i: 23, d = 0.07389 (-19.96%)\n",
+      "i: 24, d = 0.05913 (-19.97%)\n",
+      "i: 25, d = 0.04732 (-19.97%)\n",
+      "i: 26, d = 0.03787 (-19.98%)\n",
+      "i: 27, d = 0.03030 (-19.98%)\n",
+      "i: 28, d = 0.02424 (-19.99%)\n",
+      "i: 29, d = 0.01940 (-19.99%)\n",
+      "i: 30, d = 0.01552 (-19.99%)\n",
+      "i: 31, d = 0.01242 (-19.99%)\n",
+      "i: 32, d = 0.00993 (-19.99%)\n",
+      "i: 33, d = 0.00795 (-19.99%)\n",
+      "i: 34, d = 0.00636 (-20.00%)\n",
+      "i: 35, d = 0.00509 (-20.00%)\n",
+      "i: 36, d = 0.00407 (-20.00%)\n",
+      "i: 37, d = 0.00326 (-20.00%)\n",
+      "i: 38, d = 0.00261 (-20.00%)\n",
+      "i: 39, d = 0.00208 (-20.00%)\n",
+      "i: 40, d = 0.00167 (-20.00%)\n",
+      "i: 41, d = 0.00133 (-20.00%)\n",
+      "i: 42, d = 0.00107 (-20.00%)\n",
+      "i: 43, d = 0.00085 (-20.00%)\n",
+      "i: 43, d = 0.00085)\n"
+     ]
+    }
+   ],
+   "source": [
+    "S = bellman(V0, u, f, k_grid)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Exploring the results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "scrolled": true,
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "S = bellman(V0, u, f, k_grid)",
-      "execution_count": 18,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "i: 1, d = 19.71450 (1871.45%)\ni: 2, d = 12.85047 (-34.82%)\ni: 3, d = 8.91404 (-30.63%)\ni: 4, d = 6.43776 (-27.78%)\ni: 5, d = 4.77451 (-25.84%)\ni: 6, d = 3.61480 (-24.29%)\ni: 7, d = 2.78258 (-23.02%)\ni: 8, d = 2.16911 (-22.05%)\ni: 9, d = 1.70649 (-21.33%)\ni: 10, d = 1.35120 (-20.82%)\ni: 11, d = 1.07450 (-20.48%)\ni: 12, d = 0.85688 (-20.25%)\ni: 13, d = 0.68456 (-20.11%)\ni: 14, d = 0.54748 (-20.02%)\ni: 15, d = 0.43812 (-19.98%)\ni: 16, d = 0.35071 (-19.95%)\ni: 17, d = 0.28078 (-19.94%)\ni: 18, d = 0.22480 (-19.94%)\ni: 19, d = 0.17998 (-19.94%)\ni: 20, d = 0.14408 (-19.95%)\ni: 21, d = 0.11533 (-19.95%)\ni: 22, d = 0.09232 (-19.96%)\ni: 23, d = 0.07389 (-19.96%)\ni: 24, d = 0.05913 (-19.97%)\ni: 25, d = 0.04732 (-19.97%)\ni: 26, d = 0.03787 (-19.98%)\ni: 27, d = 0.03030 (-19.98%)\ni: 28, d = 0.02424 (-19.99%)\ni: 29, d = 0.01940 (-19.99%)\ni: 30, d = 0.01552 (-19.99%)\ni: 31, d = 0.01242 (-19.99%)\ni: 32, d = 0.00993 (-19.99%)\ni: 33, d = 0.00795 (-19.99%)\ni: 34, d = 0.00636 (-20.00%)\ni: 35, d = 0.00509 (-20.00%)\ni: 36, d = 0.00407 (-20.00%)\ni: 37, d = 0.00326 (-20.00%)\ni: 38, d = 0.00261 (-20.00%)\ni: 39, d = 0.00208 (-20.00%)\ni: 40, d = 0.00167 (-20.00%)\ni: 41, d = 0.00133 (-20.00%)\ni: 42, d = 0.00107 (-20.00%)\ni: 43, d = 0.00085 (-20.00%)\ni: 43, d = 0.00085)\n",
-          "name": "stdout"
-        }
+     "data": {
+      "image/png": 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BCcB/nHMPe9wkEwGc04XD/KGwZUvOY40awWWXwciROtYalVUcjh/XyWgffaSX/LU7qlfXw0X+QGjXLkrfqIk2ERMQIpIAPAP0B9KAr0XkbefcOm9bZryyerWGwsyZeb9E168Pl14Ko0bp2ZlR91npH1j2B8Lnn+etAX7KKTp20K+fhkLHjjaobDwRSf/qugCbnHPfA4jIq0AKYAERR3buhBkzYNo0WLUq5/5TT9VewqhRumZC1IXC7t1a6vWjj7T0a+5jY6AFnC68EPr3j8HaHSZaRVJAnAFsz3U7DTjXo7aYMDp0SAeZp03TQ+/+lSVr1coJhT59ouxLdGamroXw3ns6Iy//YaNTT9UwuPBC7SnUr+9dW40pRCT9lws0yuYKbCQyFhgL0CjmF+eNXZmZGgbTpumpqYcP6/2nnKKnoo4erWUuTjnF23aelL17tbLf3Lla5W/37pzHKlbUw0b+ULBxBBMFIikg0oDcJdAaADvzb+ScmwxMBkhOTi4QICaybdoEL74IU6bAjz/m3N+jh4bCpZdG0TwF5/Q4mL+X8OWXOd0fgKQknaI9cKCedWSHjUyUiaSA+BpoJiKNgR3A5cCV3jbJlIUjR7SX8J//6ERfv6ZNNRSuvlpLXkSF9HQdQ5g7Vy+5l48rX16DYOBADYaon6Zt4l3EBIRzLkNE/gh8iJ7m+qJzbq3HzTKlsHKlhsL06VokD3RW86hR8Nvfaq8hKj4/f/4Z3nkH3npLB5pz1wE//fScQLjgAityZ2JKxAQEgHNuLjDX63aYkktP10CYPFmXFfBLTobf/Q4uv1yXJY54GzdqILz1lh46yj3A3LWrDpQMGqR1jaIi5Yw5eREVECZ6ffstPPusji3s36/31ayph5B++1v9HI1oWVm6rrI/FDZuzHmsYkXtHQwbpvU7YqIOuDHFs4AwJZaZqeOzzzyjp/f7desGf/gDjBgR4YuOnTihgyKzZ2so/PxzzmO1amkvISVFizlVrepZM43xigWEOWl79sALL8CkSbB1q95XqRJceSXcdBN06OBt+4p04oSeXzt7tk6+2Ls357GkJA2ElBSdjRe1xZyMKRsWECZo330HTzyhh5GOHNH7zjpLewvXXadfuiPS8eM6uDxrlvYUfv0157GWLfXc2uHDbTzBmHwsIEyRnNP17B97TD9b/WO1F18Mf/qTzvmKyPlex47pcS//4SP/wAhA69Y6RfvSS+Hssy0UjCmEBYQJKCND5y489ljOimynnKKDzrfcop+rEScrS5fZnDFDgyF3T6FtWw2EkSO1PLYxplgWECaPY8fg5Zfh4Yfhhx/0vtq19TDSTTdF4Ak8/lrgM2bAq6/mnbjWtq1Ouhg5UietGWNOigWEAXRM4T//gX//O6fQaNOm2lu49toIrBKxaRO88ooGw4YNOfcnJelo+RVXaIVUY0yJWUDEuUOH9GykiRNzzvJs0wbuvFOPyCQkeNu+PPbu1V7Cyy/nHPcCqFtXewpXXqnn2NqYgjFlwgIiTh06BP/zPzrG4D/Ts1Mn+Oc/YejQCBp4zsjQ2kcvvaSDzceP6/1Vq+raoldeqZPY7JRUY8qcBUScOXYMnn8eHngAfvlF7+vWDf71LxgwIIK+fG/YoOfTTpumqwiBNu7CC/WY17BhEXjcy5jYYgERJzIy9LN2wgTYtk3vO/dcuP9+/QIeEcGwf78eQpoyRcte+DVrBmPG6ClUDRsW9mxjTBmzgIhxzsHrr2sPwT+W26aN9iCGDImAYHBOxxMmTdLFp/0z8KpV03GFMWOge/cIaKgx8ccCIoZ9/TX89a860Q10zYV779WKqp4PPh84oGVfn38evvkm5/7zzoPrr9fxhSpVvGufMcYCIhalpcHf/w7//a/ePvVUuOcerarq+VhuaqqGwiuvaG1w0LOQrrsObrhBDycZYyKCBUQMSU+HRx/VuQxHjujM57/+Ff7xD4/XsTl6VMcWnn467yIRffrAjTdqHaSKFb1rnzEmoIgICBG5FJgAtAK6OOdSvW1RdHEO5syBP/8Ztm/X+y69FB55BBo39rBhO3fqIhHPPw+7d+t9tWrpuMLYsVoozxgTsSIiIIA1wHDgea8bEm1++AFuvlnXZQDo2BGefBJ69fKoQc7BkiXw1FNaDykjQ+9v314TbNSoCF8kwhjjFxEB4ZxbDyB2pkrQjh/XSW733aeHk6pXh4ce0iM2ngxAnzgBr72mwfD113pfuXJaB+lPf9L1Fezva0xUiYiAOBkiMhYYC9CoUSOPW+ONL7/UAef16/X2lVdqWHhSSO/gQS3i9MQTOce3atfWAec//AHi9G9kTCwIW0CIyDwg0EfYnc65t4J9HefcZGAyQHJysitm85hy5AjcdRc8/rhWtm7WTA/x9+vnQWN+/llrdTz7LOzbp/e1aqWj4lddZbOcjYkBYQsI55wXH2Mx46uvdGx340Y9cnPHHXD33ZCYGOaGfPeddlemTNG6HQA9esDtt8OgQRFUxMkYU1pRd4gp3hw/rrOgJ07UXkOrVvrZ3KVLmBuyZo0OeMyalbOsXEoKjB+vAWGMiTkR8XVPRC4RkTSgG/CeiHzodZsiwcaNWkjv3//W23fcAcuXhzkcVq3Sgea2bXUQunz5nAGQOXMsHIyJYRHRg3DOvQm86XU7IoVzWt365pvh8GGdyzBjBnTtGsZGrFypdTne9P1ZKlbUgefbb4cGDcLYEGOMVyIiIEyOAwd0DtnMmXr7qqt0HDhsM6FXrdLBjTlz9HZiojbo9tuhfv0wNcIYEwksICLIunVadWLjRl0P59lntcJ1WHz/vZ4iNWOGdmEqVYJx43SM4fTTw9QIY0wksYCIELNmab269HQtx/3GG2GqW/fzzzr4PHmyTnY75RT4/e91wMOTiRXGmEhhAeGxjAytvDpxot6+4gp44YUwVLrev193+sQTmkoiulLbhAmQlBTinRtjooEFhIcOHNDSRB98oCcHTZyoVSlCWpEiI0NnPv/rXzkF9FJSdGm5Nm1CuGNjTLSxgPDI9u06r2z1al0O4fXXoXfvEO/0k090pvPq1Xq7Z08t+dq9e4h3bIyJRhYQHli2TJf7/PFHaNFCK7GedVYId7hpE9x2G7zlq2iSlKTdleHDrYCeMaZQETFRLp58/LH2FH78Efr21cJ7IQuH9HQdbD77bA2HqlXhwQd1ktuIERYOxpgiWQ8ijN58U9eDPn5cT1/9z3/0pKGQePttnWm3bZsGwXXXwQMP2CmrxpigWQ8iTKZO1VXejh/XgegpU0IUDlu36qBzSoqGQ4cOWunvxRctHIwxJ8UCIgyefVbPIM3M1JOHnnwyBEVPMzJ0Qeqzz9beQ7VqunjP0qUeVPYzxsQCO8QUYpMnw0036c8TJ8Ktt4ZgJ2vX6iEk/0pul12m8xusNIYxphSsBxFC06ZptQrQtXXKPBwyMnTQuWNHDYcGDWDuXC3kZOFgjCkl60GEyGuv6QI/zulUg5tvLuMdrF6tvYZly/T2DTfoIaYaNcp4R8aYeGU9iBD45BOtwpqVpZUr/va3MnzxrCxd0a1TJw2HRo3gww/1WJaFgzGmDFkPooytWaPzzzIydNLyXXeV4Yv/+KOOdn/8sd4eO1Z7DWGrBW6MiScR0YMQkUdFZIOIrBKRN0WkptdtKomdO2HgQK2xNGKEDkqX2Vy0d9+Fdu00HOrU0TOVnn/ewsEYEzIRERDAx0Ab51w74Fvg7x6356Slp8PgwVpjqVs3HaAuk1NZjx3TiRNDhmhxvX79dFGfIUPK4MWNMaZwEREQzrmPnHMZvptfAVG1pqVzerRnxQpo2lS/3FeqVAYvvH271uX43/+FChX0cNKHH9oZSsaYsChyDEJEGjnntoWrMT7XAzMLe1BExgJjARo1ahSuNhXp6ad1IbYqVbTkUd26ZfCi8+bp4hC7d+tA9OzZ0LlzGbywMcYEp7gexAYRuUtEKpZ2RyIyT0TWBLik5NrmTiADmF7Y6zjnJjvnkp1zyfXq1Stts0pt0SK45Rb9+cUXdSJzqTgHDz0EF12k4XDhhXq2koWDMSbMijuL6S/AfcB1IvJX59ycku7IOdevqMdF5FpgMHCBc86VdD/h9OuvWnwvI0ND4rLLSvmCR47A9dfDq6/q7bvu0ktCQqnbaowxJ6vIHoRzbjLQDHgDmCkiH4pIi7JuhIgMAG4HhjrnDpf164eCc7p0c1oadO0KDz9cyhf8+Wc4/3wNh2rV4J134J57LByMMZ4pdpDaOXfAOXcr0BY4AawSkYkiUq0M2/E0UA34WERWisikMnztkJgxQytaVKkC//2vjiGX2OrVWlDvq6/gzDP1uNXgwWXWVmOMKYmgJ8o5574FBovIRcDjwFUicrtzbmppG+Gca1ra1winbdtyCvA99VQpF/z56COdNHHokHZF5syB3/ymTNppjDGlcdKnuTrnPgTaAQ8Bj4vI4jJvVQTzH1rav1+XXLj++lK82MyZ2lM4dEgHM+bPt3AwxkSMoHsQIlIVaIMeamrju5QDzg1N0yLT669rwdQaNWDSpFLMlH7uOe2GOKcj3I8+GoJFIowxpuSKmwfxEDmB0BAQYDewGlgF/Bf4JsRtjBj79+ukZtBB6dNOK8GLOKcluv/5T7390ENw++22PrQxJuIU14MYiAbBM77rVc65H0Peqgg1YYLWy+vaVWdOl/hF7r1XewuTJmmZbmOMiUBFBoRz7pxwNSTSbdoEzzyjX/Sfe66ER4PuuUfDISEBpk+HUaPKvJ3GGFNW7KB3kP7+dzhxQqttt29fghe4917tPZQrZ+FgjIkKFhBBWLxYSyFVqgT33VeCF3joIbj7bg2HadMsHIwxUcECIgj/+Ide33KLLvt8UiZP1hcQgZdfhiuvLPP2GWNMKFhAFGPRIvj8cz2tdfz4k3zyW2/ppAnQgYurry7z9hljTKhYQBTjwQf1+o9/PMklnxct0slvWVl6eOnGG0PSPmOMCRULiCKsWKGT4ipXhr/85SSeuGmTrvh29KieD3v33SFrozHGhIoFRBH8FVpvvPEkFgE6cEBrcPz6q5bRePZZmwRnjIlKFhCF2LFDy2qUL5+zIFCxsrJ0nGHdOl05aPp0K9dtjIlaFhCFeOEFyMyESy45iTOX7r5b13GoWVMHqKtXD2kbjTEmlCwgAjhxQs9OBfjDH4J80rvvwv3361yHmTOhaVRVMDfGmAIsIAJ45x2tudSqFfTpE8QT0tJgzBj9+aGHdB1pY4yJchERECJyn4is8q0m95GI1PeyPdOm6fXvfhfE+HJmJlx1FezZAxddBLfdFvL2GWNMOEREQACPOufaOefaA+8Cd3nVkF9/1VNby5WDK64I4gkPPAALFmjt76lTbU0HY0zMiIhPM+fcgVw3qwDOq7bMng3Hj8P558Pppxez8YoVWoRPRLsdp54aljYaY0w4BL2iXKiJyAPANcB+4LwithsLjAVo1KhRmbdj+nS9vuqqYjY8cULXG83M1FWE+vUr87YYY4yXxLnwfFkXkXlAoDXY7nTOvZVru78Dic65YqcfJycnu9TU1DJr4y+/6JGiU07Rn4s8S/X+++Ff/4LGjWH1aqhSpczaYYwxoSQiy5xzycVtF7YehHMu2K/YM4D3gLDXp3j/fV0R9LzzigmHtWv10BLohAkLB2NMDIqIMQgRaZbr5lBggxfteO89vR40qIiNnIObbtJDTDfcABdcEJa2GWNMuEXKGMTDItICyAK2AuPC3YATJ+DDD/XnIgNi1iyt/12nDjzySFjaZowxXoiIgHDOjfC6DV98oXX2zj5bhxUCSk/Pmefw4INQq1bY2meMMeEWEYeYIsH77+t1kb2HRx+F7duhY0f47W/D0i5jjPGKBYTP55/rdaFnq+7aBY89pj8/+aRVaTXGxDwLCODgQVi2TD/zu3UrZKOHH4ZDh2DgQOjVK6ztM8YYL1hAAF9+qfPdOnWCatUCbJCWBs88oz/ff39Y22aMMV6xgEBLKQH07l3IBg8+CMeOwaWXQocOYWuXMcZ4yQICWLpUr7t3D/DgL7/ASy/pzxMmhKtJxhjjubgPCOd0/AEgOdDE82eegaNHYcgQPQfWGGPiRNwHxNatsHcv1KsXYGnRw4dzxh7Gjw9724yOVLZtAAAVgklEQVQxxktxHxD+3kPHjgEWB5oyRRcC6tIFevYMd9OMMcZTFhC+gOjUKd8DzsFTT+nPt94axNJyxhgTW+I+IFat0usCJyctWADffgv168Pw4WFvlzHGeC3uA2KDr25sq1b5HnjhBb2+7jooHxElq4wxJqziOiCOHYMfftBlpJs2zfXA3r269ihYzSVjTNyK64DYvBmysrR6a8WKuR549VVNj/79iyjtaowxsS2uA2LjRr1u0SLfAzNn6vXo0WFtjzHGRJK4Dgj/+EOegNi5ExYu1C5FSoon7TLGmEgQUQEhIreJiBORuuHYX8AexOzZeorrxRcXszC1McbEtogJCBFpCPQHtoVrn99/r9d5Bqj9h5dGjQpXM4wxJiJFTEAATwB/A1y4drhjh15nl9j45RdYvFgPLw0eHK5mGGNMRIqIgBCRocAO59w3QWw7VkRSRSR1165dJd6nczkBccYZvjs//FCv+/aFqlVL/NrGGBMLwjYDTETmAacFeOhO4B/AhcG8jnNuMjAZIDk5ucS9jV9/1TNZq1fPlQUffKDXF19c0pc1xpiYEbaAcM4FXO1ZRNoCjYFvROsdNQCWi0gX59xPoWpPgd5DZmZOD2LAgFDt1hhjoobnNSScc6uBU/23RWQLkOyc2x3K/RYIiGXLtHJrUhI0bx7KXRtjTFSIiDEIL/gDon593x3+3sPFF1vlVmOMIQJ6EPk555LCsZ8CPQj/wtTnnx+O3RtjTMSL2x7Ezp16fcYZQEYGfPml3mELAxljDBDHAZGnB/HNN5CerjPmTgt0opUxxsSfuA2In3znR51+OrBokd7o0cOz9hhjTKSJ24DYu1eva9cm5/BS9+6etccYYyJN3AbEr7/qde3awIoVeiM52bP2GGNMpInLgMjMhH379Oea5Q/p2tPly0Pr1t42zBhjIkhcBsT+/VqLqUYNSFi7Sm+0bp1vWTljjIlvcRkQ/sNLtWoBy5frjQ4dPGuPMcZEorgMCP8Ada1awMqVesMCwhhj8ojLgMgzQL1+vd5o08az9hhjTCSKy4A4cECvq1dHB6gh37qjxhhj4jIg0tP1ukr5Y7B7N1SpkqtqnzHGGIjTgDh8WK+rZPjOdW3e3Cq4GmNMPnEZEP4eROXDe/QHW//BGGMKiMuAyO5BHPpZf7CAMMaYAuIyILLHIA74an5bQBhjTAERERAiMkFEdojISt9lYCj35+9BVD7g60E0bhzK3RljTFSKpBXlnnDOTQzHjgr0ILKXlTPGGOMXET2IcMsOiH2+gDj9dO8aY4wxESqSehB/FJFrgFTgVufcr4E2EpGxwFiARo0alWhH2YeY3CGoU8eK9JmgnDhxgrS0NI4ePep1U4wJSmJiIg0aNKBChQolen7YAkJE5gGB1vO8E3gOuA9wvuvHgOsDvY5zbjIwGSA5OdmVpC3ZPQjS7fCSCVpaWhrVqlUjKSkJsXkzJsI559izZw9paWk0LuE4a9gCwjnXL5jtROQF4N1QtiW7B8Fhm0Ftgnb06FELBxM1RIQ6deqwa9euEr9GRIxBiEjuQYBLgDWh3F+eHoQFhDkJFg4mmpT232ukjEH8W0Tao4eYtgA3hnJnbdpAxT07qfnjPgsIY4wpRET0IJxzo51zbZ1z7ZxzQ51zP4Zyf6+8AqmDJ9CI7TYGYaJKWloaKSkpNGvWjLPOOos///nPHD9+vMjn7Nu3j2effTb79s6dOxk5cmSomxqUzz77jMGDB3vdjEKVpn1z5sxh3bp12bfvuusu5s2bV+RzBg4cyL59+wr8zbwSEQHhiR079Np6ECZKOOcYPnw4w4YN47vvvuPbb7/l0KFD3HnnnUU+L/+HTf369Zk9e3aomxvRMjMzQ76P/AFx77330q9f0UOxc+fOpWbNmhYQnvvZN4v6tEAnVhlTDJHQXIowf/58EhMTue666wBISEjgiSee4MUXX+Tw4cNMmTKFlJQUBgwYQIsWLbjnnnsAuOOOO9i8eTPt27dn/PjxbNmyhTa+BbKmTJnCsGHDGDJkCI0bN+bpp5/m8ccfp0OHDnTt2pW9vuUX+/btS2pqKgC7d+8mKSnppJ4fjL179zJs2DDatWtH165dWbVqFQBt27Zl3759OOeoU6cOU6dOBWD06NEFvpF/9tln9O7dm0suuYSzzz6bcePGkZWVBUDVqlW56667OPfcc/nyyy/55JNP6NChA23btuX666/n2LFjAHzwwQe0bNmSnj178sYbb2S/9oQJE5g4MWcub5s2bdiyZQsAU6dOpV27dpxzzjmMHj2axYsX8/bbbzN+/Hjat2/P5s2bGTNmDLNnz+b999/nsssuy9PmIUOGAJCUlMTu3bsL/M1Gjx7NW2+9lf2cq666irfffjvo321JxW9A+P/h1q7tbTuMCdLatWvp1KlTnvuqV69Oo0aN2LRpEwBLly5l+vTprFy5klmzZpGamsrDDz/MWWedxcqVK3n00UcLvO6aNWuYMWMGS5cu5c4776Ry5cqsWLGCbt26ZX8YFyWY50+aNIlJkyYV+Tp33303HTp0YNWqVTz44INcc801APTo0YNFixaxdu1amjRpwsKFCwH46quv6Nq1a4HXWbp0KY899hirV69m8+bN2R/y6enptGnThiVLlpCcnMyYMWOYOXMmq1evJiMjg+eee46jR49yww038M4777Bw4UJ++umnYt//2rVreeCBB5g/fz7ffPMNTz31FN27d2fo0KE8+uijrFy5krPOOit7+/79+/PVV1+R7jtbZubMmYwaNSrPa+b/m/3ud7/jpZdeAmD//v0sXryYgQNDWpEIiOeA8K87WquWt+0w0cm50FyK3KULeFZK7vv79+9PnTp1qFSpEsOHD+eLL74o9q2cd955VKtWjXr16lGjRo3sb7Nt27bN/oZc2uePGzeOcePGFfk6X3zxBaNHjwbg/PPPZ8+ePezfv59evXqxYMECFixYwO9//3tWr17Njh07qF27NlWrVi3wOl26dKFJkyYkJCRwxRVXZP8OEhISGDFiBAAbN26kcePGNPcV6rz22mtZsGABGzZsoHHjxjRr1gwR4eqrry72/c+fP5+RI0dSt25dAGoX86WzfPnyDBgwgHfeeYeMjAzee+89UlJSinxOnz592LRpE7/88guvvPIKI0aMoHz50J9jFJ8BkZUF+/frzzVretsWY4LUunXr7MM8fgcOHGD79u3Z31DzB0gwpzlWzFVJoFy5ctm3y5UrR0ZGBqAfav5DNflnkgfz/GC4AAEpIvTu3ZuFCxeycOFC+vbtS7169Zg9eza9evUK+DqF/Q4SExNJSEgodF+FPd8v9+8Acn4PhQV3UUaNGsVrr73G/Pnz6dy5M9WqVSv2OaNHj2b69Om89NJL2YcZQy0+A2L/fv22Vr06+P7BGBPpLrjgAg4fPpx92CYzM5Nbb72VMWPGULlyZQA+/vhj9u7dy5EjR5gzZw49evSgWrVqHDx4sFT7TkpKYtmyZQAhG+Du3bs306dPB/S4fN26dalevToNGzZk9+7dfPfddzRp0oSePXsyceLEQgNi6dKl/PDDD2RlZTFz5kx69uxZYJuWLVuyZcuW7ENz06ZNo0+fPrRs2ZIffviBzZs3A/DKK69kPycpKYnly5cDsHz5cn744QdA/y6vvfYae/boAmT+cZeifu99+/Zl+fLlvPDCCwUOLxX23DFjxvDkk08C+mUhHOIzIPzjD3Z4yUQREeHNN99k1qxZNGvWjObNm5OYmMiDDz6YvU3Pnj0ZPXo07du3Z8SIESQnJ1OnTh169OhBmzZtGD9+fIn2fdttt/Hcc8/RvXt3du/efdLPD2YMYsKECaSmptKuXTvuuOMOXn755ezHzj333OzDQb169WLHjh0BP/gBunXrxh133EGbNm1o3Lgxl1xySYFtEhMTeemll7j00ktp27Yt5cqVY9y4cSQmJjJ58mQGDRpEz549OfPMM7OfM2LECPbu3Uv79u157rnnstvTunVr7rzzTvr06cM555zDLbfcAsDll1/Oo48+SocOHbIDxy8hIYHBgwfz/vvvBzyNNtDf7De/+Q2tWrUKW+8BQIrqakW65ORkl7/LHZTUVOjcGTp0AN83AmOKs379elq1auV1Mwo1ZcoUUlNTefrpp71uimc+++wzJk6cyLvvhrRajycOHz5M27ZtWb58OTVq1Aj6eYH+3YrIMudccnHPjc8ehA1QG2OiyLx582jZsiU333zzSYVDaUVKqY3wOnBAr6tX97YdxpShMWPGMGbMGK+b4am+ffvSt29fr5tR5vr168e2bdvCvt/47EFkV+ur4m07jDEmgsVnQPjrfVtAGGNMoeIzIKwHYYwxxYrPgMheMaiyt+0wxpgIFp8BYT0IE6Virdz3lClT+OMf/xjwMX/p66LkLiIYLvFUAjw+A8J6ECYKxVu5b3/p63CxEuAFRUxAiMjNIrJRRNaKyL9DujPrQZhS8qDad8yW+965cycDBgygWbNm/O1vf8u+31/6GuC+++6jZcuW9O/fnyuuuCJP2e1Zs2bRpUsXmjdvnl3pNTcrAV5yETEPQkTOA1KAds65YyJyakh3aD0IE4WCLfe9Zs0aKleuTOfOnRk0aBAPP/wwa9asYeXKlQAFKrSuWbOGFStWcPToUZo2bcojjzzCihUr+Otf/8rUqVP5y1/+UmS7gnm+v8xGoIquK1euZMWKFVSsWJEWLVpw880307Bhw+zHU1NTef3111mxYgUZGRl07Ngxz+8hIyODpUuXMnfuXO65556Ah2yWLl3KunXrOPPMMxkwYABvvPEGI0eOzC4Bfu+993L06FGaNWvGJ598QvPmzbnmmmt47rnnGDduHDfccAPz58+nadOmAWsn5ecvAb5o0SLq1q3L3r17qV27NkOHDmXw4MEFDvH179+fG2+8kfT0dKpUqVJoCfDcf8fPP/+cJ554gpSUlOwS4LnLk5SFSOlB/B542Dl3DMA590tI92Y9CFNKHlT7jtly3xdccAE1atQgMTGRs88+m61bt+Z5/IsvviAlJYVKlSpRrVq17Nf3Gz58OACdOnUqtL1WArxkIiUgmgO9RGSJiHwuIp0L21BExopIqoik7tq1q2R7s3kQJgrFarnv3M9PSEgo8Jzi6sX5nx/ouX5WArxkwhYQIjJPRNYEuKSgh7pqAV2B8cBrUshv1zk32TmX7JxLrlevXska4+9B2CEmE0Vivdx3YXr27Mk777zD0aNHOXToEO+9995Jv4aVAC+ZsAWEc66fc65NgMtbQBrwhlNLgSygbsgaYz0IE4Vivdx3YTp37szQoUM555xzGD58OMnJySddsM5KgJeQc87zCzAOuNf3c3NgO75S5EVdOnXq5EqkRw/natVy7rvvSvZ8E5fWrVvndROK9NJLL7mbbrrJ62aExMGDB51zzqWnp7tOnTq5ZcuWBf3cTz/91A0aNChUTfNUenq6a9Kkidu3b1+h2wT6dwukuiA+myPiLCbgReBFEVkDHAeu9b2J0Ahi4M4YEznGjh3LunXrOHr0KNdeey0dO3b0ukmemzdvHtdffz233HJLyEqAx+eCQcaUQKQvGGRMILZgkDFhEs1fqEz8Ke2/VwsIY4KUmJjInj17LCRMVHDOsWfPHhITE0v8GpEyBmFMxGvQoAFpaWmUeP6NMWGWmJhIgwYNSvx8CwhjglShQgUaN27sdTOMCRs7xGSMMSYgCwhjjDEBWUAYY4wJKKrnQYjILmBrsRsGVhc4+ZoB0cveb2yLt/cL8feey/L9numcK7aYXVQHRGmISGowE0Vihb3f2BZv7xfi7z178X7tEJMxxpiALCCMMcYEFM8BMdnrBoSZvd/YFm/vF+LvPYf9/cbtGIQxxpiixXMPwhhjTBEsIIwxxgQU0wEhIgNEZKOIbBKROwI8XlFEZvoeXyIiSeFvZdkK4j2PEZFdIrLSd/mdF+0sCyLyooj84ltoKtDjIiL/4/tdrBKRqF9lJoj33FdE9uf6+94V7jaWFRFpKCKfish6EVkrIn8OsE1M/Y2DfM/h+xsHs+xcNF6ABGAz0AQ4BfgGODvfNn8AJvl+vhyY6XW7w/CexwBPe93WMnq/vYGOwJpCHh8IvA8I0BVY4nWbw/Ce+wLvet3OMnqvpwMdfT9XA74N8O85pv7GQb7nsP2NY7kH0QXY5Jz73jl3HHgVSMm3TQrwsu/n2cAFIiJhbGNZC+Y9xwzn3AJgbxGbpABTnfoKqCkip4endaERxHuOGc65H51zy30/HwTWA2fk2yym/sZBvuewieWAOAPYnut2GgV/0dnbOOcygP1AnbC0LjSCec8AI3zd8dki0jA8TfNEsL+PWNNNRL4RkfdFpLXXjSkLvsO/HYAl+R6K2b9xEe8ZwvQ3juWACNQTyH9ObzDbRJNg3s87QJJzrh0wj5weVCyKtb9vMJajdXbOAf4XmONxe0pNRKoCrwN/cc4dyP9wgKdE/d+4mPcctr9xLAdEGpD723EDYGdh24hIeaAG0d19L/Y9O+f2OOeO+W6+AHQKU9u8EMy/gZjinDvgnDvk+3kuUEFE6nrcrBITkQroB+V059wbATaJub9xce85nH/jWA6Ir4FmItJYRE5BB6HfzrfN28C1vp9HAvOdbxQoShX7nvMdnx2KHuOMVW8D1/jOdOkK7HfO/eh1o0JJRE7zj6OJSBf0//geb1tVMr738X/Aeufc44VsFlN/42Deczj/xjG75KhzLkNE/gh8iJ7d86Jzbq2I3AukOufeRv8Q00RkE9pzuNy7FpdekO/5TyIyFMhA3/MYzxpcSiLyCnpGR10RSQPuBioAOOcmAXPRs1w2AYeB67xpadkJ4j2PBH4vIhnAEeDyKP7S0wMYDawWkZW++/4BNIKY/RsH857D9je2UhvGGGMCiuVDTMYYY0rBAsIYY0xAFhDGGGMCsoAwxhgTkAWEMcaYgCwgjDHGBGQBYUwZEpFHRORjr9thTFmwgDCmbLUHVha7lTFRwALCmLJ1DrDC60YYUxYsIIwpIyJyGvAbfD0IEakiIq+KyPJYWK3QxB8LCGPKTge0Ns5GEWkBLEVrXvVwzm3xsmHGlIQFhDFlpz2wGhgGLAZecM5d7Zw74m2zjCkZK9ZnTBkRkZlAf7SS7lDn3OceN8mYUrEehDFlpz3wBlp+O5qXrjUGsB6EMWVCRCoDB4GuQDNgMtDbvwC9MdEoZhcMMibMzkHXQl7jnPtaRFoB74hIF+fcDo/bZkyJ2CEmY8rGOcB3uQak7wIWAW/7ehfGRB07xGSMMSYg60EYY4wJyALCGGNMQBYQxhhjArKAMMYYE5AFhDHGmIAsIIwxxgRkAWGMMSYgCwhjjDEB/T9XYTDHF4rw7AAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Exploring the results"
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "V = S[0]\n",
+    "X = []\n",
+    "Y = []\n",
+    "Z = []\n",
+    "\n",
+    "for k in k_grid:\n",
+    "    if k < 1.5*k_ss:\n",
+    "        X.append(k)\n",
+    "        Y.append(V[(k, theta_L)])\n",
+    "        Z.append(V[(k, theta_H)])\n",
+    "        \n",
+    "plt.plot(X, Y, color=\"red\", linewidth=2, label=\"Optimum: low productivity\")\n",
+    "plt.plot(X, Z, color=\"blue\", linewidth=2, label=\"Optimum: high productivity\")\n",
+    "plt.xlabel(\"$k$\", fontsize=14)\n",
+    "plt.ylabel(\"$V$\", fontsize=14)\n",
+    "plt.title(\"Value Function\")\n",
+    "plt.legend(loc='lower right')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "V = S[0]\nX = []\nY = []\nZ = []\n\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(V[(k, theta_L)])\n        Z.append(V[(k, theta_H)])\n        \nplt.plot(X, Y, color=\"red\", linewidth=2, label=\"Optimum: low productivity\")\nplt.plot(X, Z, color=\"blue\", linewidth=2, label=\"Optimum: high productivity\")\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$V$\", fontsize=14)\nplt.title(\"Value Function\")\nplt.legend(loc='lower right')\nplt.show()",
-      "execution_count": 12,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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\n",
-            "text/plain": "<Figure size 432x288 with 1 Axes>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
       ]
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "C = S[1]\n",
+    "X = []\n",
+    "Y = []\n",
+    "Z = []\n",
+    "for k in k_grid:\n",
+    "    if k < 1.5*k_ss:\n",
+    "        X.append(k)\n",
+    "        Y.append(C[(k, theta_L)])\n",
+    "        Z.append(C[(k, theta_H)])\n",
+    "\n",
+    "plt.plot(X, Y, color=\"red\", linewidth=2, label=\"consumption: low productivity\")\n",
+    "plt.plot(X, Z, color=\"blue\", linewidth=2, label=\"consumption: high productivity\")\n",
+    "plt.xlabel(\"$k$\", fontsize=14)\n",
+    "plt.ylabel(\"$c$\", fontsize=14)\n",
+    "plt.title(\"Policy Function: $c$\")\n",
+    "plt.legend(loc='lower right')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "C = S[1]\nX = []\nY = []\nZ = []\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(C[(k, theta_L)])\n        Z.append(C[(k, theta_H)])\n\nplt.plot(X, Y, color=\"red\", linewidth=2, label=\"consumption: low productivity\")\nplt.plot(X, Z, color=\"blue\", linewidth=2, label=\"consumption: high productivity\")\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$c$\", fontsize=14)\nplt.title(\"Policy Function: $c$\")\nplt.legend(loc='lower right')\nplt.show()",
-      "execution_count": 13,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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\n",
-            "text/plain": "<Figure size 432x288 with 1 Axes>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
       ]
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "K = S[2]\n",
+    "X = []\n",
+    "Y = []\n",
+    "Z = []\n",
+    "W = []\n",
+    "\n",
+    "for k in k_grid:\n",
+    "    if k < 1.5*k_ss:\n",
+    "        X.append(k)\n",
+    "        Y.append(K[(k, theta_L)])\n",
+    "        Z.append(K[(k, theta_H)])\n",
+    "        W.append(k)\n",
+    "\n",
+    "plt.plot(X, Y, color=\"red\", linewidth=2)\n",
+    "plt.plot(X, Z, color=\"blue\", linewidth=2)\n",
+    "plt.plot(X, W, '--', color=\"gray\", linewidth=1)\n",
+    "plt.xlabel(\"$k$\", fontsize=14)\n",
+    "plt.ylabel(\"$k^{\\prime}$\", fontsize=14)\n",
+    "plt.title(\"Policy Function: $k^{\\prime}$\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Simulation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def shox(A, pi_H, pi_L, theta_H, theta_L):\n",
+    "    \n",
+    "    if A == 1.5:\n",
+    "        pi = pi_H\n",
+    "    else:\n",
+    "        pi = pi_L\n",
+    "    \n",
+    "    x = np.random.binomial(1,pi_H)\n",
+    "    \n",
+    "    return A*x+(2-A)*(1-x)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "K = S[2]\nX = []\nY = []\nZ = []\nW = []\n\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(K[(k, theta_L)])\n        Z.append(K[(k, theta_H)])\n        W.append(k)\n\nplt.plot(X, Y, color=\"red\", linewidth=2)\nplt.plot(X, Z, color=\"blue\", linewidth=2)\nplt.plot(X, W, '--', color=\"gray\", linewidth=1)\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$k^{\\prime}$\", fontsize=14)\nplt.title(\"Policy Function: $k^{\\prime}$\")\nplt.show()",
-      "execution_count": 14,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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\n",
-            "text/plain": "<Figure size 432x288 with 1 Axes>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Simulation"
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "def shox(A, pi_H, pi_L, theta_H, theta_L):\n    \n    if A == 1.5:\n        pi = pi_H\n    else:\n        pi = pi_L\n    \n    x = np.random.binomial(1,pi_H)\n    \n    return A*x+(2-A)*(1-x)",
-      "execution_count": 15,
-      "outputs": []
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "np.random.seed(1910)\n",
+    "C = S[1]\n",
+    "K = S[2]\n",
+    "\n",
+    "k0 = k_grid[30]\n",
+    "a0 = theta_H\n",
+    "n = 200\n",
+    "\n",
+    "X = [k0]\n",
+    "Y = [C[(k0, a0)]]\n",
+    "A = [a0]\n",
+    "T = [0]\n",
+    "\n",
+    "s = 0\n",
+    "for t in np.arange(0,n):\n",
+    "    T.append(t)\n",
+    "    a0 = shox(a0, pi_H, pi_L, theta_H, theta_L)\n",
+    "    A.append(a0)\n",
+    "    k = K[(k0, a0)]\n",
+    "    X.append(k)\n",
+    "    c = C[(k, a0)]\n",
+    "    Y.append(c)\n",
+    "    k0 = k\n",
+    "    \n",
+    "plt.plot(T, X, color=\"black\", linewidth=1.5, label=\"capital stock: $k_{t}$\")\n",
+    "plt.plot(T, Y, color=\"red\", linewidth=1, label=\"consumption: $c_{t}$\")\n",
+    "plt.xlabel(\"$t$\", fontsize=14)\n",
+    "plt.ylabel(\"$c_{t}$, $k_{t}$\", fontsize=14)\n",
+    "plt.title(\"Path of $c$ and $k$ over time\")\n",
+    "plt.legend(loc=\"lower center\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 164,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "np.random.seed(1910)\nC = S[1]\nK = S[2]\n\nk0 = k_grid[30]\na0 = theta_H\nn = 200\n\nX = [k0]\nY = [C[(k0, a0)]]\nA = [a0]\nT = [0]\n\ns = 0\nfor t in np.arange(0,n):\n    T.append(t)\n    a0 = shox(a0, pi_H, pi_L, theta_H, theta_L)\n    A.append(a0)\n    k = K[(k0, a0)]\n    X.append(k)\n    c = C[(k, a0)]\n    Y.append(c)\n    k0 = k\n    \nplt.plot(T, X, color=\"black\", linewidth=1.5, label=\"capital stock: $k_{t}$\")\nplt.plot(T, Y, color=\"red\", linewidth=1, label=\"consumption: $c_{t}$\")\nplt.xlabel(\"$t$\", fontsize=14)\nplt.ylabel(\"$c_{t}$, $k_{t}$\", fontsize=14)\nplt.title(\"Path of $c$ and $k$ over time\")\nplt.legend(loc=\"lower center\")\nplt.show()",
-      "execution_count": 16,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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\n",
-            "text/plain": "<Figure size 432x288 with 1 Axes>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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GBvpltJsSNk88AZSVATfeGOaJ4lyoVFUBhw8D79imCJXe3ug2CMC+Lz+DvZ96PNrNYEAi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\nSJKkbP0/5A0l25iCnOYAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f0485b3da90>"
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "import numpy.ma as ma\n\nmask_H = []\nmask_L = []\nK_H = []\nK_L = []\nB = list(A)\nB.append(B[n])\n\nY = []\n\nfor i, a in enumerate(A):\n    \n    b = B[i+1]\n    \n    if a == theta_H and b == theta_H:\n        mask_H.append(0)\n        mask_L.append(1)\n    elif a == theta_L and b == theta_L:\n        mask_H.append(1)\n        mask_L.append(0)\n    elif a != b:\n        mask_H.append(0)\n        mask_L.append(0)\n        \n    K_H.append(k_ss_H)\n    K_L.append(k_ss_L)\n    Y.append(f(X[i], a))\n\nX_H = ma.masked_array(X, mask=mask_H)\nX_L = ma.masked_array(X, mask=mask_L)\n\nY_H = ma.masked_array(Y, mask=mask_H)\nY_L = ma.masked_array(Y, mask=mask_L)\n\nplt.plot(T, X_H, color=\"blue\", lw=1)\nplt.plot(T, X_L, color=\"red\", lw=1)\nplt.plot(T, K_H, '--', color=\"blue\", lw=.5)\nplt.plot(T, K_L, '--', color=\"red\", lw=.5)\nplt.xlabel(\"$t$\", fontsize=14)\nplt.ylabel(\"$k_{t}$\", fontsize=14)\nplt.title(\"Path of $k$ over time\")\nplt.show()\n\nplt.plot(T, Y_H, color=\"blue\", lw=1)\nplt.plot(T, Y_L, color=\"red\", lw=1)\nplt.xlabel(\"$t$\", fontsize=14)\nplt.ylabel(\"$k_{t}$\", fontsize=14)\nplt.title(\"Path of $k$ over time\")\nplt.show()",
-      "execution_count": 164,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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GBvpltJsSNk88AZSVATfeGOaJ4lyoVFUBhw8D79imCJXe3ug2CMC+Lz+DvZ96PNrNYEAi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\nz333UWkLdbLRYHJSZwiCTbBQ0YFlJZvnzaNU5UcfJTONDgz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-            "text/plain": "<matplotlib.figure.Figure at 0x7f0485b3da90>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        },
-        {
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UV/cqK7/7HZx+emfmTKbIkKzcdJNKv37ta3u3VWqdyopD2ERzoh2LFqlL73ld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-            "text/plain": "<matplotlib.figure.Figure at 0x7f04859977f0>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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UV/cqK7/7HZx+emfmTKbIkKzcdJNKv37ta3u3VWqdyopD2ERzoh2LFqlL73ld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\nKVgRERGRUPs/+yZ/uz+HgI8AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f04859977f0>"
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
-  ],
-  "metadata": {
-    "kernelspec": {
-      "name": "python3",
-      "display_name": "Python 3",
-      "language": "python"
-    },
-    "language_info": {
-      "mimetype": "text/x-python",
-      "nbconvert_exporter": "python",
-      "name": "python",
-      "pygments_lexer": "ipython3",
-      "version": "3.5.4",
-      "file_extension": ".py",
-      "codemirror_mode": {
-        "version": 3,
-        "name": "ipython"
-      }
-    }
+   ],
+   "source": [
+    "import numpy.ma as ma\n",
+    "\n",
+    "mask_H = []\n",
+    "mask_L = []\n",
+    "K_H = []\n",
+    "K_L = []\n",
+    "B = list(A)\n",
+    "B.append(B[n])\n",
+    "\n",
+    "Y = []\n",
+    "\n",
+    "for i, a in enumerate(A):\n",
+    "    \n",
+    "    b = B[i+1]\n",
+    "    \n",
+    "    if a == theta_H and b == theta_H:\n",
+    "        mask_H.append(0)\n",
+    "        mask_L.append(1)\n",
+    "    elif a == theta_L and b == theta_L:\n",
+    "        mask_H.append(1)\n",
+    "        mask_L.append(0)\n",
+    "    elif a != b:\n",
+    "        mask_H.append(0)\n",
+    "        mask_L.append(0)\n",
+    "        \n",
+    "    K_H.append(k_ss_H)\n",
+    "    K_L.append(k_ss_L)\n",
+    "    Y.append(f(X[i], a))\n",
+    "\n",
+    "X_H = ma.masked_array(X, mask=mask_H)\n",
+    "X_L = ma.masked_array(X, mask=mask_L)\n",
+    "\n",
+    "Y_H = ma.masked_array(Y, mask=mask_H)\n",
+    "Y_L = ma.masked_array(Y, mask=mask_L)\n",
+    "\n",
+    "plt.plot(T, X_H, color=\"blue\", lw=1)\n",
+    "plt.plot(T, X_L, color=\"red\", lw=1)\n",
+    "plt.plot(T, K_H, '--', color=\"blue\", lw=.5)\n",
+    "plt.plot(T, K_L, '--', color=\"red\", lw=.5)\n",
+    "plt.xlabel(\"$t$\", fontsize=14)\n",
+    "plt.ylabel(\"$k_{t}$\", fontsize=14)\n",
+    "plt.title(\"Path of $k$ over time\")\n",
+    "plt.show()\n",
+    "\n",
+    "plt.plot(T, Y_H, color=\"blue\", lw=1)\n",
+    "plt.plot(T, Y_L, color=\"red\", lw=1)\n",
+    "plt.xlabel(\"$t$\", fontsize=14)\n",
+    "plt.ylabel(\"$k_{t}$\", fontsize=14)\n",
+    "plt.title(\"Path of $k$ over time\")\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
   },
-  "nbformat": 4,
-  "nbformat_minor": 2
-}
\ No newline at end of file
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/0-pre-requisitos/3-sql/0_conectando_python_em_db_sql.ipynb b/0-pre-requisitos/3-sql/0_conectando_python_em_db_sql.ipynb
index d69cd89..3818fa2 100644
--- a/0-pre-requisitos/3-sql/0_conectando_python_em_db_sql.ipynb
+++ b/0-pre-requisitos/3-sql/0_conectando_python_em_db_sql.ipynb
@@ -21,14 +21,14 @@
    "outputs": [
     {
      "ename": "OperationalError",
-     "evalue": "could not connect to server: Operation timed out\n\tIs the server running on host \"data-science.cjkghcc9gsud.us-east-1.rds.amazonaws.com\" (52.44.6.84) and accepting\n\tTCP/IP connections on port 5432?\n",
+     "evalue": "could not translate host name \"data-science.cjkghcc9gsud.us-east-1.rds.amazonaws.com\" to address: nodename nor servname provided, or not known\n",
      "output_type": "error",
      "traceback": [
       "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
       "\u001b[0;31mOperationalError\u001b[0m                          Traceback (most recent call last)",
       "\u001b[0;32m<ipython-input-1-e568e5236727>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     12\u001b[0m \u001b[0mpwd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'trainingwrite'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0mconn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpsycopg2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconnect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"host='{host}' port={port}  dbname='{dbname}' user={username} password={pwd}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
       "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/psycopg2/__init__.py\u001b[0m in \u001b[0;36mconnect\u001b[0;34m(dsn, connection_factory, cursor_factory, **kwargs)\u001b[0m\n\u001b[1;32m    128\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    129\u001b[0m     \u001b[0mdsn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_ext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmake_dsn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdsn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 130\u001b[0;31m     \u001b[0mconn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_connect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdsn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconnection_factory\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mconnection_factory\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwasync\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    131\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mcursor_factory\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    132\u001b[0m         \u001b[0mconn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcursor_factory\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcursor_factory\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mOperationalError\u001b[0m: could not connect to server: Operation timed out\n\tIs the server running on host \"data-science.cjkghcc9gsud.us-east-1.rds.amazonaws.com\" (52.44.6.84) and accepting\n\tTCP/IP connections on port 5432?\n"
+      "\u001b[0;31mOperationalError\u001b[0m: could not translate host name \"data-science.cjkghcc9gsud.us-east-1.rds.amazonaws.com\" to address: nodename nor servname provided, or not known\n"
      ]
     }
    ],
@@ -40,18 +40,18 @@
     "from sqlalchemy import create_engine\n",
     "import io\n",
     "\n",
-    "host = 'data-science.cjkghcc9gsud.us-east-1.rds.amazonaws.com'\n",
+    "host = 'brdh2-ds2019.cpvwsnqnnd2w.us-east-1.rds.amazonaws.com'\n",
     "port = 5432\n",
     "dbname = 'db3'\n",
-    "username = 'trainingwrite'\n",
-    "pwd = 'trainingwrite'\n",
+    "username = 'digitalhouse'\n",
+    "pwd = 'Digitalh'\n",
     "\n",
     "conn = psycopg2.connect(f\"host='{host}' port={port}  dbname='{dbname}' user={username} password={pwd}\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -61,7 +61,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -162,7 +162,7 @@
        "8      8  4  4"
       ]
      },
-     "execution_count": 71,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -180,14 +180,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall time: 0 ns\n"
+      "CPU times: user 1.04 ms, sys: 743 µs, total: 1.78 ms\n",
+      "Wall time: 1.04 ms\n"
      ]
     },
     {
@@ -218,53 +219,53 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>0.452313</td>\n",
-       "      <td>0.337163</td>\n",
+       "      <td>0.237575</td>\n",
+       "      <td>0.313269</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>0.597845</td>\n",
-       "      <td>0.869110</td>\n",
+       "      <td>0.135886</td>\n",
+       "      <td>0.245108</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>0.891261</td>\n",
-       "      <td>0.471389</td>\n",
+       "      <td>0.803706</td>\n",
+       "      <td>0.380767</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0.683479</td>\n",
-       "      <td>0.692223</td>\n",
+       "      <td>0.578443</td>\n",
+       "      <td>0.160269</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>0.706336</td>\n",
-       "      <td>0.873535</td>\n",
+       "      <td>0.898139</td>\n",
+       "      <td>0.492082</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>0.302285</td>\n",
-       "      <td>0.394499</td>\n",
+       "      <td>0.682028</td>\n",
+       "      <td>0.468385</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>0.378814</td>\n",
-       "      <td>0.650194</td>\n",
+       "      <td>0.853587</td>\n",
+       "      <td>0.138461</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>0.852873</td>\n",
-       "      <td>0.106283</td>\n",
+       "      <td>0.004633</td>\n",
+       "      <td>0.237382</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
-       "      <td>0.038916</td>\n",
-       "      <td>0.499037</td>\n",
+       "      <td>0.873710</td>\n",
+       "      <td>0.609603</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>0.047853</td>\n",
-       "      <td>0.874112</td>\n",
+       "      <td>0.334734</td>\n",
+       "      <td>0.015687</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -272,19 +273,19 @@
       ],
       "text/plain": [
        "       col1      col2\n",
-       "0  0.452313  0.337163\n",
-       "1  0.597845  0.869110\n",
-       "2  0.891261  0.471389\n",
-       "3  0.683479  0.692223\n",
-       "4  0.706336  0.873535\n",
-       "5  0.302285  0.394499\n",
-       "6  0.378814  0.650194\n",
-       "7  0.852873  0.106283\n",
-       "8  0.038916  0.499037\n",
-       "9  0.047853  0.874112"
+       "0  0.237575  0.313269\n",
+       "1  0.135886  0.245108\n",
+       "2  0.803706  0.380767\n",
+       "3  0.578443  0.160269\n",
+       "4  0.898139  0.492082\n",
+       "5  0.682028  0.468385\n",
+       "6  0.853587  0.138461\n",
+       "7  0.004633  0.237382\n",
+       "8  0.873710  0.609603\n",
+       "9  0.334734  0.015687"
       ]
      },
-     "execution_count": 72,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -296,14 +297,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall time: 2min 37s\n"
+      "CPU times: user 147 ms, sys: 72 ms, total: 219 ms\n",
+      "Wall time: 3min 49s\n"
      ]
     }
    ],
@@ -321,23 +323,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall time: 4 ms\n",
-      "Wall time: 3.3 s\n",
-      "Wall time: 0 ns\n",
-      "Wall time: 0 ns\n",
-      "Wall time: 0 ns\n",
-      "Wall time: 419 ms\n",
-      "Wall time: 0 ns\n",
-      "Wall time: 999 µs\n",
-      "Wall time: 11.7 s\n",
-      "Wall time: 142 ms\n"
+      "CPU times: user 15.6 ms, sys: 2.73 ms, total: 18.3 ms\n",
+      "Wall time: 5.46 s\n",
+      "CPU times: user 5.73 ms, sys: 1.24 ms, total: 6.97 ms\n",
+      "Wall time: 6.22 ms\n",
+      "CPU times: user 415 µs, sys: 129 µs, total: 544 µs\n",
+      "Wall time: 335 µs\n",
+      "CPU times: user 15 µs, sys: 1 µs, total: 16 µs\n",
+      "Wall time: 20 µs\n",
+      "CPU times: user 5 µs, sys: 0 ns, total: 5 µs\n",
+      "Wall time: 9.06 µs\n",
+      "CPU times: user 391 ms, sys: 19.8 ms, total: 411 ms\n",
+      "Wall time: 412 ms\n",
+      "CPU times: user 5 µs, sys: 0 ns, total: 5 µs\n",
+      "Wall time: 7.87 µs\n",
+      "CPU times: user 4 µs, sys: 0 ns, total: 4 µs\n",
+      "Wall time: 7.87 µs\n",
+      "CPU times: user 42.3 ms, sys: 31.5 ms, total: 73.8 ms\n",
+      "Wall time: 12.8 s\n",
+      "CPU times: user 432 µs, sys: 104 µs, total: 536 µs\n",
+      "Wall time: 171 ms\n"
      ]
     }
    ],

From 6d2dba2a595d9de1cb073ec5ebdf4b6c783b2275 Mon Sep 17 00:00:00 2001
From: Eduardo Santos <eduardo@digitalad.com.br>
Date: Tue, 26 Feb 2019 14:11:28 -0300
Subject: [PATCH 5/6] puxado do master

arquivos alterados puxados do master
---
 .DS_Store                                     |   Bin 0 -> 6148 bytes
 0-pre-requisitos/1-python/Aula_01.ipynb       |   633 +-
 0-pre-requisitos/1-python/Aula_02.ipynb       |  2221 +-
 .../2-math/algebra_linear_com_numpy.ipynb     |  1023 +-
 .../2-math/calculo_num\303\251rico.ipynb"     |  1389 +-
 0-pre-requisitos/2-math/data/regression.csv   |     0
 0-pre-requisitos/2-math/data/tech_coef.csv    |     0
 0-pre-requisitos/2-math/linear_algebra.ipynb  |  2035 ++
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 .../2-math/otimiza\303\247\303\243o-I.ipynb"  |  6877 +----
 .../2-math/otimiza\303\247\303\243o-II.ipynb" |  1162 +-
 .../otimiza\303\247\303\243o-III.ipynb"       |   831 +-
 .../2-math/otimiza\303\247\303\243o-IV.ipynb" |   910 +-
 .../3-sql/0_conectando_python_em_db_sql.ipynb |   135 +-
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diff --git a/0-pre-requisitos/1-python/Aula_01.ipynb b/0-pre-requisitos/1-python/Aula_01.ipynb
old mode 100644
new mode 100755
index 7ab6a72..f21b5d7
--- a/0-pre-requisitos/1-python/Aula_01.ipynb
+++ b/0-pre-requisitos/1-python/Aula_01.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Aula 1: Data Types - Tipos de Dados\n",
+    "# Aula 1: Data Types\n",
     "**02/08/2017**"
    ]
   },
@@ -12,37 +12,19 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Objetivos:\n",
-    "- Tipos de dados e operações com os dados.\n",
-    "- Números (<tt>int/float/complex</tt>).\n",
-    "- Textos (<tt>list</tt>)\n",
-    "- Tuplas (<tt>tuple</tt>)\n",
-    "- Dicionários (<tt>dict</tt>)\n",
-    "- Conjuntos <tt>set</tt> loops\n",
-    "- Conversão de tipos"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Objetos em Python, assim como em várias outras linguagens de programação, são organizados em tipos, chamados __classes__. Pertencendo a uma classe esses objetos podem ser modificados por funções (chamadas __métodos__) definidas para cada classe.\n",
-    "Mais tarde neste curso vamos aprender como criar suas próprias classes e definir métodos que podem ser aplicados aos objetos que pertencem a essa nova classe.\n",
-    "Enquanto isso vamos passar por algumas classes padrão que já nos ajudarão a resolver vários problemas.\n",
-    "\n",
-    "<!--Objects in Python, like in many other languages, are organized in types, called __classes__. By belonging to a class, objects can be modified by functions (called __methods__) that are defined for objetcs of that class. Later in the course we will learn how to create our own classes and define methods that apply to objetcs that belong to them. For the time being, let us go through some standard classes that will already take us a long way towards solving problems.-->"
+    "Objects in Python, like in many other languages, are organized in types, called __classes__. By belonging to a class, objects can be modified by functions (called __methods__) that are defined for objetcs of that class. Later in the course we will learn how to create our own classes and define methods that apply to objetcs that belong to them. For the time being, let us go through some standard classes that will already take us a long way towards solving problems."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Python 3.6.8 :: Anaconda, Inc.\n"
+      "Python 3.5.4 :: Anaconda custom (64-bit)\r\n"
      ]
     }
    ],
@@ -54,22 +36,19 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Numbers - Números"
+    "# Numbers"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Existem três tipos básicos de objetos numéricos no Python.\n",
-    "O primeiro deles é o <tt>int</tt> (para inteiros), como -1, 0, 1, 2 e assim por diante.\n",
-    "\n",
-    "<!--There are three basic types of numeric objects in Python. One of then is <tt>int</tt> (for integers), such as -1, 0, 1, 2, and so on.-->"
+    "There are three basic types of numeric objects in Python. One of then is <tt>int</tt> (for integers), such as -1, 0, 1, 2, and so on."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -78,7 +57,7 @@
        "int"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -92,16 +71,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Outro tipo é o <tt>float</tt>, que guarda números reais.\n",
-    "Você consegue encontrar mais informações sobre como o Python trata o número de casas decimais na [documentação do Python](https://docs.python.org/3/tutorial/floatingpoint.html) (em Inglês).\n",
-    "\n",
-    "<!--The other type of numeric object is <tt>float</tt>, that stores real numbers.\n",
-    "For more information on how Python handles floating point arithmetic, see [this](https://docs.python.org/3/tutorial/floatingpoint.html).-->"
+    "The other type of numeric object is <tt>float</tt>, that stores real numbers.\n",
+    "For more information on how Python handles floating point arithmetic, see [this](https://docs.python.org/3/tutorial/floatingpoint.html)."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -110,7 +86,7 @@
        "53"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -122,7 +98,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -131,7 +107,7 @@
        "float"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -144,14 +120,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "E por último <tt>complex</tt> que representa os números complexos. Entenda os números complexos e suas opeções nesta sequencia de vídeos: [Números complexos em pt_br](https://youtu.be/nprqf6DKeyI)\n",
-    "\n",
-    "<!--One can also represent complex numbers (<tt>complex</tt>). A quick refresher on complex numbers can be found [here](https://en.wikipedia.org/wiki/Complex_number) and [here](http://mathworld.wolfram.com/ComplexNumber.html).-->"
+    "One can also represent complex numbers (<tt>complex</tt>). A quick refresher on complex numbers can be found [here](https://en.wikipedia.org/wiki/Complex_number) and [here](http://mathworld.wolfram.com/ComplexNumber.html)."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -160,7 +134,7 @@
        "complex"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -171,7 +145,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -180,7 +154,7 @@
        "complex"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -193,23 +167,21 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Note que mesmo <tt>int</tt> 3, <tt>float</tt> 3.0, e <tt>complex</tt> 3.0+0j representem a mesma quantidade, o Python vai tratá-los como objetos diferente.\n",
-    "\n",
-    "<!--Notice that although the <tt>int</tt> 3, the <tt>float</tt> 3.0, and the <tt>complex</tt> 3.0+0j represent the same quantity, Python will treat them as different objetcs.-->"
+    "Notice that although the <tt>int</tt> 3, the <tt>float</tt> 3.0, and the <tt>complex</tt> 3.0+0j represent the same quantity, Python will treat them as different objetcs."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "4402206192\n",
-      "4440060840\n",
-      "4440441680\n"
+      "94708970930304\n",
+      "139738084184280\n",
+      "139738084123920\n"
      ]
     }
    ],
@@ -224,14 +196,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Algumas operações que podemos fazer com números:\n",
-    "\n",
-    "<!--Some operations that we can perform with numbers:-->"
+    "Some operations that we can perform with numbers:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -255,15 +225,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Note que adicionar dois <tt>int</tt> vai retornar um <tt>int</tt>, mas adicionar um <tt>int</tt> e um <tt>float</tt> vai retornar um <tt>float</tt> mesmo que o <tt>float</tt> não tenha casas decimais.\n",
-    "Finalmente, adicionar um <tt>int</tt> ou <tt>float</tt> a um <tt>complex</tt> vai resultar sempre em um objeto <tt>complex</tt>. Essas mesmas regras se aplicam a outras operações envolvendo núnmeros no Python.\n",
-    "\n",
-    "<!--Notice that adding two <tt>int</tt>s will return an <tt>int</tt>. But adding an <tt>int</tt> to a <tt>float</tt> will return a <tt>float</tt> (even though the <tt>float</tt> has no decimals). Finally, adding an <tt>int</tt> or a <tt>float</tt> to a <tt>complex</tt> will result in a <tt>complex</tt> object. This rule applies to other operations in Python involving numbers.-->"
+    "Notice that adding two <tt>int</tt>s will return an <tt>int</tt>. But adding an <tt>int</tt> to a <tt>float</tt> will return a <tt>float</tt> (even though the <tt>float</tt> has no decimals). Finally, adding an <tt>int</tt> or a <tt>float</tt> to a <tt>complex</tt> will result in a <tt>complex</tt> object. This rule applies to other operations in Python involving numbers."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -285,7 +252,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -305,7 +272,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -314,7 +281,7 @@
        "2"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -326,7 +293,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -335,7 +302,7 @@
        "1"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -347,7 +314,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -373,15 +340,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Algumas vezes é conveniente colocar um objeto dentro de uma **variável** que herda várias propriedades do objeto, mas pode ter seu valor alterado posteriormente.\n",
-    "Em várias linguagens de programação, a variável e o tipo de objeto devem ser declarados no início, mas o Python não requer esse tipo de declaração. Além disso o tipo da variável pode alterar ao longo do seu código.\n",
-    "\n",
-    "<!--Sometimes it is convenient to assign an object to a **variable**. The variable inherits several properties of the object itself, but can have its values changed later on. In several programming languages, the variable and the type of data it can store have to be declared at the outset. Python does not require such declaration, and the type of variable can change throughout the code.-->"
+    "Sometimes it is convenient to assign an object to a **variable**. The variable inherits several properties of the object itself, but can have its values changed later on. In several programming languages, the variable and the type of data it can store have to be declared at the outset. Python does not require such declaration, and the type of variable can change throughout the code."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -390,7 +354,7 @@
        "8"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -404,21 +368,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Regras para nomes de variáveis**\n",
-    "\n",
-    "* Os nomes das variáveis devem começar com um letra ou \"_\" (*underscore*).\n",
-    "* O restante do nome pode conter letras, números e underscores.\n",
-    "* Nomes de variáveis no Python são diferentes se escritas em caixa alta ou baixa.\n",
-    "\n",
-    "<!--**Variables naming rules**\n",
+    "**Variables naming rules**\n",
     "* Variables names must start with a letter or an underscore.\n",
     "* The remainder of your variable name may consist of letters, numbers and underscores.\n",
-    "* Names are case sensitive.-->"
+    "* Names are case sensitive."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -439,7 +397,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -464,13 +422,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Outra forma de utilizar operações aritiméticas:\n",
-    "<!--Another way to perform basic arithmetic operations:-->"
+    "Another way to perform basic arithmetic operations:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -490,7 +447,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -512,13 +469,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Outras funções (métodos) úteis que se aplicam a números:\n",
-    "<!--Other useful functions (methods) that apply to numbers:-->"
+    "Other useful functions (methods) that apply to numbers:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -540,7 +496,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -558,7 +514,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -576,7 +532,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -597,20 +553,19 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Quais são os métodos em um objeto numérico?\n",
-    "<!--What are the methods in a numerical object?-->"
+    "What are the methods in a numerical object?"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['__abs__', '__add__', '__bool__', '__class__', '__delattr__', '__dir__', '__divmod__', '__doc__', '__eq__', '__float__', '__floordiv__', '__format__', '__ge__', '__getattribute__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__int__', '__le__', '__lt__', '__mod__', '__mul__', '__ne__', '__neg__', '__new__', '__pos__', '__pow__', '__radd__', '__rdivmod__', '__reduce__', '__reduce_ex__', '__repr__', '__rfloordiv__', '__rmod__', '__rmul__', '__rpow__', '__rsub__', '__rtruediv__', '__setattr__', '__sizeof__', '__str__', '__sub__', '__subclasshook__', '__truediv__', 'conjugate', 'imag', 'real']\n"
+      "['__abs__', '__add__', '__bool__', '__class__', '__delattr__', '__dir__', '__divmod__', '__doc__', '__eq__', '__float__', '__floordiv__', '__format__', '__ge__', '__getattribute__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__int__', '__le__', '__lt__', '__mod__', '__mul__', '__ne__', '__neg__', '__new__', '__pos__', '__pow__', '__radd__', '__rdivmod__', '__reduce__', '__reduce_ex__', '__repr__', '__rfloordiv__', '__rmod__', '__rmul__', '__rpow__', '__rsub__', '__rtruediv__', '__setattr__', '__sizeof__', '__str__', '__sub__', '__subclasshook__', '__truediv__', 'conjugate', 'imag', 'real']\n"
      ]
     }
    ],
@@ -621,7 +576,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -642,13 +597,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Uma regra sobre atribuição a um número:\n",
-    "<!--A rule about assignment to a number:-->"
+    "A rule about assignment to a number:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -669,7 +623,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -691,20 +645,19 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Strings - Textos"
+    "# Strings"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Um texto ou *string* (<tt>str</tt>) em Python é uma sequência de caracteres.\n",
-    "<!--A string (<tt>str</tt>) is Pyhton is a sequence of characters.-->"
+    "A string (<tt>str</tt>) is Pyhton is a sequence of characters."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -713,7 +666,7 @@
        "str"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -726,23 +679,20 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Textos podem ser criados colocando a sequência de caracteres dentro de aspas simples ou duplas.\n",
-    "'texto\" não é válido! 'texto\" = \"texto\".\n",
-    "<!--Strings can be created by enclosing a sequence of characters in single or double quotes.\n",
-    "'string\" is NOT valid! 'string'=\"string\".-->"
+    "Strings can be created by enclosing a sequence of characters in single or double quotes.\n",
+    "'string\" is NOT valid! 'string'=\"string\"."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Qual o tamanho de um texto?\n",
-    "<!--What is the size of a string?-->"
+    "What is the size of a string?"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -751,7 +701,7 @@
        "9"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -762,7 +712,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -783,7 +733,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -804,13 +754,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Números não podem ser fundidos/adicionados com textos em tempo de execução. Para fazer isso, antes é necessário converter o número para texto.\n",
-    "<!--Numbers cannot be merged to strings on the fly. To do so, one has to convert the number to a string before.-->"
+    "Numbers cannot be merged to strings on the fly. To do so, one has to convert the number to a string before."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -819,7 +768,7 @@
        "'number two: 2'"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -833,13 +782,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Existem métodos para extrair apenas parte de um texto.\n",
-    "<!--There are methods to extract only a portion of a string.-->"
+    "There are methods to extract only a portion of a string."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -870,21 +818,19 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Mesmo sendo possível acessar o caracter na posição *i*, não é possível alterá-lo diretamente no texto. <tt>s[3] = \"v\"</tt> vai retornar um erro.\n",
-    "<!--Although one can access the element in position *i* this way, it is not possible to modify the string directly. <tt>s[3] = \"v\"</tt> would return an error.-->"
+    "Although one can access the element in position *i* this way, it is not possible to modify the string directly. <tt>s[3] = \"v\"</tt> would return an error."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Aspas triplas (<tt>'''</tt>) fazem o Python interpretar literlamente qualquer coisa que estiver entre as aspas triplas. Isso incluí quebras de linhas.\n",
-    "<!--Triple quotes (<tt>'''</tt>) interprets literally whatever is between then, including line brakes. -->"
+    "Triple quotes (<tt>'''</tt>) interprets literally whatever is between then, including line brakes. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -905,13 +851,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Existem formas mais elegantes de se adicionar quebras de linha e outros caracteres de controle.\n",
-    "<!--There are more elegant ways to insert line breaks and other control characters.-->"
+    "There are more elegant ways to insert line breaks and other control characters."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -931,13 +876,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Expressões dentro de um texto que tenham o prefixo de uma barra invertida <tt>\\</tt> são utilizadas para imprimir sequências, caracteres especiais entre outras coisas. Para inserir um caracter especial ou de controle como uma quebra de linha <tt>\\n</tt>, espaçamentos <tt>\\t</tt>, ou um espaço <tt>\\s</tt>.\n",
-    "<!--Expressions inside a string that are preceeded by a backslash (<tt>\\</tt>) are referred to as escape sequences, and are used - among other things - to insert non-printable and especial characters, such as linebreak (<tt>\\n</tt>), tab (<tt>\\t</tt>), or a single space (<tt>\\s</tt>). -->"
+    "Expressions inside a string that are preceeded by a backslash (<tt>\\</tt>) are referred to as escape sequences, and are used - among other things - to insert non-printable and especial characters, such as linebreak (<tt>\\n</tt>), tab (<tt>\\t</tt>), or a single space (<tt>\\s</tt>). "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -956,13 +900,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Textos também podem ser multiplicados.\n",
-    "<!--Strings can be 'multiplied' too.-->"
+    "Strings can be 'multiplied' too."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -984,13 +927,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Aqui um exemplo mais seguro e flexível para fundir textos usando o método <tt>format</tt>.\n",
-    "<!--Here is a safer, more flexible way to merge strings, using the <tt>format</tt> method.-->"
+    "Here is a safer, more flexible way to merge strings, using the <tt>format</tt> method."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -999,7 +941,7 @@
        "'Corinthias é campeão'"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1017,7 +959,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
@@ -1040,7 +982,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
@@ -1063,7 +1005,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -1072,7 +1014,7 @@
        "'TIMAO, EO! '"
       ]
      },
-     "execution_count": 41,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1083,7 +1025,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -1092,7 +1034,7 @@
        "'timao, eo! '"
       ]
      },
-     "execution_count": 42,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1103,7 +1045,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
@@ -1112,7 +1054,7 @@
        "'(6+9j)'"
       ]
      },
-     "execution_count": 43,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1123,7 +1065,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
@@ -1132,7 +1074,7 @@
        "['Timao,', 'eo!']"
       ]
      },
-     "execution_count": 44,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1143,7 +1085,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
@@ -1162,7 +1104,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
@@ -1179,7 +1121,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 46,
    "metadata": {
     "scrolled": true
    },
@@ -1190,7 +1132,7 @@
        "2"
       ]
      },
-     "execution_count": 47,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1201,7 +1143,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
@@ -1210,7 +1152,7 @@
        "-1"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1221,7 +1163,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
@@ -1230,7 +1172,7 @@
        "2"
       ]
      },
-     "execution_count": 49,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1243,20 +1185,19 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Outros métodos para textos (string):\n",
-    "<!--Other <tt>string</tt> methods:-->"
+    "Other <tt>string</tt> methods:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['__add__', '__class__', '__contains__', '__delattr__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__iter__', '__le__', '__len__', '__lt__', '__mod__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__rmod__', '__rmul__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__', 'capitalize', 'casefold', 'center', 'count', 'encode', 'endswith', 'expandtabs', 'find', 'format', 'format_map', 'index', 'isalnum', 'isalpha', 'isdecimal', 'isdigit', 'isidentifier', 'islower', 'isnumeric', 'isprintable', 'isspace', 'istitle', 'isupper', 'join', 'ljust', 'lower', 'lstrip', 'maketrans', 'partition', 'replace', 'rfind', 'rindex', 'rjust', 'rpartition', 'rsplit', 'rstrip', 'split', 'splitlines', 'startswith', 'strip', 'swapcase', 'title', 'translate', 'upper', 'zfill']\n"
+      "['__add__', '__class__', '__contains__', '__delattr__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__iter__', '__le__', '__len__', '__lt__', '__mod__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__rmod__', '__rmul__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__', 'capitalize', 'casefold', 'center', 'count', 'encode', 'endswith', 'expandtabs', 'find', 'format', 'format_map', 'index', 'isalnum', 'isalpha', 'isdecimal', 'isdigit', 'isidentifier', 'islower', 'isnumeric', 'isprintable', 'isspace', 'istitle', 'isupper', 'join', 'ljust', 'lower', 'lstrip', 'maketrans', 'partition', 'replace', 'rfind', 'rindex', 'rjust', 'rpartition', 'rsplit', 'rstrip', 'split', 'splitlines', 'startswith', 'strip', 'swapcase', 'title', 'translate', 'upper', 'zfill']\n"
      ]
     }
    ],
@@ -1267,7 +1208,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 50,
    "metadata": {
     "scrolled": true
    },
@@ -1291,7 +1232,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
@@ -1312,22 +1253,23 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "collapsed": true
+   },
    "source": [
-    "# Lists - Listas"
+    "# Lists"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Uma lista (<tt>list</tt>) é uma coleção ordenada de elementos. Cada elemento tem 2 atributos: index (a posição em que ele se encontra, começão do 0) e o valor.\n",
-    "<!--A <tt>list</tt> is an ordered collection of elements. Each element has two attributes: index (the position it is in, *starting from zero*) and value.-->"
+    "A <tt>list</tt> is an ordered collection of elements. Each element has two attributes: index (the position it is in, *starting from zero*) and value."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
@@ -1349,13 +1291,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "O elemento da lista pode ser acessado chamando o *index* dele.\n",
-    "<!--The element of a list can be accessed by calling its index.-->"
+    "The element of a list can be accessed by calling its index."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [
     {
@@ -1364,7 +1305,7 @@
        "'Fernando'"
       ]
      },
-     "execution_count": 54,
+     "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1375,7 +1316,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
@@ -1402,13 +1343,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Qual é o tamanho da nossa lista?\n",
-    "<!--What is the size of our list?-->"
+    "What is the size of our list?"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -1417,7 +1357,7 @@
        "5"
       ]
      },
-     "execution_count": 56,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1431,13 +1371,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Uma lista pode ser ordenada (se todos os elementos puderem ser comparados! Vamos ver mais sobre isso nessa sessão. Note que o *index* associado com cada elemento vai ser alterado.\n",
-    "<!--The list can be sorted (if all elements can be compared! More about this later in this section). Notice that the indexes associated with each element will change.-->"
+    "The list can be sorted (if all elements can be compared! More about this later in this section). Notice that the indexes associated with each element will change."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [
     {
@@ -1463,13 +1402,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A ordem dos elementos também pode ser revertida.\n",
-    "<!--The order of the elements can also be reversed.-->\n"
+    "The order of the elements can also be reversed.\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
@@ -1491,13 +1429,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Existem duas formas de adicionar um elemnto a uma lista. O método <tt>append</tt> que vai adicionar o elemento na última posição da lista.\n",
-    "<!--There are two ways to add an element to a list. The method <tt>append</tt> will add the element to the last position.-->"
+    "There are two ways to add an element to a list. The method <tt>append</tt> will add the element to the last position."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
@@ -1519,13 +1456,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Ou adicionar o elemento em uma posição especifica na lista. Neste caso os outros <tt>inedx</tt> também podem ser alterados.\n",
-    "<!--A value can also be added in a specific position. In this scenario, the other indexes may also change.-->"
+    "A value can also be added in a specific position. In this scenario, the other indexes may also change."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [
     {
@@ -1545,15 +1481,16 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "collapsed": true
+   },
    "source": [
-    "Elementos de uma lista também podem ser modificados.\n",
-    "<!--Elements of a list can be modified.-->"
+    "Elements of a list can be modified."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [
     {
@@ -1575,13 +1512,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Elementos podem ser removidos da lista dependendo do valor ques eles possuem. O método <tt>p.remove(v)</tt> vai remover todos os elementos da lista que tiverem o valor igual a <tt>v</tt>. Os indexes serão alterados nos elementos remanecentes.\n",
-    "<!--Elements can be removed from the list depende on the value they have. The method <tt>p.remove(v)</tt> will remove all the elements whose value is <tt>v</tt>. Indexes will change.-->"
+    "Elements can be removed from the list depende on the value they have. The method <tt>p.remove(v)</tt> will remove all the elements whose value is <tt>v</tt>. Indexes will change."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
@@ -1607,13 +1543,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Qual o index do elemento \"Luis\"?\n",
-    "<!--What is the index of \"Luis\"?-->"
+    "What is the index of \"Luis\"?"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 62,
    "metadata": {},
    "outputs": [
     {
@@ -1622,7 +1557,7 @@
        "3"
       ]
      },
-     "execution_count": 63,
+     "execution_count": 62,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1635,13 +1570,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Também é possível remover um elemento de acordo com seu index. Lembre-se o index é a posição do elemento na lista e ao removê-lo, você pode alterar a posição de outros elementos.\n",
-    "<!--Also possible to remove element according to its index. Remember that the index is the position of the element in the list.-->"
+    "Also possible to remove element according to its index. Remember that the index is the position of the element in the list."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [
     {
@@ -1666,28 +1600,26 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "O método <tt>list.pop()</tt> remove o último elemento da lista (o que tiver o maior index).\n",
-    "<!--<tt>list.pop()</tt> removes the last element of a list (the one with the highest index).-->"
+    "<tt>list.pop()</tt> removes the last element of a list (the one with the highest index)."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Outros métodos das listas (<tt>list</tt>):\n",
-    "<!--Other <tt>list</tt> methods:-->"
+    "Other <tt>list</tt> methods:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['__add__', '__class__', '__contains__', '__delattr__', '__delitem__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__gt__', '__hash__', '__iadd__', '__imul__', '__init__', '__init_subclass__', '__iter__', '__le__', '__len__', '__lt__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__reversed__', '__rmul__', '__setattr__', '__setitem__', '__sizeof__', '__str__', '__subclasshook__', 'append', 'clear', 'copy', 'count', 'extend', 'index', 'insert', 'pop', 'remove', 'reverse', 'sort']\n"
+      "['__add__', '__class__', '__contains__', '__delattr__', '__delitem__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__gt__', '__hash__', '__iadd__', '__imul__', '__init__', '__iter__', '__le__', '__len__', '__lt__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__reversed__', '__rmul__', '__setattr__', '__setitem__', '__sizeof__', '__str__', '__subclasshook__', 'append', 'clear', 'copy', 'count', 'extend', 'index', 'insert', 'pop', 'remove', 'reverse', 'sort']\n"
      ]
     }
    ],
@@ -1699,13 +1631,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Um truque que você deve se lembrar e que é verdade para listas e outros objetos **mutáveis**.\n",
-    "<!--A trick that you should remember. It is true for lists and for other **mutable** objetcs.-->"
+    "A trick that you should remember. It is true for lists and for other **mutable** objetcs."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 65,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1714,7 +1645,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 66,
    "metadata": {},
    "outputs": [
     {
@@ -1736,21 +1667,20 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<tt>a</tt> e <tt>b</tt> estão apontando para o mesmo objeto na memória, se um muda o outro também vai ser alterado.\n",
-    "<!--<tt>a</tt> and <tt>b</tt> are pointing to the same object in memory.-->"
+    "<tt>a</tt> and <tt>b</tt> are pointing to the same object in memory."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 67,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "id(a) = 4441100744\n",
-      "id(b) = 4441100744\n"
+      "id(a) = 139738083628936\n",
+      "id(b) = 139738083628936\n"
      ]
     }
    ],
@@ -1761,15 +1691,16 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "collapsed": true
+   },
    "source": [
-    "Vamos modificar <tt>b</tt>\n",
-    "<!--Let us modify <tt>b</tt>-->"
+    "Let us modify <tt>b</tt>"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [
     {
@@ -1789,13 +1720,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<tt>a</tt> também foi alterado.\n",
-    "<!--<tt>a</tt> was also modified.-->"
+    "<tt>a</tt> was also modified."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [
     {
@@ -1812,7 +1742,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 70,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1821,15 +1751,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 71,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "id(a) = 4441100744\n",
-      "id(b) = 4441102408\n"
+      "id(a) = 139738083628936\n",
+      "id(b) = 139738083627208\n"
      ]
     }
    ],
@@ -1842,13 +1772,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Listas podem guardar mais do que um tipo de dados.\n",
-    "<!--Lists can store more than one type of data.-->"
+    "Lists can store more than one type of data."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
@@ -1868,13 +1797,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Como fundir/juntar/combinar listas?\n",
-    "<!--How to merge/combine lists?-->"
+    "How to merge/combine lists?"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -1901,23 +1829,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 72,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['Ulisses',\n",
-       " 'Roberto',\n",
-       " 'Luis',\n",
-       " 'Fernando',\n",
-       " 'Leonel',\n",
-       " 'Eneas',\n",
-       " 'Marronzinho',\n",
-       " 'Correa']"
+       "['Ulisses', 'Roberto', 'Luis', 'Fernando', 'Leonel']"
       ]
      },
-     "execution_count": 75,
+     "execution_count": 72,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1935,7 +1856,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['Ulisses', 'Roberto', 'Marronzinho', 'Luis', 'Leonel', 'Fernando', 'Eneas', 'Correa']\n"
+      "['Ulisses', 'Roberto', 'Luis', 'Leonel', 'Fernando']\n"
      ]
     }
    ],
@@ -1945,7 +1866,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 80,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1954,23 +1875,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 81,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['Correa',\n",
-       " 'Eneas',\n",
-       " 'Fernando',\n",
-       " 'Leonel',\n",
-       " 'Luis',\n",
-       " 'Marronzinho',\n",
-       " 'Roberto',\n",
-       " 'Ulisses']"
+       "['Fernando', 'Leonel', 'Luis', 'Roberto', 'Ulisses']"
       ]
      },
-     "execution_count": 78,
+     "execution_count": 81,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1981,7 +1895,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 82,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1990,23 +1904,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 83,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['Correa',\n",
-       " 'Mário',\n",
-       " 'Fernando',\n",
-       " 'Leonel',\n",
-       " 'Luis',\n",
-       " 'Marronzinho',\n",
-       " 'Roberto',\n",
-       " 'Ulisses']"
+       "['Fernando', 'Mário', 'Luis', 'Roberto', 'Ulisses']"
       ]
      },
-     "execution_count": 80,
+     "execution_count": 83,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2019,20 +1926,19 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Tuples - Tuplas"
+    "# Tuples"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Uma tupla nada mais é do que uma sequência de objetos em Python que são **imutáveis**. Diferente das listas, assim que criados, não modem ser modificados.\n",
-    "<!--A tuple is a sequence of **immutable** Python objects. Unlike lists, once are created, they cannot be modified.-->"
+    "A tuple is a sequence of **immutable** Python objects. Unlike lists, once are created, they cannot be modified."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 84,
    "metadata": {},
    "outputs": [
     {
@@ -2052,13 +1958,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Como as tuplas são imutáveis, elas tem apenas um pequeno set de métodos disponíveis para strings.\n",
-    "<!--Since tuples are immutable, they have only a subset of the methods available for strings.-->"
+    "Since tuples are immutable, they have only a subset of the methods available for strings."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 92,
    "metadata": {},
    "outputs": [
     {
@@ -2068,7 +1973,7 @@
      "traceback": [
       "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
       "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-82-2bd808873233>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"rugby\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m<ipython-input-92-2bd808873233>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"rugby\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
       "\u001b[0;31mTypeError\u001b[0m: 'tuple' object does not support item assignment"
      ]
     }
@@ -2079,14 +1984,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['__add__', '__class__', '__contains__', '__delattr__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__iter__', '__le__', '__len__', '__lt__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__rmul__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__', 'count', 'index']\n"
+      "['__add__', '__class__', '__contains__', '__delattr__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__iter__', '__le__', '__len__', '__lt__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__rmul__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__', 'count', 'index']\n"
      ]
     }
    ],
@@ -2096,7 +2001,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 86,
    "metadata": {},
    "outputs": [
     {
@@ -2105,7 +2010,7 @@
        "3"
       ]
      },
-     "execution_count": 84,
+     "execution_count": 86,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2116,7 +2021,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 88,
    "metadata": {},
    "outputs": [
     {
@@ -2125,7 +2030,7 @@
        "1"
       ]
      },
-     "execution_count": 85,
+     "execution_count": 88,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2139,20 +2044,19 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Dictionaries - Dicionários"
+    "# Dictionaries"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Dicionários (ou hashes) são tabelas associativas, nas quais indexes são associados com valores.\n",
-    "<!--Dictionaries (or hashes) are associative tables, in which indexes are associated with values.-->"
+    "Dictionaries (or hashes) are associative tables, in which indexes are associated with values."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 97,
    "metadata": {},
    "outputs": [
     {
@@ -2170,15 +2074,16 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "collapsed": true
+   },
    "source": [
-    "Elementos em Dicionários, podem ser acessados da mesma forma que fazemos com listas e tuplas. A chave (key) deve ser única e imutável. Chaves podem ser textos, tuplas ou números.\n",
-    "<!--Dictionary elements can be accessed like we do with lists and tuples. The keys must be unique and immutable. strings, numbers or tuples will work as dictionary keys.-->"
+    "Dictionary elements can be accessed like we do with lists and tuples. The keys must be unique and immutable. strings, numbers or tuples will work as dictionary keys."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 98,
    "metadata": {},
    "outputs": [
     {
@@ -2187,7 +2092,7 @@
        "'Maluf'"
       ]
      },
-     "execution_count": 87,
+     "execution_count": 98,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2198,7 +2103,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 99,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2207,21 +2112,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": 102,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{13: 'Lula',\n",
-       " 15: 'Ulisses',\n",
-       " 11: 'Maluf',\n",
+       "{11: 'Maluf',\n",
        " 12: 'Brizola',\n",
-       " 20: 'Collor',\n",
-       " 18: 'Afif'}"
+       " 13: 'Lula',\n",
+       " 15: 'Ulisses',\n",
+       " 18: 'Afif',\n",
+       " 20: 'Collor'}"
       ]
      },
-     "execution_count": 89,
+     "execution_count": 102,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2232,7 +2137,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
+   "execution_count": 101,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2241,7 +2146,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": 103,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2250,21 +2155,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": 104,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{13: 'Lula',\n",
-       " 15: 'Ulisses',\n",
-       " 11: ' Afif',\n",
+       "{11: ' Afif',\n",
        " 12: 'Brizola',\n",
-       " 20: 'Collor',\n",
-       " 18: 'Afif'}"
+       " 13: 'Lula',\n",
+       " 15: 'Ulisses',\n",
+       " 18: 'Afif',\n",
+       " 20: 'Collor'}"
       ]
      },
-     "execution_count": 92,
+     "execution_count": 104,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2277,13 +2182,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Existem métodos <tt>dict</tt> que permitem acessar as chaves e valores do dicionário.\n",
-    "<!--There are <tt>dict</tt> methods that allow us to access the keys and values of the dictionary.-->"
+    "There are <tt>dict</tt> methods that allow us to access the keys and values of the dictionary."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
+   "execution_count": 105,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2292,7 +2196,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 94,
+   "execution_count": 107,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2301,7 +2205,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 95,
+   "execution_count": 109,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2310,17 +2214,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
+   "execution_count": 110,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{9321936: {'nome': 'João', 'idade': 21, 'esporte': 'volei'},\n",
-       " 9625728: {'nome': 'Gabriel', 'idade': 22, 'esporte': 'Sporti'}}"
+       "{9321936: {'esporte': 'volei', 'idade': 21, 'nome': 'João'},\n",
+       " 9625728: {'esporte': 'Sporti', 'idade': 22, 'nome': 'Gabriel'}}"
       ]
      },
-     "execution_count": 96,
+     "execution_count": 110,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2331,7 +2235,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": 111,
    "metadata": {},
    "outputs": [
     {
@@ -2340,7 +2244,7 @@
        "43"
       ]
      },
-     "execution_count": 97,
+     "execution_count": 111,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2351,7 +2255,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 98,
+   "execution_count": 112,
    "metadata": {},
    "outputs": [
     {
@@ -2359,7 +2263,7 @@
      "output_type": "stream",
      "text": [
       "keys: dict_keys([9321936, 9625728])\n",
-      "values: dict_values([{'nome': 'João', 'idade': 21, 'esporte': 'volei'}, {'nome': 'Gabriel', 'idade': 22, 'esporte': 'Sporti'}])\n"
+      "values: dict_values([{'idade': 21, 'esporte': 'volei', 'nome': 'João'}, {'idade': 22, 'esporte': 'Sporti', 'nome': 'Gabriel'}])\n"
      ]
     }
    ],
@@ -2370,7 +2274,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -2387,14 +2291,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 100,
+   "execution_count": 71,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "dict_items([(13, 'Lula'), (15, 'Ulisses'), (11, ' Afif'), (12, 'Brizola'), (20, 'Collor'), (18, 'Afif')])\n"
+      "dict_items([(20, 'Collor'), (12, 'Brizola'), (13, 'Lula'), (15, 'Ulisses')])\n"
      ]
     }
    ],
@@ -2404,14 +2308,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['__class__', '__contains__', '__delattr__', '__delitem__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__iter__', '__le__', '__len__', '__lt__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__setitem__', '__sizeof__', '__str__', '__subclasshook__', 'clear', 'copy', 'fromkeys', 'get', 'items', 'keys', 'pop', 'popitem', 'setdefault', 'update', 'values']\n"
+      "['__class__', '__contains__', '__delattr__', '__delitem__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__gt__', '__hash__', '__init__', '__iter__', '__le__', '__len__', '__lt__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__setitem__', '__sizeof__', '__str__', '__subclasshook__', 'clear', 'copy', 'fromkeys', 'get', 'items', 'keys', 'pop', 'popitem', 'setdefault', 'update', 'values']\n"
      ]
     }
    ],
@@ -2423,28 +2327,26 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Dicionários, são mutáveis e podem ser alterados basicamente da mesma forma que fizemos com as listas. Isso não se aplica a strings e tuples que são imutáveis.\n",
-    "<!--Dictionaries are mutable, and can be modified pretty much the same we did for lists. This is not true for strings and tuples, which are immutable.-->"
+    "Dictionaries are mutable, and can be modified pretty much the same we did for lists. This is not true for strings and tuples, which are immutable."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Como deletar entradas no dicionário?\n",
-    "<!--How to delete one of the entries?-->"
+    "How to delete one of the entries?"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 102,
+   "execution_count": 70,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{13: 'Lula', 15: 'Ulisses', 12: 'Brizola', 20: 'Collor', 18: 'Afif'}\n"
+      "{20: 'Collor', 12: 'Brizola', 13: 'Lula', 15: 'Ulisses'}\n"
      ]
     }
    ],
@@ -2457,20 +2359,19 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Combinando dois dicionários:\n",
-    "<!--Combining two dictionaries:-->"
+    "Combining two dictionaries:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 103,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{13: 'Lula', 15: 'Ulisses', 12: 'Brizola', 20: 'Collor', 18: 'Afif', 43: 'Gabeira', 33: 'Brant', 22: 'Afif'}\n"
+      "{33: 'Brant', 20: 'Collor', 22: 'Afif', 43: 'Gabeira', 12: 'Brizola', 13: 'Lula', 15: 'Ulisses'}\n"
      ]
     }
    ],
@@ -2484,13 +2385,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "E se tentarmos acessar um index que não existe?\n",
-    "<!--What if one tries to access an index that does not exist?-->"
+    "What if one tries to access an index that does not exist?"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 104,
+   "execution_count": 76,
    "metadata": {},
    "outputs": [
     {
@@ -2511,12 +2411,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Sets - Conjuntos"
+    "# Sets"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 117,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -2524,8 +2424,7 @@
      "output_type": "stream",
      "text": [
       "list l = [1, 2, 3, 1, 3, 3, 2]\n",
-      "set(l) = {1, 2, 3}\n",
-      "<class 'set'>\n"
+      "set(l) = {1, 2, 3}\n"
      ]
     }
    ],
@@ -2533,13 +2432,12 @@
     "l = [1, 2, 3, 1, 3, 3, 2]\n",
     "print(\"list l = \" + str(l))\n",
     "sl = set(l)\n",
-    "print(\"set(l) = \" + str(sl))\n",
-    "print(type(sl))"
+    "print(\"set(l) = \" + str(sl))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 106,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -2559,7 +2457,6 @@
        " '__hash__',\n",
        " '__iand__',\n",
        " '__init__',\n",
-       " '__init_subclass__',\n",
        " '__ior__',\n",
        " '__isub__',\n",
        " '__iter__',\n",
@@ -2602,7 +2499,7 @@
        " 'update']"
       ]
      },
-     "execution_count": 106,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2615,12 +2512,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Converting between types - Convertendo entre os tipos de dados"
+    "# Converting between types"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 107,
+   "execution_count": 114,
    "metadata": {},
    "outputs": [
     {
@@ -2629,7 +2526,7 @@
        "tuple"
       ]
      },
-     "execution_count": 107,
+     "execution_count": 114,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2641,7 +2538,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": 115,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2650,7 +2547,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": 116,
    "metadata": {},
    "outputs": [
     {
@@ -2667,7 +2564,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": 117,
    "metadata": {},
    "outputs": [
     {
@@ -2685,7 +2582,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": 118,
    "metadata": {},
    "outputs": [
     {
@@ -2694,7 +2591,7 @@
        "['a', 'b', 'c', 'd', 'e']"
       ]
      },
-     "execution_count": 111,
+     "execution_count": 118,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2705,7 +2602,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 119,
    "metadata": {},
    "outputs": [
     {
@@ -2714,7 +2611,7 @@
        "[1, 2, 3]"
       ]
      },
-     "execution_count": 112,
+     "execution_count": 119,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2725,7 +2622,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": 121,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2734,7 +2631,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 114,
+   "execution_count": 122,
    "metadata": {},
    "outputs": [
     {
@@ -2743,7 +2640,7 @@
        "[1, 2, 3]"
       ]
      },
-     "execution_count": 114,
+     "execution_count": 122,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2754,7 +2651,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 115,
+   "execution_count": 123,
    "metadata": {},
    "outputs": [
     {
@@ -2772,7 +2669,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 116,
+   "execution_count": 124,
    "metadata": {},
    "outputs": [
     {
@@ -2781,7 +2678,7 @@
        "[1, 2, 3]"
       ]
      },
-     "execution_count": 116,
+     "execution_count": 124,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2807,7 +2704,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.8"
+   "version": "3.5.4"
   }
  },
  "nbformat": 4,
diff --git a/0-pre-requisitos/1-python/Aula_02.ipynb b/0-pre-requisitos/1-python/Aula_02.ipynb
old mode 100644
new mode 100755
index a82842d..082c74e
--- a/0-pre-requisitos/1-python/Aula_02.ipynb
+++ b/0-pre-requisitos/1-python/Aula_02.ipynb
@@ -1,1365 +1,882 @@
 {
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Aula 2: Program Flow and Control Structures - Controle de fluxo de programas e controle de estruturas\n",
-    "**06/08/2017**\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Objectives:\n",
-    "- Conditional (<tt>if/else</tt>) statements\n",
-    "- <tt>for</tt> loops\n",
-    "- <tt>while</tt> loops\n",
-    "- functions"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Assim como em outras linguagens de programação o Python tem várias funções de controle de fluxo e estruturas para os programas/scripts desenvolvidos."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Conditional - Condicional"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Uma variável boleana (<tt>bool</tt>) guarda valores Verdadeiro (<tt>True</tt>) ou Falso (<tt>False</tt>).\n",
-    "<!--A <tt>boolean</tt> variable stores <tt>True</tt> or <tt>False</tt>.-->"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "bool"
+  "cells": [
+    {
+      "metadata": {
+        "collapsed": true
+      },
+      "cell_type": "markdown",
+      "source": "# Aula 2: Program Flow and Control Structures\n**06/08/2017**\n"
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "Objectives:\n- Conditional (<tt>if/else</tt>) statements\n- <tt>for</tt> loops\n- <tt>while</tt> loops\n- functions"
+    },
+    {
+      "metadata": {
+        "collapsed": true
+      },
+      "cell_type": "markdown",
+      "source": "# Conditional"
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "A <tt>boolean</tt> variable stores <tt>True</tt> or <tt>False</tt>."
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "type(True)",
+      "execution_count": 1,
+      "outputs": [
+        {
+          "data": {
+            "text/plain": "bool"
+          },
+          "execution_count": 1,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "type(True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "x = True\n"
-     ]
-    }
-   ],
-   "source": [
-    "x = (4>3)\n",
-    "print(\"x = {0}\".format(x))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "y = False\n"
-     ]
-    }
-   ],
-   "source": [
-    "y = 2==4\n",
-    "print(\"y = {0}\".format(y))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "True"
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "x = (4>3)\nprint(\"x = {0}\".format(x))",
+      "execution_count": 2,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "x = True\n"
+        }
       ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "x or y"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "False"
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "y = 2==4\nprint(\"y = {0}\".format(y))",
+      "execution_count": 3,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "y = False\n"
+        }
       ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "x and y"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "False"
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "x or y",
+      "execution_count": 4,
+      "outputs": [
+        {
+          "data": {
+            "text/plain": "True"
+          },
+          "execution_count": 4,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "not x"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Verdadeiro (<tt>True</tt>) e Falso (<tt>False</tt>) se comportam como 1 e 0 respectivamente.\n",
-    "<!--<tt>True</tt> and <tt>False</tt> behave like 1 and 0, respectively.-->"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "1"
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "x and y",
+      "execution_count": 5,
+      "outputs": [
+        {
+          "data": {
+            "text/plain": "False"
+          },
+          "execution_count": 5,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "x+y"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0"
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "not x",
+      "execution_count": 6,
+      "outputs": [
+        {
+          "data": {
+            "text/plain": "False"
+          },
+          "execution_count": 6,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "x*y"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "O exemplo abaixo mostra a sintaxe mais básica de uma estrutura de decisão:\n",
-    "<!--The example below shows the most basic sintax of a decision structure:-->"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "5 is greater than 4\n"
-     ]
-    }
-   ],
-   "source": [
-    "x = 5\n",
-    "y = 4\n",
-    "t = x>y\n",
-    "if t:\n",
-    "    print(\"{0} is greater than {1}\".format(x, y))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Se a condição ou uma série de condições for satisfeita, o códico identado abaixo é executado, caso contrário não. A identação no Python é feita com quatro (4) espaços simples, e utilizada para determinar o fim da estrutura. O Python é bem rigido com relação a identação do código e os programadores deveriam ser também (LEMBRE-SE: além de um código funcional somos responsáveis por comunicar descobertas e um código limpo e explicado ajuda a comunicação e trabalho em equipe).\n",
-    "\n",
-    "Note que algo acontece  (o código é executado) somente se a condição for <tt>True</tt>. Em alguns casos, queremos que outra coisa acontece se a condição for <tt>False</tt>, nestes casos usamos as cláusulas \"se não\" (<tt>else</tt>) ou \"então se\" (<tt>elif</tt>).\n",
-    "\n",
-    "<!--If the condition (or set of conditions) is satisfied, the indented code below is executed. Indentation in Python is made up of four simple spaces, and is used to determine the end of the structure. Python is very strict about indentation, and programmers should be too.\n",
-    "\n",
-    "Notice that something happens (code is execute) only if the condition is <tt>True</tt>. In some scenarios, one wants something to happen if the condition is <tt>False</tt>. The <tt>else</tt> clauses comes in handy in this case.-->"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "4 is *NOT* greater than 5\n"
-     ]
-    }
-   ],
-   "source": [
-    "x = 4\n",
-    "y = 5\n",
-    "if (x>y):\n",
-    "    print(\"{0} is greater than {1}\".format(x, y))\n",
-    "else:\n",
-    "    print(\"{0} is *NOT* greater than {1}\".format(x, y))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "O <tt>elif</tt> permite o teste de multiplas condições.\n",
-    "<!--The <tt>elif</tt> allows to test multiple conditions.-->"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "5 is greater than 4\n"
-     ]
-    }
-   ],
-   "source": [
-    "x = 5\n",
-    "y = 4\n",
-    "if (x>y):\n",
-    "    print(\"{0} is greater than {1}\".format(x, y))\n",
-    "elif (x==y):\n",
-    "    print(\"{0} is equal to {1}\".format(x, y))\n",
-    "else:\n",
-    "    print(\"{0} is smaller than {1}\".format(x, y))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "O Python vai sempre executar as instruções apenas da **primeira** condição que for verdadeira.\n",
-    "<!--Python will execute the instruction *first* condition that is true.-->"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "5 is greater than or equal to 5\n"
-     ]
-    }
-   ],
-   "source": [
-    "x = 5\n",
-    "y = 5\n",
-    "if (x>=y):\n",
-    "    print(\"{0} is greater than or equal to {1}\".format(x, y))\n",
-    "elif (x==y):\n",
-    "    print(\"{0} is equal to {1}\".format(x, y))\n",
-    "else:\n",
-    "    print(\"{0} is smaller than {1}\".format(x, y))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "colors = {0: 'green', 1: 'violet', 2: 'blue', 3: ' yellow'}"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "green\n"
-     ]
-    }
-   ],
-   "source": [
-    "c = 0\n",
-    "if c == 0:\n",
-    "    print(colors[0])\n",
-    "elif c == 0:\n",
-    "    print(colors[1])\n",
-    "elif c  == 2:\n",
-    "    print(colors[2])\n",
-    "elif c == 3:\n",
-    "    print(colors[3])\n",
-    "else:\n",
-    "    print('I dont know.')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "As condições <tt>if</tt>, podem ser agrupadas uma dentro da outra.\n",
-    "<!--<tt>if</tt> conditions can be nested within each other.-->"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "7 is MUCH greater than 5\n"
-     ]
-    }
-   ],
-   "source": [
-    "x = 7\n",
-    "y = 5\n",
-    "if (x>y):\n",
-    "    if abs(x-y)<1:\n",
-    "        print(\"{0} is greater than {1}\".format(x, y))\n",
-    "    else:\n",
-    "        print(\"{0} is MUCH greater than {1}\".format(x, y))\n",
-    "elif (x==y):\n",
-    "    print(\"{0} is equal to {1}\".format(x, y))\n",
-    "else:\n",
-    "    print(\"{0} is smaller than {1}\".format(x, y))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# `for` loops - Ciclos condicionais `for`"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Loops in Python, as in other programming languages, allows on to perform operations multiple times."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(list(range(10)))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "55\n",
-      "1+2+3+...+10 = 55\n"
-     ]
-    }
-   ],
-   "source": [
-    "# sum of the first 10 whole numbers\n",
-    "\n",
-    "gauss = 0 # the scalar 'gauss' will store the value of the running sum\n",
-    "parcelas = [] # the list parcelas will store the value of the running sum at each step\n",
-    "\n",
-    "for i in range(11):\n",
-    "\n",
-    "    gauss += i\n",
-    "print(gauss)\n",
-    "    \n",
-    "print(\"1+2+3+...+10 = \" + str(gauss))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0: Macro\n",
-      "---\n",
-      "1: Micro\n",
-      "---\n",
-      "2: Econometria\n",
-      "---\n",
-      "3: 537\n",
-      "---\n"
-     ]
-    }
-   ],
-   "source": [
-    "# parsing a list\n",
-    "l = [\"Macro\", \"Micro\", \"Econometria\", 537]\n",
-    "for i, v in enumerate(l):\n",
-    "    # the index at each step is assigned to 'i' \n",
-    "    # the value at each stpe is assigned to 'v'\n",
-    "    # both 'i' and 'v' are local, and cannot be accessed outside of the loop\n",
-    "    print(\"{0}: {1}\".format(i, v))\n",
-    "    print(\"---\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Macro\n",
-      "Micro\n",
-      "Econometria\n",
-      "537\n"
-     ]
-    }
-   ],
-   "source": [
-    "# if you want to access only the values\n",
-    "for v in l:\n",
-    "    print(v)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Macro: 20 alunos\n",
-      "Micro: 25 alunos\n",
-      "Econometria: 40 alunos\n"
-     ]
-    }
-   ],
-   "source": [
-    "# parsing a list\n",
-    "d = { \"Macro\": [\"eae302\",20], \"Micro\": [\"eae301\",25], \"Econometria\": [\"eae303\",40] }\n",
-    "for key, value in d.items():\n",
-    "    print(\"{0}: {1} alunos\".format(key, value[1]))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "B\n",
-      "a\n",
-      "r\n",
-      "c\n",
-      "e\n",
-      "l\n",
-      "o\n",
-      "n\n",
-      "a\n"
-     ]
-    }
-   ],
-   "source": [
-    "# parsing a string\n",
-    "s = \"Barcelona\"\n",
-    "for x in s:\n",
-    "    print(x)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# `while` loops - Ciclos condicionais `while`"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "De forma parecida com o <tt>for</tt>, o <tt>while</tt> executa o código enquanto uma condição for atendida.\n",
-    "<!--Similar to <tt>for</tt>. Executes a chunck of code until a certain condition is met.-->"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "5050\n"
-     ]
-    }
-   ],
-   "source": [
-    "gauss = 0\n",
-    "i = 1\n",
-    "\n",
-    "while i<=100:\n",
-    "    gauss += i\n",
-    "    i += 1\n",
-    "\n",
-    "print(gauss)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Nós sabemos que $lim_{n\\rightarrow +\\infty} \\sum_{i=1}^{n}{\\frac{1}{i}} = +\\infty$. Que significa que para qualquer positivo real $S$, podemos encontrar um inteiro $n$ de tal modo que $\\sum_{i=1}^{n}{\\frac{1}{i}} > n$. No código abaixo, vamos encontrar um tal $n$ para $S=10$.\n",
-    "\n",
-    "<!--We know that $lim_{n\\rightarrow +\\infty} \\sum_{i=1}^{n}{\\frac{1}{i}} = +\\infty$. That means that for any positive real $S$, one can find an integer $n$ such that $\\sum_{i=1}^{n}{\\frac{1}{i}} > n$. In the code below, we will find one such $n$ for $S=10$.-->"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "n = 1835422\n"
-     ]
-    }
-   ],
-   "source": [
-    "S = 15 # target value for the sum\n",
-    "s = 0 # variable that will store the value of the running (partial) sum\n",
-    "i = 1\n",
-    "\n",
-    "while (s<S):\n",
-    "    s += 1/i\n",
-    "    i += 1\n",
-    "        \n",
-    "print(\"n = {0}\".format(i))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Functions - Funções"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "*Funções* são partes de códigos que executam alguma ação, e são especialmente úteis quando temos operações repetitivas durante diversos pontos no código. Em outras palavras funções são uma forma inteligente de reusar partes do código.\n",
-    "<!--*Functions* are chuncks of code that perform certain actions. They are extremely useful if an operation must be repeated throughout the code. In other words, functions are a straighforward way to reuse code.-->"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Example 1 (trivial): a function that takes as arguments two real numbers and returns their sum\n",
-    "def my_sum(x, y):\n",
-    "    return x+y"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "3\n"
-     ]
-    }
-   ],
-   "source": [
-    "# testing my_sum\n",
-    "print(my_sum(2, 1))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Example 2: improving my_sum\n",
-    "def my_sum(x, y=0):\n",
-    "    \"\"\"\n",
-    "    my_sum(x, y=0): takes two integers (x and y) and returns their sum\n",
-    "    \"\"\"\n",
-    "    \n",
-    "    if isinstance(x, (int, float)) and isinstance(y, (int, float)):\n",
-    "        return (x+y, \"{0} + {1} = {2}\".format(x, y, x+y))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(2, '2 + 0 = 2')\n"
-     ]
-    }
-   ],
-   "source": [
-    "# testing my_sum\n",
-    "s = my_sum(1, 2)\n",
-    "#print(type(s))\n",
-    "#print(s[0])\n",
-    "#print(s[1])\n",
-    "\n",
-    "#print(my_sum.__doc__)\n",
-    "print(my_sum(2))\n",
-    "#print(my_sum(2, \"Egídio\"))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'1 + 2 = 3'"
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "<tt>True</tt> and <tt>False</tt> behave like 1 and 0, respectively."
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "x+y",
+      "execution_count": 7,
+      "outputs": [
+        {
+          "data": {
+            "text/plain": "1"
+          },
+          "execution_count": 7,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "s[1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Example 3: sum of infinite series (see problem above)\n",
-    "def limit(S):\n",
-    "\n",
-    "    s = 0\n",
-    "    i = 0\n",
-    "\n",
-    "    while (s<S):\n",
-    "        i += 1\n",
-    "        s += 1/i\n",
-    "       \n",
-    "    return i"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "11\n",
-      "83\n",
-      "13562027\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(limit(3))\n",
-    "print(limit(5))\n",
-    "print(limit(17))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "16\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Example 4: evaluating a polynomial\n",
-    "def p(x, coef):\n",
-    "    return sum([c * x**i for i, c in enumerate(coef)])\n",
-    "\n",
-    "print(p(2,(2,1,3)))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "coef = (2, 1, 3)\n",
-    "x = 2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[2, 2, 12]"
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "x*y",
+      "execution_count": 8,
+      "outputs": [
+        {
+          "data": {
+            "text/plain": "0"
+          },
+          "execution_count": 8,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "parcelas = [jp*(x**i) for i, jp in enumerate(coef)]\n",
-    "parcelas"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "16"
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "The example below shows the most basic sintax of a decision structure:"
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "x = 5\ny = 4\nt = x>y\nif t:\n    print(\"{0} is greater than {1}\".format(x, y))",
+      "execution_count": 9,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "5 is greater than 4\n"
+        }
       ]
-     },
-     "execution_count": 35,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sum(parcelas)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "n! = n * (n-1)!, if n > 1 and f(1) = 1 "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Example 5: Recursion\n",
-    "def factorial(n):\n",
-    "    if n == 1:\n",
-    "        return 1\n",
-    "    else:\n",
-    "        return n * factorial(n-1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "24"
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "If the condition (or set of conditions) is satisfied, the indented code below is executed. Indentation in Python is made up of four simple spaces, and is used to determine the end of the structure. Python is very strict about indentation, and programmers should be too.\n\nNotice that something happens (code is execute) only if the condition is <tt>True</tt>. In some scenarios, one wants something to happen if the condition is <tt>False</tt>. The <tt>else</tt> clauses comes in handy in this case."
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "x = 4\ny = 5\nif (x>y):\n    print(\"{0} is greater than {1}\".format(x, y))\nelse:\n    print(\"{0} is *NOT* greater than {1}\".format(x, y))",
+      "execution_count": 10,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "4 is *NOT* greater than 5\n"
+        }
       ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "factorial(4)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Veja esse exemplo (artigo em inglês) de como pensar de forma recursiva usando Python.\n",
-    "Nele o autor Abhirag Awasthi, mostra como o Papai Noel programaria seus elfos para entregar os presentes de natal em cada casa sem ter de passar as instruções novamente para cada uma das casas ao redor do mundo.\n",
-    "https://realpython.com/python-thinking-recursively/"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Exercícios"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**1.** Da coluna de Marcelo Viana (IMPA) na Folha de São Paulo em 12/08/2018: <br>\n",
-    "*Funciona assim: considere um inteiro positivo N qualquer.*\n",
-    "- Se for par, divida por 2.\n",
-    "- Se for ímpar, multiplique por 3 e some 1.\n",
-    "- Substitua N pelo resultado obtido e siga repetindo esse procedimento.\n",
-    "\n",
-    "*Por exemplo, se começar com N=7 obterá, sucessivamente, 22, 11, 34, 17, 52, 26, 13, 40, 20, 10, 5, 16, 8, 4, 2, 1 e, a partir daí, a sequência só repete os números 4, 2, 1, ciclicamente.*"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def par(x):\n",
-    "    if (x%2 == 0):\n",
-    "        return True\n",
-    "    else:\n",
-    "        return False"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def Marcelo_Viana(x):\n",
-    "    c = 0\n",
-    "    while x != 1:\n",
-    "        if par(x):\n",
-    "            x = x/2\n",
-    "        else:\n",
-    "            x = 3*x+1\n",
-    "        c += 1\n",
-    "    \n",
-    "    return c"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1: 0\n",
-      "2: 1\n",
-      "3: 7\n",
-      "4: 2\n",
-      "5: 5\n",
-      "6: 8\n",
-      "7: 16\n",
-      "8: 3\n",
-      "9: 19\n",
-      "10: 6\n",
-      "11: 14\n",
-      "12: 9\n",
-      "13: 9\n",
-      "14: 17\n"
-     ]
-    }
-   ],
-   "source": [
-    "for x in range(1, 15):\n",
-    "    print(\"{0}: {1}\".format(x, Marcelo_Viana(x)))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**2.** Escreva um script em Python para encontrar os números divisíveis por 7 e multiplos de 5, estes devem estar entre 1500 e 2700 (incluindo os dois).\n",
-    "<!--Write a Python program to find those numbers which are divisible by 7 and multiple of 5, between 1500 and 2700 (both included).-->"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1505\n",
-      "1540\n",
-      "1575\n",
-      "1610\n",
-      "1645\n",
-      "1680\n",
-      "1715\n",
-      "1750\n",
-      "1785\n",
-      "1820\n",
-      "1855\n",
-      "1890\n",
-      "1925\n",
-      "1960\n",
-      "1995\n",
-      "2030\n",
-      "2065\n",
-      "2100\n",
-      "2135\n",
-      "2170\n",
-      "2205\n",
-      "2240\n",
-      "2275\n",
-      "2310\n",
-      "2345\n",
-      "2380\n",
-      "2415\n",
-      "2450\n",
-      "2485\n",
-      "2520\n",
-      "2555\n",
-      "2590\n",
-      "2625\n",
-      "2660\n",
-      "2695\n"
-     ]
-    }
-   ],
-   "source": [
-    "def div7(x):\n",
-    "    if (x%7 == 0):\n",
-    "        return True\n",
-    "    else:\n",
-    "        return False\n",
-    "    \n",
-    "def div5(x):\n",
-    "    if (x%5 == 0):\n",
-    "        return True\n",
-    "    else:\n",
-    "        return False\n",
-    "\n",
-    "J = []\n",
-    "for x in range(1500, 2700+1):\n",
-    "    if div7(x) and div5(x):\n",
-    "        print(x)\n",
-    "        J.append(x)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**3.** Escreva um código em Python para checar se um triângulo é equilátero, isósceles ou escaleno.\n",
-    "<!--Write a Python program to check a triangle is equilateral, isosceles or scalene.-->"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**4.** Escreva um programa em Python para encontrar a mediana dos valores 3,2 e 1.\n",
-    "<!--Write a Python program to find the median of three values.-->"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def mediana(x, y, z):\n",
-    "    l = [x, y, z]\n",
-    "    l.sort()\n",
-    "    return l[1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "2"
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "The <tt>elif</tt> allows to test multiple conditions."
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "x = 5\ny = 4\nif (x>y):\n    print(\"{0} is greater than {1}\".format(x, y))\nelif (x==y):\n    print(\"{0} is equal to {1}\".format(x, y))\nelse:\n    print(\"{0} is smaller than {1}\".format(x, y))",
+      "execution_count": 11,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "5 is greater than 4\n"
+        }
       ]
-     },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "mediana(3, 1, 2)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**5.** Escreva um programa em Python para calcular a soma e a média de números inteiros (input do usuário). Se o usuário digitar 0, termine o programa.\n",
-    "<!--Write a Python program to calculate the sum and average of n integer numbers (input from the user). Input 0 to finish.-->"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def sumario():\n",
-    "    \n",
-    "    n = int(input(\"digite um número natural: \"))\n",
-    "\n",
-    "    s = 0\n",
-    "    for i in range(n):\n",
-    "        x = float(input(\"digite um número: \"))\n",
-    "        s += x\n",
-    "        \n",
-    "    return (s, s/n)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdin",
-     "output_type": "stream",
-     "text": [
-      "digite um número natural:  2\n",
-      "digite um número:  53\n",
-      "digite um número:  22\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "(75.0, 37.5)"
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "Python will execute the instruction *first* condition that is true."
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "x = 5\ny = 5\nif (x>=y):\n    print(\"{0} is greater than or equal to {1}\".format(x, y))\nelif (x==y):\n    print(\"{0} is equal to {1}\".format(x, y))\nelse:\n    print(\"{0} is smaller than {1}\".format(x, y))",
+      "execution_count": 12,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "5 is greater than or equal to 5\n"
+        }
       ]
-     },
-     "execution_count": 46,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sumario()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**6.** Escreva um programa em Python que construa o resultado abaixo, usando ciclos condicionais agrupados: <!--Write a Python program to construct the following pattern, using a nested loop number:--> <br>\n",
-    "1 <br>\n",
-    "22 <br>\n",
-    "333 <br>\n",
-    "4444 <br>\n",
-    "55555 <br>\n",
-    "666666 <br>\n",
-    "7777777 <br>\n",
-    "88888888 <br>\n",
-    "999999999"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1\n",
-      "22\n",
-      "333\n",
-      "4444\n",
-      "55555\n",
-      "666666\n",
-      "7777777\n",
-      "88888888\n",
-      "999999999\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Jeito errado\n",
-    "for i in range(1, 10):\n",
-    "    print(str(i)*i)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1\n",
-      "22\n",
-      "333\n",
-      "4444\n",
-      "55555\n",
-      "666666\n",
-      "7777777\n",
-      "88888888\n",
-      "999999999\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Jeito certo\n",
-    "for i in range(1, 10):\n",
-    "    for j in range(i):\n",
-    "        print(i, end=\"\")\n",
-    "    print(\"\\n\", end=\"\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**7.** Escreva um programa em Python para validar uma senha inserida pelo usuário. <br><br>\n",
-    "A senha deve conter:<br>\n",
-    "\n",
-    "Pelo menos 1 letra entre [a-z] e 1 letra entre [A-Z]. <br>\n",
-    "Pelo menos 1 número entre [0-9]. <br>\n",
-    "Pelo menos 1 destes caracteres especiais [$#@]. <br>\n",
-    "Mínimo de 6 caracters. <br>\n",
-    "Máximo de 16 caracters.\n",
-    "\n",
-    "<!--Write a Python program to check the validity of password input by users. <br><br>\n",
-    "Validation : <br><br>\n",
-    "\n",
-    "At least 1 letter between [a-z] and 1 letter between [A-Z]. <br>\n",
-    "At least 1 number between [0-9]. <br>\n",
-    "At least 1 character from [$#@]. <br>\n",
-    "Minimum length 6 characters. <br>\n",
-    "Maximum length 16 characters.-->"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# At least 1 character from [$#@]. \n",
-    "def cond_0(s):\n",
-    "    r = {\"$\", \"#\", \"@\"}\n",
-    "    if r.intersection(set(s)) == set():\n",
-    "        return False\n",
-    "    else:\n",
-    "        return True"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Minimum length 6 characters & Maximum length 16 characters.\n",
-    "def cond_1(s):\n",
-    "    if len(s) >= 6 and len(s) <= 16:\n",
-    "        return True\n",
-    "    else:\n",
-    "        return False"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# At least 1 letter between [a-z] and 1 letter between [A-Z]. \n",
-    "def cond_2(s):\n",
-    "    if s.lower() == s:\n",
-    "        return False\n",
-    "    elif s.upper() == s:\n",
-    "        return False\n",
-    "    else:\n",
-    "        return True"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# At least 1 number between [0-9]\n",
-    "def cond_3(s):\n",
-    "    for i in range(0, 10):\n",
-    "        if str(i) in s:\n",
-    "            return True\n",
-    "    return False"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def password(s):\n",
-    "    if cond_0(s) and cond_1(s) and cond_2(s) and cond_3(s):\n",
-    "        return True\n",
-    "    else:\n",
-    "        return False"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.8"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "colors = {0: 'green', 1: 'violet', 2: 'blue', 3: ' yellow'}",
+      "execution_count": 13,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "c = 0\nif c == 0:\n    print(colors[0])\nelif c == 0:\n    print(colors[1])\nelif c  == 2:\n    print(colors[2])\nelif c == 3:\n    print(colors[3])\nelse:\n    print('I dont know.')",
+      "execution_count": 14,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "green\n"
+        }
+      ]
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "<tt>if</tt> conditions can be nested within each other."
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "x = 7\ny = 5\nif (x>y):\n    if abs(x-y)<1:\n        print(\"{0} is greater than {1}\".format(x, y))\n    else:\n        print(\"{0} is MUCH greater than {1}\".format(x, y))\nelif (x==y):\n    print(\"{0} is equal to {1}\".format(x, y))\nelse:\n    print(\"{0} is smaller than {1}\".format(x, y))",
+      "execution_count": 15,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "7 is MUCH greater than 5\n"
+        }
+      ]
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "# `for` loops"
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "Loops in Python, as in other programming languages, allows on to perform operations multiple times."
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "print(list(range(10)))",
+      "execution_count": 16,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "# sum of the first 10 whole numbers\n\ngauss = 0 # the scalar 'gauss' will store the value of the running sum\nparcelas = [] # the list parcelas will store the value of the running sum at each step\n\nfor i in range(11):\n\n    gauss += i\nprint(gauss)\n    \nprint(\"1+2+3+...+10 = \" + str(gauss))",
+      "execution_count": 19,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "55\n1+2+3+...+10 = 55\n"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "# parsing a list\nl = [\"Macro\", \"Micro\", \"Econometria\", 537]\nfor i, v in enumerate(l):\n    # the index at each step is assigned to 'i' \n    # the value at each stpe is assigned to 'v'\n    # both 'i' and 'v' are local, and cannot be accessed outside of the loop\n    print(\"{0}: {1}\".format(i, v))\n    print(\"---\")",
+      "execution_count": 28,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "0: Macro\n---\n1: Micro\n---\n2: Econometria\n---\n3: 537\n---\n"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "# if you want to access only the values\nfor v in l:\n    print(v)",
+      "execution_count": 24,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "Macro\nMicro\nEconometria\n537\n"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "# parsing a list\nd = { \"Macro\": [\"eae302\",20], \"Micro\": [\"eae301\",25], \"Econometria\": [\"eae303\",40] }\nfor key, value in d.items():\n    print(\"{0}: {1} alunos\".format(key, value[1]))",
+      "execution_count": 31,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "Macro: 20 alunos\nEconometria: 40 alunos\nMicro: 25 alunos\n"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "# parsing a string\ns = \"Barcelona\"\nfor x in s:\n    print(x)",
+      "execution_count": 33,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "B\na\nr\nc\ne\nl\no\nn\na\n"
+        }
+      ]
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "# <tt>while</tt> loops"
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "Similar to <tt>for</tt>. Executes a chunck of code until a certain condition is met."
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "gauss = 0\ni = 1\n\nwhile i<=100:\n    gauss += i\n    i += 1\n\nprint(gauss)",
+      "execution_count": 34,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "5050\n"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "collapsed": true
+      },
+      "cell_type": "markdown",
+      "source": "We know that $lim_{n\\rightarrow +\\infty} \\sum_{i=1}^{n}{\\frac{1}{i}} = +\\infty$. That means that for any positive real $S$, one can find an integer $n$ such that $\\sum_{i=1}^{n}{\\frac{1}{i}} > n$. In the code below, we will find one such $n$ for $S=10$."
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "S = 15 # target value for the sum\ns = 0 # variable that will store the value of the running (partial) sum\ni = 1\n\nwhile (s<S):\n    s += 1/i\n    i += 1\n        \nprint(\"n = {0}\".format(i))",
+      "execution_count": 38,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "n = 1835422\n"
+        }
+      ]
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "# Functions"
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "*Functions* are chuncks of code that perform certain actions. They are extremely useful if an operation must be repeated throughout the code. In other words, functions are a straighforward way to reuse code."
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "# Example 1 (trivial): a function that takes as arguments two real numbers and returns their sum\ndef my_sum(x, y):\n    return x+y",
+      "execution_count": 40,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "# testing my_sum\nprint(my_sum(2, 1))",
+      "execution_count": 45,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "3\n"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "# Example 2: improving my_sum\ndef my_sum(x, y=0):\n    \"\"\"\n    my_sum(x, y=0): takes two integers (x and y) and returns their sum\n    \"\"\"\n    \n    if isinstance(x, (int, float)) and isinstance(y, (int, float)):\n        return (x+y, \"{0} + {1} = {2}\".format(x, y, x+y))",
+      "execution_count": 46,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "# testing my_sum\ns = my_sum(1, 2)\n#print(type(s))\n#print(s[0])\n#print(s[1])\n\n#print(my_sum.__doc__)\nprint(my_sum(2))\n#print(my_sum(2, \"Egídio\"))",
+      "execution_count": 51,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "(2, '2 + 0 = 2')\n"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "s[1]",
+      "execution_count": 49,
+      "outputs": [
+        {
+          "data": {
+            "text/plain": "'1 + 2 = 3'"
+          },
+          "execution_count": 49,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "# Example 3: sum of infinite series (see problem above)\ndef limit(S):\n\n    s = 0\n    i = 0\n\n    while (s<S):\n        i += 1\n        s += 1/i\n       \n    return i",
+      "execution_count": 52,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "print(limit(3))\nprint(limit(5))\nprint(limit(17))",
+      "execution_count": 54,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "11\n83\n13562027\n"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "# Example 4: evaluating a polynomial\ndef p(x, coef):\n    return sum([c * x**i for i, c in enumerate(coef)])\n\nprint(p(2,(2,1,3)))",
+      "execution_count": 64,
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": "16\n"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "coef = (2, 1, 3)\nx = 2",
+      "execution_count": 56,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "parcelas = [jp*(x**i) for i, jp in enumerate(coef)]\nparcelas",
+      "execution_count": 60,
+      "outputs": [
+        {
+          "data": {
+            "text/plain": "[2, 2, 12]"
+          },
+          "execution_count": 60,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "sum(parcelas)",
+      "execution_count": 61,
+      "outputs": [
+        {
+          "data": {
+            "text/plain": "16"
+          },
+          "execution_count": 61,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ]
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "n! = n * (n-1)!, if n > 1 and f(1) = 1 "
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "# Example 5: Recursion\ndef factorial(n):\n    if n == 1:\n        return 1\n    else:\n        return n * factorial(n-1)",
+      "execution_count": 34,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "factorial(4)",
+      "execution_count": 29,
+      "outputs": [
+        {
+          "data": {
+            "text/plain": "24"
+          },
+          "execution_count": 29,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ]
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "https://realpython.com/python-thinking-recursively/"
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Exercícios"
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "**1.** Da coluna de Marcelo Viana (IMPA) na Falha de São Paulo em 12/08/2018: <br>\n*Funciona assim: considere um inteiro positivo N qualquer. Se for par, divida por 2. Se for ímpar, multiplique por 3 e some 1. Substitua N pelo resultado obtido e siga repetindo esse procedimento. Por exemplo, se começar com N=7 obterá, sucessivamente, 22, 11, 34, 17, 52, 26, 13, 40, 20, 10, 5, 16, 8, 4, 2, 1 e, a partir daí, a sequência só repete os números 4, 2, 1, ciclicamente.*"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def par(x):\n    if (x%2 == 0):\n        return True\n    else:\n        return False",
+      "execution_count": 1,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def Marcelo_Viana(x):\n    c = 0\n    while x != 1:\n        if par(x):\n            x = x/2\n        else:\n            x = 3*x+1\n        c += 1\n    \n    return c",
+      "execution_count": 7,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "for x in range(1, 15):\n    print(\"{0}: {1}\".format(x, Marcelo_Viana(x)))",
+      "execution_count": 8,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "1: 0\n2: 1\n3: 7\n4: 2\n5: 5\n6: 8\n7: 16\n8: 3\n9: 19\n10: 6\n11: 14\n12: 9\n13: 9\n14: 17\n",
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "**2.** Write a Python program to find those numbers which are divisible by 7 and multiple of 5, between 1500 and 2700 (both included)."
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def div7(x):\n    if (x%7 == 0):\n        return True\n    else:\n        return False\n    \ndef div5(x):\n    if (x%5 == 0):\n        return True\n    else:\n        return False\n\nJ = []\nfor x in range(1500, 2700+1):\n    if div7(x) and div5(x):\n        print(x)\n        J.append(x)",
+      "execution_count": 9,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "1505\n1540\n1575\n1610\n1645\n1680\n1715\n1750\n1785\n1820\n1855\n1890\n1925\n1960\n1995\n2030\n2065\n2100\n2135\n2170\n2205\n2240\n2275\n2310\n2345\n2380\n2415\n2450\n2485\n2520\n2555\n2590\n2625\n2660\n2695\n",
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "**3.** Write a Python program to check a triangle is equilateral, isosceles or scalene."
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "**4.** Write a Python program to find the median of three values."
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def mediana(x, y, z):\n    l = [x, y, z]\n    l.sort()\n    return l[1]",
+      "execution_count": 13,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "mediana(3, 1, 2)",
+      "execution_count": 18,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 18,
+          "data": {
+            "text/plain": "2"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "**5.** Write a Python program to calculate the sum and average of n integer numbers (input from the user). Input 0 to finish."
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def sumario():\n    \n    n = int(input(\"digite um número natural: \"))\n\n    s = 0\n    for i in range(n):\n        x = float(input(\"digite um número: \"))\n        s += x\n        \n    return (s, s/n)",
+      "execution_count": 28,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "sumario()",
+      "execution_count": 27,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": "digite um número natural: 3\ndigite um número: 5\ndigite um número: 2.5\ndigite um número: 1.5\n"
+        },
+        {
+          "output_type": "execute_result",
+          "execution_count": 27,
+          "data": {
+            "text/plain": "(9.0, 3.0)"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "**6.** Write a Python program to construct the following pattern, using a nested loop number: <br>\n1 <br>\n22 <br>\n333 <br>\n4444 <br>\n55555 <br>\n666666 <br>\n7777777 <br>\n88888888 <br>\n999999999"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# Jeito errado\nfor i in range(1, 10):\n    print(str(i)*i)",
+      "execution_count": 30,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "1\n22\n333\n4444\n55555\n666666\n7777777\n88888888\n999999999\n",
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# Jeito certo\nfor i in range(1, 10):\n    for j in range(i):\n        print(i, end=\"\")\n    print(\"\\n\", end=\"\")",
+      "execution_count": 36,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "1\n22\n333\n4444\n55555\n666666\n7777777\n88888888\n999999999\n",
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "**7.** Write a Python program to check the validity of password input by users. <br><br>\nValidation : <br><br>\n\nAt least 1 letter between [a-z] and 1 letter between [A-Z]. <br>\nAt least 1 number between [0-9]. <br>\nAt least 1 character from [$#@]. <br>\nMinimum length 6 characters. <br>\nMaximum length 16 characters."
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# At least 1 character from [$#@]. \ndef cond_0(s):\n    r = {\"$\", \"#\", \"@\"}\n    if r.intersection(set(s)) == set():\n        return False\n    else:\n        return True",
+      "execution_count": 51,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# Minimum length 6 characters & Maximum length 16 characters.\ndef cond_1(s):\n    if len(s) >= 6 and len(s) <= 16:\n        return True\n    else:\n        return False",
+      "execution_count": 57,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# At least 1 letter between [a-z] and 1 letter between [A-Z]. \ndef cond_2(s):\n    if s.lower() == s:\n        return False\n    elif s.upper() == s:\n        return False\n    else:\n        return True",
+      "execution_count": 3,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# At least 1 number between [0-9]\ndef cond_3(s):\n    for i in range(0, 10):\n        if str(i) in s:\n            return True\n    return False",
+      "execution_count": 19,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def password(s):\n    if cond_0(s) and cond_1(s) and cond_2(s) and cond_3(s):\n        return True\n    else:\n        return False",
+      "execution_count": 23,
+      "outputs": []
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3",
+      "language": "python"
+    },
+    "language_info": {
+      "mimetype": "text/x-python",
+      "nbconvert_exporter": "python",
+      "name": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.5.4",
+      "file_extension": ".py",
+      "codemirror_mode": {
+        "version": 3,
+        "name": "ipython"
+      }
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 2
+}
\ No newline at end of file
diff --git a/0-pre-requisitos/2-math/algebra_linear_com_numpy.ipynb b/0-pre-requisitos/2-math/algebra_linear_com_numpy.ipynb
old mode 100644
new mode 100755
index d935926..5befd80
--- a/0-pre-requisitos/2-math/algebra_linear_com_numpy.ipynb
+++ b/0-pre-requisitos/2-math/algebra_linear_com_numpy.ipynb
@@ -4,26 +4,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Algebra Linear"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Conceitos de algebra linear https://youtu.be/Y0ZyUhi0khY ou https://youtu.be/D4ewzYFM8LY"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Biblioteca Numpy"
+    "# Numpy"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 211,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -34,19 +20,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Porque usar `numpy`? <!--Why `numpy`?-->"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Utilizando a biblioteca timeit conseguimos ver o tempo de processamento para o código Python criado e isso deixa claro o aumento de performance quando estamos usando a biblioteca Numpy."
+    "## Why `numpy`?"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 212,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -55,14 +34,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 213,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "357 µs ± 15.4 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
+      "379 µs ± 4.87 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
      ]
     }
    ],
@@ -73,14 +52,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 214,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1.73 µs ± 72.2 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)\n"
+      "1.69 µs ± 37.8 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)\n"
      ]
     }
    ],
@@ -93,20 +72,19 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Arrays - Matrizes"
+    "## Arrays"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Um `ndarray` é um contêiner multidimensional (geralmente de tamanho fixo) de itens do mesmo tipo e tamanho. O número de dimensões e itens em uma matriz é definido por sua forma, que é uma tupla de N inteiros positivos que especificam os tamanhos de cada dimensão. O tipo de itens na matriz é especificado por um objeto de tipo de dados separado (`dtype`), um dos quais está associado a cada ndarray.\n",
-    "<!--An `ndarray` is a (usually fixed-size) multidimensional container of items of the same type and size. The number of dimensions and items in an array is defined by its `shape`, which is a tuple of N positive integers that specify the sizes of each dimension. The type of items in the array is specified by a separate data-type object (`dtype`), one of which is associated with each ndarray.-->"
+    "An `ndarray` is a (usually fixed-size) multidimensional container of items of the same type and size. The number of dimensions and items in an array is defined by its `shape`, which is a tuple of N positive integers that specify the sizes of each dimension. The type of items in the array is specified by a separate data-type object (`dtype`), one of which is associated with each ndarray."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 215,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -115,7 +93,7 @@
        "numpy.ndarray"
       ]
      },
-     "execution_count": 215,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -129,13 +107,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Criando uma matriz a partir de uma lista:\n",
-    "<!--Creating an array from a list:-->"
+    "Creating an array from a list:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 216,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -145,7 +122,7 @@
        "       [4, 5, 6]])"
       ]
      },
-     "execution_count": 216,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -157,7 +134,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 217,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -166,7 +143,7 @@
        "numpy.ndarray"
       ]
      },
-     "execution_count": 217,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -177,7 +154,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 218,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -186,7 +163,7 @@
        "(2, 3)"
       ]
      },
-     "execution_count": 218,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -197,7 +174,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 219,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -206,7 +183,7 @@
        "2"
       ]
      },
-     "execution_count": 219,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -217,7 +194,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 220,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -226,7 +203,7 @@
        "dtype('int64')"
       ]
      },
-     "execution_count": 220,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -239,13 +216,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Exemplo de uma matriz tridimencional:\n",
-    "<!--Example of a 3-dimensional array-->"
+    "Example of a 3-dimensional array"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 221,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -258,7 +234,7 @@
        "        [10, 11, 12]]])"
       ]
      },
-     "execution_count": 221,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -270,7 +246,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 222,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -294,12 +270,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Changing size (or shape) - Mudando o tamanho ou forma da matriz"
+    "### Changing size (or shape)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 223,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -309,7 +285,7 @@
        "       [4, 5, 6]])"
       ]
      },
-     "execution_count": 223,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -320,7 +296,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 224,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -331,7 +307,7 @@
        "       [5, 6]])"
       ]
      },
-     "execution_count": 224,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -342,7 +318,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 225,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -352,7 +328,7 @@
        "       [4, 5, 6]])"
       ]
      },
-     "execution_count": 225,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -363,7 +339,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 226,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -374,7 +350,7 @@
        "       [5, 6]])"
       ]
      },
-     "execution_count": 226,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -386,7 +362,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 227,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -395,7 +371,7 @@
        "tuple"
       ]
      },
-     "execution_count": 227,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -406,7 +382,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 228,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -416,7 +392,7 @@
        "       [4, 5, 6]])"
       ]
      },
-     "execution_count": 228,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -430,7 +406,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Creating arrays - Criando Matrizes"
+    "### Creating arrays"
    ]
   },
   {
@@ -442,16 +418,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 229,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([2.5e-323, 3.0e-323, 3.5e-323, 4.0e-323, 4.4e-323])"
+       "array([0., 0., 0., 0., 0.])"
       ]
      },
-     "execution_count": 229,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -463,7 +439,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 230,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -472,7 +448,7 @@
        "(5,)"
       ]
      },
-     "execution_count": 230,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -483,7 +459,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 231,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -496,14 +472,14 @@
     {
      "data": {
       "text/plain": [
-       "array([[2.5e-323],\n",
-       "       [3.0e-323],\n",
-       "       [3.5e-323],\n",
-       "       [4.0e-323],\n",
-       "       [4.4e-323]])"
+       "array([[0.],\n",
+       "       [0.],\n",
+       "       [0.],\n",
+       "       [0.],\n",
+       "       [0.]])"
       ]
      },
-     "execution_count": 231,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -516,20 +492,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 232,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([[2.5e-323],\n",
-       "       [3.0e-323],\n",
-       "       [3.5e-323],\n",
-       "       [4.0e-323],\n",
-       "       [4.4e-323]])"
+       "array([[0.],\n",
+       "       [0.],\n",
+       "       [0.],\n",
+       "       [0.],\n",
+       "       [0.]])"
       ]
      },
-     "execution_count": 232,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -548,7 +524,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 233,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -557,7 +533,7 @@
        "array([ 2.,  6., 10.])"
       ]
      },
-     "execution_count": 233,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -569,7 +545,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 234,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -578,7 +554,7 @@
        "(3,)"
       ]
      },
-     "execution_count": 234,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -596,7 +572,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 235,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -607,7 +583,7 @@
        "       [0., 0., 1.]])"
       ]
      },
-     "execution_count": 235,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -633,7 +609,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 236,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -642,7 +618,7 @@
        "array([1., 1., 1.])"
       ]
      },
-     "execution_count": 236,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -654,7 +630,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 237,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -663,7 +639,7 @@
        "(3,)"
       ]
      },
-     "execution_count": 237,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -674,7 +650,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 238,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -683,7 +659,7 @@
        "array([1, 1, 1])"
       ]
      },
-     "execution_count": 238,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -695,7 +671,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 239,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -704,7 +680,7 @@
        "array([False,  True,  True, False, False])"
       ]
      },
-     "execution_count": 239,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -718,12 +694,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Accessing elements of an array - Acessando elementos da matriz"
+    "### Accessing elements of an array"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 240,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -732,7 +708,7 @@
        "array([1., 2., 3., 4., 5., 6., 7., 8., 9.])"
       ]
      },
-     "execution_count": 240,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -744,7 +720,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 241,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -753,7 +729,7 @@
        "(9,)"
       ]
      },
-     "execution_count": 241,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -764,7 +740,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 242,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -773,7 +749,7 @@
        "1.0"
       ]
      },
-     "execution_count": 242,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -784,7 +760,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 243,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -793,7 +769,7 @@
        "9.0"
       ]
      },
-     "execution_count": 243,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -804,7 +780,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 244,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -813,7 +789,7 @@
        "array([3., 4., 5., 6.])"
       ]
      },
-     "execution_count": 244,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -824,7 +800,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 245,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -835,7 +811,7 @@
        "       [7., 8., 9.]])"
       ]
      },
-     "execution_count": 245,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -847,7 +823,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 246,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -856,7 +832,7 @@
        "(3, 3)"
       ]
      },
-     "execution_count": 246,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -867,7 +843,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 247,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -876,7 +852,7 @@
        "array([[1., 2., 3.]])"
       ]
      },
-     "execution_count": 247,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -887,7 +863,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 248,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
@@ -896,7 +872,7 @@
        "array([[1., 2., 3.]])"
       ]
      },
-     "execution_count": 248,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -907,7 +883,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 249,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
@@ -917,7 +893,7 @@
        "       [8., 9.]])"
       ]
      },
-     "execution_count": 249,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -928,7 +904,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 250,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -938,7 +914,7 @@
        "       [4., 5., 6.]])"
       ]
      },
-     "execution_count": 250,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -950,7 +926,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 251,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -961,7 +937,7 @@
        "       [10., 10., 10.]])"
       ]
      },
-     "execution_count": 251,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -975,12 +951,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Array Methods - Métodos para Matrizes"
+    "### Array Methods"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 252,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
@@ -989,7 +965,7 @@
        "array([2., 1., 4., 3.])"
       ]
      },
-     "execution_count": 252,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1001,7 +977,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 253,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
@@ -1018,7 +994,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 254,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
@@ -1027,7 +1003,7 @@
        "array([2., 1., 2., 2.])"
       ]
      },
-     "execution_count": 254,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1038,10 +1014,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 255,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 45,
+   "metadata": {},
    "outputs": [],
    "source": [
     "a = np.array([[1, 2], [3, 4], [5, 6]])"
@@ -1049,7 +1023,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 256,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
@@ -1059,7 +1033,7 @@
        "       [5, 6]])"
       ]
      },
-     "execution_count": 256,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1070,7 +1044,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 257,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
@@ -1156,7 +1130,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 258,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
@@ -1208,12 +1182,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### sorting - ordenação"
+    "#### sorting"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 259,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
@@ -1222,7 +1196,7 @@
        "array([1, 0, 3, 2])"
       ]
      },
-     "execution_count": 259,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1233,7 +1207,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 260,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
@@ -1242,7 +1216,7 @@
        "array([1., 2., 3., 4.])"
       ]
      },
-     "execution_count": 260,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1256,12 +1230,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### statistics - estatísticos"
+    "#### statistics"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 261,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
@@ -1270,7 +1244,7 @@
        "10.0"
       ]
      },
-     "execution_count": 261,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1281,7 +1255,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 262,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [
     {
@@ -1290,7 +1264,7 @@
        "2.5"
       ]
      },
-     "execution_count": 262,
+     "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1301,7 +1275,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 263,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
@@ -1310,7 +1284,7 @@
        "1.25"
       ]
      },
-     "execution_count": 263,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1321,7 +1295,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 264,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -1330,7 +1304,7 @@
        "1.118033988749895"
       ]
      },
-     "execution_count": 264,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1341,7 +1315,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 265,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [
     {
@@ -1350,7 +1324,7 @@
        "4.0"
       ]
      },
-     "execution_count": 265,
+     "execution_count": 56,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1361,10 +1335,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 266,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 57,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1372,7 +1344,7 @@
        "array([1., 2., 3., 4.])"
       ]
      },
-     "execution_count": 266,
+     "execution_count": 57,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1383,10 +1355,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 267,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 58,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1394,7 +1364,7 @@
        "3"
       ]
      },
-     "execution_count": 267,
+     "execution_count": 58,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1405,10 +1375,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 268,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 59,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1416,7 +1384,7 @@
        "array([ 1.,  3.,  6., 10.])"
       ]
      },
-     "execution_count": 268,
+     "execution_count": 59,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1427,10 +1395,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 269,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 60,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1438,7 +1404,7 @@
        "array([ 1.,  2.,  6., 24.])"
       ]
      },
-     "execution_count": 269,
+     "execution_count": 60,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1449,10 +1415,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 270,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 61,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1461,7 +1425,7 @@
        "       [3., 4.]])"
       ]
      },
-     "execution_count": 270,
+     "execution_count": 61,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1473,10 +1437,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 271,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 62,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1485,7 +1447,7 @@
        "       [2., 4.]])"
       ]
      },
-     "execution_count": 271,
+     "execution_count": 62,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1496,10 +1458,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 272,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 63,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1507,7 +1467,7 @@
        "3"
       ]
      },
-     "execution_count": 272,
+     "execution_count": 63,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1518,10 +1478,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 273,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 64,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1529,7 +1487,7 @@
        "3"
       ]
      },
-     "execution_count": 273,
+     "execution_count": 64,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1540,10 +1498,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 274,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 65,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1551,7 +1507,7 @@
        "array([0, 5, 1, 2])"
       ]
      },
-     "execution_count": 274,
+     "execution_count": 65,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1562,10 +1518,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 275,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 66,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1573,7 +1527,7 @@
        "array([ 6,  8, 10, 12])"
       ]
      },
-     "execution_count": 275,
+     "execution_count": 66,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1586,10 +1540,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 276,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 67,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1597,7 +1549,7 @@
        "array([ 5, 12, 21, 32])"
       ]
      },
-     "execution_count": 276,
+     "execution_count": 67,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1608,10 +1560,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 277,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 68,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1619,7 +1569,7 @@
        "array([11, 12, 13, 14])"
       ]
      },
-     "execution_count": 277,
+     "execution_count": 68,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1630,10 +1580,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 278,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 69,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1641,7 +1589,7 @@
        "array([10, 20, 30, 40])"
       ]
      },
-     "execution_count": 278,
+     "execution_count": 69,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1652,10 +1600,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 279,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 70,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1664,7 +1610,7 @@
        "       [2., 2.]])"
       ]
      },
-     "execution_count": 279,
+     "execution_count": 70,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1677,10 +1623,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 280,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 71,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1689,7 +1633,7 @@
        "       [11., 11.]])"
       ]
      },
-     "execution_count": 280,
+     "execution_count": 71,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1700,10 +1644,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 281,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 72,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1712,7 +1654,7 @@
        "       [1., 1.]])"
       ]
      },
-     "execution_count": 281,
+     "execution_count": 72,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1723,10 +1665,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 282,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 73,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1735,7 +1675,7 @@
        "       [1., 1.]])"
       ]
      },
-     "execution_count": 282,
+     "execution_count": 73,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1746,10 +1686,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 283,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 74,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1758,7 +1696,7 @@
        "       [1., 1.]])"
       ]
      },
-     "execution_count": 283,
+     "execution_count": 74,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1769,10 +1707,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 284,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 75,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1781,7 +1717,7 @@
        "       [2., 2.]])"
       ]
      },
-     "execution_count": 284,
+     "execution_count": 75,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1792,10 +1728,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 285,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 76,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1803,7 +1737,7 @@
        "array([1, 2])"
       ]
      },
-     "execution_count": 285,
+     "execution_count": 76,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1815,10 +1749,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 286,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 77,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1826,7 +1758,7 @@
        "(2,)"
       ]
      },
-     "execution_count": 286,
+     "execution_count": 77,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1837,10 +1769,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 287,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 78,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1848,7 +1778,7 @@
        "50"
       ]
      },
-     "execution_count": 287,
+     "execution_count": 78,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1860,10 +1790,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 288,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 79,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1872,7 +1800,7 @@
        "       [3, 4]])"
       ]
      },
-     "execution_count": 288,
+     "execution_count": 79,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1884,10 +1812,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 289,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 80,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1895,7 +1821,7 @@
        "array([2, 4])"
       ]
      },
-     "execution_count": 289,
+     "execution_count": 80,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1906,7 +1832,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 290,
+   "execution_count": 81,
    "metadata": {},
    "outputs": [
     {
@@ -1915,7 +1841,7 @@
        "70"
       ]
      },
-     "execution_count": 290,
+     "execution_count": 81,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1926,10 +1852,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 291,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 82,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1937,7 +1861,7 @@
        "array([42, 44])"
       ]
      },
-     "execution_count": 291,
+     "execution_count": 82,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1949,10 +1873,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 292,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 83,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1960,7 +1882,7 @@
        "array([42,  0])"
       ]
      },
-     "execution_count": 292,
+     "execution_count": 83,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1979,10 +1901,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 293,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 84,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1993,7 +1913,7 @@
        "       [30., 30., 30.]])"
       ]
      },
-     "execution_count": 293,
+     "execution_count": 84,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2005,10 +1925,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 294,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 85,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2016,7 +1934,7 @@
        "array([1., 2., 3.])"
       ]
      },
-     "execution_count": 294,
+     "execution_count": 85,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2028,10 +1946,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 295,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 86,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2042,7 +1958,7 @@
        "       [31., 32., 33.]])"
       ]
      },
-     "execution_count": 295,
+     "execution_count": 86,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2055,33 +1971,25 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "* Matrizes têm exatamente a mesma forma.\n",
-    "\n",
-    "* Matrizes têm o mesmo número de dimensões e o comprimento de cada dimensão é um comprimento comum ou 1.\n",
-    "\n",
-    "* Matriz com poucas dimensões pode ter sua forma prefixada com uma dimensão de comprimento 1, de modo que a propriedade declarada acima seja verdadeira.\n",
-    "\n",
-    "<!--* Arrays have exactly the same shape.\n",
+    "* Arrays have exactly the same shape.\n",
     "\n",
     "* Arrays have the same number of dimensions and the length of each dimension is either a common length or 1.\n",
     "\n",
-    "* Array having too few dimensions can have its shape prepended with a dimension of length 1, so that the above stated property is true.-->"
+    "* Array having too few dimensions can have its shape prepended with a dimension of length 1, so that the above stated property is true."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 296,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 87,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([-1.11336594, -0.17744627, -1.33607215])"
+       "array([ 0.20676523, -0.33305647, -1.72249529])"
       ]
      },
-     "execution_count": 296,
+     "execution_count": 87,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2093,10 +2001,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 297,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 88,
+   "metadata": {},
    "outputs": [],
    "source": [
     "b = a"
@@ -2104,18 +2010,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 298,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 89,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([-1.11336594, -0.17744627, -1.33607215])"
+       "array([ 0.20676523, -0.33305647, -1.72249529])"
       ]
      },
-     "execution_count": 298,
+     "execution_count": 89,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2126,18 +2030,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 299,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 90,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([ 0.        , -0.17744627, -1.33607215])"
+       "array([ 0.        , -0.33305647, -1.72249529])"
       ]
      },
-     "execution_count": 299,
+     "execution_count": 90,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2149,18 +2051,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 300,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 91,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([-1.48850816, -0.32891427,  1.76183354])"
+       "array([-0.2052576 ,  0.5882943 , -0.94636507])"
       ]
      },
-     "execution_count": 300,
+     "execution_count": 91,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2172,18 +2072,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 301,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 92,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([-1.48850816, -0.32891427,  1.76183354])"
+       "array([-0.2052576 ,  0.5882943 , -0.94636507])"
       ]
      },
-     "execution_count": 301,
+     "execution_count": 92,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2195,10 +2093,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 302,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 93,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2206,7 +2102,7 @@
        "array([1., 1., 1.])"
       ]
      },
-     "execution_count": 302,
+     "execution_count": 93,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2218,18 +2114,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 303,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 94,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([-1.48850816, -0.32891427,  1.76183354])"
+       "array([-0.2052576 ,  0.5882943 , -0.94636507])"
       ]
      },
-     "execution_count": 303,
+     "execution_count": 94,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2240,10 +2134,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 304,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 95,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2251,7 +2143,7 @@
        "array([0.84147098, 0.90929743, 0.14112001])"
       ]
      },
-     "execution_count": 304,
+     "execution_count": 95,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2263,10 +2155,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 305,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 96,
+   "metadata": {},
    "outputs": [],
    "source": [
     "n = len(z)\n",
@@ -2277,10 +2167,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 306,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 97,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2288,7 +2176,7 @@
        "array([0.84147098, 0.90929743, 0.14112001])"
       ]
      },
-     "execution_count": 306,
+     "execution_count": 97,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2299,10 +2187,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 307,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 98,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2310,7 +2196,7 @@
        "array([1, 2, 3])"
       ]
      },
-     "execution_count": 307,
+     "execution_count": 98,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2321,10 +2207,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 308,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 99,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2332,7 +2216,7 @@
        "array([0.24197072, 0.05399097, 0.00443185])"
       ]
      },
-     "execution_count": 308,
+     "execution_count": 99,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2343,18 +2227,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 309,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 100,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([ 0.26391966, -0.91446636,  0.79007045, -2.06239142])"
+       "array([-1.27999742, -0.18235141,  0.66829548,  0.41627219])"
       ]
      },
-     "execution_count": 309,
+     "execution_count": 100,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2366,18 +2248,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 310,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 101,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([1, 0, 1, 0])"
+       "array([0, 0, 1, 1])"
       ]
      },
-     "execution_count": 310,
+     "execution_count": 101,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2388,18 +2268,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 311,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 102,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([1, 0, 1, 0])"
+       "array([0, 0, 1, 1])"
       ]
      },
-     "execution_count": 311,
+     "execution_count": 102,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2413,10 +2291,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 312,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 103,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2424,7 +2300,7 @@
        "array([ True,  True])"
       ]
      },
-     "execution_count": 312,
+     "execution_count": 103,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2437,10 +2313,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 313,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 104,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2448,7 +2322,7 @@
        "array([False,  True])"
       ]
      },
-     "execution_count": 313,
+     "execution_count": 104,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2460,10 +2334,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 314,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 105,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2471,7 +2343,7 @@
        "array([ True, False])"
       ]
      },
-     "execution_count": 314,
+     "execution_count": 105,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2482,10 +2354,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 315,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 106,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2493,7 +2363,7 @@
        "array([False, False])"
       ]
      },
-     "execution_count": 315,
+     "execution_count": 106,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2504,10 +2374,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 316,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 107,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2515,7 +2383,7 @@
        "array([False, False])"
       ]
      },
-     "execution_count": 316,
+     "execution_count": 107,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2529,12 +2397,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Matrix Algebra ( `linalg`) - Algebra Matricial"
+    "## Matrix Algebra ( `linalg`)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 317,
+   "execution_count": 108,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2543,7 +2411,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 318,
+   "execution_count": 109,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2552,7 +2420,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 319,
+   "execution_count": 110,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2562,7 +2430,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 320,
+   "execution_count": 111,
    "metadata": {},
    "outputs": [
     {
@@ -2583,7 +2451,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 321,
+   "execution_count": 112,
    "metadata": {},
    "outputs": [
     {
@@ -2595,7 +2463,7 @@
        "       [7, 8]])"
       ]
      },
-     "execution_count": 321,
+     "execution_count": 112,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2606,7 +2474,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 322,
+   "execution_count": 113,
    "metadata": {},
    "outputs": [
     {
@@ -2616,7 +2484,7 @@
        "       [3, 4, 7, 8]])"
       ]
      },
-     "execution_count": 322,
+     "execution_count": 113,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2627,7 +2495,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 323,
+   "execution_count": 114,
    "metadata": {},
    "outputs": [
     {
@@ -2636,7 +2504,7 @@
        "-2.0000000000000004"
       ]
      },
-     "execution_count": 323,
+     "execution_count": 114,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2647,7 +2515,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 324,
+   "execution_count": 115,
    "metadata": {},
    "outputs": [
     {
@@ -2657,7 +2525,7 @@
        "       [ 1.5, -0.5]])"
       ]
      },
-     "execution_count": 324,
+     "execution_count": 115,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2668,7 +2536,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 325,
+   "execution_count": 116,
    "metadata": {},
    "outputs": [
     {
@@ -2677,7 +2545,7 @@
        "2"
       ]
      },
-     "execution_count": 325,
+     "execution_count": 116,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2688,7 +2556,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 326,
+   "execution_count": 117,
    "metadata": {},
    "outputs": [
     {
@@ -2698,7 +2566,7 @@
        "       [4, 5, 6]])"
       ]
      },
-     "execution_count": 326,
+     "execution_count": 117,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2710,7 +2578,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 327,
+   "execution_count": 118,
    "metadata": {},
    "outputs": [
     {
@@ -2719,7 +2587,7 @@
        "2"
       ]
      },
-     "execution_count": 327,
+     "execution_count": 118,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2730,7 +2598,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 328,
+   "execution_count": 119,
    "metadata": {},
    "outputs": [
     {
@@ -2740,7 +2608,7 @@
        "       [ 2.]])"
       ]
      },
-     "execution_count": 328,
+     "execution_count": 119,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2753,7 +2621,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 329,
+   "execution_count": 120,
    "metadata": {},
    "outputs": [
     {
@@ -2763,7 +2631,7 @@
        "       [ 2.]])"
       ]
      },
-     "execution_count": 329,
+     "execution_count": 120,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2774,14 +2642,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 330,
+   "execution_count": 121,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['LinAlgError', '__builtins__', '__cached__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__path__', '__spec__', '_umath_linalg', 'absolute_import', 'cholesky', 'cond', 'det', 'division', 'eig', 'eigh', 'eigvals', 'eigvalsh', 'info', 'inv', 'lapack_lite', 'linalg', 'lstsq', 'matrix_power', 'matrix_rank', 'multi_dot', 'norm', 'pinv', 'print_function', 'qr', 'slogdet', 'solve', 'svd', 'tensorinv', 'tensorsolve', 'test']\n"
+      "['LinAlgError', '__builtins__', '__cached__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__path__', '__spec__', '_numpy_tester', '_umath_linalg', 'absolute_import', 'bench', 'cholesky', 'cond', 'det', 'division', 'eig', 'eigh', 'eigvals', 'eigvalsh', 'info', 'inv', 'lapack_lite', 'linalg', 'lstsq', 'matrix_power', 'matrix_rank', 'multi_dot', 'norm', 'pinv', 'print_function', 'qr', 'slogdet', 'solve', 'svd', 'tensorinv', 'tensorsolve', 'test']\n"
      ]
     }
    ],
@@ -2791,7 +2659,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 331,
+   "execution_count": 122,
    "metadata": {},
    "outputs": [
     {
@@ -2800,7 +2668,7 @@
        "6.782329983125268"
       ]
      },
-     "execution_count": 331,
+     "execution_count": 122,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2811,7 +2679,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 332,
+   "execution_count": 123,
    "metadata": {},
    "outputs": [
     {
@@ -2820,7 +2688,7 @@
        "5.0"
       ]
      },
-     "execution_count": 332,
+     "execution_count": 123,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2838,7 +2706,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 333,
+   "execution_count": 131,
    "metadata": {
     "scrolled": true
    },
@@ -2847,7 +2715,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "ls: /home/nbuser/library: No such file or directory\n"
+      "ls: /home/nbuser/library: No such file or directory\r\n"
      ]
     }
    ],
@@ -2857,56 +2725,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 334,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ls: /home/nbuser/library/data: No such file or directory\n"
-     ]
-    }
-   ],
-   "source": [
-    "ls /home/nbuser/library/data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 370,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#A = np.loadtxt('/home/nbuser/library/data/tech_coef.csv')\n",
-    "#A = np.loadtxt('/Users/eduardo/OwnCloud/Projects/DigitalHouse/DataScience/Git/datascience_course/0-pre-requisitos/2-math/data/tech_coef.csv')\n",
-    "\n",
-    "import psycopg2\n",
-    "\n",
-    "host = 'data-science.cjkghcc9gsud.us-east-1.rds.amazonaws.com'\n",
-    "port = 5432\n",
-    "dbname = 'db3'\n",
-    "username = 'trainingwrite'\n",
-    "pwd = 'trainingwrite'\n",
-    "\n",
-    "conn = psycopg2.connect(f\"host='{host}' port={port}  dbname='{dbname}' user={username} password={pwd}\")\n",
-    "cur = conn.cursor()\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 371,
+   "execution_count": 124,
    "metadata": {},
    "outputs": [],
    "source": [
-    "sql = \"SELECT * FROM tech_coef\"\n",
-    "cur.execute(sql)\n",
-    "A = np.asarray(cur.fetchall()) "
+    "A = np.loadtxt('/Users/marcelocolonno/Desktop/git/datascience_course/0-pre-requisitos/2-math/data/tech_coef.csv')\n",
+    "#/Users/marcelocolonno/Desktop/git/datascience_course/0-pre-requisitos/2-math/data"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 369,
+   "execution_count": 125,
    "metadata": {},
    "outputs": [
     {
@@ -2915,7 +2744,7 @@
        "(12, 12)"
       ]
      },
-     "execution_count": 369,
+     "execution_count": 125,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2926,7 +2755,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 337,
+   "execution_count": 134,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2946,7 +2775,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 338,
+   "execution_count": 135,
    "metadata": {},
    "outputs": [
     {
@@ -2980,38 +2809,78 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 339,
-   "metadata": {},
+   "execution_count": 179,
+   "metadata": {
+    "scrolled": false
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "\n",
     "pos = np.arange(12)\n",
     "\n",
-    "plt.barh(pos, impact, align='center', height=.8, color='r')\n",
-    "plt.yticks(pos, sec)\n",
-    "plt.xlim((0, .7))\n",
+    "for i in range(12):\n",
+    "    plt.barh(pos[i], impact[i], align='center', height=.8, color='r')\n",
+    "    plt.yticks(pos, sec)\n",
+    "    plt.xlim((0, 2.0))\n",
+    "\n",
     "for i, v in enumerate(impact):\n",
     "    l = \"{0:.2f}\".format(float(v))\n",
     "    plt.text(float(v)+.01, i-.25, \"{0:.2f}\".format(float(v)), color='black', fontweight='bold')\n",
+    "\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 340,
+   "execution_count": 185,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "L = np.linalg.inv(np.eye(len(sectors))-A)\n",
+    "d = np.zeros(12).reshape(12, 1)\n",
+    "d[2, 0] = 1\n",
+    "\n",
+    "impact = L@d\n",
+    "pos = np.arange(12)\n",
+    "\n",
+    "for i in range(12):\n",
+    "    plt.barh(pos[i], impact[i], align='center', height=.8, color='r')\n",
+    "    plt.yticks(pos, sec)\n",
+    "    plt.xlim((0,1.7))\n",
+    "    \n",
+    "for i, v in enumerate(impact):\n",
+    "    l = \"{0:.2f}\".format(float(v))\n",
+    "    plt.text(float(v)+.01, i-.25, \"{0:.2f}\".format(float(v)), color='black', fontweight='bold')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 182,
    "metadata": {},
    "outputs": [
     {
@@ -3045,28 +2914,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 341,
+   "execution_count": 186,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "pos = np.arange(12)\n",
     "\n",
-    "plt.barh(pos, impact, align='center', height=.8, color='r')\n",
-    "plt.yticks(pos, sec)\n",
-    "plt.xlim((0,2.3))\n",
+    "for i in range(12):\n",
+    "    plt.barh(pos[i], impact[i], align='edge', height=.8, color='r')\n",
+    "    plt.yticks(pos, sec)\n",
+    "    plt.xlim((0,2.3))\n",
+    "    \n",
     "for i, v in enumerate(impact):\n",
     "    l = \"{0:.2f}\".format(float(v))\n",
     "    plt.text(float(v)+.01, i-.25, \"{0:.2f}\".format(float(v)), color='black', fontweight='bold')\n",
@@ -3077,12 +2946,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Random arrays (`random`) - Matrizes Randomicas"
+    "## Random arrays (`random`)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 342,
+   "execution_count": 187,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3091,18 +2960,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 343,
+   "execution_count": 188,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([[0.42133561, 0.70384355],\n",
-       "       [0.1872136 , 0.09562296],\n",
-       "       [0.17934325, 0.28826841]])"
+       "array([[0.33504551, 0.44071867],\n",
+       "       [0.8455523 , 0.57913819],\n",
+       "       [0.68006321, 0.60939797]])"
       ]
      },
-     "execution_count": 343,
+     "execution_count": 188,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3113,18 +2982,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 344,
+   "execution_count": 189,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([[0.58788579, 0.2440049 ],\n",
-       "       [0.372578  , 0.35439001],\n",
-       "       [0.71171335, 0.90973135]])"
+       "array([[0.41042948, 0.31241154],\n",
+       "       [0.93695509, 0.27320886],\n",
+       "       [0.12268868, 0.87671031]])"
       ]
      },
-     "execution_count": 344,
+     "execution_count": 189,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3135,7 +3004,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 345,
+   "execution_count": 190,
    "metadata": {},
    "outputs": [
     {
@@ -3146,7 +3015,7 @@
        "       [0.2995859 , 0.56284799]])"
       ]
      },
-     "execution_count": 345,
+     "execution_count": 190,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3158,7 +3027,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 346,
+   "execution_count": 191,
    "metadata": {},
    "outputs": [
     {
@@ -3169,7 +3038,7 @@
        "       [0.2995859 , 0.56284799]])"
       ]
      },
-     "execution_count": 346,
+     "execution_count": 191,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3181,7 +3050,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 347,
+   "execution_count": 192,
    "metadata": {},
    "outputs": [
     {
@@ -3191,7 +3060,7 @@
        "       [-2.05072622]])"
       ]
      },
-     "execution_count": 347,
+     "execution_count": 192,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3202,7 +3071,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 348,
+   "execution_count": 193,
    "metadata": {},
    "outputs": [
     {
@@ -3211,7 +3080,7 @@
        "array([15, 19, 18, 16, 12])"
       ]
      },
-     "execution_count": 348,
+     "execution_count": 193,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3222,7 +3091,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 349,
+   "execution_count": 194,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3231,7 +3100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 350,
+   "execution_count": 195,
    "metadata": {},
    "outputs": [
     {
@@ -3247,7 +3116,7 @@
        "       91., 92., 93., 94., 95., 96., 97., 98., 99.])"
       ]
      },
-     "execution_count": 350,
+     "execution_count": 195,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3258,7 +3127,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 351,
+   "execution_count": 196,
    "metadata": {},
    "outputs": [
     {
@@ -3272,7 +3141,7 @@
        "       85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99])"
       ]
      },
-     "execution_count": 351,
+     "execution_count": 196,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3283,7 +3152,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 352,
+   "execution_count": 197,
    "metadata": {},
    "outputs": [
     {
@@ -3301,7 +3170,7 @@
        "       [46.]])"
       ]
      },
-     "execution_count": 352,
+     "execution_count": 197,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3312,7 +3181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 353,
+   "execution_count": 198,
    "metadata": {},
    "outputs": [
     {
@@ -3328,7 +3197,7 @@
        "       32., 72., 99., 70., 77., 65., 34., 87.,  5.])"
       ]
      },
-     "execution_count": 353,
+     "execution_count": 198,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3340,7 +3209,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 354,
+   "execution_count": 199,
    "metadata": {},
    "outputs": [
     {
@@ -3356,7 +3225,7 @@
        "       70., 46., 30., 86., 83.,  6., 62., 24., 28.])"
       ]
      },
-     "execution_count": 354,
+     "execution_count": 199,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3367,7 +3236,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 355,
+   "execution_count": 200,
    "metadata": {},
    "outputs": [
     {
@@ -3383,7 +3252,7 @@
        "       32., 72., 99., 70., 77., 65., 34., 87.,  5.])"
       ]
      },
-     "execution_count": 355,
+     "execution_count": 200,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3394,14 +3263,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 356,
+   "execution_count": 201,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['Lock', 'RandomState', '__RandomState_ctor', '__all__', '__builtins__', '__cached__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__path__', '__spec__', 'absolute_import', 'beta', 'binomial', 'bytes', 'chisquare', 'choice', 'dirichlet', 'division', 'exponential', 'f', 'gamma', 'geometric', 'get_state', 'gumbel', 'hypergeometric', 'info', 'laplace', 'logistic', 'lognormal', 'logseries', 'mtrand', 'multinomial', 'multivariate_normal', 'negative_binomial', 'noncentral_chisquare', 'noncentral_f', 'normal', 'np', 'operator', 'pareto', 'permutation', 'poisson', 'power', 'print_function', 'rand', 'randint', 'randn', 'random', 'random_integers', 'random_sample', 'ranf', 'rayleigh', 'sample', 'seed', 'set_state', 'shuffle', 'standard_cauchy', 'standard_exponential', 'standard_gamma', 'standard_normal', 'standard_t', 'test', 'triangular', 'uniform', 'vonmises', 'wald', 'warnings', 'weibull', 'zipf']\n"
+      "['Lock', 'RandomState', '__RandomState_ctor', '__all__', '__builtins__', '__cached__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__path__', '__spec__', '_numpy_tester', 'absolute_import', 'bench', 'beta', 'binomial', 'bytes', 'chisquare', 'choice', 'dirichlet', 'division', 'exponential', 'f', 'gamma', 'geometric', 'get_state', 'gumbel', 'hypergeometric', 'info', 'laplace', 'logistic', 'lognormal', 'logseries', 'mtrand', 'multinomial', 'multivariate_normal', 'negative_binomial', 'noncentral_chisquare', 'noncentral_f', 'normal', 'np', 'operator', 'pareto', 'permutation', 'poisson', 'power', 'print_function', 'rand', 'randint', 'randn', 'random', 'random_integers', 'random_sample', 'ranf', 'rayleigh', 'sample', 'seed', 'set_state', 'shuffle', 'standard_cauchy', 'standard_exponential', 'standard_gamma', 'standard_normal', 'standard_t', 'test', 'triangular', 'uniform', 'vonmises', 'wald', 'warnings', 'weibull', 'zipf']\n"
      ]
     }
    ],
@@ -3413,12 +3282,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Exercício 1"
+    "#### Exercise 1"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 357,
+   "execution_count": 202,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3430,7 +3299,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 358,
+   "execution_count": 203,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3439,7 +3308,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 359,
+   "execution_count": 204,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3448,7 +3317,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 360,
+   "execution_count": 205,
    "metadata": {},
    "outputs": [
     {
@@ -3457,7 +3326,7 @@
        "(100000,)"
       ]
      },
-     "execution_count": 360,
+     "execution_count": 205,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3468,7 +3337,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 361,
+   "execution_count": 206,
    "metadata": {},
    "outputs": [
     {
@@ -3477,7 +3346,7 @@
        "2.9066983895805354"
       ]
      },
-     "execution_count": 361,
+     "execution_count": 206,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3488,7 +3357,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 362,
+   "execution_count": 207,
    "metadata": {},
    "outputs": [
     {
@@ -3497,7 +3366,7 @@
        "2.88"
       ]
      },
-     "execution_count": 362,
+     "execution_count": 207,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3510,13 +3379,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Exercício 2: Law of Large Numbers\n",
-    "<a href=\"https://www.britannica.com/science/law-of-large-numbers\"><i>À medida que o número de variáveis geradas aleatoriamente distribuídas de forma idêntica aumenta, a média da amostra (média) aproxima-se da média teórica. <!--As the number of identically distributed, randomly generated variables increases, their sample mean (average) approaches their theoretical mean.--></i></a> (inglês)"
+    "#### Exercise 2: Law of Large Numbers\n",
+    "<a href=\"https://www.britannica.com/science/law-of-large-numbers\"><i>As the number of identically distributed, randomly generated variables increases, their sample mean (average) approaches their theoretical mean.</i></a>"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 363,
+   "execution_count": 208,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3535,19 +3404,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 364,
+   "execution_count": 209,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -3564,29 +3431,30 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Exercício 3: Central Limit Theorem - Teorema do Limite Central\n",
+    "#### Exercise 3: Central Limit Theorem\n",
     "source: <a href=\"http://mathworld.wolfram.com/CentralLimitTheorem.html\">Wolfram MathWorld</a>"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 365,
+   "execution_count": 211,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 4 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
+    "import warnings\n",
+    "warnings.filterwarnings('ignore')\n",
+    "\n",
     "import math\n",
     "\n",
     "n_bins = 50\n",
@@ -3619,6 +3487,13 @@
     "fig.tight_layout()\n",
     "plt.show()"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git "a/0-pre-requisitos/2-math/calculo_num\303\251rico.ipynb" "b/0-pre-requisitos/2-math/calculo_num\303\251rico.ipynb"
old mode 100644
new mode 100755
index 7484103..a66ec4d
--- "a/0-pre-requisitos/2-math/calculo_num\303\251rico.ipynb"
+++ "b/0-pre-requisitos/2-math/calculo_num\303\251rico.ipynb"
@@ -1,1044 +1,429 @@
 {
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Roots and Integration of real-valued functions\n",
-    "\n",
-    "Discussão sobre a implementação computacional e conceitos relevantes de métodos para encontrar a raíz de funções com valor real:\n",
-    "\n",
-    "Discuss the relevant concepts and the computational implementation of methods to find roots of real-valued functions: \n",
-    "- Bisection - Método da Bissecção\n",
-    "- Newton's Method (or Newton-Raphson) - Método de Newton-Raphson\n",
-    "- Quasi-Newton (Secant) - Método da Secante"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
+  "cells": [
     {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import matplotlib.pyplot as plt\n",
-    "x = [x/10 for x in range(0, 21)]\n",
-    "y = [x**3-1 for x in x]\n",
-    "plt.plot(x, y, 'b')\n",
-    "plt.axhline(y=0, linewidth=.5, color='k', marker='.')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "# Roots and Integration of real-valued functions\n\nDiscuss the relevant concepts and the computational implementation of methods to find roots of real-valued functions: \n- Bisection\n- Newton's Method (or Newton-Raphson)\n- Quasi-Newton (Secant)"
+    },
     {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "x = np.linspace(-3, 3)\n",
-    "y = [x**3-1-3*x+1 for x in x]\n",
-    "plt.plot(x, y, 'b')\n",
-    "plt.axhline(y=0, linewidth=.5, color='k', marker='.')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Bracketing\n",
-    "### Bisection - Bissecsção"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def bisection(f, a, b, delta=1e-5, eps=1e-7):\n",
-    "\n",
-    "    # f: a function\n",
-    "    # a: lower limit\n",
-    "    # b: upper limit\n",
-    "    \n",
-    "    if f(a)*f(b) <= 0:\n",
-    "        \n",
-    "        x_low = a\n",
-    "        x_high = b\n",
-    "        e = 1 # abs(x_high - x_low)\n",
-    "        d = 1 # f(M)\n",
-    "        i = 0\n",
-    "        #print(\"{joao:2d}: [{x_low:0.8f}, {x_high:0.8f}]\".format(joao = i, x_low = x_low, x_high = x_high))\n",
-    "        \n",
-    "        while abs(e)>eps*(1+abs(x_low)+abs(x_high)) or abs(d)>delta:\n",
-    "            \n",
-    "            i += 1\n",
-    "            \n",
-    "            midpoint = (x_low+x_high)/2\n",
-    "            if f(x_low)*f(midpoint)<0:\n",
-    "                x_high = midpoint\n",
-    "            else:\n",
-    "                x_low = midpoint\n",
-    "                \n",
-    "            midpoint = (x_low+x_high)/2\n",
-    "            e = x_high-x_low\n",
-    "            d = f(midpoint)\n",
-    "            #print(\"{i:2d}: [{x_low:0.12f}, {x_high:0.12f}]\".format(i = i, x_low = x_low, x_high = x_high))\n",
-    "            \n",
-    "        return midpoint"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def func(x):\n",
-    "    return x**3-1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "import matplotlib.pyplot as plt\nx = [x/10 for x in range(0, 21)]\ny = [x**3-1 for x in x]\nplt.plot(x, y, 'b')\nplt.axhline(y=0, linewidth=.5, color='k', marker='.')\nplt.show()",
+      "execution_count": null,
+      "outputs": []
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 35 µs, sys: 0 ns, total: 35 µs\n",
-      "Wall time: 39.1 µs\n"
-     ]
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "import numpy as np\nimport matplotlib.pyplot as plt\nx = np.linspace(-3, 3)\ny = [x**3-1-3*x+1 for x in x]\nplt.plot(x, y, 'b')\nplt.axhline(y=0, linewidth=.5, color='k', marker='.')\nplt.show()",
+      "execution_count": null,
+      "outputs": []
     },
     {
-     "data": {
-      "text/plain": [
-       "1.000000041723251"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%time bisection(func, .4, 3)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Bracketing\n### Bisection"
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 42 µs, sys: 1 µs, total: 43 µs\n",
-      "Wall time: 47.2 µs\n"
-     ]
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def bisection(f, a, b, delta=1e-5, eps=1e-7):\n\n    # f: a function\n    # a: lower limit\n    # b: upper limit\n    \n    if f(a)*f(b) <= 0:\n        \n        x_low = a\n        x_high = b\n        e = 1 # abs(x_high - x_low)\n        d = 1 # f(M)\n        i = 0\n        #print(\"{joao:2d}: [{x_low:0.8f}, {x_high:0.8f}]\".format(joao = i, x_low = x_low, x_high = x_high))\n        \n        while abs(e)>eps*(1+abs(x_low)+abs(x_high)) or abs(d)>delta:\n            \n            i += 1\n            \n            midpoint = (x_low+x_high)/2\n            if f(x_low)*f(midpoint)<0:\n                x_high = midpoint\n            else:\n                x_low = midpoint\n                \n            midpoint = (x_low+x_high)/2\n            e = x_high-x_low\n            d = f(midpoint)\n            #print(\"{i:2d}: [{x_low:0.12f}, {x_high:0.12f}]\".format(i = i, x_low = x_low, x_high = x_high))\n            \n        return midpoint",
+      "execution_count": null,
+      "outputs": []
     },
     {
-     "data": {
-      "text/plain": [
-       "1.000000041723251"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# testing\n",
-    "%time bisection(lambda x: x**3-1, .4, 3)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Newton's Method"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "http://mathworld.wolfram.com/NewtonsMethod.html <br>\n",
-    "http://tutorial.math.lamar.edu/Classes/CalcI/NewtonsMethod.aspx"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# derive\n",
-    "def derive(func, x, eps=1e-6):\n",
-    "    \"derive: calculates the derivative of a real-valued function at a certain point of its domain.\"\n",
-    "    if func(x) or func(x) == 0:\n",
-    "        return (func(x+eps)-func(x-eps))/(2*eps)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# newton\n",
-    "def newton(func, x, eps=10**(-5), delta=10**(-7)):\n",
-    "    \"newton: finds a root of a real-valued function using Newton's method.\"\n",
-    "    \n",
-    "    e = 1\n",
-    "    d = abs(func(x))\n",
-    "    i = 0\n",
-    "    \n",
-    "    x0 = x\n",
-    "    \n",
-    "    while e>eps or d>delta:\n",
-    "        \n",
-    "        i = i+1\n",
-    "        x1 = x0-(func(x0)/derive(func, x0))\n",
-    "        e = abs(x1-x0)\n",
-    "        d = abs(func(x1))\n",
-    "        print(\"interaction: \", i)\n",
-    "        print(\"{0:.6f} -> {1:.6f}\".format(x0,x1))\n",
-    "        print(\"e={0:.6f} d={1:.6f}\".format(e,d))\n",
-    "        print(\"---------------------------------\")\n",
-    "        x0 = x1\n",
-    "        \n",
-    "    return (x0, i)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def func(x):\n    return x**3-1",
+      "execution_count": null,
+      "outputs": []
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "interaction:  1\n",
-      "3.000000 -> 2.037037\n",
-      "e=0.962963 d=7.452726\n",
-      "---------------------------------\n",
-      "interaction:  2\n",
-      "2.037037 -> 1.438355\n",
-      "e=0.598682 d=1.975764\n",
-      "---------------------------------\n",
-      "interaction:  3\n",
-      "1.438355 -> 1.120022\n",
-      "e=0.318333 d=0.405012\n",
-      "---------------------------------\n",
-      "interaction:  4\n",
-      "1.120022 -> 1.012402\n",
-      "e=0.107620 d=0.037670\n",
-      "---------------------------------\n",
-      "interaction:  5\n",
-      "1.012402 -> 1.000151\n",
-      "e=0.012251 d=0.000454\n",
-      "---------------------------------\n",
-      "interaction:  6\n",
-      "1.000151 -> 1.000000\n",
-      "e=0.000151 d=0.000000\n",
-      "---------------------------------\n",
-      "interaction:  7\n",
-      "1.000000 -> 1.000000\n",
-      "e=0.000000 d=0.000000\n",
-      "---------------------------------\n",
-      "CPU times: user 1.75 ms, sys: 1.51 ms, total: 3.27 ms\n",
-      "Wall time: 1.84 ms\n"
-     ]
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "%time bisection(func, .4, 3)",
+      "execution_count": null,
+      "outputs": []
     },
     {
-     "data": {
-      "text/plain": [
-       "(1.0000000000000004, 7)"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%time newton(lambda w: w**3-1, 3)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Quasi-Newton"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Secant Method\n",
-    "http://mathworld.wolfram.com/SecantMethod.html"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# quasi-newton (secant)\n",
-    "def secant(func, x0, x1, eps=10**(-5), delta=10**(-7)):\n",
-    "    \"quasi-newton (secant): finds a root of a real-valued function using the secant method.\"\n",
-    "    \n",
-    "    e = 1\n",
-    "    d = abs(func(x1))\n",
-    "    i = 0\n",
-    "    \n",
-    "    while e>eps or d>delta:\n",
-    "        \n",
-    "        i = i+1\n",
-    "        x2 = x1-(func(x1)*(x1-x0)/(func(x1)-func(x0)))\n",
-    "        e = abs(x2-x1)\n",
-    "        d = abs(func(x2))\n",
-    "        print(\"interaction: \", i)\n",
-    "        print(\"{0:.6f} -> {1:.6f}\".format(x1, x2))\n",
-    "        print(\"e={0:.6f} d={1:.6f}\".format(e, d))\n",
-    "        print(\"---------------------------------\")\n",
-    "        x0 = x1\n",
-    "        x1 = x2\n",
-    "        \n",
-    "    return (x2, i)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# testing\n%time bisection(lambda x: x**3-1, .4, 3)",
+      "execution_count": null,
+      "outputs": []
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "interaction:  1\n",
-      "3.000000 -> 2.297297\n",
-      "e=0.702703 d=11.124158\n",
-      "---------------------------------\n",
-      "interaction:  2\n",
-      "2.297297 -> 1.771816\n",
-      "e=0.525481 d=4.562319\n",
-      "---------------------------------\n",
-      "interaction:  3\n",
-      "1.771816 -> 1.406459\n",
-      "e=0.365357 d=1.782155\n",
-      "---------------------------------\n",
-      "interaction:  4\n",
-      "1.406459 -> 1.172256\n",
-      "e=0.234203 d=0.610896\n",
-      "---------------------------------\n",
-      "interaction:  5\n",
-      "1.172256 -> 1.050102\n",
-      "e=0.122154 d=0.157964\n",
-      "---------------------------------\n",
-      "interaction:  6\n",
-      "1.050102 -> 1.007500\n",
-      "e=0.042602 d=0.022670\n",
-      "---------------------------------\n",
-      "interaction:  7\n",
-      "1.007500 -> 1.000362\n",
-      "e=0.007139 d=0.001086\n",
-      "---------------------------------\n",
-      "interaction:  8\n",
-      "1.000362 -> 1.000003\n",
-      "e=0.000359 d=0.000008\n",
-      "---------------------------------\n",
-      "interaction:  9\n",
-      "1.000003 -> 1.000000\n",
-      "e=0.000003 d=0.000000\n",
-      "---------------------------------\n",
-      "CPU times: user 1.86 ms, sys: 1.57 ms, total: 3.43 ms\n",
-      "Wall time: 1.98 ms\n"
-     ]
+      "metadata": {
+        "collapsed": true
+      },
+      "cell_type": "markdown",
+      "source": "## Newton's Method"
     },
     {
-     "data": {
-      "text/plain": [
-       "(1.0000000009764454, 9)"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%time secant(lambda w: w**3-1, 4, 3)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## using `scipy.optimize`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from scipy import optimize as opt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "http://mathworld.wolfram.com/NewtonsMethod.html <br>\nhttp://tutorial.math.lamar.edu/Classes/CalcI/NewtonsMethod.aspx"
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 27 µs, sys: 2 µs, total: 29 µs\n",
-      "Wall time: 32.9 µs\n"
-     ]
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# derive\ndef derive(func, x, eps=1e-6):\n    \"derive: calculates the derivative of a real-valued function at a certain point of its domain.\"\n    if func(x) or func(x) == 0:\n        return (func(x+eps)-func(x-eps))/(2*eps)",
+      "execution_count": null,
+      "outputs": []
     },
     {
-     "data": {
-      "text/plain": [
-       "0.999999999999545"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%time opt.bisect(lambda w: w**3-1, .4, 3)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# newton\ndef newton(func, x, eps=10**(-5), delta=10**(-7)):\n    \"newton: finds a root of a real-valued function using Newton's method.\"\n    \n    e = 1\n    d = abs(func(x))\n    i = 0\n    \n    x0 = x\n    \n    while e>eps or d>delta:\n        \n        i = i+1\n        x1 = x0-(func(x0)/derive(func, x0))\n        e = abs(x1-x0)\n        d = abs(func(x1))\n        print(\"interaction: \", i)\n        print(\"{0:.6f} -> {1:.6f}\".format(x0,x1))\n        print(\"e={0:.6f} d={1:.6f}\".format(e,d))\n        print(\"---------------------------------\")\n        x0 = x1\n        \n    return (x0, i)",
+      "execution_count": null,
+      "outputs": []
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 22 µs, sys: 1 µs, total: 23 µs\n",
-      "Wall time: 26.9 µs\n"
-     ]
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "%time newton(lambda w: w**3-1, 3)",
+      "execution_count": null,
+      "outputs": []
     },
     {
-     "data": {
-      "text/plain": [
-       "1.0"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%time opt.newton(lambda w: w**3-1, 3)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Quasi-Newton"
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 23 µs, sys: 0 ns, total: 23 µs\n",
-      "Wall time: 26.9 µs\n"
-     ]
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "### Secant Method\nhttp://mathworld.wolfram.com/SecantMethod.html"
     },
     {
-     "data": {
-      "text/plain": [
-       "1.0"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%time opt.newton(lambda w: w**3-1, 3, fprime=lambda w: 3*(w**2))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Application: Internal Rate of Return"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# quasi-newton (secant)\ndef secant(func, x0, x1, eps=10**(-5), delta=10**(-7)):\n    \"quasi-newton (secant): finds a root of a real-valued function using the secant method.\"\n    \n    e = 1\n    d = abs(func(x1))\n    i = 0\n    \n    while e>eps or d>delta:\n        \n        i = i+1\n        x2 = x1-(func(x1)*(x1-x0)/(func(x1)-func(x0)))\n        e = abs(x2-x1)\n        d = abs(func(x2))\n        print(\"interaction: \", i)\n        print(\"{0:.6f} -> {1:.6f}\".format(x1, x2))\n        print(\"e={0:.6f} d={1:.6f}\".format(e, d))\n        print(\"---------------------------------\")\n        x0 = x1\n        x1 = x2\n        \n    return (x2, i)",
+      "execution_count": null,
+      "outputs": []
+    },
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "v = [-1000, 500, 500, 500, -200]\n",
-    "def vpl(v, r):\n",
-    "        return sum([value*(1+r)**(-period) for period, value in enumerate(v)])\n",
-    "\n",
-    "x = [x/400 for x in range(101)]\n",
-    "y = [vpl(v, r) for r in x]\n",
-    "plt.plot(x, y, 'b')\n",
-    "plt.axhline(y=0, linewidth=.5, color='k', marker='.')\n",
-    "plt.xlim((0,.3))\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from scipy import optimize as opt\n",
-    "def irr(v, r0):\n",
-    "    \n",
-    "    def vpl(r):\n",
-    "        return sum([value*(1+r)**(-t) for t,value in enumerate(v)])\n",
-    "    \n",
-    "    return opt.newton(vpl, r0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "%time secant(lambda w: w**3-1, 4, 3)",
+      "execution_count": null,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "0.16864273669048988"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# testing\n",
-    "v = [-1000, 500, 500, 500, -200]\n",
-    "irr(v, 0.05)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Integration"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import math"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## using `scipy.optimize`"
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['__doc__', '__file__', '__loader__', '__name__', '__package__', '__spec__', 'acos', 'acosh', 'asin', 'asinh', 'atan', 'atan2', 'atanh', 'ceil', 'copysign', 'cos', 'cosh', 'degrees', 'e', 'erf', 'erfc', 'exp', 'expm1', 'fabs', 'factorial', 'floor', 'fmod', 'frexp', 'fsum', 'gamma', 'gcd', 'hypot', 'inf', 'isclose', 'isfinite', 'isinf', 'isnan', 'ldexp', 'lgamma', 'log', 'log10', 'log1p', 'log2', 'modf', 'nan', 'pi', 'pow', 'radians', 'sin', 'sinh', 'sqrt', 'tan', 'tanh', 'tau', 'trunc']\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(dir(math))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "from scipy import optimize as opt",
+      "execution_count": null,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "2.718281828459045"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "math.e"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "%time opt.bisect(lambda w: w**3-1, .4, 3)",
+      "execution_count": null,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "7.38905609893065"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "math.exp(2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "%time opt.newton(lambda w: w**3-1, 3)",
+      "execution_count": null,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "3.141592653589793"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "math.pi"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "%time opt.newton(lambda w: w**3-1, 3, fprime=lambda w: 3*(w**2))",
+      "execution_count": null,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "nan"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "math.nan"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Rectangle method\n",
-    "$\\int_{a}^{b}{f(x)dx} \\approx \\Delta x\\,\\sum_{i=1}^{n}{f(m_i)}$ where $\\Delta x = \\frac{b-a}{n}$ and $m_{i} = a + \\frac{\\Delta x}{2} i$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def rectangle(f, a, b, n):\n",
-    "    \n",
-    "    step = (b-a)/n\n",
-    "    I = 0\n",
-    "    \n",
-    "    for i in range(int(n)):\n",
-    "        I += f(a+(2*i+1)*step/2)\n",
-    "        \n",
-    "    return I*step"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "markdown",
+      "source": "## Application: Internal Rate of Return"
+    },
     {
-     "data": {
-      "text/plain": [
-       "100000.0"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "1e5"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "import matplotlib.pyplot as plt\n\nv = [-1000, 500, 500, 500, -200]\ndef vpl(v, r):\n        return sum([value*(1+r)**(-period) for period, value in enumerate(v)])\n\nx = [x/400 for x in range(101)]\ny = [vpl(v, r) for r in x]\nplt.plot(x, y, 'b')\nplt.axhline(y=0, linewidth=.5, color='k', marker='.')\nplt.xlim((0,.3))\nplt.show()",
+      "execution_count": null,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "575.9999999855918"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# test 1\n",
-    "rectangle(lambda x: x**2, 0, 12, 1e5)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "from scipy import optimize as opt\ndef irr(v, r0):\n    \n    def vpl(r):\n        return sum([value*(1+r)**(-t) for t,value in enumerate(v)])\n    \n    return opt.newton(vpl, r0)",
+      "execution_count": null,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "1.7175660864611277"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# test 1\n",
-    "rectangle(lambda x: math.exp(x), 0, 1, 10)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Trapezoid rule\n",
-    "$\\int_{a}^{b}{f(x)dx} \\approx \\frac{\\Delta x}{2}\\,\\sum_{i=1}^{n}{[f(x_{i-1})+f(x_{i})]} = \\frac{\\Delta x}{2}\\,\\left[f(x_{0})+2\\,f(x_{1})+2\\,f(x_{1})+...+2\\,f(x_{n-1})+f(x_{n})\\right]$ where $\\Delta x = \\frac{b-a}{n}$ and $x_{i} = a + \\Delta x\\,i$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def trapezoid(f, a, b, n):\n",
-    "    \n",
-    "    step = (b - a)/n\n",
-    "    I = f(a) + f(b)\n",
-    "       \n",
-    "    for i in range(1, int(n), 1):\n",
-    "        I += 2*f(a+i*step)\n",
-    "                \n",
-    "    return I*step/2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# testing\nv = [-1000, 500, 500, 500, -200]\nirr(v, 0.05)",
+      "execution_count": null,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "576.0002880000003"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# test\n",
-    "trapezoid(lambda x: x**2, 0, 12, 1000)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Integration"
+    },
     {
-     "data": {
-      "text/plain": [
-       "1.7197134913893146"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# test\n",
-    "trapezoid(lambda x: math.exp(x), 0, 1, 10)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Simpson's rule\n",
-    "[Reference from Wolfran's MathWorld](http://mathworld.wolfram.com/SimpsonsRule.html)\n",
-    "\n",
-    "$\\int_{a}^{b}{f(x)dx} \\approx \\frac{\\Delta x}{3}\\,\\left[f(x_{0})+4\\,f(x_{1})+2\\,f(x_{2})+4\\,f(x_{3})+2\\,f(x_{4})+...+2\\,f(x_{n-2})+4\\,f(x_{n-1})+f(x_{n})\\right]$ where $\\Delta x = \\frac{b-a}{n}$."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def simpson(f, a, b, n):\n",
-    "    \n",
-    "    step = (b-a)/n\n",
-    "    I = f(a)+f(b)\n",
-    "       \n",
-    "    for i in range(1, int(n), 2):\n",
-    "        I += 4*f(a+i*step)\n",
-    "    \n",
-    "    for i in range(2, int(n-1), 2):\n",
-    "        I += 2*f(a+i*step)\n",
-    "                \n",
-    "    return I*step/3"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "import math",
+      "execution_count": null,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "576.0000000000049"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# test\n",
-    "simpson(lambda x: x**2, 0, 12, 1e5)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "print(dir(math))",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "math.e",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "math.exp(2)",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "math.pi",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "math.nan",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "### Rectangle method\n$\\int_{a}^{b}{f(x)dx} \\approx \\Delta x\\,\\sum_{i=1}^{n}{f(m_i)}$ where $\\Delta x = \\frac{b-a}{n}$ and $m_{i} = a + \\frac{\\Delta x}{2} i$"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def rectangle(f, a, b, n):\n    \n    step = (b-a)/n\n    I = 0\n    \n    for i in range(int(n)):\n        I += f(a+(2*i+1)*step/2)\n        \n    return I*step",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "1e5",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# test 1\nrectangle(lambda x: x**2, 0, 12, 1e5)",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# test 1\nrectangle(lambda x: math.exp(x), 0, 1, 10)",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "### Trapezoid rule\n$\\int_{a}^{b}{f(x)dx} \\approx \\frac{\\Delta x}{2}\\,\\sum_{i=1}^{n}{[f(x_{i-1})+f(x_{i})]} = \\frac{\\Delta x}{2}\\,\\left[f(x_{0})+2\\,f(x_{1})+2\\,f(x_{1})+...+2\\,f(x_{n-1})+f(x_{n})\\right]$ where $\\Delta x = \\frac{b-a}{n}$ and $x_{i} = a + \\Delta x\\,i$"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def trapezoid(f, a, b, n):\n    \n    step = (b - a)/n\n    I = f(a) + f(b)\n       \n    for i in range(1, int(n), 1):\n        I += 2*f(a+i*step)\n                \n    return I*step/2",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# test\ntrapezoid(lambda x: x**2, 0, 12, 1000)",
+      "execution_count": null,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "1.7182827819248236"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# test\ntrapezoid(lambda x: math.exp(x), 0, 1, 10)",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "### Simpson's rule\n[Reference from Wolfran's MathWorld](http://mathworld.wolfram.com/SimpsonsRule.html)\n\n$\\int_{a}^{b}{f(x)dx} \\approx \\frac{\\Delta x}{3}\\,\\left[f(x_{0})+4\\,f(x_{1})+2\\,f(x_{2})+4\\,f(x_{3})+2\\,f(x_{4})+...+2\\,f(x_{n-2})+4\\,f(x_{n-1})+f(x_{n})\\right]$ where $\\Delta x = \\frac{b-a}{n}$."
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def simpson(f, a, b, n):\n    \n    step = (b-a)/n\n    I = f(a)+f(b)\n       \n    for i in range(1, int(n), 2):\n        I += 4*f(a+i*step)\n    \n    for i in range(2, int(n-1), 2):\n        I += 2*f(a+i*step)\n                \n    return I*step/3",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# test\nsimpson(lambda x: x**2, 0, 12, 1e5)",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# test\nsimpson(lambda x: math.exp(x), 0, 1, 10)",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "from scipy import integrate\n# help(integrate)",
+      "execution_count": 47,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "help(integrate.trapz)",
+      "execution_count": 50,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "Help on function trapz in module numpy.lib.function_base:\n\ntrapz(y, x=None, dx=1.0, axis=-1)\n    Integrate along the given axis using the composite trapezoidal rule.\n    \n    Integrate `y` (`x`) along given axis.\n    \n    Parameters\n    ----------\n    y : array_like\n        Input array to integrate.\n    x : array_like, optional\n        The sample points corresponding to the `y` values. If `x` is None,\n        the sample points are assumed to be evenly spaced `dx` apart. The\n        default is None.\n    dx : scalar, optional\n        The spacing between sample points when `x` is None. The default is 1.\n    axis : int, optional\n        The axis along which to integrate.\n    \n    Returns\n    -------\n    trapz : float\n        Definite integral as approximated by trapezoidal rule.\n    \n    See Also\n    --------\n    sum, cumsum\n    \n    Notes\n    -----\n    Image [2]_ illustrates trapezoidal rule -- y-axis locations of points\n    will be taken from `y` array, by default x-axis distances between\n    points will be 1.0, alternatively they can be provided with `x` array\n    or with `dx` scalar.  Return value will be equal to combined area under\n    the red lines.\n    \n    \n    References\n    ----------\n    .. [1] Wikipedia page: http://en.wikipedia.org/wiki/Trapezoidal_rule\n    \n    .. [2] Illustration image:\n           http://en.wikipedia.org/wiki/File:Composite_trapezoidal_rule_illustration.png\n    \n    Examples\n    --------\n    >>> np.trapz([1,2,3])\n    4.0\n    >>> np.trapz([1,2,3], x=[4,6,8])\n    8.0\n    >>> np.trapz([1,2,3], dx=2)\n    8.0\n    >>> a = np.arange(6).reshape(2, 3)\n    >>> a\n    array([[0, 1, 2],\n           [3, 4, 5]])\n    >>> np.trapz(a, axis=0)\n    array([ 1.5,  2.5,  3.5])\n    >>> np.trapz(a, axis=1)\n    array([ 2.,  8.])\n\n",
+          "name": "stdout"
+        }
       ]
-     },
-     "execution_count": 35,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# test\n",
-    "simpson(lambda x: math.exp(x), 0, 1, 10)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from scipy import integrate\n",
-    "# help(integrate)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Help on function trapz in module numpy.lib.function_base:\n",
-      "\n",
-      "trapz(y, x=None, dx=1.0, axis=-1)\n",
-      "    Integrate along the given axis using the composite trapezoidal rule.\n",
-      "    \n",
-      "    Integrate `y` (`x`) along given axis.\n",
-      "    \n",
-      "    Parameters\n",
-      "    ----------\n",
-      "    y : array_like\n",
-      "        Input array to integrate.\n",
-      "    x : array_like, optional\n",
-      "        The sample points corresponding to the `y` values. If `x` is None,\n",
-      "        the sample points are assumed to be evenly spaced `dx` apart. The\n",
-      "        default is None.\n",
-      "    dx : scalar, optional\n",
-      "        The spacing between sample points when `x` is None. The default is 1.\n",
-      "    axis : int, optional\n",
-      "        The axis along which to integrate.\n",
-      "    \n",
-      "    Returns\n",
-      "    -------\n",
-      "    trapz : float\n",
-      "        Definite integral as approximated by trapezoidal rule.\n",
-      "    \n",
-      "    See Also\n",
-      "    --------\n",
-      "    sum, cumsum\n",
-      "    \n",
-      "    Notes\n",
-      "    -----\n",
-      "    Image [2]_ illustrates trapezoidal rule -- y-axis locations of points\n",
-      "    will be taken from `y` array, by default x-axis distances between\n",
-      "    points will be 1.0, alternatively they can be provided with `x` array\n",
-      "    or with `dx` scalar.  Return value will be equal to combined area under\n",
-      "    the red lines.\n",
-      "    \n",
-      "    \n",
-      "    References\n",
-      "    ----------\n",
-      "    .. [1] Wikipedia page: http://en.wikipedia.org/wiki/Trapezoidal_rule\n",
-      "    \n",
-      "    .. [2] Illustration image:\n",
-      "           http://en.wikipedia.org/wiki/File:Composite_trapezoidal_rule_illustration.png\n",
-      "    \n",
-      "    Examples\n",
-      "    --------\n",
-      "    >>> np.trapz([1,2,3])\n",
-      "    4.0\n",
-      "    >>> np.trapz([1,2,3], x=[4,6,8])\n",
-      "    8.0\n",
-      "    >>> np.trapz([1,2,3], dx=2)\n",
-      "    8.0\n",
-      "    >>> a = np.arange(6).reshape(2, 3)\n",
-      "    >>> a\n",
-      "    array([[0, 1, 2],\n",
-      "           [3, 4, 5]])\n",
-      "    >>> np.trapz(a, axis=0)\n",
-      "    array([ 1.5,  2.5,  3.5])\n",
-      "    >>> np.trapz(a, axis=1)\n",
-      "    array([ 2.,  8.])\n",
-      "\n"
-     ]
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "",
+      "execution_count": null,
+      "outputs": []
+    }
+  ],
+  "metadata": {
+    "anaconda-cloud": {},
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3",
+      "language": "python"
+    },
+    "language_info": {
+      "mimetype": "text/x-python",
+      "nbconvert_exporter": "python",
+      "name": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.5.4",
+      "file_extension": ".py",
+      "codemirror_mode": {
+        "version": 3,
+        "name": "ipython"
+      }
     }
-   ],
-   "source": [
-    "help(integrate.trapz)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "anaconda-cloud": {},
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
   },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.8"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
+  "nbformat": 4,
+  "nbformat_minor": 2
+}
\ No newline at end of file
diff --git a/0-pre-requisitos/2-math/data/regression.csv b/0-pre-requisitos/2-math/data/regression.csv
old mode 100644
new mode 100755
diff --git a/0-pre-requisitos/2-math/data/tech_coef.csv b/0-pre-requisitos/2-math/data/tech_coef.csv
old mode 100644
new mode 100755
diff --git a/0-pre-requisitos/2-math/linear_algebra.ipynb b/0-pre-requisitos/2-math/linear_algebra.ipynb
new file mode 100755
index 0000000..35b433f
--- /dev/null
+++ b/0-pre-requisitos/2-math/linear_algebra.ipynb
@@ -0,0 +1,2035 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Linear Algebra\n",
+    "\n",
+    "\n",
+    "<a id='index-0'></a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Contents\n",
+    "\n",
+    "- [Linear Algebra](#Linear-Algebra)  \n",
+    "  - [Overview](#Overview)  \n",
+    "  - [Vectors](#Vectors)  \n",
+    "  - [Matrices](#Matrices)  \n",
+    "  - [Solving Systems of Equations](#Solving-Systems-of-Equations)  \n",
+    "  - [Eigenvalues and Eigenvectors](#Eigenvalues-and-Eigenvectors)  \n",
+    "  - [Further Topics](#Further-Topics)  \n",
+    "  - [Exercises](#Exercises)  \n",
+    "  - [Solutions](#Solutions)  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Overview\n",
+    "\n",
+    "Linear algebra is one of the most useful branches of applied mathematics for economists to invest in\n",
+    "\n",
+    "For example, many applied problems in economics and finance require the solution of a linear system of equations, such as\n",
+    "\n",
+    "$$\n",
+    "\\begin{array}{c}\n",
+    "    y_1 = a x_1 + b x_2 \\\\\n",
+    "    y_2 = c x_1 + d x_2\n",
+    "\\end{array}\n",
+    "$$\n",
+    "\n",
+    "or, more generally,\n",
+    "\n",
+    "\n",
+    "<a id='equation-la-se'></a>\n",
+    "$$\n",
+    "\\begin{array}{c}\n",
+    "    y_1 = a_{11} x_1 + a_{12} x_2 + \\cdots + a_{1k} x_k \\\\\n",
+    "    \\vdots  \\\\\n",
+    "    y_n = a_{n1} x_1 + a_{n2} x_2 + \\cdots + a_{nk} x_k\n",
+    "\\end{array} \\tag{1}\n",
+    "$$\n",
+    "\n",
+    "The objective here is to solve for the “unknowns” $ x_1, \\ldots, x_k $ given $ a_{11}, \\ldots, a_{nk} $ and $ y_1, \\ldots, y_n $\n",
+    "\n",
+    "When considering such problems, it is essential that we first consider at least some of the following questions\n",
+    "\n",
+    "- Does a solution actually exist?  \n",
+    "- Are there in fact many solutions, and if so how should we interpret them?  \n",
+    "- If no solution exists, is there a best “approximate” solution?  \n",
+    "- If a solution exists, how should we compute it?  \n",
+    "\n",
+    "\n",
+    "These are the kinds of topics addressed by linear algebra\n",
+    "\n",
+    "In this lecture we will cover the basics of linear and matrix algebra, treating both theory and computation\n",
+    "\n",
+    "We admit some overlap with [this lecture](https://lectures.quantecon.org/py/numpy.html), where operations on NumPy arrays were first explained\n",
+    "\n",
+    "Note that this lecture is more theoretical than most, and contains background\n",
+    "material that will be used in applications as we go along"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Vectors\n",
+    "\n",
+    "\n",
+    "<a id='index-2'></a>\n",
+    "A *vector* of length $ n $ is just a sequence (or array, or tuple) of $ n $ numbers, which we write as $ x = (x_1, \\ldots, x_n) $ or  $ x = [x_1, \\ldots, x_n] $\n",
+    "\n",
+    "We will write these sequences either horizontally or vertically as we please\n",
+    "\n",
+    "(Later, when we wish to perform certain matrix operations, it will become necessary to distinguish between the two)\n",
+    "\n",
+    "The set of all $ n $-vectors is denoted by $ \\mathbb R^n $\n",
+    "\n",
+    "For example, $ \\mathbb R ^2 $ is the plane, and a vector in $ \\mathbb R^2 $ is just a point in the plane\n",
+    "\n",
+    "Traditionally, vectors are represented visually as arrows from the origin to\n",
+    "the point\n",
+    "\n",
+    "The following figure represents three vectors in this manner"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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vkT9/HNWqVTETTkTuW2xsLO+++z5Fi+aiZs3qpuOIODWVITfj4eFB9+7NSEz84JbHY2M3UazYFX77LZFatZpy4cIFQwlF5F7sdjv9+w8jNRVmzhynGelFHpLKkBt69dWq5MnzG4mJPwNw5cpRfH0/YOnSmcyd+w6JidCgQQcOHrzzuUUiYs7evZ/z7bcx9O3bhrx585qOI+L0VIbckJeXF127NubKlQ9ISorj2rUJTJjQh6CgICpUKM+GDXPx9YWOHUcwf/7iu159JiKZKyEhgbCw8eTODW++2dR0HBGXoDLkpmrXrkmOHD9w/vwIevasQ7lyZW8uy58/Pzt2fMCrr5Zm+vQ1tGvXjatXrxpMKyL/Z8yYSdy4AQsWTMPT09N0HBGXoDLkpnx8fOjW7XXq1s1L69Zv3nb5pEljGDGiI0eP/k6dOi2Ijo42kFRE/s/hw4fZufMb2revz1NPPWU6jojLUBlyY82avUZ4+JA7nnxpsVho0qQRy5dPIDUV3nijFzt3fpTJKUUE4MaNG4SGDsXfH7p0aW86johLURmSe3rmmWfYtm0pjz0WwIAB0xk+PJzk5GTTsUTcysyZ87h6FSIiwvH29jYdR8SlqAzJfQkICGDNmsWEhNRhw4YvqFWrCX/++afpWCJu4eeff2bp0p00aFCBkiVLmo4j4nJUhuS+eXp60rt3d2bPHszVq9CgQQiHDh02HUvEpaWkpNCxYx98fGDQoN6m44i4JJUhSbOKFV9i/fo5ZM0K7dsPZdGipbr8XiSDLF++mrg4mDhxMNmzZzcdR8QlqQzJAylQoAA7d37AK6+UYNKkVXTs2JPExETTsURcytmzZ5k2bQXlyz9FxYovmY4j4rJUhuSB+fj4MHVqOMOHh3Do0Glq127O6dOnTccScQl2u51u3frj6Qnjxg03HUfEpakMyUOxWCy8/npjli0bj80Gr7/+Frt2fWw6lojT2759J6dOJTB8eHdy5cplOo6IS1MZknRRvHhxtm5dQv78fvTtO4UxYyaQkpJiOpaIU4qLi2PEiFk8+aQ/devWNh1HxOWpDEm6yZkzJ+vWRdG2bU0++OAz6tZtRmxsrOlYIk4nLGwkNhtEREzUjPQimUBlSNKVl5cX/fu/xcyZYVy6lEKDBu05cuSI6VgiTmPfvi/48stoevVqQf78+U3HEXELKkOSISpXrsS6dbPx9oa2bd9m6dKVuvxe5B4SExPp3z+cXLmgZcs3TMcRcRsqQ5JhHnvsMXbsWE3FisUYN24ZXbr04dq1a6ZjiTis996bitUK8+dPwcvLy3QcEbehMiQZytfXl5kzJ/D22+34+utfqF37TX777TfTsUQczvfff8/mzQdo3boWhQsXNh1HxK2oDEmGs1gsNG/+OlFR4SQnQ9OmPdiz51PTsUQcRlJSEt27D8HPD0JDO5mOI+J2VIYk05QsWZKtWxfzyCM+9Ow5kfDwybr8XgSYO3chV67AzJmjyZo1q+k4Im5HZUgyVa5cudi0aQWtWlVjxYpPaNiwBXFxcaZjiRgTHR3NwoVbqF27LMHBwabjiLgllSHJdF5eXoSF9Wb69P78+aeVevXacfToUdOxRDKdzWajQ4deZM0K77zTz3QcEbelMiTGVKnyCmvXziJLFmjTZjDLl6/W5ffiVlatWsvFizBu3ED8/f1NxxFxWypDYtTjjz/Ojh2reP75pwkPj6JHjwFcv37ddCyRDHf+/HkmT46iTJnHqFy5kuk4Im5NZUiMy5YtG3PnTiEsrBX79x+ndu03iImJMR1LJMPY7XZCQ8Pw8ICJE0dpyg0Rw1SGxCFYLBZat27O4sVjSUqCJk26s3fv56ZjiWSIDz/cxYkTcQwZ0pk8efKYjiPi9lSGxKGULl2azZsXkitXFkJDxzFhwnRdfi8u5fLlywwbNp38+bPSqFF903FEBJUhcUB58uRh69bVvPHGK0RFfUSTJm24dOmS6Vgi6eLtt8eSkgLz50/V4TERB6EyJA7Jy8uLt9/uz9SpfTl79ir16rXl2LFjpmOJPJQvv/yKzz//idDQNyhYsKDpOCLyN5UhcWivvlqVNWtm4OkJrVuH8cEH63T5vTila9eu0afPaAIDoU2bFqbjiMg/qAyJwytUqBA7dqzkuecKMWrUQnr1GozVajUdSyRNJkyYwbVr8P77EzUjvYiDURkSp5A9e3bmz59O//7N+eyzH6hVqxm///676VhyGzExMVStWpXixYtTokQJpk2bZjqScT/++CPr139O8+avUqxYMdNxROR/qAyJ07BYLLRr14qFC0dz4wY0btyVffu+MB1L/oeXlxeTJk3ixx9/5MCBA8yaNcutz/dKTk6mS5eB+PlB797dTMcRkdtQGRKn89xzwWzZshB/fwvdu4czdepsbDab6Vjyt3z58lGmTBkA/P39KV68uFuP4i1YsIT4eJg6dQQ+Pj6m44jIbagMiVPKkycPO3aspUmTSkRGbmfEiPFcvnzZdCz5H6dPn+bQoUOUL1/edBQjTp8+zfvvb6BatdKUK1fWdBwRuQNLWq7M2b9/v/3GjRsZGMesq1ev4ufnZzqGpNHXX3/D3Lkb8fGBgQM78vjjj5uOJMD169fp1asXrVu35uWXX/7X8s2bN7NlyxYALl26xOrVqzM7YoZKTU2lf//hWK0eTJgwkOzZs5uOlCH0uencXH3/ValS5b5u5pWmMgS49DXNe/bsoUqVKqZjyANYvnw5ERErSEyEd97pSOPGDXVDO4OSk5OpX78+tWrVom/fvvdcv1ixYhw/fjwTkmWeNWvWM2pUJFOn9uXVV6uajpNh9Lnp3Nxg/93XDwIdJhOXkD9/frZvX0GpUgUZPnw+/fq9o8vvDbHb7XTo0IHixYvfVxFyRRcuXGDcuEhKlcpH1apVTMcRkXtQGRKX4efnx6JFs+nduxkff3yE2rWbcfbsWdOx3M6+ffuIiori448/Jjg4mODgYLZt22Y6Vqax2+307DkYgClTxmiEUsQJ6M5f4lIsFgsdOrQlOLgkPXoM57XXujB9+jtUqOCeJ/CaUKlSJbe+S/gnn+zh2LELDBsWQlBQkOk4InIfNDIkLqls2TJs2rSA7NmhS5cxzJgxl9TUVNOxxMXFx8czZMhkgoI8aNKkkek4InKfVIbEZQUFBbFz51oaNCjPvHlbePPNEOLj403HEhc2cuR4kpMhMnIGHh76eBVxFnq3ikvz9vZmzJh3CA/vQXT0RerWbc2JEydMxxIXdPDgN+zefYTOnRvr9g4iTkZlSNxCvXq1WbVqChYLtGjRj40bt7j1eS2SvqxWK716jSAgAEJC2piOIyJppDIkbqNw4cJs376c4sXzMXToXMLCRpCUlGQ6lriAqVMjSEyEuXPHkyVLFtNxRCSNVIbErfj7+7NkyRx69GjMhx9+S82aTTl//rzpWOLEjh8/zqpVH/P66y9TvHhx03FE5AGoDInb8fDwoEuXEObNG87169CoUSe++upr07HECaWkpNC5c398faFv3x6m44jIA1IZErf1/PPl2LhxHtmyQefOo5gzZ4Euv5c0WbRoGZcvw5QpQ8mWLZvpOCLygFSGxK3lzZuXnTvXUqdOOWbP3kDLlp1ISEgwHUucQExMDBERa6hcuTjly79gOo6IPASVIXF73t7evPvuMMaO7cbJkxeoU6clJ0+eNB1LHJjdbqdTpz54ecHYsW+bjiMiD0llSIS/pvFo0KAuK1dOBqB5875s2bLdcCpxVBs3buHs2RuMGdOLgIAA03FE5CGpDIn8Q5EiRdi2bRmFCz/CkCGzGTJklC6/l1vExsYyduz7FCuWm+rVq5mOIyLpQGVI5H/kyJGDFSvm07VrQ7Zt+5patZpy4cIF07HEAdjtdvr3H4bdDjNmvKcZ6UVchMqQyG14eHjQvXsn5sx5h2vXoEGDDhw8+I3pWGLY3r2f8+23MfTv35a8efOajiMi6URlSOQuKlQoz4YN7+PrCx07jmDevEWaxsNNJSQkEBY2nty5oVmzJqbjiEg6UhkSuYd8+fKxc+caqlcPZvr0tbRp01WX37uh0aMncuMGREZOx9PT03QcEUlHKkMi9yFr1qxMmDCK0aM78+OPZ6lTpyXR0dGmY0kmOXz4MDt3fkv79vV58sknTccRkXSmMiRynywWC6+91oDlyydit0OzZr3YufMj07Ekg924cYPQ0KEEBECXLu1NxxGRDKAyJJJGxYoVY9u2pRQqlJMBA6YzbNi7JCcnm44lGWTmzHlcvQqzZ4fj7e1tOo6IZACVIZEHEBAQwOrVC+nYsR4bN+6nVq0m/Pnnn6ZjSTo7efIkS5fupGHDFylZsqTpOCKSQVSGRB6Qp6cnPXt2JSJiCFevQoMGIRw6dNh0LEknKSkpdOrUFx8fCAvrZTqOiGQglSGRh/TSSy+yfv0csmaF9u2HEhkZpcvvXcDy5auJi4NJk4aQPXt203FEJAOpDImkgwIFCrBz5wdUqVKSKVNW0759KImJiaZjyQM6e/Ys06at4MUXC/PSSy+ajiMiGUxlSCSd+Pj4MGXKu4wY0YEjR36jdu3mnD592nQsSSO73U7Xrv3w9ITw8KGm44hIJlAZEklHFouFpk1fY9my8dhs8Prrb/HRR7tNx5I02LZtB6dPX2XEiB7kypXLdBwRyQQqQyIZoHjx4mzbFkWBAv706zeV0aPHk5KSYjqW3ENcXBwjR87mySf9qVOnluk4IpJJVIZEMkhgYCDr1kXRrl0t1qzZS+3arxMbG2s6ltxFWNhIUlMhImKiZqQXcSMqQyIZyNPTk379Qpk5M4z4eBsNGrTnyJEjpmPJbezb9wVffhlNr14tyZ8/v+k4IpKJVIZEMkHlypVYvz4Cb29o2/ZtoqJW6PJ7B5KYmEj//uHkygUtWjQzHUdEMpnKkEgmKViwIDt3fkDlysUZP345nTv31uX3DiI8fApWK8yfPwUvLy/TcUQkk6kMiWQiHx8fpk8fx9tvt+Obb6KpU6c5v/76q+lYbu37779ny5YvadOmNoULFzYdR0QMUBkSyWQWi4XmzV8nKuo9UlKgadNQPvlkj+lYbikpKYnu3Yfg5wc9enQ0HUdEDFEZEjGkRIkSbNmymLx5s9Gr1yTCwyfr8vtMNmdOJFeuwKxZY8iaNavpOCJiiMqQiEG5cuViw4ZltGpVjRUrPqF+/TeJi4szHcstREdHs2jRVmrXLsuzzz5rOo6IGKQyJGKYl5cXYWG9mTFjABcvJlGvXjuOHj1qOpZLs9lsdOjQi6xZ4Z13+pmOIyKGqQyJOIhXXnmZdetmkyULtGkzmOXLV+vy+wyyatVaLl6E8ePD8Pf3Nx1HRAxTGRJxII899hg7dqyifPkihIdH0b17f65fv246lks5d+4ckydHUabM41SqVNF0HBFxACpDIg4mW7ZsRERMYtCg1hw4cILatd8gJibGdCyXYLfbCQ0Nw8MDJk4cqSk3RARQGRJxSBaLhVat3mTJkndJSoImTbrz2Wd7Tcdyeh9+uIuTJy8xZEhn8uTJYzqOiDgIlSERB1aqVCm2bFlE7tzevPXWeMaPn6bL7x/Q5cuXGTZsOgUL+tCoUX3TcUTEgagMiTi43Llzs2XLKpo3r8rSpbto3Lg1ly5dMh3L6QwZMoaUFHj//Sk6PCYit1AZEnECXl5eDB7cl6lT+3LuXCL16rXl2LFjpmM5jQMHvmTfvuOEhr5BwYIFTccREQejMiTiRF59tSpr1szAywtatQpj1aq1uvz+Hq5du0bfvmMIDIQ2bVqYjiMiDkhlSMTJFCpUiO3bV1K27JOMGbOInj3DsFqtpmM5rAkTZnD9OsybN0kz0ovIbakMiTih7NmzM2/eNAYMaMHevT9Sq1Yzfv/9d9OxHM6xY8dYv/5zmjevRtGiRU3HEREHpTIk4qQsFgtt27Zk8eIxJCVB48Zd2bfvC9OxHEZSUhJdu4bh5we9enU1HUdEHJjKkIiTe/bZZ9m8eSE5cnjQvXs4kyfPwmazmY5l3IIFS4iPh2nTRuLj42M6jog4MJUhEReQJ08etm9fQ5MmlVi0aAdNm7bl8uXLpmMZc/r0aebN20j16s9StmwZ03FExMGpDIm4iCxZsjB8eBiTJvXmzJkr1K3c2zieAAAgAElEQVTbhp9++sl0rEyXmppKSEhPvL1h+PCBpuOIiBNQGRJxMTVqVOODD6bj6QktWw5g3bqNbnX5/dq1G4iNtfPuu33JkSOH6Tgi4gRUhkRc0JNPPsn27SsoXfoxhg+fT79+77jF5fcXLlxg/PiFlCqVj6pVq5iOIyJOQmVIxEX5+fmxcOEs+vR5g48/PkLt2s04e/as6VgZxm6307PnYACmTBmjKTdE5L6pDIm4MIvFQkhIGyIjR2G1wmuvdWH//gOmY2WITz7Zw7FjFxg0qANBQUGm44iIE1EZEnEDZco8x6ZNC8ieHbp2HcuMGXNJTU01HSvdxMfHM2TIZIKCPGncuKHpOCLiZFSGRNxEUFAQO3eupVGjF5k3bwtvvNGe+Ph407HSxYgR40hOhsjI6Xh46GNNRNJGnxoibsTb25tRo4YwfvxbnDoVR926rTlx4oTpWA/l4MFv+Pjj7+ncuTGPP/646Tgi4oRUhkTcUO3aNVm9eioWCzRv3o8NGzY75eX3VquVXr1GEBgIISFtTMcRESelMiTipp5++mm2b1/Of/6Tj2HD3mfgwOHcuHHDdKw0mTJlNomJMGfOeLJkyWI6jog4KZUhETfm7+9PVNRcQkOb8NFHh6hV63XOnTtnOtZ9OX78OKtWfcLrr79M8eLFTccRESemMiTi5iwWC507t2f+/BFcvw6vvdaZr7762nSsu0pJSaFz5/5kzw59+/YwHUdEnJzKkIgAUK5cWTZtmk+2bNCp0ygiIuY77OX3ixYt4/JlmDJlGNmyZTMdR0ScnMqQiNz06KOPsnPnWurVe56IiI20bNmJhIQE07FuERMTQ0TEGl5+uTgvvPC86Tgi4gJUhkTkFt7e3owdO5SxY7tx8uQF6tRpycmTJ03HAv6acqNTp954ecGYMW+bjiMiLkJlSET+xWKx0KBBXVaunAxA8+Z92bJlu+FUsGHDZs6eTWLMmF4EBASYjiMiLkJlSETuqEiRImzbtowiRYIYMmQ2Q4aMIikpyUiW2NhYwsPn8cwzeahevZqRDCLimlSGROSucuTIwfLl8+jWrRHbtn1NrVpN+eOPPzI1g91up2/foaSmwowZ72lGehFJVypDInJPHh4edOvWkblzh3LtGjRs2JGDB7/JtNf/7LO9HD58hgED2vHoo49m2uuKiHtQGRKR+1a+/Ats2PA+vr7QseMI5s1blOHTeCQkJDBo0ARy54bXX2+coa8lIu5JZUhE0iRfvnzs3LmGGjWeY8aMtbRp0zVDL78fPXoiN278NSO9p6dnhr2OiLgvlSERSbOsWbMyfvxIRo3qzLFjZ6lTpyXR0dHp/jqHDx9m585vCQlpwJNPPpnu2xcRAZUhEXlAFouF115rwIoVE7HboVmzXmzf/mG6bd9qtRIaOpSAAOjc+b/ptl0Rkf+lMiQiD6VYsWJs27aUJ5/MRVjYDIYNezddLr+fMeN9rl6F2bPD8fb2ToekIiK3pzIkIg8tICCAVasi6dixHhs37qdWraZcuHDhgbd38uRJli//iEaNXqJkyZLpmFRE5N9UhkQkXXh6etKzZ1ciIoaQmAgNG3bg228PpXk7KSkpdOrUF19fGDiwZwYkFRG5lcqQiKSrl156kQ0b5uLjAyEhw4iMjErT5ffLlq0iLg4mThxC9uzZMzCpiMhfVIZEJN3lz5+fHTs+oGrVUkyZspr27XuQmJh4z+f9/vvvTJ++khdfLMxLL72YCUlFRFSGRCSD+Pj4MHnyWEaM6MCRIzHUrt2cU6dO3XF9u91O16798PKC8PChmZhURNydypCIZBiLxULTpq+xbNl4bDZo1qwnH320+7brbtu2g19/TWT48B7kypUrk5OKiDtTGRKRdLdjxw6KFStG4cKFee+99yhevDjbtkVRoIA//fpNZdSocSQnJ99c32azMXLkbJ56Kgd16tQymFxE3JHKkIikK5vNRo8ePdi+fTvHjh1jxYoVHDt2jMDAQNati+K//63N2rWfU6fO68TGxgLw55+JpKbC7NkTNCO9iGQ6lSERSVdfffUVhQsX5qmnnsLb25vmzZuzceNG4K/L7/v27cGsWYO4ciWVBg3as2jRYqxWf3r3bkX+/PkNpxcRd6QyJCLp6vfff+exxx67+feCBQvy+++/37JOpUoVWbcuguTkK3TqNAi4QIsWzTI5qYjIXyxpuf9HhQoV7JcuXcrAOGYlJyeTJUsW0zHkAWjfOY6EhAQSExPJmzcvAFeuXMFqtRIUFHRzHbvdzrlzF7l6NTuQAFymaNGiZgLLQ9F7z7m5+v47ceLETrvdXvte66WpDAFpWtnZFCtWjOPHj5uOIQ9A+85x7N+/nxEjRrBz504AwsPDARg8eDDw11QbHTv2JT4emjatzIABPQkMDMRqtRrLLA9O7z3n5gb7775OQvTK6BQi4l6ef/55Tp48yalTpyhQoAArV65k+fLlpKSksGDBEubMWU+2bLBw4Siee+4503FFRFSGRCR9eXl5MXPmTGrVqoXNZiMkJAQ/Pz9q1GhMXBzUqBHMyJGDNNWGiDgMlaF/qF+/vukI8oC07xxL3bp1qVu3LqmpqSxfvpomTULx9oaIiCG3nWYjMDDQQEpJD3rvOTftv7+oDP1DgwYNTEeQB6R953jOnTtH+/ahnD2bRIUKTzNhwkgCAgJuu+6dHhfHp/eec9P++4vKkIikK7vdzsaNWxgz5n08PWHq1L5UrVpFN1MUEYel+wzdxsSJE7FYLDfvjivOYcCAATzzzDOULl2axo0bc/nyZdOR3E5sbCxvvhnCsGHvU7hwEFu3LuTVV6vesQj937Qdp06d4r333svktPIwYmJiqFq1Ku3ataNEiRJMmzbNdCRJI5vNRqdOnXSoDJWhf4mJieGjjz7i8ccfNx1F0qhGjRocPXqUI0eOULRo0ZuXdEvGs9vtfPTRburWbc+pU7GMGdOVFSvmkydPnjs+55/TdhQqVOjmtB3iHLy8vJg0aRKLFy/mwIEDzJo1S/vPyUybNk0/6/6mMvQ/+vTpw/jx4zWk74Rq1qyJl9dfR34rVKjAmTNnDCdyD/Hx8XTs2JN+/abyyCO+bNr0Pg0b1rvne+if03ZYLJZbpu0Qx5cvXz7KlCkDgL+/P8WLF//XncbFcZ05c4atW7dSr14901EcgsrQP+zbt48CBQrw7LPPmo4iDykyMpI6deqYjuHy9u37glq1WnP48GkGD27L5s0ryZcv3309936m7RDncPr0aQ4dOkT58uVNR5H71Lt3b8aPH4+Hh2oAuOEJ1NWrV+f8+fP/enzs2LEsXbqUAwcOGEgl9+tO+6958+ZUqVIF+Gtfenl50apVq0xO5z6uXr3KsGHh7Np1hNy54YMPZt9SbO7H7e5+rxFZ53P9+nWaNm3K1KlTyZEjh+k4ch+2bNlCUFAQZcuWZe/evabjOAS3K0O7du267ePff/8958+fvzkqdObMGcqUKcNXX311c44lMe9O+2/Pnj0ALF68mC1btrB79279YM0g33zzLW+9NRyrFd56qynt27e+eXgyLQoWLEhMTMzNv585c0az1juZ5ORkhg0bRqtWrWjSpInpOHKf9u3bx6ZNm9i2bdvNuQNbt27N0qVLTUczRnOT/cOePXtuji4UKlSIgwcP3vUEUHEce/bswWq10rdvXz799FMeeeQR05FcjtVqJTx8Chs2fEFgICxYMIXChQs/8PZSUlIoWrQou3fvplatWvj6+rJ8+XJKlCiRjqklo9jtdtq1a8e1a9dYs2aN6TjygKZOncquXbvYsmWL6SgZ5b5+K9bBQnEZoaGhJCQkUKNGDYKDg+natavpSC7jhx9+oHr1Zmzc+AXt2tXmo4/WPlQRglun7Th9+jRvvPGGipAT2bdvH1FRURw6dIjg4GCCg4PZtm2b6VgiD0QjQ//wz5EhcS7adxkjKSmJ6dPnsnTph/j7w9y54/jPf/6T7q/jBjNnuyy995ybG+w/zVovIg/u5MmTdOzYl/h4aNy4EmFhvfDx8TEdS0Qk3akMicgtUlJSWLBgCXPnrsfXFyIjR1GmzHOmY4mIZBiVIRG56bfffqNdux5cvAg1awYzcuQgsmfPbjqWiEiGUhkSEVJTU1mx4gMmT16KtzfMmTOEl1560XQsEZFMoTIk4ubOnTtHhw49OXPGSvnyTzFx4igCAgJMxxIRyTQqQyJuym63s3HjFsaOfR8PD5gypc9dZ5gXEXFVKkMibig2Npbu3Qfw00+xFC/+CLNmjdcNRkXEbakMibgRu93O7t0fM2TIVOx2GD26y33NMC8i4spUhkTcRHx8PP36DeOrr6IpWNCHBQum3/cM8yIirkxlSMQN7Nv3Bf36hZOcDIMGtaF589fx8NBsPCIioDIk4tKuXr3KsGHh7Np1hNy5YfXqWTz++OOmY4mIOBSVIREX9c033/LWW8OxWiE0tAkhIW3w8tJbXkTkf+mTUcTFWK1WwsOnsGHDFwQGwpIlUx56hnkREVemMiTiQn744Qe6dBnE1avQtm0t3nqrM97e3qZjiYg4NJUhEReQlJTEjBnvExW1E39/WLbsPUqUKGE6loiIU1AZEnFyP//8Mx069OHyZWjcuCKDBvXGx8fHdCwREaehMiTipFJSUoiMjGLOnHX4+EBk5EjKli1jOpaIiNNRGRJxQr/99hvt2vUgLg6qV3+WkSMH4efnZzqWiIhTUhkScSKpqamsXLmGSZOi8PaG2bMHU7HiS6ZjiYg4NZUhESdx7tw5OnToyZkzVsqXf4qJE0cREBBgOpaIiNNTGRJxcHa7nU2btjJmzFwsFpg8uTfVqr2qyVVFRNKJypCIA4uNjaVHj4H8+OOfPPNMHmbPnkCePHlMxxIRcSkqQyIOyG63s3v3xwwZMhW7HUaN6kyjRvU1GiQikgFUhkQcTHx8PP37D+PLL6MpWNCHBQumky9fPtOxRERclsqQiAPZt+8L+vULJzkZwsJa06JFMzw8PEzHEhFxaSpDIg4gMTGRoUPfZffuI+TKBatXz+Lxxx83HUtExC2oDIkY9u23hwgNHYbVCj16NCEkpA1eXnpriohkFn3iihhitVoZN24a69d/TkAALF48mSJFipiOJSLidlSGRAw4duwYnTuHcfUqtG5dk549u+Dt7W06loiIW1IZEslESUlJzJjxPlFRO/Hzg6VLwylZsqTpWCIibk1lSCST/Pzzz3To0IfLl6Fx44oMGtQbHx8f07FERNyeypBIBktJSWHhwqVERKzFxwciI0dStmwZ07FERORvKkMiGSgmJoa2bbtz8SJUr16aUaMG4+fnZzqWiIj8g8qQSAZITU1l5co1TJoURZYsEBExmIoVXzIdS0REbkNlSCSdnTt3jo4dexETc53nny/EpEmjCQwMNB1LRETuQGVIJJ3Y7XY2bdrKmDFzsVhg8uTeVKv2qiZXFRFxcCpDIung4sWL9OgxkGPHLvDMM3mYPXsCefLkMR1LRETug8qQyEOw2+18/PEnDBkyhdRUGDWqM40a1ddokIiIE1EZEnlA8fHxDBgwnAMHfiF/fm8WLpxJvnz5TMcSEZE0UhkSeQBffLGfvn3fJTkZwsJa06JFMzw8PEzHEhGRB6AyJJIGiYmJDB/+Hh99dJhcuWDVqpk88cQTpmOJiMhDUBkSuU+HDh2mR4+hWK3QvXtjOnRoi5eX3kIiIs5On+Qi92C1Whk3bhrr139OQAAsXjyZIkWKmI4lIiLpRGVI5C6OHTtGly5hJCRAq1Y16NWrK97e3qZjiYhIOlIZErmNpKQkZs6cx5IlO/Dzg6VLwylZsqTpWCIikgFUhkT+xy+//EJISG8uX4bXXnuJQYN64+vrazqWiIhkEJUhkb+lpKSwaNEyZs9eg48PLFgwgnLlypqOJSIiGUxlSASIiYmhbdvuXLwI1aqVYvToIfj5+ZmOJSIimUBlSNxaamoqq1atZeLEJWTJAhERg6lY8SXTsUREJBOpDInbOn/+PB069CIm5hrPP1+ISZNGExgYaDqWiIhkMpUhcTt2u53Nm7cxevQcLBaYPLk31aq9qslVRUTclMqQuJWLFy8SGhrGDz/8QbFiuYmImEiePHlMxxIREYNUhsQt2O12PvlkD4MHTyY1FUaO7MRrrzXQaJCIiKgMieuLj49n4MAR7N//M/nze7Nw4Uzy5ctnOpaIiDgIlSFxafv3H6Bv37EkJcHAga1o2fINPDw8TMcSEREHojIkLikxMZHhw9/jo48OkysXrFw5kyeeeMJ0LBERcUAqQ+JyDh8+TI8eQ7l2Dbp1e42OHdvh5aX/6iIicnv6CSEuw2q1Mn78dNat20tAAKxePZkiRYqYjiUiIg5OZUhcwq+//srQoZNISIBWrWrQq1dXvL29TccSEREnoDIkTi0pKYnZs+czc+YH5M3rx9Kl4ZQsWdJ0LBERcSIqQ+K0fvnlF0JCenP5Mrz0UhHmzp2Gr6+v6VgiIuJkVIbE6aSkpLBo0TJmz16Djw8sWDCCq1cTVIREROSB6IYr4lRiYmKoUaMx06ev4eWXS7Jz53LKlStrOpaIiDgxjQyJU7Db7axatZYJExaTJQvMnj2ISpUqmo4lIiIuQGVIHN758+fp1Kk3v/6ayPPPF2LSpNEEBgaajiUiIi5CZUgclt1uZ8uW7YwaFYHFAhMn9qJGjWqaXFVERNKVypA4pIsXL/LWW4M4evQ8RYvmIiJiIo888ojpWCIi4oJ0ArU4FLvdzscff0Lduv/l5MnzjBzZiQ8+WKQi5CQGDBjAM888Q+nSpWncuDGXL182HUlE5J5UhsRhxMfH061bP3r3nkxgoDcbN86lceOGOizmRGrUqMHRo0c5cuQIRYsWJTw83HQkEZF7UhkSh7B//wFq127N11+fZODAVmzf/gH58+c3HUvSqGbNmjcnxa1QoQJnzpwxnEhE5N50zpAYlZiYyIgR4/jww0PkzAkrVsygUKFCpmNJOoiMjOTNN980HUNE5J4sdrv9vlfev3+//caNGxkYx6yrV6/i5+dnOobb+Pnnn5k6dQk3bnhQv/4L1K9fC09PzwfalvZd5unXrx9xcXH/erxDhw5UqlQJgKVLl3L8+HFGjRp1x8OcmzdvZsuWLQBcunSJ1atXZ1xoyTB67zk3V99/VapUua/zLNJUhoA0rexs9uzZQ5UqVUzHcHlWq5WJE2ewZs1n5MgB8+dPomjRog+1Te07x7F48WLmzJnD7t27yZYt2309p1ixYhw/fjyDk0lG0HvPubnB/ruvMqTDZJKpfvzxRzp3HkhCArRsWZ3evbvh7e1tOpakkx07djBu3Dg+/fTT+y5CIiKmqQxJpkhKSmL27PksXryd7Nlh6dJwSpYsaTqWpLPQ0FBu3LhBjRo1gL9Oop4zZ47hVCIid6cyJBkuOjqa9u17cfkyNGxYgSFD+mqGeRf1888/m44gIpJmKkOSYWw2G4sWLWPWrA/w8YEFC0ZohnkREXE4KkOSIWJiYmjbtjsXL0LVqiUZM2YI/v7+pmOJiIj8i8qQpCu73c6qVWuZMGExWbLArFlhVK5cyXQsERGRO1IZknTzxx9/0LFjL379NZGyZZ9gypQxBAYGmo4lIiJyVypD8tDsdjtbtmxn1KgILBaYMKEnNWtW15xiIiLiFFSG5KHExcXx1luD+P77cxQtmouIiImaYV5ERJyKypA8ELvdzief7GHw4MnYbDBiREfNMC8iIk5JZUjSLD4+nrCwkXzxxUny5vVi0aJZmmFeRESclsqQpMmBA1/Sp88YkpJgwICWtGr1Jh4eHqZjiYiIPDCVIbkviYmJjBw5np07vyVnTlixYgaFChUyHUtEROShqQzJPX333Xd07/4O165B166N6NTpv3h56b+OiIi4Bv1EkzuyWq1MnDiDNWs+I0cOWLVqEkWLFjUdS0REJF2pDMlt/fjjj3TuPJCEBGjRohp9+nTH29vbdCwREZF0pzIkt0hOTmb27PksXLgNPz+IinqXUqVKmY4lIiKSYVSG5Kbo6Gjat+/F5cvQsGEFhgzpi6+vr+lYIiIiGUplSLDZbCxevJyZM1fj4wPz5w/n+efLmY4lIiKSKVSG3NyZM2do06YbFy9ClSolGDv2bfz9/U3HEhERyTQqQ27KbrezevVaxo9fTJYsMGtWGJUrVzIdS0REJNOpDLmhP/74g06denP69FXKlHmMKVPGkjNnTtOxREREjFAZciN2u52tW3cwcuRsLBaYMKEnNWtW1+SqIiLi1lSG3ERcXBxvvTWI778/R5EiOZkzZxKPPPKI6VgiIiLGqQy5OLvdzp49nzJo0CRsNhgxoiONGzfUaJCIiMjfVIZc2JUrVwgLG8m+fSfIm9eLhQtnUqBAAdOxREREHIrKkIs6cOBL+vQZQ1ISDBjQklat3sTDw8N0LBEREYejMuRiEhMTGTVqAjt2fEPOnLBixQwKFSpkOpaIiIjDUhlyId999x3du7/DtWvQtWsjOnX6L15e2sUiIiJ3o5+ULsBqtTJx4gzWrPmMHDlg1apJFC1a1HQsERERp6Ay5OR++uknOnUaQEICtGhRjT59uuPt7W06loiIiNNQGXJSycnJREQsYOHCrWTPDlFR71KqVCnTsURERJyOypATio6Opn37Xly+DA0alOftt/vh6+trOpaIiIhTUhlyIjabjSVLljNjxmqyZoX584fz/PPlTMcSERFxaipDTuLMmTO0adONixehSpX/MHbsO/j7+5uOJSIi4vRUhhyc3W5nzZr1jBu3EC8vmDUrjMqVK5mOJSIi4jJUhhzYH3/8QefOfTh1KoEyZR5jypSx5MyZ03QsERERl6Iy5IDsdjtbt+5g5MjZWCwwYUJPatasrslVRUREMoDKkIOJi4ujZ8/BHDlylsKFA5kzZxJBQUGmY4mIiLgslSEHYbfb+fTTzwgLm4jNBiNGdKRx44YaDRIREclgKkMO4MqVKwwaNIrPPz9OUJAnixfPokCBAqZjiYiIuAWVIcMOHPiSPn3GkJQE/fo1p3Xr5nh6epqOJSIi4jZUhgxJTExk1KgJ7NjxDTlzwooVMyhUqJDpWCIiIm5HZciA7777ju7d3+HaNejSpSGdO7fHy0u7QkRExAT9BM5EN27cYOLEGXzwwafkyAErV06kWLFipmOJiIi4NZWhTPLTTz/RqdMAEhKgefNX6dOnO1mzZjUdS0RExO2pDGWw5ORkIiIWsHDhVrJnhyVLxlK6dGnTsURERORvKkMZKDo6mvbte3H5MtSv/wJvv92PbNmymY4lIiIi/6AylAFsNhtLlixnxozVZM0K8+YN44UXnjcdS0RERG5DZSidnTlzhrZtuxEbC6+8Upx33x2Kv7+/6VgiIiJyBypD95CSkoLdbidLlix3Xc9ut7NmzXrGjVuIpyfMnDmQl1+unEkpRURE5EGpDN3DhAmzOHv2T6ZPH33HecIuXLhAp069OXUqgTJlHmPKlLHkzJkzk5OKiIjIg/AwHcCRRUdHs27dQfbtu8amTVv/tdxut7Nt2w7q1evAuXMJjBsXysKFs1SEREREnIhGhu7AbrczadICPDxaEBDwLOPGDaBcueduTqAaFxdHz56DOXLkLE8/HcDcuZMJCgoynFpERETSSiNDd/D11wf58stLPPJILXx9C2CztWD48Cmkpqby6aefUadOO3766SzDh3dg3booFSEREREnpZGh20hJSWH8+Eh8fUOwWP6aQf6RR+pz6NABGjduyalTiQQFebB48eybI0UiIiLinDQydBvbt3/IqVO5CQgod/Mxi8VCnjx9OHo0kXbtqrNz5zoVIRERERegMvQ/EhMTmTp1BQEBIf+6eszbOw9BQT359ttfsNvthhKKiIhIelIZ+h/Ll68hPr4c2bM/ddvluXNX56ef8hAVtTKTk4mIiEhGUBn6h0uXLhEZuZPcuVvfcZ2/DpeFEhGxgxMnTmRiOhEREckIKkP/sGnTLlJS6uHtnfuu63l758JiacOQIZNJSkrKpHQiIiKSEXQ12d9OnDjB/v3neOqppgDY7akkJV3kxo1z3LhxnuTk82TJcg44j812nqxZU8mWLR9xcXHkzZvXbHgRERF5YCpDf5s8eSFXrwYSF/cecJ6UlAvkypWDp5/Oy5NP5qVw4XwUKPAijz76KPny5cPf3/+O03OIiIiI81AZ+luNGi/w2GPHqFGjBvny5ePRRx/F29vbdCwRERHJYCpDf2vatDF79uTkhRdeMB1FREREMpFOoBYRERG3pjIkIiIibk1lSERERNyaypCIiIi4NZUhERERcWsqQyIiIuLWnLIMXb9+nVdeeQWbzXbHddasWYPFYuHgwYNp2vbGjRspXbo0wcHBlCtXjs8///y261WpUoVixYoRHBxMcHAwFy5cAGDmzJksXLgwTa8pIiIi5jjlfYYiIyNp0qQJnp6et12ekJDA9OnTKV++fJq3Xa1aNRo2bIjFYuHIkSO88cYb/PTTT7ddd9myZZQrV+6Wx0JCQqhYsSLt27dP82uLiIhI5nPKkaFly5bRqFGjOy4fOnQoAwcOxMfHJ83b9vPzuznNRmJiYpqn3MiWLRuFChXiq6++SvNri4iISOZzujKUlJREdHQ0hQoVuu3yQ4cOERMTQ/369R/4NdavX88zzzxDvXr1iIyMvON67du3Jzg4mNGjR2O3228+Xq5cOfbu3fvAry8iIiKZx+nKUGxsLIGBgbddlpqaSp8+fZg0adJDvUbjxo356aef2LBhA0OHDr3tOsuWLeP7779n79697N27l6ioqJvLgoKCOHv27ENlEBGR/9feHbs20QZwHP8FXKqVInYQA9LNwYoVHJwkUrXv5Cyu4pQu4tDBUVxU3Bz8AxwUXGqHF1y6iEWqBnRRFAIqggQddGjVkncQwtvX1rZqm+Z9Pp+pl8tdnnIEvtzdc4GN0XMx1NfXl7m5uc7yhdK2hqoAAAOsSURBVAsXOjcxf/r0Kc+ePUutVsvQ0FBmZmZy8uTJn95Eff369c72rVZr0bojR47k1atXP7yeJNVqNUmyffv2nD59etFlsbm5ufT19f3uvwoAbICei6EdO3ZkYWGhE0SXLl1Ko9FIo9HIwMBAWq1Wms1mms1mDh8+nMnJyRw6dChv377N6OjoD/ur1+ud7QcHB/Py5cvOJa/Hjx/ny5cv2blz56Jtvn371gmkr1+/ZmpqKsPDw531L168WLQMAGxePRdDSXLixIllp7wv5927d9myZeXJc3fu3Mnw8HBGRkZSr9dz69atzk3UIyMjSZL5+fmMjY11puBXq9WcPXu2s4/79+/n2LFjaxofANAdPTm1fnx8PNeuXVsxOKanpzt/z8zMpF6vr7jviYmJTExMLLmu0WgkSbZt25ZHjx4t+Z4nT55k3759GRwcXPGzAIDu68kYOnjwYI4ePZqFhYVlnzX0X+Pj4+s8qu9arVYuXry4IZ8FAPy+nrxMlnx/uOFqQ2gjHT9+fNlp/1CKq1evplKpLDn5AGCz6dkYAjan169f5969e9mzZ0+3hwKwKmII+KPOnTuXy5cvr/np7QDdIoaAP2ZycjLVajUHDhzo9lAAVq3y75+RWMmDBw/a8/Pz6zic7vr8+XP6+/u7PQx+gWO3cc6fP58PHz788PqZM2dy8+bNXLlyJf39/Tl16lRu3LiRgYGBJfdz9+7dTE1NJUk+fvyY27dvr+u4WR++e73t/378arXaqk5RrymGkqzpzb1meno6tVqt28PgFzh23ff06dOMjo5m69atSZI3b95k9+7defjwYXbt2vXTbffu3Zvnz59vxDD5w3z3elsBx29VMdSTU+uBzWf//v15//59Z3loaCizs7OeuQVseu4ZAgCK5swQsC6azWa3hwCwKs4MAQBFE0MAQNHEEABQNDEEABRNDAEARRNDAEDRxBAAUDQxBAAUTQwBAEUTQwBA0cQQAFA0MQQAFE0MAQBFE0MAQNHEEABQNDEEABRNDAEARRNDAEDRxBAAUDQxBAAUTQwBAEUTQwBA0cQQAFA0MQQAFE0MAQBFE0MAQNHEEABQNDEEABRNDAEARRNDAEDRxBAAUDQxBAAUTQwBAEUTQwBA0cQQAFA0MQQAFE0MAQBFE0MAQNEq7Xa722MAClepVP5ut9t/dXscQJnEEABQNJfJAICiiSEAoGhiCAAomhgCAIomhgCAookhAKBoYggAKJoYAgCKJoYAgKL9A6cpuAuJ7y5sAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(10, 8))\n",
+    "# Set the axes through the origin\n",
+    "for spine in ['left', 'bottom']:\n",
+    "    ax.spines[spine].set_position('zero')\n",
+    "for spine in ['right', 'top']:\n",
+    "    ax.spines[spine].set_color('none')\n",
+    "\n",
+    "ax.set(xlim=(-5, 5), ylim=(-5, 5))\n",
+    "ax.grid()\n",
+    "vecs = ((2, 4), (-3, 3), (-4, -3.5))\n",
+    "for v in vecs:\n",
+    "    ax.annotate('', xy=v, xytext=(0, 0),\n",
+    "                arrowprops=dict(facecolor='blue',\n",
+    "                shrink=0,\n",
+    "                alpha=0.7,\n",
+    "                width=0.5))\n",
+    "    ax.text(1.1 * v[0], 1.1 * v[1], str(v))\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Vector Operations\n",
+    "\n",
+    "\n",
+    "<a id='index-3'></a>\n",
+    "The two most common operators for vectors are addition and scalar multiplication, which we now describe\n",
+    "\n",
+    "As a matter of definition, when we add two vectors, we add them element by element\n",
+    "\n",
+    "$$\n",
+    "x + y =\n",
+    "\\left[\n",
+    "\\begin{array}{c}\n",
+    "    x_1 \\\\\n",
+    "    x_2 \\\\\n",
+    "    \\vdots \\\\\n",
+    "    x_n\n",
+    "\\end{array}\n",
+    "\\right] +\n",
+    "\\left[\n",
+    "\\begin{array}{c}\n",
+    "     y_1 \\\\\n",
+    "     y_2 \\\\\n",
+    "    \\vdots \\\\\n",
+    "     y_n\n",
+    "\\end{array}\n",
+    "\\right] :=\n",
+    "\\left[\n",
+    "\\begin{array}{c}\n",
+    "    x_1 + y_1 \\\\\n",
+    "    x_2 + y_2 \\\\\n",
+    "    \\vdots \\\\\n",
+    "    x_n + y_n\n",
+    "\\end{array}\n",
+    "\\right]\n",
+    "$$\n",
+    "\n",
+    "Scalar multiplication is an operation that takes a number $ \\gamma $ and a\n",
+    "vector $ x $ and produces\n",
+    "\n",
+    "$$\n",
+    "\\gamma x :=\n",
+    "\\left[\n",
+    "\\begin{array}{c}\n",
+    "    \\gamma x_1 \\\\\n",
+    "    \\gamma x_2 \\\\\n",
+    "    \\vdots \\\\\n",
+    "    \\gamma x_n\n",
+    "\\end{array}\n",
+    "\\right]\n",
+    "$$\n",
+    "\n",
+    "Scalar multiplication is illustrated in the next figure"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "hide-output": false,
+    "html-class": "collapse"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(10, 8))\n",
+    "# Set the axes through the origin\n",
+    "for spine in ['left', 'bottom']:\n",
+    "    ax.spines[spine].set_position('zero')\n",
+    "for spine in ['right', 'top']:\n",
+    "    ax.spines[spine].set_color('none')\n",
+    "\n",
+    "ax.set(xlim=(-5, 5), ylim=(-5, 5))\n",
+    "x = (2, 2)\n",
+    "ax.annotate('', xy=x, xytext=(0, 0),\n",
+    "            arrowprops=dict(facecolor='blue',\n",
+    "            shrink=0,\n",
+    "            alpha=1,\n",
+    "            width=0.5))\n",
+    "ax.text(x[0] + 0.4, x[1] - 0.2, '$x$', fontsize='16')\n",
+    "\n",
+    "\n",
+    "scalars = (-2, 2)\n",
+    "x = np.array(x)\n",
+    "\n",
+    "for s in scalars:\n",
+    "    v = s * x\n",
+    "    ax.annotate('', xy=v, xytext=(0, 0),\n",
+    "                arrowprops=dict(facecolor='red',\n",
+    "                shrink=0,\n",
+    "                alpha=0.5,\n",
+    "                width=0.5))\n",
+    "    ax.text(v[0] + 0.4, v[1] - 0.2, f'${s} x$', fontsize='16')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In Python, a vector can be represented as a list or tuple, such as `x = (2, 4, 6)`, but is more commonly represented as a [NumPy array](https://lectures.quantecon.org/py/numpy.html#numpy-array)\n",
+    "\n",
+    "One advantage of NumPy arrays is that scalar multiplication and addition have very natural syntax"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([3., 5., 7.])"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x = np.ones(3)            # Vector of three ones\n",
+    "y = np.array((2, 4, 6))   # Converts tuple (2, 4, 6) into array\n",
+    "x + y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([4., 4., 4.])"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "4 * x"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Inner Product and Norm\n",
+    "\n",
+    "\n",
+    "<a id='index-5'></a>\n",
+    "The *inner product* of vectors $ x,y \\in \\mathbb R ^n $ is defined as\n",
+    "\n",
+    "$$\n",
+    "x' y := \\sum_{i=1}^n x_i y_i\n",
+    "$$\n",
+    "\n",
+    "Two vectors are called *orthogonal* if their inner product is zero\n",
+    "\n",
+    "The *norm* of a vector $ x $ represents its “length” (i.e., its distance from the zero vector) and is defined as\n",
+    "\n",
+    "$$\n",
+    "\\| x \\| := \\sqrt{x' x} := \\left( \\sum_{i=1}^n x_i^2 \\right)^{1/2}\n",
+    "$$\n",
+    "\n",
+    "The expression $ \\| x - y\\| $ is thought of as the distance between $ x $ and $ y $\n",
+    "\n",
+    "Continuing on from the previous example, the inner product and norm can be computed as\n",
+    "follows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "12.0"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.sum(x * y)          # Inner product of x and y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.7320508075688772"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.sqrt(np.sum(x**2))  # Norm of x, take one"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.7320508075688772"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.linalg.norm(x)      # Norm of x, take two"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Span\n",
+    "\n",
+    "\n",
+    "<a id='index-6'></a>\n",
+    "Given a set of vectors $ A := \\{a_1, \\ldots, a_k\\} $ in $ \\mathbb R ^n $, it’s natural to think about the new vectors we can create by performing linear operations\n",
+    "\n",
+    "New vectors created in this manner are called *linear combinations* of $ A $\n",
+    "\n",
+    "In particular, $ y \\in \\mathbb R ^n $ is a linear combination of $ A := \\{a_1, \\ldots, a_k\\} $ if\n",
+    "\n",
+    "$$\n",
+    "y = \\beta_1 a_1 + \\cdots + \\beta_k a_k\n",
+    "\\text{ for some scalars } \\beta_1, \\ldots, \\beta_k\n",
+    "$$\n",
+    "\n",
+    "In this context, the values $ \\beta_1, \\ldots, \\beta_k $ are called the *coefficients* of the linear combination\n",
+    "\n",
+    "The set of linear combinations of $ A $ is called the *span* of $ A $\n",
+    "\n",
+    "The next figure shows the span of $ A = \\{a_1, a_2\\} $ in $ \\mathbb R ^3 $\n",
+    "\n",
+    "The span is a 2 dimensional plane passing through these two points and the origin\n",
+    "\n",
+    "\n",
+    "<a id='la-3dvec'></a>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "hide-output": false,
+    "html-class": "collapse"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib import cm\n",
+    "from mpl_toolkits.mplot3d import Axes3D\n",
+    "from scipy.interpolate import interp2d\n",
+    "\n",
+    "fig = plt.figure(figsize=(10, 8))\n",
+    "ax = fig.gca(projection='3d')\n",
+    "\n",
+    "x_min, x_max = -5, 5\n",
+    "y_min, y_max = -5, 5\n",
+    "\n",
+    "α, β = 0.2, 0.1\n",
+    "\n",
+    "ax.set(xlim=(x_min, x_max), ylim=(x_min, x_max), zlim=(x_min, x_max),\n",
+    "       xticks=(0,), yticks=(0,), zticks=(0,))\n",
+    "\n",
+    "gs = 3\n",
+    "z = np.linspace(x_min, x_max, gs)\n",
+    "x = np.zeros(gs)\n",
+    "y = np.zeros(gs)\n",
+    "ax.plot(x, y, z, 'k-', lw=2, alpha=0.5)\n",
+    "ax.plot(z, x, y, 'k-', lw=2, alpha=0.5)\n",
+    "ax.plot(y, z, x, 'k-', lw=2, alpha=0.5)\n",
+    "\n",
+    "\n",
+    "# Fixed linear function, to generate a plane\n",
+    "def f(x, y):\n",
+    "    return α * x + β * y\n",
+    "\n",
+    "# Vector locations, by coordinate\n",
+    "x_coords = np.array((3, 3))\n",
+    "y_coords = np.array((4, -4))\n",
+    "z = f(x_coords, y_coords)\n",
+    "for i in (0, 1):\n",
+    "    ax.text(x_coords[i], y_coords[i], z[i], f'$a_{i+1}$', fontsize=14)\n",
+    "\n",
+    "# Lines to vectors\n",
+    "for i in (0, 1):\n",
+    "    x = (0, x_coords[i])\n",
+    "    y = (0, y_coords[i])\n",
+    "    z = (0, f(x_coords[i], y_coords[i]))\n",
+    "    ax.plot(x, y, z, 'b-', lw=1.5, alpha=0.6)\n",
+    "\n",
+    "\n",
+    "# Draw the plane\n",
+    "grid_size = 20\n",
+    "xr2 = np.linspace(x_min, x_max, grid_size)\n",
+    "yr2 = np.linspace(y_min, y_max, grid_size)\n",
+    "x2, y2 = np.meshgrid(xr2, yr2)\n",
+    "z2 = f(x2, y2)\n",
+    "ax.plot_surface(x2, y2, z2, rstride=1, cstride=1, cmap=cm.jet,\n",
+    "                linewidth=0, antialiased=True, alpha=0.2)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Examples\n",
+    "\n",
+    "If $ A $ contains only one vector $ a_1 \\in \\mathbb R ^2 $, then its\n",
+    "span is just the scalar multiples of $ a_1 $, which is the unique line passing through both $ a_1 $ and the origin\n",
+    "\n",
+    "If $ A = \\{e_1, e_2, e_3\\} $ consists  of the *canonical basis vectors* of $ \\mathbb R ^3 $, that is\n",
+    "\n",
+    "$$\n",
+    "e_1 :=\n",
+    "\\left[\n",
+    "\\begin{array}{c}\n",
+    "     1 \\\\\n",
+    "     0 \\\\\n",
+    "     0\n",
+    "\\end{array}\n",
+    "\\right]\n",
+    ", \\quad\n",
+    "e_2 :=\n",
+    "\\left[\n",
+    "\\begin{array}{c}\n",
+    "     0 \\\\\n",
+    "     1 \\\\\n",
+    "     0\n",
+    "\\end{array}\n",
+    "\\right]\n",
+    ", \\quad\n",
+    "e_3 :=\n",
+    "\\left[\n",
+    "\\begin{array}{c}\n",
+    "     0 \\\\\n",
+    "     0 \\\\\n",
+    "     1\n",
+    "\\end{array}\n",
+    "\\right]\n",
+    "$$\n",
+    "\n",
+    "then the span of $ A $ is all of $ \\mathbb R ^3 $, because, for any\n",
+    "$ x = (x_1, x_2, x_3) \\in \\mathbb R ^3 $, we can write\n",
+    "\n",
+    "$$\n",
+    "x = x_1 e_1 + x_2 e_2 + x_3 e_3\n",
+    "$$\n",
+    "\n",
+    "Now consider $ A_0 = \\{e_1, e_2, e_1 + e_2\\} $\n",
+    "\n",
+    "If $ y = (y_1, y_2, y_3) $ is any linear combination of these vectors, then $ y_3 = 0 $ (check it)\n",
+    "\n",
+    "Hence $ A_0 $ fails to span all of $ \\mathbb R ^3 $\n",
+    "\n",
+    "\n",
+    "<a id='la-li'></a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Linear Independence\n",
+    "\n",
+    "\n",
+    "<a id='index-7'></a>\n",
+    "As we’ll see, it’s often desirable to find families of vectors with relatively large span, so that many vectors can be described by linear operators on a few vectors\n",
+    "\n",
+    "The condition we need for a set of vectors to have a large span is what’s called linear independence\n",
+    "\n",
+    "In particular, a collection of vectors $ A := \\{a_1, \\ldots, a_k\\} $ in $ \\mathbb R ^n $ is said to be\n",
+    "\n",
+    "- *linearly dependent* if some strict subset of $ A $ has the same span as $ A $  \n",
+    "- *linearly independent* if it is not linearly dependent  \n",
+    "\n",
+    "\n",
+    "Put differently, a set of vectors is linearly independent if no vector is redundant to the span, and linearly dependent otherwise\n",
+    "\n",
+    "To illustrate the idea, recall [the figure](#la-3dvec) that showed the span of vectors $ \\{a_1, a_2\\} $ in $ \\mathbb R ^3 $ as a plane through the origin\n",
+    "\n",
+    "If we take a third vector $ a_3 $ and form the set $ \\{a_1, a_2, a_3\\} $, this set will be\n",
+    "\n",
+    "- linearly dependent if $ a_3 $ lies in the plane  \n",
+    "- linearly independent otherwise  \n",
+    "\n",
+    "\n",
+    "As another illustration of the concept, since $ \\mathbb R ^n $ can be spanned by $ n $ vectors\n",
+    "(see the discussion of canonical basis vectors above), any collection of\n",
+    "$ m > n $ vectors in $ \\mathbb R ^n $ must be linearly dependent\n",
+    "\n",
+    "The following statements are equivalent to linear independence of $ A := \\{a_1, \\ldots, a_k\\} \\subset \\mathbb R ^n $\n",
+    "\n",
+    "1. No vector in $ A $ can be formed as a linear combination of the other elements  \n",
+    "1. If $ \\beta_1 a_1 + \\cdots \\beta_k a_k = 0 $ for scalars $ \\beta_1, \\ldots, \\beta_k $, then $ \\beta_1 = \\cdots = \\beta_k = 0 $  \n",
+    "\n",
+    "\n",
+    "(The zero in the first expression is the origin of $ \\mathbb R ^n $)\n",
+    "\n",
+    "\n",
+    "<a id='la-unique-reps'></a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Unique Representations\n",
+    "\n",
+    "Another nice thing about sets of linearly independent vectors is that each element in the span has a unique representation as a linear combination of these vectors\n",
+    "\n",
+    "In other words, if $ A := \\{a_1, \\ldots, a_k\\} \\subset \\mathbb R ^n $ is\n",
+    "linearly independent and\n",
+    "\n",
+    "$$\n",
+    "y = \\beta_1 a_1 + \\cdots \\beta_k a_k\n",
+    "$$\n",
+    "\n",
+    "then no other coefficient sequence $ \\gamma_1, \\ldots, \\gamma_k $ will produce\n",
+    "the same vector $ y $\n",
+    "\n",
+    "Indeed, if we also have $ y = \\gamma_1 a_1 + \\cdots \\gamma_k a_k $,\n",
+    "then\n",
+    "\n",
+    "$$\n",
+    "(\\beta_1 - \\gamma_1) a_1 + \\cdots + (\\beta_k - \\gamma_k) a_k = 0\n",
+    "$$\n",
+    "\n",
+    "Linear independence now implies $ \\gamma_i = \\beta_i $ for all $ i $"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Matrices\n",
+    "\n",
+    "\n",
+    "<a id='index-8'></a>\n",
+    "Matrices are a neat way of organizing data for use in linear operations\n",
+    "\n",
+    "An $ n \\times k $ matrix is a rectangular array $ A $ of numbers with $ n $ rows and $ k $ columns:\n",
+    "\n",
+    "$$\n",
+    "A =\n",
+    "\\left[\n",
+    "\\begin{array}{cccc}\n",
+    "    a_{11} & a_{12} & \\cdots & a_{1k} \\\\\n",
+    "    a_{21} & a_{22} & \\cdots & a_{2k} \\\\\n",
+    "    \\vdots & \\vdots &  & \\vdots \\\\\n",
+    "    a_{n1} & a_{n2} & \\cdots & a_{nk}\n",
+    "\\end{array}\n",
+    "\\right]\n",
+    "$$\n",
+    "\n",
+    "Often, the numbers in the matrix represent coefficients in a system of linear equations, as discussed at the start of this lecture\n",
+    "\n",
+    "For obvious reasons, the matrix $ A $ is also called a vector if either $ n = 1 $ or $ k = 1 $\n",
+    "\n",
+    "In the former case, $ A $ is called a *row vector*, while in the latter it is called a *column vector*\n",
+    "\n",
+    "If $ n = k $, then $ A $ is called *square*\n",
+    "\n",
+    "The matrix formed by replacing $ a_{ij} $ by $ a_{ji} $ for every $ i $ and $ j $ is called the *transpose* of $ A $, and denoted $ A' $ or $ A^{\\top} $\n",
+    "\n",
+    "If $ A = A' $, then $ A $ is called *symmetric*\n",
+    "\n",
+    "For a square matrix $ A $, the $ i $ elements of the form $ a_{ii} $ for $ i=1,\\ldots,n $ are called the *principal diagonal*\n",
+    "\n",
+    "$ A $ is called *diagonal* if the only nonzero entries are on the principal diagonal\n",
+    "\n",
+    "If, in addition to being diagonal, each element along the principal diagonal is equal to 1, then $ A $ is called the *identity matrix*, and denoted by $ I $"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Matrix Operations\n",
+    "\n",
+    "\n",
+    "<a id='index-9'></a>\n",
+    "Just as was the case for vectors, a number of algebraic operations are defined for matrices\n",
+    "\n",
+    "Scalar multiplication and addition are immediate generalizations of the vector case:\n",
+    "\n",
+    "$$\n",
+    "\\gamma A =\n",
+    "\\gamma\n",
+    "\\left[\n",
+    "\\begin{array}{ccc}\n",
+    "    a_{11} &  \\cdots & a_{1k} \\\\\n",
+    "    \\vdots & \\vdots  & \\vdots \\\\\n",
+    "    a_{n1} &  \\cdots & a_{nk} \\\\\n",
+    "\\end{array}\n",
+    "\\right] :=\n",
+    "\\left[\n",
+    "\\begin{array}{ccc}\n",
+    "    \\gamma a_{11} & \\cdots & \\gamma a_{1k} \\\\\n",
+    "    \\vdots & \\vdots & \\vdots \\\\\n",
+    "    \\gamma a_{n1} & \\cdots & \\gamma a_{nk} \\\\\n",
+    "\\end{array}\n",
+    "\\right]\n",
+    "$$\n",
+    "\n",
+    "and\n",
+    "\n",
+    "$$\n",
+    "A + B =\n",
+    "\\left[\n",
+    "\\begin{array}{ccc}\n",
+    "    a_{11} & \\cdots & a_{1k} \\\\\n",
+    "    \\vdots & \\vdots & \\vdots \\\\\n",
+    "    a_{n1} & \\cdots & a_{nk} \\\\\n",
+    "\\end{array}\n",
+    "\\right] +\n",
+    "\\left[\n",
+    "\\begin{array}{ccc}\n",
+    "    b_{11} & \\cdots & b_{1k} \\\\\n",
+    "    \\vdots & \\vdots & \\vdots \\\\\n",
+    "    b_{n1} & \\cdots & b_{nk} \\\\\n",
+    "\\end{array}\n",
+    "\\right] :=\n",
+    "\\left[\n",
+    "\\begin{array}{ccc}\n",
+    "    a_{11} + b_{11} &  \\cdots & a_{1k} + b_{1k} \\\\\n",
+    "    \\vdots & \\vdots & \\vdots \\\\\n",
+    "    a_{n1} + b_{n1} &  \\cdots & a_{nk} + b_{nk} \\\\\n",
+    "\\end{array}\n",
+    "\\right]\n",
+    "$$\n",
+    "\n",
+    "In the latter case, the matrices must have the same shape in order for the definition to make sense\n",
+    "\n",
+    "We also have a convention for *multiplying* two matrices\n",
+    "\n",
+    "The rule for matrix multiplication generalizes the idea of inner products discussed above,\n",
+    "and is designed to make multiplication play well with basic linear operations\n",
+    "\n",
+    "If $ A $ and $ B $ are two matrices, then their product $ A B $ is formed by taking as its\n",
+    "$ i,j $-th element the inner product of the $ i $-th row of $ A $ and the\n",
+    "$ j $-th column of $ B $\n",
+    "\n",
+    "There are many tutorials to help you visualize this operation, such as [this one](http://www.mathsisfun.com/algebra/matrix-multiplying.html), or the discussion on the [Wikipedia page](https://en.wikipedia.org/wiki/Matrix_multiplication)\n",
+    "\n",
+    "If $ A $ is $ n \\times k $ and $ B $ is $ j \\times m $, then\n",
+    "to multiply $ A $ and $ B $ we require $ k = j $, and the\n",
+    "resulting matrix $ A B $ is $ n \\times m $\n",
+    "\n",
+    "As perhaps the most important special case, consider multiplying $ n \\times k $ matrix $ A $ and $ k \\times 1 $ column vector $ x $\n",
+    "\n",
+    "According to the preceding rule, this gives us an $ n \\times 1 $ column vector\n",
+    "\n",
+    "\n",
+    "<a id='equation-la-atx'></a>\n",
+    "$$\n",
+    "A x =\n",
+    "\\left[\n",
+    "\\begin{array}{ccc}\n",
+    "    a_{11} &  \\cdots & a_{1k} \\\\\n",
+    "    \\vdots & \\vdots  & \\vdots \\\\\n",
+    "    a_{n1} &  \\cdots & a_{nk}\n",
+    "\\end{array}\n",
+    "\\right]\n",
+    "\\left[\n",
+    "\\begin{array}{c}\n",
+    "    x_{1}  \\\\\n",
+    "    \\vdots  \\\\\n",
+    "    x_{k}\n",
+    "\\end{array}\n",
+    "\\right] :=\n",
+    "\\left[\n",
+    "\\begin{array}{c}\n",
+    "    a_{11} x_1 + \\cdots + a_{1k} x_k \\\\\n",
+    "    \\vdots \\\\\n",
+    "    a_{n1} x_1 + \\cdots + a_{nk} x_k\n",
+    "\\end{array}\n",
+    "\\right] \\tag{2}\n",
+    "$$\n",
+    "\n",
+    ">**Note**\n",
+    ">\n",
+    ">$ A B $ and $ B A $ are not generally the same thing\n",
+    "\n",
+    "Another important special case is the identity matrix\n",
+    "\n",
+    "You should check that if $ A $ is $ n \\times k $ and $ I $ is the $ k \\times k $ identity matrix, then $ AI = A $\n",
+    "\n",
+    "If $ I $ is the $ n \\times n $ identity matrix, then $ IA = A $"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Matrices in NumPy\n",
+    "\n",
+    "\n",
+    "<a id='index-10'></a>\n",
+    "NumPy arrays are also used as matrices, and have fast, efficient functions and methods for all the standard matrix operations <sup><a href=#fn-mdt id=fn-mdt-link>[1]</a></sup>\n",
+    "\n",
+    "You can create them manually from tuples of tuples (or lists of lists) as follows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "tuple"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A = ((1, 2),\n",
+    "     (3, 4))\n",
+    "\n",
+    "type(A)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "numpy.ndarray"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A = np.array(A)\n",
+    "\n",
+    "type(A)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(2, 2)"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The `shape` attribute is a tuple giving the number of rows and columns —\n",
+    "see [here](https://lectures.quantecon.org/py/numpy.html#numpy-shape-dim) for more discussion\n",
+    "\n",
+    "To get the transpose of `A`, use `A.transpose()` or, more simply, `A.T`\n",
+    "\n",
+    "There are many convenient functions for creating common matrices (matrices of zeros, ones, etc.) — see [here](https://lectures.quantecon.org/py/numpy.html#creating-arrays)\n",
+    "\n",
+    "Since operations are performed elementwise by default, scalar multiplication and addition have very natural syntax"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[2., 0., 0.],\n",
+       "       [0., 2., 0.],\n",
+       "       [0., 0., 2.]])"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A = np.identity(3)\n",
+    "B = np.ones((3, 3))\n",
+    "2 * A"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[2., 1., 1.],\n",
+       "       [1., 2., 1.],\n",
+       "       [1., 1., 2.]])"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A + B"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To multiply matrices we use the `@` symbol\n",
+    "\n",
+    "In particular, `A @ B` is matrix multiplication, whereas `A * B` is element by element multiplication\n",
+    "\n",
+    "See [here](https://lectures.quantecon.org/py/numpy.html#numpy-matrix-multiplication) for more discussion\n",
+    "\n",
+    "\n",
+    "<a id='la-linear-map'></a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Matrices as Maps\n",
+    "\n",
+    "\n",
+    "<a id='index-11'></a>\n",
+    "Each $ n \\times k $ matrix $ A $ can be identified with a function $ f(x) = Ax $ that maps $ x \\in \\mathbb R ^k $ into $ y = Ax \\in \\mathbb R ^n $\n",
+    "\n",
+    "These kinds of functions have a special property: they are *linear*\n",
+    "\n",
+    "A function $ f \\colon \\mathbb R ^k \\to \\mathbb R ^n $ is called *linear* if, for all $ x, y \\in \\mathbb R ^k $ and all scalars $ \\alpha, \\beta $, we have\n",
+    "\n",
+    "$$\n",
+    "f(\\alpha x + \\beta y) = \\alpha f(x) + \\beta f(y)\n",
+    "$$\n",
+    "\n",
+    "You can check that this holds for the function $ f(x) = A x + b $ when $ b $ is the zero vector, and fails when $ b $ is nonzero\n",
+    "\n",
+    "In fact, it’s [known](https://en.wikipedia.org/wiki/Linear_map#Matrices) that $ f $ is linear if and *only if* there exists a matrix $ A $ such that $ f(x) = Ax $ for all $ x $"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Solving Systems of Equations\n",
+    "\n",
+    "\n",
+    "<a id='index-12'></a>\n",
+    "Recall again the system of equations [(1)](#equation-la-se)\n",
+    "\n",
+    "If we compare [(1)](#equation-la-se) and [(2)](#equation-la-atx), we see that [(1)](#equation-la-se) can now be\n",
+    "written more conveniently as\n",
+    "\n",
+    "\n",
+    "<a id='equation-la-se2'></a>\n",
+    "$$\n",
+    "y = Ax \\tag{3}\n",
+    "$$\n",
+    "\n",
+    "The problem we face is to determine a vector $ x \\in \\mathbb R ^k $ that solves [(3)](#equation-la-se2), taking $ y $ and $ A $ as given\n",
+    "\n",
+    "This is a special case of a more general problem: Find an $ x $ such that $ y = f(x) $\n",
+    "\n",
+    "Given an arbitrary function $ f $ and a $ y $, is there always an $ x $ such that $ y = f(x) $?\n",
+    "\n",
+    "If so, is it always unique?\n",
+    "\n",
+    "The answer to both these questions is negative, as the next figure shows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "hide-output": false,
+    "html-class": "collapse"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def f(x):\n",
+    "    return 0.6 * np.cos(4 * x) + 1.4\n",
+    "\n",
+    "\n",
+    "xmin, xmax = -1, 1\n",
+    "x = np.linspace(xmin, xmax, 160)\n",
+    "y = f(x)\n",
+    "ya, yb = np.min(y), np.max(y)\n",
+    "\n",
+    "fig, axes = plt.subplots(2, 1, figsize=(10, 10))\n",
+    "\n",
+    "for ax in axes:\n",
+    "    # Set the axes through the origin\n",
+    "    for spine in ['left', 'bottom']:\n",
+    "        ax.spines[spine].set_position('zero')\n",
+    "    for spine in ['right', 'top']:\n",
+    "        ax.spines[spine].set_color('none')\n",
+    "\n",
+    "    ax.set(ylim=(-0.6, 3.2), xlim=(xmin, xmax),\n",
+    "           yticks=(), xticks=())\n",
+    "\n",
+    "    ax.plot(x, y, 'k-', lw=2, label='$f$')\n",
+    "    ax.fill_between(x, ya, yb, facecolor='blue', alpha=0.05)\n",
+    "    ax.vlines([0], ya, yb, lw=3, color='blue', label='range of $f$')\n",
+    "    ax.text(0.04, -0.3, '$0$', fontsize=16)\n",
+    "\n",
+    "ax = axes[0]\n",
+    "\n",
+    "ax.legend(loc='upper right', frameon=False)\n",
+    "ybar = 1.5\n",
+    "ax.plot(x, x * 0 + ybar, 'k--', alpha=0.5)\n",
+    "ax.text(0.05, 0.8 * ybar, '$y$', fontsize=16)\n",
+    "for i, z in enumerate((-0.35, 0.35)):\n",
+    "    ax.vlines(z, 0, f(z), linestyle='--', alpha=0.5)\n",
+    "    ax.text(z, -0.2, f'$x_{i}$', fontsize=16)\n",
+    "\n",
+    "ax = axes[1]\n",
+    "\n",
+    "ybar = 2.6\n",
+    "ax.plot(x, x * 0 + ybar, 'k--', alpha=0.5)\n",
+    "ax.text(0.04, 0.91 * ybar, '$y$', fontsize=16)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In the first plot there are multiple solutions, as the function is not one-to-one, while\n",
+    "in the second there are no solutions, since $ y $ lies outside the range of $ f $\n",
+    "\n",
+    "Can we impose conditions on $ A $ in [(3)](#equation-la-se2) that rule out these problems?\n",
+    "\n",
+    "In this context, the most important thing to recognize about the expression\n",
+    "$ Ax $ is that it corresponds to a linear combination of the columns of $ A $\n",
+    "\n",
+    "In particular, if $ a_1, \\ldots, a_k $ are the columns of $ A $, then\n",
+    "\n",
+    "$$\n",
+    "Ax = x_1 a_1 + \\cdots + x_k a_k\n",
+    "$$\n",
+    "\n",
+    "Hence the range of $ f(x) = Ax $ is exactly the span of the columns of $ A $\n",
+    "\n",
+    "We want the range to be large, so that it contains arbitrary $ y $\n",
+    "\n",
+    "As you might recall, the condition that we want for the span to be large is [linear independence](#la-li)\n",
+    "\n",
+    "A happy fact is that linear independence of the columns of $ A $ also gives us uniqueness\n",
+    "\n",
+    "Indeed, it follows from our [earlier discussion](#la-unique-reps) that if $ \\{a_1, \\ldots, a_k\\} $ are linearly independent and $ y = Ax = x_1 a_1 + \\cdots + x_k a_k $, then no $ z \\not= x $ satisfies $ y = Az $"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### The $ n \\times n $ Case\n",
+    "\n",
+    "Let’s discuss some more details, starting with the case where $ A $ is $ n \\times n $\n",
+    "\n",
+    "This is the familiar case where the number of unknowns equals the number of equations\n",
+    "\n",
+    "For arbitrary $ y \\in \\mathbb R ^n $, we hope to find a unique $ x \\in \\mathbb R ^n $ such that $ y = Ax $\n",
+    "\n",
+    "In view of the observations immediately above, if the columns of $ A $ are\n",
+    "linearly independent, then their span, and hence the range of $ f(x) =\n",
+    "Ax $, is all of $ \\mathbb R ^n $\n",
+    "\n",
+    "Hence there always exists an $ x $ such that $ y = Ax $\n",
+    "\n",
+    "Moreover, the solution is unique\n",
+    "\n",
+    "In particular, the following are equivalent\n",
+    "\n",
+    "1. The columns of $ A $ are linearly independent  \n",
+    "1. For any $ y \\in \\mathbb R ^n $, the equation $ y = Ax $ has a unique solution  \n",
+    "\n",
+    "\n",
+    "The property of having linearly independent columns is sometimes expressed as having *full column rank*"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Inverse Matrices\n",
+    "\n",
+    "\n",
+    "<a id='index-13'></a>\n",
+    "Can we give some sort of expression for the solution?\n",
+    "\n",
+    "If $ y $ and $ A $ are scalar with $ A \\not= 0 $, then the\n",
+    "solution is $ x = A^{-1} y $\n",
+    "\n",
+    "A similar expression is available in the matrix case\n",
+    "\n",
+    "In particular, if square matrix $ A $ has full column rank, then it possesses a multiplicative\n",
+    "*inverse matrix* $ A^{-1} $, with the property that $ A A^{-1} = A^{-1} A = I $\n",
+    "\n",
+    "As a consequence, if we pre-multiply both sides of $ y = Ax $ by $ A^{-1} $, we get $ x = A^{-1} y $\n",
+    "\n",
+    "This is the solution that we’re looking for"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Determinants\n",
+    "\n",
+    "\n",
+    "<a id='index-14'></a>\n",
+    "Another quick comment about square matrices is that to every such matrix we\n",
+    "assign a unique number called the *determinant* of the matrix — you can find\n",
+    "the expression for it [here](https://en.wikipedia.org/wiki/Determinant)\n",
+    "\n",
+    "If the determinant of $ A $ is not zero, then we say that $ A $ is\n",
+    "*nonsingular*\n",
+    "\n",
+    "Perhaps the most important fact about determinants is that $ A $ is nonsingular if and only if $ A $ is of full column rank\n",
+    "\n",
+    "This gives us a useful one-number summary of whether or not a square matrix can be\n",
+    "inverted"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### More Rows than Columns\n",
+    "\n",
+    "This is the $ n \\times k $ case with $ n > k $\n",
+    "\n",
+    "This case is very important in many settings, not least in the setting of linear regression (where $ n $ is the number of observations, and $ k $ is the number of explanatory variables)\n",
+    "\n",
+    "Given arbitrary $ y \\in \\mathbb R ^n $, we seek an $ x \\in \\mathbb R ^k $ such that $ y = Ax $\n",
+    "\n",
+    "In this setting, existence of a solution is highly unlikely\n",
+    "\n",
+    "Without much loss of generality, let’s go over the intuition focusing on the case where the columns of\n",
+    "$ A $ are linearly independent\n",
+    "\n",
+    "It follows that the span of the columns of $ A $ is a $ k $-dimensional subspace of $ \\mathbb R ^n $\n",
+    "\n",
+    "This span is very “unlikely” to contain arbitrary $ y \\in \\mathbb R ^n $\n",
+    "\n",
+    "To see why, recall the [figure above](#la-3dvec), where $ k=2 $ and $ n=3 $\n",
+    "\n",
+    "Imagine an arbitrarily chosen $ y \\in \\mathbb R ^3 $, located somewhere in that three dimensional space\n",
+    "\n",
+    "What’s the likelihood that $ y $ lies in the span of $ \\{a_1, a_2\\} $ (i.e., the two dimensional plane through these points)?\n",
+    "\n",
+    "In a sense it must be very small, since this plane has zero “thickness”\n",
+    "\n",
+    "As a result, in the $ n > k $ case we usually give up on existence\n",
+    "\n",
+    "However, we can still seek a best approximation, for example an\n",
+    "$ x $ that makes the distance $ \\| y - Ax\\| $ as small as possible\n",
+    "\n",
+    "To solve this problem, one can use either calculus or the theory of orthogonal\n",
+    "projections\n",
+    "\n",
+    "The solution is known to be $ \\hat x = (A'A)^{-1}A'y $ — see for example\n",
+    "chapter 3 of <a href=/_static/pdfs/course_notes.pdf download>these notes</a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### More Columns than Rows\n",
+    "\n",
+    "This is the $ n \\times k $ case with $ n < k $, so there are fewer\n",
+    "equations than unknowns\n",
+    "\n",
+    "In this case there are either no solutions or infinitely many — in other words, uniqueness never holds\n",
+    "\n",
+    "For example, consider the case where $ k=3 $ and $ n=2 $\n",
+    "\n",
+    "Thus, the columns of $ A $ consists of 3 vectors in $ \\mathbb R ^2 $\n",
+    "\n",
+    "This set can never be linearly independent, since it is possible to find two vectors that span\n",
+    "$ \\mathbb R ^2 $\n",
+    "\n",
+    "(For example, use the canonical basis vectors)\n",
+    "\n",
+    "It follows that one column is a linear combination of the other two\n",
+    "\n",
+    "For example, let’s say that $ a_1 = \\alpha a_2 + \\beta a_3 $\n",
+    "\n",
+    "Then if $ y = Ax = x_1 a_1 + x_2 a_2 + x_3 a_3 $, we can also write\n",
+    "\n",
+    "$$\n",
+    "y\n",
+    "= x_1 (\\alpha a_2 + \\beta a_3) + x_2 a_2 + x_3 a_3\n",
+    "= (x_1 \\alpha + x_2) a_2 + (x_1 \\beta + x_3) a_3\n",
+    "$$\n",
+    "\n",
+    "In other words, uniqueness fails"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Linear Equations with SciPy\n",
+    "\n",
+    "\n",
+    "<a id='index-15'></a>\n",
+    "Here’s an illustration of how to solve linear equations with SciPy’s `linalg` submodule\n",
+    "\n",
+    "All of these routines are Python front ends to time-tested and highly optimized FORTRAN code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-2.0"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from scipy.linalg import inv, solve, det\n",
+    "\n",
+    "A = ((1, 2), (3, 4))\n",
+    "A = np.array(A)\n",
+    "y = np.ones((2, 1))  # Column vector\n",
+    "det(A)  # Check that A is nonsingular, and hence invertible"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[-2. ,  1. ],\n",
+       "       [ 1.5, -0.5]])"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A_inv = inv(A)  # Compute the inverse\n",
+    "A_inv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1.],\n",
+       "       [1.]])"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x = A_inv @ y  # Solution\n",
+    "A @ x          # Should equal y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[-1.],\n",
+       "       [ 1.]])"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "solve(A, y)  # Produces same solution"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Observe how we can solve for $ x = A^{-1} y $ by either via `inv(A) @ y`, or using `solve(A, y)`\n",
+    "\n",
+    "The latter method uses a different algorithm (LU decomposition) that is numerically more stable, and hence should almost always be preferred\n",
+    "\n",
+    "To obtain the least squares solution $ \\hat x = (A'A)^{-1}A'y $, use `scipy.linalg.lstsq(A, y)`\n",
+    "\n",
+    "\n",
+    "<a id='la-eigen'></a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Eigenvalues and Eigenvectors\n",
+    "\n",
+    "\n",
+    "<a id='index-19'></a>\n",
+    "Let $ A $ be an $ n \\times n $ square matrix\n",
+    "\n",
+    "If $ \\lambda $ is scalar and $ v $ is a non-zero vector in $ \\mathbb R ^n $ such that\n",
+    "\n",
+    "$$\n",
+    "A v = \\lambda v\n",
+    "$$\n",
+    "\n",
+    "then we say that $ \\lambda $ is an *eigenvalue* of $ A $, and\n",
+    "$ v $ is an *eigenvector*\n",
+    "\n",
+    "Thus, an eigenvector of $ A $ is a vector such that when the map $ f(x) = Ax $ is applied, $ v $ is merely scaled\n",
+    "\n",
+    "The next figure shows two eigenvectors (blue arrows) and their images under $ A $ (red arrows)\n",
+    "\n",
+    "As expected, the image $ Av $ of each $ v $ is just a scaled version of the original"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "hide-output": false,
+    "html-class": "collapse"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from scipy.linalg import eig\n",
+    "\n",
+    "A = ((1, 2),\n",
+    "     (2, 1))\n",
+    "A = np.array(A)\n",
+    "evals, evecs = eig(A)\n",
+    "evecs = evecs[:, 0], evecs[:, 1]\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(10, 8))\n",
+    "# Set the axes through the origin\n",
+    "for spine in ['left', 'bottom']:\n",
+    "    ax.spines[spine].set_position('zero')\n",
+    "for spine in ['right', 'top']:\n",
+    "    ax.spines[spine].set_color('none')\n",
+    "ax.grid(alpha=0.4)\n",
+    "\n",
+    "xmin, xmax = -3, 3\n",
+    "ymin, ymax = -3, 3\n",
+    "ax.set(xlim=(xmin, xmax), ylim=(ymin, ymax))\n",
+    "\n",
+    "# Plot each eigenvector\n",
+    "for v in evecs:\n",
+    "    ax.annotate('', xy=v, xytext=(0, 0),\n",
+    "                arrowprops=dict(facecolor='blue',\n",
+    "                shrink=0,\n",
+    "                alpha=0.6,\n",
+    "                width=0.5))\n",
+    "\n",
+    "# Plot the image of each eigenvector\n",
+    "for v in evecs:\n",
+    "    v = A @ v\n",
+    "    ax.annotate('', xy=v, xytext=(0, 0),\n",
+    "                arrowprops=dict(facecolor='red',\n",
+    "                shrink=0,\n",
+    "                alpha=0.6,\n",
+    "                width=0.5))\n",
+    "\n",
+    "# Plot the lines they run through\n",
+    "x = np.linspace(xmin, xmax, 3)\n",
+    "for v in evecs:\n",
+    "    a = v[1] / v[0]\n",
+    "    ax.plot(x, a * x, 'b-', lw=0.4)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The eigenvalue equation is equivalent to $ (A - \\lambda I) v = 0 $, and\n",
+    "this has a nonzero solution $ v $ only when the columns of $ A -\n",
+    "\\lambda I $ are linearly dependent\n",
+    "\n",
+    "This in turn is equivalent to stating that the determinant is zero\n",
+    "\n",
+    "Hence to find all eigenvalues, we can look for $ \\lambda $ such that the\n",
+    "determinant of $ A - \\lambda I $ is zero\n",
+    "\n",
+    "This problem can be expressed as one of solving for the roots of a polynomial\n",
+    "in $ \\lambda $ of degree $ n $\n",
+    "\n",
+    "This in turn implies the existence of $ n $ solutions in the complex\n",
+    "plane, although some might be repeated\n",
+    "\n",
+    "Some nice facts about the eigenvalues of a square matrix $ A $ are as follows\n",
+    "\n",
+    "1. The determinant of $ A $ equals  the product of the eigenvalues  \n",
+    "1. The trace of $ A $ (the sum of the elements on the principal diagonal) equals the sum of the eigenvalues  \n",
+    "1. If $ A $ is symmetric, then all of its eigenvalues are real  \n",
+    "1. If $ A $ is invertible and $ \\lambda_1, \\ldots, \\lambda_n $ are its eigenvalues, then the eigenvalues of $ A^{-1} $ are $ 1/\\lambda_1, \\ldots, 1/\\lambda_n $  \n",
+    "\n",
+    "\n",
+    "A corollary of the first statement is that a matrix is invertible if and only if all its eigenvalues are nonzero\n",
+    "\n",
+    "Using SciPy, we can solve for the eigenvalues and eigenvectors of a matrix as\n",
+    "follows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 3.+0.j, -1.+0.j])"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A = ((1, 2),\n",
+    "     (2, 1))\n",
+    "\n",
+    "A = np.array(A)\n",
+    "evals, evecs = eig(A)\n",
+    "evals"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 0.70710678, -0.70710678],\n",
+       "       [ 0.70710678,  0.70710678]])"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "evecs"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Note that the *columns* of `evecs` are the eigenvectors\n",
+    "\n",
+    "Since any scalar multiple of an eigenvector is an eigenvector with the same\n",
+    "eigenvalue (check it), the eig routine normalizes the length of each eigenvector\n",
+    "to one"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Generalized Eigenvalues\n",
+    "\n",
+    "It is sometimes useful to consider the *generalized eigenvalue problem*, which, for given\n",
+    "matrices $ A $ and $ B $, seeks generalized eigenvalues\n",
+    "$ \\lambda $ and eigenvectors $ v $ such that\n",
+    "\n",
+    "$$\n",
+    "A v = \\lambda B v\n",
+    "$$\n",
+    "\n",
+    "This can be solved in SciPy via `scipy.linalg.eig(A, B)`\n",
+    "\n",
+    "Of course, if $ B $ is square and invertible, then we can treat the\n",
+    "generalized eigenvalue problem as an ordinary eigenvalue problem $ B^{-1}\n",
+    "A v = \\lambda v $, but this is not always the case"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Further Topics\n",
+    "\n",
+    "We round out our discussion by briefly mentioning several other important\n",
+    "topics"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Series Expansions\n",
+    "\n",
+    "\n",
+    "<a id='index-20'></a>\n",
+    "Recall the usual summation formula for a geometric progression, which states\n",
+    "that if $ |a| < 1 $, then $ \\sum_{k=0}^{\\infty} a^k = (1 - a)^{-1} $\n",
+    "\n",
+    "A generalization of this idea exists in the matrix setting\n",
+    "\n",
+    "\n",
+    "<a id='la-mn'></a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Matrix Norms\n",
+    "\n",
+    "\n",
+    "<a id='index-21'></a>\n",
+    "Let $ A $ be a square matrix, and let\n",
+    "\n",
+    "$$\n",
+    "\\| A \\| := \\max_{\\| x \\| = 1} \\| A x \\|\n",
+    "$$\n",
+    "\n",
+    "The norms on the right-hand side are ordinary vector norms, while the norm on\n",
+    "the left-hand side is a *matrix norm* — in this case, the so-called\n",
+    "*spectral norm*\n",
+    "\n",
+    "For example, for a square matrix $ S $, the condition $ \\| S \\| < 1 $ means that $ S $ is *contractive*, in the sense that it pulls all vectors towards the origin <sup><a href=#cfn id=cfn-link>[2]</a></sup>\n",
+    "\n",
+    "\n",
+    "<a id='la-neumann'></a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Neumann’s Theorem\n",
+    "\n",
+    "\n",
+    "<a id='index-23'></a>\n",
+    "Let $ A $ be a square matrix and let $ A^k := A A^{k-1} $ with $ A^1 := A $\n",
+    "\n",
+    "In other words, $ A^k $ is the $ k $-th power of $ A $\n",
+    "\n",
+    "Neumann’s theorem states the following: If $ \\| A^k \\| < 1 $ for some\n",
+    "$ k \\in \\mathbb{N} $, then $ I - A $ is invertible, and\n",
+    "\n",
+    "\n",
+    "<a id='equation-la-neumann'></a>\n",
+    "$$\n",
+    "(I - A)^{-1} = \\sum_{k=0}^{\\infty} A^k \\tag{4}\n",
+    "$$\n",
+    "\n",
+    "\n",
+    "<a id='la-neumann-remarks'></a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Spectral Radius\n",
+    "\n",
+    "\n",
+    "<a id='index-25'></a>\n",
+    "A result known as Gelfand’s formula tells us that, for any square matrix $ A $,\n",
+    "\n",
+    "$$\n",
+    "\\rho(A) = \\lim_{k \\to \\infty} \\| A^k \\|^{1/k}\n",
+    "$$\n",
+    "\n",
+    "Here $ \\rho(A) $ is the *spectral radius*, defined as $ \\max_i |\\lambda_i| $, where $ \\{\\lambda_i\\}_i $ is the set of eigenvalues of $ A $\n",
+    "\n",
+    "As a consequence of Gelfand’s formula, if all eigenvalues are strictly less than one in modulus,\n",
+    "there exists a $ k $ with $ \\| A^k \\| < 1 $\n",
+    "\n",
+    "In which case [(4)](#equation-la-neumann) is valid"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Positive Definite Matrices\n",
+    "\n",
+    "\n",
+    "<a id='index-27'></a>\n",
+    "Let $ A $ be a symmetric $ n \\times n $ matrix\n",
+    "\n",
+    "We say that $ A $ is\n",
+    "\n",
+    "1. *positive definite* if $ x' A x > 0 $ for every $ x \\in \\mathbb R ^n \\setminus \\{0\\} $  \n",
+    "1. *positive semi-definite* or *nonnegative definite* if $ x' A x \\geq 0 $ for every $ x \\in \\mathbb R ^n $  \n",
+    "\n",
+    "\n",
+    "Analogous definitions exist for negative definite and negative semi-definite matrices\n",
+    "\n",
+    "It is notable that if $ A $ is positive definite, then all of its eigenvalues\n",
+    "are strictly positive, and hence $ A $ is invertible (with positive\n",
+    "definite inverse)\n",
+    "\n",
+    "\n",
+    "<a id='la-mcalc'></a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Differentiating Linear and Quadratic forms\n",
+    "\n",
+    "\n",
+    "<a id='index-28'></a>\n",
+    "The following formulas are useful in many economic contexts.  Let\n",
+    "\n",
+    "- $ z, x $ and $ a $ all be $ n \\times 1 $ vectors  \n",
+    "- $ A $ be an $ n  \\times n $ matrix  \n",
+    "- $ B $ be an $ m \\times n $ matrix and $ y $ be an $ m  \\times 1 $ vector  \n",
+    "\n",
+    "\n",
+    "Then\n",
+    "\n",
+    "1. $ \\frac{\\partial a' x}{\\partial x} = a $  \n",
+    "1. $ \\frac{\\partial A x}{\\partial x} = A' $  \n",
+    "1. $ \\frac{\\partial x'A x}{\\partial x} = (A + A') x $  \n",
+    "1. $ \\frac{\\partial y'B z}{\\partial y} = B z $  \n",
+    "1. $ \\frac{\\partial y'B z}{\\partial B} = y z' $  \n",
+    "\n",
+    "\n",
+    "Exercise 1 below asks you to apply these formulas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Further Reading\n",
+    "\n",
+    "The documentation of the `scipy.linalg` submodule can be found [here](http://docs.scipy.org/doc/scipy/reference/linalg.html)\n",
+    "\n",
+    "Chapters 2 and 3 of the [Econometric Theory](http://www.johnstachurski.net/emet.html) contains\n",
+    "a discussion of linear algebra along the same lines as above, with solved exercises\n",
+    "\n",
+    "If you don’t mind a slightly abstract approach, a nice intermediate-level text on linear algebra\n",
+    "is [[Janich94]](https://lectures.quantecon.org/py/zreferences.html#janich1994)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Exercises"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercise 1\n",
+    "\n",
+    "Let $ x $ be a given $ n \\times 1 $ vector and consider the problem\n",
+    "\n",
+    "$$\n",
+    "v(x) =  \\max_{y,u} \\left\\{ - y'P y - u' Q u \\right\\}\n",
+    "$$\n",
+    "\n",
+    "subject to the linear constraint\n",
+    "\n",
+    "$$\n",
+    "y = A x + B u\n",
+    "$$\n",
+    "\n",
+    "Here\n",
+    "\n",
+    "- $ P $ is an $ n \\times n $ matrix and $ Q $ is an $ m \\times m $ matrix  \n",
+    "- $ A $ is an $ n \\times n $ matrix and $ B $ is an $ n \\times m $ matrix  \n",
+    "- both $ P $ and $ Q $ are symmetric and positive semidefinite  \n",
+    "\n",
+    "\n",
+    "(What must the dimensions of $ y $ and $ u $ be to make this a well-posed problem?)\n",
+    "\n",
+    "One way to solve the problem is to form the Lagrangian\n",
+    "\n",
+    "$$\n",
+    "\\mathcal L = - y' P y - u' Q u + \\lambda' \\left[A x + B u - y\\right]\n",
+    "$$\n",
+    "\n",
+    "where $ \\lambda $ is an $ n \\times 1 $ vector of Lagrange multipliers\n",
+    "\n",
+    "Try applying the formulas given above for differentiating quadratic and linear forms to obtain the first-order conditions for maximizing $ \\mathcal L $ with respect to $ y, u $ and minimizing it with respect to $ \\lambda $\n",
+    "\n",
+    "Show that these conditions imply that\n",
+    "\n",
+    "1. $ \\lambda = - 2 P y $  \n",
+    "1. The optimizing choice of $ u $ satisfies $ u = - (Q + B' P B)^{-1} B' P A x $  \n",
+    "1. The function $ v $ satisfies $ v(x) = - x' \\tilde P x $ where $ \\tilde P = A' P A - A'P B (Q + B'P B)^{-1} B' P A $  \n",
+    "\n",
+    "\n",
+    "As we will see, in economic contexts Lagrange multipliers often are shadow prices\n",
+    "\n",
+    ">**Note**\n",
+    ">\n",
+    ">If we don’t care about the Lagrange multipliers, we can substitute the constraint into the objective function, and then just maximize $ -(Ax + Bu)'P (Ax + Bu) - u' Q u $ with respect to $ u $.  You can verify that this leads to the same maximizer."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Solutions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Solution to Exercise 1\n",
+    "\n",
+    "We have an optimization problem:\n",
+    "\n",
+    "$$\n",
+    "v(x) = \\max_{y,u} \\{ -y'Py - u'Qu \\}\n",
+    "$$\n",
+    "\n",
+    "s.t.\n",
+    "\n",
+    "$$\n",
+    "y = Ax + Bu\n",
+    "$$\n",
+    "\n",
+    "with primitives\n",
+    "\n",
+    "- $ P $ be a symmetric and positive semidefinite $ n \\times n $\n",
+    "  matrix  \n",
+    "- $ Q $ be a symmetric and positive semidefinite $ m \\times m $\n",
+    "  matrix  \n",
+    "- $ A $ an $ n \\times n $ matrix  \n",
+    "- $ B $ an $ n \\times m $ matrix  \n",
+    "\n",
+    "\n",
+    "The associated Lagrangian is :\n",
+    "\n",
+    "$$\n",
+    "L = -y'Py - u'Qu + \\lambda' \\lbrack Ax + Bu - y \\rbrack\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### 1.\n",
+    "\n",
+    "Differentiating Lagrangian equation w.r.t y and setting its derivative\n",
+    "equal to zero yields\n",
+    "\n",
+    "$$\n",
+    "\\frac{ \\partial L}{\\partial y} = - (P + P') y - \\lambda = - 2 P y - \\lambda = 0 \\:,\n",
+    "$$\n",
+    "\n",
+    "since P is symmetric\n",
+    "\n",
+    "Accordingly, the first-order condition for maximizing L w.r.t. y implies\n",
+    "\n",
+    "$$\n",
+    "\\lambda = -2 Py \\:\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### 2.\n",
+    "\n",
+    "Differentiating Lagrangian equation w.r.t. u and setting its derivative\n",
+    "equal to zero yields\n",
+    "\n",
+    "$$\n",
+    "\\frac{ \\partial L}{\\partial u} = - (Q + Q') u - B'\\lambda = - 2Qu + B'\\lambda = 0 \\:\n",
+    "$$\n",
+    "\n",
+    "Substituting $ \\lambda = -2 P y $ gives\n",
+    "\n",
+    "$$\n",
+    "Qu + B'Py = 0 \\:\n",
+    "$$\n",
+    "\n",
+    "Substituting the linear constraint $ y = Ax + Bu $ into above\n",
+    "equation gives\n",
+    "\n",
+    "$$\n",
+    "Qu + B'P(Ax + Bu) = 0\n",
+    "$$\n",
+    "\n",
+    "$$\n",
+    "(Q + B'PB)u + B'PAx = 0\n",
+    "$$\n",
+    "\n",
+    "which is the first-order condition for maximizing L w.r.t. u\n",
+    "\n",
+    "Thus, the optimal choice of u must satisfy\n",
+    "\n",
+    "$$\n",
+    "u = -(Q + B'PB)^{-1}B'PAx \\:,\n",
+    "$$\n",
+    "\n",
+    "which follows from the definition of the first-order conditions for\n",
+    "Lagrangian equation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### 3.\n",
+    "\n",
+    "Rewriting our problem by substituting the constraint into the objective\n",
+    "function, we get\n",
+    "\n",
+    "$$\n",
+    "v(x) = \\max_{u} \\{ -(Ax+ Bu)'P(Ax+Bu) - u'Qu \\} \\:\n",
+    "$$\n",
+    "\n",
+    "Since we know the optimal choice of u satisfies $ u = -(Q +\n",
+    "B’PB)^{-1}B’PAx $, then\n",
+    "\n",
+    "$$\n",
+    "v(x) =  -(Ax+ B u)'P(Ax+B u) - u'Q u  \\,\\,\\,\\, with \\,\\,\\,\\, u = -(Q + B'PB)^{-1}B'PAx\n",
+    "$$\n",
+    "\n",
+    "To evaluate the function\n",
+    "\n",
+    "$$\n",
+    "\\begin{aligned}\n",
+    "v(x) &=  -(Ax+ B u)'P(Ax+Bu) - u'Q u \\\\\n",
+    "&= -(x'A' + u'B')P(Ax+Bu) - u'Q u \\\\\n",
+    "&= - x'A'PAx - u'B'PAx - x'A'PBu - u'B'PBu - u'Qu \\\\\n",
+    "&= - x'A'PAx - 2u'B'PAx - u'(Q + B'PB) u\n",
+    "\\end{aligned}\n",
+    "$$\n",
+    "\n",
+    "For simplicity, denote by $ S := (Q + B'PB)^{-1} B'PA $, then $ u =\n",
+    "-Sx$\n",
+    "\n",
+    "Regarding the second term $ - 2u'B'PAx $,\n",
+    "\n",
+    "$$\n",
+    "\\begin{aligned}\n",
+    "-2u'B'PAx &= -2 x'S'B'PAx  \\\\\n",
+    "& = 2 x'A'PB( Q + B'PB)^{-1} B'PAx\n",
+    "\\end{aligned}\n",
+    "$$\n",
+    "\n",
+    "Notice that the term $ (Q + B'PB)^{-1} $ is symmetric as both P and Q\n",
+    "are symmetric\n",
+    "\n",
+    "Regarding the third term $ - u'(Q + B'PB) u $,\n",
+    "\n",
+    "$$\n",
+    "\\begin{aligned}\n",
+    "-u'(Q + B'PB) u &= - x'S' (Q + B'PB)Sx \\\\\n",
+    "&= -x'A'PB(Q + B'PB)^{-1}B'PAx\n",
+    "\\end{aligned}\n",
+    "$$\n",
+    "\n",
+    "Hence, the summation of second and third terms is\n",
+    "$ x'A'PB(Q + B'PB)^{-1}B'PAx $\n",
+    "\n",
+    "This implies that\n",
+    "\n",
+    "$$\n",
+    "\\begin{aligned}\n",
+    " v(x) &= - x'A'PAx - 2u'B'PAx - u'(Q + B'PB) u\\\\\n",
+    " &= - x'A'PAx + x'A'PB(Q + B'PB)^{-1}B'PAx \\\\\n",
+    " &= -x'[A'PA - A'PB(Q + B'PB)^{-1}B'PA] x\n",
+    "\\end{aligned}\n",
+    "$$\n",
+    "\n",
+    "Therefore, the solution to the optimization problem\n",
+    "$ v(x) = -x' \\tilde{P}x $ follows the above result by denoting\n",
+    "$ \\tilde{P} := A'PA - A'PB(Q + B'PB)^{-1}B'PA $"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Footnotes**\n",
+    "\n",
+    "<p><a id=fn-mdt href=#fn-mdt-link><strong>[1]</strong></a> Although there is a specialized matrix data type defined in NumPy, it’s more standard to work with ordinary NumPy arrays.  See [this discussion](https://lectures.quantecon.org/py/numpy.html#numpy-matrix-multiplication).\n",
+    "\n",
+    "<p><a id=cfn href=#cfn-link><strong>[2]</strong></a> Suppose that $ \\|S \\| < 1 $. Take any nonzero vector $ x $, and let $ r := \\|x\\| $. We have $ \\| Sx \\| = r \\| S (x/r) \\| \\leq r \\| S \\| < r = \\| x\\| $. Hence every point is pulled towards the origin."
+   ]
+  }
+ ],
+ "metadata": {
+  "filename": "linear_algebra.rst",
+  "kernelspec": {
+   "display_name": "Python",
+   "language": "python3",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  },
+  "title": "Linear Algebra"
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/0-pre-requisitos/2-math/orth_proj.ipynb b/0-pre-requisitos/2-math/orth_proj.ipynb
new file mode 100755
index 0000000..b147a81
--- /dev/null
+++ b/0-pre-requisitos/2-math/orth_proj.ipynb
@@ -0,0 +1,1141 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Orthogonal Projections and Their Applications\n",
+    "\n",
+    "\n",
+    "<a id='index-0'></a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Contents\n",
+    "\n",
+    "- [Orthogonal Projections and Their Applications](#Orthogonal-Projections-and-Their-Applications)  \n",
+    "  - [Overview](#Overview)  \n",
+    "  - [Key Definitions](#Key-Definitions)  \n",
+    "  - [The Orthogonal Projection Theorem](#The-Orthogonal-Projection-Theorem)  \n",
+    "  - [Orthonormal Basis](#Orthonormal-Basis)  \n",
+    "  - [Projection Using Matrix Algebra](#Projection-Using-Matrix-Algebra)  \n",
+    "  - [Least Squares Regression](#Least-Squares-Regression)  \n",
+    "  - [Orthogonalization and Decomposition](#Orthogonalization-and-Decomposition)  \n",
+    "  - [Exercises](#Exercises)  \n",
+    "  - [Solutions](#Solutions)  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Overview\n",
+    "\n",
+    "Orthogonal projection is a cornerstone of vector space methods, with many diverse applications\n",
+    "\n",
+    "These include, but are not limited to,\n",
+    "\n",
+    "- Least squares projection, also known as linear regression  \n",
+    "- Conditional expectations for multivariate normal (Gaussian) distributions  \n",
+    "- Gram–Schmidt orthogonalization  \n",
+    "- QR decomposition  \n",
+    "- Orthogonal polynomials  \n",
+    "- etc  \n",
+    "\n",
+    "\n",
+    "In this lecture we focus on\n",
+    "\n",
+    "- key ideas  \n",
+    "- least squares regression  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Further Reading\n",
+    "\n",
+    "For background and foundational concepts, see our lecture [on linear algebra](https://lectures.quantecon.org/py/linear_algebra.html)\n",
+    "\n",
+    "For more proofs and greater theoretical detail, see [A Primer in Econometric Theory](http://www.johnstachurski.net/emet.html)\n",
+    "\n",
+    "For a complete set of proofs in a general setting, see, for example, [[Rom05]](https://lectures.quantecon.org/py/zreferences.html#roman2005)\n",
+    "\n",
+    "For an advanced treatment of projection in the context of least squares prediction, see [this book chapter](http://www.tomsargent.com/books/TOMchpt.2.pdf)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Key Definitions\n",
+    "\n",
+    "Assume  $ x, z \\in \\mathbb R^n $\n",
+    "\n",
+    "Define $ \\langle x,  z\\rangle = \\sum_i x_i z_i $\n",
+    "\n",
+    "Recall $ \\|x \\|^2 = \\langle x, x \\rangle $\n",
+    "\n",
+    "The **law of cosines** states that $ \\langle x, z \\rangle = \\| x \\| \\| z \\| \\cos(\\theta) $ where $ \\theta $ is the angle between the vectors $ x $ and $ z $\n",
+    "\n",
+    "When $ \\langle x,  z\\rangle = 0 $, then $ \\cos(\\theta) = 0 $ and  $ x $ and $ z $ are said to be **orthogonal** and we write $ x \\perp z $\n",
+    "\n",
+    "<img src=\"https://s3-ap-southeast-2.amazonaws.com/lectures.quantecon.org/py/_static/figures/orth_proj_def1.png\" style=\"width:50%;height:50%\">\n",
+    "\n",
+    "  \n",
+    "For a linear subspace  $ S \\subset \\mathbb R^n $, we call $ x \\in \\mathbb R^n $ **orthogonal to** $ S $ if $ x \\perp z $ for all $ z \\in S $, and write $ x \\perp S $\n",
+    "\n",
+    "<img src=\"https://s3-ap-southeast-2.amazonaws.com/lectures.quantecon.org/py/_static/figures/orth_proj_def2.png\" style=\"width:50%;height:50%\">\n",
+    "\n",
+    "  \n",
+    "The **orthogonal complement** of linear subspace $ S \\subset \\mathbb R^n $ is the set $ S^{\\perp} := \\{x \\in \\mathbb R^n \\,:\\, x \\perp S\\} $\n",
+    "\n",
+    "<img src=\"https://s3-ap-southeast-2.amazonaws.com/lectures.quantecon.org/py/_static/figures/orth_proj_def3.png\" style=\"width:50%;height:50%\">\n",
+    "\n",
+    "  \n",
+    "$ S^\\perp $ is  a linear subspace of $ \\mathbb R^n $\n",
+    "\n",
+    "- To see this, fix $ x, y \\in S^{\\perp} $ and $ \\alpha, \\beta \\in \\mathbb R $  \n",
+    "- Observe that if $ z \\in S $, then  \n",
+    "\n",
+    "\n",
+    "$$\n",
+    "\\langle \\alpha x + \\beta y, z \\rangle\n",
+    "= \\alpha \\langle x, z \\rangle + \\beta \\langle y, z \\rangle\n",
+    " = \\alpha \\times 0  + \\beta \\times 0 = 0\n",
+    "$$\n",
+    "\n",
+    "- Hence $ \\alpha x + \\beta y \\in S^{\\perp} $, as was to be shown  \n",
+    "\n",
+    "\n",
+    "A set of vectors $ \\{x_1, \\ldots, x_k\\} \\subset \\mathbb R^n $ is called an **orthogonal set** if $ x_i \\perp x_j $ whenever $ i \\not= j $\n",
+    "\n",
+    "If $ \\{x_1, \\ldots, x_k\\} $ is an orthogonal set, then the **Pythagorean Law** states that\n",
+    "\n",
+    "$$\n",
+    "\\| x_1 + \\cdots + x_k \\|^2\n",
+    "= \\| x_1 \\|^2 + \\cdots + \\| x_k \\|^2\n",
+    "$$\n",
+    "\n",
+    "For example, when  $ k=2 $, $ x_1 \\perp x_2 $ implies\n",
+    "\n",
+    "$$\n",
+    "\\| x_1 + x_2 \\|^2\n",
+    " = \\langle x_1 + x_2, x_1 + x_2 \\rangle\n",
+    " = \\langle x_1, x_1 \\rangle + 2 \\langle  x_2, x_1 \\rangle + \\langle x_2, x_2 \\rangle\n",
+    " = \\| x_1 \\|^2 + \\| x_2 \\|^2\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Linear Independence vs Orthogonality\n",
+    "\n",
+    "If $ X \\subset \\mathbb R^n $ is an orthogonal set and $ 0 \\notin X $, then $ X $ is linearly independent\n",
+    "\n",
+    "Proving this is a nice exercise\n",
+    "\n",
+    "While the converse is not true, a kind of partial converse holds, as we’ll [see below](#gram-schmidt)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## The Orthogonal Projection Theorem\n",
+    "\n",
+    "What vector within a linear subspace of $ \\mathbb R^n $  best approximates a given vector in $ \\mathbb R^n $?\n",
+    "\n",
+    "The next theorem provides answers this question\n",
+    "\n",
+    "**Theorem** (OPT) Given $ y \\in \\mathbb R^n $ and linear subspace $ S \\subset \\mathbb R^n $,\n",
+    "there exists a unique solution to the minimization problem\n",
+    "\n",
+    "$$\n",
+    "\\hat y := \\argmin_{z \\in S} \\|y - z\\|\n",
+    "$$\n",
+    "\n",
+    "The minimizer $ \\hat y $ is the unique vector in $ \\mathbb R^n $ that satisfies\n",
+    "\n",
+    "- $ \\hat y \\in S $  \n",
+    "- $ y - \\hat y \\perp S $  \n",
+    "\n",
+    "\n",
+    "The vector $ \\hat y $ is called the **orthogonal projection** of $ y $ onto $ S $\n",
+    "\n",
+    "The next figure provides some intuition\n",
+    "\n",
+    "<img src=\"https://s3-ap-southeast-2.amazonaws.com/lectures.quantecon.org/py/_static/figures/orth_proj_thm1.png\" style=\"width:50%;height:50%\">"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Proof of sufficiency\n",
+    "\n",
+    "We’ll omit the full proof.\n",
+    "\n",
+    "But we will prove sufficiency of the asserted conditions\n",
+    "\n",
+    "To this end, let $ y \\in \\mathbb R^n $ and let $ S $ be a linear subspace of $ \\mathbb R^n $\n",
+    "\n",
+    "Let $ \\hat y $ be a vector in $ \\mathbb R^n $ such that $ \\hat y \\in S $ and $ y - \\hat y \\perp S $\n",
+    "\n",
+    "Let $ z $ be any other point in $ S $ and use the fact that $ S $ is a linear subspace to deduce\n",
+    "\n",
+    "$$\n",
+    "\\| y - z \\|^2\n",
+    "= \\| (y - \\hat y) + (\\hat y - z) \\|^2\n",
+    "= \\| y - \\hat y \\|^2  + \\| \\hat y - z  \\|^2\n",
+    "$$\n",
+    "\n",
+    "Hence $ \\| y - z \\| \\geq \\| y - \\hat y \\| $, which completes the proof"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Orthogonal Projection as a Mapping\n",
+    "\n",
+    "For a linear space $ Y $ and a fixed linear subspace $ S $, we have a functional relationship\n",
+    "\n",
+    "$$\n",
+    "y \\in Y\\; \\mapsto \\text{ its orthogonal projection } \\hat y \\in S\n",
+    "$$\n",
+    "\n",
+    "By the OPT, this is a well-defined mapping  or *operator* from $ \\mathbb R^n $ to $ \\mathbb R^n $\n",
+    "\n",
+    "In what follows we denote this operator by a matrix $ P $\n",
+    "\n",
+    "- $ P y $ represents the projection $ \\hat y $  \n",
+    "- This is sometimes expressed as $ \\hat E_S y = P y $, where $ \\hat E $ denotes a **wide-sense expectations operator** and the subscript $ S $ indicates that we are projecting $ y $ onto the linear subspace $ S $  \n",
+    "\n",
+    "\n",
+    "The operator $ P $ is called the **orthogonal projection mapping onto** $ S $\n",
+    "\n",
+    "<img src=\"https://s3-ap-southeast-2.amazonaws.com/lectures.quantecon.org/py/_static/figures/orth_proj_thm2.png\" style=\"width:50%;height:50%\">\n",
+    "\n",
+    "  \n",
+    "It is immediate from the OPT that for any $ y \\in \\mathbb R^n $\n",
+    "\n",
+    "1. $ P y \\in S $ and  \n",
+    "1. $ y - P y \\perp S $  \n",
+    "\n",
+    "\n",
+    "From this we can deduce additional useful properties, such as\n",
+    "\n",
+    "1. $ \\| y \\|^2 = \\| P y \\|^2 + \\| y - P y \\|^2 $ and  \n",
+    "1. $ \\| P y \\| \\leq \\| y \\| $  \n",
+    "\n",
+    "\n",
+    "For example, to prove 1, observe that $ y  = P y  + y - P y $ and apply the Pythagorean law"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Orthogonal Complement\n",
+    "\n",
+    "Let $ S \\subset \\mathbb R^n $.\n",
+    "\n",
+    "The **orthogonal complement** of $ S $ is the linear subspace $ S^{\\perp} $ that satisfies\n",
+    "$ x_1 \\perp x_2 $ for every $ x_1 \\in S $ and $ x_2 \\in S^{\\perp} $\n",
+    "\n",
+    "Let $ Y $ be a linear space with linear subspace $ S $ and its orthogonal complement $ S^{\\perp} $\n",
+    "\n",
+    "We write\n",
+    "\n",
+    "$$\n",
+    "Y = S \\oplus S^{\\perp}\n",
+    "$$\n",
+    "\n",
+    "to indicate that for every $ y \\in Y $ there is unique $ x_1 \\in S $ and a unique $ x_2 \\in S^{\\perp} $\n",
+    "such that $ y = x_1 + x_2 $\n",
+    "\n",
+    "Moreover, $ x_1 = \\hat E_S y $ and $ x_2 = y - \\hat E_S y $\n",
+    "\n",
+    "This amounts to another version of the OPT:\n",
+    "\n",
+    "**Theorem**.  If $ S $ is a linear subspace of $ \\mathbb R^n $, $ \\hat E_S y = P y $ and $ \\hat E_{S^{\\perp}} y = M y $, then\n",
+    "\n",
+    "$$\n",
+    "P y \\perp M y\n",
+    " \\quad \\text{and} \\quad\n",
+    "y = P y + M y\n",
+    " \\quad \\text{for all } \\, y \\in \\mathbb R^n\n",
+    "$$\n",
+    "\n",
+    "The next figure illustrates\n",
+    "\n",
+    "<img src=\"https://s3-ap-southeast-2.amazonaws.com/lectures.quantecon.org/py/_static/figures/orth_proj_thm3.png\" style=\"width:50%;height:50%\">"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Orthonormal Basis\n",
+    "\n",
+    "An orthogonal set of vectors $ O \\subset \\mathbb R^n $ is called an **orthonormal set** if $ \\| u \\| = 1 $ for all $ u \\in O $\n",
+    "\n",
+    "Let $ S $ be a linear subspace of $ \\mathbb R^n $ and let $ O \\subset S $\n",
+    "\n",
+    "If $ O $ is orthonormal and $ \\mathop{\\mathrm{span}} O = S $, then $ O $ is called an **orthonormal basis** of $ S $\n",
+    "\n",
+    "$ O $ is necessarily a basis of $ S $ (being independent by orthogonality and the fact that no element is the zero vector)\n",
+    "\n",
+    "One example of an orthonormal set is the canonical basis $ \\{e_1, \\ldots, e_n\\} $\n",
+    "that forms an orthonormal basis of $ \\mathbb R^n $, where $ e_i $ is the $ i $ th unit vector\n",
+    "\n",
+    "If $ \\{u_1, \\ldots, u_k\\} $ is an orthonormal basis of linear subspace $ S $, then\n",
+    "\n",
+    "$$\n",
+    "x = \\sum_{i=1}^k \\langle x, u_i \\rangle u_i\n",
+    "\\quad \\text{for all} \\quad\n",
+    "x \\in S\n",
+    "$$\n",
+    "\n",
+    "To see this, observe that since $ x \\in \\mathop{\\mathrm{span}}\\{u_1, \\ldots, u_k\\} $, we can find\n",
+    "scalars $ \\alpha_1, \\ldots, \\alpha_k $ that verify\n",
+    "\n",
+    "\n",
+    "<a id='equation-pob'></a>\n",
+    "$$\n",
+    "x = \\sum_{j=1}^k \\alpha_j u_j \\tag{1}\n",
+    "$$\n",
+    "\n",
+    "Taking the inner product with respect to $ u_i $ gives\n",
+    "\n",
+    "$$\n",
+    "\\langle x, u_i \\rangle\n",
+    "= \\sum_{j=1}^k \\alpha_j \\langle u_j, u_i \\rangle\n",
+    "= \\alpha_i\n",
+    "$$\n",
+    "\n",
+    "Combining this result with [(1)](#equation-pob) verifies the claim"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Projection onto an Orthonormal Basis\n",
+    "\n",
+    "When the subspace onto which are projecting is orthonormal, computing the projection simplifies:\n",
+    "\n",
+    "**Theorem** If $ \\{u_1, \\ldots, u_k\\} $ is an orthonormal basis for $ S $, then\n",
+    "\n",
+    "\n",
+    "<a id='equation-exp-for-op'></a>\n",
+    "$$\n",
+    "P y = \\sum_{i=1}^k \\langle y, u_i \\rangle u_i,\n",
+    "\\quad\n",
+    "\\forall \\; y \\in \\mathbb R^n \\tag{2}\n",
+    "$$\n",
+    "\n",
+    "Proof: Fix $ y \\in \\mathbb R^n $ and let $ P y $ be  defined as in [(2)](#equation-exp-for-op)\n",
+    "\n",
+    "Clearly, $ P y \\in S $\n",
+    "\n",
+    "We claim that $ y - P y \\perp S $ also holds\n",
+    "\n",
+    "It sufficies to show that $ y - P y \\perp $ any basis vector $ u_i $ (why?)\n",
+    "\n",
+    "This is true because\n",
+    "\n",
+    "$$\n",
+    "\\left\\langle y - \\sum_{i=1}^k \\langle y, u_i \\rangle u_i, u_j \\right\\rangle\n",
+    "= \\langle y, u_j \\rangle  - \\sum_{i=1}^k \\langle y, u_i \\rangle\n",
+    "\\langle u_i, u_j  \\rangle = 0\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Projection Using Matrix Algebra\n",
+    "\n",
+    "Let $ S $ be a linear subspace of $ \\mathbb R^n $ and  let $ y \\in \\mathbb R^n $\n",
+    "\n",
+    "We want to compute the matrix $ P $ that verifies\n",
+    "\n",
+    "$$\n",
+    "\\hat E_S y = P y\n",
+    "$$\n",
+    "\n",
+    "Evidently  $ Py $ is a linear function from $ y \\in \\mathbb R^n $ to $ P y \\in \\mathbb R^n $\n",
+    "\n",
+    "This reference is useful [https://en.wikipedia.org/wiki/Linear_map#Matrices](https://en.wikipedia.org/wiki/Linear_map#Matrices)\n",
+    "\n",
+    "**Theorem.** Let the columns of $ n \\times k $ matrix $ X $ form a basis of $ S $.  Then\n",
+    "\n",
+    "$$\n",
+    "P = X (X'X)^{-1} X'\n",
+    "$$\n",
+    "\n",
+    "Proof: Given arbitrary $ y \\in \\mathbb R^n $ and $ P = X (X'X)^{-1} X' $, our claim is that\n",
+    "\n",
+    "1. $ P y \\in S $, and  \n",
+    "1. $ y - P y \\perp S $  \n",
+    "\n",
+    "\n",
+    "Claim 1 is true because\n",
+    "\n",
+    "$$\n",
+    "P y = X (X' X)^{-1} X' y = X a\n",
+    "\\quad \\text{when} \\quad\n",
+    "a := (X' X)^{-1} X' y\n",
+    "$$\n",
+    "\n",
+    "An expression of the form $ X a $ is precisely a linear combination of the\n",
+    "columns of $ X $, and hence an element of $ S $\n",
+    "\n",
+    "Claim 2 is equivalent to the statement\n",
+    "\n",
+    "$$\n",
+    "y - X (X' X)^{-1} X' y \\, \\perp\\,  X b\n",
+    "\\quad \\text{for all} \\quad\n",
+    "b \\in \\mathbb R^K\n",
+    "$$\n",
+    "\n",
+    "This is true: If $ b \\in \\mathbb R^K $, then\n",
+    "\n",
+    "$$\n",
+    "(X b)' [y - X (X' X)^{-1} X'\n",
+    "y]\n",
+    "= b' [X' y - X' y]\n",
+    "= 0\n",
+    "$$\n",
+    "\n",
+    "The proof is now complete"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Starting with $ X $\n",
+    "\n",
+    "It is common in applications to start with $ n \\times k $ matrix $ X $  with linearly independent columns and let\n",
+    "\n",
+    "$$\n",
+    "S := \\mathop{\\mathrm{span}} X := \\mathop{\\mathrm{span}} \\{\\col_1 X, \\ldots, \\col_k X \\}\n",
+    "$$\n",
+    "\n",
+    "Then the columns of $ X $ form a basis of $ S $\n",
+    "\n",
+    "From the preceding theorem, $ P = X (X' X)^{-1} X' y $ projects $ y $ onto $ S $\n",
+    "\n",
+    "In this context, $ P $ is often called the **projection matrix**\n",
+    "\n",
+    "- The matrix $ M = I - P $ satisfies $ M y = \\hat E_{S^{\\perp}} y $ and is sometimes called the **annihilator matrix**  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### The Orthonormal Case\n",
+    "\n",
+    "Suppose that $ U $ is $ n \\times k $ with orthonormal columns\n",
+    "\n",
+    "Let $ u_i := \\mathop{\\mathrm{col}} U_i $ for each $ i $, let $ S := \\mathop{\\mathrm{span}} U $ and let $ y \\in \\mathbb R^n $\n",
+    "\n",
+    "We know that the projection of $ y $ onto $ S $ is\n",
+    "\n",
+    "$$\n",
+    "P y = U (U' U)^{-1} U' y\n",
+    "$$\n",
+    "\n",
+    "Since $ U $ has orthonormal columns, we have $ U' U = I $\n",
+    "\n",
+    "Hence\n",
+    "\n",
+    "$$\n",
+    "P y\n",
+    "= U U' y\n",
+    "= \\sum_{i=1}^k \\langle u_i, y \\rangle u_i\n",
+    "$$\n",
+    "\n",
+    "We have recovered our earlier result about projecting onto the span of an orthonormal\n",
+    "basis"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Application: Overdetermined Systems of Equations\n",
+    "\n",
+    "Let $ y \\in \\mathbb R^n $ and let $ X $ is $ n \\times k $ with linearly independent columns\n",
+    "\n",
+    "Given $ X $ and $ y $, we seek $ b \\in \\mathbb R^k $ satisfying the system of linear equations $ X b = y $\n",
+    "\n",
+    "If $ n > k $ (more equations than unknowns), then $ b $ is said to be **overdetermined**\n",
+    "\n",
+    "Intuitively, we may not be able find a $ b $ that satisfies all $ n $ equations\n",
+    "\n",
+    "The best approach here is to\n",
+    "\n",
+    "- Accept that an exact solution may not exist  \n",
+    "- Look instead for an approximate solution  \n",
+    "\n",
+    "\n",
+    "By approximate solution, we mean a $ b \\in \\mathbb R^k $ such that $ X b $ is as close to $ y $ as possible\n",
+    "\n",
+    "The next theorem shows that the solution is well defined and unique\n",
+    "\n",
+    "The proof uses the OPT\n",
+    "\n",
+    "**Theorem** The unique minimizer of  $ \\| y - X b \\| $ over $ b \\in \\mathbb R^K $ is\n",
+    "\n",
+    "$$\n",
+    "\\hat \\beta := (X' X)^{-1} X' y\n",
+    "$$\n",
+    "\n",
+    "Proof:  Note that\n",
+    "\n",
+    "$$\n",
+    "X \\hat \\beta = X (X' X)^{-1} X' y =\n",
+    "P y\n",
+    "$$\n",
+    "\n",
+    "Since $ P y $ is the orthogonal projection onto $ \\mathop{\\mathrm{span}}(X) $ we have\n",
+    "\n",
+    "$$\n",
+    "\\| y - P y \\|\n",
+    "\\leq \\| y - z \\| \\text{ for any } z \\in \\mathop{\\mathrm{span}}(X)\n",
+    "$$\n",
+    "\n",
+    "Because $ Xb \\in \\mathop{\\mathrm{span}}(X) $\n",
+    "\n",
+    "$$\n",
+    "\\| y - X \\hat \\beta \\|\n",
+    "\\leq \\| y - X b \\| \\text{ for any } b \\in \\mathbb R^K\n",
+    "$$\n",
+    "\n",
+    "This is what we aimed to show"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Least Squares Regression\n",
+    "\n",
+    "Let’s apply the theory of orthogonal projection to least squares regression\n",
+    "\n",
+    "This approach provides insights about  many geometric  properties of linear regression\n",
+    "\n",
+    "We treat only some examples"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Squared risk measures\n",
+    "\n",
+    "Given pairs $ (x, y) \\in \\mathbb R^K \\times \\mathbb R $, consider choosing $ f \\colon \\mathbb R^K \\to \\mathbb R $ to minimize\n",
+    "the **risk**\n",
+    "\n",
+    "$$\n",
+    "R(f) := \\mathbb{E}\\, [(y - f(x))^2]\n",
+    "$$\n",
+    "\n",
+    "If probabilities and hence $ \\mathbb{E}\\, $ are unknown, we cannot solve this problem directly\n",
+    "\n",
+    "However, if a sample is available, we can estimate the risk with the **empirical risk**:\n",
+    "\n",
+    "$$\n",
+    "\\min_{f \\in \\mathcal{F}} \\frac{1}{N} \\sum_{n=1}^N (y_n - f(x_n))^2\n",
+    "$$\n",
+    "\n",
+    "Minimizing this expression is called **empirical risk minimization**\n",
+    "\n",
+    "The set $ \\mathcal{F} $ is sometimes called the hypothesis space\n",
+    "\n",
+    "The theory of statistical learning tells us that to prevent overfitting we should take the set $ \\mathcal{F} $ to be relatively simple\n",
+    "\n",
+    "If we let $ \\mathcal{F} $ be the class of linear functions $ 1/N $, the problem is\n",
+    "\n",
+    "$$\n",
+    "\\min_{b \\in \\mathbb R^K} \\;\n",
+    "\\sum_{n=1}^N (y_n - b' x_n)^2\n",
+    "$$\n",
+    "\n",
+    "This is the sample **linear least squares problem**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Solution\n",
+    "\n",
+    "Define the matrices\n",
+    "\n",
+    "$$\n",
+    "y :=\n",
+    "\\left(\n",
+    "\\begin{array}{c}\n",
+    "    y_1 \\\\\n",
+    "    y_2 \\\\\n",
+    "    \\vdots \\\\\n",
+    "    y_N\n",
+    "\\end{array}\n",
+    "\\right),\n",
+    "\\quad\n",
+    "x_n :=\n",
+    "\\left(\n",
+    "\\begin{array}{c}\n",
+    "    x_{n1} \\\\\n",
+    "    x_{n2} \\\\\n",
+    "    \\vdots \\\\\n",
+    "    x_{nK}\n",
+    "\\end{array}\n",
+    "\\right)\n",
+    "= \\text{ $n$-th obs on all regressors}\n",
+    "$$\n",
+    "\n",
+    "and\n",
+    "\n",
+    "$$\n",
+    "X :=\n",
+    "\\left(\n",
+    "\\begin{array}{c}\n",
+    "    x_1'  \\\\\n",
+    "    x_2'  \\\\\n",
+    "    \\vdots     \\\\\n",
+    "    x_N'\n",
+    "\\end{array}\n",
+    "\\right)\n",
+    ":=:\n",
+    "\\left(\n",
+    "\\begin{array}{cccc}\n",
+    "    x_{11} & x_{12} & \\cdots & x_{1K} \\\\\n",
+    "    x_{21} & x_{22} & \\cdots & x_{2K} \\\\\n",
+    "    \\vdots & \\vdots &  & \\vdots \\\\\n",
+    "    x_{N1} & x_{N2} & \\cdots & x_{NK}\n",
+    "\\end{array}\n",
+    "\\right)\n",
+    "$$\n",
+    "\n",
+    "We assume throughout that $ N > K $ and $ X $ is full column rank\n",
+    "\n",
+    "If you work through the algebra, you will be able to verify that $ \\| y - X b \\|^2 = \\sum_{n=1}^N (y_n - b' x_n)^2 $\n",
+    "\n",
+    "Since monotone transforms don’t affect minimizers, we have\n",
+    "\n",
+    "$$\n",
+    "\\argmin_{b \\in \\mathbb R^K} \\sum_{n=1}^N (y_n - b' x_n)^2\n",
+    "= \\argmin_{b \\in \\mathbb R^K} \\| y - X b \\|\n",
+    "$$\n",
+    "\n",
+    "By our results about overdetermined linear systems of equations, the solution is\n",
+    "\n",
+    "$$\n",
+    "\\hat \\beta := (X' X)^{-1} X' y\n",
+    "$$\n",
+    "\n",
+    "Let $ P $ and $ M $ be the projection and annihilator associated with $ X $:\n",
+    "\n",
+    "$$\n",
+    "P := X (X' X)^{-1} X'\n",
+    "\\quad \\text{and} \\quad\n",
+    "M := I - P\n",
+    "$$\n",
+    "\n",
+    "The **vector of fitted values** is\n",
+    "\n",
+    "$$\n",
+    "\\hat y := X \\hat \\beta = P y\n",
+    "$$\n",
+    "\n",
+    "The **vector of residuals** is\n",
+    "\n",
+    "$$\n",
+    "\\hat u :=  y - \\hat y = y - P y = M y\n",
+    "$$\n",
+    "\n",
+    "Here are some more standard definitions:\n",
+    "\n",
+    "- The **total sum of squares** is $ :=  \\| y \\|^2 $  \n",
+    "- The **sum of squared residuals** is $ := \\| \\hat u \\|^2 $  \n",
+    "- The **explained sum of squares** is $ := \\| \\hat y \\|^2 $  \n",
+    "\n",
+    "\n",
+    "> TSS = ESS + SSR\n",
+    "\n",
+    "\n",
+    "We can prove this easily using the OPT\n",
+    "\n",
+    "From the OPT we have $ y =  \\hat y + \\hat u $ and $ \\hat u \\perp \\hat y $\n",
+    "\n",
+    "Applying the Pythagorean law completes the proof"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Orthogonalization and Decomposition\n",
+    "\n",
+    "Let’s return to the connection between linear independence and orthogonality touched on above\n",
+    "\n",
+    "A result of much interest is a famous algorithm for constructing orthonormal sets from linearly independent sets\n",
+    "\n",
+    "The next section gives details\n",
+    "\n",
+    "\n",
+    "<a id='gram-schmidt'></a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Gram-Schmidt Orthogonalization\n",
+    "\n",
+    "**Theorem** For each linearly independent set $ \\{x_1, \\ldots, x_k\\} \\subset \\mathbb R^n $, there exists an\n",
+    "orthonormal set $ \\{u_1, \\ldots, u_k\\} $ with\n",
+    "\n",
+    "$$\n",
+    "\\mathop{\\mathrm{span}} \\{x_1, \\ldots, x_i\\} =\n",
+    "\\mathop{\\mathrm{span}} \\{u_1, \\ldots, u_i\\}\n",
+    "\\quad \\text{for} \\quad\n",
+    "i = 1, \\ldots, k\n",
+    "$$\n",
+    "\n",
+    "The **Gram-Schmidt orthogonalization** procedure constructs an orthogonal set $ \\{ u_1, u_2, \\ldots, u_n\\} $\n",
+    "\n",
+    "One description of this procedure is as follows:\n",
+    "\n",
+    "- For $ i = 1, \\ldots, k $, form $ S_i := \\mathop{\\mathrm{span}}\\{x_1, \\ldots, x_i\\} $ and $ S_i^{\\perp} $  \n",
+    "- Set $ v_1 = x_1 $  \n",
+    "- For $ i \\geq 2 $ set $ v_i := \\hat E_{S_{i-1}^{\\perp}} x_i $ and $ u_i := v_i / \\| v_i \\| $  \n",
+    "\n",
+    "\n",
+    "The sequence $ u_1, \\ldots, u_k $ has the stated properties\n",
+    "\n",
+    "A Gram-Schmidt orthogonalization construction is a key idea behind the Kalman filter described in [A First Look at the Kalman filter](https://lectures.quantecon.org/py/kalman.html)\n",
+    "\n",
+    "In some exercises below you are asked to implement this algorithm and test it using projection"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### QR Decomposition\n",
+    "\n",
+    "The following result uses the preceding algorithm to produce a useful decomposition\n",
+    "\n",
+    "**Theorem** If $ X $ is $ n \\times k $ with linearly independent columns, then there exists a factorization $ X = Q R $ where\n",
+    "\n",
+    "- $ R $ is $ k \\times k $, upper triangular, and nonsingular  \n",
+    "- $ Q $ is $ n \\times k $ with orthonormal columns  \n",
+    "\n",
+    "\n",
+    "Proof sketch: Let\n",
+    "\n",
+    "- $ x_j := \\col_j (X) $  \n",
+    "- $ \\{u_1, \\ldots, u_k\\} $ be orthonormal with same span as $ \\{x_1, \\ldots, x_k\\} $ (to be constructed using Gram–Schmidt)  \n",
+    "- $ Q $ be formed from cols $ u_i $  \n",
+    "\n",
+    "\n",
+    "Since $ x_j \\in \\mathop{\\mathrm{span}}\\{u_1, \\ldots, u_j\\} $, we have\n",
+    "\n",
+    "$$\n",
+    "x_j = \\sum_{i=1}^j \\langle u_i, x_j  \\rangle u_i\n",
+    "\\quad \\text{for } j = 1, \\ldots, k\n",
+    "$$\n",
+    "\n",
+    "Some rearranging gives $ X = Q R $"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Linear Regression via QR Decomposition\n",
+    "\n",
+    "For matrices $ X $ and $ y $ that overdetermine $ beta $ in the linear\n",
+    "equation system $ y = X \\beta $, we found  the least squares approximator $ \\hat \\beta = (X' X)^{-1} X' y $\n",
+    "\n",
+    "Using the QR decomposition $ X = Q R $ gives\n",
+    "\n",
+    "$$\n",
+    "\\begin{aligned}\n",
+    "    \\hat \\beta\n",
+    "    & = (R'Q' Q R)^{-1} R' Q' y \\\\\n",
+    "    & = (R' R)^{-1} R' Q' y \\\\\n",
+    "    & = R^{-1} (R')^{-1} R' Q' y\n",
+    "        = R^{-1} Q' y\n",
+    "\\end{aligned}\n",
+    "$$\n",
+    "\n",
+    "Numerical routines would in this case use the alternative form $ R \\hat \\beta = Q' y $ and back substitution"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Exercises"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercise 1\n",
+    "\n",
+    "Show that, for any linear subspace $ S \\subset \\mathbb R^n $,  $ S \\cap S^{\\perp} = \\{0\\} $"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercise 2\n",
+    "\n",
+    "Let $ P = X (X' X)^{-1} X' $ and let $ M = I - P $.  Show that\n",
+    "$ P $ and $ M $ are both idempotent and symmetric.  Can you give any\n",
+    "intuition as to why they should be idempotent?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercise 3\n",
+    "\n",
+    "Using Gram-Schmidt orthogonalization, produce a linear projection of $ y $ onto the column space of $ X $ and verify this using the projection matrix $ P := X (X' X)^{-1} X' $ and also using QR decomposition, where:\n",
+    "\n",
+    "$$\n",
+    "y :=\n",
+    "\\left(\n",
+    "\\begin{array}{c}\n",
+    "    1 \\\\\n",
+    "    3 \\\\\n",
+    "    -3\n",
+    "\\end{array}\n",
+    "\\right),\n",
+    "\\quad\n",
+    "$$\n",
+    "\n",
+    "and\n",
+    "\n",
+    "$$\n",
+    "X :=\n",
+    "\\left(\n",
+    "\\begin{array}{cc}\n",
+    "    1 &  0  \\\\\n",
+    "    0 & -6 \\\\\n",
+    "    2 &  2\n",
+    "\\end{array}\n",
+    "\\right)\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Solutions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercise 1\n",
+    "\n",
+    "If $ x \\in S $ and $ x \\in S^\\perp $, then we have in particular\n",
+    "that $ \\langle x, x \\rangle = 0 $, ut then $ x = 0 $"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercise 2\n",
+    "\n",
+    "Symmetry and idempotence of $ M $ and $ P $ can be established\n",
+    "using standard rules for matrix algebra. The intuition behind\n",
+    "idempotence of $ M $ and $ P $ is that both are orthogonal\n",
+    "projections. After a point is projected into a given subspace, applying\n",
+    "the projection again makes no difference. (A point inside the subspace\n",
+    "is not shifted by orthogonal projection onto that space because it is\n",
+    "already the closest point in the subspace to itself.)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercise 3\n",
+    "\n",
+    "Here’s a function that computes the orthonormal vectors using the GS\n",
+    "algorithm given in the lecture"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "def gram_schmidt(X):\n",
+    "    \"\"\"\n",
+    "    Implements Gram-Schmidt orthogonalization.\n",
+    "\n",
+    "    Parameters\n",
+    "    ----------\n",
+    "    X : an n x k array with linearly independent columns\n",
+    "\n",
+    "    Returns\n",
+    "    -------\n",
+    "    U : an n x k array with orthonormal columns\n",
+    "\n",
+    "    \"\"\"\n",
+    "\n",
+    "    # Set up\n",
+    "    n, k = X.shape\n",
+    "    U = np.empty((n, k))\n",
+    "    I = np.eye(n)\n",
+    "\n",
+    "    # The first col of U is just the normalized first col of X\n",
+    "    v1 = X[:,0]\n",
+    "    U[:, 0] = v1 / np.sqrt(np.sum(v1 * v1))\n",
+    "\n",
+    "    for i in range(1, k):\n",
+    "        # Set up\n",
+    "        b = X[:, i]       # The vector we're going to project\n",
+    "        Z = X[:, 0:i]     # First i-1 columns of X\n",
+    "\n",
+    "        # Project onto the orthogonal complement of the col span of Z\n",
+    "        M = I - Z @ np.linalg.inv(Z.T @ Z) @ Z.T\n",
+    "        u = M @ b\n",
+    "\n",
+    "        # Normalize\n",
+    "        U[:, i] = u / np.sqrt(np.sum(u * u))\n",
+    "\n",
+    "    return U"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Here are the arrays we’ll work with"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [],
+   "source": [
+    "y = [1, 3, -3]\n",
+    "\n",
+    "X = [[1,  0],\n",
+    "     [0, -6],\n",
+    "     [2,  2]]\n",
+    "\n",
+    "X, y = [np.asarray(z) for z in (X, y)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "First let’s try projection of $ y $ onto the column space of\n",
+    "$ X $ using the ordinary matrix expression:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([-0.56521739,  3.26086957, -2.2173913 ])"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Py1 = X @ np.linalg.inv(X.T @ X) @ X.T @ y\n",
+    "Py1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now let’s do the same using an orthonormal basis created from our\n",
+    "`gram_schmidt` function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 0.4472136 , -0.13187609],\n",
+       "       [ 0.        , -0.98907071],\n",
+       "       [ 0.89442719,  0.06593805]])"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "U = gram_schmidt(X)\n",
+    "U"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([-0.56521739,  3.26086957, -2.2173913 ])"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Py2 = U @ U.T @ y\n",
+    "Py2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This is the same answer. So far so good. Finally, let’s try the same\n",
+    "thing but with the basis obtained via QR decomposition:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[-0.4472136 , -0.13187609],\n",
+       "       [-0.        , -0.98907071],\n",
+       "       [-0.89442719,  0.06593805]])"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from scipy.linalg import qr\n",
+    "\n",
+    "Q, R = qr(X, mode='economic')\n",
+    "Q"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "hide-output": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([-0.56521739,  3.26086957, -2.2173913 ])"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Py3 = Q @ Q.T @ y\n",
+    "Py3"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Again, we obtain the same answer"
+   ]
+  }
+ ],
+ "metadata": {
+  "filename": "orth_proj.rst",
+  "kernelspec": {
+   "display_name": "Python",
+   "language": "python3",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  },
+  "title": "Orthogonal Projections and Their Applications"
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-I.ipynb" "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-I.ipynb"
old mode 100644
new mode 100755
index a2e3eb6..649d31d
--- "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-I.ipynb"
+++ "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-I.ipynb"
@@ -1,5921 +1,1128 @@
 {
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Optimization - Otimização"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Instalando a biblioteca `numdifftools` e suas dependências."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 118,
-   "metadata": {},
-   "outputs": [
+  "cells": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: numdifftools in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (0.9.20)\n",
-      "Requirement already satisfied: numpy>=1.9 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (1.15.2)\n",
-      "Requirement already satisfied: scipy>=0.8 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (1.1.0)\n",
-      "Requirement already satisfied: algopy>=0.4 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (0.5.7)\n",
-      "Requirement already satisfied: setuptools>=9.0 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (40.4.3)\n",
-      "\u001b[33mYou are using pip version 18.0, however version 18.1 is available.\n",
-      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
-     ]
-    }
-   ],
-   "source": [
-    "!pip install numdifftools"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 119,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import timeit\n",
-    "from scipy import optimize as opt\n",
-    "import matplotlib.pyplot as plt\n",
-    "from mpl_toolkits.mplot3d.axes3d import get_test_data\n",
-    "import numdifftools as nd"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Scalar functions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 120,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def f(x):\n",
-    "    return (x+3)*(x-1)**2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 121,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [],
-   "source": [
-    "X = np.arange(-5, 5, .1)\n",
-    "Y = f(X)\n",
-    "plt.plot(X, Y)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 122,
-   "metadata": {},
-   "outputs": [
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "# Optimization"
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "567 µs ± 16.7 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit opt.minimize_scalar(f, bracket=(-2, 2, 4), method='golden')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 123,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "!pip install numdifftools",
+      "execution_count": 118,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "Requirement already satisfied: numdifftools in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (0.9.20)\nRequirement already satisfied: numpy>=1.9 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (1.15.2)\nRequirement already satisfied: scipy>=0.8 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (1.1.0)\nRequirement already satisfied: algopy>=0.4 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (0.5.7)\nRequirement already satisfied: setuptools>=9.0 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (40.4.3)\n\u001b[33mYou are using pip version 18.0, however version 18.1 is available.\nYou should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n",
+          "name": "stdout"
+        }
+      ]
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "714 µs ± 33.8 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit opt.minimize_scalar(f, bracket=(-2, 2, 4), method='brent')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Function to calculate first derivative of $f$ at $x_{0}$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 124,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def d1(x, f, h=1e-5):\n",
-    "    return (f(x+h)-f(x-h))/(2*h)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 125,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "import numpy as np\nimport timeit\nfrom scipy import optimize as opt\nimport matplotlib.pyplot as plt\nfrom mpl_toolkits.mplot3d.axes3d import get_test_data\nimport numdifftools as nd",
+      "execution_count": 119,
+      "outputs": []
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Scalar functions"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def f(x):\n    return (x+3)*(x-1)**2",
+      "execution_count": 120,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "79.99999999697138"
+      "metadata": {
+        "scrolled": false,
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "X = np.arange(-5, 5, .1)\nY = f(X)\nplt.plot(X, Y)\nplt.show()",
+      "execution_count": 121,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "%timeit opt.minimize_scalar(f, bracket=(-2, 2, 4), method='golden')",
+      "execution_count": 122,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "567 µs ± 16.7 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n",
+          "name": "stdout"
+        }
       ]
-     },
-     "execution_count": 125,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Test\n",
-    "d1(5, f)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Function to calculate <u>second</u> derivative of $f$ at $x_{0}$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 126,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def d2(x, f, h=1e-5):\n",
-    "    return (f(x+2*h)+f(x-2*h)-2*f(x))/(2*h)**2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 127,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "data": {
-      "text/plain": [
-       "32.000002647691865"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "%timeit opt.minimize_scalar(f, bracket=(-2, 2, 4), method='brent')",
+      "execution_count": 123,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "714 µs ± 33.8 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n",
+          "name": "stdout"
+        }
       ]
-     },
-     "execution_count": 127,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Test\n",
-    "d2(5, f)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Newton-Raphson"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 128,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def my_newton(f, x0, h=1e-5, delta=1e-5, eps=1e-5):\n",
-    "    \n",
-    "    dif = 1\n",
-    "    der = 1\n",
-    "    i = 0\n",
-    "    \n",
-    "    while dif>eps or der>delta:\n",
-    "        \n",
-    "        i += 1\n",
-    "        d = d1(x0, f)\n",
-    "        x1 = x0 - (d/d2(x0, f))\n",
-    "        dif = abs(x1-x0)\n",
-    "        der = abs(d)\n",
-    "        x0 = x1\n",
-    "        if i > 100:\n",
-    "            break\n",
-    "    \n",
-    "    return x1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 129,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "74.6 µs ± 4.27 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit my_newton(f, 10)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Derivatives"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 130,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df1 = nd.Derivative(f)\n",
-    "df2 = nd.Derivative(f, n=2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 131,
-   "metadata": {},
-   "outputs": [
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "Function to calculate first derivative of $f$ at $x_{0}$"
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "185 ms ± 10.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit opt.minimize(f, 10, method='Newton-CG', jac=df1, hess=df2)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Refresher of matrix algebra"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Quadratic form: $Q(x_{1}, x_{2}) = a_{1}\\,x_{1}^2 + a_{2}\\,x_{2}^2 + a_{3}\\,x_{1}\\,x_{2}$ </br></br>\n",
-    "\n",
-    "This a algebraic expression can be written with matrix notation:\n",
-    "$\n",
-    "   x=\n",
-    "  \\left[ {\\begin{array}{c}\n",
-    "   x_{1} \\\\\n",
-    "   x_{2} \\\\\n",
-    "  \\end{array} } \\right]\n",
-    "$\n",
-    " and  \n",
-    "$\n",
-    "   A=\n",
-    "  \\left[ {\\begin{array}{c}\n",
-    "   a_{1} & a_{3}/2 \\\\\n",
-    "   a_{3}/2 & a_{2} \\\\\n",
-    "  \\end{array} } \\right]\n",
-    "$\n",
-    " imply $Q(x)=x^{T}\\,A\\,x$. Notice that $A$ is a square, **symmetric** matrix. Therefore, there is a one-to-one relationship between quadratic forms and symmetric matrices.</br></br>\n",
-    " \n",
-    "*Definitions*: </br>\n",
-    "* A quadratic form is *positive definite* iff $Q(x)>0$ for any $x\\neq0$.\n",
-    "* A quadratic form is *negative definite* iff $Q(x)<0$ for any $x\\neq0$."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 132,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def d1(x, f, h=1e-5):\n    return (f(x+h)-f(x-h))/(2*h)",
+      "execution_count": 124,
+      "outputs": []
+    },
     {
-     "data": {
-      "application/javascript": [
-       "/* Put everything inside the global mpl namespace */\n",
-       "window.mpl = {};\n",
-       "\n",
-       "\n",
-       "mpl.get_websocket_type = function() {\n",
-       "    if (typeof(WebSocket) !== 'undefined') {\n",
-       "        return WebSocket;\n",
-       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
-       "        return MozWebSocket;\n",
-       "    } else {\n",
-       "        alert('Your browser does not have WebSocket support.' +\n",
-       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
-       "              'Firefox 4 and 5 are also supported but you ' +\n",
-       "              'have to enable WebSockets in about:config.');\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
-       "    this.id = figure_id;\n",
-       "\n",
-       "    this.ws = websocket;\n",
-       "\n",
-       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
-       "\n",
-       "    if (!this.supports_binary) {\n",
-       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
-       "        if (warnings) {\n",
-       "            warnings.style.display = 'block';\n",
-       "            warnings.textContent = (\n",
-       "                \"This browser does not support binary websocket messages. \" +\n",
-       "                    \"Performance may be slow.\");\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    this.imageObj = new Image();\n",
-       "\n",
-       "    this.context = undefined;\n",
-       "    this.message = undefined;\n",
-       "    this.canvas = undefined;\n",
-       "    this.rubberband_canvas = undefined;\n",
-       "    this.rubberband_context = undefined;\n",
-       "    this.format_dropdown = undefined;\n",
-       "\n",
-       "    this.image_mode = 'full';\n",
-       "\n",
-       "    this.root = $('<div/>');\n",
-       "    this._root_extra_style(this.root)\n",
-       "    this.root.attr('style', 'display: inline-block');\n",
-       "\n",
-       "    $(parent_element).append(this.root);\n",
-       "\n",
-       "    this._init_header(this);\n",
-       "    this._init_canvas(this);\n",
-       "    this._init_toolbar(this);\n",
-       "\n",
-       "    var fig = this;\n",
-       "\n",
-       "    this.waiting = false;\n",
-       "\n",
-       "    this.ws.onopen =  function () {\n",
-       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
-       "            fig.send_message(\"send_image_mode\", {});\n",
-       "            if (mpl.ratio != 1) {\n",
-       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
-       "            }\n",
-       "            fig.send_message(\"refresh\", {});\n",
-       "        }\n",
-       "\n",
-       "    this.imageObj.onload = function() {\n",
-       "            if (fig.image_mode == 'full') {\n",
-       "                // Full images could contain transparency (where diff images\n",
-       "                // almost always do), so we need to clear the canvas so that\n",
-       "                // there is no ghosting.\n",
-       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "            }\n",
-       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
-       "        };\n",
-       "\n",
-       "    this.imageObj.onunload = function() {\n",
-       "        fig.ws.close();\n",
-       "    }\n",
-       "\n",
-       "    this.ws.onmessage = this._make_on_message_function(this);\n",
-       "\n",
-       "    this.ondownload = ondownload;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_header = function() {\n",
-       "    var titlebar = $(\n",
-       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
-       "        'ui-helper-clearfix\"/>');\n",
-       "    var titletext = $(\n",
-       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
-       "        'text-align: center; padding: 3px;\"/>');\n",
-       "    titlebar.append(titletext)\n",
-       "    this.root.append(titlebar);\n",
-       "    this.header = titletext[0];\n",
-       "}\n",
-       "\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_canvas = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var canvas_div = $('<div/>');\n",
-       "\n",
-       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
-       "\n",
-       "    function canvas_keyboard_event(event) {\n",
-       "        return fig.key_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
-       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
-       "    this.canvas_div = canvas_div\n",
-       "    this._canvas_extra_style(canvas_div)\n",
-       "    this.root.append(canvas_div);\n",
-       "\n",
-       "    var canvas = $('<canvas/>');\n",
-       "    canvas.addClass('mpl-canvas');\n",
-       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
-       "\n",
-       "    this.canvas = canvas[0];\n",
-       "    this.context = canvas[0].getContext(\"2d\");\n",
-       "\n",
-       "    var backingStore = this.context.backingStorePixelRatio ||\n",
-       "\tthis.context.webkitBackingStorePixelRatio ||\n",
-       "\tthis.context.mozBackingStorePixelRatio ||\n",
-       "\tthis.context.msBackingStorePixelRatio ||\n",
-       "\tthis.context.oBackingStorePixelRatio ||\n",
-       "\tthis.context.backingStorePixelRatio || 1;\n",
-       "\n",
-       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
-       "\n",
-       "    var rubberband = $('<canvas/>');\n",
-       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
-       "\n",
-       "    var pass_mouse_events = true;\n",
-       "\n",
-       "    canvas_div.resizable({\n",
-       "        start: function(event, ui) {\n",
-       "            pass_mouse_events = false;\n",
-       "        },\n",
-       "        resize: function(event, ui) {\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "        stop: function(event, ui) {\n",
-       "            pass_mouse_events = true;\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "    });\n",
-       "\n",
-       "    function mouse_event_fn(event) {\n",
-       "        if (pass_mouse_events)\n",
-       "            return fig.mouse_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
-       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
-       "    // Throttle sequential mouse events to 1 every 20ms.\n",
-       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
-       "\n",
-       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
-       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
-       "\n",
-       "    canvas_div.on(\"wheel\", function (event) {\n",
-       "        event = event.originalEvent;\n",
-       "        event['data'] = 'scroll'\n",
-       "        if (event.deltaY < 0) {\n",
-       "            event.step = 1;\n",
-       "        } else {\n",
-       "            event.step = -1;\n",
-       "        }\n",
-       "        mouse_event_fn(event);\n",
-       "    });\n",
-       "\n",
-       "    canvas_div.append(canvas);\n",
-       "    canvas_div.append(rubberband);\n",
-       "\n",
-       "    this.rubberband = rubberband;\n",
-       "    this.rubberband_canvas = rubberband[0];\n",
-       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
-       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
-       "\n",
-       "    this._resize_canvas = function(width, height) {\n",
-       "        // Keep the size of the canvas, canvas container, and rubber band\n",
-       "        // canvas in synch.\n",
-       "        canvas_div.css('width', width)\n",
-       "        canvas_div.css('height', height)\n",
-       "\n",
-       "        canvas.attr('width', width * mpl.ratio);\n",
-       "        canvas.attr('height', height * mpl.ratio);\n",
-       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
-       "\n",
-       "        rubberband.attr('width', width);\n",
-       "        rubberband.attr('height', height);\n",
-       "    }\n",
-       "\n",
-       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
-       "    // upon first draw.\n",
-       "    this._resize_canvas(600, 600);\n",
-       "\n",
-       "    // Disable right mouse context menu.\n",
-       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
-       "        return false;\n",
-       "    });\n",
-       "\n",
-       "    function set_focus () {\n",
-       "        canvas.focus();\n",
-       "        canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    window.setTimeout(set_focus, 100);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>')\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            // put a spacer in here.\n",
-       "            continue;\n",
-       "        }\n",
-       "        var button = $('<button/>');\n",
-       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
-       "                        'ui-button-icon-only');\n",
-       "        button.attr('role', 'button');\n",
-       "        button.attr('aria-disabled', 'false');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "\n",
-       "        var icon_img = $('<span/>');\n",
-       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
-       "        icon_img.addClass(image);\n",
-       "        icon_img.addClass('ui-corner-all');\n",
-       "\n",
-       "        var tooltip_span = $('<span/>');\n",
-       "        tooltip_span.addClass('ui-button-text');\n",
-       "        tooltip_span.html(tooltip);\n",
-       "\n",
-       "        button.append(icon_img);\n",
-       "        button.append(tooltip_span);\n",
-       "\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    var fmt_picker_span = $('<span/>');\n",
-       "\n",
-       "    var fmt_picker = $('<select/>');\n",
-       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
-       "    fmt_picker_span.append(fmt_picker);\n",
-       "    nav_element.append(fmt_picker_span);\n",
-       "    this.format_dropdown = fmt_picker[0];\n",
-       "\n",
-       "    for (var ind in mpl.extensions) {\n",
-       "        var fmt = mpl.extensions[ind];\n",
-       "        var option = $(\n",
-       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
-       "        fmt_picker.append(option)\n",
-       "    }\n",
-       "\n",
-       "    // Add hover states to the ui-buttons\n",
-       "    $( \".ui-button\" ).hover(\n",
-       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
-       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
-       "    );\n",
-       "\n",
-       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
-       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
-       "    // which will in turn request a refresh of the image.\n",
-       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_message = function(type, properties) {\n",
-       "    properties['type'] = type;\n",
-       "    properties['figure_id'] = this.id;\n",
-       "    this.ws.send(JSON.stringify(properties));\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_draw_message = function() {\n",
-       "    if (!this.waiting) {\n",
-       "        this.waiting = true;\n",
-       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
-       "    var format_dropdown = fig.format_dropdown;\n",
-       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
-       "    fig.ondownload(fig, format);\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
-       "    var size = msg['size'];\n",
-       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
-       "        fig._resize_canvas(size[0], size[1]);\n",
-       "        fig.send_message(\"refresh\", {});\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
-       "    var x0 = msg['x0'] / mpl.ratio;\n",
-       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
-       "    var x1 = msg['x1'] / mpl.ratio;\n",
-       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
-       "    x0 = Math.floor(x0) + 0.5;\n",
-       "    y0 = Math.floor(y0) + 0.5;\n",
-       "    x1 = Math.floor(x1) + 0.5;\n",
-       "    y1 = Math.floor(y1) + 0.5;\n",
-       "    var min_x = Math.min(x0, x1);\n",
-       "    var min_y = Math.min(y0, y1);\n",
-       "    var width = Math.abs(x1 - x0);\n",
-       "    var height = Math.abs(y1 - y0);\n",
-       "\n",
-       "    fig.rubberband_context.clearRect(\n",
-       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "\n",
-       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
-       "    // Updates the figure title.\n",
-       "    fig.header.textContent = msg['label'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
-       "    var cursor = msg['cursor'];\n",
-       "    switch(cursor)\n",
-       "    {\n",
-       "    case 0:\n",
-       "        cursor = 'pointer';\n",
-       "        break;\n",
-       "    case 1:\n",
-       "        cursor = 'default';\n",
-       "        break;\n",
-       "    case 2:\n",
-       "        cursor = 'crosshair';\n",
-       "        break;\n",
-       "    case 3:\n",
-       "        cursor = 'move';\n",
-       "        break;\n",
-       "    }\n",
-       "    fig.rubberband_canvas.style.cursor = cursor;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
-       "    fig.message.textContent = msg['message'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
-       "    // Request the server to send over a new figure.\n",
-       "    fig.send_draw_message();\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
-       "    fig.image_mode = msg['mode'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Called whenever the canvas gets updated.\n",
-       "    this.send_message(\"ack\", {});\n",
-       "}\n",
-       "\n",
-       "// A function to construct a web socket function for onmessage handling.\n",
-       "// Called in the figure constructor.\n",
-       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
-       "    return function socket_on_message(evt) {\n",
-       "        if (evt.data instanceof Blob) {\n",
-       "            /* FIXME: We get \"Resource interpreted as Image but\n",
-       "             * transferred with MIME type text/plain:\" errors on\n",
-       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
-       "             * to be part of the websocket stream */\n",
-       "            evt.data.type = \"image/png\";\n",
-       "\n",
-       "            /* Free the memory for the previous frames */\n",
-       "            if (fig.imageObj.src) {\n",
-       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
-       "                    fig.imageObj.src);\n",
-       "            }\n",
-       "\n",
-       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
-       "                evt.data);\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
-       "            fig.imageObj.src = evt.data;\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        var msg = JSON.parse(evt.data);\n",
-       "        var msg_type = msg['type'];\n",
-       "\n",
-       "        // Call the  \"handle_{type}\" callback, which takes\n",
-       "        // the figure and JSON message as its only arguments.\n",
-       "        try {\n",
-       "            var callback = fig[\"handle_\" + msg_type];\n",
-       "        } catch (e) {\n",
-       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        if (callback) {\n",
-       "            try {\n",
-       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
-       "                callback(fig, msg);\n",
-       "            } catch (e) {\n",
-       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
-       "            }\n",
-       "        }\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
-       "mpl.findpos = function(e) {\n",
-       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
-       "    var targ;\n",
-       "    if (!e)\n",
-       "        e = window.event;\n",
-       "    if (e.target)\n",
-       "        targ = e.target;\n",
-       "    else if (e.srcElement)\n",
-       "        targ = e.srcElement;\n",
-       "    if (targ.nodeType == 3) // defeat Safari bug\n",
-       "        targ = targ.parentNode;\n",
-       "\n",
-       "    // jQuery normalizes the pageX and pageY\n",
-       "    // pageX,Y are the mouse positions relative to the document\n",
-       "    // offset() returns the position of the element relative to the document\n",
-       "    var x = e.pageX - $(targ).offset().left;\n",
-       "    var y = e.pageY - $(targ).offset().top;\n",
-       "\n",
-       "    return {\"x\": x, \"y\": y};\n",
-       "};\n",
-       "\n",
-       "/*\n",
-       " * return a copy of an object with only non-object keys\n",
-       " * we need this to avoid circular references\n",
-       " * http://stackoverflow.com/a/24161582/3208463\n",
-       " */\n",
-       "function simpleKeys (original) {\n",
-       "  return Object.keys(original).reduce(function (obj, key) {\n",
-       "    if (typeof original[key] !== 'object')\n",
-       "        obj[key] = original[key]\n",
-       "    return obj;\n",
-       "  }, {});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
-       "    var canvas_pos = mpl.findpos(event)\n",
-       "\n",
-       "    if (name === 'button_press')\n",
-       "    {\n",
-       "        this.canvas.focus();\n",
-       "        this.canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    var x = canvas_pos.x * mpl.ratio;\n",
-       "    var y = canvas_pos.y * mpl.ratio;\n",
-       "\n",
-       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
-       "                             step: event.step,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "\n",
-       "    /* This prevents the web browser from automatically changing to\n",
-       "     * the text insertion cursor when the button is pressed.  We want\n",
-       "     * to control all of the cursor setting manually through the\n",
-       "     * 'cursor' event from matplotlib */\n",
-       "    event.preventDefault();\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    // Handle any extra behaviour associated with a key event\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.key_event = function(event, name) {\n",
-       "\n",
-       "    // Prevent repeat events\n",
-       "    if (name == 'key_press')\n",
-       "    {\n",
-       "        if (event.which === this._key)\n",
-       "            return;\n",
-       "        else\n",
-       "            this._key = event.which;\n",
-       "    }\n",
-       "    if (name == 'key_release')\n",
-       "        this._key = null;\n",
-       "\n",
-       "    var value = '';\n",
-       "    if (event.ctrlKey && event.which != 17)\n",
-       "        value += \"ctrl+\";\n",
-       "    if (event.altKey && event.which != 18)\n",
-       "        value += \"alt+\";\n",
-       "    if (event.shiftKey && event.which != 16)\n",
-       "        value += \"shift+\";\n",
-       "\n",
-       "    value += 'k';\n",
-       "    value += event.which.toString();\n",
-       "\n",
-       "    this._key_event_extra(event, name);\n",
-       "\n",
-       "    this.send_message(name, {key: value,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
-       "    if (name == 'download') {\n",
-       "        this.handle_save(this, null);\n",
-       "    } else {\n",
-       "        this.send_message(\"toolbar_button\", {name: name});\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
-       "    this.message.textContent = tooltip;\n",
-       "};\n",
-       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
-       "\n",
-       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
-       "\n",
-       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
-       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
-       "    // object with the appropriate methods. Currently this is a non binary\n",
-       "    // socket, so there is still some room for performance tuning.\n",
-       "    var ws = {};\n",
-       "\n",
-       "    ws.close = function() {\n",
-       "        comm.close()\n",
-       "    };\n",
-       "    ws.send = function(m) {\n",
-       "        //console.log('sending', m);\n",
-       "        comm.send(m);\n",
-       "    };\n",
-       "    // Register the callback with on_msg.\n",
-       "    comm.on_msg(function(msg) {\n",
-       "        //console.log('receiving', msg['content']['data'], msg);\n",
-       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
-       "        ws.onmessage(msg['content']['data'])\n",
-       "    });\n",
-       "    return ws;\n",
-       "}\n",
-       "\n",
-       "mpl.mpl_figure_comm = function(comm, msg) {\n",
-       "    // This is the function which gets called when the mpl process\n",
-       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
-       "\n",
-       "    var id = msg.content.data.id;\n",
-       "    // Get hold of the div created by the display call when the Comm\n",
-       "    // socket was opened in Python.\n",
-       "    var element = $(\"#\" + id);\n",
-       "    var ws_proxy = comm_websocket_adapter(comm)\n",
-       "\n",
-       "    function ondownload(figure, format) {\n",
-       "        window.open(figure.imageObj.src);\n",
-       "    }\n",
-       "\n",
-       "    var fig = new mpl.figure(id, ws_proxy,\n",
-       "                           ondownload,\n",
-       "                           element.get(0));\n",
-       "\n",
-       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
-       "    // web socket which is closed, not our websocket->open comm proxy.\n",
-       "    ws_proxy.onopen();\n",
-       "\n",
-       "    fig.parent_element = element.get(0);\n",
-       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
-       "    if (!fig.cell_info) {\n",
-       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
-       "        return;\n",
-       "    }\n",
-       "\n",
-       "    var output_index = fig.cell_info[2]\n",
-       "    var cell = fig.cell_info[0];\n",
-       "\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
-       "    var width = fig.canvas.width/mpl.ratio\n",
-       "    fig.root.unbind('remove')\n",
-       "\n",
-       "    // Update the output cell to use the data from the current canvas.\n",
-       "    fig.push_to_output();\n",
-       "    var dataURL = fig.canvas.toDataURL();\n",
-       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
-       "    // the notebook keyboard shortcuts fail.\n",
-       "    IPython.keyboard_manager.enable()\n",
-       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
-       "    fig.close_ws(fig, msg);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
-       "    fig.send_message('closing', msg);\n",
-       "    // fig.ws.close()\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
-       "    // Turn the data on the canvas into data in the output cell.\n",
-       "    var width = this.canvas.width/mpl.ratio\n",
-       "    var dataURL = this.canvas.toDataURL();\n",
-       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Tell IPython that the notebook contents must change.\n",
-       "    IPython.notebook.set_dirty(true);\n",
-       "    this.send_message(\"ack\", {});\n",
-       "    var fig = this;\n",
-       "    // Wait a second, then push the new image to the DOM so\n",
-       "    // that it is saved nicely (might be nice to debounce this).\n",
-       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>')\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items){\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) { continue; };\n",
-       "\n",
-       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    // Add the status bar.\n",
-       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "\n",
-       "    // Add the close button to the window.\n",
-       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
-       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
-       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
-       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
-       "    buttongrp.append(button);\n",
-       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
-       "    titlebar.prepend(buttongrp);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(el){\n",
-       "    var fig = this\n",
-       "    el.on(\"remove\", function(){\n",
-       "\tfig.close_ws(fig, {});\n",
-       "    });\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
-       "    // this is important to make the div 'focusable\n",
-       "    el.attr('tabindex', 0)\n",
-       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
-       "    // off when our div gets focus\n",
-       "\n",
-       "    // location in version 3\n",
-       "    if (IPython.notebook.keyboard_manager) {\n",
-       "        IPython.notebook.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "    else {\n",
-       "        // location in version 2\n",
-       "        IPython.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    var manager = IPython.notebook.keyboard_manager;\n",
-       "    if (!manager)\n",
-       "        manager = IPython.keyboard_manager;\n",
-       "\n",
-       "    // Check for shift+enter\n",
-       "    if (event.shiftKey && event.which == 13) {\n",
-       "        this.canvas_div.blur();\n",
-       "        event.shiftKey = false;\n",
-       "        // Send a \"J\" for go to next cell\n",
-       "        event.which = 74;\n",
-       "        event.keyCode = 74;\n",
-       "        manager.command_mode();\n",
-       "        manager.handle_keydown(event);\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
-       "    fig.ondownload(fig, null);\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.find_output_cell = function(html_output) {\n",
-       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
-       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
-       "    // IPython event is triggered only after the cells have been serialised, which for\n",
-       "    // our purposes (turning an active figure into a static one), is too late.\n",
-       "    var cells = IPython.notebook.get_cells();\n",
-       "    var ncells = cells.length;\n",
-       "    for (var i=0; i<ncells; i++) {\n",
-       "        var cell = cells[i];\n",
-       "        if (cell.cell_type === 'code'){\n",
-       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
-       "                var data = cell.output_area.outputs[j];\n",
-       "                if (data.data) {\n",
-       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
-       "                    data = data.data;\n",
-       "                }\n",
-       "                if (data['text/html'] == html_output) {\n",
-       "                    return [cell, data, j];\n",
-       "                }\n",
-       "            }\n",
-       "        }\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "// Register the function which deals with the matplotlib target/channel.\n",
-       "// The kernel may be null if the page has been refreshed.\n",
-       "if (IPython.notebook.kernel != null) {\n",
-       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
-       "}\n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Javascript object>"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# Test\nd1(5, f)",
+      "execution_count": 125,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 125,
+          "data": {
+            "text/plain": "79.99999999697138"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "text/html": [
-       "<img 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width=\"800\">"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib notebook\n",
-    "plt.rcParams['figure.figsize'] = [8, 3]\n",
-    "fig = plt.figure()\n",
-    "fig.suptitle('Definite Quadratic Forms', fontsize=16)\n",
-    "\n",
-    "x = np.linspace(-5, 5, 101)\n",
-    "y = np.linspace(-5, 5, 101)\n",
-    "X, Y = np.meshgrid(x, y)\n",
-    "\n",
-    "ax1 = fig.add_subplot(121, projection='3d')\n",
-    "ax1.plot_wireframe(X, Y, X**2+Y**2, rstride=10, cstride=10)\n",
-    "ax1.set_title('Positive Definite')\n",
-    "\n",
-    "ax2 = fig.add_subplot(122, projection='3d')\n",
-    "ax2.plot_wireframe(X, Y, -X**2-Y**2, rstride=10, cstride=10)\n",
-    "ax2.set_title('Negative Definite')\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "*Definitions*: </br>\n",
-    "* A quadratic form is *positive semi-definite* iff $Q(x)\\geq0$ for any $x$.\n",
-    "* A quadratic form is *negative semi-definite* iff $Q(x)\\leq0$ for any $x$."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 133,
-   "metadata": {},
-   "outputs": [
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "Function to calculate <u>second</u> derivative of $f$ at $x_{0}$"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def d2(x, f, h=1e-5):\n    return (f(x+2*h)+f(x-2*h)-2*f(x))/(2*h)**2",
+      "execution_count": 126,
+      "outputs": []
+    },
     {
-     "data": {
-      "application/javascript": [
-       "/* Put everything inside the global mpl namespace */\n",
-       "window.mpl = {};\n",
-       "\n",
-       "\n",
-       "mpl.get_websocket_type = function() {\n",
-       "    if (typeof(WebSocket) !== 'undefined') {\n",
-       "        return WebSocket;\n",
-       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
-       "        return MozWebSocket;\n",
-       "    } else {\n",
-       "        alert('Your browser does not have WebSocket support.' +\n",
-       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
-       "              'Firefox 4 and 5 are also supported but you ' +\n",
-       "              'have to enable WebSockets in about:config.');\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
-       "    this.id = figure_id;\n",
-       "\n",
-       "    this.ws = websocket;\n",
-       "\n",
-       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
-       "\n",
-       "    if (!this.supports_binary) {\n",
-       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
-       "        if (warnings) {\n",
-       "            warnings.style.display = 'block';\n",
-       "            warnings.textContent = (\n",
-       "                \"This browser does not support binary websocket messages. \" +\n",
-       "                    \"Performance may be slow.\");\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    this.imageObj = new Image();\n",
-       "\n",
-       "    this.context = undefined;\n",
-       "    this.message = undefined;\n",
-       "    this.canvas = undefined;\n",
-       "    this.rubberband_canvas = undefined;\n",
-       "    this.rubberband_context = undefined;\n",
-       "    this.format_dropdown = undefined;\n",
-       "\n",
-       "    this.image_mode = 'full';\n",
-       "\n",
-       "    this.root = $('<div/>');\n",
-       "    this._root_extra_style(this.root)\n",
-       "    this.root.attr('style', 'display: inline-block');\n",
-       "\n",
-       "    $(parent_element).append(this.root);\n",
-       "\n",
-       "    this._init_header(this);\n",
-       "    this._init_canvas(this);\n",
-       "    this._init_toolbar(this);\n",
-       "\n",
-       "    var fig = this;\n",
-       "\n",
-       "    this.waiting = false;\n",
-       "\n",
-       "    this.ws.onopen =  function () {\n",
-       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
-       "            fig.send_message(\"send_image_mode\", {});\n",
-       "            if (mpl.ratio != 1) {\n",
-       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
-       "            }\n",
-       "            fig.send_message(\"refresh\", {});\n",
-       "        }\n",
-       "\n",
-       "    this.imageObj.onload = function() {\n",
-       "            if (fig.image_mode == 'full') {\n",
-       "                // Full images could contain transparency (where diff images\n",
-       "                // almost always do), so we need to clear the canvas so that\n",
-       "                // there is no ghosting.\n",
-       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "            }\n",
-       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
-       "        };\n",
-       "\n",
-       "    this.imageObj.onunload = function() {\n",
-       "        fig.ws.close();\n",
-       "    }\n",
-       "\n",
-       "    this.ws.onmessage = this._make_on_message_function(this);\n",
-       "\n",
-       "    this.ondownload = ondownload;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_header = function() {\n",
-       "    var titlebar = $(\n",
-       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
-       "        'ui-helper-clearfix\"/>');\n",
-       "    var titletext = $(\n",
-       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
-       "        'text-align: center; padding: 3px;\"/>');\n",
-       "    titlebar.append(titletext)\n",
-       "    this.root.append(titlebar);\n",
-       "    this.header = titletext[0];\n",
-       "}\n",
-       "\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_canvas = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var canvas_div = $('<div/>');\n",
-       "\n",
-       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
-       "\n",
-       "    function canvas_keyboard_event(event) {\n",
-       "        return fig.key_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
-       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
-       "    this.canvas_div = canvas_div\n",
-       "    this._canvas_extra_style(canvas_div)\n",
-       "    this.root.append(canvas_div);\n",
-       "\n",
-       "    var canvas = $('<canvas/>');\n",
-       "    canvas.addClass('mpl-canvas');\n",
-       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
-       "\n",
-       "    this.canvas = canvas[0];\n",
-       "    this.context = canvas[0].getContext(\"2d\");\n",
-       "\n",
-       "    var backingStore = this.context.backingStorePixelRatio ||\n",
-       "\tthis.context.webkitBackingStorePixelRatio ||\n",
-       "\tthis.context.mozBackingStorePixelRatio ||\n",
-       "\tthis.context.msBackingStorePixelRatio ||\n",
-       "\tthis.context.oBackingStorePixelRatio ||\n",
-       "\tthis.context.backingStorePixelRatio || 1;\n",
-       "\n",
-       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
-       "\n",
-       "    var rubberband = $('<canvas/>');\n",
-       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
-       "\n",
-       "    var pass_mouse_events = true;\n",
-       "\n",
-       "    canvas_div.resizable({\n",
-       "        start: function(event, ui) {\n",
-       "            pass_mouse_events = false;\n",
-       "        },\n",
-       "        resize: function(event, ui) {\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "        stop: function(event, ui) {\n",
-       "            pass_mouse_events = true;\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "    });\n",
-       "\n",
-       "    function mouse_event_fn(event) {\n",
-       "        if (pass_mouse_events)\n",
-       "            return fig.mouse_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
-       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
-       "    // Throttle sequential mouse events to 1 every 20ms.\n",
-       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
-       "\n",
-       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
-       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
-       "\n",
-       "    canvas_div.on(\"wheel\", function (event) {\n",
-       "        event = event.originalEvent;\n",
-       "        event['data'] = 'scroll'\n",
-       "        if (event.deltaY < 0) {\n",
-       "            event.step = 1;\n",
-       "        } else {\n",
-       "            event.step = -1;\n",
-       "        }\n",
-       "        mouse_event_fn(event);\n",
-       "    });\n",
-       "\n",
-       "    canvas_div.append(canvas);\n",
-       "    canvas_div.append(rubberband);\n",
-       "\n",
-       "    this.rubberband = rubberband;\n",
-       "    this.rubberband_canvas = rubberband[0];\n",
-       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
-       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
-       "\n",
-       "    this._resize_canvas = function(width, height) {\n",
-       "        // Keep the size of the canvas, canvas container, and rubber band\n",
-       "        // canvas in synch.\n",
-       "        canvas_div.css('width', width)\n",
-       "        canvas_div.css('height', height)\n",
-       "\n",
-       "        canvas.attr('width', width * mpl.ratio);\n",
-       "        canvas.attr('height', height * mpl.ratio);\n",
-       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
-       "\n",
-       "        rubberband.attr('width', width);\n",
-       "        rubberband.attr('height', height);\n",
-       "    }\n",
-       "\n",
-       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
-       "    // upon first draw.\n",
-       "    this._resize_canvas(600, 600);\n",
-       "\n",
-       "    // Disable right mouse context menu.\n",
-       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
-       "        return false;\n",
-       "    });\n",
-       "\n",
-       "    function set_focus () {\n",
-       "        canvas.focus();\n",
-       "        canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    window.setTimeout(set_focus, 100);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>')\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            // put a spacer in here.\n",
-       "            continue;\n",
-       "        }\n",
-       "        var button = $('<button/>');\n",
-       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
-       "                        'ui-button-icon-only');\n",
-       "        button.attr('role', 'button');\n",
-       "        button.attr('aria-disabled', 'false');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "\n",
-       "        var icon_img = $('<span/>');\n",
-       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
-       "        icon_img.addClass(image);\n",
-       "        icon_img.addClass('ui-corner-all');\n",
-       "\n",
-       "        var tooltip_span = $('<span/>');\n",
-       "        tooltip_span.addClass('ui-button-text');\n",
-       "        tooltip_span.html(tooltip);\n",
-       "\n",
-       "        button.append(icon_img);\n",
-       "        button.append(tooltip_span);\n",
-       "\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    var fmt_picker_span = $('<span/>');\n",
-       "\n",
-       "    var fmt_picker = $('<select/>');\n",
-       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
-       "    fmt_picker_span.append(fmt_picker);\n",
-       "    nav_element.append(fmt_picker_span);\n",
-       "    this.format_dropdown = fmt_picker[0];\n",
-       "\n",
-       "    for (var ind in mpl.extensions) {\n",
-       "        var fmt = mpl.extensions[ind];\n",
-       "        var option = $(\n",
-       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
-       "        fmt_picker.append(option)\n",
-       "    }\n",
-       "\n",
-       "    // Add hover states to the ui-buttons\n",
-       "    $( \".ui-button\" ).hover(\n",
-       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
-       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
-       "    );\n",
-       "\n",
-       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
-       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
-       "    // which will in turn request a refresh of the image.\n",
-       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_message = function(type, properties) {\n",
-       "    properties['type'] = type;\n",
-       "    properties['figure_id'] = this.id;\n",
-       "    this.ws.send(JSON.stringify(properties));\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_draw_message = function() {\n",
-       "    if (!this.waiting) {\n",
-       "        this.waiting = true;\n",
-       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
-       "    var format_dropdown = fig.format_dropdown;\n",
-       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
-       "    fig.ondownload(fig, format);\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
-       "    var size = msg['size'];\n",
-       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
-       "        fig._resize_canvas(size[0], size[1]);\n",
-       "        fig.send_message(\"refresh\", {});\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
-       "    var x0 = msg['x0'] / mpl.ratio;\n",
-       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
-       "    var x1 = msg['x1'] / mpl.ratio;\n",
-       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
-       "    x0 = Math.floor(x0) + 0.5;\n",
-       "    y0 = Math.floor(y0) + 0.5;\n",
-       "    x1 = Math.floor(x1) + 0.5;\n",
-       "    y1 = Math.floor(y1) + 0.5;\n",
-       "    var min_x = Math.min(x0, x1);\n",
-       "    var min_y = Math.min(y0, y1);\n",
-       "    var width = Math.abs(x1 - x0);\n",
-       "    var height = Math.abs(y1 - y0);\n",
-       "\n",
-       "    fig.rubberband_context.clearRect(\n",
-       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "\n",
-       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
-       "    // Updates the figure title.\n",
-       "    fig.header.textContent = msg['label'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
-       "    var cursor = msg['cursor'];\n",
-       "    switch(cursor)\n",
-       "    {\n",
-       "    case 0:\n",
-       "        cursor = 'pointer';\n",
-       "        break;\n",
-       "    case 1:\n",
-       "        cursor = 'default';\n",
-       "        break;\n",
-       "    case 2:\n",
-       "        cursor = 'crosshair';\n",
-       "        break;\n",
-       "    case 3:\n",
-       "        cursor = 'move';\n",
-       "        break;\n",
-       "    }\n",
-       "    fig.rubberband_canvas.style.cursor = cursor;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
-       "    fig.message.textContent = msg['message'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
-       "    // Request the server to send over a new figure.\n",
-       "    fig.send_draw_message();\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
-       "    fig.image_mode = msg['mode'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Called whenever the canvas gets updated.\n",
-       "    this.send_message(\"ack\", {});\n",
-       "}\n",
-       "\n",
-       "// A function to construct a web socket function for onmessage handling.\n",
-       "// Called in the figure constructor.\n",
-       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
-       "    return function socket_on_message(evt) {\n",
-       "        if (evt.data instanceof Blob) {\n",
-       "            /* FIXME: We get \"Resource interpreted as Image but\n",
-       "             * transferred with MIME type text/plain:\" errors on\n",
-       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
-       "             * to be part of the websocket stream */\n",
-       "            evt.data.type = \"image/png\";\n",
-       "\n",
-       "            /* Free the memory for the previous frames */\n",
-       "            if (fig.imageObj.src) {\n",
-       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
-       "                    fig.imageObj.src);\n",
-       "            }\n",
-       "\n",
-       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
-       "                evt.data);\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
-       "            fig.imageObj.src = evt.data;\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        var msg = JSON.parse(evt.data);\n",
-       "        var msg_type = msg['type'];\n",
-       "\n",
-       "        // Call the  \"handle_{type}\" callback, which takes\n",
-       "        // the figure and JSON message as its only arguments.\n",
-       "        try {\n",
-       "            var callback = fig[\"handle_\" + msg_type];\n",
-       "        } catch (e) {\n",
-       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        if (callback) {\n",
-       "            try {\n",
-       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
-       "                callback(fig, msg);\n",
-       "            } catch (e) {\n",
-       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
-       "            }\n",
-       "        }\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
-       "mpl.findpos = function(e) {\n",
-       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
-       "    var targ;\n",
-       "    if (!e)\n",
-       "        e = window.event;\n",
-       "    if (e.target)\n",
-       "        targ = e.target;\n",
-       "    else if (e.srcElement)\n",
-       "        targ = e.srcElement;\n",
-       "    if (targ.nodeType == 3) // defeat Safari bug\n",
-       "        targ = targ.parentNode;\n",
-       "\n",
-       "    // jQuery normalizes the pageX and pageY\n",
-       "    // pageX,Y are the mouse positions relative to the document\n",
-       "    // offset() returns the position of the element relative to the document\n",
-       "    var x = e.pageX - $(targ).offset().left;\n",
-       "    var y = e.pageY - $(targ).offset().top;\n",
-       "\n",
-       "    return {\"x\": x, \"y\": y};\n",
-       "};\n",
-       "\n",
-       "/*\n",
-       " * return a copy of an object with only non-object keys\n",
-       " * we need this to avoid circular references\n",
-       " * http://stackoverflow.com/a/24161582/3208463\n",
-       " */\n",
-       "function simpleKeys (original) {\n",
-       "  return Object.keys(original).reduce(function (obj, key) {\n",
-       "    if (typeof original[key] !== 'object')\n",
-       "        obj[key] = original[key]\n",
-       "    return obj;\n",
-       "  }, {});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
-       "    var canvas_pos = mpl.findpos(event)\n",
-       "\n",
-       "    if (name === 'button_press')\n",
-       "    {\n",
-       "        this.canvas.focus();\n",
-       "        this.canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    var x = canvas_pos.x * mpl.ratio;\n",
-       "    var y = canvas_pos.y * mpl.ratio;\n",
-       "\n",
-       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
-       "                             step: event.step,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "\n",
-       "    /* This prevents the web browser from automatically changing to\n",
-       "     * the text insertion cursor when the button is pressed.  We want\n",
-       "     * to control all of the cursor setting manually through the\n",
-       "     * 'cursor' event from matplotlib */\n",
-       "    event.preventDefault();\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    // Handle any extra behaviour associated with a key event\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.key_event = function(event, name) {\n",
-       "\n",
-       "    // Prevent repeat events\n",
-       "    if (name == 'key_press')\n",
-       "    {\n",
-       "        if (event.which === this._key)\n",
-       "            return;\n",
-       "        else\n",
-       "            this._key = event.which;\n",
-       "    }\n",
-       "    if (name == 'key_release')\n",
-       "        this._key = null;\n",
-       "\n",
-       "    var value = '';\n",
-       "    if (event.ctrlKey && event.which != 17)\n",
-       "        value += \"ctrl+\";\n",
-       "    if (event.altKey && event.which != 18)\n",
-       "        value += \"alt+\";\n",
-       "    if (event.shiftKey && event.which != 16)\n",
-       "        value += \"shift+\";\n",
-       "\n",
-       "    value += 'k';\n",
-       "    value += event.which.toString();\n",
-       "\n",
-       "    this._key_event_extra(event, name);\n",
-       "\n",
-       "    this.send_message(name, {key: value,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
-       "    if (name == 'download') {\n",
-       "        this.handle_save(this, null);\n",
-       "    } else {\n",
-       "        this.send_message(\"toolbar_button\", {name: name});\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
-       "    this.message.textContent = tooltip;\n",
-       "};\n",
-       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
-       "\n",
-       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
-       "\n",
-       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
-       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
-       "    // object with the appropriate methods. Currently this is a non binary\n",
-       "    // socket, so there is still some room for performance tuning.\n",
-       "    var ws = {};\n",
-       "\n",
-       "    ws.close = function() {\n",
-       "        comm.close()\n",
-       "    };\n",
-       "    ws.send = function(m) {\n",
-       "        //console.log('sending', m);\n",
-       "        comm.send(m);\n",
-       "    };\n",
-       "    // Register the callback with on_msg.\n",
-       "    comm.on_msg(function(msg) {\n",
-       "        //console.log('receiving', msg['content']['data'], msg);\n",
-       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
-       "        ws.onmessage(msg['content']['data'])\n",
-       "    });\n",
-       "    return ws;\n",
-       "}\n",
-       "\n",
-       "mpl.mpl_figure_comm = function(comm, msg) {\n",
-       "    // This is the function which gets called when the mpl process\n",
-       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
-       "\n",
-       "    var id = msg.content.data.id;\n",
-       "    // Get hold of the div created by the display call when the Comm\n",
-       "    // socket was opened in Python.\n",
-       "    var element = $(\"#\" + id);\n",
-       "    var ws_proxy = comm_websocket_adapter(comm)\n",
-       "\n",
-       "    function ondownload(figure, format) {\n",
-       "        window.open(figure.imageObj.src);\n",
-       "    }\n",
-       "\n",
-       "    var fig = new mpl.figure(id, ws_proxy,\n",
-       "                           ondownload,\n",
-       "                           element.get(0));\n",
-       "\n",
-       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
-       "    // web socket which is closed, not our websocket->open comm proxy.\n",
-       "    ws_proxy.onopen();\n",
-       "\n",
-       "    fig.parent_element = element.get(0);\n",
-       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
-       "    if (!fig.cell_info) {\n",
-       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
-       "        return;\n",
-       "    }\n",
-       "\n",
-       "    var output_index = fig.cell_info[2]\n",
-       "    var cell = fig.cell_info[0];\n",
-       "\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
-       "    var width = fig.canvas.width/mpl.ratio\n",
-       "    fig.root.unbind('remove')\n",
-       "\n",
-       "    // Update the output cell to use the data from the current canvas.\n",
-       "    fig.push_to_output();\n",
-       "    var dataURL = fig.canvas.toDataURL();\n",
-       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
-       "    // the notebook keyboard shortcuts fail.\n",
-       "    IPython.keyboard_manager.enable()\n",
-       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
-       "    fig.close_ws(fig, msg);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
-       "    fig.send_message('closing', msg);\n",
-       "    // fig.ws.close()\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
-       "    // Turn the data on the canvas into data in the output cell.\n",
-       "    var width = this.canvas.width/mpl.ratio\n",
-       "    var dataURL = this.canvas.toDataURL();\n",
-       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Tell IPython that the notebook contents must change.\n",
-       "    IPython.notebook.set_dirty(true);\n",
-       "    this.send_message(\"ack\", {});\n",
-       "    var fig = this;\n",
-       "    // Wait a second, then push the new image to the DOM so\n",
-       "    // that it is saved nicely (might be nice to debounce this).\n",
-       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>')\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items){\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) { continue; };\n",
-       "\n",
-       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    // Add the status bar.\n",
-       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "\n",
-       "    // Add the close button to the window.\n",
-       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
-       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
-       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
-       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
-       "    buttongrp.append(button);\n",
-       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
-       "    titlebar.prepend(buttongrp);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(el){\n",
-       "    var fig = this\n",
-       "    el.on(\"remove\", function(){\n",
-       "\tfig.close_ws(fig, {});\n",
-       "    });\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
-       "    // this is important to make the div 'focusable\n",
-       "    el.attr('tabindex', 0)\n",
-       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
-       "    // off when our div gets focus\n",
-       "\n",
-       "    // location in version 3\n",
-       "    if (IPython.notebook.keyboard_manager) {\n",
-       "        IPython.notebook.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "    else {\n",
-       "        // location in version 2\n",
-       "        IPython.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    var manager = IPython.notebook.keyboard_manager;\n",
-       "    if (!manager)\n",
-       "        manager = IPython.keyboard_manager;\n",
-       "\n",
-       "    // Check for shift+enter\n",
-       "    if (event.shiftKey && event.which == 13) {\n",
-       "        this.canvas_div.blur();\n",
-       "        event.shiftKey = false;\n",
-       "        // Send a \"J\" for go to next cell\n",
-       "        event.which = 74;\n",
-       "        event.keyCode = 74;\n",
-       "        manager.command_mode();\n",
-       "        manager.handle_keydown(event);\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
-       "    fig.ondownload(fig, null);\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.find_output_cell = function(html_output) {\n",
-       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
-       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
-       "    // IPython event is triggered only after the cells have been serialised, which for\n",
-       "    // our purposes (turning an active figure into a static one), is too late.\n",
-       "    var cells = IPython.notebook.get_cells();\n",
-       "    var ncells = cells.length;\n",
-       "    for (var i=0; i<ncells; i++) {\n",
-       "        var cell = cells[i];\n",
-       "        if (cell.cell_type === 'code'){\n",
-       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
-       "                var data = cell.output_area.outputs[j];\n",
-       "                if (data.data) {\n",
-       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
-       "                    data = data.data;\n",
-       "                }\n",
-       "                if (data['text/html'] == html_output) {\n",
-       "                    return [cell, data, j];\n",
-       "                }\n",
-       "            }\n",
-       "        }\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "// Register the function which deals with the matplotlib target/channel.\n",
-       "// The kernel may be null if the page has been refreshed.\n",
-       "if (IPython.notebook.kernel != null) {\n",
-       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
-       "}\n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Javascript object>"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# Test\nd2(5, f)",
+      "execution_count": 127,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 127,
+          "data": {
+            "text/plain": "32.000002647691865"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "text/html": [
-       "<img src=\"data:image/png;base64,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\" width=\"800\">"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "Newton-Raphson"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def my_newton(f, x0, h=1e-5, delta=1e-5, eps=1e-5):\n    \n    dif = 1\n    der = 1\n    i = 0\n    \n    while dif>eps or der>delta:\n        \n        i += 1\n        d = d1(x0, f)\n        x1 = x0 - (d/d2(x0, f))\n        dif = abs(x1-x0)\n        der = abs(d)\n        x0 = x1\n        if i > 100:\n            break\n    \n    return x1",
+      "execution_count": 128,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "%timeit my_newton(f, 10)",
+      "execution_count": 129,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "74.6 µs ± 4.27 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n",
+          "name": "stdout"
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib notebook\n",
-    "fig = plt.figure()\n",
-    "fig.suptitle('Semi-Definite Quadratic Forms', fontsize=16)\n",
-    "\n",
-    "ax1 = fig.add_subplot(121, projection='3d')\n",
-    "ax1.plot_wireframe(X, Y, (X+Y)**2, rstride=10, cstride=10)\n",
-    "ax1.set_title('Positive Semi-Definite')\n",
-    "\n",
-    "ax2 = fig.add_subplot(122, projection='3d')\n",
-    "ax2.plot_wireframe(X, Y, -(X+Y)**2, rstride=10, cstride=10)\n",
-    "ax2.set_title('Negative Semi-Definite')\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "*Definitions*: </br>\n",
-    "* A quadratic form is *indefinite* iff $Q(x)>0$ for some $x$ and $Q(x)<0$ for another $x$."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 134,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "data": {
-      "application/javascript": [
-       "/* Put everything inside the global mpl namespace */\n",
-       "window.mpl = {};\n",
-       "\n",
-       "\n",
-       "mpl.get_websocket_type = function() {\n",
-       "    if (typeof(WebSocket) !== 'undefined') {\n",
-       "        return WebSocket;\n",
-       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
-       "        return MozWebSocket;\n",
-       "    } else {\n",
-       "        alert('Your browser does not have WebSocket support.' +\n",
-       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
-       "              'Firefox 4 and 5 are also supported but you ' +\n",
-       "              'have to enable WebSockets in about:config.');\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
-       "    this.id = figure_id;\n",
-       "\n",
-       "    this.ws = websocket;\n",
-       "\n",
-       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
-       "\n",
-       "    if (!this.supports_binary) {\n",
-       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
-       "        if (warnings) {\n",
-       "            warnings.style.display = 'block';\n",
-       "            warnings.textContent = (\n",
-       "                \"This browser does not support binary websocket messages. \" +\n",
-       "                    \"Performance may be slow.\");\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    this.imageObj = new Image();\n",
-       "\n",
-       "    this.context = undefined;\n",
-       "    this.message = undefined;\n",
-       "    this.canvas = undefined;\n",
-       "    this.rubberband_canvas = undefined;\n",
-       "    this.rubberband_context = undefined;\n",
-       "    this.format_dropdown = undefined;\n",
-       "\n",
-       "    this.image_mode = 'full';\n",
-       "\n",
-       "    this.root = $('<div/>');\n",
-       "    this._root_extra_style(this.root)\n",
-       "    this.root.attr('style', 'display: inline-block');\n",
-       "\n",
-       "    $(parent_element).append(this.root);\n",
-       "\n",
-       "    this._init_header(this);\n",
-       "    this._init_canvas(this);\n",
-       "    this._init_toolbar(this);\n",
-       "\n",
-       "    var fig = this;\n",
-       "\n",
-       "    this.waiting = false;\n",
-       "\n",
-       "    this.ws.onopen =  function () {\n",
-       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
-       "            fig.send_message(\"send_image_mode\", {});\n",
-       "            if (mpl.ratio != 1) {\n",
-       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
-       "            }\n",
-       "            fig.send_message(\"refresh\", {});\n",
-       "        }\n",
-       "\n",
-       "    this.imageObj.onload = function() {\n",
-       "            if (fig.image_mode == 'full') {\n",
-       "                // Full images could contain transparency (where diff images\n",
-       "                // almost always do), so we need to clear the canvas so that\n",
-       "                // there is no ghosting.\n",
-       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "            }\n",
-       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
-       "        };\n",
-       "\n",
-       "    this.imageObj.onunload = function() {\n",
-       "        fig.ws.close();\n",
-       "    }\n",
-       "\n",
-       "    this.ws.onmessage = this._make_on_message_function(this);\n",
-       "\n",
-       "    this.ondownload = ondownload;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_header = function() {\n",
-       "    var titlebar = $(\n",
-       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
-       "        'ui-helper-clearfix\"/>');\n",
-       "    var titletext = $(\n",
-       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
-       "        'text-align: center; padding: 3px;\"/>');\n",
-       "    titlebar.append(titletext)\n",
-       "    this.root.append(titlebar);\n",
-       "    this.header = titletext[0];\n",
-       "}\n",
-       "\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_canvas = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var canvas_div = $('<div/>');\n",
-       "\n",
-       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
-       "\n",
-       "    function canvas_keyboard_event(event) {\n",
-       "        return fig.key_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
-       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
-       "    this.canvas_div = canvas_div\n",
-       "    this._canvas_extra_style(canvas_div)\n",
-       "    this.root.append(canvas_div);\n",
-       "\n",
-       "    var canvas = $('<canvas/>');\n",
-       "    canvas.addClass('mpl-canvas');\n",
-       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
-       "\n",
-       "    this.canvas = canvas[0];\n",
-       "    this.context = canvas[0].getContext(\"2d\");\n",
-       "\n",
-       "    var backingStore = this.context.backingStorePixelRatio ||\n",
-       "\tthis.context.webkitBackingStorePixelRatio ||\n",
-       "\tthis.context.mozBackingStorePixelRatio ||\n",
-       "\tthis.context.msBackingStorePixelRatio ||\n",
-       "\tthis.context.oBackingStorePixelRatio ||\n",
-       "\tthis.context.backingStorePixelRatio || 1;\n",
-       "\n",
-       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
-       "\n",
-       "    var rubberband = $('<canvas/>');\n",
-       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
-       "\n",
-       "    var pass_mouse_events = true;\n",
-       "\n",
-       "    canvas_div.resizable({\n",
-       "        start: function(event, ui) {\n",
-       "            pass_mouse_events = false;\n",
-       "        },\n",
-       "        resize: function(event, ui) {\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "        stop: function(event, ui) {\n",
-       "            pass_mouse_events = true;\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "    });\n",
-       "\n",
-       "    function mouse_event_fn(event) {\n",
-       "        if (pass_mouse_events)\n",
-       "            return fig.mouse_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
-       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
-       "    // Throttle sequential mouse events to 1 every 20ms.\n",
-       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
-       "\n",
-       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
-       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
-       "\n",
-       "    canvas_div.on(\"wheel\", function (event) {\n",
-       "        event = event.originalEvent;\n",
-       "        event['data'] = 'scroll'\n",
-       "        if (event.deltaY < 0) {\n",
-       "            event.step = 1;\n",
-       "        } else {\n",
-       "            event.step = -1;\n",
-       "        }\n",
-       "        mouse_event_fn(event);\n",
-       "    });\n",
-       "\n",
-       "    canvas_div.append(canvas);\n",
-       "    canvas_div.append(rubberband);\n",
-       "\n",
-       "    this.rubberband = rubberband;\n",
-       "    this.rubberband_canvas = rubberband[0];\n",
-       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
-       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
-       "\n",
-       "    this._resize_canvas = function(width, height) {\n",
-       "        // Keep the size of the canvas, canvas container, and rubber band\n",
-       "        // canvas in synch.\n",
-       "        canvas_div.css('width', width)\n",
-       "        canvas_div.css('height', height)\n",
-       "\n",
-       "        canvas.attr('width', width * mpl.ratio);\n",
-       "        canvas.attr('height', height * mpl.ratio);\n",
-       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
-       "\n",
-       "        rubberband.attr('width', width);\n",
-       "        rubberband.attr('height', height);\n",
-       "    }\n",
-       "\n",
-       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
-       "    // upon first draw.\n",
-       "    this._resize_canvas(600, 600);\n",
-       "\n",
-       "    // Disable right mouse context menu.\n",
-       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
-       "        return false;\n",
-       "    });\n",
-       "\n",
-       "    function set_focus () {\n",
-       "        canvas.focus();\n",
-       "        canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    window.setTimeout(set_focus, 100);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>')\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            // put a spacer in here.\n",
-       "            continue;\n",
-       "        }\n",
-       "        var button = $('<button/>');\n",
-       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
-       "                        'ui-button-icon-only');\n",
-       "        button.attr('role', 'button');\n",
-       "        button.attr('aria-disabled', 'false');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "\n",
-       "        var icon_img = $('<span/>');\n",
-       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
-       "        icon_img.addClass(image);\n",
-       "        icon_img.addClass('ui-corner-all');\n",
-       "\n",
-       "        var tooltip_span = $('<span/>');\n",
-       "        tooltip_span.addClass('ui-button-text');\n",
-       "        tooltip_span.html(tooltip);\n",
-       "\n",
-       "        button.append(icon_img);\n",
-       "        button.append(tooltip_span);\n",
-       "\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    var fmt_picker_span = $('<span/>');\n",
-       "\n",
-       "    var fmt_picker = $('<select/>');\n",
-       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
-       "    fmt_picker_span.append(fmt_picker);\n",
-       "    nav_element.append(fmt_picker_span);\n",
-       "    this.format_dropdown = fmt_picker[0];\n",
-       "\n",
-       "    for (var ind in mpl.extensions) {\n",
-       "        var fmt = mpl.extensions[ind];\n",
-       "        var option = $(\n",
-       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
-       "        fmt_picker.append(option)\n",
-       "    }\n",
-       "\n",
-       "    // Add hover states to the ui-buttons\n",
-       "    $( \".ui-button\" ).hover(\n",
-       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
-       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
-       "    );\n",
-       "\n",
-       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
-       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
-       "    // which will in turn request a refresh of the image.\n",
-       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_message = function(type, properties) {\n",
-       "    properties['type'] = type;\n",
-       "    properties['figure_id'] = this.id;\n",
-       "    this.ws.send(JSON.stringify(properties));\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_draw_message = function() {\n",
-       "    if (!this.waiting) {\n",
-       "        this.waiting = true;\n",
-       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
-       "    var format_dropdown = fig.format_dropdown;\n",
-       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
-       "    fig.ondownload(fig, format);\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
-       "    var size = msg['size'];\n",
-       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
-       "        fig._resize_canvas(size[0], size[1]);\n",
-       "        fig.send_message(\"refresh\", {});\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
-       "    var x0 = msg['x0'] / mpl.ratio;\n",
-       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
-       "    var x1 = msg['x1'] / mpl.ratio;\n",
-       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
-       "    x0 = Math.floor(x0) + 0.5;\n",
-       "    y0 = Math.floor(y0) + 0.5;\n",
-       "    x1 = Math.floor(x1) + 0.5;\n",
-       "    y1 = Math.floor(y1) + 0.5;\n",
-       "    var min_x = Math.min(x0, x1);\n",
-       "    var min_y = Math.min(y0, y1);\n",
-       "    var width = Math.abs(x1 - x0);\n",
-       "    var height = Math.abs(y1 - y0);\n",
-       "\n",
-       "    fig.rubberband_context.clearRect(\n",
-       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "\n",
-       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
-       "    // Updates the figure title.\n",
-       "    fig.header.textContent = msg['label'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
-       "    var cursor = msg['cursor'];\n",
-       "    switch(cursor)\n",
-       "    {\n",
-       "    case 0:\n",
-       "        cursor = 'pointer';\n",
-       "        break;\n",
-       "    case 1:\n",
-       "        cursor = 'default';\n",
-       "        break;\n",
-       "    case 2:\n",
-       "        cursor = 'crosshair';\n",
-       "        break;\n",
-       "    case 3:\n",
-       "        cursor = 'move';\n",
-       "        break;\n",
-       "    }\n",
-       "    fig.rubberband_canvas.style.cursor = cursor;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
-       "    fig.message.textContent = msg['message'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
-       "    // Request the server to send over a new figure.\n",
-       "    fig.send_draw_message();\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
-       "    fig.image_mode = msg['mode'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Called whenever the canvas gets updated.\n",
-       "    this.send_message(\"ack\", {});\n",
-       "}\n",
-       "\n",
-       "// A function to construct a web socket function for onmessage handling.\n",
-       "// Called in the figure constructor.\n",
-       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
-       "    return function socket_on_message(evt) {\n",
-       "        if (evt.data instanceof Blob) {\n",
-       "            /* FIXME: We get \"Resource interpreted as Image but\n",
-       "             * transferred with MIME type text/plain:\" errors on\n",
-       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
-       "             * to be part of the websocket stream */\n",
-       "            evt.data.type = \"image/png\";\n",
-       "\n",
-       "            /* Free the memory for the previous frames */\n",
-       "            if (fig.imageObj.src) {\n",
-       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
-       "                    fig.imageObj.src);\n",
-       "            }\n",
-       "\n",
-       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
-       "                evt.data);\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
-       "            fig.imageObj.src = evt.data;\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        var msg = JSON.parse(evt.data);\n",
-       "        var msg_type = msg['type'];\n",
-       "\n",
-       "        // Call the  \"handle_{type}\" callback, which takes\n",
-       "        // the figure and JSON message as its only arguments.\n",
-       "        try {\n",
-       "            var callback = fig[\"handle_\" + msg_type];\n",
-       "        } catch (e) {\n",
-       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        if (callback) {\n",
-       "            try {\n",
-       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
-       "                callback(fig, msg);\n",
-       "            } catch (e) {\n",
-       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
-       "            }\n",
-       "        }\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
-       "mpl.findpos = function(e) {\n",
-       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
-       "    var targ;\n",
-       "    if (!e)\n",
-       "        e = window.event;\n",
-       "    if (e.target)\n",
-       "        targ = e.target;\n",
-       "    else if (e.srcElement)\n",
-       "        targ = e.srcElement;\n",
-       "    if (targ.nodeType == 3) // defeat Safari bug\n",
-       "        targ = targ.parentNode;\n",
-       "\n",
-       "    // jQuery normalizes the pageX and pageY\n",
-       "    // pageX,Y are the mouse positions relative to the document\n",
-       "    // offset() returns the position of the element relative to the document\n",
-       "    var x = e.pageX - $(targ).offset().left;\n",
-       "    var y = e.pageY - $(targ).offset().top;\n",
-       "\n",
-       "    return {\"x\": x, \"y\": y};\n",
-       "};\n",
-       "\n",
-       "/*\n",
-       " * return a copy of an object with only non-object keys\n",
-       " * we need this to avoid circular references\n",
-       " * http://stackoverflow.com/a/24161582/3208463\n",
-       " */\n",
-       "function simpleKeys (original) {\n",
-       "  return Object.keys(original).reduce(function (obj, key) {\n",
-       "    if (typeof original[key] !== 'object')\n",
-       "        obj[key] = original[key]\n",
-       "    return obj;\n",
-       "  }, {});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
-       "    var canvas_pos = mpl.findpos(event)\n",
-       "\n",
-       "    if (name === 'button_press')\n",
-       "    {\n",
-       "        this.canvas.focus();\n",
-       "        this.canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    var x = canvas_pos.x * mpl.ratio;\n",
-       "    var y = canvas_pos.y * mpl.ratio;\n",
-       "\n",
-       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
-       "                             step: event.step,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "\n",
-       "    /* This prevents the web browser from automatically changing to\n",
-       "     * the text insertion cursor when the button is pressed.  We want\n",
-       "     * to control all of the cursor setting manually through the\n",
-       "     * 'cursor' event from matplotlib */\n",
-       "    event.preventDefault();\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    // Handle any extra behaviour associated with a key event\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.key_event = function(event, name) {\n",
-       "\n",
-       "    // Prevent repeat events\n",
-       "    if (name == 'key_press')\n",
-       "    {\n",
-       "        if (event.which === this._key)\n",
-       "            return;\n",
-       "        else\n",
-       "            this._key = event.which;\n",
-       "    }\n",
-       "    if (name == 'key_release')\n",
-       "        this._key = null;\n",
-       "\n",
-       "    var value = '';\n",
-       "    if (event.ctrlKey && event.which != 17)\n",
-       "        value += \"ctrl+\";\n",
-       "    if (event.altKey && event.which != 18)\n",
-       "        value += \"alt+\";\n",
-       "    if (event.shiftKey && event.which != 16)\n",
-       "        value += \"shift+\";\n",
-       "\n",
-       "    value += 'k';\n",
-       "    value += event.which.toString();\n",
-       "\n",
-       "    this._key_event_extra(event, name);\n",
-       "\n",
-       "    this.send_message(name, {key: value,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
-       "    if (name == 'download') {\n",
-       "        this.handle_save(this, null);\n",
-       "    } else {\n",
-       "        this.send_message(\"toolbar_button\", {name: name});\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
-       "    this.message.textContent = tooltip;\n",
-       "};\n",
-       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
-       "\n",
-       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
-       "\n",
-       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
-       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
-       "    // object with the appropriate methods. Currently this is a non binary\n",
-       "    // socket, so there is still some room for performance tuning.\n",
-       "    var ws = {};\n",
-       "\n",
-       "    ws.close = function() {\n",
-       "        comm.close()\n",
-       "    };\n",
-       "    ws.send = function(m) {\n",
-       "        //console.log('sending', m);\n",
-       "        comm.send(m);\n",
-       "    };\n",
-       "    // Register the callback with on_msg.\n",
-       "    comm.on_msg(function(msg) {\n",
-       "        //console.log('receiving', msg['content']['data'], msg);\n",
-       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
-       "        ws.onmessage(msg['content']['data'])\n",
-       "    });\n",
-       "    return ws;\n",
-       "}\n",
-       "\n",
-       "mpl.mpl_figure_comm = function(comm, msg) {\n",
-       "    // This is the function which gets called when the mpl process\n",
-       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
-       "\n",
-       "    var id = msg.content.data.id;\n",
-       "    // Get hold of the div created by the display call when the Comm\n",
-       "    // socket was opened in Python.\n",
-       "    var element = $(\"#\" + id);\n",
-       "    var ws_proxy = comm_websocket_adapter(comm)\n",
-       "\n",
-       "    function ondownload(figure, format) {\n",
-       "        window.open(figure.imageObj.src);\n",
-       "    }\n",
-       "\n",
-       "    var fig = new mpl.figure(id, ws_proxy,\n",
-       "                           ondownload,\n",
-       "                           element.get(0));\n",
-       "\n",
-       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
-       "    // web socket which is closed, not our websocket->open comm proxy.\n",
-       "    ws_proxy.onopen();\n",
-       "\n",
-       "    fig.parent_element = element.get(0);\n",
-       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
-       "    if (!fig.cell_info) {\n",
-       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
-       "        return;\n",
-       "    }\n",
-       "\n",
-       "    var output_index = fig.cell_info[2]\n",
-       "    var cell = fig.cell_info[0];\n",
-       "\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
-       "    var width = fig.canvas.width/mpl.ratio\n",
-       "    fig.root.unbind('remove')\n",
-       "\n",
-       "    // Update the output cell to use the data from the current canvas.\n",
-       "    fig.push_to_output();\n",
-       "    var dataURL = fig.canvas.toDataURL();\n",
-       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
-       "    // the notebook keyboard shortcuts fail.\n",
-       "    IPython.keyboard_manager.enable()\n",
-       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
-       "    fig.close_ws(fig, msg);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
-       "    fig.send_message('closing', msg);\n",
-       "    // fig.ws.close()\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
-       "    // Turn the data on the canvas into data in the output cell.\n",
-       "    var width = this.canvas.width/mpl.ratio\n",
-       "    var dataURL = this.canvas.toDataURL();\n",
-       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Tell IPython that the notebook contents must change.\n",
-       "    IPython.notebook.set_dirty(true);\n",
-       "    this.send_message(\"ack\", {});\n",
-       "    var fig = this;\n",
-       "    // Wait a second, then push the new image to the DOM so\n",
-       "    // that it is saved nicely (might be nice to debounce this).\n",
-       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>')\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items){\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) { continue; };\n",
-       "\n",
-       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    // Add the status bar.\n",
-       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "\n",
-       "    // Add the close button to the window.\n",
-       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
-       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
-       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
-       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
-       "    buttongrp.append(button);\n",
-       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
-       "    titlebar.prepend(buttongrp);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(el){\n",
-       "    var fig = this\n",
-       "    el.on(\"remove\", function(){\n",
-       "\tfig.close_ws(fig, {});\n",
-       "    });\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
-       "    // this is important to make the div 'focusable\n",
-       "    el.attr('tabindex', 0)\n",
-       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
-       "    // off when our div gets focus\n",
-       "\n",
-       "    // location in version 3\n",
-       "    if (IPython.notebook.keyboard_manager) {\n",
-       "        IPython.notebook.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "    else {\n",
-       "        // location in version 2\n",
-       "        IPython.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    var manager = IPython.notebook.keyboard_manager;\n",
-       "    if (!manager)\n",
-       "        manager = IPython.keyboard_manager;\n",
-       "\n",
-       "    // Check for shift+enter\n",
-       "    if (event.shiftKey && event.which == 13) {\n",
-       "        this.canvas_div.blur();\n",
-       "        event.shiftKey = false;\n",
-       "        // Send a \"J\" for go to next cell\n",
-       "        event.which = 74;\n",
-       "        event.keyCode = 74;\n",
-       "        manager.command_mode();\n",
-       "        manager.handle_keydown(event);\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
-       "    fig.ondownload(fig, null);\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.find_output_cell = function(html_output) {\n",
-       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
-       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
-       "    // IPython event is triggered only after the cells have been serialised, which for\n",
-       "    // our purposes (turning an active figure into a static one), is too late.\n",
-       "    var cells = IPython.notebook.get_cells();\n",
-       "    var ncells = cells.length;\n",
-       "    for (var i=0; i<ncells; i++) {\n",
-       "        var cell = cells[i];\n",
-       "        if (cell.cell_type === 'code'){\n",
-       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
-       "                var data = cell.output_area.outputs[j];\n",
-       "                if (data.data) {\n",
-       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
-       "                    data = data.data;\n",
-       "                }\n",
-       "                if (data['text/html'] == html_output) {\n",
-       "                    return [cell, data, j];\n",
-       "                }\n",
-       "            }\n",
-       "        }\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "// Register the function which deals with the matplotlib target/channel.\n",
-       "// The kernel may be null if the page has been refreshed.\n",
-       "if (IPython.notebook.kernel != null) {\n",
-       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
-       "}\n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Javascript object>"
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "### Derivatives"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "df1 = nd.Derivative(f)\ndf2 = nd.Derivative(f, n=2)",
+      "execution_count": 130,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "%timeit opt.minimize(f, 10, method='Newton-CG', jac=df1, hess=df2)",
+      "execution_count": 131,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "185 ms ± 10.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
+          "name": "stdout"
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "text/html": [
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-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Refresher of matrix algebra"
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "Quadratic form: $Q(x_{1}, x_{2}) = a_{1}\\,x_{1}^2 + a_{2}\\,x_{2}^2 + a_{3}\\,x_{1}\\,x_{2}$ </br></br>\n\nThis a algebraic expression can be written with matrix notation:\n$\n   x=\n  \\left[ {\\begin{array}{c}\n   x_{1} \\\\\n   x_{2} \\\\\n  \\end{array} } \\right]\n$\n and  \n$\n   A=\n  \\left[ {\\begin{array}{c}\n   a_{1} & a_{3}/2 \\\\\n   a_{3}/2 & a_{2} \\\\\n  \\end{array} } \\right]\n$\n imply $Q(x)=x^{T}\\,A\\,x$. Notice that $A$ is a square, **symmetric** matrix. Therefore, there is a one-to-one relationship between quadratic forms and symmetric matrices.</br></br>\n \n*Definitions*: </br>\n* A quadratic form is *positive definite* iff $Q(x)>0$ for any $x\\neq0$.\n* A quadratic form is *negative definite* iff $Q(x)<0$ for any $x\\neq0$."
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "%matplotlib notebook\nplt.rcParams['figure.figsize'] = [8, 3]\nfig = plt.figure()\nfig.suptitle('Definite Quadratic Forms', fontsize=16)\n\nx = np.linspace(-5, 5, 101)\ny = np.linspace(-5, 5, 101)\nX, Y = np.meshgrid(x, y)\n\nax1 = fig.add_subplot(121, projection='3d')\nax1.plot_wireframe(X, Y, X**2+Y**2, rstride=10, cstride=10)\nax1.set_title('Positive Definite')\n\nax2 = fig.add_subplot(122, projection='3d')\nax2.plot_wireframe(X, Y, -X**2-Y**2, rstride=10, cstride=10)\nax2.set_title('Negative Definite')\n\nplt.show()",
+      "execution_count": 132,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        fig.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        event.shiftKey = false;\n        // Send a \"J\" for go to next cell\n        event.which = 74;\n        event.keyCode = 74;\n        manager.command_mode();\n        manager.handle_keydown(event);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
+            "text/plain": "<IPython.core.display.Javascript object>"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/html": "<img 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width=\"800\">",
+            "text/plain": "<IPython.core.display.HTML object>"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib notebook\n",
-    "plt.rcParams['figure.figsize'] = [5, 3]\n",
-    "fig = plt.figure()\n",
-    "fig.suptitle('Indefinite Quadratic Forms', fontsize=16)\n",
-    "\n",
-    "ax = fig.add_subplot(111, projection='3d')\n",
-    "ax.plot_wireframe(X, Y, X**2-Y**2, rstride=10, cstride=10)\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Testing definiteness"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 135,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def principal_minors(M):\n",
-    "    if M.ndim == 2 and np.all(M == M.transpose()):\n",
-    "        lpm = []\n",
-    "        for k in np.arange(0, M.shape[0], 1):\n",
-    "            lpm.append(np.linalg.det(M[0:k+1, 0:k+1]))\n",
-    "        return lpm"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 136,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "A = np.array([[1, 2, 3], [2, 3, 4], [3, 4, 9]])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 137,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "*Definitions*: </br>\n* A quadratic form is *positive semi-definite* iff $Q(x)\\geq0$ for any $x$.\n* A quadratic form is *negative semi-definite* iff $Q(x)\\leq0$ for any $x$."
+    },
     {
-     "data": {
-      "text/plain": [
-       "[1.0, -1.0, -4.000000000000001]"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "%matplotlib notebook\nfig = plt.figure()\nfig.suptitle('Semi-Definite Quadratic Forms', fontsize=16)\n\nax1 = fig.add_subplot(121, projection='3d')\nax1.plot_wireframe(X, Y, (X+Y)**2, rstride=10, cstride=10)\nax1.set_title('Positive Semi-Definite')\n\nax2 = fig.add_subplot(122, projection='3d')\nax2.plot_wireframe(X, Y, -(X+Y)**2, rstride=10, cstride=10)\nax2.set_title('Negative Semi-Definite')\n\nplt.show()",
+      "execution_count": 133,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        fig.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        event.shiftKey = false;\n        // Send a \"J\" for go to next cell\n        event.which = 74;\n        event.keyCode = 74;\n        manager.command_mode();\n        manager.handle_keydown(event);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
+            "text/plain": "<IPython.core.display.Javascript object>"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/html": "<img 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width=\"800\">",
+            "text/plain": "<IPython.core.display.HTML object>"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 137,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "principal_minors(A)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 138,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def positive_definite(M):\n",
-    "    if M.ndim == 2 and np.all(M == M.transpose()):\n",
-    "        return np.all(np.array(principal_minors(M))>0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 139,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "*Definitions*: </br>\n* A quadratic form is *indefinite* iff $Q(x)>0$ for some $x$ and $Q(x)<0$ for another $x$."
+    },
     {
-     "data": {
-      "text/plain": [
-       "False"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "%matplotlib notebook\nplt.rcParams['figure.figsize'] = [5, 3]\nfig = plt.figure()\nfig.suptitle('Indefinite Quadratic Forms', fontsize=16)\n\nax = fig.add_subplot(111, projection='3d')\nax.plot_wireframe(X, Y, X**2-Y**2, rstride=10, cstride=10)\n\nplt.show()",
+      "execution_count": 134,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        fig.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        event.shiftKey = false;\n        // Send a \"J\" for go to next cell\n        event.which = 74;\n        event.keyCode = 74;\n        manager.command_mode();\n        manager.handle_keydown(event);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
+            "text/plain": "<IPython.core.display.Javascript object>"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
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+            "text/plain": "<IPython.core.display.HTML object>"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 139,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "positive_definite(A)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 140,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def negative_definite(M):\n",
-    "    if M.ndim == 2 and np.all(M == M.transpose()):\n",
-    "        n = M.shape[0]\n",
-    "        c = [(-1)**(i+1) for i in np.arange(0, n, 1)]\n",
-    "        return np.all((np.array(c)*np.array(principal_minors(M)))>0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 141,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Testing definiteness"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def principal_minors(M):\n    if M.ndim == 2 and np.all(M == M.transpose()):\n        lpm = []\n        for k in np.arange(0, M.shape[0], 1):\n            lpm.append(np.linalg.det(M[0:k+1, 0:k+1]))\n        return lpm",
+      "execution_count": 135,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "False"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "A = np.array([[1, 2, 3], [2, 3, 4], [3, 4, 9]])",
+      "execution_count": 136,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "principal_minors(A)",
+      "execution_count": 137,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 137,
+          "data": {
+            "text/plain": "[1.0, -1.0, -4.000000000000001]"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 141,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "negative_definite(A)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 142,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def indefinite(M):\n",
-    "    if M.ndim == 2 and np.all(M == M.transpose()):\n",
-    "        if not positive_definite(M) and not negative_definite(M):\n",
-    "            n = M.shape[0]\n",
-    "            return np.all(np.array(principal_minors(M)) != 0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 143,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def positive_definite(M):\n    if M.ndim == 2 and np.all(M == M.transpose()):\n        return np.all(np.array(principal_minors(M))>0)",
+      "execution_count": 138,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "True"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "positive_definite(A)",
+      "execution_count": 139,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 139,
+          "data": {
+            "text/plain": "False"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 143,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "indefinite(A)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Eigenvalues, Eigenvectors and Eigen Decomposition\n",
-    "\n",
-    "$A$: square matrix ($n \\times n$), $x$: column vector ($n \\times 1$), $\\lambda$: scalar. </br>\n",
-    "\n",
-    "*Definition*: $\\lambda$ is an **eigenvalue** of $A$ with corresponding $x$ **eigenvector** iff $A\\,x=\\lambda\\,x$.</br>\n",
-    "\n",
-    "Eigenvalues must solve $\\mathrm{det}(A-\\lambda\\,I)=0$.\n",
-    "\n",
-    "*Result*: If $A$ is a real symmetric matrix, all of its eigenvalues are real numbers, and eigenvectors corresponding to distinct eigenvalues are orthogonal.\n",
-    "\n",
-    "*Eigen Decomposition of Symmetric Matrices*: </br>\n",
-    "Let $P = [x_1, x_2, ..., x_n]$ and $D=diag(\\lambda_1, \\lambda_2, ..., \\lambda_n)$. Then $A = P\\,D\\,P^{-1}$.\n",
-    "\n",
-    "If $\\lambda_i>0, \\forall i$, then $A$ is **positive definite**. </br>\n",
-    "\n",
-    "If $\\lambda_i<0, \\forall i$, then $A$ is **negative definite**. </br>\n",
-    "\n",
-    "If $\\lambda_i\\geq0, \\forall i$, then $A$ is **positive semi-definite**. </br>\n",
-    "\n",
-    "If $\\lambda_i\\leq0, \\forall i$, then $A$ is **negative semi-definite**."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 144,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "data": {
-      "text/plain": [
-       "(array([12.14984759, -0.28900503,  1.13915745]),\n",
-       " array([[ 0.30595473,  0.90505749, -0.29540249],\n",
-       "        [ 0.43670868, -0.40912915, -0.80118592],\n",
-       "        [ 0.84597709, -0.11612179,  0.52042146]]))"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def negative_definite(M):\n    if M.ndim == 2 and np.all(M == M.transpose()):\n        n = M.shape[0]\n        c = [(-1)**(i+1) for i in np.arange(0, n, 1)]\n        return np.all((np.array(c)*np.array(principal_minors(M)))>0)",
+      "execution_count": 140,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "negative_definite(A)",
+      "execution_count": 141,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 141,
+          "data": {
+            "text/plain": "False"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 144,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "np.linalg.eig(A)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 145,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def pos_def(A):\n",
-    "    return (np.all(np.linalg.eig(A)[0]>0))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 146,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def indefinite(M):\n    if M.ndim == 2 and np.all(M == M.transpose()):\n        if not positive_definite(M) and not negative_definite(M):\n            n = M.shape[0]\n            return np.all(np.array(principal_minors(M)) != 0)",
+      "execution_count": 142,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "False"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "indefinite(A)",
+      "execution_count": 143,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 143,
+          "data": {
+            "text/plain": "True"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 146,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "pos_def(A)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Multivariate functions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 147,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def f(x):\n",
-    "    return x[0]**2+x[1]**2-50*np.sin(.5*(x[0]+x[1]))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 148,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "x = np.array([1, 2, 3])\n",
-    "y = np.array([20, 40, 60])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 149,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "X, Y = np.meshgrid(x, y)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 150,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "### Eigenvalues, Eigenvectors and Eigen Decomposition\n\n$A$: square matrix ($n \\times n$), $x$: column vector ($n \\times 1$), $\\lambda$: scalar. </br>\n\n*Definition*: $\\lambda$ is an **eigenvalue** of $A$ with corresponding $x$ **eigenvector** iff $A\\,x=\\lambda\\,x$.</br>\n\nEigenvalues must solve $\\mathrm{det}(A-\\lambda\\,I)=0$.\n\n*Result*: If $A$ is a real symmetric matrix, all of its eigenvalues are real numbers, and eigenvectors corresponding to distinct eigenvalues are orthogonal.\n\n*Eigen Decomposition of Symmetric Matrices*: </br>\nLet $P = [x_1, x_2, ..., x_n]$ and $D=diag(\\lambda_1, \\lambda_2, ..., \\lambda_n)$. Then $A = P\\,D\\,P^{-1}$.\n\nIf $\\lambda_i>0, \\forall i$, then $A$ is **positive definite**. </br>\n\nIf $\\lambda_i<0, \\forall i$, then $A$ is **negative definite**. </br>\n\nIf $\\lambda_i\\geq0, \\forall i$, then $A$ is **positive semi-definite**. </br>\n\nIf $\\lambda_i\\leq0, \\forall i$, then $A$ is **negative semi-definite**."
+    },
     {
-     "data": {
-      "text/plain": [
-       "array([[1, 2, 3],\n",
-       "       [1, 2, 3],\n",
-       "       [1, 2, 3]])"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "np.linalg.eig(A)",
+      "execution_count": 144,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 144,
+          "data": {
+            "text/plain": "(array([12.14984759, -0.28900503,  1.13915745]),\n array([[ 0.30595473,  0.90505749, -0.29540249],\n        [ 0.43670868, -0.40912915, -0.80118592],\n        [ 0.84597709, -0.11612179,  0.52042146]]))"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 150,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "X"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 151,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def pos_def(A):\n    return (np.all(np.linalg.eig(A)[0]>0))",
+      "execution_count": 145,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "array([[20, 20, 20],\n",
-       "       [40, 40, 40],\n",
-       "       [60, 60, 60]])"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "pos_def(A)",
+      "execution_count": 146,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 146,
+          "data": {
+            "text/plain": "False"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 151,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "Y"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 152,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Multivariate functions"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def f(x):\n    return x[0]**2+x[1]**2-50*np.sin(.5*(x[0]+x[1]))",
+      "execution_count": 147,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "x = np.array([1, 2, 3])\ny = np.array([20, 40, 60])",
+      "execution_count": 148,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "X, Y = np.meshgrid(x, y)",
+      "execution_count": 149,
+      "outputs": []
+    },
     {
-     "data": {
-      "application/javascript": [
-       "/* Put everything inside the global mpl namespace */\n",
-       "window.mpl = {};\n",
-       "\n",
-       "\n",
-       "mpl.get_websocket_type = function() {\n",
-       "    if (typeof(WebSocket) !== 'undefined') {\n",
-       "        return WebSocket;\n",
-       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
-       "        return MozWebSocket;\n",
-       "    } else {\n",
-       "        alert('Your browser does not have WebSocket support.' +\n",
-       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
-       "              'Firefox 4 and 5 are also supported but you ' +\n",
-       "              'have to enable WebSockets in about:config.');\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
-       "    this.id = figure_id;\n",
-       "\n",
-       "    this.ws = websocket;\n",
-       "\n",
-       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
-       "\n",
-       "    if (!this.supports_binary) {\n",
-       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
-       "        if (warnings) {\n",
-       "            warnings.style.display = 'block';\n",
-       "            warnings.textContent = (\n",
-       "                \"This browser does not support binary websocket messages. \" +\n",
-       "                    \"Performance may be slow.\");\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    this.imageObj = new Image();\n",
-       "\n",
-       "    this.context = undefined;\n",
-       "    this.message = undefined;\n",
-       "    this.canvas = undefined;\n",
-       "    this.rubberband_canvas = undefined;\n",
-       "    this.rubberband_context = undefined;\n",
-       "    this.format_dropdown = undefined;\n",
-       "\n",
-       "    this.image_mode = 'full';\n",
-       "\n",
-       "    this.root = $('<div/>');\n",
-       "    this._root_extra_style(this.root)\n",
-       "    this.root.attr('style', 'display: inline-block');\n",
-       "\n",
-       "    $(parent_element).append(this.root);\n",
-       "\n",
-       "    this._init_header(this);\n",
-       "    this._init_canvas(this);\n",
-       "    this._init_toolbar(this);\n",
-       "\n",
-       "    var fig = this;\n",
-       "\n",
-       "    this.waiting = false;\n",
-       "\n",
-       "    this.ws.onopen =  function () {\n",
-       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
-       "            fig.send_message(\"send_image_mode\", {});\n",
-       "            if (mpl.ratio != 1) {\n",
-       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
-       "            }\n",
-       "            fig.send_message(\"refresh\", {});\n",
-       "        }\n",
-       "\n",
-       "    this.imageObj.onload = function() {\n",
-       "            if (fig.image_mode == 'full') {\n",
-       "                // Full images could contain transparency (where diff images\n",
-       "                // almost always do), so we need to clear the canvas so that\n",
-       "                // there is no ghosting.\n",
-       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "            }\n",
-       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
-       "        };\n",
-       "\n",
-       "    this.imageObj.onunload = function() {\n",
-       "        fig.ws.close();\n",
-       "    }\n",
-       "\n",
-       "    this.ws.onmessage = this._make_on_message_function(this);\n",
-       "\n",
-       "    this.ondownload = ondownload;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_header = function() {\n",
-       "    var titlebar = $(\n",
-       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
-       "        'ui-helper-clearfix\"/>');\n",
-       "    var titletext = $(\n",
-       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
-       "        'text-align: center; padding: 3px;\"/>');\n",
-       "    titlebar.append(titletext)\n",
-       "    this.root.append(titlebar);\n",
-       "    this.header = titletext[0];\n",
-       "}\n",
-       "\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_canvas = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var canvas_div = $('<div/>');\n",
-       "\n",
-       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
-       "\n",
-       "    function canvas_keyboard_event(event) {\n",
-       "        return fig.key_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
-       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
-       "    this.canvas_div = canvas_div\n",
-       "    this._canvas_extra_style(canvas_div)\n",
-       "    this.root.append(canvas_div);\n",
-       "\n",
-       "    var canvas = $('<canvas/>');\n",
-       "    canvas.addClass('mpl-canvas');\n",
-       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
-       "\n",
-       "    this.canvas = canvas[0];\n",
-       "    this.context = canvas[0].getContext(\"2d\");\n",
-       "\n",
-       "    var backingStore = this.context.backingStorePixelRatio ||\n",
-       "\tthis.context.webkitBackingStorePixelRatio ||\n",
-       "\tthis.context.mozBackingStorePixelRatio ||\n",
-       "\tthis.context.msBackingStorePixelRatio ||\n",
-       "\tthis.context.oBackingStorePixelRatio ||\n",
-       "\tthis.context.backingStorePixelRatio || 1;\n",
-       "\n",
-       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
-       "\n",
-       "    var rubberband = $('<canvas/>');\n",
-       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
-       "\n",
-       "    var pass_mouse_events = true;\n",
-       "\n",
-       "    canvas_div.resizable({\n",
-       "        start: function(event, ui) {\n",
-       "            pass_mouse_events = false;\n",
-       "        },\n",
-       "        resize: function(event, ui) {\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "        stop: function(event, ui) {\n",
-       "            pass_mouse_events = true;\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "    });\n",
-       "\n",
-       "    function mouse_event_fn(event) {\n",
-       "        if (pass_mouse_events)\n",
-       "            return fig.mouse_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
-       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
-       "    // Throttle sequential mouse events to 1 every 20ms.\n",
-       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
-       "\n",
-       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
-       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
-       "\n",
-       "    canvas_div.on(\"wheel\", function (event) {\n",
-       "        event = event.originalEvent;\n",
-       "        event['data'] = 'scroll'\n",
-       "        if (event.deltaY < 0) {\n",
-       "            event.step = 1;\n",
-       "        } else {\n",
-       "            event.step = -1;\n",
-       "        }\n",
-       "        mouse_event_fn(event);\n",
-       "    });\n",
-       "\n",
-       "    canvas_div.append(canvas);\n",
-       "    canvas_div.append(rubberband);\n",
-       "\n",
-       "    this.rubberband = rubberband;\n",
-       "    this.rubberband_canvas = rubberband[0];\n",
-       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
-       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
-       "\n",
-       "    this._resize_canvas = function(width, height) {\n",
-       "        // Keep the size of the canvas, canvas container, and rubber band\n",
-       "        // canvas in synch.\n",
-       "        canvas_div.css('width', width)\n",
-       "        canvas_div.css('height', height)\n",
-       "\n",
-       "        canvas.attr('width', width * mpl.ratio);\n",
-       "        canvas.attr('height', height * mpl.ratio);\n",
-       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
-       "\n",
-       "        rubberband.attr('width', width);\n",
-       "        rubberband.attr('height', height);\n",
-       "    }\n",
-       "\n",
-       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
-       "    // upon first draw.\n",
-       "    this._resize_canvas(600, 600);\n",
-       "\n",
-       "    // Disable right mouse context menu.\n",
-       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
-       "        return false;\n",
-       "    });\n",
-       "\n",
-       "    function set_focus () {\n",
-       "        canvas.focus();\n",
-       "        canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    window.setTimeout(set_focus, 100);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>')\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            // put a spacer in here.\n",
-       "            continue;\n",
-       "        }\n",
-       "        var button = $('<button/>');\n",
-       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
-       "                        'ui-button-icon-only');\n",
-       "        button.attr('role', 'button');\n",
-       "        button.attr('aria-disabled', 'false');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "\n",
-       "        var icon_img = $('<span/>');\n",
-       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
-       "        icon_img.addClass(image);\n",
-       "        icon_img.addClass('ui-corner-all');\n",
-       "\n",
-       "        var tooltip_span = $('<span/>');\n",
-       "        tooltip_span.addClass('ui-button-text');\n",
-       "        tooltip_span.html(tooltip);\n",
-       "\n",
-       "        button.append(icon_img);\n",
-       "        button.append(tooltip_span);\n",
-       "\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    var fmt_picker_span = $('<span/>');\n",
-       "\n",
-       "    var fmt_picker = $('<select/>');\n",
-       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
-       "    fmt_picker_span.append(fmt_picker);\n",
-       "    nav_element.append(fmt_picker_span);\n",
-       "    this.format_dropdown = fmt_picker[0];\n",
-       "\n",
-       "    for (var ind in mpl.extensions) {\n",
-       "        var fmt = mpl.extensions[ind];\n",
-       "        var option = $(\n",
-       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
-       "        fmt_picker.append(option)\n",
-       "    }\n",
-       "\n",
-       "    // Add hover states to the ui-buttons\n",
-       "    $( \".ui-button\" ).hover(\n",
-       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
-       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
-       "    );\n",
-       "\n",
-       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
-       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
-       "    // which will in turn request a refresh of the image.\n",
-       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_message = function(type, properties) {\n",
-       "    properties['type'] = type;\n",
-       "    properties['figure_id'] = this.id;\n",
-       "    this.ws.send(JSON.stringify(properties));\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_draw_message = function() {\n",
-       "    if (!this.waiting) {\n",
-       "        this.waiting = true;\n",
-       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
-       "    var format_dropdown = fig.format_dropdown;\n",
-       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
-       "    fig.ondownload(fig, format);\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
-       "    var size = msg['size'];\n",
-       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
-       "        fig._resize_canvas(size[0], size[1]);\n",
-       "        fig.send_message(\"refresh\", {});\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
-       "    var x0 = msg['x0'] / mpl.ratio;\n",
-       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
-       "    var x1 = msg['x1'] / mpl.ratio;\n",
-       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
-       "    x0 = Math.floor(x0) + 0.5;\n",
-       "    y0 = Math.floor(y0) + 0.5;\n",
-       "    x1 = Math.floor(x1) + 0.5;\n",
-       "    y1 = Math.floor(y1) + 0.5;\n",
-       "    var min_x = Math.min(x0, x1);\n",
-       "    var min_y = Math.min(y0, y1);\n",
-       "    var width = Math.abs(x1 - x0);\n",
-       "    var height = Math.abs(y1 - y0);\n",
-       "\n",
-       "    fig.rubberband_context.clearRect(\n",
-       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "\n",
-       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
-       "    // Updates the figure title.\n",
-       "    fig.header.textContent = msg['label'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
-       "    var cursor = msg['cursor'];\n",
-       "    switch(cursor)\n",
-       "    {\n",
-       "    case 0:\n",
-       "        cursor = 'pointer';\n",
-       "        break;\n",
-       "    case 1:\n",
-       "        cursor = 'default';\n",
-       "        break;\n",
-       "    case 2:\n",
-       "        cursor = 'crosshair';\n",
-       "        break;\n",
-       "    case 3:\n",
-       "        cursor = 'move';\n",
-       "        break;\n",
-       "    }\n",
-       "    fig.rubberband_canvas.style.cursor = cursor;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
-       "    fig.message.textContent = msg['message'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
-       "    // Request the server to send over a new figure.\n",
-       "    fig.send_draw_message();\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
-       "    fig.image_mode = msg['mode'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Called whenever the canvas gets updated.\n",
-       "    this.send_message(\"ack\", {});\n",
-       "}\n",
-       "\n",
-       "// A function to construct a web socket function for onmessage handling.\n",
-       "// Called in the figure constructor.\n",
-       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
-       "    return function socket_on_message(evt) {\n",
-       "        if (evt.data instanceof Blob) {\n",
-       "            /* FIXME: We get \"Resource interpreted as Image but\n",
-       "             * transferred with MIME type text/plain:\" errors on\n",
-       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
-       "             * to be part of the websocket stream */\n",
-       "            evt.data.type = \"image/png\";\n",
-       "\n",
-       "            /* Free the memory for the previous frames */\n",
-       "            if (fig.imageObj.src) {\n",
-       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
-       "                    fig.imageObj.src);\n",
-       "            }\n",
-       "\n",
-       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
-       "                evt.data);\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
-       "            fig.imageObj.src = evt.data;\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        var msg = JSON.parse(evt.data);\n",
-       "        var msg_type = msg['type'];\n",
-       "\n",
-       "        // Call the  \"handle_{type}\" callback, which takes\n",
-       "        // the figure and JSON message as its only arguments.\n",
-       "        try {\n",
-       "            var callback = fig[\"handle_\" + msg_type];\n",
-       "        } catch (e) {\n",
-       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        if (callback) {\n",
-       "            try {\n",
-       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
-       "                callback(fig, msg);\n",
-       "            } catch (e) {\n",
-       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
-       "            }\n",
-       "        }\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
-       "mpl.findpos = function(e) {\n",
-       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
-       "    var targ;\n",
-       "    if (!e)\n",
-       "        e = window.event;\n",
-       "    if (e.target)\n",
-       "        targ = e.target;\n",
-       "    else if (e.srcElement)\n",
-       "        targ = e.srcElement;\n",
-       "    if (targ.nodeType == 3) // defeat Safari bug\n",
-       "        targ = targ.parentNode;\n",
-       "\n",
-       "    // jQuery normalizes the pageX and pageY\n",
-       "    // pageX,Y are the mouse positions relative to the document\n",
-       "    // offset() returns the position of the element relative to the document\n",
-       "    var x = e.pageX - $(targ).offset().left;\n",
-       "    var y = e.pageY - $(targ).offset().top;\n",
-       "\n",
-       "    return {\"x\": x, \"y\": y};\n",
-       "};\n",
-       "\n",
-       "/*\n",
-       " * return a copy of an object with only non-object keys\n",
-       " * we need this to avoid circular references\n",
-       " * http://stackoverflow.com/a/24161582/3208463\n",
-       " */\n",
-       "function simpleKeys (original) {\n",
-       "  return Object.keys(original).reduce(function (obj, key) {\n",
-       "    if (typeof original[key] !== 'object')\n",
-       "        obj[key] = original[key]\n",
-       "    return obj;\n",
-       "  }, {});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
-       "    var canvas_pos = mpl.findpos(event)\n",
-       "\n",
-       "    if (name === 'button_press')\n",
-       "    {\n",
-       "        this.canvas.focus();\n",
-       "        this.canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    var x = canvas_pos.x * mpl.ratio;\n",
-       "    var y = canvas_pos.y * mpl.ratio;\n",
-       "\n",
-       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
-       "                             step: event.step,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "\n",
-       "    /* This prevents the web browser from automatically changing to\n",
-       "     * the text insertion cursor when the button is pressed.  We want\n",
-       "     * to control all of the cursor setting manually through the\n",
-       "     * 'cursor' event from matplotlib */\n",
-       "    event.preventDefault();\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    // Handle any extra behaviour associated with a key event\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.key_event = function(event, name) {\n",
-       "\n",
-       "    // Prevent repeat events\n",
-       "    if (name == 'key_press')\n",
-       "    {\n",
-       "        if (event.which === this._key)\n",
-       "            return;\n",
-       "        else\n",
-       "            this._key = event.which;\n",
-       "    }\n",
-       "    if (name == 'key_release')\n",
-       "        this._key = null;\n",
-       "\n",
-       "    var value = '';\n",
-       "    if (event.ctrlKey && event.which != 17)\n",
-       "        value += \"ctrl+\";\n",
-       "    if (event.altKey && event.which != 18)\n",
-       "        value += \"alt+\";\n",
-       "    if (event.shiftKey && event.which != 16)\n",
-       "        value += \"shift+\";\n",
-       "\n",
-       "    value += 'k';\n",
-       "    value += event.which.toString();\n",
-       "\n",
-       "    this._key_event_extra(event, name);\n",
-       "\n",
-       "    this.send_message(name, {key: value,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
-       "    if (name == 'download') {\n",
-       "        this.handle_save(this, null);\n",
-       "    } else {\n",
-       "        this.send_message(\"toolbar_button\", {name: name});\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
-       "    this.message.textContent = tooltip;\n",
-       "};\n",
-       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
-       "\n",
-       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
-       "\n",
-       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
-       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
-       "    // object with the appropriate methods. Currently this is a non binary\n",
-       "    // socket, so there is still some room for performance tuning.\n",
-       "    var ws = {};\n",
-       "\n",
-       "    ws.close = function() {\n",
-       "        comm.close()\n",
-       "    };\n",
-       "    ws.send = function(m) {\n",
-       "        //console.log('sending', m);\n",
-       "        comm.send(m);\n",
-       "    };\n",
-       "    // Register the callback with on_msg.\n",
-       "    comm.on_msg(function(msg) {\n",
-       "        //console.log('receiving', msg['content']['data'], msg);\n",
-       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
-       "        ws.onmessage(msg['content']['data'])\n",
-       "    });\n",
-       "    return ws;\n",
-       "}\n",
-       "\n",
-       "mpl.mpl_figure_comm = function(comm, msg) {\n",
-       "    // This is the function which gets called when the mpl process\n",
-       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
-       "\n",
-       "    var id = msg.content.data.id;\n",
-       "    // Get hold of the div created by the display call when the Comm\n",
-       "    // socket was opened in Python.\n",
-       "    var element = $(\"#\" + id);\n",
-       "    var ws_proxy = comm_websocket_adapter(comm)\n",
-       "\n",
-       "    function ondownload(figure, format) {\n",
-       "        window.open(figure.imageObj.src);\n",
-       "    }\n",
-       "\n",
-       "    var fig = new mpl.figure(id, ws_proxy,\n",
-       "                           ondownload,\n",
-       "                           element.get(0));\n",
-       "\n",
-       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
-       "    // web socket which is closed, not our websocket->open comm proxy.\n",
-       "    ws_proxy.onopen();\n",
-       "\n",
-       "    fig.parent_element = element.get(0);\n",
-       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
-       "    if (!fig.cell_info) {\n",
-       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
-       "        return;\n",
-       "    }\n",
-       "\n",
-       "    var output_index = fig.cell_info[2]\n",
-       "    var cell = fig.cell_info[0];\n",
-       "\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
-       "    var width = fig.canvas.width/mpl.ratio\n",
-       "    fig.root.unbind('remove')\n",
-       "\n",
-       "    // Update the output cell to use the data from the current canvas.\n",
-       "    fig.push_to_output();\n",
-       "    var dataURL = fig.canvas.toDataURL();\n",
-       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
-       "    // the notebook keyboard shortcuts fail.\n",
-       "    IPython.keyboard_manager.enable()\n",
-       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
-       "    fig.close_ws(fig, msg);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
-       "    fig.send_message('closing', msg);\n",
-       "    // fig.ws.close()\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
-       "    // Turn the data on the canvas into data in the output cell.\n",
-       "    var width = this.canvas.width/mpl.ratio\n",
-       "    var dataURL = this.canvas.toDataURL();\n",
-       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Tell IPython that the notebook contents must change.\n",
-       "    IPython.notebook.set_dirty(true);\n",
-       "    this.send_message(\"ack\", {});\n",
-       "    var fig = this;\n",
-       "    // Wait a second, then push the new image to the DOM so\n",
-       "    // that it is saved nicely (might be nice to debounce this).\n",
-       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>')\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items){\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) { continue; };\n",
-       "\n",
-       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    // Add the status bar.\n",
-       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "\n",
-       "    // Add the close button to the window.\n",
-       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
-       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
-       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
-       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
-       "    buttongrp.append(button);\n",
-       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
-       "    titlebar.prepend(buttongrp);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(el){\n",
-       "    var fig = this\n",
-       "    el.on(\"remove\", function(){\n",
-       "\tfig.close_ws(fig, {});\n",
-       "    });\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
-       "    // this is important to make the div 'focusable\n",
-       "    el.attr('tabindex', 0)\n",
-       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
-       "    // off when our div gets focus\n",
-       "\n",
-       "    // location in version 3\n",
-       "    if (IPython.notebook.keyboard_manager) {\n",
-       "        IPython.notebook.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "    else {\n",
-       "        // location in version 2\n",
-       "        IPython.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    var manager = IPython.notebook.keyboard_manager;\n",
-       "    if (!manager)\n",
-       "        manager = IPython.keyboard_manager;\n",
-       "\n",
-       "    // Check for shift+enter\n",
-       "    if (event.shiftKey && event.which == 13) {\n",
-       "        this.canvas_div.blur();\n",
-       "        event.shiftKey = false;\n",
-       "        // Send a \"J\" for go to next cell\n",
-       "        event.which = 74;\n",
-       "        event.keyCode = 74;\n",
-       "        manager.command_mode();\n",
-       "        manager.handle_keydown(event);\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
-       "    fig.ondownload(fig, null);\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.find_output_cell = function(html_output) {\n",
-       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
-       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
-       "    // IPython event is triggered only after the cells have been serialised, which for\n",
-       "    // our purposes (turning an active figure into a static one), is too late.\n",
-       "    var cells = IPython.notebook.get_cells();\n",
-       "    var ncells = cells.length;\n",
-       "    for (var i=0; i<ncells; i++) {\n",
-       "        var cell = cells[i];\n",
-       "        if (cell.cell_type === 'code'){\n",
-       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
-       "                var data = cell.output_area.outputs[j];\n",
-       "                if (data.data) {\n",
-       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
-       "                    data = data.data;\n",
-       "                }\n",
-       "                if (data['text/html'] == html_output) {\n",
-       "                    return [cell, data, j];\n",
-       "                }\n",
-       "            }\n",
-       "        }\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "// Register the function which deals with the matplotlib target/channel.\n",
-       "// The kernel may be null if the page has been refreshed.\n",
-       "if (IPython.notebook.kernel != null) {\n",
-       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
-       "}\n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Javascript object>"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "X",
+      "execution_count": 150,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 150,
+          "data": {
+            "text/plain": "array([[1, 2, 3],\n       [1, 2, 3],\n       [1, 2, 3]])"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "text/html": [
-       "<img src=\"data:image/png;base64,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\" width=\"500\">"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "Y",
+      "execution_count": 151,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 151,
+          "data": {
+            "text/plain": "array([[20, 20, 20],\n       [40, 40, 40],\n       [60, 60, 60]])"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib notebook\n",
-    "plt.rcParams['figure.figsize'] = [5, 3]\n",
-    "\n",
-    "x = np.linspace(-10, 10, 101)\n",
-    "y = np.linspace(-10, 10, 101)\n",
-    "X, Y = np.meshgrid(x, y)\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "fig.suptitle('$x^2+y^2-50\\,sin(.5(x+y))$', fontsize=16)\n",
-    "\n",
-    "ax = fig.add_subplot(111, projection='3d')\n",
-    "ax.plot_wireframe(X, Y, f([X, Y]), rstride=10, cstride=10)\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 153,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
+    },
     {
-     "data": {
-      "application/javascript": [
-       "/* Put everything inside the global mpl namespace */\n",
-       "window.mpl = {};\n",
-       "\n",
-       "\n",
-       "mpl.get_websocket_type = function() {\n",
-       "    if (typeof(WebSocket) !== 'undefined') {\n",
-       "        return WebSocket;\n",
-       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
-       "        return MozWebSocket;\n",
-       "    } else {\n",
-       "        alert('Your browser does not have WebSocket support.' +\n",
-       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
-       "              'Firefox 4 and 5 are also supported but you ' +\n",
-       "              'have to enable WebSockets in about:config.');\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
-       "    this.id = figure_id;\n",
-       "\n",
-       "    this.ws = websocket;\n",
-       "\n",
-       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
-       "\n",
-       "    if (!this.supports_binary) {\n",
-       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
-       "        if (warnings) {\n",
-       "            warnings.style.display = 'block';\n",
-       "            warnings.textContent = (\n",
-       "                \"This browser does not support binary websocket messages. \" +\n",
-       "                    \"Performance may be slow.\");\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    this.imageObj = new Image();\n",
-       "\n",
-       "    this.context = undefined;\n",
-       "    this.message = undefined;\n",
-       "    this.canvas = undefined;\n",
-       "    this.rubberband_canvas = undefined;\n",
-       "    this.rubberband_context = undefined;\n",
-       "    this.format_dropdown = undefined;\n",
-       "\n",
-       "    this.image_mode = 'full';\n",
-       "\n",
-       "    this.root = $('<div/>');\n",
-       "    this._root_extra_style(this.root)\n",
-       "    this.root.attr('style', 'display: inline-block');\n",
-       "\n",
-       "    $(parent_element).append(this.root);\n",
-       "\n",
-       "    this._init_header(this);\n",
-       "    this._init_canvas(this);\n",
-       "    this._init_toolbar(this);\n",
-       "\n",
-       "    var fig = this;\n",
-       "\n",
-       "    this.waiting = false;\n",
-       "\n",
-       "    this.ws.onopen =  function () {\n",
-       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
-       "            fig.send_message(\"send_image_mode\", {});\n",
-       "            if (mpl.ratio != 1) {\n",
-       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
-       "            }\n",
-       "            fig.send_message(\"refresh\", {});\n",
-       "        }\n",
-       "\n",
-       "    this.imageObj.onload = function() {\n",
-       "            if (fig.image_mode == 'full') {\n",
-       "                // Full images could contain transparency (where diff images\n",
-       "                // almost always do), so we need to clear the canvas so that\n",
-       "                // there is no ghosting.\n",
-       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "            }\n",
-       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
-       "        };\n",
-       "\n",
-       "    this.imageObj.onunload = function() {\n",
-       "        fig.ws.close();\n",
-       "    }\n",
-       "\n",
-       "    this.ws.onmessage = this._make_on_message_function(this);\n",
-       "\n",
-       "    this.ondownload = ondownload;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_header = function() {\n",
-       "    var titlebar = $(\n",
-       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
-       "        'ui-helper-clearfix\"/>');\n",
-       "    var titletext = $(\n",
-       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
-       "        'text-align: center; padding: 3px;\"/>');\n",
-       "    titlebar.append(titletext)\n",
-       "    this.root.append(titlebar);\n",
-       "    this.header = titletext[0];\n",
-       "}\n",
-       "\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_canvas = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var canvas_div = $('<div/>');\n",
-       "\n",
-       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
-       "\n",
-       "    function canvas_keyboard_event(event) {\n",
-       "        return fig.key_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
-       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
-       "    this.canvas_div = canvas_div\n",
-       "    this._canvas_extra_style(canvas_div)\n",
-       "    this.root.append(canvas_div);\n",
-       "\n",
-       "    var canvas = $('<canvas/>');\n",
-       "    canvas.addClass('mpl-canvas');\n",
-       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
-       "\n",
-       "    this.canvas = canvas[0];\n",
-       "    this.context = canvas[0].getContext(\"2d\");\n",
-       "\n",
-       "    var backingStore = this.context.backingStorePixelRatio ||\n",
-       "\tthis.context.webkitBackingStorePixelRatio ||\n",
-       "\tthis.context.mozBackingStorePixelRatio ||\n",
-       "\tthis.context.msBackingStorePixelRatio ||\n",
-       "\tthis.context.oBackingStorePixelRatio ||\n",
-       "\tthis.context.backingStorePixelRatio || 1;\n",
-       "\n",
-       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
-       "\n",
-       "    var rubberband = $('<canvas/>');\n",
-       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
-       "\n",
-       "    var pass_mouse_events = true;\n",
-       "\n",
-       "    canvas_div.resizable({\n",
-       "        start: function(event, ui) {\n",
-       "            pass_mouse_events = false;\n",
-       "        },\n",
-       "        resize: function(event, ui) {\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "        stop: function(event, ui) {\n",
-       "            pass_mouse_events = true;\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "    });\n",
-       "\n",
-       "    function mouse_event_fn(event) {\n",
-       "        if (pass_mouse_events)\n",
-       "            return fig.mouse_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
-       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
-       "    // Throttle sequential mouse events to 1 every 20ms.\n",
-       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
-       "\n",
-       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
-       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
-       "\n",
-       "    canvas_div.on(\"wheel\", function (event) {\n",
-       "        event = event.originalEvent;\n",
-       "        event['data'] = 'scroll'\n",
-       "        if (event.deltaY < 0) {\n",
-       "            event.step = 1;\n",
-       "        } else {\n",
-       "            event.step = -1;\n",
-       "        }\n",
-       "        mouse_event_fn(event);\n",
-       "    });\n",
-       "\n",
-       "    canvas_div.append(canvas);\n",
-       "    canvas_div.append(rubberband);\n",
-       "\n",
-       "    this.rubberband = rubberband;\n",
-       "    this.rubberband_canvas = rubberband[0];\n",
-       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
-       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
-       "\n",
-       "    this._resize_canvas = function(width, height) {\n",
-       "        // Keep the size of the canvas, canvas container, and rubber band\n",
-       "        // canvas in synch.\n",
-       "        canvas_div.css('width', width)\n",
-       "        canvas_div.css('height', height)\n",
-       "\n",
-       "        canvas.attr('width', width * mpl.ratio);\n",
-       "        canvas.attr('height', height * mpl.ratio);\n",
-       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
-       "\n",
-       "        rubberband.attr('width', width);\n",
-       "        rubberband.attr('height', height);\n",
-       "    }\n",
-       "\n",
-       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
-       "    // upon first draw.\n",
-       "    this._resize_canvas(600, 600);\n",
-       "\n",
-       "    // Disable right mouse context menu.\n",
-       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
-       "        return false;\n",
-       "    });\n",
-       "\n",
-       "    function set_focus () {\n",
-       "        canvas.focus();\n",
-       "        canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    window.setTimeout(set_focus, 100);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>')\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            // put a spacer in here.\n",
-       "            continue;\n",
-       "        }\n",
-       "        var button = $('<button/>');\n",
-       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
-       "                        'ui-button-icon-only');\n",
-       "        button.attr('role', 'button');\n",
-       "        button.attr('aria-disabled', 'false');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "\n",
-       "        var icon_img = $('<span/>');\n",
-       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
-       "        icon_img.addClass(image);\n",
-       "        icon_img.addClass('ui-corner-all');\n",
-       "\n",
-       "        var tooltip_span = $('<span/>');\n",
-       "        tooltip_span.addClass('ui-button-text');\n",
-       "        tooltip_span.html(tooltip);\n",
-       "\n",
-       "        button.append(icon_img);\n",
-       "        button.append(tooltip_span);\n",
-       "\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    var fmt_picker_span = $('<span/>');\n",
-       "\n",
-       "    var fmt_picker = $('<select/>');\n",
-       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
-       "    fmt_picker_span.append(fmt_picker);\n",
-       "    nav_element.append(fmt_picker_span);\n",
-       "    this.format_dropdown = fmt_picker[0];\n",
-       "\n",
-       "    for (var ind in mpl.extensions) {\n",
-       "        var fmt = mpl.extensions[ind];\n",
-       "        var option = $(\n",
-       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
-       "        fmt_picker.append(option)\n",
-       "    }\n",
-       "\n",
-       "    // Add hover states to the ui-buttons\n",
-       "    $( \".ui-button\" ).hover(\n",
-       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
-       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
-       "    );\n",
-       "\n",
-       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
-       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
-       "    // which will in turn request a refresh of the image.\n",
-       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_message = function(type, properties) {\n",
-       "    properties['type'] = type;\n",
-       "    properties['figure_id'] = this.id;\n",
-       "    this.ws.send(JSON.stringify(properties));\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_draw_message = function() {\n",
-       "    if (!this.waiting) {\n",
-       "        this.waiting = true;\n",
-       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
-       "    var format_dropdown = fig.format_dropdown;\n",
-       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
-       "    fig.ondownload(fig, format);\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
-       "    var size = msg['size'];\n",
-       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
-       "        fig._resize_canvas(size[0], size[1]);\n",
-       "        fig.send_message(\"refresh\", {});\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
-       "    var x0 = msg['x0'] / mpl.ratio;\n",
-       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
-       "    var x1 = msg['x1'] / mpl.ratio;\n",
-       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
-       "    x0 = Math.floor(x0) + 0.5;\n",
-       "    y0 = Math.floor(y0) + 0.5;\n",
-       "    x1 = Math.floor(x1) + 0.5;\n",
-       "    y1 = Math.floor(y1) + 0.5;\n",
-       "    var min_x = Math.min(x0, x1);\n",
-       "    var min_y = Math.min(y0, y1);\n",
-       "    var width = Math.abs(x1 - x0);\n",
-       "    var height = Math.abs(y1 - y0);\n",
-       "\n",
-       "    fig.rubberband_context.clearRect(\n",
-       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "\n",
-       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
-       "    // Updates the figure title.\n",
-       "    fig.header.textContent = msg['label'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
-       "    var cursor = msg['cursor'];\n",
-       "    switch(cursor)\n",
-       "    {\n",
-       "    case 0:\n",
-       "        cursor = 'pointer';\n",
-       "        break;\n",
-       "    case 1:\n",
-       "        cursor = 'default';\n",
-       "        break;\n",
-       "    case 2:\n",
-       "        cursor = 'crosshair';\n",
-       "        break;\n",
-       "    case 3:\n",
-       "        cursor = 'move';\n",
-       "        break;\n",
-       "    }\n",
-       "    fig.rubberband_canvas.style.cursor = cursor;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
-       "    fig.message.textContent = msg['message'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
-       "    // Request the server to send over a new figure.\n",
-       "    fig.send_draw_message();\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
-       "    fig.image_mode = msg['mode'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Called whenever the canvas gets updated.\n",
-       "    this.send_message(\"ack\", {});\n",
-       "}\n",
-       "\n",
-       "// A function to construct a web socket function for onmessage handling.\n",
-       "// Called in the figure constructor.\n",
-       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
-       "    return function socket_on_message(evt) {\n",
-       "        if (evt.data instanceof Blob) {\n",
-       "            /* FIXME: We get \"Resource interpreted as Image but\n",
-       "             * transferred with MIME type text/plain:\" errors on\n",
-       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
-       "             * to be part of the websocket stream */\n",
-       "            evt.data.type = \"image/png\";\n",
-       "\n",
-       "            /* Free the memory for the previous frames */\n",
-       "            if (fig.imageObj.src) {\n",
-       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
-       "                    fig.imageObj.src);\n",
-       "            }\n",
-       "\n",
-       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
-       "                evt.data);\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
-       "            fig.imageObj.src = evt.data;\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        var msg = JSON.parse(evt.data);\n",
-       "        var msg_type = msg['type'];\n",
-       "\n",
-       "        // Call the  \"handle_{type}\" callback, which takes\n",
-       "        // the figure and JSON message as its only arguments.\n",
-       "        try {\n",
-       "            var callback = fig[\"handle_\" + msg_type];\n",
-       "        } catch (e) {\n",
-       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        if (callback) {\n",
-       "            try {\n",
-       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
-       "                callback(fig, msg);\n",
-       "            } catch (e) {\n",
-       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
-       "            }\n",
-       "        }\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
-       "mpl.findpos = function(e) {\n",
-       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
-       "    var targ;\n",
-       "    if (!e)\n",
-       "        e = window.event;\n",
-       "    if (e.target)\n",
-       "        targ = e.target;\n",
-       "    else if (e.srcElement)\n",
-       "        targ = e.srcElement;\n",
-       "    if (targ.nodeType == 3) // defeat Safari bug\n",
-       "        targ = targ.parentNode;\n",
-       "\n",
-       "    // jQuery normalizes the pageX and pageY\n",
-       "    // pageX,Y are the mouse positions relative to the document\n",
-       "    // offset() returns the position of the element relative to the document\n",
-       "    var x = e.pageX - $(targ).offset().left;\n",
-       "    var y = e.pageY - $(targ).offset().top;\n",
-       "\n",
-       "    return {\"x\": x, \"y\": y};\n",
-       "};\n",
-       "\n",
-       "/*\n",
-       " * return a copy of an object with only non-object keys\n",
-       " * we need this to avoid circular references\n",
-       " * http://stackoverflow.com/a/24161582/3208463\n",
-       " */\n",
-       "function simpleKeys (original) {\n",
-       "  return Object.keys(original).reduce(function (obj, key) {\n",
-       "    if (typeof original[key] !== 'object')\n",
-       "        obj[key] = original[key]\n",
-       "    return obj;\n",
-       "  }, {});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
-       "    var canvas_pos = mpl.findpos(event)\n",
-       "\n",
-       "    if (name === 'button_press')\n",
-       "    {\n",
-       "        this.canvas.focus();\n",
-       "        this.canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    var x = canvas_pos.x * mpl.ratio;\n",
-       "    var y = canvas_pos.y * mpl.ratio;\n",
-       "\n",
-       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
-       "                             step: event.step,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "\n",
-       "    /* This prevents the web browser from automatically changing to\n",
-       "     * the text insertion cursor when the button is pressed.  We want\n",
-       "     * to control all of the cursor setting manually through the\n",
-       "     * 'cursor' event from matplotlib */\n",
-       "    event.preventDefault();\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    // Handle any extra behaviour associated with a key event\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.key_event = function(event, name) {\n",
-       "\n",
-       "    // Prevent repeat events\n",
-       "    if (name == 'key_press')\n",
-       "    {\n",
-       "        if (event.which === this._key)\n",
-       "            return;\n",
-       "        else\n",
-       "            this._key = event.which;\n",
-       "    }\n",
-       "    if (name == 'key_release')\n",
-       "        this._key = null;\n",
-       "\n",
-       "    var value = '';\n",
-       "    if (event.ctrlKey && event.which != 17)\n",
-       "        value += \"ctrl+\";\n",
-       "    if (event.altKey && event.which != 18)\n",
-       "        value += \"alt+\";\n",
-       "    if (event.shiftKey && event.which != 16)\n",
-       "        value += \"shift+\";\n",
-       "\n",
-       "    value += 'k';\n",
-       "    value += event.which.toString();\n",
-       "\n",
-       "    this._key_event_extra(event, name);\n",
-       "\n",
-       "    this.send_message(name, {key: value,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
-       "    if (name == 'download') {\n",
-       "        this.handle_save(this, null);\n",
-       "    } else {\n",
-       "        this.send_message(\"toolbar_button\", {name: name});\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
-       "    this.message.textContent = tooltip;\n",
-       "};\n",
-       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
-       "\n",
-       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
-       "\n",
-       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
-       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
-       "    // object with the appropriate methods. Currently this is a non binary\n",
-       "    // socket, so there is still some room for performance tuning.\n",
-       "    var ws = {};\n",
-       "\n",
-       "    ws.close = function() {\n",
-       "        comm.close()\n",
-       "    };\n",
-       "    ws.send = function(m) {\n",
-       "        //console.log('sending', m);\n",
-       "        comm.send(m);\n",
-       "    };\n",
-       "    // Register the callback with on_msg.\n",
-       "    comm.on_msg(function(msg) {\n",
-       "        //console.log('receiving', msg['content']['data'], msg);\n",
-       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
-       "        ws.onmessage(msg['content']['data'])\n",
-       "    });\n",
-       "    return ws;\n",
-       "}\n",
-       "\n",
-       "mpl.mpl_figure_comm = function(comm, msg) {\n",
-       "    // This is the function which gets called when the mpl process\n",
-       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
-       "\n",
-       "    var id = msg.content.data.id;\n",
-       "    // Get hold of the div created by the display call when the Comm\n",
-       "    // socket was opened in Python.\n",
-       "    var element = $(\"#\" + id);\n",
-       "    var ws_proxy = comm_websocket_adapter(comm)\n",
-       "\n",
-       "    function ondownload(figure, format) {\n",
-       "        window.open(figure.imageObj.src);\n",
-       "    }\n",
-       "\n",
-       "    var fig = new mpl.figure(id, ws_proxy,\n",
-       "                           ondownload,\n",
-       "                           element.get(0));\n",
-       "\n",
-       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
-       "    // web socket which is closed, not our websocket->open comm proxy.\n",
-       "    ws_proxy.onopen();\n",
-       "\n",
-       "    fig.parent_element = element.get(0);\n",
-       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
-       "    if (!fig.cell_info) {\n",
-       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
-       "        return;\n",
-       "    }\n",
-       "\n",
-       "    var output_index = fig.cell_info[2]\n",
-       "    var cell = fig.cell_info[0];\n",
-       "\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
-       "    var width = fig.canvas.width/mpl.ratio\n",
-       "    fig.root.unbind('remove')\n",
-       "\n",
-       "    // Update the output cell to use the data from the current canvas.\n",
-       "    fig.push_to_output();\n",
-       "    var dataURL = fig.canvas.toDataURL();\n",
-       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
-       "    // the notebook keyboard shortcuts fail.\n",
-       "    IPython.keyboard_manager.enable()\n",
-       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
-       "    fig.close_ws(fig, msg);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
-       "    fig.send_message('closing', msg);\n",
-       "    // fig.ws.close()\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
-       "    // Turn the data on the canvas into data in the output cell.\n",
-       "    var width = this.canvas.width/mpl.ratio\n",
-       "    var dataURL = this.canvas.toDataURL();\n",
-       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Tell IPython that the notebook contents must change.\n",
-       "    IPython.notebook.set_dirty(true);\n",
-       "    this.send_message(\"ack\", {});\n",
-       "    var fig = this;\n",
-       "    // Wait a second, then push the new image to the DOM so\n",
-       "    // that it is saved nicely (might be nice to debounce this).\n",
-       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>')\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items){\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) { continue; };\n",
-       "\n",
-       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    // Add the status bar.\n",
-       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "\n",
-       "    // Add the close button to the window.\n",
-       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
-       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
-       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
-       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
-       "    buttongrp.append(button);\n",
-       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
-       "    titlebar.prepend(buttongrp);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(el){\n",
-       "    var fig = this\n",
-       "    el.on(\"remove\", function(){\n",
-       "\tfig.close_ws(fig, {});\n",
-       "    });\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
-       "    // this is important to make the div 'focusable\n",
-       "    el.attr('tabindex', 0)\n",
-       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
-       "    // off when our div gets focus\n",
-       "\n",
-       "    // location in version 3\n",
-       "    if (IPython.notebook.keyboard_manager) {\n",
-       "        IPython.notebook.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "    else {\n",
-       "        // location in version 2\n",
-       "        IPython.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    var manager = IPython.notebook.keyboard_manager;\n",
-       "    if (!manager)\n",
-       "        manager = IPython.keyboard_manager;\n",
-       "\n",
-       "    // Check for shift+enter\n",
-       "    if (event.shiftKey && event.which == 13) {\n",
-       "        this.canvas_div.blur();\n",
-       "        event.shiftKey = false;\n",
-       "        // Send a \"J\" for go to next cell\n",
-       "        event.which = 74;\n",
-       "        event.keyCode = 74;\n",
-       "        manager.command_mode();\n",
-       "        manager.handle_keydown(event);\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
-       "    fig.ondownload(fig, null);\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.find_output_cell = function(html_output) {\n",
-       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
-       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
-       "    // IPython event is triggered only after the cells have been serialised, which for\n",
-       "    // our purposes (turning an active figure into a static one), is too late.\n",
-       "    var cells = IPython.notebook.get_cells();\n",
-       "    var ncells = cells.length;\n",
-       "    for (var i=0; i<ncells; i++) {\n",
-       "        var cell = cells[i];\n",
-       "        if (cell.cell_type === 'code'){\n",
-       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
-       "                var data = cell.output_area.outputs[j];\n",
-       "                if (data.data) {\n",
-       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
-       "                    data = data.data;\n",
-       "                }\n",
-       "                if (data['text/html'] == html_output) {\n",
-       "                    return [cell, data, j];\n",
-       "                }\n",
-       "            }\n",
-       "        }\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "// Register the function which deals with the matplotlib target/channel.\n",
-       "// The kernel may be null if the page has been refreshed.\n",
-       "if (IPython.notebook.kernel != null) {\n",
-       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
-       "}\n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Javascript object>"
+      "metadata": {
+        "scrolled": true,
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "%matplotlib notebook\nplt.rcParams['figure.figsize'] = [5, 3]\n\nx = np.linspace(-10, 10, 101)\ny = np.linspace(-10, 10, 101)\nX, Y = np.meshgrid(x, y)\n\nfig = plt.figure()\nfig.suptitle('$x^2+y^2-50\\,sin(.5(x+y))$', fontsize=16)\n\nax = fig.add_subplot(111, projection='3d')\nax.plot_wireframe(X, Y, f([X, Y]), rstride=10, cstride=10)\n\nplt.show()",
+      "execution_count": 152,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        fig.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        event.shiftKey = false;\n        // Send a \"J\" for go to next cell\n        event.which = 74;\n        event.keyCode = 74;\n        manager.command_mode();\n        manager.handle_keydown(event);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
+            "text/plain": "<IPython.core.display.Javascript object>"
+          },
+          "metadata": {}
+        },
+        {
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\" width=\"500\">"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
+      "metadata": {
+        "trusted": true,
+        "scrolled": true
+      },
+      "cell_type": "code",
+      "source": "%matplotlib notebook\nplt.rcParams['figure.figsize'] = [5, 3]\nx = np.linspace(-10, 10, 101)\ny = np.linspace(-10, 10, 101)\nX, Y = np.meshgrid(x, y)\n\nfig = plt.figure()\n\nax = fig.add_subplot(111)\nax.contour(X, Y, f([X, Y]))\n\nplt.show()",
+      "execution_count": 153,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        fig.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        event.shiftKey = false;\n        // Send a \"J\" for go to next cell\n        event.which = 74;\n        event.keyCode = 74;\n        manager.command_mode();\n        manager.handle_keydown(event);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
+            "text/plain": "<IPython.core.display.Javascript object>"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
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\" width=\"500\">",
+            "text/plain": "<IPython.core.display.HTML object>"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib notebook\n",
-    "plt.rcParams['figure.figsize'] = [5, 3]\n",
-    "x = np.linspace(-10, 10, 101)\n",
-    "y = np.linspace(-10, 10, 101)\n",
-    "X, Y = np.meshgrid(x, y)\n",
-    "\n",
-    "fig = plt.figure()\n",
-    "\n",
-    "ax = fig.add_subplot(111)\n",
-    "ax.contour(X, Y, f([X, Y]))\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 154,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "from scipy.optimize import minimize"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Nelder-Mead"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 155,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Optimization terminated successfully.\n",
-      "         Current function value: -45.431122\n",
-      "         Iterations: 76\n",
-      "         Function evaluations: 137\n",
-      "[1.4541966  1.45419654]\n"
-     ]
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "import numpy as np\nfrom scipy.optimize import minimize",
+      "execution_count": 154,
+      "outputs": []
     },
     {
-     "data": {
-      "text/plain": [
-       "-45.43112199357746"
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "### Nelder-Mead"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "x0 = np.array([0, 0])\nres = minimize(f, x0, method='nelder-mead', options={'xtol': 1e-8, 'disp': True})\nprint(res.x)\nf(res.x)",
+      "execution_count": 155,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "Optimization terminated successfully.\n         Current function value: -45.431122\n         Iterations: 76\n         Function evaluations: 137\n[1.4541966  1.45419654]\n",
+          "name": "stdout"
+        },
+        {
+          "output_type": "execute_result",
+          "execution_count": 155,
+          "data": {
+            "text/plain": "-45.43112199357746"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 155,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "x0 = np.array([0, 0])\n",
-    "res = minimize(f, x0, method='nelder-mead', options={'xtol': 1e-8, 'disp': True})\n",
-    "print(res.x)\n",
-    "f(res.x)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 156,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "data": {
-      "text/plain": [
-       " final_simplex: (array([[1.4541966 , 1.45419654],\n",
-       "       [1.4541966 , 1.45419654],\n",
-       "       [1.4541966 , 1.45419654]]), array([-45.43112199, -45.43112199, -45.43112199]))\n",
-       "           fun: -45.43112199357746\n",
-       "       message: 'Optimization terminated successfully.'\n",
-       "          nfev: 137\n",
-       "           nit: 76\n",
-       "        status: 0\n",
-       "       success: True\n",
-       "             x: array([1.4541966 , 1.45419654])"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "res",
+      "execution_count": 156,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 156,
+          "data": {
+            "text/plain": " final_simplex: (array([[1.4541966 , 1.45419654],\n       [1.4541966 , 1.45419654],\n       [1.4541966 , 1.45419654]]), array([-45.43112199, -45.43112199, -45.43112199]))\n           fun: -45.43112199357746\n       message: 'Optimization terminated successfully.'\n          nfev: 137\n           nit: 76\n        status: 0\n       success: True\n             x: array([1.4541966 , 1.45419654])"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 156,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "res"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Gradient and Hessian"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 157,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fgrad = nd.Gradient(f)\n",
-    "fhess = nd.Hessian(f)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 158,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "### Gradient and Hessian"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "fgrad = nd.Gradient(f)\nfhess = nd.Hessian(f)",
+      "execution_count": 157,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "numdifftools.core.Gradient"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "type(fgrad)",
+      "execution_count": 158,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 158,
+          "data": {
+            "text/plain": "numdifftools.core.Gradient"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 158,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "type(fgrad)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Conjugate Gradient"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 159,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Optimization terminated successfully.\n",
-      "         Current function value: -45.431122\n",
-      "         Iterations: 3\n",
-      "         Function evaluations: 8\n",
-      "         Gradient evaluations: 8\n",
-      "[1.45419657 1.45419657]\n"
-     ]
-    }
-   ],
-   "source": [
-    "x0 = np.array([0, 0])\n",
-    "res = minimize(f, x0, method='CG', jac=fgrad, options={'disp': True})\n",
-    "print(res.x)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Broyden, Fletcher, Goldfarb, and Shanno (BFGS)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 160,
-   "metadata": {},
-   "outputs": [
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "### Conjugate Gradient"
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Optimization terminated successfully.\n",
-      "         Current function value: -45.431122\n",
-      "         Iterations: 5\n",
-      "         Function evaluations: 7\n",
-      "         Gradient evaluations: 7\n",
-      "[1.45419657 1.45419657]\n"
-     ]
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "x0 = np.array([0, 0])\nres = minimize(f, x0, method='CG', jac=fgrad, options={'disp': True})\nprint(res.x)",
+      "execution_count": 159,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "Optimization terminated successfully.\n         Current function value: -45.431122\n         Iterations: 3\n         Function evaluations: 8\n         Gradient evaluations: 8\n[1.45419657 1.45419657]\n",
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "### Broyden, Fletcher, Goldfarb, and Shanno (BFGS)"
     },
     {
-     "data": {
-      "text/plain": [
-       "-45.43112199357746"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "x0 = np.array([0, 0])\nres = minimize(f, x0, method='BFGS', jac=fgrad, options={'gtol': 1e-8, 'disp': True})\nprint(res.x)\nf(res.x)",
+      "execution_count": 160,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "Optimization terminated successfully.\n         Current function value: -45.431122\n         Iterations: 5\n         Function evaluations: 7\n         Gradient evaluations: 7\n[1.45419657 1.45419657]\n",
+          "name": "stdout"
+        },
+        {
+          "output_type": "execute_result",
+          "execution_count": 160,
+          "data": {
+            "text/plain": "-45.43112199357746"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 160,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "x0 = np.array([0, 0])\n",
-    "res = minimize(f, x0, method='BFGS', jac=fgrad, options={'gtol': 1e-8, 'disp': True})\n",
-    "print(res.x)\n",
-    "f(res.x)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Newton-CG"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 161,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Optimization terminated successfully.\n",
-      "         Current function value: -45.431122\n",
-      "         Iterations: 5\n",
-      "         Function evaluations: 9\n",
-      "         Gradient evaluations: 13\n",
-      "         Hessian evaluations: 5\n",
-      "[1.45419658 1.45419658]\n"
-     ]
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "### Newton-CG"
     },
     {
-     "data": {
-      "text/plain": [
-       "-45.43112199357747"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "x0 = np.array([0, 0])\nres = minimize(f, x0, method='Newton-CG', jac=fgrad, hess=fhess, options={'xtol': 1e-8, 'disp': True})\nprint(res.x)\nf(res.x)",
+      "execution_count": 161,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "Optimization terminated successfully.\n         Current function value: -45.431122\n         Iterations: 5\n         Function evaluations: 9\n         Gradient evaluations: 13\n         Hessian evaluations: 5\n[1.45419658 1.45419658]\n",
+          "name": "stdout"
+        },
+        {
+          "output_type": "execute_result",
+          "execution_count": 161,
+          "data": {
+            "text/plain": "-45.43112199357747"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 161,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "x0 = np.array([0, 0])\n",
-    "res = minimize(f, x0, method='Newton-CG', jac=fgrad, hess=fhess, options={'xtol': 1e-8, 'disp': True})\n",
-    "print(res.x)\n",
-    "f(res.x)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Maximum Likelihood"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 162,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "mu = 18\n",
-    "sigma = 5\n",
-    "n = 30\n",
-    "S = np.random.normal(loc=mu, scale=sigma, size=n)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 163,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def likelihood(par):\n",
-    "    # par[0]=mu\n",
-    "    # par[1]=sigma\n",
-    "    \n",
-    "    v = 0\n",
-    "    \n",
-    "    for x in S:\n",
-    "        v += -.5*((x-par[0])/par[1])**2-np.log(par[1])\n",
-    "    \n",
-    "    return -v"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 164,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Optimization terminated successfully.\n",
-      "         Current function value: 62.562558\n",
-      "         Iterations: 94\n",
-      "         Function evaluations: 186\n"
-     ]
-    }
-   ],
-   "source": [
-    "x0 = np.array([1, 1])\n",
-    "res = minimize(likelihood, x0, method='nelder-mead', options={'xtol': 1e-8, 'disp': True})"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 165,
-   "metadata": {},
-   "outputs": [
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "### Maximum Likelihood"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "mu = 18\nsigma = 5\nn = 30\nS = np.random.normal(loc=mu, scale=sigma, size=n)",
+      "execution_count": 162,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def likelihood(par):\n    # par[0]=mu\n    # par[1]=sigma\n    \n    v = 0\n    \n    for x in S:\n        v += -.5*((x-par[0])/par[1])**2-np.log(par[1])\n    \n    return -v",
+      "execution_count": 163,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "array([17.57308836,  4.88133418])"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "x0 = np.array([1, 1])\nres = minimize(likelihood, x0, method='nelder-mead', options={'xtol': 1e-8, 'disp': True})",
+      "execution_count": 164,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "Optimization terminated successfully.\n         Current function value: 62.562558\n         Iterations: 94\n         Function evaluations: 186\n",
+          "name": "stdout"
+        }
       ]
-     },
-     "execution_count": 165,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "res.x"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 166,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "data": {
-      "text/plain": [
-       "17.573088308542683"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "res.x",
+      "execution_count": 165,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 165,
+          "data": {
+            "text/plain": "array([17.57308836,  4.88133418])"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 166,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "S.mean()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Consumer´s problem with CES utility"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 167,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def utility(x, *args):\n",
-    "    return -(x**.25+(args[0]-args[1]*x)**.25)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 168,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def demand(m, p):\n",
-    "    x = opt.minimize(utility, .3, args=(m, p), method=\"CG\").x[0]\n",
-    "    return (x, m-p*x)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 169,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "data": {
-      "text/plain": [
-       "(1.1062334943922492, 2.7875330112155017)"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "S.mean()",
+      "execution_count": 166,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 166,
+          "data": {
+            "text/plain": "17.573088308542683"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 169,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "demand(5, 2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 170,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "price = np.arange(.1, 5, .1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Regressão Múltipla"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 171,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "x1 = np.random.uniform(0, 100, size=20000)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 172,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "x2 = np.random.uniform(0, 100, size=20000)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 173,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "x2 = .9*x2+.1*x1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 174,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "sigma = 5\n",
-    "y = 10+.4*x1+.7*x2+np.random.normal(loc=0, scale=sigma, size=20000)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 175,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def my_ols(beta):  \n",
-    "    return np.sum((y-beta[0]-beta[1]*x1-beta[2]*x2)**2)   "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 176,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "data": {
-      "text/plain": [
-       "     fun: 497096.51526724786\n",
-       "     jac: array([0.09375   , 0.31640625, 0.15625   ])\n",
-       " message: 'Desired error not necessarily achieved due to precision loss.'\n",
-       "    nfev: 626\n",
-       "     nit: 24\n",
-       "    njev: 123\n",
-       "  status: 2\n",
-       " success: False\n",
-       "       x: array([9.91014709, 0.4020818 , 0.70068662])"
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Consumer´s problem with CES utility"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def utility(x, *args):\n    return -(x**.25+(args[0]-args[1]*x)**.25)",
+      "execution_count": 167,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def demand(m, p):\n    x = opt.minimize(utility, .3, args=(m, p), method=\"CG\").x[0]\n    return (x, m-p*x)",
+      "execution_count": 168,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "demand(5, 2)",
+      "execution_count": 169,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 169,
+          "data": {
+            "text/plain": "(1.1062334943922492, 2.7875330112155017)"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 176,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "opt.minimize(my_ols, (10.1, .5, .6), method=\"CG\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## OLS with matrices"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 178,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import io"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 185,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "DATA = np.loadtxt(\"data/regression.csv\", delimiter=\";\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 186,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "price = np.arange(.1, 5, .1)",
+      "execution_count": 170,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "array([[ 19.1503647 ,  19.86175115,  37.76143252],\n",
-       "       [ 74.48652608,  36.51600696, 118.1015082 ],\n",
-       "       [ 92.52296518,  65.04593036, 415.2253619 ],\n",
-       "       ...,\n",
-       "       [ 71.10202338,  84.71663564, 470.9957971 ],\n",
-       "       [ 57.05130161,  63.70372631, 382.7933641 ],\n",
-       "       [ 30.32013916,  58.94863735, 200.9883957 ]])"
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Regressão Múltipla"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "x1 = np.random.uniform(0, 100, size=20000)",
+      "execution_count": 171,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "x2 = np.random.uniform(0, 100, size=20000)",
+      "execution_count": 172,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "x2 = .9*x2+.1*x1",
+      "execution_count": 173,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "sigma = 5\ny = 10+.4*x1+.7*x2+np.random.normal(loc=0, scale=sigma, size=20000)",
+      "execution_count": 174,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def my_ols(beta):  \n    return np.sum((y-beta[0]-beta[1]*x1-beta[2]*x2)**2)   ",
+      "execution_count": 175,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "opt.minimize(my_ols, (10.1, .5, .6), method=\"CG\")",
+      "execution_count": 176,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 176,
+          "data": {
+            "text/plain": "     fun: 497096.51526724786\n     jac: array([0.09375   , 0.31640625, 0.15625   ])\n message: 'Desired error not necessarily achieved due to precision loss.'\n    nfev: 626\n     nit: 24\n    njev: 123\n  status: 2\n success: False\n       x: array([9.91014709, 0.4020818 , 0.70068662])"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 186,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "DATA"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 187,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "markdown",
+      "source": "## OLS with matrices"
+    },
     {
-     "data": {
-      "text/plain": [
-       "(500, 3)"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "import io",
+      "execution_count": 178,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "DATA = np.loadtxt(\"data/regression.csv\", delimiter=\";\")",
+      "execution_count": 185,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "DATA",
+      "execution_count": 186,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 186,
+          "data": {
+            "text/plain": "array([[ 19.1503647 ,  19.86175115,  37.76143252],\n       [ 74.48652608,  36.51600696, 118.1015082 ],\n       [ 92.52296518,  65.04593036, 415.2253619 ],\n       ...,\n       [ 71.10202338,  84.71663564, 470.9957971 ],\n       [ 57.05130161,  63.70372631, 382.7933641 ],\n       [ 30.32013916,  58.94863735, 200.9883957 ]])"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 187,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "DATA.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 188,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "y = DATA[:, 2].reshape(500, 1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 189,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "X = DATA[:, 0:2].reshape(500, 2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 192,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "c = np.ones(500).reshape(500, 1)\n",
-    "X = np.concatenate((c, X), axis=1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 193,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def my_ols(y, X):\n",
-    "    \n",
-    "    results = {}\n",
-    "    \n",
-    "    (n, k) = X.shape\n",
-    "    results['n'] = n\n",
-    "    results['k'] = k\n",
-    "    \n",
-    "    beta = np.linalg.inv(X.T @ X) @ X.T @ y\n",
-    "    results['beta'] = beta\n",
-    "    \n",
-    "    e = y - X @ beta\n",
-    "    results['residuas'] = e\n",
-    "    \n",
-    "    SSE = sum([e**2 for e in e])[0]\n",
-    "    results['SSE'] = SSE\n",
-    "    \n",
-    "    sigma = np.sqrt(SSE/(n-k))\n",
-    "    results['sigma'] = sigma\n",
-    "    \n",
-    "    V = sigma**2*np.linalg.inv(X.T @ X)\n",
-    "    results['V'] = V\n",
-    "    \n",
-    "    stderr_beta = np.sqrt(np.diag(V))\n",
-    "    results['stderr_beta'] = stderr_beta\n",
-    "    \n",
-    "    t = beta/stderr_beta\n",
-    "    results['t'] = t\n",
-    "    \n",
-    "    # results['p-values'] = \n",
-    "    \n",
-    "    ybar = np.mean(y)\n",
-    "    SQT = sum([(q-ybar)**2 for q in y])[0]\n",
-    "    results['SQT'] = SQT\n",
-    "    \n",
-    "    results['R2'] = 1-(SSE/SQT)\n",
-    "    \n",
-    "    return results "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 195,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "res = my_ols(y, X)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 196,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "data": {
-      "text/plain": [
-       "{'R2': 0.5985995381650879,\n",
-       " 'SQT': 9376178.724748027,\n",
-       " 'SSE': 3763602.4703605347,\n",
-       " 'V': array([[ 1.15445286e+02, -5.91775326e-01, -1.40469455e+00],\n",
-       "        [-5.91775326e-01,  2.16566265e-02, -1.01166076e-02],\n",
-       "        [-1.40469455e+00, -1.01166076e-02,  3.83194387e-02]]),\n",
-       " 'beta': array([[46.56424501],\n",
-       "        [ 3.13088995],\n",
-       "        [ 1.65078469]]),\n",
-       " 'k': 3,\n",
-       " 'n': 500,\n",
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-       "        [ -37.8163759 ]]),\n",
-       " 'sigma': 87.02092153863731,\n",
-       " 'stderr_beta': array([10.74454682,  0.14716191,  0.19575352]),\n",
-       " 't': array([[4.33375607e+00, 3.16415072e+02, 2.37871820e+02],\n",
-       "        [2.91393392e-01, 2.12751386e+01, 1.59940420e+01],\n",
-       "        [1.53639303e-01, 1.12174729e+01, 8.43297595e+00]])}"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "DATA.shape",
+      "execution_count": 187,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 187,
+          "data": {
+            "text/plain": "(500, 3)"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 196,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "res"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 197,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "y = DATA[:, 2].reshape(500, 1)",
+      "execution_count": 188,
+      "outputs": []
+    },
     {
-     "data": {
-      "text/plain": [
-       "0.5985995381650879"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "X = DATA[:, 0:2].reshape(500, 2)",
+      "execution_count": 189,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "c = np.ones(500).reshape(500, 1)\nX = np.concatenate((c, X), axis=1)",
+      "execution_count": 192,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def my_ols(y, X):\n    \n    results = {}\n    \n    (n, k) = X.shape\n    results['n'] = n\n    results['k'] = k\n    \n    beta = np.linalg.inv(X.T @ X) @ X.T @ y\n    results['beta'] = beta\n    \n    e = y - X @ beta\n    results['residuas'] = e\n    \n    SSE = sum([e**2 for e in e])[0]\n    results['SSE'] = SSE\n    \n    sigma = np.sqrt(SSE/(n-k))\n    results['sigma'] = sigma\n    \n    V = sigma**2*np.linalg.inv(X.T @ X)\n    results['V'] = V\n    \n    stderr_beta = np.sqrt(np.diag(V))\n    results['stderr_beta'] = stderr_beta\n    \n    t = beta/stderr_beta\n    results['t'] = t\n    \n    # results['p-values'] = \n    \n    ybar = np.mean(y)\n    SQT = sum([(q-ybar)**2 for q in y])[0]\n    results['SQT'] = SQT\n    \n    results['R2'] = 1-(SSE/SQT)\n    \n    return results ",
+      "execution_count": 193,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "res = my_ols(y, X)",
+      "execution_count": 195,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "res",
+      "execution_count": 196,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 196,
+          "data": {
+            "text/plain": "{'R2': 0.5985995381650879,\n 'SQT': 9376178.724748027,\n 'SSE': 3763602.4703605347,\n 'V': array([[ 1.15445286e+02, -5.91775326e-01, -1.40469455e+00],\n        [-5.91775326e-01,  2.16566265e-02, -1.01166076e-02],\n        [-1.40469455e+00, -1.01166076e-02,  3.83194387e-02]]),\n 'beta': array([[46.56424501],\n        [ 3.13088995],\n        [ 1.65078469]]),\n 'k': 3,\n 'n': 500,\n 'residuas': array([[-101.5479714 ],\n        [-221.95191746],\n        [ -28.39493021],\n        [ -55.33220907],\n        [  46.99151994],\n        [ -61.49876145],\n        [ -10.97375688],\n        [  56.04286631],\n        [-107.07201378],\n        [ -22.64234823],\n        [  18.65252702],\n        [   4.20478851],\n        [  58.73792368],\n        [ -96.97502295],\n        [ -32.86295192],\n        [ -20.22262579],\n        [ -67.86712849],\n        [  31.87090306],\n        [-162.09171263],\n        [ -30.01260059],\n        [  11.30891441],\n        [ 158.79214349],\n        [-114.42340488],\n        [ 142.02318218],\n        [  -7.57932036],\n        [  -6.49910448],\n        [ -44.32843848],\n        [   6.77717352],\n        [  27.23886701],\n        [  39.42746732],\n        [-125.27544158],\n        [-312.31561908],\n        [  35.88072314],\n        [-104.09877123],\n        [ -79.13277739],\n        [  62.99108447],\n        [ -91.41741639],\n        [  18.04156839],\n        [  81.20209596],\n        [ 167.03597417],\n        [  42.0640298 ],\n        [ 105.40291713],\n        [  16.97150062],\n        [ -44.58504449],\n        [  21.74017311],\n        [-119.24943519],\n        [  44.37169876],\n        [  46.01439546],\n        [  76.43506709],\n        [  -3.24526726],\n        [-202.64255128],\n        [  31.20018425],\n        [ 189.10460729],\n        [ -23.35534431],\n        [ 111.06580827],\n        [ 122.03248408],\n        [  19.6059557 ],\n        [  85.72600805],\n        [ 199.40993468],\n        [ -15.16393386],\n        [  30.05152467],\n        [ -24.64764002],\n        [ -21.39643233],\n        [ 109.15564929],\n        [ -96.8452832 ],\n        [  10.6165261 ],\n        [  44.98996026],\n        [  17.5538346 ],\n        [  74.99139838],\n        [  57.08109974],\n        [-103.42989143],\n        [ -54.15445582],\n        [ -80.42379658],\n        [ 105.22613221],\n        [  17.60163826],\n        [ -84.46223973],\n        [  58.74487388],\n        [ -98.38843651],\n        [ -57.53132956],\n        [ -86.94008465],\n        [  74.25321121],\n        [  66.92698085],\n        [ -59.01239301],\n        [-182.26613088],\n        [ -37.75723997],\n        [ -28.90642743],\n        [  10.86710065],\n        [ 141.34484921],\n        [  93.36643912],\n        [  79.22696845],\n        [ -13.49699548],\n        [  31.19637282],\n        [  28.09608592],\n        [ 107.61569733],\n        [  85.52565333],\n        [  67.63855529],\n        [   4.370889  ],\n        [  10.2535358 ],\n        [-110.85158432],\n        [ -99.42686928],\n        [  28.80679849],\n        [ -41.13217022],\n        [  82.26697646],\n        [   0.84861706],\n        [ -52.83297938],\n        [ 104.87647745],\n        [  -5.12211887],\n        [  31.24030526],\n        [ -49.3991086 ],\n        [-120.22473235],\n        [  67.42246154],\n        [  22.78784737],\n        [  62.42370371],\n        [ -44.05909589],\n        [  33.27995053],\n        [-123.29471171],\n        [ -85.16575008],\n        [ -75.75880457],\n        [ -37.87498583],\n        [ -62.96929899],\n        [ 101.86481092],\n        [  94.23284647],\n        [  73.07195268],\n        [-117.88512509],\n        [  79.72472231],\n        [ -64.44538218],\n        [  14.22644226],\n        [ -34.61251184],\n        [  85.21693507],\n        [  -3.38182631],\n        [ 159.57932115],\n        [-133.65984906],\n        [-220.12187744],\n        [ -52.28391002],\n        [ -62.61818894],\n        [ -63.10637861],\n        [  14.74703647],\n        [ -78.82130204],\n        [  10.9336829 ],\n        [-108.21194236],\n        [ 108.41923868],\n        [ -93.71377032],\n        [ 105.88677136],\n        [  36.01765966],\n        [ -84.08827417],\n        [  79.33084495],\n        [ -17.56642068],\n        [   1.61921415],\n        [  52.11176536],\n        [  21.24481943],\n        [  -4.83874205],\n        [  34.4028412 ],\n        [ -41.1694442 ],\n        [ -71.97469513],\n        [ -10.5282205 ],\n        [ 132.42414377],\n        [ -41.14052994],\n        [  93.85825104],\n        [   5.54528063],\n        [-102.08421457],\n        [-101.2525261 ],\n        [ -26.34363365],\n        [ -92.82507213],\n        [ -95.64195275],\n        [ 102.86431787],\n        [-125.75170496],\n        [ -61.04351189],\n        [  36.53242613],\n        [  63.19604717],\n        [-121.94036996],\n        [ -29.08640409],\n        [ -37.81013073],\n        [  71.66432807],\n        [ 139.07554448],\n        [  98.0285007 ],\n        [  13.75349943],\n        [   0.66487986],\n        [  80.80062849],\n        [ 149.18500181],\n        [-104.23506815],\n        [  35.42054448],\n        [  37.19662996],\n        [  75.85221312],\n        [  47.49472216],\n        [  99.36408343],\n        [-124.56424503],\n        [-136.76910575],\n        [ -21.60461406],\n        [  -2.85575289],\n        [  13.40534834],\n        [   6.87101313],\n        [-144.10257391],\n        [ -13.37941404],\n        [ -31.98826158],\n        [  51.15112054],\n        [ -56.68792921],\n        [  42.41272565],\n        [  -6.59041779],\n        [  64.75262061],\n        [  30.59657478],\n        [   0.70872505],\n        [  34.5089948 ],\n        [  37.74967398],\n        [-122.9368161 ],\n        [  51.1430415 ],\n        [  12.74621679],\n        [ 109.12818117],\n        [ -92.6956237 ],\n        [   1.44006582],\n        [ 132.61012448],\n        [-112.54238589],\n        [ 154.62747078],\n        [ -33.22687664],\n        [ 106.4492505 ],\n        [-137.45651495],\n        [  28.81481772],\n        [ -67.06380283],\n        [  23.44887046],\n        [  10.0924554 ],\n        [ 114.89782724],\n        [ -20.31846722],\n        [  21.73272829],\n        [ 149.54119515],\n        [ 111.24471443],\n        [  99.48539882],\n        [ -35.16836302],\n        [-101.03350911],\n        [   5.97295888],\n        [   7.25257305],\n        [  51.40076171],\n        [ -30.86662914],\n        [  18.5159811 ],\n        [  23.16362683],\n        [-209.4508955 ],\n        [  18.32657647],\n        [ -17.78768718],\n        [ 123.10046595],\n        [  -9.64742725],\n        [  69.10647314],\n        [-164.90965008],\n        [  33.90077698],\n        [  -8.34156276],\n        [  81.03494855],\n        [ -91.18612226],\n        [ -25.95547259],\n        [ -57.68636868],\n        [  52.21787164],\n        [ -79.80093395],\n        [ -96.93575685],\n        [  40.20106337],\n        [ -84.97110081],\n        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45.3525632 ],\n        [ -62.21617915],\n        [  12.03373577],\n        [  71.69315111],\n        [  51.26931421],\n        [  82.19307397],\n        [-161.8850339 ],\n        [  65.16107598],\n        [  55.05160744],\n        [ 132.12975865],\n        [  -7.72943068],\n        [ 115.02356431],\n        [  62.30344601],\n        [  85.52811036],\n        [-146.2041484 ],\n        [-114.01867649],\n        [-146.59243508],\n        [  24.68708032],\n        [-166.22366955],\n        [  21.05365449],\n        [-135.30194749],\n        [ 128.71733593],\n        [ 139.90881929],\n        [  84.5286062 ],\n        [ -18.7346335 ],\n        [-162.76454329],\n        [ -83.63409885],\n        [ -34.3897405 ],\n        [  -2.30820206],\n        [-142.94615367],\n        [ 143.00421992],\n        [ -30.33643127],\n        [   0.70105601],\n        [ -81.80772148],\n        [ -52.18366292],\n        [ 131.82395509],\n        [ 116.4002786 ],\n        [  87.21203659],\n        [  55.19493985],\n        [   0.73477336],\n        [  59.55495105],\n        [ 154.46364059],\n        [-225.37742167],\n        [ 100.21140938],\n        [ -98.4036096 ],\n        [  52.63610646],\n        [  11.21453164],\n        [  71.22375439],\n        [ -20.14484612],\n        [ -86.31817529],\n        [  81.97505105],\n        [ 145.00287557],\n        [ -27.14528074],\n        [ -35.40432235],\n        [-138.65037835],\n        [ -50.8112898 ],\n        [   8.05796719],\n        [ -86.45810587],\n        [ -99.40024209],\n        [  54.44078033],\n        [  13.20265305],\n        [ -83.12674952],\n        [  54.23072453],\n        [ 142.61263906],\n        [ -94.10693382],\n        [ -51.6455085 ],\n        [-167.74786399],\n        [ -14.9176615 ],\n        [ 124.56501798],\n        [-147.92842575],\n        [-123.26242741],\n        [  67.91845291],\n        [  85.94901879],\n        [  56.8292938 ],\n        [  36.38058081],\n        [   2.50780512],\n        [  30.39006654],\n        [ 127.20394344],\n        [-117.73165514],\n        [  -2.91657795],\n        [ 130.09466648],\n        [ -65.3558783 ],\n        [ -77.74367354],\n        [ -93.52577826],\n        [  22.82638954],\n        [  97.91688948],\n        [  53.87450743],\n        [  13.75402425],\n        [ -28.26171893],\n        [ -99.63714579],\n        [  16.60563733],\n        [  69.64217385],\n        [ -48.15398647],\n        [-118.63089411],\n        [ 111.87660506],\n        [  24.72343764],\n        [ -78.08036474],\n        [ -33.88756366],\n        [  33.82069537],\n        [  93.46996659],\n        [-247.63913812],\n        [ 125.80897024],\n        [  89.26976925],\n        [  -3.17516635],\n        [   6.49234628],\n        [  50.69214318],\n        [ -96.48176485],\n        [  64.27828339],\n        [  45.58814614],\n        [ -57.13311006],\n        [  -9.63702525],\n        [  97.76026444],\n        [   9.9760717 ],\n        [ -61.11679856],\n        [-172.90145046],\n        [  28.449908  ],\n        [  27.95965117],\n        [  97.41121182],\n        [-111.4052245 ],\n        [  24.42075129],\n        [  -6.03706554],\n        [  19.2155579 ],\n        [  79.78392442],\n        [  63.53156487],\n        [ -30.25166355],\n        [ 133.04310397],\n        [-148.69858107],\n        [  29.30858162],\n        [ 202.30977745],\n        [  -8.43015243],\n        [ -78.15001325],\n        [  -3.32114832],\n        [  71.20823193],\n        [  49.14825274],\n        [ -12.91143505],\n        [  17.58689208],\n        [ -32.32333969],\n        [  68.64015904],\n        [ -18.49234881],\n        [-155.71407156],\n        [ -53.08093331],\n        [ -40.04314427],\n        [ -96.77421987],\n        [  75.09998225],\n        [-142.26316309],\n        [ 144.07657567],\n        [  -0.9142981 ],\n        [ -46.88141109],\n        [ 104.18149192],\n        [  -7.3838574 ],\n        [ 122.98792883],\n        [ -25.1067871 ],\n        [ -38.86438531],\n        [ -29.94311814],\n        [ -20.84379604],\n        [ -45.63977493],\n        [ 120.47849375],\n        [  54.38004088],\n        [  -4.38531758],\n        [ -33.28213529],\n        [  83.76194741],\n        [ 141.38514588],\n        [  66.76231509],\n        [-122.11997948],\n        [ -34.56647166],\n        [   6.10989168],\n        [-281.5787354 ],\n        [ 176.19837602],\n        [  44.85378175],\n        [  88.58657353],\n        [  33.0908565 ],\n        [ -38.92066434],\n        [  21.62952278],\n        [  -4.22175343],\n        [ -60.49997326],\n        [-109.4640204 ],\n        [ -60.48590219],\n        [ -27.57076231],\n        [  62.39724201],\n        [  61.39945488],\n        [-117.07550313],\n        [  31.65153877],\n        [  20.12100501],\n        [  85.92539889],\n        [ -61.86124012],\n        [  61.49792896],\n        [ 165.73461627],\n        [  37.26269992],\n        [ -21.53092624],\n        [ -65.38451959],\n        [ -68.93437777],\n        [ -99.90633439],\n        [ 160.65240439],\n        [  -5.26000289],\n        [  72.74214152],\n        [  85.47600172],\n        [ -75.87006958],\n        [ -82.28498281],\n        [ -53.84139672],\n        [  32.14703738],\n        [ 111.38677626],\n        [ -36.82556496],\n        [ 207.45035291],\n        [ -75.70162734],\n        [  -9.97591029],\n        [ 104.25785348],\n        [  39.10952468],\n        [  35.37869775],\n        [  61.97001728],\n        [  52.44663671],\n        [ -37.8163759 ]]),\n 'sigma': 87.02092153863731,\n 'stderr_beta': array([10.74454682,  0.14716191,  0.19575352]),\n 't': array([[4.33375607e+00, 3.16415072e+02, 2.37871820e+02],\n        [2.91393392e-01, 2.12751386e+01, 1.59940420e+01],\n        [1.53639303e-01, 1.12174729e+01, 8.43297595e+00]])}"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 197,
-     "metadata": {},
-     "output_type": "execute_result"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "res['R2']",
+      "execution_count": 197,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 197,
+          "data": {
+            "text/plain": "0.5985995381650879"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "",
+      "execution_count": null,
+      "outputs": []
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3",
+      "language": "python"
+    },
+    "language_info": {
+      "mimetype": "text/x-python",
+      "nbconvert_exporter": "python",
+      "name": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.5.4",
+      "file_extension": ".py",
+      "codemirror_mode": {
+        "version": 3,
+        "name": "ipython"
+      }
     }
-   ],
-   "source": [
-    "res['R2']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
   },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.8"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
+  "nbformat": 4,
+  "nbformat_minor": 2
+}
\ No newline at end of file
diff --git "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-II.ipynb" "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-II.ipynb"
old mode 100644
new mode 100755
index 3900c73..d051859
--- "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-II.ipynb"
+++ "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-II.ipynb"
@@ -1,665 +1,539 @@
 {
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Optimization with equality constraints"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import math\n",
-    "import numpy as np\n",
-    "from scipy import optimize as opt"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "maximize $.4\\,\\log(x_1)+.6\\,\\log(x_2)$ s.t. $x_1+3\\,x_2=50$."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "I = 50\n",
-    "p = np.array([1, 3])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "U = lambda x: (.4*math.log(x[0])+.6*math.log(x[1]))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "x0 = (I/len(p))/np.array(p)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "budget = ({'type': 'eq', 'fun': lambda x: I-np.sum(np.multiply(x, p))})"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Optimization terminated successfully.    (Exit mode 0)\n",
-      "            Current function value: -2.5798439652115133\n",
-      "            Iterations: 8\n",
-      "            Function evaluations: 32\n",
-      "            Gradient evaluations: 8\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "     fun: -2.5798439652115133\n",
-       "     jac: array([-0.01999989, -0.06000018])\n",
-       " message: 'Optimization terminated successfully.'\n",
-       "    nfev: 32\n",
-       "     nit: 8\n",
-       "    njev: 8\n",
-       "  status: 0\n",
-       " success: True\n",
-       "       x: array([20.00008839,  9.99997054])"
+  "cells": [
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "# Optimization with equality constraints"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "import math\nimport numpy as np\nfrom scipy import optimize as opt",
+      "execution_count": 1,
+      "outputs": []
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "maximize $.4\\,\\log(x_1)+.6\\,\\log(x_2)$ s.t. $x_1+3\\,x_2=50$."
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "I = 50\np = np.array([1, 3])",
+      "execution_count": 2,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "U = lambda x: (.4*math.log(x[0])+.6*math.log(x[1]))",
+      "execution_count": 3,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "x0 = (I/len(p))/np.array(p)",
+      "execution_count": 6,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "budget = ({'type': 'eq', 'fun': lambda x: I-np.sum(np.multiply(x, p))})",
+      "execution_count": 8,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "opt.minimize(lambda x: -U(x), x0, method='SLSQP', constraints=budget, tol=1e-08, \n                       options={'disp': True, 'ftol': 1e-08})",
+      "execution_count": 9,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "Optimization terminated successfully.    (Exit mode 0)\n            Current function value: -2.5798439652115133\n            Iterations: 8\n            Function evaluations: 32\n            Gradient evaluations: 8\n",
+          "name": "stdout"
+        },
+        {
+          "output_type": "execute_result",
+          "execution_count": 9,
+          "data": {
+            "text/plain": "     fun: -2.5798439652115133\n     jac: array([-0.01999989, -0.06000018])\n message: 'Optimization terminated successfully.'\n    nfev: 32\n     nit: 8\n    njev: 8\n  status: 0\n success: True\n       x: array([20.00008839,  9.99997054])"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "opt.minimize(lambda x: -U(x), x0, method='SLSQP', constraints=budget, tol=1e-08, \n",
-    "                       options={'disp': True, 'ftol': 1e-08})"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def consumer(U, p, I):\n",
-    "    budget = ({'type': 'eq', 'fun': lambda x: I-np.sum(np.multiply(x, p))})\n",
-    "    x0 = (I/len(p))/np.array(p)\n",
-    "    sol = opt.minimize(lambda x: -U(x), x0, method='SLSQP', constraints=budget, tol=1e-08, \n",
-    "                       options={'disp': False, 'ftol': 1e-08})\n",
-    "    if sol.status == 0:\n",
-    "        return {'x': sol.x, 'V': -sol.fun, 'MgU': -sol.jac, 'mult': -sol.jac[0]/p[0]}\n",
-    "    else:\n",
-    "        return 0"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'MgU': array([0.01999989, 0.06000018]),\n",
-       " 'V': 2.5798439652115133,\n",
-       " 'mult': 0.01999989151954651,\n",
-       " 'x': array([20.00008839,  9.99997054])}"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def consumer(U, p, I):\n    budget = ({'type': 'eq', 'fun': lambda x: I-np.sum(np.multiply(x, p))})\n    x0 = (I/len(p))/np.array(p)\n    sol = opt.minimize(lambda x: -U(x), x0, method='SLSQP', constraints=budget, tol=1e-08, \n                       options={'disp': False, 'ftol': 1e-08})\n    if sol.status == 0:\n        return {'x': sol.x, 'V': -sol.fun, 'MgU': -sol.jac, 'mult': -sol.jac[0]/p[0]}\n    else:\n        return 0",
+      "execution_count": 16,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "consumer(U, p, I)",
+      "execution_count": 19,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 19,
+          "data": {
+            "text/plain": "{'MgU': array([0.01999989, 0.06000018]),\n 'V': 2.5798439652115133,\n 'mult': 0.01999989151954651,\n 'x': array([20.00008839,  9.99997054])}"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "consumer(U, p, I)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "delta=.01"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.020000000351583225"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "delta=.01",
+      "execution_count": 14,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "(consumer(U, p, I+delta)['V']-consumer(U, p, I-delta)['V'])/(2*delta)",
+      "execution_count": 17,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 17,
+          "data": {
+            "text/plain": "0.020000000351583225"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "(consumer(U, p, I+delta)['V']-consumer(U, p, I-delta)['V'])/(2*delta)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "delta=.001"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "numerador = (consumer(U,p+np.array([delta, 0]), I)['V']-consumer(U,p+np.array([-delta, 0]), I)['V'])/(2*delta)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "denominador = (consumer(U, p, I+delta)['V']-consumer(U, p, I-delta)['V'])/(2*delta)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "20.000666372514335"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "delta=.001",
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "numerador = (consumer(U,p+np.array([delta, 0]), I)['V']-consumer(U,p+np.array([-delta, 0]), I)['V'])/(2*delta)",
+      "execution_count": 20,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "denominador = (consumer(U, p, I+delta)['V']-consumer(U, p, I-delta)['V'])/(2*delta)",
+      "execution_count": 21,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "-numerador/denominador",
+      "execution_count": 22,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 22,
+          "data": {
+            "text/plain": "20.000666372514335"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "-numerador/denominador"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Cost function"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Production function\n",
-    "F = lambda x: (x[0]**.8)*(x[1]**.2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "w = np.array([5, 4])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "y = 1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "constraint = ({'type': 'eq', 'fun': lambda x: y-F(x)})"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "x0 = np.array([.5, .5])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Optimization terminated successfully.    (Exit mode 0)\n",
-      "            Current function value: 7.886966805999761\n",
-      "            Iterations: 8\n",
-      "            Function evaluations: 33\n",
-      "            Gradient evaluations: 8\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/nbuser/anaconda3_420/lib/python3.5/site-packages/ipykernel/__main__.py:2: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  from ipykernel import kernelapp as app\n"
-     ]
-    }
-   ],
-   "source": [
-    "cost = opt.minimize(lambda x: w@x, x0, method='SLSQP', constraints=constraint, tol=1e-08, \n",
-    "                       options={'disp': True, 'ftol': 1e-08})"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.9999999999996633"
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Cost function"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# Production function\nF = lambda x: (x[0]**.8)*(x[1]**.2)",
+      "execution_count": 23,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "w = np.array([5, 4])",
+      "execution_count": 24,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "y = 1",
+      "execution_count": 25,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "constraint = ({'type': 'eq', 'fun': lambda x: y-F(x)})",
+      "execution_count": 26,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "x0 = np.array([.5, .5])",
+      "execution_count": 30,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "cost = opt.minimize(lambda x: w@x, x0, method='SLSQP', constraints=constraint, tol=1e-08, \n                       options={'disp': True, 'ftol': 1e-08})",
+      "execution_count": 31,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "Optimization terminated successfully.    (Exit mode 0)\n            Current function value: 7.886966805999761\n            Iterations: 8\n            Function evaluations: 33\n            Gradient evaluations: 8\n",
+          "name": "stdout"
+        },
+        {
+          "output_type": "stream",
+          "text": "/home/nbuser/anaconda3_420/lib/python3.5/site-packages/ipykernel/__main__.py:2: RuntimeWarning: invalid value encountered in double_scalars\n  from ipykernel import kernelapp as app\n",
+          "name": "stderr"
+        }
       ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "F(cost.x)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "     fun: 7.886966805999761\n",
-       "     jac: array([5., 4.])\n",
-       " message: 'Optimization terminated successfully.'\n",
-       "    nfev: 33\n",
-       "     nit: 8\n",
-       "    njev: 8\n",
-       "  status: 0\n",
-       " success: True\n",
-       "       x: array([1.26191469, 0.39434834])"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "F(cost.x)",
+      "execution_count": 33,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 33,
+          "data": {
+            "text/plain": "0.9999999999996633"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cost"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Exercise"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "a = 2\n",
-    "u = lambda c: -np.exp(-a*c)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "R = 2\n",
-    "Z2 = np.array([.72, .92, 1.12, 1.32])\n",
-    "Z3 = np.array([.86, .96, 1.06, 1.16])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def U(x):\n",
-    "    states = len(Z2)*len(Z3)\n",
-    "    U = u(x[0])\n",
-    "    \n",
-    "    for z2 in Z2:\n",
-    "        for z3 in Z3:\n",
-    "            U += (1/states)*u(x[1]*R+x[2]*z2+x[3]*z3)\n",
-    "    \n",
-    "    return U"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "p = np.array([1, 1, .5, .5])\n",
-    "I = 4"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'MgU': array([0.08731231, 0.08730633, 0.04365353, 0.04365407]),\n",
-       " 'V': -0.13096546963056768,\n",
-       " 'mult': 0.08731230534613132,\n",
-       " 'x': array([2.43826386, 0.96156249, 0.40056072, 0.79978658])}"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "cost",
+      "execution_count": 34,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 34,
+          "data": {
+            "text/plain": "     fun: 7.886966805999761\n     jac: array([5., 4.])\n message: 'Optimization terminated successfully.'\n    nfev: 33\n     nit: 8\n    njev: 8\n  status: 0\n success: True\n       x: array([1.26191469, 0.39434834])"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 39,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# a=1\n",
-    "consumer(U, p, I)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'MgU': array([1.46733761e-05, 1.62503376e-05, 6.30933317e-06, 7.55005789e-06]),\n",
-       " 'V': -4.5597092009686085e-06,\n",
-       " 'mult': 1.467337608573871e-05,\n",
-       " 'x': array([ 2.54778275, -0.03185392,  1.48407021,  1.48407214])}"
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Exercise"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "a = 2\nu = lambda c: -np.exp(-a*c)",
+      "execution_count": 15,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "R = 2\nZ2 = np.array([.72, .92, 1.12, 1.32])\nZ3 = np.array([.86, .96, 1.06, 1.16])",
+      "execution_count": 37,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def U(x):\n    states = len(Z2)*len(Z3)\n    U = u(x[0])\n    \n    for z2 in Z2:\n        for z3 in Z3:\n            U += (1/states)*u(x[1]*R+x[2]*z2+x[3]*z3)\n    \n    return U",
+      "execution_count": 57,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "p = np.array([1, 1, .5, .5])\nI = 4",
+      "execution_count": 35,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# a=1\nconsumer(U, p, I)",
+      "execution_count": 39,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 39,
+          "data": {
+            "text/plain": "{'MgU': array([0.08731231, 0.08730633, 0.04365353, 0.04365407]),\n 'V': -0.13096546963056768,\n 'mult': 0.08731230534613132,\n 'x': array([2.43826386, 0.96156249, 0.40056072, 0.79978658])}"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 55,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# a=5\n",
-    "consumer(U, p, I)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'MgU': array([0.01213578, 0.01212819, 0.00606456, 0.00606509]),\n",
-       " 'V': -0.009099936642525175,\n",
-       " 'mult': 0.012135779834352434,\n",
-       " 'x': array([2.55237217, 1.15077956, 0.19958579, 0.39411074])}"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# a=5\nconsumer(U, p, I)",
+      "execution_count": 55,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 55,
+          "data": {
+            "text/plain": "{'MgU': array([1.46733761e-05, 1.62503376e-05, 6.30933317e-06, 7.55005789e-06]),\n 'V': -4.5597092009686085e-06,\n 'mult': 1.467337608573871e-05,\n 'x': array([ 2.54778275, -0.03185392,  1.48407021,  1.48407214])}"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 58,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# a=2\n",
-    "consumer(U, p, I)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import matplotlib.pyplot as plt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "x = np.arange(0.0, 2.0, 0.01)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f72504ab860>]"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# a=2\nconsumer(U, p, I)",
+      "execution_count": 58,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 58,
+          "data": {
+            "text/plain": "{'MgU': array([0.01213578, 0.01212819, 0.00606456, 0.00606509]),\n 'V': -0.009099936642525175,\n 'mult': 0.012135779834352434,\n 'x': array([2.55237217, 1.15077956, 0.19958579, 0.39411074])}"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
     },
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f725053ea58>"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "import matplotlib.pyplot as plt",
+      "execution_count": 3,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "x = np.arange(0.0, 2.0, 0.01)",
+      "execution_count": 6,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "a = 2\nu = lambda c: -np.exp(-a*c)\nplt.plot(x, u(x))",
+      "execution_count": 12,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 12,
+          "data": {
+            "text/plain": "[<matplotlib.lines.Line2D at 0x7f72504ab860>]"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": "<matplotlib.figure.Figure at 0x7f725053ea58>"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "a = 2\n",
-    "u = lambda c: -np.exp(-a*c)\n",
-    "plt.plot(x, u(x))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f724d2a1668>]"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "a = -2\nplt.plot(x, u(x))",
+      "execution_count": 16,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 16,
+          "data": {
+            "text/plain": "[<matplotlib.lines.Line2D at 0x7f724d2a1668>]"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": "<matplotlib.figure.Figure at 0x7f724d2824e0>"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
     },
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f724d2824e0>"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "markdown",
+      "source": "# Optimization with inequality constraints"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "f = lambda x: -x[0]**3+x[1]**2-2*x[0]*(x[2]**2)",
+      "execution_count": 13,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "constraints =({'type': 'eq', 'fun': lambda x: 2*x[0]+x[1]**2+x[2]-5}, \n              {'type': 'ineq', 'fun': lambda x: 5*x[0]**2-x[1]**2-x[2]-2})",
+      "execution_count": 8,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "constraints =({'type': 'eq', 'fun': lambda x: x[0]**3-x[1]})",
+      "execution_count": 10,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "x0 = np.array([.5, .5, 2])\nopt.minimize(f, x0, method='SLSQP', constraints=constraints, tol=1e-08, \n                       options={'disp': True, 'ftol': 1e-08})",
+      "execution_count": 18,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "Optimization terminated successfully.    (Exit mode 0)\n            Current function value: -19.000000000000256\n            Iterations: 11\n            Function evaluations: 56\n            Gradient evaluations: 11\n",
+          "name": "stdout"
+        },
+        {
+          "output_type": "execute_result",
+          "execution_count": 18,
+          "data": {
+            "text/plain": "     fun: -19.000000000000256\n     jac: array([-21.,   0., -12.])\n message: 'Optimization terminated successfully.'\n    nfev: 56\n     nit: 11\n    njev: 11\n  status: 0\n success: True\n       x: array([ 1.0000000e+00, -2.6438182e-09,  3.0000000e+00])"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "",
+      "execution_count": null,
+      "outputs": []
     }
-   ],
-   "source": [
-    "a = -2\n",
-    "plt.plot(x, u(x))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Optimization with inequality constraints"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "f = lambda x: -x[0]**3+x[1]**2-2*x[0]*(x[2]**2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "constraints =({'type': 'eq', 'fun': lambda x: 2*x[0]+x[1]**2+x[2]-5}, \n",
-    "              {'type': 'ineq', 'fun': lambda x: 5*x[0]**2-x[1]**2-x[2]-2})"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "constraints =({'type': 'eq', 'fun': lambda x: x[0]**3-x[1]})"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Optimization terminated successfully.    (Exit mode 0)\n",
-      "            Current function value: -19.000000000000256\n",
-      "            Iterations: 11\n",
-      "            Function evaluations: 56\n",
-      "            Gradient evaluations: 11\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "     fun: -19.000000000000256\n",
-       "     jac: array([-21.,   0., -12.])\n",
-       " message: 'Optimization terminated successfully.'\n",
-       "    nfev: 56\n",
-       "     nit: 11\n",
-       "    njev: 11\n",
-       "  status: 0\n",
-       " success: True\n",
-       "       x: array([ 1.0000000e+00, -2.6438182e-09,  3.0000000e+00])"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
+  ],
+  "metadata": {
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3",
+      "language": "python"
+    },
+    "language_info": {
+      "mimetype": "text/x-python",
+      "nbconvert_exporter": "python",
+      "name": "python",
+      "file_extension": ".py",
+      "version": "3.5.4",
+      "pygments_lexer": "ipython3",
+      "codemirror_mode": {
+        "version": 3,
+        "name": "ipython"
+      }
     }
-   ],
-   "source": [
-    "x0 = np.array([.5, .5, 2])\n",
-    "opt.minimize(f, x0, method='SLSQP', constraints=constraints, tol=1e-08, \n",
-    "                       options={'disp': True, 'ftol': 1e-08})"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
   },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.8"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
+  "nbformat": 4,
+  "nbformat_minor": 2
+}
\ No newline at end of file
diff --git "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-III.ipynb" "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-III.ipynb"
old mode 100644
new mode 100755
index c87fe18..ff00af2
--- "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-III.ipynb"
+++ "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-III.ipynb"
@@ -1,582 +1,279 @@
 {
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Dynamic Optimization"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Imagine an infinitely-living individual who has an endowment of capital at the beginning of each period. This endowment is used to produce more goods according, and a fraction of it depreciates. The individual then decides what fraction of the output to consume, and the remaining becomes the endowment of capital available on the next period. Notice that there is just one good in this economy, which can be consumed or used in production (as capital).\n",
-    "\n",
-    "The objective in period $t$ is to *maximize* the intertemporal utility\n",
-    "$$U_{t} = \\sum_{s=0}^{+\\infty} \\beta^{s}\\,u(c_{t+s})$$\n",
-    "subject to\n",
-    "$$k_{t+s}\\,(1-\\delta) + f(k_{t+s}) = c_{t+s} + k_{t+s+1},\\, t\\in\\mathcal{N}$$\n",
-    "$k_{t+s}$ is the capital stock at the beginning of period $t+s$, $c_{t+s}$ is the consumption, $f()$ is a production function, $\\delta$ is the depreciation rate, and the discount rate is such that $0<\\beta<1$.\n",
-    "\n",
-    "According to [Bellman's Principle of Optimality](https://youtu.be/_zE5z-KZGRw) the solution to this problem must also solve\n",
-    "$$V(k) = \\max \\{u(c)+\\beta\\,V(k^{\\prime})\\}$$\n",
-    "$$s.t.\\;k^{\\prime}=f(k)+(1-\\delta)k-c$$\n",
-    "\n",
-    "*We want to find:*\n",
-    "* a *value function* $V(k)$ that satisfies the conditions above\n",
-    "* the associated *policy function* $h(k)$ that indicates what is the (intertemporal) optimal consumption $c$ given the amount of capital at the beginning of the period.\n",
-    "\n",
-    "Functions:\n",
-    "* $f(k)=k^\\alpha$\n",
-    "* $u(c)=\\ln(c)$\n",
-    "\n",
-    "First order condition (wrt $k^{\\prime}$): $-u^{\\prime}(c)+\\beta\\,V^{\\prime}(k^{\\prime})=0$\n",
-    "\n",
-    "Benveniste-Scheinkman condition: $V^{\\prime}(k)=u^{\\prime}(c)\\,(1-\\delta+f^{\\prime}(k))$\n",
-    "\n",
-    "Re-arranging terms: \n",
-    "$$k^{\\prime}+c=k^{\\alpha}+(1-\\delta)k$$\n",
-    "$$c^{\\prime}=\\beta\\,c\\,\\left[1-\\delta+\\alpha\\,(k^{\\prime})^{\\alpha-1}\\right]$$\n",
-    "\n",
-    "In steady state: $c=c^{\\prime}$ and $k=k^{\\prime}$\n",
-    "\n",
-    "$$k^{\\ast}=\\left[\\frac{\\alpha\\beta}{1-\\beta(1-\\delta)}\\right]^{\\frac{1}{1-\\alpha}}$$\n",
-    "$$c^{\\ast}=(k^{\\ast})^{\\alpha}-\\delta k^{\\ast}$$\n",
-    "\n",
-    "Parameters:\n",
-    "* $\\alpha = .4$\n",
-    "* $\\beta = .8$\n",
-    "* $\\delta = .05$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import math\n",
-    "import numpy as np\n",
-    "from scipy import stats, optimize\n",
-    "import time\n",
-    "import matplotlib.pyplot as plt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# parameters\n",
-    "alpha = .4\n",
-    "beta = .8\n",
-    "delta = .05\n",
-    "par = (alpha, beta, delta)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# utility function\n",
-    "u = lambda c: math.log(c)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# production function\n",
-    "f = lambda k: k**alpha"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# function to calculate distance between two lists with the same indices\n",
-    "def dist(V, W):\n",
-    "    d = 0\n",
-    "    for (_, v), (_, w) in zip(V.items(), W.items()):\n",
-    "        d = d + (v-w)**2\n",
-    "    return math.sqrt(d)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Step 1: calculate steady-state"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
+  "cells": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "steady-state values:\n",
-      "capital: 1.6\n",
-      "consumption: 1.1\n"
-     ]
-    }
-   ],
-   "source": [
-    "k_ss = (alpha*beta/(1-beta*(1-delta)))**(1/(1-alpha))\n",
-    "c_ss = f(k_ss)-delta*k_ss\n",
-    "print(\"steady-state values:\\ncapital: {0:.1f}\\nconsumption: {1:.1f}\".format(k_ss, c_ss))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Step 2: define a grid for $k$ (and $k^{\\prime}$)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "g_size = 1000\n",
-    "kmin = 0\n",
-    "kmax = k_ss*2\n",
-    "step = kmax/g_size\n",
-    "\n",
-    "k_grid = np.arange(kmin+step, kmax+step, step)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Step 3: define initial value function over grid"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# V0 is dictionary. V0(k)=k\n",
-    "V0 = {}\n",
-    "for k in k_grid:\n",
-    "    V0[k] = math.log(k+1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Step 4: construct maximizer function"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# given a value of k and a (proposed) value function V, find k' that maximizes V over grid of k.  \n",
-    "\n",
-    "def maximizer(k, V0, u, f, k_grid):\n",
-    "    \n",
-    "    i = 0\n",
-    "    for K in k_grid:\n",
-    "        \n",
-    "        c = f(k)+(1-delta)*k-K\n",
-    "        if c>0:\n",
-    "            i += 1\n",
-    "            v = u(c)+beta*V0[K]\n",
-    "            if i == 1:\n",
-    "                vmax = v\n",
-    "                cmax = c\n",
-    "                kmax = K\n",
-    "            elif v>vmax:\n",
-    "                vmax = v\n",
-    "                cmax = c\n",
-    "                kmax = K\n",
-    "                \n",
-    "    return (vmax, cmax, kmax)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Step 5: iteration over value function"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def bellman(V0, u, f, k_grid, eps=1e-3):\n",
-    "    \n",
-    "    T = {}\n",
-    "    T[0] = (1, 1)\n",
-    "    t0 = time.time()\n",
-    "    d = 1\n",
-    "    i = 0\n",
-    "    \n",
-    "    while d>eps:\n",
-    "        \n",
-    "        V = {}\n",
-    "        C = {}\n",
-    "        K = {}\n",
-    "        \n",
-    "        i += 1\n",
-    "               \n",
-    "        for k in k_grid:\n",
-    "            v = maximizer(k, V0, u, f, k_grid)\n",
-    "            V[k] = v[0]\n",
-    "            C[k] = v[1]\n",
-    "            K[k] = v[2]\n",
-    "            \n",
-    "        d = abs(dist(V, V0))\n",
-    "        V0 = V\n",
-    "        T[i] = (d, time.time()-t0)\n",
-    "        print('i: {0}, d = {1:.5f} ({2:.2%})'.format(i,d,(d/T[i-1][0])-1))\n",
-    "        \n",
-    "    print('i: {0}, d = {1:.5f})'.format(i,d))\n",
-    "    return (V, C, K, T)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Shazam!"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
+      "metadata": {
+        "collapsed": true
+      },
+      "cell_type": "markdown",
+      "source": "# Dynamic Optimization"
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "i: 1, d = 11.47116 (1047.12%)\n",
-      "i: 2, d = 8.71175 (-24.06%)\n",
-      "i: 3, d = 6.23321 (-28.45%)\n",
-      "i: 4, d = 4.50341 (-27.75%)\n",
-      "i: 5, d = 3.30647 (-26.58%)\n",
-      "i: 6, d = 2.46702 (-25.39%)\n",
-      "i: 7, d = 1.86775 (-24.29%)\n",
-      "i: 8, d = 1.43191 (-23.33%)\n",
-      "i: 9, d = 1.10911 (-22.54%)\n",
-      "i: 10, d = 0.86617 (-21.90%)\n",
-      "i: 11, d = 0.68077 (-21.40%)\n",
-      "i: 12, d = 0.53760 (-21.03%)\n",
-      "i: 13, d = 0.42600 (-20.76%)\n",
-      "i: 14, d = 0.33841 (-20.56%)\n",
-      "i: 15, d = 0.26932 (-20.42%)\n",
-      "i: 16, d = 0.21461 (-20.31%)\n",
-      "i: 17, d = 0.17118 (-20.24%)\n",
-      "i: 18, d = 0.13663 (-20.18%)\n",
-      "i: 19, d = 0.10912 (-20.14%)\n",
-      "i: 20, d = 0.08718 (-20.11%)\n",
-      "i: 21, d = 0.06967 (-20.08%)\n",
-      "i: 22, d = 0.05569 (-20.07%)\n",
-      "i: 23, d = 0.04452 (-20.05%)\n",
-      "i: 24, d = 0.03560 (-20.04%)\n",
-      "i: 25, d = 0.02847 (-20.03%)\n",
-      "i: 26, d = 0.02277 (-20.03%)\n",
-      "i: 27, d = 0.01821 (-20.02%)\n",
-      "i: 28, d = 0.01456 (-20.02%)\n",
-      "i: 29, d = 0.01165 (-20.01%)\n",
-      "i: 30, d = 0.00932 (-20.01%)\n",
-      "i: 31, d = 0.00745 (-20.01%)\n",
-      "i: 32, d = 0.00596 (-20.01%)\n",
-      "i: 33, d = 0.00477 (-20.00%)\n",
-      "i: 34, d = 0.00382 (-20.00%)\n",
-      "i: 35, d = 0.00305 (-20.00%)\n",
-      "i: 36, d = 0.00244 (-20.00%)\n",
-      "i: 37, d = 0.00195 (-20.00%)\n",
-      "i: 38, d = 0.00156 (-20.00%)\n",
-      "i: 39, d = 0.00125 (-20.00%)\n",
-      "i: 40, d = 0.00100 (-20.00%)\n",
-      "i: 41, d = 0.00080 (-20.00%)\n",
-      "i: 41, d = 0.00080)\n"
-     ]
-    }
-   ],
-   "source": [
-    "S = bellman(V0, u, f, k_grid)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "Imagine an infinitely-living individual who has an endowment of capital at the beginning of each period. This endowment is used to produce more goods according, and a fraction of it depreciates. The individual then decides what fraction of the output to consume, and the remaining becomes the endowment of capital available on the next period. Notice that there is just one good in this economy, which can be consumed or used in production (as capital).\n\nThe objective in period $t$ is to *maximize* the intertemporal utility\n$$U_{t} = \\sum_{s=0}^{+\\infty} \\beta^{s}\\,u(c_{t+s})$$\nsubject to\n$$k_{t+s}\\,(1-\\delta) + f(k_{t+s}) = c_{t+s} + k_{t+s+1},\\, t\\in\\mathcal{N}$$\n$k_{t+s}$ is the capital stock at the beginning of period $t+s$, $c_{t+s}$ is the consumption, $f()$ is a production function, $\\delta$ is the depreciation rate, and the discount rate is such that $0<\\beta<1$.\n\nAccording to [Bellman's Principle of Optimality](https://youtu.be/_zE5z-KZGRw) the solution to this problem must also solve\n$$V(k) = \\max \\{u(c)+\\beta\\,V(k^{\\prime})\\}$$\n$$s.t.\\;k^{\\prime}=f(k)+(1-\\delta)k-c$$\n\n*We want to find:*\n* a *value function* $V(k)$ that satisfies the conditions above\n* the associated *policy function* $h(k)$ that indicates what is the (intertemporal) optimal consumption $c$ given the amount of capital at the beginning of the period.\n\nFunctions:\n* $f(k)=k^\\alpha$\n* $u(c)=\\ln(c)$\n\nFirst order condition (wrt $k^{\\prime}$): $-u^{\\prime}(c)+\\beta\\,V^{\\prime}(k^{\\prime})=0$\n\nBenveniste-Scheinkman condition: $V^{\\prime}(k)=u^{\\prime}(c)\\,(1-\\delta+f^{\\prime}(k))$\n\nRe-arranging terms: \n$$k^{\\prime}+c=k^{\\alpha}+(1-\\delta)k$$\n$$c^{\\prime}=\\beta\\,c\\,\\left[1-\\delta+\\alpha\\,(k^{\\prime})^{\\alpha-1}\\right]$$\n\nIn steady state: $c=c^{\\prime}$ and $k=k^{\\prime}$\n\n$$k^{\\ast}=\\left[\\frac{\\alpha\\beta}{1-\\beta(1-\\delta)}\\right]^{\\frac{1}{1-\\alpha}}$$\n$$c^{\\ast}=(k^{\\ast})^{\\alpha}-\\delta k^{\\ast}$$\n\nParameters:\n* $\\alpha = .4$\n* $\\beta = .8$\n* $\\delta = .05$"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "import math\nimport numpy as np\nfrom scipy import stats, optimize\nimport time\nimport matplotlib.pyplot as plt",
+      "execution_count": 2,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# parameters\nalpha = .4\nbeta = .8\ndelta = .05\npar = (alpha, beta, delta)",
+      "execution_count": 3,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# utility function\nu = lambda c: math.log(c)",
+      "execution_count": 4,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# production function\nf = lambda k: k**alpha",
+      "execution_count": 5,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# function to calculate distance between two lists with the same indices\ndef dist(V, W):\n    d = 0\n    for (_, v), (_, w) in zip(V.items(), W.items()):\n        d = d + (v-w)**2\n    return math.sqrt(d)",
+      "execution_count": 6,
+      "outputs": []
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Step 1: calculate steady-state"
+    },
     {
-     "data": {
-      "text/plain": [
-       "{0: (1, 1),\n",
-       " 1: (11.471163339929898, 11.620864152908325),\n",
-       " 2: (8.711751727405229, 24.175007581710815),\n",
-       " 3: (6.233207992621637, 37.45667099952698),\n",
-       " 4: (4.503406692265431, 50.7048454284668),\n",
-       " 5: (3.306469822288683, 63.64902210235596),\n",
-       " 6: (2.467018540510849, 76.81420135498047),\n",
-       " 7: (1.8677475739998395, 89.01143765449524),\n",
-       " 8: (1.4319148954993604, 100.75852632522583),\n",
-       " 9: (1.1091069779636689, 113.11196255683899),\n",
-       " 10: (0.86616526516008, 125.26574158668518),\n",
-       " 11: (0.6807749115680007, 137.06682467460632),\n",
-       " 12: (0.5375994977798054, 148.5941891670227),\n",
-       " 13: (0.4260043505473527, 160.18138718605042),\n",
-       " 14: (0.33841249069847884, 172.33310961723328),\n",
-       " 15: (0.26931662426805536, 184.27857446670532),\n",
-       " 16: (0.21460923643192942, 196.00503754615784),\n",
-       " 17: (0.17117894724320826, 207.51750993728638),\n",
-       " 18: (0.1366336975348204, 219.02280259132385),\n",
-       " 19: (0.10911729721855218, 231.41397738456726),\n",
-       " 20: (0.08717613476214513, 243.08990097045898),\n",
-       " 21: (0.06966772355821278, 254.6827666759491),\n",
-       " 22: (0.05568814245179515, 266.64171719551086),\n",
-       " 23: (0.04452161208020133, 278.3515884876251),\n",
-       " 24: (0.035598941252427484, 290.5835506916046),\n",
-       " 25: (0.028467578026808594, 302.8230154514313),\n",
-       " 26: (0.022766594712928367, 314.76684737205505),\n",
-       " 27: (0.01820850416251944, 327.0457673072815),\n",
-       " 28: (0.0145636707576875, 339.1297814846039),\n",
-       " 29: (0.011649095366938398, 351.3482563495636),\n",
-       " 30: (0.009317977551900567, 363.70199179649353),\n",
-       " 31: (0.007453545960504198, 375.41989493370056),\n",
-       " 32: (0.005962193499606321, 388.3381025791168),\n",
-       " 33: (0.0047694662863360495, 400.3460953235626),\n",
-       " 34: (0.0038154180630221098, 412.2888388633728),\n",
-       " 35: (0.003052163370817199, 424.21188163757324),\n",
-       " 36: (0.002441615428970485, 435.95243740081787),\n",
-       " 37: (0.0019532613639854386, 448.54394912719727),\n",
-       " 38: (0.0015626052734961952, 460.12600922584534),\n",
-       " 39: (0.0012500874972857857, 472.09953689575195),\n",
-       " 40: (0.0010000568097899912, 483.8269262313843),\n",
-       " 41: (0.0008000134337702209, 495.6525139808655)}"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "k_ss = (alpha*beta/(1-beta*(1-delta)))**(1/(1-alpha))\nc_ss = f(k_ss)-delta*k_ss\nprint(\"steady-state values:\\ncapital: {0:.1f}\\nconsumption: {1:.1f}\".format(k_ss, c_ss))",
+      "execution_count": 7,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "steady-state values:\ncapital: 1.6\nconsumption: 1.1\n",
+          "name": "stdout"
+        }
       ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "S[3]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Exploring the results"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 240,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Step 2: define a grid for $k$ (and $k^{\\prime}$)"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "g_size = 1000\nkmin = 0\nkmax = k_ss*2\nstep = kmax/g_size\n\nk_grid = np.arange(kmin+step, kmax+step, step)",
+      "execution_count": 8,
+      "outputs": []
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Step 3: define initial value function over grid"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# V0 is dictionary. V0(k)=k\nV0 = {}\nfor k in k_grid:\n    V0[k] = math.log(k+1)",
+      "execution_count": 9,
+      "outputs": []
+    },
     {
-     "data": {
-      "image/png": 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IIC4uzvvFitRRRbaIVQdX8cHWD1i0bRHbjm0rt19MSAzXdr2WMd3GcEXHKzT5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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f3ba03b75c0>"
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Step 4: construct maximizer function"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# given a value of k and a (proposed) value function V, find k' that maximizes V over grid of k.  \n\ndef maximizer(k, V0, u, f, k_grid):\n    \n    i = 0\n    for K in k_grid:\n        \n        c = f(k)+(1-delta)*k-K\n        if c>0:\n            i += 1\n            v = u(c)+beta*V0[K]\n            if i == 1:\n                vmax = v\n                cmax = c\n                kmax = K\n            elif v>vmax:\n                vmax = v\n                cmax = c\n                kmax = K\n                \n    return (vmax, cmax, kmax)",
+      "execution_count": 10,
+      "outputs": []
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Step 5: iteration over value function"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def bellman(V0, u, f, k_grid, eps=1e-3):\n    \n    T = {}\n    T[0] = (1, 1)\n    t0 = time.time()\n    d = 1\n    i = 0\n    \n    while d>eps:\n        \n        V = {}\n        C = {}\n        K = {}\n        \n        i += 1\n               \n        for k in k_grid:\n            v = maximizer(k, V0, u, f, k_grid)\n            V[k] = v[0]\n            C[k] = v[1]\n            K[k] = v[2]\n            \n        d = abs(dist(V, V0))\n        V0 = V\n        T[i] = (d, time.time()-t0)\n        print('i: {0}, d = {1:.5f} ({2:.2%})'.format(i,d,(d/T[i-1][0])-1))\n        \n    print('i: {0}, d = {1:.5f})'.format(i,d))\n    return (V, C, K, T)",
+      "execution_count": 12,
+      "outputs": []
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Shazam!"
+    },
+    {
+      "metadata": {
+        "scrolled": true,
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "S = bellman(V0, u, f, k_grid)",
+      "execution_count": 13,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "i: 1, d = 11.47116 (1047.12%)\ni: 2, d = 8.71175 (-24.06%)\ni: 3, d = 6.23321 (-28.45%)\ni: 4, d = 4.50341 (-27.75%)\ni: 5, d = 3.30647 (-26.58%)\ni: 6, d = 2.46702 (-25.39%)\ni: 7, d = 1.86775 (-24.29%)\ni: 8, d = 1.43191 (-23.33%)\ni: 9, d = 1.10911 (-22.54%)\ni: 10, d = 0.86617 (-21.90%)\ni: 11, d = 0.68077 (-21.40%)\ni: 12, d = 0.53760 (-21.03%)\ni: 13, d = 0.42600 (-20.76%)\ni: 14, d = 0.33841 (-20.56%)\ni: 15, d = 0.26932 (-20.42%)\ni: 16, d = 0.21461 (-20.31%)\ni: 17, d = 0.17118 (-20.24%)\ni: 18, d = 0.13663 (-20.18%)\ni: 19, d = 0.10912 (-20.14%)\ni: 20, d = 0.08718 (-20.11%)\ni: 21, d = 0.06967 (-20.08%)\ni: 22, d = 0.05569 (-20.07%)\ni: 23, d = 0.04452 (-20.05%)\ni: 24, d = 0.03560 (-20.04%)\ni: 25, d = 0.02847 (-20.03%)\ni: 26, d = 0.02277 (-20.03%)\ni: 27, d = 0.01821 (-20.02%)\ni: 28, d = 0.01456 (-20.02%)\ni: 29, d = 0.01165 (-20.01%)\ni: 30, d = 0.00932 (-20.01%)\ni: 31, d = 0.00745 (-20.01%)\ni: 32, d = 0.00596 (-20.01%)\ni: 33, d = 0.00477 (-20.00%)\ni: 34, d = 0.00382 (-20.00%)\ni: 35, d = 0.00305 (-20.00%)\ni: 36, d = 0.00244 (-20.00%)\ni: 37, d = 0.00195 (-20.00%)\ni: 38, d = 0.00156 (-20.00%)\ni: 39, d = 0.00125 (-20.00%)\ni: 40, d = 0.00100 (-20.00%)\ni: 41, d = 0.00080 (-20.00%)\ni: 41, d = 0.00080)\n",
+          "name": "stdout"
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "V = S[0]\n",
-    "X = []\n",
-    "Y = []\n",
-    "Z = []\n",
-    "\n",
-    "for k in k_grid:\n",
-    "    if k < 1.5*k_ss:\n",
-    "        X.append(k)\n",
-    "        Y.append(V[k])\n",
-    "        Z.append(V0[k])\n",
-    "        \n",
-    "plt.plot(X, Y, color=\"green\", linewidth=2, label=\"Optimum\")\n",
-    "plt.plot(X, Z, \"--\", color=\"gray\", linewidth=1, label=\"Initial guess\")\n",
-    "plt.xlabel(\"$k$\", fontsize=14)\n",
-    "plt.ylabel(\"$V$\", fontsize=14)\n",
-    "plt.title(\"Value Function\")\n",
-    "plt.legend(loc='lower right')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 229,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "data": {
-      "image/png": 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brbX35ny/1hjTF5gMKJSIBIBjx47xxRdfsGbNGlJTU09s6z5o0CBiYmKoVq18\nfyR9/z289RbMmAGHD3v2RUbCo4/CTTeV6yVFpAwCNpSUQi+g4L+DPgWe90MtIlKE6tWrs337dtq3\nb0/Hjh1p1apVmSaqFmffPnjmGXjySc/2sDC3PfywYdpjRCQQVaZQ0hQoMH+ePUC4MaaGtfaoH2oS\nkXyMMUyYMKHCzr9gATzyiBshyc7Oa69eHQYOhGefhU6dKuzyIlJGlSmUiIifZGVlsXHjRlavXs2Q\nIUOoXr26z66dnQ3ffQczZ8Lf/164f8wYeOklPZNGJBhUplCyG2hSoK0JkHaqUZLJkycTERHh0RYf\nH098fHz5VihSiWRlZbFp0yZWrlzJmjVryMjIoFGjRhw8eJDGjRv7pIbUVBgxwq2aya9ZMzexdfhw\n6NPHJ6WIVGoJCQkkJCR4tKWmppb7dUxFLr8rL8aYbOBya+2ckxzzJDDEWtstX9t/gPrW2qHFvCYW\nSExMTCQ2Nra8yxaplDZs2HAiiBw5coSGDRvSuXNnOnfuzGmnnebVE3fLIjvbTV597z23A2tWVl5f\nSIjbCO3VV90tGxGpOElJScTFxQHEWWuTyuOcATtSYoypA7QFcn/CxRhjugH7rbXbjDFPAFHW2ty9\nSP4JTDLGPAW8BgwERgJFBhIRKZ3PP/+cjIwM4uLi6Ny5M02aNKnwIJJr7Vq4806YP9+zPTQUnn7a\nLevV/iIiwStgQwnQA1gE2JyvZ3PaXweux01sPfHAcGvtZmPMJbjVNrcD24HfW2uL2JlAREpr7Nix\n1KpVy2dBxFqYPt3NF1m71rOvaVO47DK45Rbo3t0n5YhIBQrYUGKt/YqT7DhrrR1fRNvXQFxF1iVS\nmSUnJ1O3bl1q1apV7DG1a9f2SS1Hj7rn0kyfDh995NlXvbpb8nvrre6WjYhUDgEbSkTEN9LS0li+\nfDkrVqxg9+7dDBkyhJ49e/q1pjffdIEjLc2zvWdPuOoqtwNrTIx/ahORiqNQIlIFHTlyhFWrVrF8\n+XK2bNlCtWrVaN++PRdccAFt27b1S0179sAHH8D77xfeDr5mTfjLX9xTe0Wk8lIoEalivv76a776\n6iustcTExDB8+HA6duxIjRo1/FbThx+6SaqHDnm2n3ce3HUXXHQR1Knjn9pExHcUSkSqmObNmzNo\n0CA6d+5MXT/uKLZzJ7z4ohsdWbnSs69lS5gwwT3Jt5wfhyMiAUz/u4tUMaeffjqnn366366flQWf\nfgrXXguwRFNWAAAgAElEQVT793v2de/u9hg56yzw0eIeEQkgCiUilURGRgarVq0iJCSE7gG4PvbA\nAXjwQXj3XUhO9uw791y48kqYONHNHxGRqkmhRCSIZWdns3HjRn755RfWrFlDZmYm3bt3D6hQ8ttv\nbrOze++FjRs9+2JiYN48OOMM/9QmIoFFoUQkCCUnJ7Ns2TKWL1/OoUOHiIyM5IILLqBr166Eh4f7\nuzwAjh93k1RffRWOHPHsu+IK93X55ZrAKiJ5FEpEgszWrVv597//Ta1atejSpQvdunUjKirKZzus\nnkpKCsyeDf/4Byxb5tkXFQWzZsE55/inNhEJbAolIkGmRYsWjB49mrZt21ItgJampKTAjTfCnDme\nD8kDuO46iI+H/v31oDwRKV7g/EQTEa+EhIRwRgBNwti5001efeYZ2L7ds69lS3juOTeJVUTkVBRK\nRAKEtZaNGzeyfPlyLr300oAaBSnOrFluae/hw3ltoaEwebLbDv7ss7W0V0S8F/g/9UQqubS0NJKS\nkli2bBmpqak0btyY1NRUGjVq5O/SirRpE8yc6b6Skjz7unZ1E1t79PBPbSIS3BRKRPwgd1Tk559/\nZu3atVSrVo0uXboQGxtL8+bNA2bSakFTp8L//V/hOSNnnw0zZkCnTn4pS0QqCYUSET945513WLdu\nHaeddhpDhgyha9eufn32zMls3w5vvAEJCbBihWdfjx5w9dXuib4BWr6IBBGFEhE/6NmzJ3369CE6\nOjpgR0XAbQc/ahSkpXm2jxjhJrbGxPinLhGpnBRKRPzAn8+eOZUtW+A//3EjI8uXe/b17u2W906Y\nACEhfilPRCoxhRKRcpacnExGRgbR0dH+LqXEZs6E3/0OMjI82zt1chuitW3rn7pEpGpQKBEpB9Za\n1q9fz5IlS9i4cSMxMTFce+21/i7LK/v3u0mqCQnw88+efb16uTkjEyZoO3gRqXgKJSJlkJGRwbJl\ny/jxxx85cOAAUVFRjBgxgk5BsgxlxQoYMqTwpmd9+sCbb0KbNv6pS0SqJoUSkVI4fPgwX375JcuW\nLSMrK4vOnTtzxRVX0KJFC3+XdkoHD7rbNG+/DV9/7dkXGwtjx8KkSRAW5p/6RKTqUigRKYVq1aqx\nceNGevfuTY8ePahXr56/S/LKL7/AxRfD7t2e7U2auGfW9Ozpn7pEREChRKRUwsLCmDRpUkAv582V\nmQkffOBux8yd69l3xhlwzTVwww0umIiI+JNCiUgpBUMg+e03uPRS+PJLz/boaPcQvZ499WwaEQkc\n2mlApIB9+/Yxb948tm7d6u9SSiU7G776yq2YadLEM5BERcE990BiIpxzjgKJiAQWjZSI4Jb0btu2\nje+//541a9ZQp04dWrdu7e+ySuzIEbjkEli0yLO9WjV48UUYP949xVdEJBAplEiVZq1l9erVfPfd\nd+zYsYPIyEiGDRtG165dqVYteP732LDBPZ/mn/+EvXvz2uvVg6uucqtpYmP9V5+IiDeC56euSDnb\nvn07s2fPJiUlhVatWhEfH0+7du2CYq5IrkOH4Npr3W6r+YWGwj/+AePGQe3a/qlNRKSkAjqUGGMm\nAXcDTYFfgNustT+d5Pg7gZuBlkAK8B5wn7X2qA/KlSBTr149IiMjGT58eFDsL5LfoUNuoupTT8G6\ndXntISEwaBD86U9w7rn+q09EpDQCNpQYY0YDzwI3Aj8Ck4FPjTHtrbUpRRw/BngCuA74HmgPvA5k\n44KNiIeIiAhGjx7t7zJK5NAhN1H1rbfcyppcoaHwyCPuYXlRUX4rT0SkTMq8+sYY09UYU7tAW4ey\nnhcXQl6y1r5hrV2DGwE5DFxfzPG9gW+ttf+11m611n4GJADaDkqCnrWweDEMGAAvveQZSDp2hIUL\n4f77FUhEJLiVKZQYY/6IG8X4uEBXU2PMk2U4b3UgDvg8t81aa4HPcOGjKN8BccaYs3POEQMMBeaV\ntg4JXunp6Xz66accPHjQ36WUydGj8MwzLnj07ev5wLybboIffoCVK6F/f//VKCJSXsp6+6YB7nZJ\nRP5Ga+1XxpgmxphLrLWlCQWRQCiwp0D7HqDIURhrbYIxJhL41riZiqHAP621T5Xi+hKk0tPTWbx4\nMT///DOhoaG0bt2a+vXr+7usUklOhpEjCz+fpn59+O9/3dwREZHKpKyhpLq19p2iOqy1M40xf8NH\nIxXGmH7A/bjbPD8CbYEXjDG7rLWP+qIG8Z+CYaRPnz6cc8451KpVy9+llUh2Nnz+ObzyCnz4IRw/\nntfXrx9cfz1ceaVW1IhI5VTWUNLIGHO6tXZDMf3HSnneFCALKPg0jibA7sKHA/AI8Ia19t853680\nxtQFXgJOGkomT55MRITHYA/x8fHEx8eXtG7xsd9++41vv/026MMIuEAycqR7Tk1+YWHuib4jR/qn\nLhGRhIQEEhISPNpSU1PL/TplDSVTgc+MMbcWc5umbmlOaq09boxJBAYCcwBybskMBF4o5mW1cStt\n8svOfW3OnJQiPf/888RqZ6mgtH//fpYuXcq5555Lr169gjKM7N0Lr78O06bBli157aed5lbT3HAD\ntG3rt/JERIr8h3pSUhJxcXHlep0yhRJrbZIx5kFgljFmHfAhsAxIA/pSylCS4zlgRk44yV0SXBuY\nAWCMeQPYbq29P+f4ucBkY8wyYAnQDjd6MudkgUSCW3R0NHfddRdhYWH+LqXErHXLe194wfM2DcBz\nz7ldWIPwbYmIlFqZ9ymx1r5tjFkNPIWb05G7HeZC4OoynHdmzsTVR3C3bZYBg621yTmHtAAy873k\nL7iRkb8AzYFk3CjLg6WtQYJDsAUSa92qmcceg3kFxhcHDIA//EGTWEWkaiqXzdOstUnARTkhIgbY\na63dXA7nnQ5ML6ZvQIHvcwPJX8p6XQkcWVlZWGuD6jk0xTlyBGbMcM+n+d//PPtuuQXuuku3aUSk\naivXn/Q5O60W2m1VpKSstaxcuZJFixbRvXt3zjvvPH+XVCZpaTBwoOc+I+CW9z76qLtVIyJS1QX/\nPz+l0tmwYQOfffYZu3fvpl27drRr187fJZXa+vVuZORf/3LBJFevXnDzzTBqFATh3FwRkQqhUCIB\nY+/evSxcuJBff/2V6Ohoxo8fT8uWLf1dVqls2AATJ8KCBZ7tNWrAe+/BpZf6py4RkUCmUCJ+d+zY\nMRYsWEBSUhL169fnqquuomPHjrhV4MHFWli0CK65Bnbn21GnRg0YPRruvhvOPNN/9YmIBDKFEvG7\natWqkZyczEUXXUTPnj0JDQ31d0kllp4Ob74J//gHrFqV196gAdx3H4wfD5GR/qtPRCQYKJSI34WE\nhHDdddcF5cgIwPffw7BhsG+fZ3tMDHz6qVbUiIh4q0xPCRYpL8EYSHbvhilT3BN68weSvn3hnXdg\nzRoFEhGRktBIifiEtTYog0dRfvkFnn3WBY/8O7F26eJu4XTv7r/aRESCmUZKpEJlZWXxww8/8Npr\nr5GVleXvcsps7lw4+2wXPnIDSWgoXH01fPGFAomISFlopEQqzKZNm/jkk09ISUkhLi6OrKysoJzE\nai18+SU8/7wLJbkaNICbbnJLf6Oj/VaeiEiloVAi5S41NZUFCxawatUqoqOjueGGG2jWrJm/yyqV\nTz6B+++HZcs82/v0cZNY69TxT10iIpWRQomUm+zsbJYsWcKiRYuoUaMGI0aM4MwzzwzKuSTZ2e45\nNRMmuJGSXM2bw223we23aydWEZHyplAi5Wbp0qUsWLCAnj17MmDAAGrUqOHvkkrs6FF4+203kTX/\nfiOdO8MDD8DIkVC9uv/qExGpzBRKpNx0796dqKiooL1VM3Mm3HGH506sAEOGuLkkQTgdRkQkqGj1\njZSb0NDQoAwkR4+6nVivvtozkPTtCx9+CB99pEAiIuILGimRKistDV5+2a2q2bkzr/388+Gpp9yT\nfEVExHcUSsRr1loyMjKoFeQzPLOy4PHH3byR1FTPvhEj3KZoYWH+qU1EpCrT7RvxSlpaGgkJCbz+\n+utkZ2f7u5xSO3wYbrkF/vznvEBijAsjP/wAs2YpkIiI+ItGSuSkrLUnVtWEhYVx6aWXEhISfFk2\nLQ2mT4fnnoPk5Lz2666DP/4ROnTwW2kiIpJDoUSKlZqayty5c9mwYQPdu3dn8ODB1KxZ099llUhK\nCrzwAvz973DwoGffk0/CH/7gn7pERKQwhRIp0vLly5k3bx5hYWFcc801tA3Cx92uWAH9+nk+wdcY\nGDUK7rsPunXzW2kiIlIEhRIpZPny5cyaNYsuXbowdOjQoJvYmpEB//oX/OlPeaMj1arBtde6WzXt\n2/u3PhERKZpCiRTSsWNHRo8ezRlnnOHvUkrkyBF45RW3nDf/Et+YGPj8c2jd2m+liYiIF4JvxqJU\nuGrVqgVVILEWXnzRhY877vAMJJddBosWKZCIiAQDhRIJatbClCkwcaLnbqyXXw5JSTB7NrRs6bfy\nRESkBHT7RoKStTB/vps3kpiY1z5iBDz0kCaxiogEI42UVEHHjx/n22+/JSsry9+llMoXX0CfPjB0\nqGcguesut/mZAomISHDSSEkVk5yczLvvvsvBgweJiYkhKirK3yV57eBB99C8Tz/1bO/WDR55BIYN\n809dIiJSPgJ6pMQYM8kYs8kYc8QY84Mx5uxTHB9hjJlmjNlpjMkwxqwxxlzsq3oD3bJly3jllVcA\nuOGGG4IqkOzcCVde6RlIOnWCd991c0cuu8ztQSIiIsErYEdKjDGjgWeBG4EfgcnAp8aY9tbalCKO\nrw58BuwGrgB2Aq2AgwWPrWoyMzOZP38+iYmJdO/enaFDh1K9enV/l+WVgwfdEt+pU92SX4AaNdzS\n3zFjIDTUv/WJiEj5CdhQggshL1lr3wAwxtwMXAJcDzxdxPG/B+oDvay1uZMltvqi0ECWlpbGzJkz\n2b17N8OGDSM2NtbfJXnlyBH4xz/giSfgwIG89nr14M03Yfhw/9UmIiIVIyBv3+SMesQBn+e2WWst\nbiSkdzEvGwZ8D0w3xuw2xiw3xtxnjAnI9+grs2bN4tChQ4wfPz4oAklmJrz6qtt19d578wJJWBjc\neSds2KBAIiJSWQXqSEkkEArsKdC+Byjuea4xwADgLWAI0BZ4Efce/1IxZQa+YcOGUbNmTerUqePv\nUk4pPR0GDoQff8xrM8ZtD//II9Cqlf9qExGRiheooaQ0QnCh5cacUZWlxpgWwN2cIpRMnjyZiIgI\nj7b4+Hji4+MrqlafadSokb9L8MqGDTBhgmcgGTYMHnsMzjzTf3WJiAgkJCSQkJDg0Zaamlru1zHu\n93dgybl9cxi40lo7J1/7DCDCWjuiiNd8CRyz1g7K13YxMA+oYa3NLOI1sUBiYmJiUNzaqIwOHnTB\n44UX4Ngx1xYWBnPnwqBBJ3+tiIj4T1JSEnFxcQBx1tqk8jhnQM63sNYeBxKBgbltxhiT8/13xbxs\nMe6WTX4dgF1FBRLxr8xMmDYN2raFZ57JCyRNmsB77ymQiIhURQEZSnI8B9xgjBlnjDkD+CdQG5gB\nYIx5wxjzeL7jXwQaGmNeMMa0M8ZcAtwH/MPHdftcenq6v0vwmrXw8cfQtSvceivs2+faa9aEBx6A\n9eu1CZqISFUVsHNKrLUzjTGRwCNAE2AZMNham5xzSAsgM9/x240xg4HngV+AHTl/L2r5cKWRmJjI\n/PnzGT9+fMBvhrZnD4wbBwsWeLaPGeOW/urBeSIiVVvAhhIAa+10YHoxfQOKaFsCnFvRdQUCay1f\nfvklX3/9NT169KBp06b+Lumk0tPdw/K+/z6vrXdveP55OOcc/9UlIiKBI6BDiRQtOzubefPmkZSU\nxMCBA+nTpw8mQPdYtxYSEuCee9xW8QAREfDSSzBqlLaGFxGRPAolQeb48eO8//77rFu3juHDh9O9\ne3d/l1Ss//3PzRv55pu8tho14P333X4kIiIi+QXyRFcp4MiRI7z55pts3LiR+Pj4gA0khw7BXXdB\nbKxnILn0UlixQoFERESKppGSILJq1SpSUlIYN24cLVq08Hc5hVgLs2bBHXfAjh157W3bugfqDR3q\nv9pERCTwKZQEkbi4OM4444yA3DJ+40Z3q+aTT/Lacpf53nOPu20jIiJyMgolQSbQAsnRo/DXv7pd\nWTMy8tqHDHFP+Y2J8V9tIiISXBRKpNQyM+HCC+Hbb/Pamjd3t2quuEIra0REpGQ00VVK5cABuOaa\nvEASGuomt65eDVdeqUAiIiIlp5ESKbH334dJk9wOrbnmzYPBg/1Xk4iIBD+NlASY1NRUPvroIzIz\nA+8ZgsnJbsOzkSPzAkm9ejBjhgKJiIiUnUZKAsihQ4d4/fXXsdZy5MgR6tWr5++STnj3XZg4EVJS\n8tqGDYPp0yEAVyeLiEgQ0khJgPjtt9944403yMrKYty4cQETSPbuhauuciMkuYGkYUP4z39g9mwF\nEhERKT8KJQHg6NGjvP322xw5coRx48bRoEEDf5eEtfDf/0KnTvDee3ntV1wBq1ZBfLwms4qISPlS\nKPGzrKwsZs6cyf79+xk7diyNGjXyd0kcOOBCx9VXw759ri0y0oWU996DJk38W5+IiFROmlPiR9Za\n5syZw5YtW7jmmmto2rSpv0viiy/gd7+D7dvz2kaOhGnT4LTT/FeXiIhUfhop8aNDhw6xadMmLr/8\nctq0aePXWo4ehbvvdg/Lyw0kDRrAO++4Sa4KJCIiUtE0UuJH4eHh3HrrrYSFhfm1jpUrYcwY+N//\n8toGDnRLfTWRVUREfEUjJX7mz0BiLfz97xAXlxdIwsLg2WdhwQIFEhER8S2NlFRRBw7A+PFuWW+u\nzp3h7behWzf/1SUiIlWXRkqqoB9/hLPO8gwkd9wBP/+sQCIiIv6jUFKFWAt/+xv07Qtbtri2hg3h\no49ce82a/q1PRESqNt2+8ZH09HTq1q3rt+sfOADXXw8ffpjXdu65bnVNdLTfyhIRETlBIyU+sHLl\nSqZOnUpK/gfH+NDSpRAb6xlI7r0XvvxSgURERAKHRkoq2L59+5gzZw4dOnTwy26tb78NEyZARob7\nvmFDeOMNuOQSn5ciIiJyUhopqUDHjx9n5syZ1KtXj2HDhmF8+LCYzEyYPBnGjs0LJOecA8uWKZCI\niEhgUiipQB9//DH79+9n1KhR1KhRw2fX3bsXLrrITV7NNWECfPWVbteIiEjg0u2bCrJixQqWLVvG\n8OHDOc2He7QvXQrDh8O2be776tXdBmk33eSzEkREREoloEdKjDGTjDGbjDFHjDE/GGPO9vJ1Vxtj\nso0xsyq6xqKkpqYyb948OnfuTDcfbvwxe7Zb7psbSJo2dZNZFUhERCQYBGwoMcaMBp4FHgLOAn4B\nPjXGRJ7ida2BvwJfV3CJxdqwYQNhYWFccsklPplHYq3bGn7ECDh82LX16gWJiW7Zr4iISDAI5Ns3\nk4GXrLVvABhjbgYuAa4Hni7qBcaYEOAt4M/A+UCEb0r1FBsbS+fOnX0yj+T4cZg0CV55Ja8tPh5e\ne02boYmISHAJyJESY0x1IA74PLfNWmuBz4DeJ3npQ8Aea+2/K7bCU6voQGItLF4Mffp4BpKHHnLL\ngBVIREQk2ATqSEkkEArsKdC+B+hQ1AuMMX2B8UClf3rLsWNuNc2bb+a1hYW50ZFrrvFfXSIiImUR\nqKGkRIwxdYE3gBustQf8XU9FSk+HK6+EBQvy2iIj4YMP3CRXERGRYBWooSQFyAKaFGhvAuwu4vjT\ngVbAXJM3szQEwBhzDOhgrd1U3MUmT55MRITn9JP4+Hji4+NLV30F2b8fhg6FJUvy2i67zO1H0qaN\n/+oSEZHKLSEhgYSEBI+21NTUcr+OcVM1Ao8x5gdgibX2jpzvDbAVeMFa+9cCx4YBbQuc4jGgLnA7\nsN5am1nENWKBxMTERGJjYyvgXZSf3bth0CBYvtx9X78+zJ2r0REREfGPpKQk4uLiAOKstUnlcc5A\nHSkBeA6YYYxJBH7ErcapDcwAMMa8AWy31t5vrT0GrMr/YmPMQdz82NUVWeSOHTuoVasWDRs2rLBr\nbNkCF14Iv/7qvm/SxN2+6dq1wi4pUqG2bt3qtwdUioh3IiMjadmypU+vGbChxFo7M2dPkkdwt22W\nAYOttck5h7QACo1++FJmZiazZs2iYcOGXFMBM0ythUWL4NprYedO19ayJXz2GbRrV+6XE/GJrVu3\n0rFjRw7nbqojIgGpdu3arF692qfBJGBDCYC1djowvZi+Aad47fgKKSqfJUuWcODAAUaPHl3u587I\ncPuNfPhhXluHDrBwoZ5fI8EtJSWFw4cP89Zbb9GxY0d/lyMiRVi9ejVjx44lJSVFoSQYHDp0iK+/\n/pqzzz673J9tc+wYjBwJ8+bltXXvDp9+Cj58jI5IherYsWPAz+USEd8KyM3TgsGiRYsIDQ2lX79+\n5Xre48fh6qs9A8kdd7jbOAokIiJSmWmkpBRSUlJYtmwZgwYNolatWuV23sxMN3/kgw/c97Vqwccf\nQznnHhERkYCkUFIKixYtIjw8nB49epTbOQ8dgquucrdoAGrUgDlzFEhERKTq0O2bEtq/fz+rVq2i\nX79+VKtWPpnuu++gefO8QFK9Osya5ZYBi4iIVBUaKSmhhg0bcuONN9KkScHNZktn1Sq49FI3UgJQ\nrRq8+67buVVERKQqUSgphWbNmpXLebZtg8GD4UDO03qio90ISTneFRIREQkaun3jJ//9r3tezfbt\n7vu4OFi5UoFEREpnxowZhISEsHXr1qA4b0WZMmUKISEh7N+/39+lSCkolPjB7NluY7SsLPd927Zu\nlU29ev6tS0SClzGGvOeROt9//z0PP/wwaWlp5Xre0iiPWrxRXvUWdPfdd3PRRRdx++23l/u5JY9C\niY8tXQpjxrgt5AG6ddOmaCJSduPGjePIkSMeu29+9913PPLIIxw8eNCPlQVeLaXx1FNPkZ2dTXh4\nuL9LqdQUSnxo5Uq45BLIfeTHmDEupMTE+LcuEQl+xhjCwsI82gLpKfCBVEtphIaGsnbtWvrq0ewV\nSqHERz78EM46C3btct/37g2vvgoVMMooIgFg586d/P73v6d58+bUrFmTmJgYJk6cSGame47o1q1b\nmThxImeccQa1a9cmMjKSUaNGsWXLFo/z5M6RWLt2LaNGjSIiIoLIyEjuvPNOjh49euK4gnM/Hn74\nYe69914AWrduTUhICKGhoSf6vb2+t9LT07nzzjtp06YNNWvWpEmTJgwaNIilS5eeshaApUuXMmTI\nECIiIqhXrx4XXnghS5YsKfHnWpQtW7bQtm1bunbtSnJy8on2tWvXsm3bNq/e3+bNm9mzZw/nnnuu\ntx+JlIJW35zC8ePHWbJkCbGxsdSuXbtU51ixAsaOdVvIA7Rq5XZtrVmzHAsVkYCxa9cuzj77bNLS\n0rjpppvo0KEDO3bs4L333uPw4cOEh4fz008/8cMPPxAfH0+LFi3YvHkz06dPp3///qxatYqaOT8g\ncudHjBo1ijZt2vDkk0/yww8/8MILL3Dw4EFmzJhx4rj8cymuvPJK1q1bxzvvvMPUqVNp1KgRAI0b\nNwbw+vreuummm5g1axa33XYbHTt2ZN++fXz77besWbPmlLWsWrWK888/n4iICP74xz9SrVo1Xnrp\nJfr163fiGWPefq4FbdiwgQEDBtC4cWMWLlxIgwYNTvR17NiRfv368cUXX5zy/S1evJjOnTvr9k1F\ns9ZW2S8gFrCJiYm2OElJSXbKlCl23759xR5zMp99Zm3duta6WSTW9upl7e7dpTqVSKWQmJhoT/X/\nXbAbN26crVatmk1KSir2mIyMjEJtS5YsscYY+9Zbb51omzJlijXG2BEjRngcO2nSJBsSEmKXL19u\nrbV2xowZNiQkxG7ZsuXEMc8880yhtpJev6jzFqV+/fr2tttuK7b/ZLVcfvnltmbNmnbz5s0n2nbt\n2mXDw8Ntv379TrR587lOmTLFhoSE2H379tnVq1fb5s2b2169etmDBw8WOjYkJMQOGDDgpO8r1y23\n3GInTZpkrbX2hx9+sA8++KBt2rTpic+/svHm/9PcY4BYW06/l3X75iSstfz444+0a9eOhg0blvj1\ny5a5OSTp6e777t3hiy+gnPZdE6kSevSAFi0q9qs8l+Jba5k9ezaXXXYZZ511VrHH1ahR48TfMzMz\n2b9/PzExMdSvX5+kpCSPY40xTJo0yaPttttuw1rLxx9/XKo6S3J9b9SvX58lS5awK/cetZeys7NZ\nuHAhI0aMoFWrVifamzZtypgxY/j2229JT0/3+nPNtXz5cvr160dMTAwLFy4kIiKi0DFZWVl8/vnn\nXtW5ePFi+vbty6JFi9i3bx/XXnst1lqys7O9f7NySrp9cxK7du1i9+7d9O/fv8Sv3bsXRo6E3Fu+\n7dq5eSXl+Pw+kSph927YscPfVXgvOTmZtLQ0OnfufNLjMjIyePzxx5kxYwY7duw4MRHUGENqamqh\n49u2bevx/emnn05ISAibN28uVZ0lvf6pPP3001x33XVER0cTFxfH0KFDGTduHG3atDnp65KTkzl8\n+DDt27cv1NexY0eys7PZtm0bjRo18upzBRcMhw0bRtOmTZk/f36pb73nSktLY+XKlWzYsIHIyEiG\n5my5vXv37jKdVwpTKDmJZcuWUbdu3UI/DE5lwwbo29f9MAWIjXXPt8n3DxMR8VLTppXjGgXdeuut\nvP7660yePJlevXoRERGBMYbRo0d79a/vsu7FUdbrF3TVVVdx/vnn88EHH7BgwQKeeeYZnnrqKT74\n4AMGDx5cplpLyhjDyJEjef3113nrrbe48cYby3S+77//noYNG7JmzRrWrl1Lq1ataNeuXTlVK/kp\nlBQjMzOTFStWcNZZZxES4v1drvR097Tf3EASHu52b1UgESmdn3/2dwUl07hxY8LDw1mxYsVJj3v/\n/S2VUCAAAB0MSURBVPe57rrrePrpp0+0HT16tNh9PNavX+9xe+PXX38lOzub1q1bF3uNkwWXkl7f\nG02aNOHmm2/m5ptvJiUlhbPOOovHHnuMwYMHF1tL48aNqV27NmvXri3Ut3r1akJCQoiOjqZOnTpe\nfa65/vrXvxIaGsrEiRMJDw/n6quvLvX7Wrx4MQMHDuTNN9/k6aef5rLLLmP16tVkZ2eX6PeDnJo+\nzWKsX7+eI0eO0K1bN69fk5YGvXq5vUfAzR357ju3Y6uIVA3GGC6//HLmzp170rkZoaGhhUYkXnjh\nBbJyt3rOx1rLtGnTCh1rjGHIkCHFXqNOnToARQaNklz/VLKzswvt1BoZGUlUVNSJZcvF1RISEsKg\nQYOYPXu2xxLhPXv2kJCQwHnnnUfdunW9/lxzGWN4+eWXGTlyJOPGjeOjjz4qdIy3S4IXL15Mr169\nAOjcuTP79u0DYNq0aRw5cuSUrxfvaaSkGL/88gtRUVGc5uVWq9bC7be7DdIAwsLcdvJe3P4UkUrm\n8ccf5//bu/foqKrz/+PvPYAmCAmXcFURFEGqghBZohCJF6CwEAEBRUBZIFpAUWxrgYU/DEsMYotf\n8EIBtVhtsVQr2qpFo1Yk3FYTwEIJoAtqgAgB5CaBQPL8/phJyJALMyGZmSSf11qzmHNmn3Oe2UzO\nPLPP2Xt/9tln3HrrrTz88MN06NCBvXv38u6775KamkpMTAz9+/fnrbfeIiYmhp/97GesWbOGzz//\nnLi4uBL3uXPnTu6++25+/vOfs3r1av70pz8xcuRIrr/++lLjiI+Px8yYNm0a9913H3Xq1GHAgAFE\nR0cHffyyHDt2jMsuu4whQ4bQqVMn6tWrx2effca///1v5s6de95Ynn32WVJSUujevTsTJkygVq1a\nLFq0iNzcXL+WnEDqtSjnHG+//TYDBw5k6NChfPzxx373CAbSJTgvL4/169eTnJxcuK7gkn5OTg7R\nulGwYlVUN56q+KCMLsEZGRm2Y8eOUjpCFffww2e7/UZHm61cGfCmIjVKTegSbGaWmZlpo0ePtmbN\nmll0dLS1bdvWJk2aZKdPnzYzsyNHjtjYsWOtadOmFhMTY/369bPt27dbmzZtbMyYMYX7KejimpGR\nYUOHDrXY2Fhr3LixPf7443bq1KnCcqV13Z01a5ZdfvnlVrt2bb/XDx8+HNDxA+kSnJuba7/5zW+s\nc+fOFhsba/Xr17fOnTvbwoULA4rFzGzjxo3Wt29fi4mJsXr16tmdd95p69atC7pei3YJLpCTk2O3\n3XabxcTE2Pr16wvXB9IlOCsry9q3b1+4/5ycHBswYIBNnz7dtmzZUua2VVm4ugQ7s6o99O+FcM51\nAdLS0tLo0qVLufezfDkMGnR2eeFCuMD7qkSqrfT0dOLj47nQv7uaIikpiZkzZ5KdnV2uoQlEyiOQ\nv9OCMkC8mQXfj7wEuqfkAn39tXe01gLPP6+EREREpDyUlFyA48dh+HD46Sfvct++8OtfhzcmERGR\nqkpJSTnl58Pjj58d1KlLF/jTnzTBnoiISHkpKSmnF16AN97wPr/4Yli2DIrM8yQiUiFmzJhBXl6e\n7ieRGkFJSTl88glMn352+cUX4aqrwhePiIhIdaCkJEiHDsHYsXDmjHd54kQYPz68MYmIiFQHEZ2U\nOOcmOud2OudynHNrnXNdyyj7kHNupXPukO/xWVnlS7Jp0yZWrFhR6utm3q6/BZNgJibC734XzBFE\nRESkNBGblDjn7gV+B8wAOgObgBXOudKGG+wJ/BlIBLoBmcCnzrkWgR5z8+bN7N+/v9TXlyyBlSu9\nzxs2hMWLNaeNiIhIRYnYpASYDCw0sz+aWQbwC+AEMKakwmY2ysx+b2bfmNl24CG87++OQA6Wn5/P\n999/X+o02zt3wi9+cXb59dc1p42IiEhFisikxDlXB4gHPi9YZ96hZ1OAmwPczSVAHeBQIIX3799P\nbm4urVq1KvZafj788peQm+tdHjUKBg4MMAoREREJSEQmJUAcUAvYd876fUDzAPfxPLAHbyJzXpmZ\nmXg8Hlq0KH61Z9kyeP997/OYGJg3T+ORiIiIVLRqOUuwc24KMAzoaWa5gWyTmZlJixYtqFOnjt/6\nkyfh2WfPLr/2msYjERERqQyRmpQcAPKAZuesbwb8UNaGzrlfAU8Bd5jZlkAONnnyZA4ePEi9evX4\n8MMPARg+fDjDhw/nl7+ELb69dO0KQ4YE9T5ERESqvKVLl7J06VK/dUeOHKnw40RkUmJmp51zaXhv\nUv0QwDnnfMvzS9vOOfcUMBXobWYbAj3ec889R0pKCkOGDOHaa68tXP/uu/Dqq97nUVHeVhJdthER\nkZqm4Id6UUVmCa4wEZmU+MwFlviSk/V4e+PUBZYAOOf+COw2s2m+5d8AScBw4HvnXEEry3Ez++l8\nB0tMTOTyyy8vXDbzH7X1pZegY8cLf1MiIiJSski90RUzWwb8CpgJbAA6An3MLNtX5DL8b3r9Bd7e\nNu8Ce4s8fnm+Y0VHR9OzZ09iYmIK133+OWzb5n2ekOAdxVVERAL3zDPP4PFE7NdM0L7++mtSU1PD\nHUa1FtGfFjN71cxam1m0md1sZv8u8trtZjamyHIbM6tVwmNmsMc9cwaefPLs8vjxumwjIuGzZs0a\nkpKSOHr0aLhDCYpzDleJJ89Q1su3337LP/7xD7p37+63/le/+hW9evVi0qRJJW43ZcoUfvrpvI31\nlep8MUaSiE5KwmXxYvjPf7zPb7wR7r03vPGISM22evVqZs6cyeHDh8MdSkSprHqZPXs2kyZNon//\n/oUJz7Rp05he9Jq+z/PPP09+fr5fS3tRjz76KJMnT67Q+Eqzfft2Hn30UTp27Ei3bt345z//GVCM\nkURJyTlOnoRZs84uv/QSVKPWRxGpgrxjR4bOiRMnQnq88qqMeklJSeHNN99k8ODBpKWlcfz4cdas\nWUPTpk2pX79+sfK1atVi27Zt9OjRo8T9XXbZZbRr147ly5dXeKznWrZsGS+//DIbN25kzJgxXH31\n1QHFGEn0dXuO11+HPXu8z+++G7p1C288IlL1FNxL8d133zF69GgaNmxIgwYNGDNmDCdPnvQru3fv\nXsaMGUPz5s2Jioriuuuu4w9/+EPh60lJSTz11FMAtG7dGo/HQ61atfj+++/Pe/xt27YxbNgwYmNj\niYuL44knnuDUqVMllt26dSv3338/jRo1IiEhAYANGzbQt29fYmNjqV+/PnfeeSfr1q0r8ZirVq2i\na9euREdHc/XVV7No0aJiZUaPHl3iVB6l3Xuyd+9exo4dy6WXXkpUVBRXXnklEyZM4MyZM+etl23b\ntpGZmVlqHZXmvffeIyEhgcTERLKysmjZsiWvvvoqo0aNKrH8rl272LdvH7fcckup+xw3bhwvvvhi\n0LGUx8cff4zH4+Hhhx/mqquuCjjGSBHJvW9CLj8f5s49uzxjRvhiEZGqq+A+imHDhnHllVcye/Zs\n0tPTee2112jWrBnJycmAd3qLm266iVq1ajFp0iTi4uL45JNPGDt2LMeOHWPSpEkMHjyY7du38847\n7zBv3jwaN24MQJMmTQI6fps2bZg9ezZr165l/vz5HD58mCVLlhQrO3ToUNq1a0dycjJmxn//+18S\nEhJo0KABU6ZMoXbt2ixcuJDExERWrlxJ165nJ2HfvHkzffr0oWnTpsycOZPTp0/zzDPP0LRp02Jx\nlXSPSUnrs7Ky6Nq1K0ePHuWRRx6hffv27Nmzh3fffZcTJ06ct146dOhAYmIiX3zxxfn/w4pYvXo1\nTzzxhN+6VatW+SWKRaWmpnLttdeWeWkkNjaWBg0asHnzZq677rqg4glG//796devHxs2bKBZs7PD\nfAUSY8Qwsxr7ALoAlpaWZmZmH31k5u0MbNarl4lIJUhLS7Oif3fV0TPPPGPOORs3bpzf+sGDB1uT\nJk0Kl8eOHWuXXnqp/fjjj37lhg8fbg0bNrSTJ0+amdlvf/tb83g89r///S+o4w8aNMhv/cSJE83j\n8dh//vOfYmVHjhzpV3bgwIEWFRVlu3btKlyXlZVlMTExlpiYWKxs3bp1bffu3YXrMjIyrHbt2ubx\neArXjR492tq0aVNivEXLmZk98MADVrt2bUtPTy/1fZZVLx6Px26//fZStz3X22+/bffee29hvT3w\nwAN2+PBh27Fjh3Xt2rXU7caPH28TJ040M7O1a9fa9OnTrXnz5n51bGaWnJxsc+bMCTie8sjMzLQ2\nbdpYr3O+wAKNsahA/k4LygBdrIK+l3X5BsjO9vYyfvnls+smTgxTMCJSzLFjx8jKyir1UfA3XJbs\n7OwStz127FilxOyc45FHHvFbl5CQwMGDBzl+/DgAf/vb37jrrrvIy8vj4MGDhY/evXtz5MgR0tPT\nL+j4E885kT322GOYGR9//HGZsebn5/PZZ58xaNAgrrjiisL1zZs35/7772fVqlWF7yE/P59PP/2U\nQYMGcemllxaWbd++PX369ClX7GbGBx98wIABA+jcuXO59pGXl8fnn39+/oI+I0aMYOrUqdSpU4dl\ny5bx5ptvEhsby549e4q1+BSVmppKjx49+PLLLzl48CCjRo3CzMjPz/cr16lTJzZu3Fiu9xKIuXPn\nMn/+fObNm0dKSgqffvpp0DFGAl2+AdLS0rjkkj588ol3uVUr6N8/vDGJyFlpaWl89dVXpb7epEkT\nJkyYUOY+/vrXv5aYvPTs2ZPExMQLDbFE58463tA3cdaPP/5ITk4Ohw8fZtGiRSxcuLDYts459u/f\nf0HHb9u2rd/yVVddhcfjYdeuXcXKFr3XIzs7mxMnTtCuXbti5Tp06EB+fj6ZmZl06NCB7OxscnJy\nih0LvInJJwUn1iBkZ2dz9OhRvxG2Q2HTpk1cc8011K599qsxOzub2NjYEssfPXqULVu28N133xEX\nF0e/fv0A+OGH4rOhNGrUiO+++65S4l6wYAGpqam89957gPcem6+++orevXsHFWMkUFIC1K9fn1de\nObs8fTrUqhW+eETEX3x8PO3bty/19aJfIqUZOnQoZ86cKba+Xr16FxRbWWqVciIp+it15MiRPPjg\ngyWW61jBw0iXNWZIdHR0hR4rmOPn5eVV+rEDsWnTJm644Qa/dWW1JqxZs4ZGjRqRkZHBtm3buOKK\nKwp7vJyrYcOGpc4Vs2zZMt5///1S68fMcM5x//330/+cX8wnTpxg6tSpfoO6XXfddYU3VAcTYyRQ\nUgJER9fjo4+8zxs2hNGjwxqOiJyjfv36JXbHDEZZN4aGQ5MmTahfvz55eXncfvvtZZYt7wBkO3bs\n8Lv88u2335Kfn0/r1q3PG1vdunXZVjCsdRFbt27F4/EUTsvRpEkToqOj2bFjR7GyGRkZfssNGzYs\ncUyRc1tumjRpQkxMDJs3by4zzooemO2bb76hb9++fuvi4uJKHQclNTWVO+64g7feeos5c+YwYMAA\ntm7dSn5+frHeRHl5eVx00UUl7mfYsGEMGzasXDGvXLmS2NhYv1alEydOFCbxwcQYCSIvojDYvbsu\nBZeV77oL6tQJbzwiUv15PB7uuece3nvvPbZsKT6h+YEDBwqfX3LJJQBBDRJmZrxStAkYmD9/Ps65\nYl+8JcXWu3dvPvjgA7+ux/v27WPp0qUkJCQUtjB5PB769OnD8uXL2b17d2HZrVu3+t3XAN7LR0eO\nHPFLNrKysoqN4eGcY+DAgfz9738v876asuqlPF2CN27cWKylpEWLFhw8eLDE8qmpqXTzjRtx7bXX\nFpZ75ZVXyMnJ8Sv7448/VkpinJOT4zdv2/Hjx9mwYQODBw8OOsZIoKQESE8/22x5331hDEREapTZ\ns2fTokULbrrpJiZPnszixYt5/vnnGTZsGNdcc01hufj4eMyMadOm8fbbb/OXv/wloC+UnTt3cvfd\nd7NgwQJGjRrFggULGDFiBNdff/15t3322WepXbs23bt3Jzk5mTlz5tC9e3dyc3OZM2eOX9mkpCTM\njB49ejBnzhxmzZrF7bffXqz763333UfdunUZOHAg8+fPJzk5mW7dupV4ae65556jadOm3HrrrTz5\n5JMsXryYpKQkrr/++sJRVsuqlw4dOpR6WawkmZmZHDp0iE6dOvmtv+aaa9i3b1+xyzh5eXmsX7+e\nm2++uXBdwX01OTk5xS6HHThwgJYtWwYcT6BuueUW9u3bx+nTpwFYvHgx99xzD3FxcUHHGBEqqhtP\nVXzg6xLctGmKgVnjxma5uaX2fhKRClBTugR7PB47ePCg3/olS5YU68KanZ1tjz32mF1xxRV28cUX\nW8uWLa1Xr172+uuv+207a9Ysu/zyywu72ZbVPbjg+BkZGTZ06FCLjY21xo0b2+OPP26nTp0KKFYz\ns40bN1rfvn0tJibG6tWrZ3feeaetW7euxGN+/fXX1rVrV4uKirK2bdvaokWLSuzqm5KSYh07drSo\nqCjr0KGD/fnPfy6xnJm3i+vo0aOtWbNmFh0dbW3btrVJkybZ6dOnz1svwXYJXr58uXXs2LHE1+69\n995iXZOzsrKsffv2hbHk5OTYgAEDbPr06bZly5Zi+3j66adt3rx5AccTjJSUFHvooYdsypQpNn78\n+ML/42BjLCpcXYKdWWiHL44kzrkuQNpFF6WSm3sL48fDq6+GOyqR6i09PZ34+HjS0tLo0qVLuMOp\nlpKSkpg5cybZ2dk0atQo3OFEtBkzZtC3b18++ugj8vLyeO6554qVWbFiBStXrmRW0TlIgtSrVy9+\n//vfF46yGukC+TstKAPEm1n5+68Xocs3QG7uxYB3WHkREakZDhw4QHJyMocOHSI1NZVx48aVWK5P\nnz588803xaYICNSePXswsyqTkISTkhIAHB4PFLnsJiIi1VxcXBxjx44lNTWVESNGlDgvT4EZM2aQ\nlJRUruO89NJLPP300+UNs0ZRl2CfG26AqjAtgIiIVJwFCxYEVO7GG29k165dfPnll9x2220B73/T\npk3k5ubSs2fP8oZYo6ilxMc3KaaISJU3Y8YM8vLydD9JBRsyZEhQCQl4Z+194YUXKimi6kctJT5K\nSkREpKJNnTo13CFUKWop8bnxxnBHICIiUrMpKQGioqDIgHgiIiISBkpKgDZtIAKnABAREalR9FWM\nNykRERGR8FJSAlx5ZbgjEBERESUlwIgR4Y5ARERE1CUYuOiicEcgUvNs3bo13CGISCnC9feppERE\nQiouLo66desycuTIcIciImWoW7cucXFxIT2mkhIRCalWrVqxdetWDhw4EO5QRKQMcXFxtGrVKqTH\nVFIiIiHXqlWrkJ/sRCTyRfSNrs65ic65nc65HOfcWudc1/OUH+qc2+orv8k51zdUsUrgli5dGu4Q\nahzVeeipzkNPdV71RWxS4py7F/gdMAPoDGwCVjjnSrzA5Zy7BfgzsBi4AfgAWO6c+1loIpZA6cQR\neqrz0FOdh57qvOqL2KQEmAwsNLM/mlkG8AvgBDCmlPKTgE/MbK6ZbTOz/wekA4+GJlwRERG5EBGZ\nlDjn6gDxwOcF68zMgBTg5lI2u9n3elEryigvIiIiESQikxIgDqgF7Dtn/T6geSnbNA+yvIiIiESQ\nmt77Jgo0iFOoHTlyhPT09HCHUaOozkNPdR56qvPQKvLdGVVR+4zUpOQAkAc0O2d9M+CHUrb5Icjy\nAK0BDeIUBvHx8eEOocZRnYee6jz0VOdh0RpYXRE7isikxMxOO+fSgDuADwGcc863PL+UzdaU8Hov\n3/rSrABGALuAkxcWtYiISI0ShTchWVFRO3Te+0cjj3NuGLAEb6+b9Xh74wwBrjGzbOfcH4HdZjbN\nV/5m4F/AVOAjYDgwBehiZv8N+RsQERGRoERkSwmAmS3zjUkyE+9lmI1AHzPL9hW5DDhTpPwa59z9\nwCzfYwdwtxISERGRqiFiW0pERESkZonULsEiIiJSwygpERERkYhQ7ZMSTeoXesHUuXPuQedcvnMu\nz/dvvnPuRCjjrcqccwnOuQ+dc3t8dTcggG0SnXNpzrmTzrntzrkHQxFrdRFsnTvnehb5bOcX+bw3\nDVXMVZ1zbqpzbr1z7qhzbp9z7n3nXLsAttP5vJzKU+cVcT6v1kmJJvULvWDr3OcI3pF3Cx5XVHac\n1cgleG8CnwCc9wYx51xr4B94p3DoBMwDXnPO9aq8EKudoOrcx4CrOfsZb2Fm+ysnvGopAXgJuAm4\nE6gDfOqciy5tA53PL1jQde5zQefzan2jq3NuLbDOzB73LTsgE5hvZnNKKP8OUNfMBhRZtwbYYGYT\nQhR2lVaOOn8QeNHMGoU20urHOZcPDDSzD8so8zzQ18w6Flm3FIg1s34hCLNaCbDOewJfAA3N7GjI\ngqvGfD9y9gO3mtmqUsrofF6BAqzzCz6fV9uWEk3qF3rlrHOAes65Xc65751z+iVTubqhz3g4OGCj\nc26vc+5T3694Kb8GeFufDpVRRufzihVIncMFns+rbVKCJvULh/LU+TZgDDAA7+i6HmC1c65lZQVZ\nw5X2GY9xzl0chnhqgizgEeAeYDDelsN/OeduCGtUVZSv9fX/gFXnGYdK5/MKEkSdX/D5PGIHT5Oa\nwczWAmsLln3Nq1vxnsRnhCsukYpiZtuB7UVWrXXOXYV3lGrdZBy8V4GfAd3DHUgNElCdV8T5vDq3\nlIRqUj85qzx17sfMzgAbgLYVG5r4lPYZP2pmp8IQT021Hn3Gg+acexnoBySaWdZ5iut8XgGCrHM/\n5TmfV9ukxMxOAwWT+gF+k/qVNpvhmqLlfc43qZ/4lLPO/TjnPMD1eJu8peKV9BnvjT7joXYD+owH\nxffleDdwm5l9H8AmOp9foHLU+bnbB30+r+6Xb+YCS5x3xuGCSf3q4p3oD3fOpH54u0f+yzn3JGcn\n9YsHxoU47qosqDp3zj2Nt7nvW7w3Uj0FtAJeC3nkVZBz7hK8v0Kcb9WVzrlOwCEzy3TOJQMtzazg\nMsHvgYm+Xjhv4D1pD8H7S0gCEGydO+ceB3YCW/DOqjoOuA3vF6QEwDn3Kt7z8QDgJ+dcQQvIETM7\n6SvzJrBH5/OKUZ46r5DzuZlV6wfesQR2ATl4M+Qbi7z2BfDGOeXvATJ85b/BOwlg2N9HVXoEU+d4\nk5idvrJ7gb8DHcP9HqrKA+gJ5OO9bFb08Ybv9T8AX5yzza14W7Ry8E5cOSrc76MqPYKtc+DXvnr+\nCcjG2zvt1nC/j6r0KKW+84AHipTR+TzMdV4R5/NqPU6JiIiIVB3V9p4SERERqVqUlIiIiEhEUFIi\nIiIiEUFJiYiIiEQEJSUiIiISEZSUiIiISERQUiIiIiIRQUmJiIiIRITqPsy8iFQxzrmGwI1AE+AH\nM/sizCGJSIiopUREIs1VeOfbeBtICHMsIhJCGmZeRCKOc64lsBvobWYp4Y5HREJDLSUiEokS8E4I\nti7cgYhI6CgpEZFI1AP4r5kdC3cgIhI6SkpEJBLdCqwOdxAiElrqfSMiEcU51wC4DvidbzkOmAoY\nsN/M5oQxPBGpRGopEZFI08P37xpfgjIeb1LSDhgRtqhEpNIpKRGRSJMAHAR+AB4FnjOzXOAiYEE4\nAxORyqUuwSISUZxzq4F6wMfAM2Z2MswhiUiIqKVERCKGcy4KiAe+A1oDbznn2oc1KBEJGSUlIhJJ\nbsF7A/7TZnYfsBf4R8GLzrmYcAUmIpVPSYmIRJIewCEz2+xb/hbvpRycc22Bh8IVmIhUPiUlIhJJ\nEoCviiyfAnb6ng8H3gl5RCISMkpKRCSS1Mc/8XgHOOycmw/sMrO94QlLREJBvW9EREQkIqilRERE\nRCKCkhIRERGJCEpKREREJCIoKREREZGIoKREREREIoKSEhEREYkISkpEREQkIigpERERkYigpERE\nREQigpISERERiQhKSkRERCQiKCkRERGRiKCkRERERCLC/wencU6y3SaINAAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f3ba08498d0>"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "S[3]",
+      "execution_count": 16,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 16,
+          "data": {
+            "text/plain": "{0: (1, 1),\n 1: (11.471163339929898, 11.620864152908325),\n 2: (8.711751727405229, 24.175007581710815),\n 3: (6.233207992621637, 37.45667099952698),\n 4: (4.503406692265431, 50.7048454284668),\n 5: (3.306469822288683, 63.64902210235596),\n 6: (2.467018540510849, 76.81420135498047),\n 7: (1.8677475739998395, 89.01143765449524),\n 8: (1.4319148954993604, 100.75852632522583),\n 9: (1.1091069779636689, 113.11196255683899),\n 10: (0.86616526516008, 125.26574158668518),\n 11: (0.6807749115680007, 137.06682467460632),\n 12: (0.5375994977798054, 148.5941891670227),\n 13: (0.4260043505473527, 160.18138718605042),\n 14: (0.33841249069847884, 172.33310961723328),\n 15: (0.26931662426805536, 184.27857446670532),\n 16: (0.21460923643192942, 196.00503754615784),\n 17: (0.17117894724320826, 207.51750993728638),\n 18: (0.1366336975348204, 219.02280259132385),\n 19: (0.10911729721855218, 231.41397738456726),\n 20: (0.08717613476214513, 243.08990097045898),\n 21: (0.06966772355821278, 254.6827666759491),\n 22: (0.05568814245179515, 266.64171719551086),\n 23: (0.04452161208020133, 278.3515884876251),\n 24: (0.035598941252427484, 290.5835506916046),\n 25: (0.028467578026808594, 302.8230154514313),\n 26: (0.022766594712928367, 314.76684737205505),\n 27: (0.01820850416251944, 327.0457673072815),\n 28: (0.0145636707576875, 339.1297814846039),\n 29: (0.011649095366938398, 351.3482563495636),\n 30: (0.009317977551900567, 363.70199179649353),\n 31: (0.007453545960504198, 375.41989493370056),\n 32: (0.005962193499606321, 388.3381025791168),\n 33: (0.0047694662863360495, 400.3460953235626),\n 34: (0.0038154180630221098, 412.2888388633728),\n 35: (0.003052163370817199, 424.21188163757324),\n 36: (0.002441615428970485, 435.95243740081787),\n 37: (0.0019532613639854386, 448.54394912719727),\n 38: (0.0015626052734961952, 460.12600922584534),\n 39: (0.0012500874972857857, 472.09953689575195),\n 40: (0.0010000568097899912, 483.8269262313843),\n 41: (0.0008000134337702209, 495.6525139808655)}"
+          },
+          "metadata": {}
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "C = S[1]\n",
-    "X = []\n",
-    "Y = []\n",
-    "Z = []\n",
-    "for k in k_grid:\n",
-    "    if k < 1.5*k_ss:\n",
-    "        X.append(k)\n",
-    "        Y.append(C[k])\n",
-    "        Z.append(f(k)-delta*k)\n",
-    "\n",
-    "plt.plot(X, Y, color=\"blue\", linewidth=2, label=\"capital stock: $k$\")\n",
-    "plt.plot(X, Z, \"--\", color=\"gray\", linewidth=1, label=\"net product: $f(k)-\\delta k$\")\n",
-    "plt.plot([k_ss], [c_ss], marker='o', color='r')\n",
-    "plt.xlabel(\"$k$\", fontsize=14)\n",
-    "plt.ylabel(\"$c$\", fontsize=14)\n",
-    "plt.title(\"Policy Function: $c$\")\n",
-    "plt.legend(loc='lower right')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 220,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Exploring the results"
+    },
     {
-     "data": {
-      "image/png": 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QJCYm8pe//IXTTz+dzZs3+1vLq0oiUnxxE0wKsRpoUdRC/fr1o1atWgFjHTt2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\ngDH+AP80qw+Kyq1jAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f3ba03a0f28>"
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "V = S[0]\nX = []\nY = []\nZ = []\n\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(V[k])\n        Z.append(V0[k])\n        \nplt.plot(X, Y, color=\"green\", linewidth=2, label=\"Optimum\")\nplt.plot(X, Z, \"--\", color=\"gray\", linewidth=1, label=\"Initial guess\")\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$V$\", fontsize=14)\nplt.title(\"Value Function\")\nplt.legend(loc='lower right')\nplt.show()",
+      "execution_count": 240,
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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IIC4uzvvFitRRRbaIVQdX8cHWD1i0bRHbjm0rt19MSAzXdr2WMd3GcEXHKzT5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\n",
+            "text/plain": "<matplotlib.figure.Figure at 0x7f3ba03b75c0>"
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "K = S[2]\n",
-    "X = []\n",
-    "Y = []\n",
-    "\n",
-    "for k in k_grid:\n",
-    "    if k < 1.5*k_ss:\n",
-    "        X.append(k)\n",
-    "        Y.append(K[k])\n",
-    "\n",
-    "plt.plot(X, Y, color=\"black\", linewidth=2)\n",
-    "plt.plot(X, X, \"--\", color=\"gray\", linewidth=1)\n",
-    "plt.plot([k_ss], [k_ss], marker='o', color='r')\n",
-    "plt.xlabel(\"$k$\", fontsize=14)\n",
-    "plt.ylabel(\"$k^{\\prime}$\", fontsize=14)\n",
-    "plt.title(\"Policy Function: $k^{\\prime}$\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Simulation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 234,
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "data": {
-      "image/png": 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PqVy5cpAjExGRsqLERELGyJEjef/99wGoVq0ac+fOpX79+kGOSkREylJYDBeW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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f3ba06697b8>"
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "C = S[1]\nX = []\nY = []\nZ = []\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(C[k])\n        Z.append(f(k)-delta*k)\n\nplt.plot(X, Y, color=\"blue\", linewidth=2, label=\"capital stock: $k$\")\nplt.plot(X, Z, \"--\", color=\"gray\", linewidth=1, label=\"net product: $f(k)-\\delta k$\")\nplt.plot([k_ss], [c_ss], marker='o', color='r')\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$c$\", fontsize=14)\nplt.title(\"Policy Function: $c$\")\nplt.legend(loc='lower right')\nplt.show()",
+      "execution_count": 229,
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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brbX35ny/1hjTF5gMKJSIBIBjx47xxRdfsGbNGlJTU09s6z5o0CBiYmKoVq18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\n",
+            "text/plain": "<matplotlib.figure.Figure at 0x7f3ba08498d0>"
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "K = S[2]\nX = []\nY = []\n\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(K[k])\n\nplt.plot(X, Y, color=\"black\", linewidth=2)\nplt.plot(X, X, \"--\", color=\"gray\", linewidth=1)\nplt.plot([k_ss], [k_ss], marker='o', color='r')\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$k^{\\prime}$\", fontsize=14)\nplt.title(\"Policy Function: $k^{\\prime}$\")\nplt.show()",
+      "execution_count": 220,
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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QJCYm8pe//IXTTz+dzZs3+1vLq0oiUnxxE0wKsRpoUdRC/fr1o1atWgFjHTt2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\ngDH+AP80qw+Kyq1jAAAAAElFTkSuQmCC\n",
+            "text/plain": "<matplotlib.figure.Figure at 0x7f3ba03a0f28>"
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ]
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Simulation"
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "C = S[1]\nK = S[2]\n\nk0 = k_grid[30]\nX = [k0]\nY = [C[k0]]\nT = [0]\n\ns = 0\nt = 1\nwhile s<5:\n    T.append(t)\n    k = K[k0]\n    X.append(k)\n    c = C[k]\n    Y.append(c)\n    if k0 == k:\n        s += 1\n    k0 = k\n    t += 1\n    \nplt.plot(T, X, color=\"black\", linewidth=2, label=\"capital stock: $k_{t}$\")\nplt.plot(T, Y, color=\"red\", linewidth=1, label=\"consumption: $c_{t}$\")\nplt.plot([t], [k_ss], marker='o', color='black')\nplt.xlabel(\"$t$\", fontsize=14)\nplt.ylabel(\"$c_{t}$, $k_{t}$\", fontsize=14)\nplt.title(\"Path of $c$ and $k$ over time\")\nplt.legend(loc='lower right')\nplt.show()",
+      "execution_count": 234,
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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PqVy5cpAjExGRsqLERELGyJEjef/99wGoVq0ac+fOpX79+kGOSkREylJYDBeW\n8u/VV19l7NixAERGRjJz5kzOPPPMIEclIgHnHGRmQkbGkfe8n/ftg717vdeePUd/zq8sLS3YVxY6\nFiyAKlWCHUWRKTGRoFuwYAEDBw7MXn7++efp0qVLECMSCVGHD8OuXUdef/yRe3nPHu8LuaAv+MK+\n/Atb549j5FzOWV6ax6JUq+a9qlfP/blJEzjuOL/d9rAXZn30lJhIUK1Zs4arr76a9PR0AAYPHsyA\nAQOCHJVIHs5Bairs3AkHD3pf/mlpXqKQ8z2/sqKsy+/9wIHcSceuXV5ZfiIioEYN70s5Kspbjoz0\nXvl9Lmx9VBRERxe+XUnXlfQYVaocST6y3qtUCbsvXCkaJSYSNMnJyXTt2jX7qZTdunVj/PjxQY5K\nyiXnID3dSyoOHPDe9+/3Eo0dO/J/5V136FDJz3/ccd4rKsp7ZX3O+57zc3Q0nH66l3DkfJ1wwtFl\n1aqB2bHjEAkDSkwkKA4ePEiPHj1Yv349AGeffTZvvfUWkZGRQY5MQk5mptdksX07JCd771mvrOXd\nu48kHDmTj5zLvsn6ClStGtSqdeR14olw5pm5y2rWhMqVC04m8ks0IiOVNIgUgxITCYqhQ4eydOlS\nABo0aMCcOXOoWrVqkKOSMpOZ6dVCbN0Kv//uvWd9zpl4bN8OKSleX4ScKlWCOnWgbl3vVaOGl0hE\nRx95Va6cezlvWUyMl2hkJRzqkyASEpSYSJmbPXs2L774IgDR0dHMmTOHRo0aBTkq8YvMTNi2DbZs\n8V5ZCUfeBGTbNq9pJacaNaB+fe9Vpw6cccaRxKNu3aMTEdVCiJRLSkykTG3ZsiXXM2+effZZWrVq\nFcSIpMgOHYLffvMSjl9/zf/9t99yJxyRkUeSjRNPhLPPhssuO7Kc8z06OnjXJiIhQ4mJlJmMjAxu\nvPFGdu7cCUDPnj3p27dvkKMSwOscmpICGzfCpk1Hv2/a5PXnyKlqVWjUyHuddhp06uR9btjwyHvt\n2ho5ISLFosREyszYsWNZtGgRAI0aNeLVV1/FVB1fdvbuhe+/h59/zj/xyDkUtXJlaNwYTj4ZWrWC\nK644koRkJR3VqwfvWkSk3FJiImVi2bJl/OMf/wDAzJg+fTo1a9YMclTllHNeorFqFaxc6b2vWgW/\n/HJkmzp1jiQel1/uvWctN27sdQhV0igiQaDERAJu9+7d9O7dmwzfyIpRo0bRoUOHIEdVThw8CKtX\nH0k+Vq4UFp6hAAAgAElEQVSE777zJuMCb7TJWWdBt25e/46zzvKaXWJighu3iEgBlJhIQDnnGDhw\nYPZ8JW3btuXBBx8MclRh6vBhL+lYsQK+/hq++QbWrPGG0prBqad6icfQod772Wd7TS6q+RCRMKLE\nRALqX//6F2+99RYAsbGxvPnmm1SqpB+7Y8rMhB9/PJKErFjh1YYcPuzN4fGXv0C7dnDnnV4S8uc/\nh9VDukRECqJvCAmYn376iUGDBmUvT548mSZNmgQvoFDlnDfcNisB+fprSEz0HsgG3rTkbdrADTd4\n72efraG1IlJuKTGRgDh8+DDx8fHs27cPgFtvvZXrrrsuyFGFiIwM+O9/4csvj7x+/dVb16iRl3zc\nfz+cey7ExXmTiYmIVBBKTCQgRo0aRWJiIgCnnXYaEydODHJEQXTggFcLkpWELF3q1YZERUHr1hAf\nD23bwl//6k02JiJSgSkxEb/75JNPGDduHABRUVEkJCRQpSL1f0hJgSVLjiQiiYneo+yrV/cSkBEj\noH17r2akcuVgRysiElLCIjExswuAYUAccCLQwzk3+xj7dASeBloCm4DHnXNvBDjUCm/79u3cdNNN\n2ctjxowp/1POO+dNXPb++/DBB14nVfBGxFxwgdc3pH1770m1enqyiEihwiIxAaoAK4HXgfeOtbGZ\nNQH+DUwCegMXAa+Z2W/OuU8CF2bF5pyjT58+/P777wBceumlDB48OMhRBUhGBixb5iUj778P69ZB\ntWrQtSvcd5+XkJx8sobqiogUU1gkJs65+cB8ACvaHOYDgHXOueG+5R/NrD0wBFBiEiATJ05k3rx5\nANSrV4+pU6cSUZ6ek3LoECxc6CUis2d7T8itV8+brr1HD+9ZMccfH+woRUTCWsASEzNr5ZxL8n2O\nBcw5tytQ58vjPGBBnrKPgGfK6PwVzsqVKxk+fHj28htvvEG9evWCGJGf7N0L//mPl4zMnestN2vm\nNc9ceSWcd56aZ0RE/MiviYmZxQGnAAuBS4Ek36r9wK1m9qNz7jN/nrMA9YFtecq2AdXN7Hjn3KEy\niKHC2L9/P/Hx8Rw+fBiAe++9ly5dugQ5qlJITfVqRN58Ez7+2JvU7OyzvRlVr7zS6yuiJhoRkYDw\nd43JPryEZCyQaWZ1gUXAZ865V8zsFqAsEpMSGzJkCLGxsbnK4uPjiY+PD1JEoW/48OGsXbsWgFat\nWvHEE08EOaISyMjwmmmmT4f33oN9+7zakDFjvGaapk2DHaGISEhISEggISEhV9nu3bv9dnxzzvnt\nYLkObDYJSAQ6ABfg1Zp875wr1Te8mWVyjFE5ZvYZkOicuzdH2S3AM865EwrYpxWQmJiYWP5HkfjR\n0qVLadeuHQAxMTF8++23nHbaaUGOqoicg2+/9WpGEhJg61bvAXfXX++9Tjkl2BGKiISFpKQk4uLi\nAOKyunGUVCA7v/7bOTcPbyQNZlYH2BHA8+X0FXBZnrJLfOXiJ4cPH6Zv377Zy0888UR4JCUbNsBb\nb3m1I2vWQN260KuX12+kdWs104iIBFHAEhNfUpJzObmkxzKzKkBzIOsbo5mZnQXsdM5tNrMngQbO\nuZt9618GBpnZU8A/gc7A1cDlJY1BjjZ+/HhWr14NQOvWrbnzzjuDHFEhdu6EmTO9ZOTLLyEmxusv\nMmECXHSR92A8EREJulKP5TSz4Wa2ysz65yirbmb3mlmD0h7fpzXwLV7TkMObOC0JGO1bXx84KWtj\n59wGoCve/CUr8YYJ3+acyztSR0ro559/5pFHHgEgMjKSV155hchQHJ2ydi3cfrs31fugQVC1qpec\nbNvmvV96qZISEZEQ4o/fyHWBjUAPvJoKnHN7zGw2cJuZbXDO/as0J/CN5CkwiXLO9cmn7HO8mWLF\nz5xz9O/fn0OHvMFNgwcP5pxzzglyVHksWQJjx3qjaxo0gEcfhZtv9uYdERGRkOWP2a8MuNo5d2nO\nQufcz865R4E2fjiHhJDp06fz6aefAtC4cWNGjx59jD3KSGamNyV827beFPA//wxTpsD69TB8uJIS\nEZEw4I/E5ElghJlFApjZ6Wb2k5ltNbOleH1DpJxISUnh3nuzBzsxadKk4D+g7+BBePVVaNHC6zcS\nFQVz5njPr7nlFjjuuODGJyIiRVbkphwz64Q37HcJsNw5txfAOZdiZs8DI81sPPAYMA/4GTgEvO33\nqCVohg0bRkpKCgDXXHMNl18exP7Ef/wBL70EEyfC9u1eUvLGG978IyIiEpaK08ekPvCQ73Ommf0A\nLPW9vgKeAx4GMpxz9/gzSAkNixYtYurUqQDExsby3HPPBSeQTZvg2WfhlVcgPd2rFbn3Xm8OEhER\nCWvFSUySgRfxmm4uANoDFwJ3+NbvAH4HfjGzM51z//VnoBJcBw8epF+/ftnLY8aM4cQTTyzbIHbs\ngH/8w2u2qVYNBg+Gu+5S3xERkXKkOInJN8AfzrnfgBm+F2ZWAy9JucD3uhzobmY78aaff9s5965f\no5Yy98QTT/DTTz8B0LZt21wTqwVcejq8/DI8+KA3dfyTT0L//t7QXxERKVeKnJg45/7AS07ylu8C\n/u17YWbRQFuOJCtDASUmYWzNmjWMGTMGgEqVKjF58mQiIvzRb7oIFi6Ee+6B1avhttvg8ce9mVpF\nRKRc8vvMUs65g3hPF17o72NL2cvMzKRfv36kpaUB3gP7zjzzzMCfeMMG72m+s2Z5w39XrIA4TUsj\nIlLeldGfvRKu/vnPf/LFF18A0Lx5c0aNGhXYE+7f7zXZtGgBX33lPWDvyy+VlIiIVBCai1sKtG3b\nNoYNG5a9/PLLL1O5cuXAnMw5mDEDhg3zhv4OHQojR6ofiYhIBaMaEynQkCFD2LVrFwA33ngjnTt3\nDsyJVq6EDh0gPt57uu+aNV5fEiUlIiIVjhITydf8+fNJSEgAoFatWjz99NP+P0lKije6Ji7OGwr8\nySfw/vvQrJn/zyUiImFBTTlylNTUVAYOHJi9PH78eOrUqePfk7z7LgwYAGlpMGECDBzoTSUvIiIV\nmmpM5CijR49m/fr1AHTs2JGbb77ZfwffuRN694ZrroELL4T//c8bDqykREREUI2J5LFq1arsZpvj\njjuOl19+GTPzz8H//W+44w7voXtvvun1KfHXsUVEpFwIWI2JmV1oZm3NTLUyYSJrzpKMjAwAHnjg\nAU4//fTSH3j3bm9ytG7doFUrb7K03r2VlIiIyFECmTQsBr4AfjKzfmamZ8+HuJkzZ7J8+XIAzjjj\nDEaMGFH6gy5YAH/+M8ycCa+95tWaNGhQ+uOKiEi5FMjE5HPgSyAWeAnYEMBzSSkdPnyYv//979nL\nzz77LMcff3zJD7hvHwwaBBdfDKeeCt9/79WaqJZEREQKEbA+Js65jlmfzexMvGfnSIiaPHky69at\nA6Bz585ccsklJT/Yl1/CLbfAb7/B8897I27K6tk6IiIS1srk28I591/n3MtlcS4pvj179vDII49k\nLz/11FMl6/B64IA3Y+uFF0K9erBqFdx5p5ISEREpMo3KEcaNG0dKSgoAvXr1Iq4kz6VZsQJuugnW\nrYOxY2HIEIiM9HOkIiJS3gVyVE6rHJ9jzaxGoM4lJbd161YmTJgAQFRUFI8//njxDuAcTJzoPQG4\nShVISvJqTZSUiIhICfg1MTGzODO71sxqA5fmWLUfuNbMOvjzfFJ6Dz/8MKmpqQAMGDCAZsWZDj41\n1aslueceuOsu72nALVsGKFIREakI/F1jsg8vIfkGuN3MnjWzK4CqzrlXgKYlPbCZDTKz9WZ2wMyW\nmVmbY2w/2MzWmlmqmW0yswlmVophJuXP2rVref311wGoVq0ao0aNKvrOGzZAu3Ywa5Y3WdqECZq9\nVURESs2viYlz7kfn3K3OuSbAfOB74CrgWzP7L9ClJMc1s+uAp4GHgHOAVcBHvpqZ/LbvDTzp2/4M\n4FbgOqCY7RTl28iRI7MnUxsxYkTRn4fzySfeg/d27/ZqSXr3DmCUIiJSkfglMTGzv5hZTJ7i/zrn\nXnfO3eScawr8Dbi+hKcYAkx2zk1zzq0F+gOpeAlHfs4HvnTOzXDObXLOLQASgHNLeP5yZ8mSJXzw\nwQcAnHjiiQwePPjYOznndWy99FJo0wa++QbOOivAkYqISEVS6sTEzO4Hvgbm5Vm12szGZC0455Kd\nc5klOH4UEAd8muNYDliAl4DkZykQl9XcY2bNgMuBucU9f3nknGP48OHZy6NHj6ZKlSqF77RvH1x3\nHYwYAfffD3PnQs2aAY5UREQqGn8MFz4BuAVvhtdszrnPzKyemXV1zpUmIagNRALb8pRvA/J9kItz\nLsHXzPOleRNyRAIvO+eeKkUc5caHH37I0qVLAW/q+T59+hS+w08/wZVXwsaNXp+Snj3LIEoREamI\n/NGUE+Wce9s5NznvCufcO8DFfjhHsZhZR+DveE0+5wA9gf8zs2L07iyf0tPTGTlyZPbymDFjqFSp\nkPz03//2mm3S0mD5ciUlIiISUP6oMallZqc4534pYP3hUh4/BcgA6uUprwf8XsA+jwDTnHNTfMur\nzawqMBl4rLCTDRkyhNjYXJU/xMfHEx8fX9y4Q9KUKVNYu3YtAO3ataN79+75b5iZCY89Bg89BN27\nw7RpkOe+iIhIxZOQkEBCQkKust27d/vt+OZ11yjFAbyJ1GYBd+bXZGNmk5xzA0t5jmXAcufcPb5l\nAzYBE51z4/LZ/hvgE+fcyBxl8cCrQDWXz0X7riMxMTGRVq1a5V1dLuzfv59TTz2VrVu3Al4H2LZt\n2x694e7d3vwkc+bA6NHwwAOaVl5ERAqUlJSUNWt4nHMuqTTHKnWNiXMuyddE8p6Z/Q/4AFgJ7MF7\ncF/V0p4DmABMNbNEvI62Q4AYYCqAmU0DfnXOZT0edw4wxMxWAsuBU/FqUWbnl5RUFM8++2x2UnLl\nlVfmn5T8/DN07QrbtnnNOJdfXsZRiohIReaXZ+U45940szXAU3h9O7KeAPcJ0MsPx3/H15n1Ebwm\nnJVAF+dcsm+TRkB6jl0eBTJ97w2BZGA2UGH7mCQnJ/PUU17f38jISJ588smjN/r5Z+jY0Zta/ptv\noHnzsg1SREQqPL89xM9XdXOxL4FoBmx3zm3w4/EnAZMKWNcpz3JWUvKov84f7h577DH27t0LwO23\n387pp+cZ0JSVlFStCosWwYknln2QIiJS4fn96cLOuRS8DqsSItatW8dLL70EQExMDA899FDuDX7+\nGf72NyUlIiISdOrRWAE88MADpKWlAXDfffdxYs7E45dfvKQkJkZJiYiIBJ0Sk3Lum2++4e233wag\ndu3aDB069MjKX37xmm9iYmDxYiUlIiISdEpMyjHnHCNGjMhefvDBB6levbq3kDMpUU2JiIiECCUm\n5dhHH33EwoULATjllFPo16+ftyJv802DBkGMUkRE5AglJuVURkZGrtqSxx9/nOOOOw7WrfOSkuho\nJSUiIhJylJiUUzNnzuS7774DoHXr1lxzzTVeUtKxo5eULF6spEREREKOEpNyKDMzk8ceO/JIoCef\nfJKIDRuOJCWqKRERkRClxKQc+uCDD1i9ejUAbdu2pXPTprmbbxo2DHKEIiIi+VNiUs4453LVljx+\n++1Yp05w3HFKSkREJOQpMSln5s2bx7fffgtA9z//mQ4PP6ykREREwoYSk3LEOcejj3qPB6oJvLlj\nBxYV5SUljRoFNzgREZEi8PuzciR4FixYwPLly4kCPqpShSqHD8PnnyspERGRsKHEpBzJ6lvyKnDO\noUPYRx/BKacENygREZFiUFNOOfH555/z+eef83fgZsCmTIF27YIdloiISLEoMSknHn30Ua4FHgdW\n9exJxA03BDskERGRYlNiUg4sW7aM/QsW8AbwQdWqtPQ9TVhERCTcKDEpB14dOZIPgBXAH+PGUSkq\nKtghiYiIlIg6v4a5VZ99xtDFi9kD3NWwIV/femuwQxIRESkxJSbhLC0NrrmGesB5wJAHHvCeICwi\nIhKmlJiEK+fY2asXLZKTuRjY36ABffr0CXZUIiIipaLEJFyNH0/N997jZuBz4Jlhw4iOjg52VCIi\nIqWixCQcvfcebsQIngCmAXXr1qVv377BjkpERKTUNCon3KxYATfcwPLGjfmHr+i+++4jJiYmqGGJ\niIj4Q9gkJmY2yMzWm9kBM1tmZm2OsX2smb1oZr+Z2UEzW2tml5ZVvAGxaRN068bBM87gok2bcEDN\nmjUZMGBAsCMTERHxi7BITMzsOuBp4CHgHGAV8JGZ1S5g+yhgAXAy0BM4DbgD2FImAQfCnj3QtStU\nrszf//Qn9mdmAjB48GCqVasW5OBERET8I1z6mAwBJjvnpgGYWX+gK3ArMDaf7W8DagDnOecyfGWb\nyiLQgMjMhPh42LyZ3959lxcuvxyA6tWrc9dddwU5OBEREf8J+RoTX+1HHPBpVplzzuHViJxfwG7d\ngK+ASWb2u5l9b2YjzSzkrzdf48bBf/4DM2bwxAcfkJaWBsDdd99NjRo1ghyciIiI/4RDjUltIBLY\nlqd8G3B6Afs0AzoB04HLgObAS3jX+2hgwgyQr76CBx6A++9n61/+wmtXXAFAlSpVGDx4cJCDExER\n8a9wSExKIgIvcenrq1351swaAUM5RmIyZMgQYmNjc5XFx8cTHx8fqFgLtmuX14TTpg2MHs24ESM4\ndOgQAAMHDqRWrVplH5OIiFRoCQkJJCQk5CrbvXu3345v3vd26PI15aQCVznnZuconwrEOueuzGef\nxcBh59wlOcouBeYCxzvn0vPZpxWQmJiYSKtWrfx+HcXmHFx3HXz8MaxcSXKVKjRu3JgDBw5QuXJl\n1q9fT7169YIdpYiICElJScTFxQHEOeeSSnOskO9z4ZxLAxKBzlllZma+5aUF7LYEr/kmp9OBrfkl\nJSHp1Vdh5kx47TVo0oQJEyZw4MABAPr27aukREREyqWQT0x8JgB3mNlNZnYG8DIQA0wFMLNpZvZE\nju1fAmqa2UQzO9XMugIjgRfKOO6S+e9/4Z57oH9/uPpqdu7cyQsveKEfd9xxDBs2LMgBioiIBEZY\n9DFxzr3jm7PkEaAesBLo4pxL9m3SCEjPsf2vZtYFeAZvzpMtvs/5DS0OLampXhNO8+YwYQIAEydO\nZN++fQDceuutNGzYMJgRioiIBExYJCYAzrlJwKQC1nXKp2w50DbQcfnd4MGwfj188w1Urkxqamp2\nbUlkZCQjRowIcoAiIiKBEzaJSYXwzjte35JXX4U//QmAKVOmsGPHDsAbHdSkSZMgBigiIhJY4dLH\npPxbvx7uuMNrxrntNgDS09N5+umnszcZOnRosKITEREpE0pMQkFaGvTqBbVqweTJYAbAe++9x/r1\n6wHo0qULZ511VjCjFBERCTg15YSCUaMgKQmWLAHf5G7OOcaOPdJXVyNxRESkIlBiEmwffwxjx3rP\nwzn33OzixYsXk5iYCECrVq3o1Omo/r0iIiLljppygun33+HGG6FLF7j33lyr8taWmK95R0REpDxT\nYhIsmZleUhIRAdOmee8+3333HfPnzwegSZMmXH311cGKUkREpEypKSdYxo6FTz/1mnLq1s21avz4\n8dmf77vvPipV0j+TiIhUDKoxCYavvvI6vI4cCRddlGvV5s2bs5/aWLNmTfr06ROMCEVERIJCiUlZ\n270b4uPhr3+Fhx8+avWzzz5Lero3u/6dd95JlSpVyjhAERGR4FEbQVkbMQJ27oTPPoOoqFyr/vjj\nD1555RUAoqOjufPOO4MRoYiISNAoMSlLn33mTaD24ovQuPFRq19++eXsh/X16dOHOnXqlHWEIiIi\nQaWmnLJy8KA35Xy7dtC/fz6rDzJx4kQAIiIiuDfP8GEREZGKQDUmZeXRR2HjRvjww1xDg7NMnz6d\n33//HYCePXvSvHnzso5QREQk6FRjUhZWrfKGB48aBS1aHLU6MzMz1xDh4cOHl2V0IiIiIUOJSaCl\np8Ptt8MZZ3gdX/MxZ84cfvzxRwA6dOhAmzZtyjJCERGRkKGmnECbOBESE725S447Lt9Nxo0bl/1Z\ntSUiIlKRqcYkkNat85pv7r7bm7ckH0uWLGHJkiUAtGzZkssuu6wsIxQREQkpSkwCxTno18+bbv6x\nxwrcLGdtiR7WJyIiFZ2acgJl2jRYsADmz4eqVfPdZO3atcyePRuAhg0bEh8fX5YRioiIhBzVmATC\ntm0wZIj39OAuXQrc7Omnn8Y5B8DgwYM5roA+KCIiIhWFEpNAuOceiIyECRMK3OT3339n2rRpAFSv\nXp2+ffuWVXQiIiIhS005/jZnDsyYAW++CbVrF7jZxIkTOXz4MAD9+/enevXqZRWhiIhIyAqbxMTM\nBgFDgfrAKuAu59yKIuzXC3gL+MA51zOgQe7ZAwMGwOWXe08QLsDevXuZNGkSAFFRUdxzzz0BDUtE\n/GPTpk2kpKQEOwyRoKhduzYnn3xywM8TFomJmV0HPA30Bb4GhgAfmdlpzrkCf0uYWRNgHPB5GYQJ\nI0fCrl3w0ktQyOia1157jd27dwNwww030KBBgzIJT0RKbtOmTbRo0YLU1NRghyISFDExMaxZsybg\nyUlYJCZ4ichk59w0ADPrD3QFbgXG5reDmUUA04EHgQuB2IBG+OWXMGmSN6FaIf9oaWlpPPPMM9nL\nQ4cODWhYIuIfKSkppKamMn36dFrk82gJkfJszZo13HDDDaSkpCgxMbMoIA54IqvMOefMbAFwfiG7\nPgRsc85NMbMLAxpk1pODzz8fBg4sdNMZM2awefNmALp168af/vSngIYmIv7VokULWrVqFewwRMqt\nkE9MgNpAJLAtT/k24PT8djCz9kAf4KzAhubzxBPwyy/w7bfeaJwCOOcYO/ZIBc+wYcPKIjoREZGw\nUe6GC5tZVWAacIdz7o+An/D77+HJJ+GBB6Bly0I3/c9//sP3338PwF//+lfat28f8PBERETCSTjU\nmKQAGUC9POX1gN/z2f4UoDEwx47M7x4BYGaHgdOdc+sLOtmQIUOIjc3dHSU+Pj7/WVkzMrwnB592\nGtx//zEvZMyYMdmfR44cqennRUQk7CQkJJCQkJCrLGtAhz+EfGLinEszs0SgMzAbwJdwdAYm5rPL\nGuDPecoeB6oCdwObCzvfM888U/T240mTYMUKWLIEjj++0E2XLl3KF198AXht1N26dSvaOUREREJI\nfn+sJyUlERcX55fjh3xi4jMBmOpLULKGC8cAUwHMbBrwq3Pu7865w8APOXc2s114fWbX+C2i5GR4\n8MEjnV6P4amnnsr+PHz4cCIiyl0rmoiISKmFRWLinHvHzGoDj+A14awEujjnkn2bNALSyzSoBx/0\nniBcyJODs6xevTr7YX2NGjWid+/egY5OREQkLIXNn+3OuUnOuSbOucrOufOdc9/kWNfJOXdrIfv2\n8eusr6tWwSuvwOjRUKfOMTfPORLnvvvu08P6RESAqVOnEhERwaZNm8LiuIHy8MMPExERwc6dO4Md\nSkgIm8QkZDjnPaTvtNOOOWcJwMaNG3nrrbcAqFmzJrfffnugIxQRCQtmdtQggK+++orRo0ezZ88e\nvx63JPwRS1H4K968hg4dysUXX8zdd9/t92MHkhKT4po1Cz77DJ59FqKijrn5hAkTSE/3Wpnuuusu\nqlatGugIRUTCwk033cSBAwdyzSS6dOlSHnnkEXbt2hXEyEIvlpJ46qmnyMzMDLuHxCoxKY4DB2Do\nUOjWDbp0OebmKSkpvPrqq4D3jIE777wz0BGKiIQNMzuqads5F6RojhZKsZREZGQkP/74Y9jNmaXE\npDjGj4fffoOnny7S5i+88AIHDhwA4I477qB27dqBjE5EpFR+++03brvtNho2bEh0dDTNmjVj4MCB\n2bW+mzZtYuDAgZxxxhnExMRQu3Ztrr32WjZu3JjrOFl9Jn788UeuvfZaYmNjqV27NoMHD+bQoUPZ\n2+XtCzJ69GiGDx8OQJMmTYiIiCAyMjJ7fVHPX1T79u1j8ODBNG3alOjoaOrVq8cll1zCt99+e8xY\nAL799lsuu+wyYmNjqVatGhdddBHLly8v9n3Nz8aNG2nevDl/+ctfSE5Ozi7/8ccfsx9rciwbNmxg\n27ZttG3btqi3JCSExaickLB5szfD65AhcOqpx9x83759PP/88wBUqlSJe++9N9ARioiU2NatW2nT\npg179uyhX79+nH766WzZsoV3332X1NRUqlevzooVK1i2bBnx8fE0atSIDRs2MGnSJP72t7/xww8/\nEB0dDZDdX+Laa6+ladOmjBkzhmXLljFx4kR27drF1KlTs7fL2bfiqquu4n//+x9vv/02zz33HLVq\n1QKgjm+QQVHPX1T9+vXjvffe46677qJFixbs2LGDL7/8krVr1x4zlh9++IELL7yQ2NhY7r//fipV\nqsTkyZPp2LEjn3/+OW3atCnyfc3rl19+oVOnTtSpU4dPPvmEE044IXtdixYt6NixIwsXLjzm9S1Z\nsoSWLVuGXVMOzjm9vOq6VoBLTEx0+YqPd65ePed2785/fR7PPPOMAxzgbrrppiLtIyKhKzEx0RX6\nOyKPuLg417Bhw4C+4uLi/HZ9N910k6tUqZJLSkoqcJuDBw8eVbZ8+XJnZm769OnZZQ8//LAzM3fl\nlVfm2nbQoEEuIiLCff/9984556ZOneoiIiLcxo0bs7cZP378UWXFPX9+x81PjRo13F133VXg+sJi\n6dGjh4uOjnYbNmzILtu6daurXr2669ixY3ZZUe7rww8/7CIiItyOHTvcmjVrXMOGDd15553ndu3a\nddS2ERERrlOnToVeV5YBAwa4QYMGOeecW7ZsmRs1apSrX79+9v0vjmP9/GetB1q5Un4fq8akKL78\nEhISYMoUKELmefjwYZ7O0dyTVR0oIhXH77//zpYtW4IdRpE45/jwww/p3r0755xzToHbHZ9jhuv0\n9PPdQykAABxjSURBVHT27NlDs2bNqFGjBklJSVx//fXZ682MQYMG5dr/rrvuYtKkScybN48zzzyz\n2HH+f3v3Hh5Vdf97/P2doA0BkwBBEAwa5AcGLxTBHq1yUyuXY7kVBCzmidAihYrgDfBXy+UAchN/\nco7WKMfGKoF6UEArFrC1tQWEcrE/oRAQoaJEnqAFVILYzDp/7MmQTCbJhFxmknxezzPP49577b2/\nWaxkvq6911qVuX8kkpOT2bp1K3l5eVxyySURn+f3+9m4cSNDhgzhsssuC+5v3bo1d911F8uWLeOr\nr76iSZMmEdVrkQ8++IARI0bQsWNH1q1bF3awRGFhYcRxbtq0ienTp/POO+9QUFDA3XffzfPPP4/f\n74/4GtGgxKQihYUwaRJ07w4ZGRGdkpOTwyeffALAwIEDuaqCxf1EpP5p3bp1nblHfn4+p06dqvBv\n1ZkzZ5g3bx7Z2dl8+umnwZdDzSzsWikdOnQosX3FFVfg8/k4fPjwecVZ2ftXZOHChWRmZpKamkq3\nbt0YMGAAGRkZpKWllXtefn4+p0+fpmPHjqWOpaen4/f7OXLkCC1atIioXsFLDn/4wx/SunVrfv/7\n35OQkFDpn6e4U6dOsWfPHg4ePEhKSgoDBgwAvIQ51ikxqcivfw27dsHmzRDBNPJ+v7/E9PPTIljc\nT0Tqn+3bt1dcqI75+c9/zosvvsiUKVO44YYbSEpKwswYMWJERP8XXtW5Oqp6/1DDhw+nZ8+erF69\nmg0bNrB48WIWLFjA6tWr6RvByMvqZGYMGzaMF198kZdffplx48ZV6XpbtmyhefPm7Nu3j9zcXC67\n7DL+I+T9yD59+vDOO+9U6T41QYlJeU6ehEcfhdGjI1oPB+D1119n3759APTs2ZMbIzxPRCRaWrZs\nSWJiIrt37y633KuvvkpmZmaJ2ay/+eabMuf5OHDgQIlHHR9++CF+v5/LL7+8zHuUl7xU9v6RaNWq\nFePHj2f8+PEcP36crl27MnfuXPr27VtmLC1btiQhIYHc3NxSx/bu3YvP5yM1NZUmTZpEVK9FFi1a\nRFxcHBMmTCAxMZGRI0ee98+1adMmbr31Vl566SUWLlzIwIED2bt3L36/PzhiqmUEM5dHg4YLl2f2\nbDh9GubPj6i4c475xcqqt0RE6gIzY/Dgwbzxxhvs3LmzzHJxcXGleiaWLl0a9r0H5xxPP/10qbJm\nRv/+/cu8R5MmTQDCJhuVuX9F/H5/qRldU1JSaNOmTXBIc1mx+Hw+br/9dtauXVti+PCxY8dYsWIF\nPXr0oGnTphHXaxEz47nnnmPYsGFkZGTwu9/9rlSZSIcLb9q0iRtuuAGAq666is8//xyAp59+mnXr\n1jF16lSSk5NZs2ZNhdeqbeoxKUtuLixd6q2H07ZtRKe8++67wTHs1157Lf369avJCEVEqs28efPY\nuHEjPXv2ZNy4caSnp3P06FFWrVrFpk2bSExM5I477uCll14iMTGRzp07s2XLFv7whz+UOUfToUOH\nGDRoEP369WPz5s0sX76c0aNHc80115QZR7du3XDO8eijjzJy5EguuOACBg4cSOPGjSt9//J8+eWX\nXHrppQwbNowuXbrQtGlTNm7cyPbt21myZEmFscyZM4e3336bm266iQkTJhAXF8dzzz3H2bNnS/To\nRFKvxZkZL7/8MoMHD2b48OGsW7eOPn36BI9HMly4sLCQbdu28fjjjwf3Fb3vU1BQwIABA3j++eeZ\nNm0a7du3r3Td1biqDuupLx9Chwv37+9cWppzBQVhh0aF069fv+AQ4eXLl0d8nojEvsoOF66Ljhw5\n4jIzM12rVq1c48aNXYcOHdykSZPct99+65xz7uTJk27s2LHu4osvdomJiW7AgAFu//79Li0tzY0Z\nMyZ4naLhr/v27XPDhw93SUlJrkWLFu7+++9333zzTbBcWcN6586d61JTU12jRo1KHD9x4kRE949k\nuPDZs2fd1KlTXdeuXV1SUpK76KKLXNeuXV1WVlZEsTjn3Pvvv+/69+/vEhMTXdOmTd1tt93mtm7d\nWul6LT5cuEhBQYHr06ePS0xMdNu2bQvuj2S4cF5enuvUqVPw+gUFBW7gwIHuF7/4hduzZ4/z+/2u\nS5cu5V4jVG0OF456QhArnxKJyZtvelXz2mvl/kMVt2vXrmBScvnllwcbhIjUDw0hMaku4b5oJXbs\n2rXLZWRkOL/f7956662IzqnNxETvmIT69ltvdtdbboHBgyM+rfhInIcffphGjfSUTEREYk+LFi2I\nj48nJyeHXr16RTucUvTtGWrlSvjwQ1i1CiIc2nbw4EFeeeUVwHtb+5577qnJCEVERM5bamoqWVlZ\n0Q6jTOoxCfX88/Czn0E5L2eFeuKJJ4Jvik+ePJnGjRvXVHQiIiL1mhKTUD6fNxInQseOHeOFF14A\n4KKLLmLChAk1FZmISJ0wY8YMCgsLad68ebRDkTpIiUmoCRMgsIpkJJ566qngmPfx48eTnJxcU5GJ\niIjUe0pMQg0dGnHRkydPBicQuvDCC5k8eXJNRSUiItIgKDEJVYnRNFlZWcGZAzMyMmjTpk1NRSUi\nItIgKDE5TwUFBTz55JOAN1Pfww8/HOWIRERE6j4lJudp6dKlweWjhw4dGnb5axEREakcJSbnIT8/\nn3nz5gHeYk6zKjGKR0RERMpWZxITM5toZofMrMDM3jOz68sp+xMze9fMvgh8NpZXvrJmzZoVfLfk\nJz/5CVdddVV1XVpERKRBqxOJiZmNAJ4AZgBdgb8D682srCUlewE5QG/gBuAIsMHMLqlqLLm5uTz7\n7LOAtyS2ektERESqT51ITIApQJZz7jfOuX3AeOA0MCZcYefc3c65Z51z/+2c2w/8BO9nvbWqgUyd\nOpXCwsLgf7du3bqqlxQREZGAmE9MzOwCoBvwh6J9zjkHvA3cGOFlmgAXAF9UJZY///nPrF27FoA2\nbdrw4IMPVuVyIiIiEiLmExMgBYgDjoXsPwZE2l2xAPgUL5k5L36/v0QiMnfuXBISEs73ciIiIhJG\nvV9d2MymAXcCvZxzZysqP2XKFJKSkkrsGzVqFH6/nx07dgDQpUsX7r777poIV0RE6rDs7GzGjBnD\n4cOHadeuXbTDqRErVqxgxYoVJfadPHmy2q5fFxKT40Ah0Cpkfyvgs/JONLOHgEeAW51zeyK52ZNP\nPsl1111XYl9BQQFXXnllcHvx4sXExcVFcjkREalntmzZwoYNG5gyZQqJiYkljpkZZhalyGrHqFGj\nGDVqVIl9O3fupFu3btVy/Zh/lOOc+xbYQbEXV837V78V2FzWeWb2CPCfQF/n3K6qxLB06VI+/vhj\nAPr3789tt91WlcuJiEgdtnnzZmbPns2JEydKHcvIyKCgoKDe9pbUhrrQYwKwBMg2sx3ANrxROglA\nNoCZ/Qb4xDn3aGB7KjALGAV8bGZFvS1fOee+rsyNQydTW7hwYdV/GhERqbO88RfhmRkXXnhhLUZT\n/8R8jwmAc+4V4CFgNrALuBavJyQ/UORSSr4IOx5vFM4q4GixT6WH0RSfTG3s2LFcffXV5/lTiIjE\ntqNHjzJ27Fjatm1LfHw87du3Z8KECfz73/8Oltm1axf9+/cnKSmJiy66iNtuu42tW7eWuM7MmTPx\n+XwcPHiQzMxMmjVrRnJyMmPGjOHMmTPBcl999RWTJ08mLS2N+Ph4WrVqxe233877778fLJOZmUla\nWlqpWIvuEW7fgQMHGD16NMnJyVx88cX88pe/BODIkSMMHjyYpKQkLrnkEpYsWRL2/NzcXO68806S\nkpJISUlh8uTJnD3rvaI4a9YsHnnkEQAuv/xyfD4fcXFxwV717OxsfD5fcDvSOqtMvYE3p9aRI0dK\nXaM+qCs9JjjnngGeKePYLSHbpVvxeQidTG327NnVcVkRkZiTl5fH9ddfz6lTp7j33nvp1KkTn376\nKatWreL06dMkJibyj3/8g549e5KUlMS0adNo1KgRWVlZ9O7dm3fffZfrr/cm2C56x+LOO++kffv2\nzJ8/n507d7Js2TJatWrF448/DsC9997La6+9xn333Ud6ejqff/45f/3rX9m7dy/f/e53g9cK985G\nuP1F2yNGjKBz584sWLCAN998k7lz59K8eXOysrK49dZbWbhwIcuXL+fhhx/me9/7HjfffHOpuNPS\n0pg/fz7vvfceS5cu5cSJE2RnZzN06FD279/PypUreeqpp2jRogUALVu2DBvXnj17IqqzytQbQHp6\nOr179+aPf/zjef17xzTnnD5et9x1gNuxY4crMmjQIAc4wM2ePduJSMO1Y8cOF/o3oj7JyMhwjRo1\ncjt37iyzzODBg118fLw7fPhwcF9eXp5LTEx0vXv3Du6bOXOmMzP305/+tMT5Q4cOdS1btgxuJycn\nu/vuu6/cuDIzM11aWlqp/TNnznQ+n6/UPjNzP/vZz4L7CgsLXWpqqouLi3OLFi0K7j9x4oRLSEhw\n99xzT6nzhwwZUuK6EydOdD6fz33wwQfOOecWL17sfD6f++c//1kqruzs7BLHIq2z4vevqN6cc87n\n87lbbrml1P3DOXHihHvooYfc7Nmz3dy5c11WVlZE5xVXUfsvOg5c56r4fVxnekxqW+hkag888ECU\nIxKROuX0adi3r2bvceWVUA3zKTnnWLt2LQMHDqRr165hy/j9fjZu3MiQIUO47LLLgvtbt27NXXfd\nxbJly/jqq69o2rQp4P3f/7333lviGj169GDNmjXBcsnJyWzdupW8vDwuuaTKK4YE7zt27Njgts/n\no3v37qxdu5YxY85NFp6UlESnTp346KOPSp0/ceLEEvvuu+8+nnnmGdatW1epx/mVrbOi+1dUb0Bw\nBvKK/Otf/6JXr14sWrSIvn37kpWVxbRp0xg3blzEP0dtU2ISht/v56GHHgpuz5kzhyZNmkQxIhGp\nc/btg2oaPlmmHTsgZHqD85Gfn8+pU6fKXZA0Pz+f06dP07Fjx1LH0tPT8fv9HDlyhPT09OD+0JEp\nzZo1A7wvy6ZNm7Jw4UIyMzNJTU2lW7duDBgwgIyMjLDvlFRG6H2TkpKIj4+nefPmpfZ/8UXpCcE7\ndOhQYvuKK67A5/Nx+PDhSsVxPnUWLv7QequM+++/n6uvvpq+ffsC0LZtW2bMmFGpa9Q2JSZhrFy5\nku3btwNw7bXXkpGREeWIRKTOufJKL3Go6XvEsLLme3KBUS3Dhw+nZ8+erF69mg0bNrB48WIWLFjA\n6tWrg1+kZc0JUl6PQbj7VhRLeWp7XpKqxFpcXl4eK1asYP369cF9d9xxR4kyffr04Z133ql8kDVI\niUmIM2fOMH369OC2JlMTkfOSkFAtvRm1oWXLliQmJrJ79+5yyyQkJJCbm1vq2N69e/H5fKSmplb6\n3q1atWL8+PGMHz+e48eP07VrV+bOnRtMTJo1axZ2vpDK9l5UxoEDB0o8evnwww/x+/3BnpxIE5Wa\nqrNI/e1vfwPg+9//ftjjubm5wZd2Y0mdGC5cm1auXBkc5tWvXz9+8IMfRDkiEZGaZWYMHjyYN954\ng507d4Yt4/P5uP3221m7dm2JobDHjh1jxYoV9OjRo1KPGfx+f3AqhiIpKSm0adOGb775Jrjviiuu\n4OTJkyWSpry8PNasWRPxvSrDOcfTTz9dYt/SpUsxM/r16wcQfLQfLmEqrrrrrLhIhgv7/f7gY6zi\nPvroI9544w2mTp1KcnJyjdXl+VKPSYgXXngB8BrUokWLohyNiEjtmDdvHhs3bqRnz56MGzeO9PR0\njh49yqpVq9i0aROJiYnMmTOHt99+m5tuuokJEyYQFxfHc889x9mzZys9+eSXX37JpZdeyrBhw+jS\npQtNmzZl48aNbN++vcT8IiNHjmTq1KkMHjyYSZMm8fXXX/Pss8/SqVOnMpOoqjp06BCDBg2iX79+\nbN68meXLlzN69GiuueYaALp164ZzjkcffZSRI0dywQUXMHDgQBo3blzqWtVZZ8VFMly4V69eABw/\nfpyUlBQAdu/eTU5ODvPmzeOFF15g2rRptG/f/rzjqAlKTEJ8/bU3MawmUxORhqRNmzZs3bqVxx57\njJycHE6dOkXbtm0ZMGBAcCX1zp0785e//IXp06czf/58/H4/N9xwAzk5OXTv3r1S90tISGDixIls\n2LCB1atX4/f76dChA7/61a9KjBhp3rw5a9as4YEHHmDq1KnB+UX2799fqcSkrMcv4eZC+e1vf8tj\njz3G9OnTadSoEZMmTSqRRHTv3p05c+bw7LPPsn79evx+P4cOHQo7DX111llonBU9UmrWrBmvvvoq\nkydPJj09ncLCQtq1a8e8efNwznHo0KGYS0oArLIv09RXZnYd3po8NGnShAMHDlTb8DURqfuKFinb\nsWNHqYU+pX6YNWsWs2fPJj8/v9QInvrm/fff58knnyQ7O5v169cHH1OVpaL2X2wRv27OuSp1Zekd\nkzAeeeQRJSUiIlJvtWjRgvj4eHJycoKPfGKFHuWESElJ4cEHK72kjoiISJ2RmppKVlZWtMMISz0m\nISZMmKDJ1ERERKJEiUmI0MlnRESkYZgxYwaFhYX1/v2SWKfEJIQmUxMREYkeJSYiIiISM5SYiIiI\nSMxQYiIiIiIxQ4mJiIiIxAwlJiIiIhIzNMGaiEgl7N27N9ohiNS62mz3SkxERCKQkpJCQkICo0eP\njnYoIlGRkJAQXKW4JikxERGJQLt27di7dy/Hjx+PdigiUZGSkhJ2BeXqpsRERCRC7dq1q5U/zCIN\nWZ15+dXMJprZITMrMLP3zOz6CsoPN7O9gfJ/N7P+tRVrXbdixYpohxAzVBce1cM5qguP6uEc1UX1\nqhOJiZmNAJ4AZgBdgb8D680s7MMuM/s+kAM8D3wXWAusMbPOtRNx3aZfsnNUFx7VwzmqC4/q4RzV\nRfWqE4kJMAXIcs79xjm3DxgPnAbGlFF+EvCWc26Jcy7XOfdLYCfw89oJV0RERM5HzCcmZnYB0A34\nQ9E+55wD3gZuLOO0GwPHi1tfTnkRERGJATGfmAApQBxwLGT/MaB1Gee0rmR5ERERiQEalXNOPGjy\nJICTJ0+yc+fOaIcRE1QXHtXDOaoLj+rhHNVFie/O+Kpey7ynIrEr8CjnNPAj59zrxfZnA0nOuSFh\nzvkn8IRzbmmxfTOBQc65rmXc5y5gefVGLyIi0qD82DmXU5ULxHyPiXPuWzPbAdwKvA5gZhbYXlrG\naVvCHP9BYH9Z1gM/Bg4DZ6oWtYiISIMSD1yO911aJTHfYwJgZncC2XijcbbhjdIZBlzpnMs3s98A\nnzjnHg2UvxH4EzAdeBMYBUwDrnPO/aPWfwARERGJSMz3mAA4514JzFkyG2gFvA/0dc7lB4pcCvy7\nWPktgUczcwOfA3iPcZSUiIiIxLA60WMiIiIiDUNdGC4sIiIiDYQSExEREYkZSkyo/AKB9ZGZzTAz\nf8inQbyTY2Y9zOx1M/s08HMPDFNmtpkdNbPTZrbRzDpEI9aaVFE9mNmvw7SRddGKt6aY2XQz22Zm\np8zsmJmtNrOOIWW+Y2ZPm9lxM/vSzFaZ2cXRirkmRFgPfwppD4Vm9ky0Yq4pZjY+sBjsycBns5n1\nK3a83rcHiKgeqqU9NPjEpLILBNZzu/FeLm4d+Nwc3XBqTRO8F6onAKVeujKzqXjrLI0Dvgd8jddG\nLqzNIGtBufUQ8BYl28io2gmtVvUA/jfwP4DbgAuADWbWuFiZ/wL+J/AjoCfQBni1luOsaZHUgwOe\n41ybuAR4pJbjrA1HgKnAdXhLpPwRWGtm6YHjDaE9QMX1UD3twTnXoD/Ae8BTxbYN+AR4JNqx1XI9\nzAB2RjuOaH8APzAwZN9RYEqx7USgALgz2vHWcj38Gngt2rFFoS5SAvVxc7F//2+AIcXKdAqU+V60\n462tegjsewdYEu3YolQfnwP3NNT2EFoP1dkeGnSPyXkuEFif/UegG/+gmb1sZqnRDijazCwNL/Mv\n3kZOAVtpmG2kd6Bbf5+ZPWNmzaMdUC1Ixvs/wS8C293wploo3iZygY+p320itB6K/NjM8s3sAzOb\nF9KjUu+Ymc/MRgIJeJN2Nsj2EFIPm4sdqnJ7qBPzmNSg8hYI7FT74UTVe0AmkIvX/TYTeNfMrnbO\nfR3FuKKtNd4fYy0K6T3GeRU4BFwBPA6sM7MbAwl9vROYZfq/gL+6c/MgtQbOBhLU4uptmyijHsBb\nxuOfeL2K1wILgY54E2DWK2Z2NV4iEg98iddDss/MutKA2kMZ9ZAbOFwt7aGhJyYS4JwrPo3wbjPb\nhtfA7sTrwpcGzjn3SrHNPWb2AXAQ6I3XhVsfPQN0puG8b1WWonq4qfhO59yyYpt7zOwz4G0zS3PO\nHarNAGvBPqALkIT3RfsbM+sZ3ZCiImw9OOf2VVd7aNCPcoDjQCHeizrFtQI+q/1wYodz7iSwH6h3\no08q6TO8947URkIE/tAcp562ETP7P8AAoLdz7mixQ58BF5pZYsgp9bJNhNRDXgXFt+L9vtS7NuGc\n+7dz7iPn3C7n3H/iDZS4nwbWHsqph3DOqz006MTEOfctULRAIFBigcDNZZ3XEJhZU7zu+or+ENVr\ngS/fzyjZRhLxRio09DZyKdCCethGAl/Gg4A+zrmPQw7vwFsCo3ib6AS0o/yFQuucCuohnK54jz7r\nXZsIwwd8hwbUHspQVA/hnFd70KMcWAJkm7eCcdECgQl4iwY2GGa2CHgD7/FNW2AW3i/bimjGVRvM\nrAleRm+BXe3NrAvwhXPuCN6z9V+Y2Yd4q0//L7yRW2ujEG6NKa8eAp8ZeO+YfBYotwCvV63Kq4nG\nksC8C6OAgcDXZlbUW3bSOXfGOXfKzP4vsMTM/oX3nH0psMk5ty06UVe/iurBzNoDdwHr8EZmdMH7\ne/pn59zuaMRcU8xsHt47Vh8DF+GtRN8LuL2htAcovx6qtT1Ee6hRLHzw5m04jDcEdAvQPdoxRaEO\nVuB92RYEGl0OkBbtuGrpZ++FN7SvMOTzQrEyM/Fe6DqN90XcIdpx12Y94L3o9nu8pOQM8BHwK6Bl\ntOOugXoIVweFQEaxMt/Bm+PjON4X0f8DLo527LVZD3iLp/4JyA/8XuTivRDdNNqx10BdLAu0+YLA\n78AG4JaG1B4qqofqbA9axE9ERERiRoN+x0RERERiixITERERiRlKTERERCRmKDERERGRmKHERERE\nRGKGEhMRERGJGUpMREREJGYoMREREZGYocREREREYoYSExEREYkZSkxEpE4ws1sCCymKSD2mxERE\n6ophwL+iHYSI1CwlJiJSV9wMvBvtIESkZikxEZGYZ2bJwFXAX6Idi4jULCUmIhKzzOxHZvYW53pK\n7jWzdWbWI5pxiUjNMedctGMQESmXmc0FhjnnOkU7FhGpWeoxEZG64Cb0GEekQVBiIiIxzcwaAdej\nxESkQVBiIiKxrhsQj0bkiDQISkxEJNZ9H8hzzh0CMLP2ZhYf5ZhEpIYoMRGRWHcDsKnY9oPOuTPR\nCkZEapYSExGJdXFAUW/J3cBb0Q1HRGqShguLSEwzs67AIuDvwH87516MckgiUoOUmIiIiEjM0KMc\nERERiRlKTERERCRmKDERERGRmKHERERERGKGEhMRERGJGUpMREREJGYoMREREZGYocREREREYoYS\nExEREYkZSkxEREQkZigxERERkZihxERERERihhITERERiRn/H2KC4utH2Ov8AAAAAElFTkSuQmCC\n",
+            "text/plain": "<matplotlib.figure.Figure at 0x7f3ba06697b8>"
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ]
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3",
+      "language": "python"
+    },
+    "language_info": {
+      "mimetype": "text/x-python",
+      "nbconvert_exporter": "python",
+      "name": "python",
+      "file_extension": ".py",
+      "version": "3.5.4",
+      "pygments_lexer": "ipython3",
+      "codemirror_mode": {
+        "version": 3,
+        "name": "ipython"
+      }
     }
-   ],
-   "source": [
-    "C = S[1]\n",
-    "K = S[2]\n",
-    "\n",
-    "k0 = k_grid[30]\n",
-    "X = [k0]\n",
-    "Y = [C[k0]]\n",
-    "T = [0]\n",
-    "\n",
-    "s = 0\n",
-    "t = 1\n",
-    "while s<5:\n",
-    "    T.append(t)\n",
-    "    k = K[k0]\n",
-    "    X.append(k)\n",
-    "    c = C[k]\n",
-    "    Y.append(c)\n",
-    "    if k0 == k:\n",
-    "        s += 1\n",
-    "    k0 = k\n",
-    "    t += 1\n",
-    "    \n",
-    "plt.plot(T, X, color=\"black\", linewidth=2, label=\"capital stock: $k_{t}$\")\n",
-    "plt.plot(T, Y, color=\"red\", linewidth=1, label=\"consumption: $c_{t}$\")\n",
-    "plt.plot([t], [k_ss], marker='o', color='black')\n",
-    "plt.xlabel(\"$t$\", fontsize=14)\n",
-    "plt.ylabel(\"$c_{t}$, $k_{t}$\", fontsize=14)\n",
-    "plt.title(\"Path of $c$ and $k$ over time\")\n",
-    "plt.legend(loc='lower right')\n",
-    "plt.show()"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
   },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.8"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
+  "nbformat": 4,
+  "nbformat_minor": 2
+}
\ No newline at end of file
diff --git "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-IV.ipynb" "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-IV.ipynb"
old mode 100644
new mode 100755
index b264fe8..3f03ee6
--- "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-IV.ipynb"
+++ "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-IV.ipynb"
@@ -1,633 +1,315 @@
 {
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Dynamic Optimization with Uncertainty"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import math\n",
-    "import numpy as np\n",
-    "from scipy import stats, optimize\n",
-    "import time\n",
-    "import matplotlib.pyplot as plt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# parameters\n",
-    "alpha = .4\n",
-    "beta = .8\n",
-    "delta = .05\n",
-    "theta_H = 1.2\n",
-    "theta_L = .8\n",
-    "pi_H = .75\n",
-    "pi_L = .65"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# utility function\n",
-    "u = lambda c: math.log(c)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# production function\n",
-    "f = lambda k, A: A*k**alpha"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# function to calculate distance between two dictionaries with the same indices\n",
-    "def dist(V, W):\n",
-    "    d = 0\n",
-    "    for (_, v), (_, w) in zip(V.items(), W.items()):\n",
-    "        d = d + (v-w)**2\n",
-    "    return math.sqrt(d)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "nomes = ['Ana', 'Vitória', 'Elisa', 'Rayne']\n",
-    "numeros = [3, 6, 9]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
+  "cells": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Ana\n",
-      "3\n",
-      "Vitória\n",
-      "6\n",
-      "Elisa\n",
-      "9\n"
-     ]
-    }
-   ],
-   "source": [
-    "for nome, num in zip(nomes, numeros):\n",
-    "    print(nome)\n",
-    "    print(num)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Step 1: calculate steady-state"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "collapsed": true
+      },
+      "cell_type": "markdown",
+      "source": "# Dynamic Optimization with Uncertainty"
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "steady-state values:\n",
-      "capital: 1.7\n",
-      "consumption: 0.8\n"
-     ]
-    }
-   ],
-   "source": [
-    "def steadystate(alpha, beta, delta, theta, f):\n",
-    "    k_ss = (theta*alpha*beta/(1-beta*(1-delta)))**(1/(1-alpha))\n",
-    "    c_ss = f(k_ss, 1)-delta*k_ss\n",
-    "    return (k_ss, c_ss)\n",
-    "\n",
-    "k_ss_L = steadystate(alpha, beta, delta, theta_L, f)[0]\n",
-    "k_ss_H = steadystate(alpha, beta, delta, theta_H, f)[0]\n",
-    "k_ss = (pi_L*k_ss_L+pi_H*k_ss_H)/(pi_L+pi_H)\n",
-    "c_ss = (pi_L*f(k_ss, theta_L)+pi_H**f(k_ss, theta_H))/(pi_L+pi_H)-delta*k_ss\n",
-    "print(\"steady-state values:\\ncapital: {0:.1f}\\nconsumption: {1:.1f}\".format(k_ss, c_ss))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Step 2: define a grid for $k$ (and $k^{\\prime}$)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "g_size = 1000\n",
-    "kmin = 0\n",
-    "kmax = max([k_ss_H, k_ss_L])*2\n",
-    "step = (kmax-kmin)/g_size\n",
-    "\n",
-    "k_grid = np.arange(kmin+step, kmax+step, step)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Step 3: construct maximizer function"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# given a value of k, a state A and a (proposed) value function V,\n",
-    "# find k' that maximizes V over grid of k.  \n",
-    "\n",
-    "def maximizer(k, A, V0, u, f, k_grid):\n",
-    "    \n",
-    "    pi = pi_H\n",
-    "    if A == theta_L:\n",
-    "        pi = pi_L\n",
-    "        \n",
-    "    i = 0\n",
-    "    for K in k_grid:\n",
-    "        \n",
-    "        c = f(k, A)+(1-delta)*k-K\n",
-    "        if c>0:\n",
-    "            i += 1\n",
-    "            v = u(c)+beta*(pi*V0[(K,A)]+(1-pi)*V0[(K,2-A)])\n",
-    "            if i == 1:\n",
-    "                vmax = v\n",
-    "                cmax = c\n",
-    "                kmax = K\n",
-    "            elif v>vmax:\n",
-    "                vmax = v\n",
-    "                cmax = c\n",
-    "                kmax = K\n",
-    "                \n",
-    "    return (vmax, cmax, kmax)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Step 4: define initial value function over grid"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# V0 is dictionary. V0(k)=log(k+1)\n",
-    "V0 = {}\n",
-    "for k in k_grid:\n",
-    "    V0[(k, theta_L)] = math.log(k+1)\n",
-    "    V0[(k, theta_H)] = math.log(k+2)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Step 5: iteration over value function"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def bellman(V0, u, f, k_grid, eps=1e-3):\n",
-    "    \n",
-    "    T = {}\n",
-    "    T[0] = (1, 1)\n",
-    "    t0 = time.time()\n",
-    "    d = 1\n",
-    "    i = 0\n",
-    "    \n",
-    "    while d>eps:\n",
-    "        \n",
-    "        V = {}\n",
-    "        C = {}\n",
-    "        K = {}\n",
-    "        \n",
-    "        i += 1\n",
-    "               \n",
-    "        for k in k_grid:\n",
-    "            for A in [theta_L, theta_H]:\n",
-    "                v = maximizer(k, A, V0, u, f, k_grid)\n",
-    "                V[(k, A)] = v[0]\n",
-    "                C[(k, A)] = v[1]\n",
-    "                K[(k, A)] = v[2]\n",
-    "            \n",
-    "        d = abs(dist(V, V0))\n",
-    "        V0 = V\n",
-    "        T[i] = (d, time.time()-t0)\n",
-    "        print('i: {0}, d = {1:.5f} ({2:.2%})'.format(i,d,(d/T[i-1][0])-1))\n",
-    "        \n",
-    "    print('i: {0}, d = {1:.5f})'.format(i,d))\n",
-    "    return (V, C, K, T)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Shazam!"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "import math\nimport numpy as np\nfrom scipy import stats, optimize\nimport time\nimport matplotlib.pyplot as plt",
+      "execution_count": 2,
+      "outputs": []
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "i: 1, d = 19.71450 (1871.45%)\n",
-      "i: 2, d = 12.85047 (-34.82%)\n",
-      "i: 3, d = 8.91404 (-30.63%)\n",
-      "i: 4, d = 6.43776 (-27.78%)\n",
-      "i: 5, d = 4.77451 (-25.84%)\n",
-      "i: 6, d = 3.61480 (-24.29%)\n",
-      "i: 7, d = 2.78258 (-23.02%)\n",
-      "i: 8, d = 2.16911 (-22.05%)\n",
-      "i: 9, d = 1.70649 (-21.33%)\n",
-      "i: 10, d = 1.35120 (-20.82%)\n",
-      "i: 11, d = 1.07450 (-20.48%)\n",
-      "i: 12, d = 0.85688 (-20.25%)\n",
-      "i: 13, d = 0.68456 (-20.11%)\n",
-      "i: 14, d = 0.54748 (-20.02%)\n",
-      "i: 15, d = 0.43812 (-19.98%)\n",
-      "i: 16, d = 0.35071 (-19.95%)\n",
-      "i: 17, d = 0.28078 (-19.94%)\n",
-      "i: 18, d = 0.22480 (-19.94%)\n",
-      "i: 19, d = 0.17998 (-19.94%)\n",
-      "i: 20, d = 0.14408 (-19.95%)\n",
-      "i: 21, d = 0.11533 (-19.95%)\n",
-      "i: 22, d = 0.09232 (-19.96%)\n",
-      "i: 23, d = 0.07389 (-19.96%)\n",
-      "i: 24, d = 0.05913 (-19.97%)\n",
-      "i: 25, d = 0.04732 (-19.97%)\n",
-      "i: 26, d = 0.03787 (-19.98%)\n",
-      "i: 27, d = 0.03030 (-19.98%)\n",
-      "i: 28, d = 0.02424 (-19.99%)\n",
-      "i: 29, d = 0.01940 (-19.99%)\n",
-      "i: 30, d = 0.01552 (-19.99%)\n",
-      "i: 31, d = 0.01242 (-19.99%)\n",
-      "i: 32, d = 0.00993 (-19.99%)\n",
-      "i: 33, d = 0.00795 (-19.99%)\n",
-      "i: 34, d = 0.00636 (-20.00%)\n",
-      "i: 35, d = 0.00509 (-20.00%)\n",
-      "i: 36, d = 0.00407 (-20.00%)\n",
-      "i: 37, d = 0.00326 (-20.00%)\n",
-      "i: 38, d = 0.00261 (-20.00%)\n",
-      "i: 39, d = 0.00208 (-20.00%)\n",
-      "i: 40, d = 0.00167 (-20.00%)\n",
-      "i: 41, d = 0.00133 (-20.00%)\n",
-      "i: 42, d = 0.00107 (-20.00%)\n",
-      "i: 43, d = 0.00085 (-20.00%)\n",
-      "i: 43, d = 0.00085)\n"
-     ]
-    }
-   ],
-   "source": [
-    "S = bellman(V0, u, f, k_grid)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Exploring the results"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# parameters\nalpha = .4\nbeta = .8\ndelta = .05\ntheta_H = 1.2\ntheta_L = .8\npi_H = .75\npi_L = .65",
+      "execution_count": 3,
+      "outputs": []
+    },
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# utility function\nu = lambda c: math.log(c)",
+      "execution_count": 4,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# production function\nf = lambda k, A: A*k**alpha",
+      "execution_count": 5,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# function to calculate distance between two dictionaries with the same indices\ndef dist(V, W):\n    d = 0\n    for (_, v), (_, w) in zip(V.items(), W.items()):\n        d = d + (v-w)**2\n    return math.sqrt(d)",
+      "execution_count": 17,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "nomes = ['Ana', 'Vitória', 'Elisa', 'Rayne']\nnumeros = [3, 6, 9]",
+      "execution_count": 9,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "for nome, num in zip(nomes, numeros):\n    print(nome)\n    print(num)",
+      "execution_count": 10,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "Ana\n3\nVitória\n6\nElisa\n9\n",
+          "name": "stdout"
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "V = S[0]\n",
-    "X = []\n",
-    "Y = []\n",
-    "Z = []\n",
-    "\n",
-    "for k in k_grid:\n",
-    "    if k < 1.5*k_ss:\n",
-    "        X.append(k)\n",
-    "        Y.append(V[(k, theta_L)])\n",
-    "        Z.append(V[(k, theta_H)])\n",
-    "        \n",
-    "plt.plot(X, Y, color=\"red\", linewidth=2, label=\"Optimum: low productivity\")\n",
-    "plt.plot(X, Z, color=\"blue\", linewidth=2, label=\"Optimum: high productivity\")\n",
-    "plt.xlabel(\"$k$\", fontsize=14)\n",
-    "plt.ylabel(\"$V$\", fontsize=14)\n",
-    "plt.title(\"Value Function\")\n",
-    "plt.legend(loc='lower right')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Step 1: calculate steady-state"
+    },
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def steadystate(alpha, beta, delta, theta, f):\n    k_ss = (theta*alpha*beta/(1-beta*(1-delta)))**(1/(1-alpha))\n    c_ss = f(k_ss, 1)-delta*k_ss\n    return (k_ss, c_ss)\n\nk_ss_L = steadystate(alpha, beta, delta, theta_L, f)[0]\nk_ss_H = steadystate(alpha, beta, delta, theta_H, f)[0]\nk_ss = (pi_L*k_ss_L+pi_H*k_ss_H)/(pi_L+pi_H)\nc_ss = (pi_L*f(k_ss, theta_L)+pi_H**f(k_ss, theta_H))/(pi_L+pi_H)-delta*k_ss\nprint(\"steady-state values:\\ncapital: {0:.1f}\\nconsumption: {1:.1f}\".format(k_ss, c_ss))",
+      "execution_count": 11,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "steady-state values:\ncapital: 1.7\nconsumption: 0.8\n",
+          "name": "stdout"
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "C = S[1]\n",
-    "X = []\n",
-    "Y = []\n",
-    "Z = []\n",
-    "for k in k_grid:\n",
-    "    if k < 1.5*k_ss:\n",
-    "        X.append(k)\n",
-    "        Y.append(C[(k, theta_L)])\n",
-    "        Z.append(C[(k, theta_H)])\n",
-    "\n",
-    "plt.plot(X, Y, color=\"red\", linewidth=2, label=\"consumption: low productivity\")\n",
-    "plt.plot(X, Z, color=\"blue\", linewidth=2, label=\"consumption: high productivity\")\n",
-    "plt.xlabel(\"$k$\", fontsize=14)\n",
-    "plt.ylabel(\"$c$\", fontsize=14)\n",
-    "plt.title(\"Policy Function: $c$\")\n",
-    "plt.legend(loc='lower right')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Step 2: define a grid for $k$ (and $k^{\\prime}$)"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "g_size = 1000\nkmin = 0\nkmax = max([k_ss_H, k_ss_L])*2\nstep = (kmax-kmin)/g_size\n\nk_grid = np.arange(kmin+step, kmax+step, step)",
+      "execution_count": 12,
+      "outputs": []
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Step 3: construct maximizer function"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# given a value of k, a state A and a (proposed) value function V,\n# find k' that maximizes V over grid of k.  \n\ndef maximizer(k, A, V0, u, f, k_grid):\n    \n    pi = pi_H\n    if A == theta_L:\n        pi = pi_L\n        \n    i = 0\n    for K in k_grid:\n        \n        c = f(k, A)+(1-delta)*k-K\n        if c>0:\n            i += 1\n            v = u(c)+beta*(pi*V0[(K,A)]+(1-pi)*V0[(K,2-A)])\n            if i == 1:\n                vmax = v\n                cmax = c\n                kmax = K\n            elif v>vmax:\n                vmax = v\n                cmax = c\n                kmax = K\n                \n    return (vmax, cmax, kmax)",
+      "execution_count": 13,
+      "outputs": []
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Step 4: define initial value function over grid"
+    },
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "# V0 is dictionary. V0(k)=log(k+1)\nV0 = {}\nfor k in k_grid:\n    V0[(k, theta_L)] = math.log(k+1)\n    V0[(k, theta_H)] = math.log(k+2)",
+      "execution_count": 14,
+      "outputs": []
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Step 5: iteration over value function"
+    },
+    {
+      "metadata": {
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "def bellman(V0, u, f, k_grid, eps=1e-3):\n    \n    T = {}\n    T[0] = (1, 1)\n    t0 = time.time()\n    d = 1\n    i = 0\n    \n    while d>eps:\n        \n        V = {}\n        C = {}\n        K = {}\n        \n        i += 1\n               \n        for k in k_grid:\n            for A in [theta_L, theta_H]:\n                v = maximizer(k, A, V0, u, f, k_grid)\n                V[(k, A)] = v[0]\n                C[(k, A)] = v[1]\n                K[(k, A)] = v[2]\n            \n        d = abs(dist(V, V0))\n        V0 = V\n        T[i] = (d, time.time()-t0)\n        print('i: {0}, d = {1:.5f} ({2:.2%})'.format(i,d,(d/T[i-1][0])-1))\n        \n    print('i: {0}, d = {1:.5f})'.format(i,d))\n    return (V, C, K, T)",
+      "execution_count": 15,
+      "outputs": []
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Shazam!"
+    },
+    {
+      "metadata": {
+        "scrolled": true,
+        "trusted": true
+      },
+      "cell_type": "code",
+      "source": "S = bellman(V0, u, f, k_grid)",
+      "execution_count": 18,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": "i: 1, d = 19.71450 (1871.45%)\ni: 2, d = 12.85047 (-34.82%)\ni: 3, d = 8.91404 (-30.63%)\ni: 4, d = 6.43776 (-27.78%)\ni: 5, d = 4.77451 (-25.84%)\ni: 6, d = 3.61480 (-24.29%)\ni: 7, d = 2.78258 (-23.02%)\ni: 8, d = 2.16911 (-22.05%)\ni: 9, d = 1.70649 (-21.33%)\ni: 10, d = 1.35120 (-20.82%)\ni: 11, d = 1.07450 (-20.48%)\ni: 12, d = 0.85688 (-20.25%)\ni: 13, d = 0.68456 (-20.11%)\ni: 14, d = 0.54748 (-20.02%)\ni: 15, d = 0.43812 (-19.98%)\ni: 16, d = 0.35071 (-19.95%)\ni: 17, d = 0.28078 (-19.94%)\ni: 18, d = 0.22480 (-19.94%)\ni: 19, d = 0.17998 (-19.94%)\ni: 20, d = 0.14408 (-19.95%)\ni: 21, d = 0.11533 (-19.95%)\ni: 22, d = 0.09232 (-19.96%)\ni: 23, d = 0.07389 (-19.96%)\ni: 24, d = 0.05913 (-19.97%)\ni: 25, d = 0.04732 (-19.97%)\ni: 26, d = 0.03787 (-19.98%)\ni: 27, d = 0.03030 (-19.98%)\ni: 28, d = 0.02424 (-19.99%)\ni: 29, d = 0.01940 (-19.99%)\ni: 30, d = 0.01552 (-19.99%)\ni: 31, d = 0.01242 (-19.99%)\ni: 32, d = 0.00993 (-19.99%)\ni: 33, d = 0.00795 (-19.99%)\ni: 34, d = 0.00636 (-20.00%)\ni: 35, d = 0.00509 (-20.00%)\ni: 36, d = 0.00407 (-20.00%)\ni: 37, d = 0.00326 (-20.00%)\ni: 38, d = 0.00261 (-20.00%)\ni: 39, d = 0.00208 (-20.00%)\ni: 40, d = 0.00167 (-20.00%)\ni: 41, d = 0.00133 (-20.00%)\ni: 42, d = 0.00107 (-20.00%)\ni: 43, d = 0.00085 (-20.00%)\ni: 43, d = 0.00085)\n",
+          "name": "stdout"
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "K = S[2]\n",
-    "X = []\n",
-    "Y = []\n",
-    "Z = []\n",
-    "W = []\n",
-    "\n",
-    "for k in k_grid:\n",
-    "    if k < 1.5*k_ss:\n",
-    "        X.append(k)\n",
-    "        Y.append(K[(k, theta_L)])\n",
-    "        Z.append(K[(k, theta_H)])\n",
-    "        W.append(k)\n",
-    "\n",
-    "plt.plot(X, Y, color=\"red\", linewidth=2)\n",
-    "plt.plot(X, Z, color=\"blue\", linewidth=2)\n",
-    "plt.plot(X, W, '--', color=\"gray\", linewidth=1)\n",
-    "plt.xlabel(\"$k$\", fontsize=14)\n",
-    "plt.ylabel(\"$k^{\\prime}$\", fontsize=14)\n",
-    "plt.title(\"Policy Function: $k^{\\prime}$\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Simulation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def shox(A, pi_H, pi_L, theta_H, theta_L):\n",
-    "    \n",
-    "    if A == 1.5:\n",
-    "        pi = pi_H\n",
-    "    else:\n",
-    "        pi = pi_L\n",
-    "    \n",
-    "    x = np.random.binomial(1,pi_H)\n",
-    "    \n",
-    "    return A*x+(2-A)*(1-x)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Exploring the results"
+    },
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "V = S[0]\nX = []\nY = []\nZ = []\n\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(V[(k, theta_L)])\n        Z.append(V[(k, theta_H)])\n        \nplt.plot(X, Y, color=\"red\", linewidth=2, label=\"Optimum: low productivity\")\nplt.plot(X, Z, color=\"blue\", linewidth=2, label=\"Optimum: high productivity\")\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$V$\", fontsize=14)\nplt.title(\"Value Function\")\nplt.legend(loc='lower right')\nplt.show()",
+      "execution_count": 12,
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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\n",
+            "text/plain": "<Figure size 432x288 with 1 Axes>"
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "np.random.seed(1910)\n",
-    "C = S[1]\n",
-    "K = S[2]\n",
-    "\n",
-    "k0 = k_grid[30]\n",
-    "a0 = theta_H\n",
-    "n = 200\n",
-    "\n",
-    "X = [k0]\n",
-    "Y = [C[(k0, a0)]]\n",
-    "A = [a0]\n",
-    "T = [0]\n",
-    "\n",
-    "s = 0\n",
-    "for t in np.arange(0,n):\n",
-    "    T.append(t)\n",
-    "    a0 = shox(a0, pi_H, pi_L, theta_H, theta_L)\n",
-    "    A.append(a0)\n",
-    "    k = K[(k0, a0)]\n",
-    "    X.append(k)\n",
-    "    c = C[(k, a0)]\n",
-    "    Y.append(c)\n",
-    "    k0 = k\n",
-    "    \n",
-    "plt.plot(T, X, color=\"black\", linewidth=1.5, label=\"capital stock: $k_{t}$\")\n",
-    "plt.plot(T, Y, color=\"red\", linewidth=1, label=\"consumption: $c_{t}$\")\n",
-    "plt.xlabel(\"$t$\", fontsize=14)\n",
-    "plt.ylabel(\"$c_{t}$, $k_{t}$\", fontsize=14)\n",
-    "plt.title(\"Path of $c$ and $k$ over time\")\n",
-    "plt.legend(loc=\"lower center\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 164,
-   "metadata": {},
-   "outputs": [
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "C = S[1]\nX = []\nY = []\nZ = []\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(C[(k, theta_L)])\n        Z.append(C[(k, theta_H)])\n\nplt.plot(X, Y, color=\"red\", linewidth=2, label=\"consumption: low productivity\")\nplt.plot(X, Z, color=\"blue\", linewidth=2, label=\"consumption: high productivity\")\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$c$\", fontsize=14)\nplt.title(\"Policy Function: $c$\")\nplt.legend(loc='lower right')\nplt.show()",
+      "execution_count": 13,
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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\n",
+            "text/plain": "<Figure size 432x288 with 1 Axes>"
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "K = S[2]\nX = []\nY = []\nZ = []\nW = []\n\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(K[(k, theta_L)])\n        Z.append(K[(k, theta_H)])\n        W.append(k)\n\nplt.plot(X, Y, color=\"red\", linewidth=2)\nplt.plot(X, Z, color=\"blue\", linewidth=2)\nplt.plot(X, W, '--', color=\"gray\", linewidth=1)\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$k^{\\prime}$\", fontsize=14)\nplt.title(\"Policy Function: $k^{\\prime}$\")\nplt.show()",
+      "execution_count": 14,
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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\n",
+            "text/plain": "<Figure size 432x288 with 1 Axes>"
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ]
+    },
+    {
+      "metadata": {},
+      "cell_type": "markdown",
+      "source": "## Simulation"
+    },
+    {
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "def shox(A, pi_H, pi_L, theta_H, theta_L):\n    \n    if A == 1.5:\n        pi = pi_H\n    else:\n        pi = pi_L\n    \n    x = np.random.binomial(1,pi_H)\n    \n    return A*x+(2-A)*(1-x)",
+      "execution_count": 15,
+      "outputs": []
+    },
     {
-     "data": {
-      "image/png": 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GBvpltJsSNk88AZSVATfeGOaJ4lyoVFUBhw8D79imCJXe3ug2CMC+Lz+DvZ96PNrNYEAi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\nSJKkbP0/5A0l25iCnOYAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f0485b3da90>"
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "np.random.seed(1910)\nC = S[1]\nK = S[2]\n\nk0 = k_grid[30]\na0 = theta_H\nn = 200\n\nX = [k0]\nY = [C[(k0, a0)]]\nA = [a0]\nT = [0]\n\ns = 0\nfor t in np.arange(0,n):\n    T.append(t)\n    a0 = shox(a0, pi_H, pi_L, theta_H, theta_L)\n    A.append(a0)\n    k = K[(k0, a0)]\n    X.append(k)\n    c = C[(k, a0)]\n    Y.append(c)\n    k0 = k\n    \nplt.plot(T, X, color=\"black\", linewidth=1.5, label=\"capital stock: $k_{t}$\")\nplt.plot(T, Y, color=\"red\", linewidth=1, label=\"consumption: $c_{t}$\")\nplt.xlabel(\"$t$\", fontsize=14)\nplt.ylabel(\"$c_{t}$, $k_{t}$\", fontsize=14)\nplt.title(\"Path of $c$ and $k$ over time\")\nplt.legend(loc=\"lower center\")\nplt.show()",
+      "execution_count": 16,
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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\n",
+            "text/plain": "<Figure size 432x288 with 1 Axes>"
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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UV/cqK7/7HZx+emfmTKbIkKzcdJNKv37ta3u3VWqdyopD2ERzoh2LFqlL73ld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\nKVgRERGRUPs/+yZ/uz+HgI8AAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f04859977f0>"
+      "metadata": {
+        "trusted": false
+      },
+      "cell_type": "code",
+      "source": "import numpy.ma as ma\n\nmask_H = []\nmask_L = []\nK_H = []\nK_L = []\nB = list(A)\nB.append(B[n])\n\nY = []\n\nfor i, a in enumerate(A):\n    \n    b = B[i+1]\n    \n    if a == theta_H and b == theta_H:\n        mask_H.append(0)\n        mask_L.append(1)\n    elif a == theta_L and b == theta_L:\n        mask_H.append(1)\n        mask_L.append(0)\n    elif a != b:\n        mask_H.append(0)\n        mask_L.append(0)\n        \n    K_H.append(k_ss_H)\n    K_L.append(k_ss_L)\n    Y.append(f(X[i], a))\n\nX_H = ma.masked_array(X, mask=mask_H)\nX_L = ma.masked_array(X, mask=mask_L)\n\nY_H = ma.masked_array(Y, mask=mask_H)\nY_L = ma.masked_array(Y, mask=mask_L)\n\nplt.plot(T, X_H, color=\"blue\", lw=1)\nplt.plot(T, X_L, color=\"red\", lw=1)\nplt.plot(T, K_H, '--', color=\"blue\", lw=.5)\nplt.plot(T, K_L, '--', color=\"red\", lw=.5)\nplt.xlabel(\"$t$\", fontsize=14)\nplt.ylabel(\"$k_{t}$\", fontsize=14)\nplt.title(\"Path of $k$ over time\")\nplt.show()\n\nplt.plot(T, Y_H, color=\"blue\", lw=1)\nplt.plot(T, Y_L, color=\"red\", lw=1)\nplt.xlabel(\"$t$\", fontsize=14)\nplt.ylabel(\"$k_{t}$\", fontsize=14)\nplt.title(\"Path of $k$ over time\")\nplt.show()",
+      "execution_count": 164,
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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GBvpltJsSNk88AZSVATfeGOaJ4lyoVFUBhw8D79imCJXe3ug2CMC+Lz+DvZ96PNrNYEAi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\nz333UWkLdbLRYHJSZwiCTbBQ0YFlJZvnzaNU5UcfJTONDgz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+            "text/plain": "<matplotlib.figure.Figure at 0x7f0485b3da90>"
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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UV/cqK7/7HZx+emfmTKbIkKzcdJNKv37ta3u3VWqdyopD2ERzoh2LFqlL73ld\nhW2s9Lk3Nm+GpUv9FUVfZDj7veceZTiORFb04NaBsTEPwhfjeb79duXhmzIl1eYFQ3tWPKHJigZS\nKrIS1GG3lZWRzjBQlNTlW29Vg1J7ncgUOvx58+CcN4YjK/PmqfCT16DoiRzk2N/9ThWmO/GUXkKy\nYIHqKKfO7N32/PPK45EbMhwU77hDKXodIUUb1WFvZcUdBhqxlyrdc0+fAwQMUrfdpl59K8T6IcMB\nZd48RUL7FqcDHQbywT33KIWqQ0WNODlqNpXB/Y1vTL99gdDKiic0WdHg4YfhueeCO+xQykqfAe0P\nf1CDUtuolrDD37hRVXB941vCddg336yMvcPDIQ+Qwwzn9tsVSTSndp5fUJ3trFlQHTJ6tllWDrVV\n3IhQCTYKRkdVaqifkbRbWXEIW8VFVjzvRTcCBqlbb1Wk4KCDIjY8wwFl3jylCIQKS+kwkCfmzVPX\ntL1sA0QmK0uXqhDjG96QfvsCoT0rntBkRYM//EEthBekODiDRrfBtmOAqFTUn0eHsH27GpQ61JuE\nYaBbblEd+hvf3L/DHh9X/pZIM+iMO41du1S67TnnuAjJWOcgbJoT6oLXttyQkbKycKEySft5Arp/\ne9uz0uwkbtCnJL1Hu6VU937kEJBzsAzujQ0bVHp/aF+VVlY8cdttauXsDsIXkWDecYdSYs88M/32\nBUIrK57QZEWDW29VA2ZQXLY9aAQpK84bHg/anXcqWbWDLCTs8O+6C04+GfY5sP+sf8kSRVjOOSfC\nATJWVhYvVj//ta+dUK5a4/5kxWtbbsiIrNx9twrfdMyAXXBIcqtue1baZCW5svL442qV5sghIMjs\n3rj3XvXaN2XZ3Q7QyooLL72k/Gk9k6+Ik6Pbb1f76CgymAc0WfGEJiu7ORoNNej7ZQE5aMvxzgzX\nq9w++HbiTz6pwi8dPouEHf5999kF7PqYKEENAtOmKXITGhl3GvPnq1TbE04AY0p/slJoGCgjsnLX\nXYpA+pUx71ZWgsJAXp6X9gaPdi9dql69iiD2RUbKyoIFcOSRqghZKFQq6v7Xg1sbixerdPie6xrh\nebYs5XvJ3a8C2mDrA01WdnOsWKHCEf1Mp92+iajKiufgmiAM9MILKrW33SH16Yjmz4ezzgoY0LyQ\ncRjonntUzZlKBYxhf19Ke9skCwPV64pwBqkIzn3nKCttstLqPBfVaoDHw+c+c9aM7LvsghcyIrKO\nqToStMeRn41IAAAgAElEQVShAwsWKLXu2GO7NkTob+6/X/WLuftVQCsrPtBkZTfHokXq2Whn6Pig\nbbAdC/CsgO+swHNwTfBQLrSXAZo9m4mG+HRErZZSVkJnAbnbl9EMp9FQA7XTpjDKiqwXSFYyMNje\nf79KMQ2qYeGnrHR7VgLPhc991jd8FIQM7o2REVi2zHVPF9iWQcaCBeoc9qh1EcjKXXepytD9+sVM\noMmnJzRZ2c2xcCG88pX9Z5fd3gFf6T0nZWXBArUi7eGH99/X6tVKiYlMVjLsNB56SNWccdoUREgc\nItOsT7Sl0Rh8ZeXuu9WAcMop/p/pVlYcMldtRiBuPveGZU1EECMjg3vjgQfULrWyEh+tlurTPAlf\nhMnRokXKWBtJiU0LWlnxhCYruzkWLVLhkX6Y8E2kqKwk6GTvu091SG3pP2Bf8+erAenVr454kAxn\nrPPnK+PeGWfYhxruHJShNwwkJ5nB9q67FFkLGhC6FSe/MFBcZSX2OcxgQFmwQFVb9TMbB7ZFKyuA\nyqTavt2H8EUMA73qVem2LTQ0WfGEJiu7MV58ER59NNwg3p7hujwrnj6BKMqKYagUISkjtbvRUCSr\no0MK6LDnz1ez98gL/mXYacyfr2ZuTs0Xp85KYDZQkWGglMlKq9UZBvODn7JSaUUIAwUoK4nISsoE\nYcEC9SxGVnr04NbGggUq/OOZbhzyPG3cqP5yT1l2oMmnJzRZ2Y1x//3qNQxZ6Z7h+nb0UZUVZ2ME\nrFih4vsdZCVg1nTvvTGXd89IXpdSkRX3QO2cX2n1EhKHyEgP1SU3pJwiu3atSjF1lCU/tEmcTdTa\nYaCilZWU7w0pXdltBbdlkLFggcr4a68H5EZIZcXpFwtTVvT19IQmK7sxFi1Srvmjj+7/Wa9sIM+O\nPqpnBSI/mAsWqK+efnrXvjw6oueeUwNjZL8KZDbD2bhRrVHkJonmFDvU40FInG2F1llxCv6l1Iku\nWaJeO66hB5z7TnZ7VqKQlQFQVh5/HLZsiUlW9Ey8DSc87IkIZOWAA3Jcd6sbCZQyKeH+/d7G4n/9\nfcqNKh6arOzGWLhQSZ1+NS7caM/86ykqKzFn6/fdp1z6HWXzfUjShg3q9aijIh0icJ9J4dT3OPXU\nifdEtUKTirfBdrj3POVOViDVcMOSJXDoobD33sGfm1CVbGXFUsevRgkDDYBnZcEC9RrZVwV6Jm5j\n61ZlpvclKyGv2eLFSlWJtAp3mkhwbz37LJyy+RZqG59It00lgCYruymkVMpK2M6x2zuQqrISkax4\ntjuAJLkPFQkZzViXLlWK1stf3vm+helJVkRFYGEUm7oMqZOVfqoKuMzFNklxTMZVWbCykjJBWLIE\njjkmYDHGIGhlBVBp3xBwX4VQVqRUWVmFhYAg0fVcvlz1IwfvP/nuB01WdlOsW6fSecNkAoHLs+KU\nPfdLnY2jrETo9HfuVGEdtyoBBA5IzubIyMi4uHSpan/3zM3CRDa8FYMGRltVkLKA1GVI7XxIqdZE\nCkNWqjXlNnU8Kw5hK9yzkjJBWL48YnXl7rZoZYXly9WSIccc4/OBEOdp7VqVeFA4WYmReAATZGWv\nmZqsaHQhxv1UCkQ1kbVnuGHCQBkqKytWqHPe07EHKDruQ0VChmGgHrIFNIUBPuqJxQQZ813qIGsk\nXHjSwdq1Kr00TMEtR1XCJmoOaanKEmQDpXRvSJmQrOgwEKDO4UknBWRThbh/nX6xn/E7Uzg3ZbMZ\n+avLloE0zI7lKCYLNFlJiGV7voE7X/NPRTcjMh56SBnI9tkn3OfbWRlWiDBQ1GygCB3t8uVqnDjh\nhK4NAxIGevFFeOIJb7LiJiRSqr6qfYqE2SYyiX5TEqQ0QIc11zpwh8ecVyNKGKjk2UBPPaXIWyJl\nRYeBWLaszzkMSVaOOCJ8v5gJEpQJWL4cRC2dSUXZoMlKAkgJYsd2ZsltRTclMlasgFe8IvznuwuT\nWZZPMa8oA0MMg+3y5XDccTA01LUhizBQBjNWJ67uRVYaYuI3dLe7idH2bUwGsnLIIbDvvuE+38CY\nCI/FISslzwZy7gmtrMRHvQ6rVvU5hyHu3yVLClZVIDZZGRmBxx6z6zJpsqLhxlNPwXjLZO8BjA9G\nJSsVo0IL0TFgpqasRCQrnh1SH7ISa5n3DLwAS5equHrPImvYYaCGNyFpCBPRmBzKSli/igO3qtRW\nVig4GyhFgrB8Oey1Fxx8cMwdpHRdnrx3A2PPDd7EC1RxS8sKXrohjLLywgtw4IHpti0yYmZJrlyp\nii0aUzRZ0ejCypW2mWn6YN0Y27fDk0+qNYGiwC3Hp+JZiTiDaLVU+MqXrAzAYnVLl6rz7hVXb1Z6\nlZX2KQpQXXJDCoNiFHOtgyau41olUlZCnoufnPMNfj7nBt/tDgGPnSqb0n067ZxTufd9/5t4P0Vg\n+XL1Gtinhbhm9XoBz1U3Yiory5erMhS1aZqsaHTh4YehWa0xrVYvuimRsHKleo2irICS490z/7yV\nlXXr1LLtnmQlC89KBvK6n7kWgtWTRmUiU6ibyOSGFAy269cr305kZcU5rv1qMjjZQCcuu46D7v+V\n7/ZE5lpI5T7dsgXq0uSAvQdzkFu+XC1qOnNmwIdC3L+FlAToRsximcuXK8W2oj0rGt1YuRKGppuI\nAbsxVqxQM/vjjov2vQads/u8s4Gc2VOcMFAZlJXRUSVX+5GVVkAYqCWMSREGeu459dpdYyYI7vBY\nW1lxhYH6pnEXXGel2rI6yJUbO3ao7KhEZCWF+/SRR6BOjf32GKyJl4Ply/uEgGBwyEpMZaVtME4p\na69s0GQlAVauhKkzB+/GWLHCx6TaBw1hpOtZifhQLlsG+++v/qIcV4gYi8M57UtRWVm5UmX4+JGV\nZiVYWRHW4JOVOG1vVHqVlSotWo1W+624ykosL5Ozz5DPfbVlYUrvz65YoV4Tk5WE12XVKjukPWOw\n+jJQocW+mUAQ6jwluifSQgzPihMiP+UUNFnR6ESzqWYjU/cYvBvjoYeih4Cg1zdRhLLi2yFFqZwb\nFqYZuziTF1auVMTppJO8tzcCyEqzYkJz8LKBxraN0axP1IuIY3huCqP923HVj7BG+tyLDgr2rCiy\n4q1Y+KbiR0EKYaBVq1T4wF1sb1Dw7LMqjNWXrExiZeWJJ5RK11ZW6oOpkAVBk5WYWLcOxsZgxp6D\nRVakjJ4J5MAtx/tK73HK7Yd8KAPJSpTKuWGRoN6BFx59VK2HM2WK9/ZWxUT4EJJShIFizNgeP/hc\n7nnXV9v/j9P2pktVEq5r0Rjro/I5KDgbyJAWhk8YaNmyeCpn5wGSh4FWrYLqgGaRBIaH3QhxnkpB\nVmJ4VlatUq8nnYRWVoqEEOIcIcSNQohnhBAtIcT5Eb57thDCEkI8mGabHJPqzL0H68bYsEFlA8VW\nVhp9ZrMZLWS4bZtKFfeNS2flS4DUyMrq1d4pyw5aFX9C0qxOVKUcJGVlr7GN8MzG9v9jkRVhtEmc\ncCkrjdGClZWQz73RqndkL7mxalW8Z7EDKSkr5tTB6sscrFwJ06fDYYf1+WCI81QKshJjkjQyol5n\nzkSTlYIxDVgGXAGE1uSFELOAa4Fb027QypVqxdjhAfOsODHyqGnLYCsrYTwrGYSBNm1Sr761KLII\nA8Wsd+CHfmSlWTWpNP3DQH6qS26IQVYMaXUQjLjKSjv8EycMVPCqy4a0MHzCKzt3wh57xGyDuy0J\n7tFt22DjRhiaXhuovsyB81z1Tf2exGGgjudqkpKVvJMfY0FKOQ+YByBEpGoEVwM/AlrAO9Ns08MP\nK8lN1AbrAX/oIcW+o2RjOOg2gPpWsM3AYNvX6+Bz3ER1E1IMA1mWyvoIVFaq/oREVgyED5HJDXHJ\nijURP4/T9lZlQllxr3nSHA8ZBio4G8iQFg0fZSWVuh4JDbaPPKJeh2cOpteh3ySgDec8SenJbJpN\nZVQtDVmJMK7sDmRlUJSVyBBCXA4cDvxrFvtfuRJOPJGBMzM9/LBqd5wCVN0VVvNUVvoOciUPA61f\nr9oSlC4uK4a/shKguuSGFJQV51GJRlYmQmCxwkAF11kxpYXR8u4jUsk+SRgGWrVKFRObMmAqsYPQ\nZKX9MHkvEFjYc9WNBMpKtYq6oQbwOvbDpCQrQoijgf8ELpVSttLef72uHpBBNDOtWRPywfaAe4ab\nimclAhkohKykGAZavVq99lNW/AhJ0LbcEONer1FPHAbqUFaallqFmU6yElggr+BsIAP/MFAqYYeE\nYaBVq+DII6E6NFh9GagCg5s3R1BWwPc3loasxJgkOQqdEAzcmBQWAxEGigIhRAUV+vmslHKt83bY\n71955ZXMmjWr4705c+YwZ86c9v/XrlX30QknAOsG68ZYswbe8Y543212VVhNrKxEIAOhyEoWGR+Q\nirKyerUyAR50kP9nWlWTSsubkMiqQcUa89yWGwxjwskXEiZWO3wFqu2VivoLC7eqJJoWo0zBZEf4\nMFBW2UCtlvrr82NMLOpZkpUUlJUTTgBag9WXgVq4D+CYY0J8uM/zXBqyElNZabc7B7Iyd+5c5s6d\n2/He9u3bMz3mpCMrwAzgDOAUIcQ37PcqKLtLHXizlPJOvy9fddVVnHbaaYEHePxx9Xr00QwUi926\nVf0dfXS876eurDijVhpkJcvU5ZSUlWOOCQ6/yapBpeXjWQkgMrkhYhio1WhRpUWl0elZiRr2kBUD\n0ZpQVsYqU5nZ2kFzLGQYKEvVrdEI/EGyJalhMVpyZeXSS4HVZmQyWjQcxTISWSm7shLTs9K+DXMY\nk95+3p/w/874I2YdvV/7vQcffJDTo6yjERGTMQz0EnAScApwsv13NfCo/e9FSQ+wdq2qlXHggQwU\nWVlr60xHHRXv+81qysoKhB4A+3odsh6QEuLRR/tL1dIwqQaEgfy25YaIZMXJ1ql0KStR2+0OgVWa\nFuMVVagmNFnJSlmBvuejMa78EX7F1lIjKzHv0R07VEmAE05AjXYD5L8DRVYOPhimTQvx4T7Pc18T\nf14YAGVl2ce+x/Axh6S9dFogBoKsCCGmCSFOFkI4VTaOsP9/iL39C0KIawGkwir3H/A8MCalfERK\nOZq0PWvXwhFHFBMfXPXjZbywYmP/D3pgzRr1euSR8Y7dcs1woygrUvYhNxGUFd+OpOQG29Wr+6/F\n1DImKoj2KCuGv+qSGyKGG9IiK7JqULEVvWrTYrw6FYBWPUI2kEcl4jyIrLVLDf7uc+BGKtlACcJA\njjJx3HEM1MTLQWhzLQyOshKj38mbrGx6sYaJhVFNp7p3GAwEWUGFdZYCS1B1Vr4CPMhEps8BwCF5\nNWbtWteAn/MDvu/73sxDn/hBrO8+/jjsuy90WXJCo9VVmCyssuKY79MgK7l6VlIKA4U1AUrDpCL9\nw0B+RCY3RAw3OAbYarMzDBRLWbF/e6VlUbfJSiRlBXrujzzuDYewuc9BdxsSz+QThIFeekm97rUX\nA0lWHnssAlkZFIPtACgrz71gUkH6ZlZlgYEgK1LKu6SUFSlltevvQ/b2y6WUbwz4/r9KKYONKBHQ\nQVZyTBN76SUYlzX2nhnveI8/Ht+vAp3Kim+5fY+OM7ATCClhF+JZSUlZCZMJBIBhBCgrnWSlWo2X\nfp4IEcMN9V29ykocJcHt5ak2LSwjYhjIZ0adSxhotPccpNYGd1ti3qMd99mAkZVWS6nFofwqMKkN\nth3PVQ7XceMWm2HneL8MBFkpE5pNVTOjQ1nJKc67fj1YmOw9I97x1qyJ71cBe3bv8k14pos6HadL\ncg/sBNJWVrKQ+hM+kA5Z6UcUZdVsp7g6h3Sa0K26FNKhRiQrzVF1n1aThoFcXp6KbGCZE2EgJ7pT\nVmWlTVYavZ8L1fawbYl5j8YlK/f+YA0PGGexcW3iqHpsPPWUWp9t0oWBYhpscyUrm+2D5ehx0mQl\nIjZsUPdBEWGgdeugTo09psVXVpKQlVY1pGcFOuTBvmQlrTorXcd1vhdbZk/JYPvoo3DIISFMgGYn\nITEMl3piGB1EZhDISjsM1EpIVqpG+7xUWxaNmk1Wxq1wA0wWykpYz4odBhIeykpqg2MCg22HcT2C\nwdZcs4ozmouobd8c67hpILRi6aDPNYtTsDATlDwM9OKL8OKIVlZKDydtuYOsyHxid+vXq1onU43o\nbHbbNrWMepIwULeyEkhWXA9a3zBQiBve6Uh8i3/5zEbKEAZ6+ukQi6yBIiTS+/xK06Tqsy03RAw3\nTJCVZJ4VdwjMaFk0ayoMFJqseNyTTomU/MJA3qqfe1exkUIYqFYj0iDnhOBMn9Wk88Dq1Wq16tBL\nhwyKsuLEeCOSlbxSl9etUwo/oJWVMmPtWlUa5NBD7Tf6PABpYt06YKjWURE0LJKmLUNvHRBfpcT5\nAJ3/TBoGMs0An0aWs+eE17Zeh+HhEB80zTZZ6fEEGSbVMoSBIpwLZ0AzupSVyEqXYbR/e1VaNIcn\nwkCRlJWwBDpkmzp25APnHHh9NnVlRUbPzIgbBpJ159oWl+r82GOqP6tWQ35hUAy2EL1MQI7KiqPw\ntw+cEzRZiYi1axWT72CxkMtFW78eqsPxPDJJ05ZhIrXWEZJSU1ZChoHKaqLsh9CmUhdZ6W63MP1V\nl9wQ1bNiD9RV2UlWkiorsk1WIiorYQl0GISU6oPIivMYp7I2EMRSd+OSlda4arwpiyMrkRMGBsVg\nC6UnK0PTtLJSenRkAkHuyooxNV720eOPw957w557JmiAraz0VUogM2XFFz4dURmUlbBqgiIk3uqJ\nDCAyuSEmWTEShoG6lRU5rMJAMqpnJU1lJSSRdUzGHQdNqw0OEtyn9bpSK6tVoikr4/a19VlNOg/s\n2gUzZkT4wqCEgSCyipk3Wdn3oPzGPQearEREUWSl1YInnoDatHjKStK0ZVCFyaqyzwARVVlJi6xk\n4VlJyWAbug2miYGfslKSMFAUz8qIuk+NhMqKW3EypKXKRwPSChkGylJZKUsYCGLdpx1EOkIZBicM\n5F5KIW9EDikOSgVbiF4moDt1OWZYMAzWrYP9D6lNHDgnaLISAVJ6kJVaPrG7555TaXpD0+MpK0nT\nlsGR41NWVnaDMFAUsmL6khXDd1tuiDhja3nMvmNVbHUpKyYushI2DJSlZyVBGChVg22ItnihZ0Ye\ncvBxyEqeM+tuRH4OBklZiWia7rmOkErlbS+sXw8HHKKVlVJjyxa1loanspIxw1y/Xr1OmRlfWUlK\nVrBTSItQVvoOcj4PaKJy5ikabMO0oVIzMPBRTwKITG6IGQYy01ZWaiYWRniykoWyEnJAcAgb0PPc\nliEMFDd80CYrBa4lFPlemuQG2zx8lI0GPPkkHHioVlZKDSejpogw0Lp16nXKrHjKyosvqlL7iWAP\nGs4zlLeyEijPllxZCeVZqakS1s16s1dZqZnUsJAtOTBkxRmoTZJ7VgyXsiJMkwYG0iqBslKGMFCa\nykrY8IFVn9hBQajXI4ZsBs1gm8Sz4ryZMjZsUKfvZYdpZaXUKJKsrF8P++8PxpToykrgQoJRYMvx\nzk/1rHkymTwrlYrnPqMidBtq6kONUcszDATQarQGkKwkU1ZEbcLLY2IhaiYWZrGelbAG23F/spJa\nNlBCg22s8MEgKit9+urSFIWD5NlAzpspw5k0H3KkVlZKjXXrYJ99uhzoOSorRxxBrLWIAhcSjAJb\nWUnVs5IWWclCWREiUXXQqG2o2GTFGm30fKcyZG8b6SUyuSFiHH2CrDSQLTVbj2yKBKWs0KBZb1JB\nImomDWHCAHhWZABZKZ3BNkpfZg0gWQlhsC1kzS0vpOFZyYisVCpw0KFaWSk1NmzwqJaYI1k5/HAi\nmeAcpDmDq6btWUnbYJtm6rKz35zqrFRq6tx5KSuO6lIoWTGMSNWaW2MT96lTyTWusmJiTZSuHzJp\nomTywpSVkGpGKw+yklYYqBZhtuw0vuAwUNoG21KoKpA8GwgyIyuHHAK16VpZKTWefhoOPrjrzRzD\nQHGVlTQ7xd1KWYFEi8S52xDWswLehMQhMs3xXtUlN0ScwbdNmEyswByLrJgGFST1napjrDjKSqPA\nCrYhCYIcd3Xmg2CwDbkf4XhWClZWIk3AnFK3k5Cs5KmsHHFEtsfwgyYrEfD004pVdiCHizY+Ds88\nE19ZSatTFKaS41NVVkIqF31nUVl4Vpz95hUGskM9XoSkUhZlBWKRFUdZiZOdJezzMr5ttP3/RkWR\n3ECzd3e7J6uykiAMFHtGXgJlJfJz0CesWzqyUkKD7aZNcOCB5Fayww1NViJgwwYPspLDRXvySaW+\nx1VWUgsDOXJ8GGUl5YUM+86islJWQio/QQjvWfEPAzlExjNElBcSkBUnhBOn7RXbXDy2dUT9v2bS\nFAY0BsCzUs+BrCQYnOJ6Vtrrkw2SZwUCn+dYfqqsUNLU5XYGlnMMHQYqH3buVCsX+4aBMrxozz6r\nXg86iGKVFSOCslJUGChtz0oKykrYFMu2sjIWQFbGCgwDRfRGdCgrdjXbuJ4VmFBWKkMmzShhoAKz\ngcKQldSygdJIXXY3LABtslKwZyWOWXsgwkAlNdi2j1OtKqetVlbKhw0b1GsRYSCHmwwNUahnxakD\nMj7S9N9fHGUlDYOtx4DUbCpFqmiDbdhOsDrsT1aqQ3bq8ngJlJWQ959XGCiWsmIrTvVtSlmpDqsw\nkHAZbD3T6B1koaxUKiqs0O9cWP5kJbVU2bQNtiGub7vMfkHKSqul/mIpK4MSBkpKVjK4Nh0EMcbE\nOQk0WQmJp59Wr0UYbDs61hg3SFphIGEPGuO7GhPt6YbPLLZSmShb0oEMDbapkLSUDLahyIpNSLzU\nExFQgyU3RJ3Bu+5TN1mJeh+207ZfspWVmkFLGIhmgdlAzn5DKCst7FzYEhpsPT0rIfqXvMNAy79+\nDytmzO5IgYcY525QlJWI/U5e2UA9pEgrK+WDQ1Ze9rKuDXmTlQKVlbZ3YKflvz+fWazvsTMMA+U1\nIAUhSkG+oDBQW3UZb9Bo9FESskJUsuJWuUYThIHs+87abntWhkyaFRMRNQyU9r0RQnWTdYtRpnYe\ntKsNia9lAWGgSjPfMND2BQ/zip0LadaVqhtblQq4ZomW5kgbJc0G6lHitLJSPmzYoCrIDg11bcgx\nDNQ2NhXlWXG8AzvVQxRYwbZrFut77JAPZei1gTxmz4kUpYSzBycUFaYNDiHxCvU4qosXkckNCchK\nkjBQm6jtHG3/v1k1ES6DrZOV6gkh1AeKUN0si9GKP1kxjBSKkBVhsHXISk6DlRNSdNLXYz/bfQy2\nmqwEoycMpJWV8sGzxgoMhLKSVhjI8Q6MF6SsBLa/QKk/CFHa0CYkHqnLQX6W3BD1XncrK/YaOXFm\nr+0sqZcmPCutikGlOXEu+g74XTPqvO4NYdUZE1M6D+pqQyrXsQBlpdrMd20gp16NtauTrEzaMFAM\ng20e2UBaWRkAeNZYgYnc/d1AWXHCFPWR6J6VQLKShsHWMcWkTVYSGmyjtMGYEqCsuMJAA6OsNHrJ\nSiyDrX3ftXZNKCutioloRjgXXc+oZU0ILrER5t6wLBqVWo+y47QhletYhME2Z2XFaVO3sqINtkq5\nbTS0Z0XDhmeNFQcZu6I7pO5aLVLJc/f3E4eB2p6VALLikIawykqEOit925/V7DnBAxlJWQkIAxnD\n6tzL+uCEgYRlMYJSFZJ4VtqZUDtdykrVbBtsQ+3P495Ixdja594QDUulWXvMQmOl3vq1A3I12FZz\n9qw4bbJ2jrv/O3lTlyP0Oz2FEfMKA2llpZzwDQNB5gyzQ+qO0KE4SCsM5AymToGvsAQkF4Otx77K\nEAaKcu6D1JMg821uiKGsjArl12iOWbHTTZ3zIkeUsmJMMWlVDapRyEqUezIswigrDUtV2/W4z8sS\nBooTPqi0ilFWEoeBJqGy0mM21srK7ouXXlJ/gcpKxmGgDjYLkY6XWhjIqXcx0vBPRYaeBy0Ng22o\njsRjQIIBCgMN+9dSCQoR5YaI4YaKVWfMNpc67XbvJiyc+45RN1mJGAYqSlmxLJpZk5W0wkARBjmj\nlXOdFbtN7uKCEJOsBCgrpalgG6Hf6TkXGSsr2rNSYjgF4YpWVtrHgkg3SdqeFWvECt6Xh8KRVFkJ\nZczs2lcqRbdyDAO1CYlHqKdNZOol8KyEPB+iaTFWnQaoFZidr0UdEBxlxU1WZNWk0ipYWQljsG1Y\nNCu1bMmKM2uIcZ/GNtg6ykpeM2t74cTEZGWQwkBxyUqCsGAQHG+MzgYqMZwaK0UpK3FNcO7vQ/IH\n0fEO1EcawfuKoqxECAP1HeSy8KwUYLCVHoQkiMjkhojhhkrDol5Nrqw4950YVZ6VWGGgLJSVEPeG\naFg0qxkrK0LEvk/jFhOr5hwGEnabHO9T7ND2IIWBQvbxPc+Vcz+kPCb1eGO0slI+bNigrv9BB/l8\nIM8wUAk8K43RFJUVh9hIGXjswsJACZWVKOfenOJvom0TmTKU2w9rsG1a1M3kZMX57WLcpawYJpVW\nsmygPMJAlaZFK+swUMi2eCF+GChfZUXkoKwMalE4T8UygzGppy/Tykr58PTTqiCc74AzIMpK0kqZ\n7XoXYykrK9A3u2lQDbaxwkAehKRNZKwShIHCKitNC8tUYSA5Xo8dlnOUleqYUlbMqSoMVI0SBsrK\ns9JPWWnayorHLDRVj0TM+7SjDZWKSjkMMREyZL6eFacInTurDLTBFnzORQZjUs9xtLJSPgSmLUOs\nQm1REDe90IFlpVMp0/FNNEat/gvHRVFWoO+DGZqsDHAYqFqrtr/UQ1amqv80x6zkizPGRVSDbcOi\nUVPKiqMWuXcTFg6Jq9ZtZWXYQBpGNLJSUDZQtVGn5RMGSnUmH/M+7TkPIQc5Q+arrFRsZSVxGGhQ\nPCsRrqfnJCAPsqKVlfIhMG0Z1EXLuM5KkmygtOo5tNNnxzNQVvr8nkKVlZwMtqIisDBoeagnFbNK\nCx4DMgsAACAASURBVNEuWz8IBttqs07LMNVvSkJWbJJs1Ecm/m+YVGT5s4EqTQuZtWclZFu8kJis\n5KystMayzQYqDVkpobKiw0ADgI0bPRYwdCPPMFBMZSWNh7C9KnCanpUQZCX0YoAlTF2OOgO0MGmN\n9RISIdS2xlhAQb6sETUM1FIDdZ0apKCsGI1RLAxERSANE6NoZSXEgFJpWb7KSqqDYxoGW2c/JSQr\nFbsacjMNsjIoYaC4BlvnPzoMlD+EEOcIIW4UQjwjhGgJIc7v8/k/EULcIoR4XgixXQixQAjx5rjH\n37RJeVZ8kafBNqZnJY2H0Bk0UlVWQgyAzqZQ2UADrKyAIiROafruUFsDo71tEMhKtWnRMkwaKOUx\nqbJSs0awMNttqcryZwM552BglJWQIe0a+a4NVLHXIpJJycqghIFKqKzoMFA4TAOWAVcAwWkjCq8D\nbgHeCpwG3AHcJIQ4OeqBGw3YsqVYspJUWUkrDDSx0F6+ykrojikLz0qOBluAhjBpjnurJ24iMwie\nlWrLQho1LGF2eFai3ouOX8dsjk6QFdOkGiUMVFQ2kH0O/Ay2qZKVpAZbCB3SNrFomMP5KStdYaCs\nUpcHuShc7tlAOSsrCfND8oGUch4wD0CI/jZRKeWVXW/9sxDincA7gOVRjr1liwpDlIasFKisOING\nKwvPSsCDGYmslDQMFLYNTWHQHPcmJEFEJhc4q/5FISumSUOYbdMwRG97xVBzqqHmiNqXvROjaGUl\nBEFQhM1fWZk6NWEbHMS4T5tNes3aIfoy2ZIYNBkb2gMjp5m1s8pza1wrK93Qysokgk1wZgBbo373\n+efVa2nCQCXwrLQiKisdK4J2I4RpM3THVMI6K1HVhIYwafmQlaZQRlWvbbnAWaY4rMFWWmCYNISa\ngcVNXRYVQR2TodboBFkxjGhkpahsoACykmo2UIz7NG4WibM2WGNoWm4za2fhRHcYKNaq2dpgGxs9\n94v2rGSCv0eFkn4a9YubNqnX/fYL+FDJlZW0wkBtZaWebzZQkjBQ4BpGYZBQWYkTBmr5qCdBRCY3\nROhEjVYdaZhqIb9GfGUFlF9nuNWtrJQ/G8hRl8posI07yDmLCTaHpubnWbGL0Mn6RBgoVp8WcJ5K\nVxQu5LnNO3W5qGyggQgDJYEQ4r3AvwDnSym39Pv8lVdeyaxZs9r/V+sCzWH//ef4f6lWg507E7fV\nDx2x1AKVFcfoWKUPWYniWQlh2gwdn45y3LDI2WDbFAbSRz1pCJNWvcAwEEQkK+oCNIWJSBAGAuXX\nmcIo28Q+AIiaiUFEZWVkZGJ/FgwPR29HB0IQBLNVB0dZ2bGjY1vRBltP1S+EwdZRVppTpsO2zZGO\nGRfthRNdYaBY506HgWLDfZy5c+cy99e/VgPk+SrfZfv27akerxuTmqwIId4DfBu4WEp5R5jvXHXV\nVZx22mnt/3/lK7BmTZ/YckhTWlzU6zB9uv0fp2cpIgxkFy0z6RMGKkpZMQzYtSvcccMiocG2Xo+m\n7jQrpi9ZaQkDigwDOQcO61mR6gI0KrXEykpTGNSkvYIxgGFgRiErHsrKjBnR29GBMMqKfQ68+oii\nDbaxlRWbrLSGp+U2s+5eiyj2uRuUMJBpQqul/vp0HkWEgebMmcOc1avhu9+FG28E4MEHH+T0009P\n9ZhuTNowkBBiDvA94D22QTcWnn++j18F8g0DhRjcu5FWGMgpWmbQ6F/BtqgwUJeykvh3pxAGitKG\npjCRlk8YKIDI5IYIM3hDWkizRrNiUrHipy4D7fBP035VykoJsoH63BuGQ1Y8FIuiw0C+4YM+EyGn\nMGFrytTcPAttZSUpWQm4ZqUiK04H22cZEsgvG6jnODobqBdCiGnAUYCTCXSEnYa8VUr5tBDiC8BB\nUsrL7M+/F/gB8HHgfiGEQzdGpZQvRTn2pk19/CqQi8G2/RBVq4ppF6CsgJLjQykrXZJ7kjBQEs9K\nGcJAUdrQrEwcr9dga/puyw0RZvAmFqJm0qyYiKTKit1VNSv2Csw1kwoSa6yJaYZwWWZxb4QgCIZb\nWfEgK6muDRQzDBR1Ru6UvJdT8jPYdhehS+RZ8fh9johROrIS4kbV2UDlwhnAUmAJqs7KV4AHgX+1\ntx8AuFfv+XOgCnwD2Oj6+++oB+5bEA5yUVaSsOY0yUrDVlb6elZKoqwUHQaKTlb8CUmrYiAbA+RZ\nkTZZqXaSlTiDTMMO/zhhIGEvqlnf1WedqnZjiqmzYkr74c3aYFtAGEhOnaZG+BCz/6RwVnl2Vl9O\nFAbyOE9JiHQmiFCA0TORIMMwUId/UisrnZBS3kUAsZJSXt71/zekdexNm+DMM/t8KM8wEESW39Ls\nFJvCwJQhlJUUDbaRPCuu46bi7k94baPOAFu2CuEc2o1mRRlVvbblhgiDYg11AZrVGpVGsjBQUzjK\nivpypaZerdE+xNlBVqpbP2XFVpe87qPUFzJMw2AbRlmxCxPKadMmdhQ5hzga2qs8JyUrPgRzkMmK\n531kmh3+vTTQc44yXsC3G4OirBSGMnhWega8iMdLy7MC0MDMXVkpPBsoR2WlVTGg6a2eNO0UYK9t\nuSGkN0K2JDV7oG5VTSpNi3pdjWlxVv92vCotR1mxF9Xsu06Vg4LqrJhY4JCVQTDYhhiAHLIinKyD\nHAYsE3WMSn0cSD8MlET1ywTORQmprHiSlbzCQDJMUfnk0GQlAFKWg6yUSVlpCCOcZyXswJB2GCgr\nX0LMBzJyGKjqr6y0qgaiDGGgEPd6s65CAw5ZEc0ImTte+7O9Ks2qrayYIRfVdFCAn8lN2CaTwdYh\nKzjKSg6hANNWVkQjG4PtICsreZGVer2rEJ/D7BJM5qJAk5UAvPiiut59DbYZy2E9N2OBnpWmSFlZ\nSdtgm4WyArHj8pGVlarZXmG217OiBn2vbbkh5Aze8TWIoRqtao1KUrLiKCsOWXGUlX5LP7jbnbPq\n5qyQXfEJA6WurORksG2M2MRhuisMlDHaykoanpVBCgOFOLd5Kium6VJGQ0w004QmKwFwqteGUlYy\nrrPSU7ipgIUMwfaslFVZyWpAgtizh8ielapJRXqrJ62q2e60B4WsVIZNWoZJtVlPRVnpJit970UH\nWapuPmgTtgCykmo2UMwwUNQQs1NFuU1WMlZWHIUKoJJUWTHNidQfF+IuBZEZIiorPfdRBmNSjzcm\nRs2vJNBkJQCRyMpuoqw0KiGUlRKV209lQOrTviBEbYOsGr6EpFVV595rW24IGW5wanFUaiayalJt\nJVNWHK9Km6zY2UChyUoB2UAT6lIOykoCg23UvsUJA1Vm5ENWHIUKoNJMmLrsQwJKp6yU1LPSQ2yd\nDTlAk5UAhFrEEHIx2JbFs9IKo6y4zkff+gWDEgaKqazECQP5kZUgIpMboiorQybSMBOHgVq2siJt\nslIdLoGy0i8M5BC2oVrPTFfK4g22nmpCiJC2o6xUpudjsHXuJYBqGsqKswP3McpGVtLIBsooDNSG\nVlbKg02bYGgIZs7s88EclJWo63e4kWo2kK2sBNa2cHWcfTsBx62VRjZQVhkfkBtZkQHqiUNkYq02\nmxZCeiMcX0NlyESaNYxWPVHYwzHWtozOMFBflc+n3andGwHnYoKsmD3PrHM7FWmw9VVW+gw+LXvl\n4+osew2QjAcrZ+HEMYaoNlMw2EL5lZUSelZ6SJFWVsoDp3pt31TLIsJARSkrlWjKSt9OQIi+s8JS\nKCsxr29UoiiNgDCQESIElzVCzuCdgbo6rJSVastKVFekR1kZihgGKkBZcRSB6rArDGRnlaU+OOZo\nsG0rKzPyMdg653FETGuTlUSpyzCplJXCwkBaWSkPQlWvBXVjSJlJJUcp1f0aVap1I9VsoIielVCd\nQJ8Hy7JCLgaY1YAEuSorJpb3762GIIpZIyRZafsahmtIw8RI6lmxSYo0YoaBCqiz0qGsOAez+4hM\nyErOBltzlh0GytqzYp/Hkcp0qq2UwkCDoqyUjKxoZaWkCFVjBSae9gwumm+HUlA2UKsSstx+WGWl\n6/NeCN0xZaGs5G2wNfzXXmoFbMsNEQ221WETWatRlcnIinSUFbsTd8hKaKXJ1W5nXpEKkQ2YpDiE\nra2sQM9zkVo2UI4GW2cxzerMfJQVJ6Q4Xp3WXtAwcRio7MpKRIOtZzZQ1mGgyaKsCCFOc/17lhBi\nj6yOlRUiKSuQKVkpi7ISKgwUVVkJEQaKNHt2Se2Dpqxg+JNBWZYwUIh7zz1QC9PElMlSlx2vCo6y\nEjUMZBiKVEiZ3sDU595wFvzrUFZcqwan0gZ3W2IYbHv8T6EMtuo3GDOmTOwoQzjEd8ycnpys9AkD\nlaaCbUmVlUmTDSSEOF0IcYkQYh/gj12bdgGXCCHOTfN4WSMyWcngofU0lxbqWQlZFK4oZQU6pPai\nDbbRPSsB6ontZwm1cF9WiBgGclQFIzVlxVZUpkQMA7muY2pEoc+9EaSspF7XI6bBNs4gJ+sWdUzE\nUD4za4f01c0JZWXSpy5H8MoVlg2U4bjnhbSVlZ0okvIA8GdCiP8WQrwTmC6l/DZweMrHywxSThhs\n+6LkykqaYSAZxjcRR1npkw0Uqv1dg0cZDLaR22D6k5VAIpMXwpIVe4AxpqREVhxlxez0rETKBgKw\nrPQGpj73RgdZ6QoVl8VgG6uYWN3Covc3ZQVHWbFq0zAzUlYGvShcHmTFNww0iMqKlHK1lPJDUsrD\ngHnACuAiYKkQYiXwljSPlyV27YLR0eLDQHHX73AjVYNtNYKyElZy7zMrjKysuAaEyRQGogxkJeQM\n3jFhVodNGKolDgPJqjFxfMAYjpENBOkqK/3CQDZZMabWfD0rRRts4yorDTdZyVpZsc9jY2h6e/Xl\nSW+wjehZ8byOdtgzLfiGgXJSVrIUlG+SUv4e+B6AEGJf4IUMj5cqnIJwZVFWktRZSZOsyIqBya7+\nSglAq4VlqYB4LmGgrpnuIBpsg5QVYYYwN2eNiGEgY4rtWcFKpPB1KyuRw0BZKCt9BpQOwkbGZCXG\nTDp2+MCqUxe9BCwrOAbb5vA0ai6ykigMVHaDbURlxVkAuw33tUlJVu/pywZNWRFC/IMQYrkQ4iOu\n92YCJwghDnLek1JullK2PHdSQmzdql733jvEh/MOA0VQVhxynVo2UBiTp+t85Gqw9QgDJf7dOa8N\nNBBhoBD3uTNQG1NriJpqd6rKypSIYaAslZU+YSBzaq9nJXVDZ5rKSr8yDHWLhshPWXHupdbU6ZhM\neFbSDAOVlqyEeNZ8r2PI74dFT182gJ6V/YAngQucN6SULwG/Bv5UCPH+FI6ROxyystdeIT6cdxgo\ngrKSdizW8az0rWAL4QeGtJQVDxNj1rPnfog8QNcCyGCtJGQlQhjInKqMmBUk1lgzPllxvliLGQbK\n0rPiFwZyCNsUs6djz0RZSYOshJktW5ZaBbtaVelEGc+sHf+TnDqNGrtZBdskqcvOxpQw8MoKIICL\npZTu7B+klI9LKT8PvCqFY+SOSGSlxHVW0n4IZVjPin3wIsnKIBpshelvYB6kMFCrPjFQO6XxrV31\n+G23lRVh78CcGjEMlIWy0ofISjdZyctgG8GjEDjIBfUvlkWj4pDHaOuUxYFDfJk2DYMmzXozdYOt\nZYUsPJkX0jDYOhtTgm+5/QFSVr4AfFIIUQUQQhwrhFgjhHhWCLEAOCqFY+SOrVvVtZg2LcSH8w4D\nRVBW0icrIbOBIPzA0GcADB1KycKzkrPB1vF3eH4naFteCDmDl/b6MeZUE2GrIeM7E7Td/qKzr2pN\neaHKnA3krKHToay4VL9U2tDdllb4SLuvZwUC+xdh1ZWy4nw+a7Jin0cxQ61FZI0k8D8FGGxLo6pA\n8oUMM5hA+xpsc1JWQhtshRBvBM4B7gUWSSl3AEgptwgh/gf4JyHEl4F/B34HPA6MAz9JvdU5YOtW\npar0XRcIMmWYSbOBQi8CGBLSHABlJc3U5YQPZNROVdRMDJqYhkSJlq5tZSArMcJAlWF1AqyRBG23\nO2+HrIiKwCLC8gNZelb8lJW6y7Oyy9uzkmoYyNlxyFUuY8/IGxZWxb6pI5r946DZtRZRfWcdyxpO\nFgbyUFZKUxAOJmSeEikrPcepVlUby0ZWgAOAz9r/bgkhVgEL7L/7gK8CnwOaUsq/TrORRcAhK6GQ\ng7ISNxso9U6xAGWlFGGg3JQVdbxho0E7g8TZFkBkckNIg227JHut2g4DNUYShIEcZWVoYgcWEchb\nltlAfsqKi7D5GWxTV1Yi3KdxBzlhWbRyDAM54TRnlWdrV4I0+IAwUKmUFQj9rBUWBoJcrr+DKGGg\nzcA3gIOBS4G7gNnA94FHgbXA/wOGhBAnpdzO3FE2shJXWUk9DBQlGyhvg22Wqct5kRVbOZhi9J6P\nSs1NZApCSGVF1i3GqSEqYsKzkoKyUjEn5lcWEZYfKEhZaSFUyMrHYJvq2kABbfGCp5oQInwgmhZN\nh6z0eXbTgHTK+8+ylZUd4/GVEJ9rlooZP22EfNbyVFbyWIPID1GUlQeAF6WUG4Hr7T/sNX9eiwoR\nnYMiLOcLIbaiCM1PpJQ/T7XVOaAsZMUzjBMjGyjNFMnQyspkCAMlNNhGDgPZA/twtfd4DpFR2wrq\nWadMgR07lJEzKEZqqSqnQ0xUm7VGrPj3YZdnBaApDExZAmUlgKxYmAxVRD4GW/eOQyDuIFex6jSr\n+Skr7TR4ey2i0e22H2qyKyvOs9YHhWUDQTmVFSnli1LKBzze3yal/I2U8pNSytcAs4A3Af9j//vv\nUmttjigLWSmbshJYYdVB1FlsBmEgKdUuBy0MVA1QT9pkpUhl5YQTYNs2eOaZwI9JpxYHtD0r1Vb8\nMJATHqu4wkANYYZfKylLZcXnuXfISsfBShQGCjTYBvQvomnRrNYmPp/1zLpeZ5wa1alDAIy9tJuQ\nlRNOgBUr+n6s0DBQSZWVUJBSjgG3238Di7KQlaR1VrIw8vUlK3GUlZ07fTfX6x4VGv32Yx/X6bOL\nJCtxCFOnetKJdhjIY1tuOPVU9bpsGRx8sP/n6vX2QO0oK4nMwfZ56SYrpcgG8rs3rAnC1t1HZLKQ\nYVBbvJsXT1lpWLTyVFZs0ledoghSIrISUGeldGTl1FNh3ry+H4ub1RUVvgpO2ZSV3Q2RyEoRdVYa\njVA1FQoJA3XNYnuWoff6fMqeldQGJKfxMa5tHMJUCQoDBWzLDYccAnvuCUuXBn/ONVCnQVaE0aus\nNEWEbKCopu8wCBkG6visS1np+1xEQZ5hoGa+ZIW6hSVqao0lJshKrD7Np5BdKcnKKafAmjWBEzko\nMBsIcskGc6DJigekLI+y4tmxRiBHWSkroSrYWiFLrGdQbj/V3x2jlDnEI4qOejJU7T1e1R6ovbbl\nBiHUjG/ZsuDPWVa7FoczI05EVmqdxAcmwkBRQ4R5hYGEVe9VVlwG21QHx5jZQHEMttVmfYKs5BQG\namC2ycr4jgTKCng+z6UkK6eeqgajhx4K/FjhYSCtrBSHXbvUNQ5NVpyOIqM6Kz0zsBBxZQfpk5Xo\nqct9j522wTbNAcnZSYyHPk4bHOVgqOIfBvLalitOPTWUsuLU4nDW8amRwLNS81BWKjHCQDl6VtyE\nrXtGHzubxQ8xBqe44QOlrLjqrGQ9WNn3kkNW6jsTkhWP57mUZOWEE1Sj+jxrhWYDaWWlWDil9vfc\nM+QXhAidEx8VcWc/DtIOA4kwnpUu0pC7spI2WYmprMRpg6MceJKVACKTK045BdavV0ZbH4jGxEAd\neYVkD1Q8lJWmMKhhhSuRnsW9scceyky1fr33dstVlh46OvayKCtxDLaVltW5CnbWg5WtUHWTlUSZ\nZYNAVmo1OPHEQLLSaqk/razspoi0LpCDjB7auB2K+/vuryRF0No1bRSlrGThWQGYPj1wYPZDIrLi\nEeqpBBCZXOGYbJcv9/9MY6IWRxpkxckG6iArFTP8ufBQVhL7RapVOO00uP9+z82iYdEQrhHVdZ+n\nPjhOVwXTotyncWfk1aaLrOTkWWkKE3NaSsqKTxioVBVsHfQJuXp6GkF7VnYXlImsJF33IXWyUjOp\n0sKsBqxBElVZ6XPuQtcqycqzcsopsGRJ5K/FUbWqQ/6hHsPeVqsU6FkBOPZYGB4OnPEJy0VW7Blx\njXrsAcFRlbrJSuhz4XFPhlpKox/OOAMe6KnooNDoUlayJCtHH63qckS4T32zO5yNPjBa9VyVFdGw\naFRq1KbbyzbsSj8MVMqicKD6nhUrfM+xb1ZZymSl1YJmU2cDlQ5lIiuBHUoEZSWtWYM5JcSAGVVZ\nKXsY6Mwz1ew5woq2djMit8EZlGuixGEgw4BXvCKYrDTqbbISeYVkDzh+HTdZaVUMajGVldQGple9\nCtauhRdf7NnkJmxAR8ee+uBoGHD66bB4ceivxFZWWhYtMz/PirDqNCoTykpjZDcx2IJSVup1eOQR\nz82+fUzKZMX3OFpZKRZbt6pZ16xZEb5UUmUl7XoOp3zkLB77m28yNCXg1pk2TZ3AF17INwxUqbRN\njKmTlRdfVINSBCQJA3mRwfY2DyKTO/rI05WG1a5ymopnZahzXwCtislQ2HMRNUMtLM44Q716qCui\n4VpDB7JVVkDdpxHISty+pSotyDEMJBoWzUqN2gxVFM4a2U08KwAnn6xefZ61vMmKVlb6QAhxjhDi\nRiHEM0KIlhDi/BDfeb0QYokQYkwI8ZgQ4rKwx9u6VZlrQxn3HGTEMNNSVtJ6EIdPPpZjrvpLAnOX\np06F44+HxYvDKytpkBVQH0w7DPSqV6nXCAMBxDv3xrB/GKhaljAQKHl61SoYH/fc7K5y6syIk5CV\no957Jnee/gkOOuvl7feaVRNThDwXQsBBB8HatekOTEcdBTNn+pKVdll66DHYpu6ROPNMZfbdvDnU\nx5MoK+3P5RAGqjRUeX9HoWsmVVYGiazMnAlHHumrYvr2MY4hKyUioZWV8JgGLAOuAPpq8UKIw4Df\nALcBJ6NWhP6uEOJNYQ4WqcaKgzwNthE9K07WZK6YPRsWLgyvrKQRBnL2ZVnpZkHttZfqMCKSlVie\nlQD1pHTKSqPhWw684lIVnEEmSeryrEP34PUPfKVN5gBkxYh2LmbPhgUL0h2YKhVf30qlWc9XWXFI\ntZ+HpguebXA6i4BBzpQuSSYnZaVVMREVQR2T1thuFAYC9aw9+KDnJl8SIUSqY1KgN0YrKxOQUs6T\nUn5GSvlrIMyw+5fAOinlP0gpV0spvwH8HLgyzPFik5WM6qwkyQaKupBeajjrLFixgsrIzlQMtlHJ\nStqKUlSJHWIqK1P8CUnQttxxyinqxrrvPs/NlaZFyw4VVM0KTSrJyu17oFU1o5OV+++nOZZuOzjj\nDM+MoEq3spI1WTn8cNh779D3qa+60+d5NKSFdDwreRhsXSpdnRrNsd0oDATw6ler+8vjPAd6ElO8\nNr7H0cpKYpwF3Nr13s3A7DBfLpuykqTOSmEP4VlnQavFy569PxWDbeiOyQ4pZUJWHnww0jVOEgby\nCm+0vR9hQx9ZYnhYGTrvvddzc0dJdsAiQrXZkGhFCQOBIiujo+yz8aH0ycrTT8OmTR1vd58D94Qm\nk+dSiEik2ncSEIKstFe/zkFZqTQmKuZaokZrNKGyUqvByEjHW6UmK2efDaOjnr6VQE9iBmTFc+Ks\nyUoiHABs6npvEzBTCDHU78tlIytJlJXCHsLjj4cZMzjs2YX9jz9rlloKvasDcVC4ZwXUIDA+HmoV\nVAdJlBXTKwzkeFbKoKyA6kTnz/fMkqo260jXQF2nligM5AVZNTzPky9OOw1Mk5c9dV+6z4QTfulK\nG+6o9AodfURmqbIOWQmRueb7XPWZLRvSai8smcfMWql0dtqyqCHHE5KVV7yi51qVmqycdhoMDXlO\nDAL7GB0GmvwoE1lJIxuokDBQtQpnnskRm0OQldmzVRL/okU9m3wrNPohqzDQqaeq3+RTAMwLcTwr\nE6Xp/cNApse2QnD22fDMM/DUUz2bKq2JMBBMrOOT5r3YMsxo58JWg17+zIJ0B6ZDD1Xhl657o/sc\nZFrB1sGZZ8KWLfDEE30/6tuGPn2ZiYVwG2wzHqzcaxFZYkLJiX3+zjkHVq7sSDfPxPCcFoaGFCEu\nkKzoMFB2eA7Yv+u9/YGXpJTe6Qs2rrzyStasOZ9bbjmf889Xf3Pnzu1/xDzDQIOgrADMns1RWxZi\nGn1meSeeqNjhXXf1bIpMOrIiK1OmwCtfGbmORdQ2OGZUg97wxpSZatvMqSUIA4EiK+DZiVZds2GI\nuOhgSMzYy2TGlIjnYvZsDns2ZWXFCb90+XeqTatDXer2rGQyOIbMXJOyj2cloG+p8f+3d+dhUpTn\n3se/92zMAAoqCEZEJSioqCyigKyDYRQUgqiICueNEo5LFsnJpsmJJ/FoYtwSY1TUREXNGDVRcSXu\nSxSNEI0b7r5oBBQXlGWY7Tl/PN1DT09Pb1PdXc38PtfVF0x1VffTXdVVd93PVg9d8jfOSuyIuY0x\nmZWsv79x4/wXEHPchnZQuKixY3154zJmhcqs1NbW+uvj/fcz/a23mD59OgsXptUkNGvbarDyDDA5\nbtmUyPKkLr30UsyWcPrpS1iyxD/mzJmT+h1zFGEGMYJtwX6Eo0bRc8tH9GtoZ+6UqJISfwJ54ok2\nT2V8wY/URwcerIBv6Pb002mvnlWwUlXGyr2nM3jyrm2e69Kjko9ue5yh/xV/aBdI796w996Jg5XY\n+WPwd8RBBysHPrOIgaufymyj0aPp9eV79HFrgisIwIQJvkos5jdZEvcd5LyBLfh9MmBAyuO0qclf\n9zK9yDU3NlNKc8tcTXnputy8NfBtLKmABn/lTDrzezIDBsAuu8CTT7YsCnU1EPgbg9Wr22TM8p1Z\nib7PnDlz/PXxmGNYsssuLFmyhEsvvTSQ92pPUQQrZtbNzA40s6GRRQMif+8Wef6XZnZDzCZXxpV0\nVgAAIABJREFURda5wMwGmdnpwDHAJaneq67Ot2UKSzVQR9usFKwaCPzFHdjvy2Wp1x0/3t+Zxn2m\njAe1GzoUnn02N8HKxImwcqU/aaQhmzJYaQmDX7+LPickCEhKStj5mPGU9N05/RfMtUMPTRysuNYX\n6kYrD7zNCmVlmU/wM9q3sR+6OeV9S2YmTfLTtce0hYgP2HLewDZq4kR49NGkq2R7kWvY5JdbdPbr\nPGRWypq2Du/fWFJBScMWyso6MByDmb85KqZgZcwY/2/cb63g1UBqs9LGQcA/geX4cVYuBlYAP488\n3xfYLbqyc+49YBpwGH58loXAKc65+B5CbXz5pf83TMFKUfYGAujVi39XDWTw52kGK3V1ber9k3bN\nS6S62o8zsX49kINgBVJeCKKCnvE6lA491Dc6/uKLVotbDRyGn8cn6MxKVvr1Y13X3ThwY/oZsrQM\nHw7bbdfq2Gg1hw7kJ7MCPnB66aWkg8MlvcglyRJHg5V8ZlZKY7pKN5ZWUO6yn2Oqxbhx/jyxeTNQ\nBMHKjjv6TgtPtc4kJj3H5KOBrdqstOace9w5V+KcK417nBx5/hvOueq4bZ5wzo1wzlU55/Zyzt2Y\nzntFrnHhHmclmv8Me5sV4M0Jp9DtoH1Srzh0qD/Zx1UFZZydmDQJmpvp9ap/naxTxYn06ePb1zzy\nSFqrR8seaBnC5tBDfQvoZa0D0rLm+q1DsoOfNTcMwQrwxo6j2WdDZmPmpFRW5i+AMcFKaXMDrrxA\nwQrAY4+1u0rWmZXIJIIllflrs1LWXN/yPTaVBNSrbNw4/xkjjfoLfZ5MS4IsZqGqgVq9hzIrhRG9\nQQx1ZiWD0QkLWg0ETLz/x4yvPS31imVl/scY18g242BlwADo35++rz7SsVRxe6qr086sNDSQmzKE\nyaBBvidMTEodIt1bY3ZaY1AXmQDs/+hl9Ht5afAvPGmSv5hETt5lzTGDp0Gru9CcNujcdVe/X5IE\n1SkHE2vnAtS4OZJZia0Gik7JmyOxWbqm0oCOoyFDoGfPluO2KIKVsWPhlVfa9GIC9QbqlDqUWclX\nm5Xo+xVBZiUj48f7k33MAHEZBytmUF3NV15/NDefu7oa3nkn7a6h23QVELR83zz4YKvFrUY5JUTV\nQMB2A/uw41cqg3/hiRP9WEGRqsxWE/5BfnoDRVVXJw1Wsh1MrE2wEn2BHF6wfODrv6zAgpXSUn9z\nFMnkFsV5ctIk3yr64YdbFmmclU4smlnZYYcMN8znOCuQdkRbFD/CqAkTYMOGVvNgZNVQtrqa3h++\nSJ/SdcGWD3wZzdLKroS+O2RQamr8BfrTT1sWtRo4jMikgwGPsxI6w4b5iecix0Z8dilv1UDgL2xv\nvAEffJDw6WwvcgkzK5DTC1bsXERNZT5YCeQ4Gj/e95rasqU4zpP9+/t2K0u3ZgWVWenEvvjCN53I\nuJ1BPquBou+XZmalaC4QI0f6Lz/mx5hVI9VInf1EHguubFE77OAbU6bRbqUoToBBqKnxVQEPbW2/\nXuZiBg7DtzUIS2YlZ0pL/QUw0lYkPmDLW28gSNkYvKNtVqKTauYtsxI5ATSXBVideMQRsGkTzY8+\nTlNTkfxWa2r8+TEy3koo2qw0NqY1YnJHKViJs2GDH/09Y/kcZyWD9yuqu/vycpgyBe67r2VRVpmV\nfv34ZKe9GN+cXtuSjEVT7Cl+oJ0mWOnXzzc8jgkyy4mZP4bIpIMhabOSU9XVvipz06Y2AVteMyu9\ne/tBDFMEKwlvApKcW5rq/PLSqpgGtpD7zErkWAo0WBkyBHbbjeZ77gWK5KaupsbPQ/Xaa0CKdnH5\nqgaKFiTHFKzE2bgxy2BFbVaCMW2ab6Ef6XaZ7Xgpb+9ezdj69HrtZGzyZPjwQ3j11aSrFVVWq6Nq\nauCBB1oCuArq2wQr23xmBfzxW1cHDz3UJmDLy3D7sSZPhr/9LWFQnW2blZZgJZpZyWAYhWyV09DS\nVdoFWQ1kBtOmUXL/vYArjmNzwgQ/bUTkxiDpzWjAmZWSkgTDGuUhWI1SsBJnwwZf7ZyxfFcDZdBm\npagumEcc4U+uDzwAZB+sdD3jZNac/JPcpCcnTIDu3eHOO5OuVlRZrY46/HAfwL3yCq7ZUUZTgsxK\nw7bdMwr8iL6DBsFdd/l5i+KrgfLRGyjqqKP83E1xk/ZBGtUH7Vx82gQr0RfIZWaFmGqg8oB7lU2d\nSsk7b7M3bxTHb7Wqylc1xpwf2y13376+3VIA58CkM3RHC5JjClbidChYydc4Kxm8X9FdMPv2hREj\nWqqCsg1Whpx8MOMWnZSbfsOVlT6ouuOOpKsVXVarI8aN8yfSpUtbBg5rmT8Gn77vUpKfXgMFN2MG\n7u67fXDWTrCSl5uIceN8t8YEx2m2bR2aNke6ZVflJ7PSVN9EKc0t36MLOliprsZ16cI07i2e32pN\nje/FtHlz8nPMjBnw9tvwr391+C3bfZ88ZNaiFKzE2bgxy2ClosKnfwOW9CDZ1noDRU2b5u8cGhtz\nM2x+EGbO9Hes77/f7ipF+d1nq7LSZ5weeKDtKKf4GZIrLD+9Bgpu+nQsUo1psRFJPhvYgm/McNRR\nwQYr8W1WcpxZaTmWIoPQBR6sdOvGltGTii9YqauDxx9PfhxVV/s2DX/5S4ffMmlHD1A1UCFk3Wbl\ngANg7Vo/d0yAgugNVDQ/wqipU+Hzz2HZsvAOWT91qv9ik1QFFXpAvrw78kh4/HGaVn8ExMwfA7gy\nXw3UKYwahevVG4jp4gv5bWAbNXOmb4z5+uutFmfbwLZ5i1/eJrOSq2Al0vuoJUNVHmCblYiNE6cx\nnieorP8i9cphsO++sMcecOedyY+jigqfXQkgWEna0QOUWSmErDMrRxzhu93++c+BlieI3kBFd8Ec\nOdL3Zrj77vBmVnr08HcuSaqCijJQ7IhZs6CpiZLbbwXiMysVnSezUlpKQ82RAK2rgaqq/Ammri5/\nx8aUKdC1a5ugOmkD2x12gFWrEo5K2yZYyXGbhfjMChXBj4T8xbhplNPITm+mMYdZGJjBccfB7bfT\nVJei0fqsWb4jQAdvopN29ABlVgoh6zYrlZX+LuaWWwJt1NkpMyslJS3fZcOWZiCkn2HmTF93/Mkn\nCZ8uyu++I/r2hYkT6XKbn4arpREmQFk5FdZJ2qwAdTUzgLjMyte+BvX1uHvuzd+4HlVVvvFzXFCd\n9CZg1iw/s3iCbs/RNivlXfOTWWncFJmLKGYQuqCDld0n7snGd9ay38Ipwb1orh1/PHzyCbu//Ujy\nm9EpU3xngA5mV5J29IiukGMKVuJkPc4KwOzZPoJ96aVAytLU5Mfa6nRtVgDmzoVVq9jxFT93Ryg/\nw4wZfgfdfXfCp4v2u++I2bMpf/0VoPWF2pX7rsudRcOkKfxth9nY8GFbF+6zD4wcibthMZDHY2Pm\nTD8cQMxotkmDlYMP9r2aFi9u81RzfSSz0jVunJVcZ1bigpUgs8UlJdBtz52La8LRoUNh77058LVb\nkh9HlZW+DeDtt3fo7VL2BlJmJf/q6rLMrAAcdphvfX/LLYGUJdvuhbGKshoI/Lwde+7Jnk/6E2Yo\nTyR9+/rRcq+7LuHTRfvdd8TRR+MiO6sldQ/0Gbk7DQMGF6pUebdTvyqmfHoLhxy3e+sn5s7FHriP\nnViXv2Nj+nRfFXTDDS2LkrZZMYN58+Cvf/V3bzFcpBqoJbOS44tVdHj/aINe6xKeCTELygxmz+aA\nd+6ga+mW5Oseeyy88ELLQHLZUG+gkMo6WKmo8CnUgKqCsm0EF/8aRfnDNoO5c9lz+W10L90c3vE5\n5s/3VUFvvNHmqaL97juiVy82jjoMaF0NtM9V32Wflcm7encKxx/v/yHFHXGQtt/et3H4wx98JpAU\nbVYATjrJt6+Jqz5y9XHBSq67Lm+OG95fwcpWxx9P1/r1jNuUYgbxI4/0M6P/4Q9Zv5V6A4VU1tVA\n4KuC3n0XlnW8sVbKUSa31TYrUXPnUlH3JUeX3lXokrRv5kyfTUtwIijq774DPp3iL8it2qyI17s3\n9ZOnMpcb83tszJ/vz0uRdigNDf5+oM2IpFG77+7nF4qrCmquiwQPFZEN85xZKelSQQUNlJflfi6a\n0Nt3X97vOYSvfZaiU0eXLj5Ttnhx1vtJvYFCKuvMCvgf+IABcMUVHS5H0mqgbbk3UNTAgfx799Gc\n0HxjoUvSvspK377m+uvbnAg6a7DCscdy17D/ofuYAwpdklDaMHMuh/AcPdcEO8xBUmPG+DYz11wD\npHlszpsHDz8M773XssjVN7CFCqwkkurMc2YlWrVYVdZ52j8l897071Jx0IGpVzzlFD+FSTvt61JR\nb6CQ6lCwUloKp50Gt94KH33UoXKkrAba1jMrwBuHzGNgyTt5+TFkbf58v6/vuafV4qIOFDug/+Cu\nzFhxDrvv3aXQRQklN+1I/tHv6/TtsTl/b2rmj9M77oB169I7Lxx7rE8z//73W5c1NNBA3NgxkPPM\nSrSrtEWClcrOMhpyCuNumM/E+36YesX99oNRo+Daa7N6n5TVQMqsFEaHghWAk0/2TcyzPDCiklYD\nde/u5/1IMBZCrGIPVibdPJ+v1r0a7qv+kCH+RHDVVa0WF/t3L7nRq18lI9+/g71nD0u9cpDmzvVt\n6a6/Pr1Aunt3WLDAZ2MiDW1dfQONFnNQl5b6c12OgpXouC7RaqDSaGalJEWjUmlr/nw/AeKqVRlv\n2m41UK9evvfrxIkdLl4qClYS6FCbFfBtGE48Ea68Ehobs36ZpNVAc+f6od5vu63d7aNdn8N8nU+p\n3fnPQ+bb34YHH2w1aZyCFQmV3r1hzhy49FKaN29J79g84wwfqER7EtXX00jcht26+RunHIifi6ik\nymfrqkqVWcnY7Nk+AL388ow3bTezUlbmb9a2267j5UtBwUoC3boF8CJnnOHHNbgr+8ahSauBRozw\nc0Scd15LC//2ttcFMw+OOw6++lU4//yWRQpWJHTOOgtWr2a/529I79js39/3cPztb/15pqGBBos7\nIZ10km+j9+WXgRc3OhdRdFyXaJuVLp1ogMHAdO/ur0tXXgmffprRpmGYEFfBSpzu3QO6kR82zE/l\nff757QYTqaTsXviTn8DLLycdlCzp9hKcsjL48Y/92BSvvgp03jYrEmKDB8OsWRz69wuoLEsz63vm\nmfDmm75NVkMDjSVxJ5Szz/aByu9+F3hx3ZbWmZVodVCnmcE7aGee6bP9Ge6rMNx4KViJ0717gC92\n3nmwYkXWowcmzayAnwJ+/Hj/PgnGdUm5vQRr3jzo1w9++UsgHD9wkTbOPpudPn+HmVvSHLxy1Ch/\nnjn7bEq2bG7dZgX8Mb9gAVx0EaxfH2hRo5mVim6tg5VKZVay06cPfPObPlOWQSas3WqgPFKwEieQ\nKqCosWP9UMc//WlWraVTZlYA/vu/4R//SDj3Q1rbS3AqKuAHP4DaWnjtNQUrEk7DhvHKHlM59bM0\ns75mcPHF8MorDHv1ZpriMyvgq5c2bfIXwQC5uOH9o/+qGqgDvv99H6gsWpT2JqoGCqFAgxXw1UBv\nvdXukOzJpFWNc9hhfoTC733PjziZ6fYSrAUL/PTt3/42DfVO372EUtmFv+KTX13re/Kk46CDYO5c\nttv8EY0lCW6xv/IV3x7iwgsDbWzbvKX1xIkt1UAKVrLXv7/vsXr++bBuXVqbhOHGS8FKnECrgQAO\nOABOOAF+9jP4/POMNk27Gue3v/XjfJx3XsLtC32QdSqVlXDZZfDwwxy+8faCp05FEhl0zP4cfOaY\nzDY6/3zqS6sSZ1bAZ3m7dvXZxYDEz0UUzaxUoGClQ84912fVfvKTtFZXNVAIBZ5ZAbjgAp8i/dGP\nMtos7WqcAQN8486LLoLXX2+zfaEPsk5n6lSYPp1zN36Prs0bUq8vUgz69WPpEb/h1b1mJH6+Z09/\nrquthccfD+Qt3ZZ6GihrGTG3vJsyK4HYeWcfsFxzDTz/fMrVVQ0UQoFnVgB23RV+9Su4+mp48sm0\nN8soM/KjH/n03kkntUQpyqwU0G9+w05uHcOf+X3qdUWKxFF3L+DYfya5G583D0aPhm99K5CB4lx9\n6xFzlVkJ0Gmnwf77++q7IhhcVMFKnJxkVgBOPdXPz7FgAdTVpbVJRr15qqr8bM8vvugbu6FgpaD2\n3JN3Fz3IgMvOLHRJRPKnpMSPufL662lXMSTjg5WtJ8BoZqVcwUrHlZX5MVeef75NE4J4qgYKoZxk\nVsD/iK++2s98evrpCbsax8u4N89BB8Gvfw2XXAL33KNqoALbd8FYdtlD8+NIJzN0qK8OuugiuP/+\njr1WQz0NMV2le/SuYH3ZjvTvXwSjWheDMWPgnHPg5z9PWnWnaqAQyllmBfxkUldf7XsGpTErc1aZ\nke9+F6ZPhxNPpHzlS5lvLyLSUWee6YdtmDevY72D6luPmFveqwc9Gj5h929PD6CQAvgM2LhxviPI\nxx8nXEXVQCGUs8xK1Lx58J3v+B/zo48mXbW+fus8YWkzg5tuggED2O8HR7ArHxT8IBORTsbM35RV\nVfnhFdauze516utpih+EToJVWgo33+xHtp0yJeFQ/GEYjVvBSpycByvg06MTJ/oMyNNPt7ta1tHs\ndtvBfffhSkq5nyPosjmzLtMiIh3Wuzc8/DB88QVUV/vhFTKVaHh/Cd6uu/p99cEHPrj87LNWTyuz\nkgEzO8PM3jWzzWa2zMxGplj/TDNbaWabzGyVmV1iZikbEOS0GiiqvBzuvBOGD4fDD4dnn024Woca\nNe2yC2/97gGadupDt9L0GvSKiARqr73gkUf83fqECbBqVUabW2ND4kHoJHhDhvh9tWoVTJoEq1e3\nPKVgJU1mNhu4GDgHGAa8CCw1s17trH8C8MvI+oOBk4HZQPImz+QpWIm+0T33+EHjJk+GP/+5zSod\nbdS0/3H7MHTdQ/Qc3LcDBRUR6YBBg+CJJ2DLFt+t+aWX0t7UGlQNlFf77w+PPeZHth0zBt54g6Ym\nP36cqoHSsxBY5Jxb7JxbCZwKbMIHIYmMBp5yzv3ZObfKOfcQUAscnOqN8lINFLXddrB0KXz963D8\n8b4dy5YtLU+HIZoVEemwvfbyVd69e/s50669Nq0ekTQ20FiqzEpeDRni91VVFYweTdPim4HCTx0S\n+mDFzMqBEcDD0WXOOQc8hA9KEnkaGBGtKjKzAcBU4N5U75e3zErsG954I1x+ue8hNGxYS7VQGPq2\ni4gEom9fn2GZNcvP/DtlSqsRtxMpaahvf3h/yZ3+/eGpp2DKFCpOPoklTKfHhuDmfMpG6IMVoBdQ\nCsQ3J18LJKzfcM7V4quAnjKzeuBN4FHn3AWp3iyvmZUoMz+K4IoVvgBjxsCpp9Llkw8LHs2KiARm\n++3hj3+EBx7wE7zuuy/Mnw/vvZdwdWtsoEmZlcLYcUeorWXDzXdxUMkK+nz8ckGLUwzBSsbMbCJw\nNr66aBhwNHCkmf001baVlbktW1LR9NtFF8Ftt/HDawbyw8/OSm8adxGRYlFTAytX+gEslyzx85tN\nm+b/39jYslpJUwPNyqwUVPcTprPLhrc45Gc1BS1HWUHfPT3rgCagT9zyPsCadrb5BbDYOXdd5O9X\nzKw7sAj432Rv9r3vLaRHjx6tls2ZM4c5c+ZkWu7slJXBwoXwjW/wwuyLGPLmexkOtCIiUgS6dPGD\nWJ5yip8qZNEimDHDd6M95RQ4+mhKG7fQXKpgpeCqqlr9WVtbS21tbatl69evz2kRzKXTyKnAzGwZ\n8Kxz7ruRvw1YBVzmnLswwfrPAw86586KWTYHuAbYziX40GY2HFi+fPlyhg8fnqNPkgXnfDWRiMi2\nbsUKH7T86U+wwc9Y/mzfGRyy+s4CF0xSWbFiBSNGjAAY4ZxbEfTrF8st+yXAN81snpkNBq4CugLX\nA5jZYjM7P2b9u4HTzGy2me1hZl/DZ1uWJApUQk2Bioh0FsOH+2Dl44/hoYdYNuks1nz91EKXSkKg\nGKqBcM7dGhlT5Rf46p8XgBrnXHQig35AY8wm5wLNkX93BT4GlgAp26yIiEiBVVbC5MmMmjy50CWR\nkCiKYAXAOXcFkHD2P+dcddzf0UDl3DwUTURERHKoWKqBREREpJNSsCIiIiKhpmBFREREQk3BioiI\niISaghUREREJNQUrIiIiEmoKVkRERCTUFKyIiIhIqClYERERkVBTsCIiIiKhpmBFREREQk3BioiI\niISaghUREREJNQUrIiIiEmoKVkRERCTUFKyIiIhIqClYERERkVBTsCIiIiKhpmBFREREQk3BioiI\niISaghUREREJNQUrIiIiEmoKVkRERCTUFKyIiIhIqClYERERkVBTsCIiIiKhpmBFREREQk3BioiI\niISaghUREREJNQUrIiIiEmoKVkRERCTUFKyIiIhIqClYERERkVBTsCIiIiKhVjTBipmdYWbvmtlm\nM1tmZiNTrN/DzH5vZh+aWZ2ZrTSzw/NVXhEREQlGWaELkA4zmw1cDCwAngMWAkvNbG/n3LoE65cD\nDwFrgKOBD4Hdgc/zVmgREREJRFEEK/jgZJFzbjGAmZ0KTANOBn6dYP1TgJ7AKOdcU2TZqnwUVERE\nRIIV+mqgSJZkBPBwdJlzzuEzJ6Pb2ewo4BngCjNbY2YvmdlZZhb6zysiIiKtFUNmpRdQCqyNW74W\nGNTONgOAauAm4AhgIHAl/vOem5tiioiISC4UQ7CSjRJ8MLMgkoX5p5n1A75PimBl4cKF9OjRo9Wy\nOXPmMGfOnFyVVUREpGjU1tZSW1vbatn69etz+p7mr+XhFakG2gTMcs4tiVl+PdDDOTczwTaPAfXO\nuSkxyw4H7gW6OOcaE2wzHFi+fPlyhg8fHvjnEBER2VatWLGCESNGAIxwzq0I+vVD34bDOdcALAcm\nR5eZmUX+frqdzf6Or/qJNQhYnShQERERkfAKfbAScQnwTTObZ2aDgauArsD1AGa22MzOj1n/SmBH\nM7vMzPYys2nAWcDleS63iIiIdFBRtFlxzt1qZr2AXwB9gBeAGufcx5FV+gGNMet/YGY1wKXAi8C/\nI/9P1M1ZREREQqwoghUA59wVwBXtPFedYNmzwJhcl0tERERyq1iqgURERKSTUrAiIiIioaZgRURE\nREJNwYqIiIiEmoIVERERCTUFKyIiIhJqClZEREQk1BSsiIiISKgpWBEREZFQU7AiIiIioaZgRURE\nREJNwYqIiIiEmoIVERERCTUFKyIiIhJqClZEREQk1BSsiIiISKgpWBEREZFQU7AiIiIioaZgRURE\nREJNwYqIiIiEmoIVERERCTUFKyIiIhJqClZEREQk1BSsiIiISKgpWBEREZFQU7AiIiIioaZgRURE\nREJNwYqIiIiEmoIVERERCTUFKyIiIhJqClZEREQk1BSsiIiISKgpWBEREZFQK5pgxczOMLN3zWyz\nmS0zs5Fpbne8mTWb2V9zXUYJl9ra2kIXQQKk/bnt0T6VdBVFsGJms4GLgXOAYcCLwFIz65Viuz2A\nC4EnclxECSGdCLct2p/bHu1TSVdRBCvAQmCRc26xc24lcCqwCTi5vQ3MrAS4CfgZ8G5eSikiIiKB\nC32wYmblwAjg4egy55wDHgJGJ9n0HGCtc+663JZQREREcqms0AVIQy+gFFgbt3wtMCjRBmY2FvgG\ncGBuiyYiIiK5VgzBSkbMrDuwGPimc+6zDDatBHjttddyUi7Jv/Xr17NixYpCF0MCov257dE+3XbE\nXDsrc/H65mtUwitSDbQJmOWcWxKz/Hqgh3NuZtz6BwIrgCbAIouj1V1NwCDnXJs2LGZ2AnBz4B9A\nRESk8zjROfenoF809JkV51yDmS0HJgNLAMzMIn9flmCT14D945adB3QHvgO8385bLQVOBN4D6jpc\ncBERkc6jEtgDfy0NXOgzKwBmdhxwPb4X0HP43kHHAIOdcx+b2WLgA+fc2e1sfx0+C3N0noosIiIi\nAQl9ZgXAOXdrZEyVXwB9gBeAGufcx5FV+gGNhSqfiIiI5E5RZFZERESk8wr9OCsiIiLSuSlYERER\nkVBTsEL2kyRKYZnZOZFJKmMfr8Y838XMfm9m68zsSzO73cx2LmSZpTUzG2dmS8zs35H9Nz3BOr8w\nsw/NbJOZPWhmA+Oe38HMbjaz9Wb2mZlda2bd8vcpJCrV/jSz6xL8Zu+LW0f7MyTM7Cwze87MvjCz\ntWZ2h5ntHbdOyvOsme1mZvea2UYzW2Nmv45MiZO2Th+sZDtJooTGy/hG130jj7Exz/0GmAbMAsYD\nXwH+ku8CSlLd8A3mTwfaNKAzsx8B3wIWAAcDG/G/z4qY1f4E7IMfzmAafl8vym2xpR1J92fE/bT+\nzc6Je177MzzGAb8DDgEOA8qBv5lZVcw6Sc+zkaDkPnyHnlHAfwD/D99hJn3OuU79AJYBv43524AP\ngB8Wumx6pNx35wAr2nlue2ALMDNm2SCgGTi40GXXI+E+awamxy37EFgYt183A8dF/t4nst2wmHVq\n8L0D+xb6M3XmRzv78zrgr0m2Gaz9Gd4HfvqbZmBs5O+U51ngCKAB6BWzzn8CnwFl6b53p86sdGCS\nRAmPvSIp57fN7CYz2y2yfAQ+ko/dt68Dq9C+LQpmtif+zjt2H34BPMvWfTgK+Mw598+YTR/C39Uf\nkqeiSmYmRqoUVprZFWa2Y8xzo9H+DLOe+H3xaeTvdM6zo4CXnHPrYl5nKdAD2C/dN+7UwQrJJ0ns\nm//iSIaW4dOJNfgBA/cEnojUb/cF6iMXt1jat8WjL/7EmOz32Rf4KPZJ51wT/mSq/Rw+9wPzgGrg\nh8AE4L7IqOSg/RlakX30G+Ap51y0bWA659m+JP4NQwb7tCgGhRNJxDkXO6zzy2b2HPD/gePQlAki\noeOcuzXmz1fM7CXgbWAi8GhBCiXpugLYl9btAvOms2dW1uEnN+wTt7wPsCb/xZGOcM79QTOCAAAD\nmElEQVStB94ABuL3X4WZbR+3mvZt8ViDb0OW7Pe5BojveVAK7Ij2c+g5P6nsOvxvFrQ/Q8nMLgem\nAhOdcx/GPJXOeXYNiX/DkME+7dTBinOuAYhOkgi0miTx6UKVS7JjZt2Br+IbZS7HN8qL3beDgP7A\nMwUpoGQkciFbQ+t9uD2+7UL09/kM0NPMhsVsOhkf5Dybp6JKlsysH7ATsDqySPszZCKBygxgknNu\nVdzTyc6zsb/R/eN62E4B1gOvkiZVA8ElwPWRmZ2jkyR2xU+cKCFmZhcCd+OrfnYFfo7/4dzinPvC\nzP4AXGJmnwFf4mfp/rtz7rlClVlai7QvGoi/GAEMMLMDgU+dc+/j68h/amZv4WdEPxffW+8uAOfc\nSjNbClxjZqcBFfiulrXOOd2J51my/Rl5nIPv1romst4F+GzoUtD+DBszuwLftXw6sNHMohmR9c65\nuhTn2X9E1v0bPii5MTIUwS743/HlkYRBegrdFSoMD/yYAO/hu0Q+AxxU6DLpkdZ+q8VfuDbjW5//\nCdgz5vku+BPdusiP6DZg50KXW49W+3ACvptjU9zjjzHr/A8+W7YJf1EbGPcaPYGb8HdqnwHXAF0L\n/dk64yPZ/gQqgQfwgUod8A5wJdBb+zOcj3b2ZRMwL2adlOdZYDfgHmADvnHtBUBJJmXRRIYiIiIS\nap26zYqIiIiEn4IVERERCTUFKyIiIhJqClZEREQk1BSsiIiISKgpWBEREZFQU7AiIiIioaZgRURE\nREJNwYqIiIiEmoIVERERCTUFKyJSFMysOjKhoYh0MgpWRKRYHIOf2E5EOhkFKyJSLMYCTxS6ECKS\nfwpWRCT0zKwnsB/wZKHLIiL5p2BFRELLzGaZ2f1szaj8p5ndZ2bjClkuEckvc84VugwiIkmZ2XnA\nMc65QYUui4jknzIrIlIMDkVVQCKdloIVEQk1MysDRqJgRaTTUrAiImE3AqhEPYFEOi0FKyISdmOA\n1c65dwHMbICZVRa4TCKSRwpWRCTsRgF/j/n7v5xzdYUqjIjkn4IVEQm7UiCaVZkL3F/Y4ohIvqnr\nsoiEmpkNAy4EXgT+5Zy7ocBFEpE8U7AiIiIioaZqIBEREQk1BSsiIiISagpWREREJNQUrIiIiEio\nKVgRERGRUFOwIiIiIqGmYEVERERCTcGKiIiIhJqCFREREQk1BSsiIiISagpWREREJNQUrIiIiEio\nKVgRERGRUPs/+yZ/uz+HgI8AAAAASUVORK5CYII=\n",
+            "text/plain": "<matplotlib.figure.Figure at 0x7f04859977f0>"
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
-   ],
-   "source": [
-    "import numpy.ma as ma\n",
-    "\n",
-    "mask_H = []\n",
-    "mask_L = []\n",
-    "K_H = []\n",
-    "K_L = []\n",
-    "B = list(A)\n",
-    "B.append(B[n])\n",
-    "\n",
-    "Y = []\n",
-    "\n",
-    "for i, a in enumerate(A):\n",
-    "    \n",
-    "    b = B[i+1]\n",
-    "    \n",
-    "    if a == theta_H and b == theta_H:\n",
-    "        mask_H.append(0)\n",
-    "        mask_L.append(1)\n",
-    "    elif a == theta_L and b == theta_L:\n",
-    "        mask_H.append(1)\n",
-    "        mask_L.append(0)\n",
-    "    elif a != b:\n",
-    "        mask_H.append(0)\n",
-    "        mask_L.append(0)\n",
-    "        \n",
-    "    K_H.append(k_ss_H)\n",
-    "    K_L.append(k_ss_L)\n",
-    "    Y.append(f(X[i], a))\n",
-    "\n",
-    "X_H = ma.masked_array(X, mask=mask_H)\n",
-    "X_L = ma.masked_array(X, mask=mask_L)\n",
-    "\n",
-    "Y_H = ma.masked_array(Y, mask=mask_H)\n",
-    "Y_L = ma.masked_array(Y, mask=mask_L)\n",
-    "\n",
-    "plt.plot(T, X_H, color=\"blue\", lw=1)\n",
-    "plt.plot(T, X_L, color=\"red\", lw=1)\n",
-    "plt.plot(T, K_H, '--', color=\"blue\", lw=.5)\n",
-    "plt.plot(T, K_L, '--', color=\"red\", lw=.5)\n",
-    "plt.xlabel(\"$t$\", fontsize=14)\n",
-    "plt.ylabel(\"$k_{t}$\", fontsize=14)\n",
-    "plt.title(\"Path of $k$ over time\")\n",
-    "plt.show()\n",
-    "\n",
-    "plt.plot(T, Y_H, color=\"blue\", lw=1)\n",
-    "plt.plot(T, Y_L, color=\"red\", lw=1)\n",
-    "plt.xlabel(\"$t$\", fontsize=14)\n",
-    "plt.ylabel(\"$k_{t}$\", fontsize=14)\n",
-    "plt.title(\"Path of $k$ over time\")\n",
-    "plt.show()"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
+  ],
+  "metadata": {
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3",
+      "language": "python"
+    },
+    "language_info": {
+      "mimetype": "text/x-python",
+      "nbconvert_exporter": "python",
+      "name": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.5.4",
+      "file_extension": ".py",
+      "codemirror_mode": {
+        "version": 3,
+        "name": "ipython"
+      }
+    }
   },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.8"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
+  "nbformat": 4,
+  "nbformat_minor": 2
+}
\ No newline at end of file
diff --git a/0-pre-requisitos/3-sql/0_conectando_python_em_db_sql.ipynb b/0-pre-requisitos/3-sql/0_conectando_python_em_db_sql.ipynb
old mode 100644
new mode 100755
index 3818fa2..01a5936
--- a/0-pre-requisitos/3-sql/0_conectando_python_em_db_sql.ipynb
+++ b/0-pre-requisitos/3-sql/0_conectando_python_em_db_sql.ipynb
@@ -16,22 +16,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 69,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "OperationalError",
-     "evalue": "could not translate host name \"data-science.cjkghcc9gsud.us-east-1.rds.amazonaws.com\" to address: nodename nor servname provided, or not known\n",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mOperationalError\u001b[0m                          Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-1-e568e5236727>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     12\u001b[0m \u001b[0mpwd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'trainingwrite'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0mconn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpsycopg2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconnect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"host='{host}' port={port}  dbname='{dbname}' user={username} password={pwd}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/psycopg2/__init__.py\u001b[0m in \u001b[0;36mconnect\u001b[0;34m(dsn, connection_factory, cursor_factory, **kwargs)\u001b[0m\n\u001b[1;32m    128\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    129\u001b[0m     \u001b[0mdsn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_ext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmake_dsn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdsn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 130\u001b[0;31m     \u001b[0mconn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_connect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdsn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconnection_factory\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mconnection_factory\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwasync\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    131\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mcursor_factory\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    132\u001b[0m         \u001b[0mconn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcursor_factory\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcursor_factory\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mOperationalError\u001b[0m: could not translate host name \"data-science.cjkghcc9gsud.us-east-1.rds.amazonaws.com\" to address: nodename nor servname provided, or not known\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import pandas as pd\n",
     "import pandas.io.sql as sqlio\n",
@@ -40,18 +27,18 @@
     "from sqlalchemy import create_engine\n",
     "import io\n",
     "\n",
-    "host = 'brdh2-ds2019.cpvwsnqnnd2w.us-east-1.rds.amazonaws.com'\n",
+    "host = 'data-science.cjkghcc9gsud.us-east-1.rds.amazonaws.com'\n",
     "port = 5432\n",
     "dbname = 'db3'\n",
-    "username = 'digitalhouse'\n",
-    "pwd = 'Digitalh'\n",
+    "username = 'trainingwrite'\n",
+    "pwd = 'trainingwrite'\n",
     "\n",
     "conn = psycopg2.connect(f\"host='{host}' port={port}  dbname='{dbname}' user={username} password={pwd}\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 70,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -61,7 +48,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 71,
    "metadata": {},
    "outputs": [
     {
@@ -162,7 +149,7 @@
        "8      8  4  4"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 71,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -180,15 +167,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 72,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 1.04 ms, sys: 743 µs, total: 1.78 ms\n",
-      "Wall time: 1.04 ms\n"
+      "Wall time: 0 ns\n"
      ]
     },
     {
@@ -219,53 +205,53 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>0.237575</td>\n",
-       "      <td>0.313269</td>\n",
+       "      <td>0.452313</td>\n",
+       "      <td>0.337163</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>0.135886</td>\n",
-       "      <td>0.245108</td>\n",
+       "      <td>0.597845</td>\n",
+       "      <td>0.869110</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>0.803706</td>\n",
-       "      <td>0.380767</td>\n",
+       "      <td>0.891261</td>\n",
+       "      <td>0.471389</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0.578443</td>\n",
-       "      <td>0.160269</td>\n",
+       "      <td>0.683479</td>\n",
+       "      <td>0.692223</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>0.898139</td>\n",
-       "      <td>0.492082</td>\n",
+       "      <td>0.706336</td>\n",
+       "      <td>0.873535</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>0.682028</td>\n",
-       "      <td>0.468385</td>\n",
+       "      <td>0.302285</td>\n",
+       "      <td>0.394499</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>0.853587</td>\n",
-       "      <td>0.138461</td>\n",
+       "      <td>0.378814</td>\n",
+       "      <td>0.650194</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>0.004633</td>\n",
-       "      <td>0.237382</td>\n",
+       "      <td>0.852873</td>\n",
+       "      <td>0.106283</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
-       "      <td>0.873710</td>\n",
-       "      <td>0.609603</td>\n",
+       "      <td>0.038916</td>\n",
+       "      <td>0.499037</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>0.334734</td>\n",
-       "      <td>0.015687</td>\n",
+       "      <td>0.047853</td>\n",
+       "      <td>0.874112</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -273,19 +259,19 @@
       ],
       "text/plain": [
        "       col1      col2\n",
-       "0  0.237575  0.313269\n",
-       "1  0.135886  0.245108\n",
-       "2  0.803706  0.380767\n",
-       "3  0.578443  0.160269\n",
-       "4  0.898139  0.492082\n",
-       "5  0.682028  0.468385\n",
-       "6  0.853587  0.138461\n",
-       "7  0.004633  0.237382\n",
-       "8  0.873710  0.609603\n",
-       "9  0.334734  0.015687"
+       "0  0.452313  0.337163\n",
+       "1  0.597845  0.869110\n",
+       "2  0.891261  0.471389\n",
+       "3  0.683479  0.692223\n",
+       "4  0.706336  0.873535\n",
+       "5  0.302285  0.394499\n",
+       "6  0.378814  0.650194\n",
+       "7  0.852873  0.106283\n",
+       "8  0.038916  0.499037\n",
+       "9  0.047853  0.874112"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 72,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -297,15 +283,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 147 ms, sys: 72 ms, total: 219 ms\n",
-      "Wall time: 3min 49s\n"
+      "Wall time: 2min 37s\n"
      ]
     }
    ],
@@ -323,33 +308,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 15.6 ms, sys: 2.73 ms, total: 18.3 ms\n",
-      "Wall time: 5.46 s\n",
-      "CPU times: user 5.73 ms, sys: 1.24 ms, total: 6.97 ms\n",
-      "Wall time: 6.22 ms\n",
-      "CPU times: user 415 µs, sys: 129 µs, total: 544 µs\n",
-      "Wall time: 335 µs\n",
-      "CPU times: user 15 µs, sys: 1 µs, total: 16 µs\n",
-      "Wall time: 20 µs\n",
-      "CPU times: user 5 µs, sys: 0 ns, total: 5 µs\n",
-      "Wall time: 9.06 µs\n",
-      "CPU times: user 391 ms, sys: 19.8 ms, total: 411 ms\n",
-      "Wall time: 412 ms\n",
-      "CPU times: user 5 µs, sys: 0 ns, total: 5 µs\n",
-      "Wall time: 7.87 µs\n",
-      "CPU times: user 4 µs, sys: 0 ns, total: 4 µs\n",
-      "Wall time: 7.87 µs\n",
-      "CPU times: user 42.3 ms, sys: 31.5 ms, total: 73.8 ms\n",
-      "Wall time: 12.8 s\n",
-      "CPU times: user 432 µs, sys: 104 µs, total: 536 µs\n",
-      "Wall time: 171 ms\n"
+      "Wall time: 4 ms\n",
+      "Wall time: 3.3 s\n",
+      "Wall time: 0 ns\n",
+      "Wall time: 0 ns\n",
+      "Wall time: 0 ns\n",
+      "Wall time: 419 ms\n",
+      "Wall time: 0 ns\n",
+      "Wall time: 999 µs\n",
+      "Wall time: 11.7 s\n",
+      "Wall time: 142 ms\n"
      ]
     }
    ],
@@ -394,7 +369,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.8"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,
diff --git "a/1-analise-explorat\303\263ria-basica/01-lendo-dados-e-medidas-centralidade/aula.ipynb" "b/1-analise-explorat\303\263ria-basica/01-lendo-dados-e-medidas-centralidade/aula.ipynb"
new file mode 100755
index 0000000..46d1fb8
--- /dev/null
+++ "b/1-analise-explorat\303\263ria-basica/01-lendo-dados-e-medidas-centralidade/aula.ipynb"
@@ -0,0 +1,1211 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "toc": true
+   },
+   "source": [
+    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
+    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#O-que-é-Análise-exploratória-de-Dados?\" data-toc-modified-id=\"O-que-é-Análise-exploratória-de-Dados?-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>O que é Análise exploratória de Dados?</a></span><ul class=\"toc-item\"><li><span><a href=\"#Etapas\" data-toc-modified-id=\"Etapas-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Etapas</a></span></li><li><span><a href=\"#Problema:\" data-toc-modified-id=\"Problema:-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>Problema:</a></span></li></ul></li><li><span><a href=\"#Abrindo-o-arquivo-e-acessando-os-dados\" data-toc-modified-id=\"Abrindo-o-arquivo-e-acessando-os-dados-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Abrindo o arquivo e acessando os dados</a></span></li><li><span><a href=\"#Medidas-de-Centralidade\" data-toc-modified-id=\"Medidas-de-Centralidade-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Medidas de Centralidade</a></span><ul class=\"toc-item\"><li><span><a href=\"#Média\" data-toc-modified-id=\"Média-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>Média</a></span><ul class=\"toc-item\"><li><span><a href=\"#Fazendo-a-média-com-nosso-arquivo-original\" data-toc-modified-id=\"Fazendo-a-média-com-nosso-arquivo-original-3.1.1\"><span class=\"toc-item-num\">3.1.1&nbsp;&nbsp;</span>Fazendo a média com nosso arquivo original</a></span></li><li><span><a href=\"#Calculando-a-média-de-Salario,-anos-de-estudo-e-idade-no-mesmo-código.\" data-toc-modified-id=\"Calculando-a-média-de-Salario,-anos-de-estudo-e-idade-no-mesmo-código.-3.1.2\"><span class=\"toc-item-num\">3.1.2&nbsp;&nbsp;</span>Calculando a média de Salario, anos de estudo e idade no mesmo código.</a></span></li></ul></li><li><span><a href=\"#Mediana\" data-toc-modified-id=\"Mediana-3.2\"><span class=\"toc-item-num\">3.2&nbsp;&nbsp;</span>Mediana</a></span><ul class=\"toc-item\"><li><span><a href=\"#Função-para-calcular-a-Mediana-com-Dicionarios\" data-toc-modified-id=\"Função-para-calcular-a-Mediana-com-Dicionarios-3.2.1\"><span class=\"toc-item-num\">3.2.1&nbsp;&nbsp;</span>Função para calcular a Mediana com Dicionarios</a></span></li></ul></li><li><span><a href=\"#Moda\" data-toc-modified-id=\"Moda-3.3\"><span class=\"toc-item-num\">3.3&nbsp;&nbsp;</span>Moda</a></span></li></ul></li><li><span><a href=\"#Prévia-da-resposta-para-o-nosso-problema.-As-homens-ganham-mais-do-que-as-mulheres?-Quanto?\" data-toc-modified-id=\"Prévia-da-resposta-para-o-nosso-problema.-As-homens-ganham-mais-do-que-as-mulheres?-Quanto?-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Prévia da resposta para o nosso problema. As homens ganham mais do que as mulheres? Quanto?</a></span></li></ul></div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Data Science\n",
+    "\n",
+    "\n",
+    "-> Método Cientifico:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/q40uPdnyhp0\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.display import HTML\n",
+    "\n",
+    "HTML('<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/q40uPdnyhp0\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Análise exploratória de dados\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/EDA.jpg\">\n",
+    "<br>\n",
+    "\n",
+    "\n",
+    "## O que é Análise exploratória de Dados?\n",
+    "\n",
+    "Em estatística, a **análise exploratória de dados (AED)** é uma abordagem à análise de conjuntos de dados de modo a resumir suas características principais, frequentemente com métodos visuais. Um modelo estatístico pode ou não ser usado, mas primariamente a AED tem como objetivo observar o que os dados podem nos dizer além da modelagem formal ou do processo de teste de hipóteses. A análise exploratória de dados foi promovida pelo estatístico norte-americano John Tukey, que incentivava os estatísticos a explorar os dados e possivelmente formular hipóteses que poderiam levar a novas coletas de dados e experimentos. A **AED** é diferente da análise inicial de dados (AID), que se concentra mais estreitamente em verificar os pressupostos exigidos para ajuste de modelos e teste de hipóteses, além de manusear valores faltantes e fazer transformações de variáveis conforme necessário. A análise exploratória de dados abrange a AID.\n",
+    "\n",
+    "A análise exploratória de dados emprega grande variedade de técnicas gráficas e quantitativas, visando maximizar a obtenção de informações ocultas na sua estrutura, descobrir variáveis importantes em suas tendências, detectar comportamentos anômalos do fenômeno, testar se são válidas as hipóteses assumidas, escolher modelos e determinar o número ótimo de variáveis.\n",
+    "\n",
+    "Os softwares atualmente disponíveis possibilitam que esta técnica se constitua em uma ferramenta para descobrir quais tendências, relações e padrões podem estar ocultos em uma coleção de dados analisados. Seguindo as diretrizes propostas por Tukey, os investigadores deveriam iniciar sua análise pelo exame dos dados disponíveis e depois decidir qual técnica aplicar para resolver o problema. \n",
+    "\n",
+    "### Etapas\n",
+    "\n",
+    "(Existe vários frameworks diferentes com essas etapas, e certamenta alguns funcionam melhor que outros dependendo do problema enfrentado. Até mesmo as perguntas mais elementares como \"Entendendo o Problema\" pode ser que não exista em algum caso especifico, então usem como um guia, não como a verdade).\n",
+    "\n",
+    "Etapas básicas:\n",
+    "\n",
+    "1. **Entendendo o Problema**. De longe a etapa mais importante e potêncialmente a mais dificil do problema\n",
+    "    \n",
+    "2. **Entendendo os Dados**. Na aula de hoje focaremos nesta etapa. Faremos um overview sobre os dados e analisaremos as medidas de centralidade.\n",
+    "    \n",
+    "3. **Analise Univariada**. Na próxima aula iremos um pouco além, entendendo mais a fundo as estatisticas descritivas dos dados.\n",
+    "    \n",
+    "4. **Outliers, Nulos e outros**. Nessa etapa, trataremos os dados para que façam sentido para os nossos algoritmos.\n",
+    "    \n",
+    "5. **Analise Multivariada**. Aqui vamos entender como as variaveis estão relacionadas entre si.\n",
+    "    \n",
+    "6. **Inferências e Relações Causais**. Por último vamos responder nossa pergunta\n",
+    "    \n",
+    "    \n",
+    "    \n",
+    "    \n",
+    "### Problema:\n",
+    "\n",
+    "- Muito se fala de desigualdade salarial entre generos. Existe desigualdade? E se sim, de quanto ela é?\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Abrindo o arquivo e acessando os dados"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class '_csv.reader'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "import csv\n",
+    "\n",
+    "\n",
+    "with open(r'data/data.csv', 'r') as data_csv:\n",
+    "    data = csv.reader(data_csv)\n",
+    "    print(type(data))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['seq', 'id', 'idade', 'sexo', 'anos_estudo', 'cor/raca', 'salario', 'estado_civil', 'regiao']\n",
+      "['0', '11001901101.0', '53', 'homem', '5.0', 'Parda', '63600.0', '1.0', 'norte']\n",
+      "['1', '11001901102.0', '49', 'mulher', '8.0', 'Amarela', '', '1.0', 'norte']\n",
+      "['2', '11001901103.0', '22', 'mulher', '11.0', 'Indigena', '4352.400390625', '0.0', 'nordeste']\n",
+      "['3', '11001903101.0', '55', 'homem', '15.0', 'Amarela', '96600.0', '1.0', 'norte']\n",
+      "['4', '11001903102.0', '56', 'mulher', '15.0', 'Amarela', '157800.0', '1.0', 'norte']\n",
+      "['5', '11001903103.0', '30', 'mulher', '15.0', 'Amarela', '88550.0', '0.0', 'nordeste']\n",
+      "['6', '11001904101.0', '52', 'mulher', '5.0', 'Branca', '6734.400390625', '0.0', 'norte']\n",
+      "['7', '11001904104.0', '29', 'homem', '5.0', 'Parda', '14875.20068359375', '0.0', 'norte']\n",
+      "['8', '11001904105.0', '29', 'mulher', '11.0', 'Parda', '6734.400390625', '0.0', 'norte']\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "with open(r'data/data.csv', 'r') as data_csv:\n",
+    "    data = csv.reader(data_csv)\n",
+    "    \n",
+    "    contador = 0\n",
+    "    for row in data:\n",
+    "        print(row)\n",
+    "        contador = contador + 1\n",
+    "        \n",
+    "#         print(row[2],row[4],row[6])\n",
+    "        if contador == 10:\n",
+    "            break"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "list"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(row)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "str"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(row[1])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Medidas de Centralidade\n",
+    "\n",
+    "### Média\n",
+    "\n",
+    "\n",
+    "*fonte: Wikipedia*\n",
+    "\n",
+    "Em estatística, média é definida como o valor que mostra para onde se concentram os dados de uma distribuição como o ponto de equilíbrio das frequências em um histograma. Média também é interpretada como um valor significativo de uma lista de números. Os valores de uma lista de números podem ser representados por meio da escolha aleatória de um número. Se todos os números forem iguais, o número escolhido aleatoriamente será a média. Então, a média pode ser calculada por meio da combinação dos números de maneira específica e da geração de um valor significativo. Entretanto, a palavra média é usualmente usada em métodos mais sofisticados como média aritmética, mediana, moda, entre outros.\n",
+    "\n",
+    "Seguindo uma definição mais informal de \"média\", pode-se assumir que no campo da estatística, dados possuem posições. Por exemplo, cada valor dos lançamentos de um dado possui sua posição em uma planilha eletrônica. Em estatística, média é uma medida de posição que indica um valor uniforme dos dados. Por exemplo, o conjunto x = { 2 , 1 , 6 , 5 , 10 } possui média aritmética 4,8. Embora 4,8 seja o valor médio, ele não é o valor central definido pela mediana.\n",
+    "\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/media.png\">\n",
+    "<br>\n",
+    "\n",
+    "\n",
+    "A **média** é calculada por:\n",
+    "\n",
+    "$$ \\overline x = \\frac{1}{n} \\sum_i x_i $$\n",
+    "\n",
+    "Por exemplo, para a mostra 8, 5, 3, -1, e -5, a média é:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Somando 8 + 0 = 8\n",
+      "Somando 5 + 8 = 13\n",
+      "Somando 3 + 13 = 16\n",
+      "Somando -1 + 16 = 15\n",
+      "Somando -5 + 15 = 10\n",
+      "\n",
+      "média: 2.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "numbers = [8,5,3,-1,-5]\n",
+    "\n",
+    "somatorio = 0\n",
+    "for number in numbers:\n",
+    "    somatorio += number\n",
+    "    print(f'Somando {number} + {somatorio-number} = {somatorio}')\n",
+    "    \n",
+    "media = somatorio/len(numbers)\n",
+    "print('\\nmédia:',media)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Fazendo a média com nosso arquivo original"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Média da coluna Idade: 41.67\n"
+     ]
+    }
+   ],
+   "source": [
+    "with open(r'data/data.csv', 'r') as data_csv:\n",
+    "    data = csv.reader(data_csv)\n",
+    "    \n",
+    "    lista_exemplo = []\n",
+    "    somatorio = 0\n",
+    "    for i, line in enumerate(data):\n",
+    "        if i < 10 and i>0:\n",
+    "            somatorio +=  int(line[2])\n",
+    "            lista_exemplo.append(line[2])\n",
+    "            \n",
+    "\n",
+    "media = round(somatorio/len(lista_exemplo),2)\n",
+    "\n",
+    "print(f'Média da coluna Idade: {media}')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Calculando a média de Salario, anos de estudo e idade no mesmo código."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['0', '11001901101.0', '53', 'homem', '5.0', 'Parda', '63600.0', '1.0', 'norte']\n",
+      "['1', '11001901102.0', '49', 'mulher', '8.0', 'Amarela', '', '1.0', 'norte']\n"
+     ]
+    },
+    {
+     "ename": "ValueError",
+     "evalue": "could not convert string to float: ",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-10-4e87affea75f>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     14\u001b[0m             \u001b[0msomatorio_idade\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrow\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     15\u001b[0m             \u001b[0msomatorio_estudo\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[0mfloat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrow\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m4\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 16\u001b[1;33m             \u001b[0msomatorio_salario\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[0mfloat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrow\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m6\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     17\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     18\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mValueError\u001b[0m: could not convert string to float: "
+     ]
+    }
+   ],
+   "source": [
+    "somatorio_idade = 0\n",
+    "somatorio_estudo = 0\n",
+    "somatorio_salario = 0\n",
+    "\n",
+    "\n",
+    "with open(r'data/data.csv', 'r') as data_csv:\n",
+    "    data = csv.reader(data_csv)\n",
+    "    \n",
+    "    lista_exemplo = []\n",
+    "    somatorio = 0\n",
+    "    for i, row in enumerate(data):\n",
+    "        if i>0:\n",
+    "            print(row)\n",
+    "            somatorio_idade += int(row[2])\n",
+    "            somatorio_estudo += float(row[4])\n",
+    "            somatorio_salario += float(row[6])\n",
+    "            \n",
+    "        \n",
+    "media_idade = round(somatorio_idade/i,2)\n",
+    "media_estudo = round(somatorio_estudo/i,2)\n",
+    "media_salario = round(somatorio_salario/i,2)\n",
+    "\n",
+    "\n",
+    "print(f'Média da coluna Idade: {media_idade}')\n",
+    "print(f'Média da coluna Anos de Estudo: {media_estudo}')\n",
+    "print(f'Média da coluna Salario: {media_salario}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# As linhas NULAS não podem ser convertidas em valores números?\n",
+    "# Como resolver ? Podemos criar uma FUNÇÃO que resolve isso?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def substitui_nulo_por_zero(entrada):\n",
+    "    #\n",
+    "    #\n",
+    "    return saida"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Mediana\n",
+    "\n",
+    "\n",
+    "\n",
+    "Mediana é o valor que separa a metade maior e a metade menor de uma amostra, uma população ou uma distribuição de probabilidade. Em termos mais simples, mediana pode ser o valor do meio de um conjunto de dados. No conjunto de dados {1, 3, 3, 6, 7, 8, 9}, por exemplo, a mediana é 6. Se houver um número par de observações, não há um único valor do meio. Então, a mediana é definida como a média dos dois valores do meio. No conjunto de dados {3, 5, 7, 9}, a mediana é (5 + 7) / 2 = 6.\n",
+    "\n",
+    "A mediana é uma medida comum das propriedades de conjuntos de dados em estatística e em teoria das probabilidades, com importância central na estatística robusta. A estatística robusta é mais resistente, com ponto de ruptura de 50%. A mediana não fornece resultados arbitrariamente grandes desde que mais da metade dos dados não esteja contaminada.\n",
+    "\n",
+    "A vantagem da mediana em relação à média é que a mediana pode dar uma ideia melhor de um valor típico porque não é tão distorcida por valores extremamente altos ou baixos. Em estudos estatísticos sobre renda familiar ou outros ativos voláteis, a média pode ser distorcida por um pequeno número de valores extremamente altos ou baixos. \n",
+    "\n",
+    "Exemplos:\n",
+    "\n",
+    "- Ímpar:\n",
+    "\t\t[1, 2, 3, 5, 7, 8, 9, 10, 15]\n",
+    "\t\t#elementos: 9\n",
+    "\t\tA mediana é o valor da posição 5 (a posição do “meio”)\n",
+    "\t\tMediana =  7\n",
+    "        \n",
+    "        \n",
+    "- Par: \n",
+    "\t\t[-5, -1, 0, 1, 2, 3, 8, 20]\n",
+    "\t\t#elementos: 8\n",
+    "\t\tA mediana é a média dos valores nas duas posições centrais\n",
+    "\t\tMediana =  (1+2)/2 = 1.5"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Função para calcular a Mediana com Dicionarios\n",
+    "\n",
+    "Material complementar para dicionarios python: http://excript.com/python/funcoes-dicionarios.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      " OrderedDict([('seq', '0'), ('id', '11001901101.0'), ('idade', '53'), ('sexo', 'homem'), ('anos_estudo', '5.0'), ('cor/raca', 'Parda'), ('salario', '63600.0'), ('estado_civil', '1.0'), ('regiao', 'norte')])\n",
+      "\n",
+      " OrderedDict([('seq', '1'), ('id', '11001901102.0'), ('idade', '49'), ('sexo', 'mulher'), ('anos_estudo', '8.0'), ('cor/raca', 'Amarela'), ('salario', ''), ('estado_civil', '1.0'), ('regiao', 'norte')])\n",
+      "\n",
+      " OrderedDict([('seq', '2'), ('id', '11001901103.0'), ('idade', '22'), ('sexo', 'mulher'), ('anos_estudo', '11.0'), ('cor/raca', 'Indigena'), ('salario', '4352.400390625'), ('estado_civil', '0.0'), ('regiao', 'nordeste')])\n",
+      "\n",
+      " OrderedDict([('seq', '3'), ('id', '11001903101.0'), ('idade', '55'), ('sexo', 'homem'), ('anos_estudo', '15.0'), ('cor/raca', 'Amarela'), ('salario', '96600.0'), ('estado_civil', '1.0'), ('regiao', 'norte')])\n",
+      "\n",
+      " OrderedDict([('seq', '4'), ('id', '11001903102.0'), ('idade', '56'), ('sexo', 'mulher'), ('anos_estudo', '15.0'), ('cor/raca', 'Amarela'), ('salario', '157800.0'), ('estado_civil', '1.0'), ('regiao', 'norte')])\n",
+      "\n",
+      " OrderedDict([('seq', '5'), ('id', '11001903103.0'), ('idade', '30'), ('sexo', 'mulher'), ('anos_estudo', '15.0'), ('cor/raca', 'Amarela'), ('salario', '88550.0'), ('estado_civil', '0.0'), ('regiao', 'nordeste')])\n",
+      "\n",
+      " OrderedDict([('seq', '6'), ('id', '11001904101.0'), ('idade', '52'), ('sexo', 'mulher'), ('anos_estudo', '5.0'), ('cor/raca', 'Branca'), ('salario', '6734.400390625'), ('estado_civil', '0.0'), ('regiao', 'norte')])\n",
+      "\n",
+      " OrderedDict([('seq', '7'), ('id', '11001904104.0'), ('idade', '29'), ('sexo', 'homem'), ('anos_estudo', '5.0'), ('cor/raca', 'Parda'), ('salario', '14875.20068359375'), ('estado_civil', '0.0'), ('regiao', 'norte')])\n",
+      "\n",
+      " OrderedDict([('seq', '8'), ('id', '11001904105.0'), ('idade', '29'), ('sexo', 'mulher'), ('anos_estudo', '11.0'), ('cor/raca', 'Parda'), ('salario', '6734.400390625'), ('estado_civil', '0.0'), ('regiao', 'norte')])\n",
+      "\n",
+      " OrderedDict([('seq', '9'), ('id', '11001905101.0'), ('idade', '46'), ('sexo', 'mulher'), ('anos_estudo', '15.0'), ('cor/raca', 'Branca'), ('salario', '54300.0'), ('estado_civil', '1.0'), ('regiao', 'norte')])\n"
+     ]
+    }
+   ],
+   "source": [
+    "input_file = csv.DictReader(open(r'data/data.csv', 'r') )\n",
+    "\n",
+    "contador = 0\n",
+    "for row in input_file:\n",
+    "    contador += 1\n",
+    "    if contador <= 10:\n",
+    "        print('\\n', row)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 190,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "OrderedDict([('seq', '66469'),\n",
+       "             ('id', '53117018102.0'),\n",
+       "             ('idade', '37'),\n",
+       "             ('sexo', 'homem'),\n",
+       "             ('anos_estudo', '5.0'),\n",
+       "             ('cor/raca', 'Preta'),\n",
+       "             ('salario', '460.3500061035156'),\n",
+       "             ('estado_civil', '1.0'),\n",
+       "             ('regiao', 'centro-oeste')])"
+      ]
+     },
+     "execution_count": 190,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "row"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 191,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'37'"
+      ]
+     },
+     "execution_count": 191,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "row['idade']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 192,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'centro-oeste'"
+      ]
+     },
+     "execution_count": 192,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "row['regiao']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Criando a tabela como um dicionario"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "OrderedDict([('seq', '66469'),\n",
+       "             ('id', '53117018102.0'),\n",
+       "             ('idade', '37'),\n",
+       "             ('sexo', 'homem'),\n",
+       "             ('anos_estudo', '5.0'),\n",
+       "             ('cor/raca', 'Preta'),\n",
+       "             ('salario', '460.3500061035156'),\n",
+       "             ('estado_civil', '1.0'),\n",
+       "             ('regiao', 'centro-oeste')])"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "row"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dict_table = dict()\n",
+    "dict_table = {}\n",
+    "\n",
+    "with open(r'data/data.csv', 'r') as data_csv:\n",
+    "    data = csv.reader(data_csv)\n",
+    "    header = next(data, None)\n",
+    "    \n",
+    "    for row in data:    \n",
+    "        dict_table[row[1]] = {'idade':row[2], 'sexo':row[3], 'anos_estudo':row[4], 'salario': row[6]}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'11027211101.0' in dict_table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'idade': '53', 'sexo': 'homem', 'anos_estudo': '5.0', 'salario': '7128.0'}"
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dict_table['11027211101.0']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'5.0'"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dict_table['11027211101.0']['anos_estudo']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dict_table['11027211101.0']['anos_estudo'] = '6'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'idade': '53', 'sexo': 'homem', 'anos_estudo': '6', 'salario': '7128.0'}"
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dict_table['11027211101.0']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "del dict_table['11027211101.0']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "KeyError",
+     "evalue": "'11027211101.0'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-75-7d8af068c742>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdict_table\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'11027211101.0'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mKeyError\u001b[0m: '11027211101.0'"
+     ]
+    }
+   ],
+   "source": [
+    "dict_table['11027211101.0']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def create_text_histogram(txt):\n",
+    "    dictionary = {}\n",
+    "    i=0\n",
+    "    for x in set(txt): # função set\n",
+    "        dictionary[x] = txt.count(x)\n",
+    "    return dictionary"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'m': 2,\n",
+       " 'p': 2,\n",
+       " 'r': 4,\n",
+       " 'g': 1,\n",
+       " 's': 3,\n",
+       " 'a': 6,\n",
+       " 'c': 1,\n",
+       " 'e': 4,\n",
+       " 't': 3,\n",
+       " 'i': 2,\n",
+       " 'h': 1,\n",
+       " 'd': 2,\n",
+       " ' ': 5,\n",
+       " 'o': 2,\n",
+       " 'f': 1}"
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "create_text_histogram(txt='teste de frase comprida para histograma')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "contagem_idades = {}\n",
+    "\n",
+    "with open(r'data/data.csv', 'r') as data_csv:\n",
+    "    data = csv.reader(data_csv)\n",
+    "    header = next(data, None)\n",
+    "    \n",
+    "    idades = []\n",
+    "    for row in data:\n",
+    "        idades.append(row[2])\n",
+    "        \n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "histograma_idades = create_text_histogram(idades)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dict"
+      ]
+     },
+     "execution_count": 84,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(histograma_idades)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'27': 2017,\n",
+       " '36': 1723,\n",
+       " '60': 951,\n",
+       " '37': 1712,\n",
+       " '24': 1892,\n",
+       " '31': 1796,\n",
+       " '45': 1627,\n",
+       " '43': 1699,\n",
+       " '41': 1552,\n",
+       " '34': 1737,\n",
+       " '50': 1461,\n",
+       " '39': 1759,\n",
+       " '20': 2104,\n",
+       " '59': 999,\n",
+       " '42': 1673,\n",
+       " '52': 1244,\n",
+       " '32': 1852,\n",
+       " '25': 2014,\n",
+       " '38': 1727,\n",
+       " '30': 1996,\n",
+       " '44': 1688,\n",
+       " '53': 1249,\n",
+       " '51': 1260,\n",
+       " '23': 2014,\n",
+       " '48': 1505,\n",
+       " '54': 1221,\n",
+       " '29': 1943,\n",
+       " '21': 1987,\n",
+       " '28': 2056,\n",
+       " '57': 1092,\n",
+       " '26': 2040,\n",
+       " '35': 1672,\n",
+       " '56': 1087,\n",
+       " '55': 1133,\n",
+       " '22': 2034,\n",
+       " '40': 1732,\n",
+       " '58': 969,\n",
+       " '46': 1566,\n",
+       " '47': 1446,\n",
+       " '49': 1429,\n",
+       " '33': 1812}"
+      ]
+     },
+     "execution_count": 86,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "histograma_idades"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dict_keys(['27', '36', '60', '37', '24', '31', '45', '43', '41', '34', '50', '39', '20', '59', '42', '52', '32', '25', '38', '30', '44', '53', '51', '23', '48', '54', '29', '21', '28', '57', '26', '35', '56', '55', '22', '40', '58', '46', '47', '49', '33'])"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "histograma_idades.keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dict_values([2017, 1723, 951, 1712, 1892, 1796, 1627, 1699, 1552, 1737, 1461, 1759, 2104, 999, 1673, 1244, 1852, 2014, 1727, 1996, 1688, 1249, 1260, 2014, 1505, 1221, 1943, 1987, 2056, 1092, 2040, 1672, 1087, 1133, 2034, 1732, 969, 1566, 1446, 1429, 1812])"
+      ]
+     },
+     "execution_count": 88,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "histograma_idades.values()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dict_items([('27', 2017), ('36', 1723), ('60', 951), ('37', 1712), ('24', 1892), ('31', 1796), ('45', 1627), ('43', 1699), ('41', 1552), ('34', 1737), ('50', 1461), ('39', 1759), ('20', 2104), ('59', 999), ('42', 1673), ('52', 1244), ('32', 1852), ('25', 2014), ('38', 1727), ('30', 1996), ('44', 1688), ('53', 1249), ('51', 1260), ('23', 2014), ('48', 1505), ('54', 1221), ('29', 1943), ('21', 1987), ('28', 2056), ('57', 1092), ('26', 2040), ('35', 1672), ('56', 1087), ('55', 1133), ('22', 2034), ('40', 1732), ('58', 969), ('46', 1566), ('47', 1446), ('49', 1429), ('33', 1812)])"
+      ]
+     },
+     "execution_count": 89,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "histograma_idades.items()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "20: 2104\n",
+      "21: 1987\n",
+      "22: 2034\n",
+      "23: 2014\n",
+      "24: 1892\n",
+      "25: 2014\n",
+      "26: 2040\n",
+      "27: 2017\n",
+      "28: 2056\n",
+      "29: 1943\n",
+      "30: 1996\n",
+      "31: 1796\n",
+      "32: 1852\n",
+      "33: 1812\n",
+      "34: 1737\n",
+      "35: 1672\n",
+      "36: 1723\n",
+      "37: 1712\n",
+      "38: 1727\n",
+      "39: 1759\n",
+      "40: 1732\n",
+      "41: 1552\n",
+      "42: 1673\n",
+      "43: 1699\n",
+      "44: 1688\n",
+      "45: 1627\n",
+      "46: 1566\n",
+      "47: 1446\n",
+      "48: 1505\n",
+      "49: 1429\n",
+      "50: 1461\n",
+      "51: 1260\n",
+      "52: 1244\n",
+      "53: 1249\n",
+      "54: 1221\n",
+      "55: 1133\n",
+      "56: 1087\n",
+      "57: 1092\n",
+      "58: 969\n",
+      "59: 999\n",
+      "60: 951\n"
+     ]
+    }
+   ],
+   "source": [
+    "for key in sorted(histograma_idades.keys()):\n",
+    "    print(\"%s: %s\" % (key, histograma_idades[key]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Moda\n",
+    "\n",
+    "\n",
+    "Em estatística, moda é uma das medidas de tendência central de um conjunto de dados, assim como a média e a mediana. Ela pode ser definida em moda amostral e populacional.\n",
+    "\n",
+    "Em relação à primeira delas, a moda amostral de um conjunto de dados trata do valor que ocorre com maior frequência ou o valor mais comum em um conjunto de dados. Moda é especialmente útil quando os valores ou as observações não são numéricos, casos em que a média e a mediana não podem ser definidas. \n",
+    "\n",
+    "Moda amostral não é necessariamente única como média ou mediana. Amostras que possuem uma moda são chamadas unimodais. Por exemplo, a amostra {1, 2, 3, 5, 5, 6, 7} tem moda 5. Amostras que possuem duas modas são chamadas bimodais. Por exemplo, a amostra {1, 2, 3, 5, 5, 6, 6} tem modas 5 e 6. Amostras que possuem várias modas são chamadas multimodais. Por exemplo, a amostra {1, 2 3, 5, 5, 6, 6, 7, 7} tem modas 5, 6 e 7. Amostras que não possuem moda são chamadas amodais. Por exemplo, a amostra {1, 3, 2, 5, 7, 6} não tem moda. \n",
+    "\n",
+    "Por exemplo, a moda de [0,1,1,2,2,2,2,3,3,4,4,4,5] é 2.\n",
+    "\n",
+    "A moda não é necessariamente única. Pode ser que existam dois valores diferentes que sejam os mais frequentes. Por exemplo, no caso de [10, 13, 13, 20, 20], tanto 13 como 20 são a moda.\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/moda2.png\">\n",
+    "<br>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Vamos criar um looping para procurar a pessoa mais velha da base"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A pessoa mais velha na base é o id 11002710101.0, que tem 60 anos.\n"
+     ]
+    }
+   ],
+   "source": [
+    "max_age = None\n",
+    "oldest_person = None\n",
+    "\n",
+    "input_file = csv.DictReader(open(r'data/data.csv', 'r'))\n",
+    "\n",
+    "for row in input_file:\n",
+    "    age = int(row[\"idade\"])\n",
+    "    if max_age == None or max_age < age:\n",
+    "        max_age = age\n",
+    "        oldest_person = row[\"id\"]\n",
+    "\n",
+    "if max_age != None:\n",
+    "    print(\"A pessoa mais velha na base é o id %s, que tem %d anos.\" % (oldest_person, max_age))\n",
+    "else:\n",
+    "    print(\"Não tem ninguém nesse arquivo\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Prévia da resposta para o nosso problema. As homens ganham mais do que as mulheres? Quanto?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "hide_input": false,
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.1"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {
+    "height": "417px",
+    "width": "637px"
+   },
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": true,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": true,
+   "toc_position": {
+    "height": "calc(100% - 180px)",
+    "left": "10px",
+    "top": "150px",
+    "width": "296.758px"
+   },
+   "toc_section_display": true,
+   "toc_window_display": true
+  },
+  "widgets": {
+   "application/vnd.jupyter.widget-state+json": {
+    "state": {},
+    "version_major": 2,
+    "version_minor": 0
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/1-analise-explorat\303\263ria-basica/01-lendo-dados-e-medidas-centralidade/aula1.ipynb" "b/1-analise-explorat\303\263ria-basica/01-lendo-dados-e-medidas-centralidade/aula1.ipynb"
deleted file mode 100644
index 997f9bd..0000000
--- "a/1-analise-explorat\303\263ria-basica/01-lendo-dados-e-medidas-centralidade/aula1.ipynb"
+++ /dev/null
@@ -1,350 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Analise exploratória de dados com Python\n",
-    "\n",
-    "**Primeiros passos**\n",
-    "\n",
-    "### Habilidades em Python:\n",
-    "- Iteradores;\n",
-    "- Condicionais;\n",
-    "- funções.\n",
-    " \n",
-    "### Habilidades em Estatistica:\n",
-    "- As diferentes formas de centralidade\n",
-    "\n",
-    "### Habilidade de Negócios:\n",
-    "- Pensando no problema a ser respondido\n",
-    "---> Homens ganham mais do que mulheres nesse dataset?\n",
-    "\n",
-    "\n",
-    "# O que é análise exploratória de dados\n",
-    ".\\\n",
-    "..\n",
-    "\n",
-    ".\n",
-    ".\n",
-    ".\n",
-    ".\n",
-    ".\n",
-    ".\n",
-    ".\n",
-    ".\n",
-    ".\n",
-    "\n",
-    "### Etapas\n",
-    ".\n",
-    ".\n",
-    ".\n",
-    ".\n",
-    ".\n",
-    "\n",
-    ".\n",
-    ".\n",
-    ".\n",
-    ".\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Abrindo arquivos com python"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['', 'id', 'idade', 'sexo', 'anos_estudo', 'cor/raca', 'salario', 'estado_civil', 'regiao']\n",
-      "['0', '11001901101.0', '53', 'homem', '5.0', 'Parda', '63600.0', '1.0', 'norte']\n",
-      "['1', '11001901102.0', '49', 'mulher', '8.0', 'Amarela', '', '1.0', 'norte']\n",
-      "['2', '11001901103.0', '22', 'mulher', '11.0', 'Indigena', '4352.400390625', '0.0', 'nordeste']\n",
-      "['3', '11001903101.0', '55', 'homem', '15.0', 'Amarela', '96600.0', '1.0', 'norte']\n",
-      "['4', '11001903102.0', '56', 'mulher', '15.0', 'Amarela', '157800.0', '1.0', 'norte']\n",
-      "['5', '11001903103.0', '30', 'mulher', '15.0', 'Amarela', '88550.0', '0.0', 'nordeste']\n",
-      "['6', '11001904101.0', '52', 'mulher', '5.0', 'Branca', '6734.400390625', '0.0', 'norte']\n",
-      "['7', '11001904104.0', '29', 'homem', '5.0', 'Parda', '14875.20068359375', '0.0', 'norte']\n",
-      "['8', '11001904105.0', '29', 'mulher', '11.0', 'Parda', '6734.400390625', '0.0', 'norte']\n",
-      "['9', '11001905101.0', '46', 'mulher', '15.0', 'Branca', '54300.0', '1.0', 'norte']\n",
-      "['10', '11001905102.0', '52', 'homem', '11.0', 'Branca', '42768.0', '1.0', 'norte']\n",
-      "['11', '11001905103.0', '22', 'mulher', '13.0', 'Branca', '34500.0', '0.0', 'norte']\n",
-      "['12', '11001907101.0', '26', 'mulher', '11.0', 'Parda', '981.0', '1.0', 'norte']\n",
-      "['13', '11001907102.0', '20', 'homem', '7.0', 'Parda', '1581.5999755859375', '1.0', 'norte']\n",
-      "['14', '11001908101.0', '30', 'mulher', '5.0', 'Parda', '5136.0', '1.0', 'norte']\n",
-      "['15', '11001908102.0', '48', 'homem', '5.0', 'Parda', '', '1.0', 'norte']\n",
-      "['16', '11001909101.0', '30', 'mulher', '5.0', 'Parda', '', '0.0', 'norte']\n",
-      "['17', '11001910101.0', '27', 'mulher', '6.0', 'Parda', '3712.0', '0.0', 'norte']\n",
-      "['18', '11001911101.0', '33', 'homem', '6.0', 'Parda', '10256.7998046875', '1.0', 'norte']\n",
-      "['19', '11001911102.0', '30', 'mulher', '11.0', 'Parda', '378.0', '1.0', 'norte']\n",
-      "['20', '11001912102.0', '34', 'mulher', '15.0', 'Preta', '15187.19921875', '0.0', 'norte']\n",
-      "['21', '11001912103.0', '28', 'mulher', '15.0', 'Preta', '', '0.0', 'norte']\n",
-      "['22', '11002702101.0', '25', 'homem', '11.0', 'Parda', '16560.0', '1.0', 'norte']\n",
-      "['23', '11002702102.0', '26', 'mulher', '11.0', 'Preta', '7792.19970703125', '1.0', 'norte']\n",
-      "['24', '11002703101.0', '32', 'homem', '7.0', 'Preta', '8904.0', '1.0', 'norte']\n",
-      "['25', '11002703102.0', '36', 'mulher', '5.0', 'Parda', '2805.2000122070312', '1.0', 'norte']\n",
-      "['26', '11002704101.0', '40', 'homem', '5.0', 'Parda', '24564.0', '1.0', 'norte']\n",
-      "['27', '11002704102.0', '38', 'mulher', '5.0', 'Parda', '31044.0', '1.0', 'norte']\n",
-      "['28', '11002706101.0', '27', 'homem', '9.0', 'Parda', '5550.0', '1.0', 'norte']\n",
-      "['29', '11002706102.0', '25', 'mulher', '11.0', 'Branca', '', '1.0', 'norte']\n",
-      "['30', '11002707101.0', '42', 'mulher', '15.0', 'Branca', '38844.2783203125', '1.0', 'norte']\n",
-      "['31', '11002707102.0', '43', 'homem', '15.0', 'Parda', '2034.0', '1.0', 'norte']\n",
-      "['32', '11002708101.0', '25', 'homem', '8.0', 'Parda', '2476.47998046875', '1.0', 'norte']\n",
-      "['33', '11002708102.0', '22', 'mulher', '5.0', 'Branca', '', '1.0', 'norte']\n",
-      "['34', '11002709101.0', '31', 'mulher', '11.0', 'Branca', '7062.0', '0.0', 'norte']\n",
-      "['35', '11002710101.0', '60', 'mulher', '5.0', 'Parda', '4240.0', '0.0', 'norte']\n",
-      "['36', '11002710102.0', '24', 'mulher', '11.0', 'Preta', '7233.240234375', '0.0', 'norte']\n",
-      "['37', '11002710103.0', '22', 'homem', '9.0', 'Parda', '5428.2001953125', '0.0', 'norte']\n",
-      "['38', '11002711103.0', '28', 'mulher', '11.0', 'Parda', '2180.0', '0.0', 'norte']\n",
-      "['39', '11002711104.0', '30', 'homem', '11.0', 'Parda', '5203.60009765625', '0.0', 'norte']\n",
-      "['40', '11002713101.0', '55', 'mulher', '10.0', 'Parda', '5328.599609375', '0.0', 'norte']\n",
-      "['41', '11002713102.0', '32', 'mulher', '8.0', 'Amarela', '723.2000122070312', '0.0', 'norte']\n",
-      "['42', '11003501101.0', '35', 'homem', '5.0', 'Parda', '24564.0', '1.0', 'norte']\n",
-      "['43', '11003501102.0', '31', 'mulher', '5.0', 'Parda', '', '1.0', 'norte']\n",
-      "['44', '11003502101.0', '40', 'homem', '5.0', 'Parda', '15960.0', '0.0', 'norte']\n",
-      "['45', '11003505101.0', '58', 'mulher', '5.0', 'Parda', '', '0.0', 'norte']\n",
-      "['46', '11003506101.0', '48', 'homem', '6.0', 'Parda', '25440.0', '1.0', 'norte']\n",
-      "['47', '11003506101.0', '27', 'mulher', '5.0', 'Parda', '5940.0', '1.0', 'nordeste']\n",
-      "['48', '11003507101.0', '24', 'homem', '5.0', 'Parda', '6300.0', '0.0', 'norte']\n",
-      "['49', '11003508101.0', '31', 'homem', '6.0', 'Branca', '13080.0', '1.0', 'norte']\n",
-      "['50', '11003508102.0', '30', 'mulher', '5.0', 'Preta', '2199.0', '1.0', 'norte']\n",
-      "['51', '11003510101.0', '41', 'homem', '5.0', 'Parda', '24091.2001953125', '0.0', 'norte']\n",
-      "['52', '11003510103.0', '47', 'homem', '5.0', 'Parda', '', '0.0', 'norte']\n",
-      "['53', '11003510104.0', '32', 'homem', '10.0', 'Parda', '', '0.0', 'norte']\n",
-      "['54', '11003511101.0', '37', 'homem', '5.0', 'Branca', '52320.0', '1.0', 'norte']\n",
-      "['55', '11003511102.0', '29', 'mulher', '11.0', 'Parda', '', '1.0', 'nordeste']\n",
-      "['56', '11003513101.0', '58', 'homem', '5.0', 'Parda', '15120.0', '1.0', 'norte']\n",
-      "['57', '11003513102.0', '34', 'mulher', '5.0', 'Branca', '0.0', '1.0', 'norte']\n",
-      "['58', '11004302101.0', '35', 'mulher', '8.0', 'Branca', '3780.0', '0.0', 'norte']\n",
-      "['59', '11004303102.0', '49', 'mulher', '11.0', 'Branca', '23674.80078125', '0.0', 'norte']\n",
-      "['60', '11004304101.0', '46', 'homem', '11.0', 'Parda', '23544.0', '1.0', 'norte']\n",
-      "['61', '11004304102.0', '39', 'mulher', '11.0', 'Branca', '23544.0', '1.0', 'norte']\n",
-      "['62', '11004305103.0', '26', 'homem', '7.0', 'Parda', '8652.0', '0.0', 'norte']\n",
-      "['63', '11004305104.0', '23', 'mulher', '10.0', 'Parda', '', '0.0', 'norte']\n",
-      "['64', '11004307101.0', '27', 'mulher', '5.0', 'Parda', '6489.0', '0.0', 'norte']\n",
-      "['65', '11004312101.0', '45', 'mulher', '14.0', 'Branca', '19080.0', '0.0', 'norte']\n",
-      "['66', '11004313101.0', '41', 'homem', '8.0', 'Parda', '10747.80078125', '0.0', 'norte']\n",
-      "['67', '11005101102.0', '27', 'mulher', '11.0', 'Preta', '3985.449951171875', '0.0', 'norte']\n",
-      "['68', '11005101103.0', '26', 'homem', '11.0', 'Preta', '3195.5', '0.0', 'norte']\n",
-      "['69', '11005101104.0', '28', 'homem', '11.0', 'Parda', '31392.0', '0.0', 'norte']\n",
-      "['70', '11005102101.0', '40', 'homem', '11.0', 'Preta', '13812.48046875', '0.0', 'norte']\n",
-      "['71', '11005103101.0', '41', 'mulher', '5.0', 'Parda', '', '0.0', 'norte']\n",
-      "['72', '11005103102.0', '27', 'homem', '7.0', 'Parda', '', '0.0', 'norte']\n",
-      "['73', '11005103103.0', '26', 'mulher', '11.0', 'Parda', '1278.0', '0.0', 'norte']\n",
-      "['74', '11005103104.0', '23', 'mulher', '7.0', 'Parda', '1291.5', '0.0', 'norte']\n",
-      "['75', '11005103105.0', '22', 'homem', '11.0', 'Parda', '3270.0', '0.0', 'norte']\n",
-      "['76', '11005103106.0', '21', 'mulher', '8.0', 'Parda', '1726.4000244140625', '0.0', 'norte']\n",
-      "['77', '11005103107.0', '23', 'homem', '11.0', 'Parda', '', '0.0', 'norte']\n",
-      "['78', '11005103110.0', '25', 'homem', '11.0', 'Parda', '', '0.0', 'norte']\n",
-      "['79', '11005104101.0', '43', 'mulher', '10.0', 'Indigena', '3296.0', '1.0', 'norte']\n",
-      "['80', '11005104102.0', '46', 'homem', '11.0', 'Branca', '', '1.0', 'norte']\n",
-      "['81', '11005104103.0', '21', 'mulher', '11.0', 'Parda', '', '0.0', 'norte']\n",
-      "['82', '11005104106.0', '27', 'homem', '5.0', 'Parda', '5288.400390625', '0.0', 'norte']\n",
-      "['83', '11005105101.0', '52', 'homem', '5.0', 'Parda', '5129.400390625', '0.0', 'norte']\n",
-      "['84', '11005106101.0', '50', 'mulher', '8.0', 'Parda', '5179.2001953125', '0.0', 'norte']\n",
-      "['85', '11005106102.0', '26', 'homem', '11.0', 'Parda', '', '0.0', 'norte']\n",
-      "['86', '11005106103.0', '23', 'homem', '13.0', 'Parda', '6104.0', '0.0', 'norte']\n",
-      "['87', '11005106105.0', '23', 'mulher', '11.0', 'Parda', '', '0.0', 'norte']\n",
-      "['88', '11005107101.0', '35', 'homem', '8.0', 'Parda', '6092.099853515625', '1.0', 'norte']\n",
-      "['89', '11005107102.0', '34', 'mulher', '6.0', 'Parda', '9450.0', '1.0', 'norte']\n",
-      "['90', '11005108101.0', '52', 'homem', '15.0', 'Parda', '', '1.0', 'norte']\n",
-      "['91', '11005108102.0', '49', 'mulher', '13.0', 'Parda', '21624.0', '1.0', 'norte']\n",
-      "['92', '11005108103.0', '22', 'homem', '12.0', 'Parda', '', '0.0', 'norte']\n",
-      "['93', '11005109102.0', '27', 'homem', '9.0', 'Branca', '1671.2000122070312', '0.0', 'norte']\n",
-      "['94', '11005110101.0', '22', 'homem', '10.0', 'Branca', '4987.600006103516', '0.0', 'norte']\n",
-      "['95', '11005112101.0', '55', 'homem', '5.0', 'Parda', '6249.599609375', '1.0', 'norte']\n",
-      "['96', '11005112102.0', '48', 'mulher', '11.0', 'Parda', '6249.599609375', '1.0', 'norte']\n",
-      "['97', '11005112103.0', '21', 'mulher', '15.0', 'Parda', '6249.599609375', '0.0', 'norte']\n",
-      "['98', '11005112104.0', '40', 'homem', '11.0', 'Parda', '1562.39990234375', '0.0', 'norte']\n",
-      "66470\n"
-     ]
-    }
-   ],
-   "source": [
-    "import csv\n",
-    "\n",
-    "with open(r'data/data.csv', 'r') as data_csv:\n",
-    "    data = csv.reader(data_csv)\n",
-    "     \n",
-    "    for i, line in enumerate(data):\n",
-    "        if i < 100:\n",
-    "            print(line)\n",
-    "            \n",
-    "    print(i)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Estatistica Descritiva\n",
-    "\n",
-    "### Medidas de Centralidade\n",
-    "\n",
-    "A **média** (ou primeiro momento) é definida da seguinte maneira:\n",
-    "\n",
-    "$$ \\overline x = \\frac{1}{n} \\sum_i x_i $$\n",
-    "\n",
-    "Por exemplo, para a mostra 8, 5, 3, -1, e -5, a média é:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Somando 8 + 0 = 8\n",
-      "Somando 5 + 8 = 13\n",
-      "Somando 3 + 13 = 16\n",
-      "Somando -1 + 16 = 15\n",
-      "Somando -5 + 15 = 10\n",
-      "\n",
-      "média: 2.0\n"
-     ]
-    }
-   ],
-   "source": [
-    "numbers = [8,5,3,-1,-5]\n",
-    "\n",
-    "somatorio = 0\n",
-    "for number in numbers:\n",
-    "    somatorio += number\n",
-    "    print(f'Somando {number} + {somatorio-number} = {somatorio}')\n",
-    "    \n",
-    "media = somatorio/len(numbers)\n",
-    "print('\\nmédia:',media)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "### refazer com a tabela"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "A **Mediana** é o termo \"do meio\" de uma amostra ordenada. E ela depende se a amostra tem uma quantidade pares ou impares de elementos:\n",
-    "\n",
-    "- Ímpar:\n",
-    "\t\t[1, 2, 3, 5, 7, 8, 9, 10, 15]\n",
-    "\t\t#elementos: 9\n",
-    "\t\tA mediana é o valor da posição 5 (a posição do “meio”)\n",
-    "\t\tMediana =  7\n",
-    "        \n",
-    "        \n",
-    "- Par: \n",
-    "\t\t[-5, -1, 0, 1, 2, 3, 8, 20]\n",
-    "\t\t#elementos: 8\n",
-    "\t\tA mediana é a média dos valores nas duas posições centrais\n",
-    "\t\tMediana =  (1+2)/2 = 1.5\n",
-    "        \n",
-    "        \n",
-    "  "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "### refazer com a tabela"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "A **moda** é o valor que aparece com maior frequência ou mais vezes na distribuição. \n",
-    "\n",
-    "Por exemplo, a moda de [0,1,1,2,2,2,2,3,3,4,4,4,5] é 2.\n",
-    "\n",
-    "A moda não é necessariamente única. Pode ser que existam dois valores diferentes que sejam os mais frequentes. Por exemplo, no caso de [10, 13, 13, 20, 20], tanto 13 como 20 são a moda."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "### refazer com a tabela"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "### fazer uma contagem para cada categoria usando dicionario"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.8"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git "a/1-analise-explorat\303\263ria-basica/01-lendo-dados-e-medidas-centralidade/exercicios_dicionarios.ipynb" "b/1-analise-explorat\303\263ria-basica/01-lendo-dados-e-medidas-centralidade/exercicios_dicionarios.ipynb"
new file mode 100755
index 0000000..1de7268
--- /dev/null
+++ "b/1-analise-explorat\303\263ria-basica/01-lendo-dados-e-medidas-centralidade/exercicios_dicionarios.ipynb"
@@ -0,0 +1,470 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Prática Independente de Python Avançado- SOLUTION"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Define-se uma lista de dicionários com que a prática será desenvolvida."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Dicionário de filmes\n",
+    "\n",
+    "movies = [\n",
+    "{\n",
+    "\"name\": \"Usual Suspects\", \n",
+    "\"imdb\": 7.0,\n",
+    "\"category\": \"Thriller\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Hitman\",\n",
+    "\"imdb\": 6.3,\n",
+    "\"category\": \"Action\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Dark Knight\",\n",
+    "\"imdb\": 9.0,\n",
+    "\"category\": \"Adventure\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"The Help\",\n",
+    "\"imdb\": 8.0,\n",
+    "\"category\": \"Drama\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"The Choice\",\n",
+    "\"imdb\": 6.2,\n",
+    "\"category\": \"Romance\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Colonia\",\n",
+    "\"imdb\": 7.4,\n",
+    "\"category\": \"Romance\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Love\",\n",
+    "\"imdb\": 6.0,\n",
+    "\"category\": \"Romance\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Bride Wars\",\n",
+    "\"imdb\": 5.4,\n",
+    "\"category\": \"Romance\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"AlphaJet\",\n",
+    "\"imdb\": 3.2,\n",
+    "\"category\": \"War\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Ringing Crime\",\n",
+    "\"imdb\": 4.0,\n",
+    "\"category\": \"Crime\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Joking muck\",\n",
+    "\"imdb\": 7.2,\n",
+    "\"category\": \"Comedy\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"What is the name\",\n",
+    "\"imdb\": 9.2,\n",
+    "\"category\": \"Suspense\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Detective\",\n",
+    "\"imdb\": 7.0,\n",
+    "\"category\": \"Suspense\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Exam\",\n",
+    "\"imdb\": 4.2,\n",
+    "\"category\": \"Thriller\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"We Two\",\n",
+    "\"imdb\": 7.2,\n",
+    "\"category\": \"Romance\"\n",
+    "}\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercício 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Escrever uma função que pega um filme (movie) e retorna True se sua pontuação IMDB for maior do que 5.5\n",
+    "# e False, caso contrário\n",
+    "def filmeMédiaMaior55(movie):\n",
+    "    return movie['imdb'] > 5.5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Definimos um filme como exemplo\n",
+    "m = {\n",
+    "\"name\": \"We Two\",\n",
+    "\"imdb\": 7.2,\n",
+    "\"category\": \"Romance\"\n",
+    "}\n",
+    "\n",
+    "# Testamos a nossa função\n",
+    "filmeMédiaMaior55(m)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercício 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Escrever uma função que retorne a sublista dos filmes com pontuação IMDB maior do que 5.5 \n",
+    "# (Hint: Pode ser útil usar a função definida no ponto anterior).\n",
+    "def subListaFilmesMédiaMaior55(filmes):\n",
+    "    ret = []\n",
+    "    for f in filmes:\n",
+    "        if filmeMédiaMaior55(f):\n",
+    "            ret.append(f)    \n",
+    "            return ret"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def subListaFilmesMédiaMaior55(filmes):\n",
+    "    return [f for f in filmes if filmeMédiaMaior55(f)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'name': 'Usual Suspects', 'imdb': 7.0, 'category': 'Thriller'},\n",
+       " {'name': 'Hitman', 'imdb': 6.3, 'category': 'Action'},\n",
+       " {'name': 'Dark Knight', 'imdb': 9.0, 'category': 'Adventure'},\n",
+       " {'name': 'The Help', 'imdb': 8.0, 'category': 'Drama'},\n",
+       " {'name': 'The Choice', 'imdb': 6.2, 'category': 'Romance'},\n",
+       " {'name': 'Colonia', 'imdb': 7.4, 'category': 'Romance'},\n",
+       " {'name': 'Love', 'imdb': 6.0, 'category': 'Romance'},\n",
+       " {'name': 'Joking muck', 'imdb': 7.2, 'category': 'Comedy'},\n",
+       " {'name': 'What is the name', 'imdb': 9.2, 'category': 'Suspense'},\n",
+       " {'name': 'Detective', 'imdb': 7.0, 'category': 'Suspense'},\n",
+       " {'name': 'We Two', 'imdb': 7.2, 'category': 'Romance'}]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "subListaFilmesMédiaMaior55(movies)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'name': 'Usual Suspects', 'imdb': 7.0, 'category': 'Thriller'},\n",
+       " {'name': 'Hitman', 'imdb': 6.3, 'category': 'Action'},\n",
+       " {'name': 'Dark Knight', 'imdb': 9.0, 'category': 'Adventure'},\n",
+       " {'name': 'The Help', 'imdb': 8.0, 'category': 'Drama'},\n",
+       " {'name': 'The Choice', 'imdb': 6.2, 'category': 'Romance'},\n",
+       " {'name': 'Colonia', 'imdb': 7.4, 'category': 'Romance'},\n",
+       " {'name': 'Love', 'imdb': 6.0, 'category': 'Romance'},\n",
+       " {'name': 'Joking muck', 'imdb': 7.2, 'category': 'Comedy'},\n",
+       " {'name': 'What is the name', 'imdb': 9.2, 'category': 'Suspense'},\n",
+       " {'name': 'Detective', 'imdb': 7.0, 'category': 'Suspense'},\n",
+       " {'name': 'We Two', 'imdb': 7.2, 'category': 'Romance'}]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "subListaFilmesMédiaMaior55(movies)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercício 3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Escrever uma função que pega o nome de uma categoria e \n",
+    "# retorna somente os filmes que pertencem a tal categoria.\n",
+    "def getFilmesDeCategoria(categoria):\n",
+    "    ret = []\n",
+    "    for m in movies:\n",
+    "        if m['category'] == categoria:\n",
+    "            ret.append(m)    \n",
+    "            return ret"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def getFilmesDeCategoria(categoria):\n",
+    "    return [f for f in movies if f['category'] == categoria]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'name': 'The Choice', 'imdb': 6.2, 'category': 'Romance'},\n",
+       " {'name': 'Colonia', 'imdb': 7.4, 'category': 'Romance'},\n",
+       " {'name': 'Love', 'imdb': 6.0, 'category': 'Romance'},\n",
+       " {'name': 'Bride Wars', 'imdb': 5.4, 'category': 'Romance'},\n",
+       " {'name': 'We Two', 'imdb': 7.2, 'category': 'Romance'}]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "getFilmesDeCategoria('Romance')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'name': 'The Choice', 'imdb': 6.2, 'category': 'Romance'},\n",
+       " {'name': 'Colonia', 'imdb': 7.4, 'category': 'Romance'},\n",
+       " {'name': 'Love', 'imdb': 6.0, 'category': 'Romance'},\n",
+       " {'name': 'Bride Wars', 'imdb': 5.4, 'category': 'Romance'},\n",
+       " {'name': 'We Two', 'imdb': 7.2, 'category': 'Romance'}]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "getFilmesDeCategoria('Romance')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercício 4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Escrever uma função que receba uma lista de filmes e calcule sua média de pontuação IMDB\n",
+    "def médiaDeLista(lista):\n",
+    "    soma = 0\n",
+    "    for f in lista:\n",
+    "        soma = soma + f['imdb']\n",
+    "    \n",
+    "    return soma / len(lista)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "6.486666666666667"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "médiaDeLista(movies)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercício 5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# BÔNUS: Escrever uma função que receba uma categoria e compute sua média de pontuação IMDB\n",
+    "#(Hint: funções já definidas podem ser reutilizadas)\n",
+    "def médiaDeCategoria(categoria):\n",
+    "    filmesDaCategoria = getFilmesDeCategoria(categoria)\n",
+    "    return médiaDeLista(filmesDaCategoria)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "6.3"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "médiaDeCategoria('Action')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "6.44"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "médiaDeCategoria('Romance')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "hide_input": false,
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
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diff --git "a/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/aula.ipynb" "b/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/aula.ipynb"
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@@ -0,0 +1,5344 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "toc": true
+   },
+   "source": [
+    "<h1>Estatistica Descritiva para EDA<span class=\"tocSkip\"></span></h1>\n",
+    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Medidas-de-Dispersão\" data-toc-modified-id=\"Medidas-de-Dispersão-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Medidas de Dispersão</a></span><ul class=\"toc-item\"><li><span><a href=\"#Desvio-Padrão\" data-toc-modified-id=\"Desvio-Padrão-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Desvio Padrão</a></span></li><li><span><a href=\"#Variância\" data-toc-modified-id=\"Variância-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>Variância</a></span></li></ul></li><li><span><a href=\"#Analisando-Dispersão-dos-dados-do-IBGE\" data-toc-modified-id=\"Analisando-Dispersão-dos-dados-do-IBGE-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Analisando Dispersão dos dados do IBGE</a></span><ul class=\"toc-item\"><li><span><a href=\"#Medidas-dispersão-para-a-variável-salário\" data-toc-modified-id=\"Medidas-dispersão-para-a-variável-salário-2.1\"><span class=\"toc-item-num\">2.1&nbsp;&nbsp;</span>Medidas dispersão para a variável salário</a></span></li><li><span><a href=\"#Medidas-dispersão-para-a-variável-idade\" data-toc-modified-id=\"Medidas-dispersão-para-a-variável-idade-2.2\"><span class=\"toc-item-num\">2.2&nbsp;&nbsp;</span>Medidas dispersão para a variável idade</a></span></li><li><span><a href=\"#Medidas-dispersão-para-a-variável-anos_estudo\" data-toc-modified-id=\"Medidas-dispersão-para-a-variável-anos_estudo-2.3\"><span class=\"toc-item-num\">2.3&nbsp;&nbsp;</span>Medidas dispersão para a variável anos_estudo</a></span></li><li><span><a href=\"#Exemplo-de-três-curvas-com-a-mesma-média-e-diferentes-dispersões\" data-toc-modified-id=\"Exemplo-de-três-curvas-com-a-mesma-média-e-diferentes-dispersões-2.4\"><span class=\"toc-item-num\">2.4&nbsp;&nbsp;</span>Exemplo de três curvas com a mesma média e diferentes dispersões</a></span></li></ul></li><li><span><a href=\"#Medidas-de-Associação\" data-toc-modified-id=\"Medidas-de-Associação-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Medidas de Associação</a></span><ul class=\"toc-item\"><li><span><a href=\"#Correlação\" data-toc-modified-id=\"Correlação-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>Correlação</a></span><ul class=\"toc-item\"><li><span><a href=\"#Tipos-de-correlação\" data-toc-modified-id=\"Tipos-de-correlação-3.1.1\"><span class=\"toc-item-num\">3.1.1&nbsp;&nbsp;</span>Tipos de correlação</a></span><ul class=\"toc-item\"><li><span><a href=\"#Correlação-Linear-de-Pearson\" data-toc-modified-id=\"Correlação-Linear-de-Pearson-3.1.1.1\"><span class=\"toc-item-num\">3.1.1.1&nbsp;&nbsp;</span>Correlação Linear de Pearson</a></span></li><li><span><a href=\"#Correlação-de-Spearman\" data-toc-modified-id=\"Correlação-de-Spearman-3.1.1.2\"><span class=\"toc-item-num\">3.1.1.2&nbsp;&nbsp;</span>Correlação de Spearman</a></span></li><li><span><a href=\"#Correlação-de-Kendall\" data-toc-modified-id=\"Correlação-de-Kendall-3.1.1.3\"><span class=\"toc-item-num\">3.1.1.3&nbsp;&nbsp;</span>Correlação de Kendall</a></span></li></ul></li></ul></li><li><span><a href=\"#Covariância\" data-toc-modified-id=\"Covariância-3.2\"><span class=\"toc-item-num\">3.2&nbsp;&nbsp;</span>Covariância</a></span><ul class=\"toc-item\"><li><span><a href=\"#Exemplo-com-números-gerados\" data-toc-modified-id=\"Exemplo-com-números-gerados-3.2.1\"><span class=\"toc-item-num\">3.2.1&nbsp;&nbsp;</span>Exemplo com números gerados</a></span></li></ul></li></ul></li><li><span><a href=\"#Analisando-correlação-nos-dados-do-IBGE\" data-toc-modified-id=\"Analisando-correlação-nos-dados-do-IBGE-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Analisando correlação nos dados do IBGE</a></span></li><li><span><a href=\"#Calculando-a-correlação-de-Spearman\" data-toc-modified-id=\"Calculando-a-correlação-de-Spearman-5\"><span class=\"toc-item-num\">5&nbsp;&nbsp;</span>Calculando a correlação de Spearman</a></span></li></ul></div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<br>\n",
+    "<img src=\"img/estatistica_descritiva.png\">\n",
+    "<br>\n",
+    "\n",
+    "\n",
+    "*fonte: Wikipedia*\n",
+    "\n",
+    "A estatística descritiva é um ramo da estatística que aplica várias técnicas para descrever e sumarizar um conjunto de dados. Diferencia-se da estatística inferencial, ou estatística indutiva, pelo objectivo: organizar, sumarizar dados ao invés de usar os dados em aprendizado sobre a população. Esse princípio torna a estatística descritiva uma disciplina independente.\n",
+    "\n",
+    "Algumas medidas que são normalmente usadas para descrever um conjunto de dados são medidas de tendência central e medidas de variabilidade ou dispersão. Medidas de tendência central incluem média,mediana e moda. Medidas de variabilidade incluem desvio padrão,variância, o valor máximo e mínimo, obliquidade e curtose. \n",
+    "\n",
+    "A estatística descritiva fornece resumos simples sobre a amostra e sobre as observações que foram feitas. Tal resumo pode ser quantitativo ou visual. Esses resumos tanto podem formar a base da descrição inicial dos dados, como parte de uma análise estatística mais extensa, ou eles podem ser suficientes por si mesmos.\n",
+    "\n",
+    "Por exemplo, a porcentagem de arremessos no basquetebol é uma descrição estatística que resume a performance de um jogador ou time. Esse número é a quantidade de arremessos bem sucedidos dividido pelo o número de arremessos. Por exemplo, um jogador que consegue porcentagem de 33% faz aproximadamente um arremesso bem sucedido em cada três arremessos. A porcentagem descreve ou resume múltiplos eventos discretos. Considere também a média da. Esse número descreve a performance geral de um estudante em um curso.\n",
+    "\n",
+    "O uso de descrição e resumo estatísticos tem uma história intensiva e, de fato, a simples tabulação de populações e dados económicos foram a primeira forma em que a estatística apareceu. Mais recentemente, uma colecção de técnicas de resumos apareceram com o título de análise exploratória de dados, um exemplo dessas técnicas é o diagrama de caixa.\n",
+    "\n",
+    "No mundo dos negócios, estatística descritiva fornece um resumo útil de muitos tipos de dados. \n",
+    "\n",
+    "Já vimos as principais medidas de centralidade:\n",
+    "\n",
+    "- Média\n",
+    "- Mediana\n",
+    "- Moda\n",
+    "\n",
+    "Agora vamos estudar as principais medidas de dispersão:\n",
+    "\n",
+    "- Desvio Padrão\n",
+    "- Variância\n",
+    "\n",
+    "Em seguida veremos as principais medidas de associação:\n",
+    "\n",
+    "- Covariãncia\n",
+    "- Correlação"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Medidas de Dispersão\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/medidas_dispersao.png\">\n",
+    "<br>\n",
+    "\n",
+    "*fonte: Wikipedia*\n",
+    "\n",
+    "Em Estatística, dispersão (também chamada de variabilidade ou espalhamento) mostra o quão esticada ou espremida uma distribuição (teórica ou que define uma amostra) é, e sua representação gráfica de distribuição apresenta estas características. Exemplos comuns de medidas de dispersão estatística são a variância, o desvio padrão e a amplitude interquartil.\n",
+    "\n",
+    "Dispersão é contrastada com posição ou tendência central, e juntas elas são as propriedades de distribuições mais usadas. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Desvio Padrão\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/desvio_padrao.png\">\n",
+    "<br>\n",
+    "\n",
+    "*fonte: Wikipedia*\n",
+    "\n",
+    "Em probabilidade, o desvio padrão ou desvio padrão populacional (comumente representado pela letra grega σ) é uma medida de dispersão em torno da média populacional de uma variável aleatória. O termo possui também uma acepção específica no campo da estatística, na qual também é chamado de desvio padrão amostral (comumente representado pela letra latina s) e indica uma medida de dispersão dos dados em torno de média amostral. Um baixo desvio padrão indica que os pontos dos dados tendem a estar próximos da média ou do valor esperado. Um alto desvio padrão indica que os pontos dos dados estão espalhados por uma ampla gama de valores. O desvio padrão populacional ou amostral é a raiz quadrada da variância populacional ou amostral correspondente, de modo a ser uma medida de dispersão que seja um número não negativo e que use a mesma unidade de medida dos dados fornecidos.\n",
+    "\n",
+    "Além de expressar a variabilidade da população, o desvio padrão comumente é usado para medir a confiança em cálculos estatísticos e geralmente permite sintetizar os resultados de uma experiência repetida várias vezes. Por exemplo, a margem de erro de um conjunto de dados é determinada pelo cálculo do desvio padrão da média ou do desvio padrão populacional inverso da raiz quadrada do tamanho da amostra, se a mesma pesquisa for repetida várias vezes.\n",
+    "\n",
+    "Esta derivação do desvio padrão geralmente é chamada de erro padrão da estimativa ou erro padrão da média (em referência à média). O erro padrão da média é calculado a partir do desvio padrão das médias, as quais poderiam ser computadas a partir de uma população se um número infinito de amostras e uma média para cada amostra fossem considerados. A margem de erro de uma pesquisa é calculada a partir do erro padrão da média (produto do desvio padrão populacional e do inverso da raiz quadrada do tamanho da amostra), e cerca do dobro do erro padrão da média é a metade da largura de 95% do intervalo de confiança para a média (populacional).\n",
+    "\n",
+    "O desvio padrão é calculado em todas as áreas que usam probabilidade e estatística, em particular biologia, finanças, física e pesquisas em geral. Em ciência, os pesquisadores comumente reportam o desvio padrão dos dados experimentais. Em geral, apenas os efeitos mais de dois desvios padrões distantes do esperado são considerados estatisticamente significativos – por meio de erro aleatório normal ou variação nas medições podem-se distinguir os efeitos prováveis dos efeitos genuínos. Quando apenas uma amostra dos dados da população está disponível, o termo desvio padrão amostral pode referir-se tanto à quantidade mencionada acima quanto a uma quantidade modificada que seja uma estimativa não enviesada do desvio padrão populacional. Quando o desvio padrão populacional não é conhecido, o seu valor é aproximado por meio do desvio padrão amostral.\n",
+    "\n",
+    "O **Desvio Padrão** é a raiz quadrada da variância, para \"retornar\" a variável para sua escala original.\n",
+    "\n",
+    "$$ \\sigma = \\sqrt {\\frac{1}{N}\\sum\\limits_{i = 1}^N {\\left( {x_i - \\bar x} \\right)^2 }}  $$\n",
+    "\n",
+    "Uma vantagem do desvio padrão é que ele é expresso nas mesmas unidades que a distribuição. \n",
+    "(Por outro lado, a variância tem outras unidades, já que está elevada ao quadrado.)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Variância\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/variancia.png\">\n",
+    "<br>\n",
+    "\n",
+    "*fonte: Wikipedia*\n",
+    "\n",
+    "Na teoria da probabilidade e na estatística, a variância de uma variável aleatória ou processo estocástico é uma medida da sua dispersão estatística, indicando \"o quão longe\" em geral os seus valores se encontram do valor esperado.\n",
+    "\n",
+    "A variância de uma variável aleatória real é o seu segundo momento central e também o seu segundo cumulante (os cumulantes só diferem dos momentos centrais a partir do 4º grau, inclusive). Sendo o seu valor o quadrado do Desvio Padrão. \n",
+    "\n",
+    "A variância (ou segundo momento) tambem é definida como um valor numérico utilizado para descrever quanto variam os números de uma distribuição com relação à média deles. \n",
+    "\n",
+    "Por definição, a variância é o quadrado do Desvio Padrão:\n",
+    "    \n",
+    "$$ \\sigma{_x}^{2} = \\frac{1}{N}\\sum\\limits_{i = 1}^N {\\left( {x_i - \\bar x} \\right)^2 }  $$\n",
+    "\n",
+    "É a média da diferença elevada ao quadrado entre cada valor e a média. Em outras palavras ela mede o quanto os dados estão distantes de x_barra (média), quanto maior esse número, mais distante da média os valores estão, em média (dividido por n).\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Aplicando os conceitos em um exemplo real\n",
+    "\n",
+    "Vamos utilizar o mesmos dados já conhecidos para calcular e comparar as métricas aprendidas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Analisando Dispersão dos dados do IBGE\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Medidas dispersão para a variável salário\n",
+    "\n",
+    "Evidentemente o desvio pacrão e a variância fazem sentido para as variáveis quatitativas ou qualitativas ordinais numéricas com várias categorias. Para nosso exemplo temos idade, anos de estudo e salário."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Média da coluna salario: 19706.79\n"
+     ]
+    }
+   ],
+   "source": [
+    "import csv \n",
+    "lista_com_salarios = []\n",
+    "lista_com_idades = list()\n",
+    "\n",
+    "with open(r'data/data.csv', 'r') as data_csv:\n",
+    "    data = csv.reader(data_csv)\n",
+    "    \n",
+    "    lista_exemplo = []\n",
+    "    somatorio = 0\n",
+    "    contador = 0\n",
+    "    for i, line in enumerate(data):\n",
+    "        if i>0:\n",
+    "            try: # para evitar os campos nulos\n",
+    "                lista_com_idades.append(float(line[2]))\n",
+    "                lista_com_salarios.append(float(line[6]))\n",
+    "                \n",
+    "                somatorio +=  float(line[6]) # coluna 6 é a coluna de salario\n",
+    "                contador += 1\n",
+    "            except:\n",
+    "                pass\n",
+    "\n",
+    "\n",
+    "media = round(somatorio/contador,2)\n",
+    "\n",
+    "print(f'Média da coluna salario: {media}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['66469',\n",
+       " '53117018102.0',\n",
+       " '37',\n",
+       " 'homem',\n",
+       " '5.0',\n",
+       " 'Preta',\n",
+       " '460.3500061035156',\n",
+       " '1.0',\n",
+       " 'centro-oeste']"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "line"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Fazer a formula com base no código acima e na função abaixo:\n",
+    "\n",
+    "$$ \\sigma{_x}^{2} = \\frac{1}{N}\\sum\\limits_{i = 1}^N {\\left( {x_i - \\bar x} \\right)^2 }  $$\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def calcula_variancia(lista_valores):\n",
+    "    '''\n",
+    "    Escrever o código para calcular a variância\n",
+    "    '''\n",
+    "    \n",
+    "    return variancia"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Plotando o histograma com matplotlib"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "plt.hist(lista_com_salario)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Escolhendo a quantidade de bins (o que é bins?)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
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+   "source": [
+    "plt.hist(lista_com_salario, bins=50)\n",
+    "plt.show()"
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+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Escolhendo o range de valores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(lista_com_salario, bins=50, range=(-100, 75000))\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Medidas dispersão para a variável idade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Medidas dispersão para a variável anos_estudo"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exemplo de três curvas com a mesma média e diferentes dispersões"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import scipy\n",
+    "import scipy.stats as ss\n",
+    "from scipy.stats import norm\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "%matplotlib inline\n",
+    "%config InlineBackend.figure_formats=['svg']\n",
+    "\n",
+    "x_axis = np.arange(-4, 4, 0.001)\n",
+    "mean, std, std1, std2 = 0, 0.5, 1, 2\n",
+    "\n",
+    "plt.plot(x_axis, norm.pdf(x_axis,mean,std), label='std=0.5')\n",
+    "plt.plot(x_axis, norm.pdf(x_axis,mean,std1), label='std=1')\n",
+    "plt.plot(x_axis, norm.pdf(x_axis,mean,std2), label='std=2')\n",
+    "plt.legend(loc='upper left')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Medidas de Associação"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Correlação\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/correlacao2.png\">\n",
+    "<br>\n",
+    "\n",
+    "*fonte: Wikipedia*\n",
+    "\n",
+    "Em probabilidade e estatística, correlação, dependência ou associação é qualquer relação estatística (causal ou não causal) entre duas variáveis e correlação é qualquer relação dentro de uma ampla classe de relações estatísticas que envolva dependência entre duas variáveis. Por exemplo, a correlação entre a estatura dos pais e a estatura dos pais e dos filhos. Embora seja comumente denotada como a medida de relação entre duas variáveis aleatórias, correlação não implica causalidade. Em alguns casos, correlação não identifica dependência entre as variáveis. Em geral, há pares de variáveis que apresentam forte dependência estatística, mas que possuem correlação nula. Para este casos, são utilizadas outras medidas de dependência.\n",
+    "\n",
+    "Informalmente correlação é sinônimo de dependência. Formalmente variáveis são dependentes se não satisfizerem a propriedade matemática da independência probabilística. Em termos técnicos, correlação refere–se a qualquer um dos vários tipos específicos de relação entre os valores médios. Existem diferentes coeficientes de correlação (ρ ou r) para medir o grau de correlação. Um dos coeficientes de correlação mais conhecidos é o coeficiente de correlação de Pearson, obtido pela divisão da covariância de duas variáveis pelo produto dos seus desvios padrão e sensível a uma relação linear entre duas variáveis. Entretanto, há outros coeficientes de correlação mais robustos que o coeficiente de correlação de Pearson. Isto é, mais sensíveis às relações não lineares.\n",
+    "\n",
+    "#### Tipos de correlação\n",
+    "\n",
+    "Linear:\n",
+    "- Pearson\n",
+    "\n",
+    "Não-lineares:\n",
+    "- Spearman\n",
+    "- Kendall (tau)\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/correlacoes_comp.png\">\n",
+    "<br>\n",
+    "\n",
+    "##### Correlação Linear de Pearson\n",
+    "\n",
+    "A correlação amostral trata da medida da direção e do grau com que as variáveis X {\\displaystyle X} {\\displaystyle X} e Y {\\displaystyle Y} {\\displaystyle Y} se associam linearmente em uma amostra. Karl Pearson desenvolveu o coeficiente amostral a partir de uma ideia semelhante, porém ligeiramente diferente da de Francis Galton. Então, o coeficiente amostral pode ser chamado de coeficiente produto–momento de Pearson, coeficiente de correlação de Pearson ou simplesmente coeficiente de correlação, que é a medida mais conhecida de dependência entre duas variáveis quantitativa.\n",
+    "\n",
+    "A correlação lineaar de Pearson é uma versão padronizada (dividida pelos desvios padrão) da covariância e sempre está entre 1 e -1, portanto pode ser comparada com variaveis que não tem necessáriamente a mesma escala.\n",
+    "\n",
+    "$$ \\rho = \\frac{{}\\sum_{i=1}^{n} (x_i - \\overline{x})(y_i - \\overline{y})}\n",
+    "{\\sqrt{\\sum_{i=1}^{n} (x_i - \\overline{x})^2(y_i - \\overline{y})^2}}$$\n",
+    "\n",
+    "##### Correlação de Spearman\n",
+    "\n",
+    "A correlação de postos de Spearman é utilizada para a relação entre dados não–lineares. Quando os dados de uma amostra são ordenados de forma crescente, obtém–se uma condição de ordem para que cada elemento ordenado seja um posto.\n",
+    "\n",
+    "##### Correlação de Kendall\n",
+    "\n",
+    "A correlação de postos de Kendall, também conhecido como τ de Kendall, é uma medida a partir de uma amostra de dados ordenados como a correlação de postos de Spearman. A vantagem de τ de Kendall é a generalização para um coeficiente de correlação parcial. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Covariância\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/covariancia.png\">\n",
+    "<br>\n",
+    "\n",
+    "*fonte: Wikipedia*\n",
+    "\n",
+    "Em teoria da probabilidade e na estatística, a covariância, ou variância conjunta, é uma medida do grau de interdependência (ou inter-relação) numérica entre duas variáveis aleatórias. Assim, variáveis independentes têm covariância zero.\n",
+    "\n",
+    "A covariância ou variância conjunta é um momento conjunto de primeira ordem das variáveis aleatórias X e Y, centrados nas respectivas médias. É a média do grau de interdependência ou inter-relação numérica linear entre elas. \n",
+    "\n",
+    "A covariância é por vezes chamada de medida de dependência linear entre as duas variáveis aleatórias. \n",
+    "\n",
+    "Dessa forma, a covariância é definida como uma variância entre duas variáveis distintas.\n",
+    "\n",
+    "$$ cov_{x,y} = \\sum_{i=1}^{n} (x_i - \\bar{x})(y_i - \\bar{y})\\quad \\text{(covariance)} $$\n",
+    "\n",
+    "$$\\sigma{_x}^{2} = \\sum_{i=1}^{n} (x_i - \\bar{x})^2\\quad \\text{(variance)}\t$$\n",
+    "\n",
+    "Vale a pena reforçar o que já foi mencionado acima, que a correlação é uma versão padronizada (dividida pelos desvios padrão) da covariância e sempre está entre 1 e -1, portanto pode ser comparada com variaveis que não tem necessáriamente a mesma escala."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Exemplo com números gerados\n",
+    "\n",
+    "Vamos criar duas variáveis aleatórias para utilização nesta parte de cálculo das medidas de associação através no numpy.random, e a partir do gráfico de dispersão (scatter plot) iremos trazer os códigos das funções de cálculo seguidas nos comandos da bilbioteca Scipy.Stats. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
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+      ],
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+       "<matplotlib.figure.Figure at 0x19d42d6f4a8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "x1 = [1.3, 2.1, 3.4, 3.7, 5.4, 6.3, 7.2, 8.1, 9.9]\n",
+    "x2 = [8.7, 8.5, 7.6, 6.1, 5.1, 5.7, 3.3, 3.8, 1.7]\n",
+    "\n",
+    "plt.scatter(x=x1,\n",
+    "            y=x2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[(1.3, 8.7), (2.1, 8.5), (3.4, 7.6), (3.7, 6.1), (5.4, 5.1)]\n"
+     ]
+    }
+   ],
+   "source": [
+    "xy = list(zip(list(x1),list(x2)))\n",
+    "print(xy[:5])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-0.9693785258717729\n"
+     ]
+    }
+   ],
+   "source": [
+    "metodo_nutella = scipy.stats.pearsonr(x1, x2)\n",
+    "print(metodo_nutella[0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "$$ \\rho = \\frac{{}\\sum_{i=1}^{n} (x_i - \\overline{x})(y_i - \\overline{y})}\n",
+    "{\\sqrt{\\sum_{i=1}^{n} (x_i - \\overline{x})^2(y_i - \\overline{y})^2}}$$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def corr_metodo_raiz(data):\n",
+    "    n = len(data)\n",
+    "    sumx = sum(i[0] for i in data)\n",
+    "    sumy = sum(i[1] for i in data)\n",
+    "    \n",
+    "    sumxSq=sum([i[0]**2.0 for i in data])\n",
+    "    sumySq=sum([i[1]**2.0 for i in data])\n",
+    "    \n",
+    "    pSum=sum([i[0]*i[1] for i in data])\n",
+    "    \n",
+    "    numerador=pSum-(sumx*sumy/n)\n",
+    "    denominador=((sumxSq-pow(sumx,2)/n)*(sumySq-pow(sumy,2)/n))**.5\n",
+    "    \n",
+    "    if denominador==0:\n",
+    "        r=0\n",
+    "    else:\n",
+    "        r=numerador/denominador\n",
+    "        \n",
+    "    return r"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-0.9693785258717726"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "corr_metodo_raiz(xy)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Analisando correlação nos dados do IBGE\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "66470 47878\n",
+      "\n",
+      "\n",
+      "[53.0, 49.0, 22.0, 55.0, 56.0]\n",
+      "[63600.0, 4352.400390625, 96600.0, 157800.0, 88550.0]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy\n",
+    "\n",
+    "print(len(lista_com_idades), len(lista_com_salarios))\n",
+    "print('\\n')\n",
+    "print(lista_com_idades[:5])\n",
+    "print(lista_com_salarios[:5])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "47538"
+      ]
+     },
+     "execution_count": 94,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "idade_estudo = []\n",
+    "\n",
+    "with open(r'data/data.csv', 'r') as data_csv:\n",
+    "    data = csv.reader(data_csv)\n",
+    "    for i, line in enumerate(data):\n",
+    "        observação = [] # cria uma lista em branco a cada iteração\n",
+    "        if i>0:\n",
+    "            try: # para evitar os campos nulos\n",
+    "                observação.append(float(line[2]))\n",
+    "                observação.append(float(line[4]))\n",
+    "                idade_estudo.append(observação)\n",
+    "            except:\n",
+    "                pass\n",
+    "            \n",
+    "len(estudo_idade)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[[53.0, 5.0],\n",
+       " [49.0, 8.0],\n",
+       " [22.0, 11.0],\n",
+       " [55.0, 15.0],\n",
+       " [56.0, 15.0],\n",
+       " [30.0, 15.0],\n",
+       " [52.0, 5.0],\n",
+       " [29.0, 5.0],\n",
+       " [29.0, 11.0],\n",
+       " [46.0, 15.0]]"
+      ]
+     },
+     "execution_count": 95,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "idade_estudo[:10]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-0.22316633803425154"
+      ]
+     },
+     "execution_count": 97,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "corr_metodo_raiz(idade_estudo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lista_com_idades = []\n",
+    "lista_com_estudo = []\n",
+    "\n",
+    "for row in idade_estudo:\n",
+    "    lista_com_idades.append(row[0])\n",
+    "    lista_com_estudo.append(row[1])    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "metadata": {},
+   "outputs": [
+    {
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+      ]
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+     "execution_count": 104,
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+       "   </g>\r\n",
+       "   <g id=\"patch_6\">\r\n",
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+       "   </g>\r\n",
+       "  </g>\r\n",
+       " </g>\r\n",
+       " <defs>\r\n",
+       "  <clipPath id=\"p580ce19d67\">\r\n",
+       "   <rect height=\"217.44\" width=\"334.8\" x=\"26.925\" y=\"10.7\"/>\r\n",
+       "  </clipPath>\r\n",
+       " </defs>\r\n",
+       "</svg>\r\n"
+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x19d4200ae48>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=lista_com_idades[:1000], y=lista_com_estudo[:1000])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Calculando a correlação de todas as variáveis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def funcao_calcula_correlacoes(dados):\n",
+    "    \n",
+    "    \n",
+    "    \n",
+    "    \n",
+    "    print(var1, var2, corr)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Calculando a correlação de Spearman"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-0.2420298536078769\n"
+     ]
+    }
+   ],
+   "source": [
+    "from scipy.stats import spearmanr\n",
+    "\n",
+    "corr, _ = spearmanr(lista_com_idades, lista_com_estudo)\n",
+    "print(corr)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from math import sqrt\n",
+    "\n",
+    "def spearmanRaiz(X, Y):\n",
+    "    n = len(X)\n",
+    "    sigma_x = sigma_y = sigma_xy = 0.0\n",
+    "    sigma_xsq = sigma_ysq = 0.0\n",
+    "    for i in range(0, n-1):\n",
+    "        sigma_x = sigma_x + X[i]\n",
+    "        sigma_y = sigma_y + Y[i]\n",
+    "        sigma_xy = sigma_xy + X[i] * Y[i]\n",
+    "        sigma_xsq = sigma_xsq + X[i] * X[i]\n",
+    "        sigma_ysq = sigma_ysq + Y[i] * Y[i]       \n",
+    "    \n",
+    "    num =( n * sigma_xy - sigma_x * sigma_y)\n",
+    "    den = sqrt( [float(n)*sigma_xsq - (sigma_x)^ 2]*[ n*sigma_ysq - (sigma_y) ^ 2] )\n",
+    "    return num/den"
+   ]
+  }
+ ],
+ "metadata": {
+  "hide_input": false,
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": true,
+   "title_cell": "Estatistica Descritiva para EDA",
+   "title_sidebar": "Contents",
+   "toc_cell": true,
+   "toc_position": {
+    "height": "914.933px",
+    "left": "41px",
+    "top": "110.263px",
+    "width": "248.117px"
+   },
+   "toc_section_display": true,
+   "toc_window_display": true
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/aula1.ipynb" "b/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/aula1.ipynb"
deleted file mode 100644
index f816767..0000000
--- "a/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/aula1.ipynb"
+++ /dev/null
@@ -1,1538 +0,0 @@
-{
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-    "### Medidas de Dispersão\n",
-    "\n",
-    "A **Variância** (ou segundo momento) é um valor numérico utilizado para descrever quanto variam os números de uma distribuição com relação à média deles. E pode ser definida da seguinte maneira:\n",
-    "    \n",
-    "$$ \\sigma{_x}^{2} = \\frac{1}{N}\\sum\\limits_{i = 1}^N {\\left( {x_i - \\bar x} \\right)^2 }  $$\n",
-    "\n",
-    "É a média da diferença elevada ao quadrado entre cada valor e a média.\n",
-    "Em outras palavras ela mede o quanto os dados estão distantes de x_barra (média), quanto maior esse número, mais distante da média os valores estão, em média (dividido por n).\n",
-    "\n",
-    "O **Desvio Padrão** é a raiz quadrada da variância, para \"retornar\" a variável para sua escala original.\n",
-    "\n",
-    "$$ \\sigma = \\sqrt {\\frac{1}{N}\\sum\\limits_{i = 1}^N {\\left( {x_i - \\bar x} \\right)^2 }}  $$\n",
-    "\n",
-    "Uma vantagem do desvio padrão é que ele é expresso nas mesmas unidades que a distribuição. \n",
-    "(Por outro lado, a variância tem outras unidades, já que está elevada ao quadrado.)"
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-   ],
-   "source": [
-    "import scipy\n",
-    "import scipy.stats as ss\n",
-    "from scipy.stats import norm\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "%matplotlib inline\n",
-    "%config InlineBackend.figure_formats=['svg']\n",
-    "\n",
-    "x_axis = np.arange(-4, 4, 0.001)\n",
-    "mean, std, std2 = 0, 1, 1.35\n",
-    "\n",
-    "plt.plot(x_axis, norm.pdf(x_axis,mean,std), label='normal 0,1')\n",
-    "plt.plot(x_axis, norm.pdf(x_axis,mean,std2), label='normal 0,3')\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "fazer com exemplos reais"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Medidas de Associação\n",
-    "\n",
-    "**Correlação** e **Covariância**\n",
-    "\n",
-    "Wikipedia:\n",
-    "\n",
-    "Em probabilidade e estatística, correlação, dependência ou associação é qualquer relação estatística (causal ou não causal) entre duas variáveis e correlação é qualquer relação dentro de uma ampla classe de relações estatísticas que envolva dependência entre duas variáveis.Por exemplo, a correlação entre a estatura dos pais e a estatura dos pais e dos filhos. Embora seja comumente denotada como a medida de relação entre duas variáveis aleatórias, correlação não implica causalidade. Em alguns casos, correlação não identifica dependência entre as variáveis. Em geral, há pares de variáveis que apresentam forte dependência estatística, mas que possuem correlação nula. Para este casos, são utilizadas outras medidas de dependência.\n",
-    "\n",
-    "\n",
-    "**Covariância pode ser definida da seguinte forma:**\n",
-    "\n",
-    "$$ cov_{x,y} = \\sum_{i=1}^{n} (x_i - \\bar{x})(y_i - \\bar{y})\\quad \\text{(covariance)} $$\n",
-    "\n",
-    "$$\\sigma{_x}^{2} = \\sum_{i=1}^{n} (x_i - \\bar{x})^2\\quad \\text{(variance)}\t$$\n",
-    "\n",
-    "** Correlação **\n",
-    "\n",
-    "A correlação é uma versão padronizada (dividida pelos desvios padrão) da covariância e sempre está entre 1 e -1, portanto pode ser comparada com variaveis que não tem necessáriamente a mesma escala.\n",
-    "\n",
-    "\n",
-    "$$ \\rho = \\frac{{}\\sum_{i=1}^{n} (x_i - \\overline{x})(y_i - \\overline{y})}\n",
-    "{\\sqrt{\\sum_{i=1}^{n} (x_i - \\overline{x})^2(y_i - \\overline{y})^2}}$$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "100 100\n",
-      "[11.50638015  8.91796137  8.5287626  11.14152409 10.66816049  6.88176928\n",
-      " 10.48076567 10.24756271 10.28450948 10.40363591]\n",
-      "[-19.70677437  -5.7385174   -7.27760569 -13.20295844  -8.1920152\n",
-      "  -5.02467154  -9.9714921  -11.76001434 -16.06845711  -5.73377351]\n"
-     ]
-    }
-   ],
-   "source": [
-    "import numpy\n",
-    "X = np.random.normal(10, 1, 100)\n",
-    "Y = -X + numpy.random.normal(0, 4, 100)\n",
-    "\n",
-    "print(len(X), len(Y))\n",
-    "print(X[:10])\n",
-    "print(Y[:10])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
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-    "plt.scatter(X, Y)"
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-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(-0.2660505977096023, 0.007462719677197317)\n"
-     ]
-    }
-   ],
-   "source": [
-    "# calculando correlação.\n",
-    "metodo_nutella = scipy.stats.pearsonr(X, Y)\n",
-    "print(metodo_nutella)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[(11.506380149363725, -19.70677437336482), (8.917961369077013, -5.738517403609567), (8.528762599273342, -7.277605689387169), (11.14152409078903, -13.202958442165897), (10.668160493323981, -8.192015199233175)]\n"
-     ]
-    }
-   ],
-   "source": [
-    "xy = list(zip(list(X),list(Y)))\n",
-    "print(xy[:5])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def corr_metodo_raiz(data):\n",
-    "    n = len(data)\n",
-    "    sumx = sum(i[0] for i in data)\n",
-    "    sumy = sum(i[1] for i in data)\n",
-    "    \n",
-    "    sumxSq=sum([i[0]**2.0 for i in data])\n",
-    "    sumySq=sum([i[1]**2.0 for i in data])\n",
-    "    \n",
-    "    pSum=sum([i[0]*i[1] for i in data])\n",
-    "    \n",
-    "    numerador=pSum-(sumx*sumy/n)\n",
-    "    denominador=((sumxSq-pow(sumx,2)/n)*(sumySq-pow(sumy,2)/n))**.5\n",
-    "    \n",
-    "    if denominador==0:\n",
-    "        r=0\n",
-    "    else:\n",
-    "        r=numerador/denominador\n",
-    "        \n",
-    "    return r"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
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-     },
-     "execution_count": 7,
-     "metadata": {},
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-   "source": [
-    "corr_metodo_raiz(xy)"
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-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
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diff --git "a/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/correla\303\247\303\265es_deepdive.ipynb" "b/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/correla\303\247\303\265es_deepdive.ipynb"
old mode 100644
new mode 100755
index 266c553..2afc30f
--- "a/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/correla\303\247\303\265es_deepdive.ipynb"
+++ "b/1-analise-explorat\303\263ria-basica/02-dispers\303\243o-e-associa\303\247\303\243o/correla\303\247\303\265es_deepdive.ipynb"
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HcmV?d00001

diff --git "a/1-analise-explorat\303\263ria-basica/03-pandas/Pandas Handson Solu\303\247\303\243o.ipynb" "b/1-analise-explorat\303\263ria-basica/03-pandas/Pandas Handson Solu\303\247\303\243o.ipynb"
new file mode 100755
index 0000000..da83a83
--- /dev/null
+++ "b/1-analise-explorat\303\263ria-basica/03-pandas/Pandas Handson Solu\303\247\303\243o.ipynb"	
@@ -0,0 +1,2738 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# LAB: Introdução a Pandas 1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 1. Introdução\n",
+    "\n",
+    "Neste caso usaremos uma versão muito resumida dos dados do [Censo Demográfico (levantamento realizado pelo INDEC)](http://www.indec.gov.ar/bases-de-datos.asp). Trata-se de uma pesquisa contínua cujo objetivo principal é gerar informações sobre o funcionamento do mercado de trabalho.\n",
+    "\n",
+    "Utilizaremos apenas algumas variáveis (idade, escolaridade, número de horas trabalhadas, qualificação da tarefa e renda do trabalho) e alguns casos (os empregados, ou seja, aqueles que trabalharam pelo menos uma hora na semana anterior à pesquisa)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1.1 Importamos os pacotes a serem usados"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1.2 Importamos os dados a serem usados"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('data/data_filt.csv', encoding = 'latin1', engine='python', delimiter=',')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 2. Explorando o dataset\n",
+    "\n",
+    "### 2.1. Quantas filas e quantas colunas o dataset tem?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 23448 entries, 0 to 23447\n",
+      "Data columns (total 5 columns):\n",
+      "ch06        23448 non-null int64\n",
+      "nivel_ed    23448 non-null object\n",
+      "htot        23448 non-null int64\n",
+      "calif       23448 non-null object\n",
+      "p47t        23448 non-null float64\n",
+      "dtypes: float64(1), int64(2), object(2)\n",
+      "memory usage: 916.0+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.2 Que informação o dataset tem? Imprimir o nome das colunas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['ch06', 'nivel_ed', 'htot', 'calif', 'p47t'], dtype='object')"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Os nomes das colunas não são muito descritivos a respeito das informações que elas contêm. Vamos tentar mudá-los pela seguinte lista: \n",
+    "\n",
+    "['idade', 'escolaridade', 'hs_trabalhadas', 'qualificação_ocupacional', 'renda_ult_mes']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.columns = ['idade', 'escolaridade', 'hs_trabalhadas', 'qualificação_ocupacional', 'renda_ult_mes']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.3 Como o dataset está indexado?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RangeIndex(start=0, stop=23448, step=1)"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.index"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.4 Qual é o tipo da quarta coluna?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dtype('O')"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.iloc[:,3].dtype"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.4 Qual é a escolaridade mais comum?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2_Sec. comp y más    14634\n",
+       "Name: escolaridade, dtype: int64"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"escolaridade\"].value_counts().head(1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.5 E como a população é distribuída segundo a qualificação? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2_Op./No calif.    17372\n",
+       "Name: qualificação_ocupacional, dtype: int64"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"qualificação_ocupacional\"].value_counts().head(1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.6 Qual é a renda total da população? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "190114176.0"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['renda_ult_mes'].sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.4 Qual é a renda média da população? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "8107.905834186285"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['renda_ult_mes'].mean()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 3. Indexando e organizando os dados"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.1 Selecionar a coluna `escolaridade` e `renda_ult_mes` e atribuí-las a um objeto novo chamado `df2`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df2 = df[['escolaridade','renda_ult_mes']]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.2 Selecionar as primeiras 20 filas de df2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>escolaridade</th>\n",
+       "      <th>renda_ult_mes</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>6000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>5000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>5000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>11000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>9500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>6000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>9000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>4260.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>3800.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>10517.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>8300.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>4900.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>11000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>9000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>3500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>8000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>2500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>7500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>5000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>5500.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         escolaridade  renda_ult_mes\n",
+       "0         1_H/Sec inc         6000.0\n",
+       "1   2_Sec. comp y más         5000.0\n",
+       "2   2_Sec. comp y más         5000.0\n",
+       "3         1_H/Sec inc        11000.0\n",
+       "4         1_H/Sec inc         9500.0\n",
+       "5   2_Sec. comp y más         6000.0\n",
+       "6   2_Sec. comp y más         9000.0\n",
+       "7         1_H/Sec inc         4260.0\n",
+       "8         1_H/Sec inc         3800.0\n",
+       "9   2_Sec. comp y más        10517.0\n",
+       "10        1_H/Sec inc         8300.0\n",
+       "11  2_Sec. comp y más         4900.0\n",
+       "12  2_Sec. comp y más        11000.0\n",
+       "13  2_Sec. comp y más         9000.0\n",
+       "14        1_H/Sec inc         3500.0\n",
+       "15        1_H/Sec inc         8000.0\n",
+       "16        1_H/Sec inc         2500.0\n",
+       "17        1_H/Sec inc         7500.0\n",
+       "18        1_H/Sec inc         5000.0\n",
+       "19        1_H/Sec inc         5500.0"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df2[0:20]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.2 Selecionar uma amostra aleatória de 500 filas de df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>idade</th>\n",
+       "      <th>escolaridade</th>\n",
+       "      <th>hs_trabalhadas</th>\n",
+       "      <th>qualificação_ocupacional</th>\n",
+       "      <th>renda_ult_mes</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>443</th>\n",
+       "      <td>51</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>8000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1065</th>\n",
+       "      <td>63</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>10000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5475</th>\n",
+       "      <td>46</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>40</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>8700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7624</th>\n",
+       "      <td>53</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>30</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>8000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14079</th>\n",
+       "      <td>38</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>44</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>8500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7559</th>\n",
+       "      <td>33</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>33</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>4000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9571</th>\n",
+       "      <td>50</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>35</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>7000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18322</th>\n",
+       "      <td>40</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>60</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>14000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9603</th>\n",
+       "      <td>41</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>11700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10775</th>\n",
+       "      <td>41</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>30</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>10000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11841</th>\n",
+       "      <td>30</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>36</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>2000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3041</th>\n",
+       "      <td>65</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>4700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6880</th>\n",
+       "      <td>56</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>2000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12165</th>\n",
+       "      <td>38</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>1500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12333</th>\n",
+       "      <td>54</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>3000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1789</th>\n",
+       "      <td>42</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>30</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>6000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4448</th>\n",
+       "      <td>37</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>70</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>22000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6498</th>\n",
+       "      <td>55</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>56</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>5000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7185</th>\n",
+       "      <td>26</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>8000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10892</th>\n",
+       "      <td>37</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>8500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3779</th>\n",
+       "      <td>20</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>55</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>8000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13406</th>\n",
+       "      <td>38</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>54</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>15000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18549</th>\n",
+       "      <td>23</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>24</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>1200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16092</th>\n",
+       "      <td>52</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>45</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>19000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9869</th>\n",
+       "      <td>44</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>1500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3733</th>\n",
+       "      <td>36</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>800.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2868</th>\n",
+       "      <td>21</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>20</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>4500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3561</th>\n",
+       "      <td>38</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>25</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>3000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12541</th>\n",
+       "      <td>23</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>6000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11859</th>\n",
+       "      <td>59</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>1000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9734</th>\n",
+       "      <td>43</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>40</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>10000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2839</th>\n",
+       "      <td>40</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>56</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>9000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1120</th>\n",
+       "      <td>62</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>50</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>5400.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13890</th>\n",
+       "      <td>28</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>40</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>10000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18621</th>\n",
+       "      <td>58</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>65</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>10000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9469</th>\n",
+       "      <td>26</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>42</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>4000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19453</th>\n",
+       "      <td>47</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>4500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10115</th>\n",
+       "      <td>58</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>40</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>10000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11331</th>\n",
+       "      <td>34</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>25</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>1000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21837</th>\n",
+       "      <td>27</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>2500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21184</th>\n",
+       "      <td>26</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>30</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>20000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6260</th>\n",
+       "      <td>42</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>78</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>4000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13224</th>\n",
+       "      <td>56</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>60</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>35000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17424</th>\n",
+       "      <td>58</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>48</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>35000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23266</th>\n",
+       "      <td>30</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>54</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>8000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8048</th>\n",
+       "      <td>49</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>30</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>4500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7595</th>\n",
+       "      <td>30</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>35</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>4400.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16016</th>\n",
+       "      <td>46</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>30</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>15000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4276</th>\n",
+       "      <td>30</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>40</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>42500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12629</th>\n",
+       "      <td>31</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>40</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>8000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8748</th>\n",
+       "      <td>47</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>50</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>11000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4322</th>\n",
+       "      <td>40</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>60</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>40000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21026</th>\n",
+       "      <td>46</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>20</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>35000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20977</th>\n",
+       "      <td>47</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>45</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>15000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18900</th>\n",
+       "      <td>68</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>45</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>7000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>501</th>\n",
+       "      <td>34</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>8000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13693</th>\n",
+       "      <td>24</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>18</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>2000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3562</th>\n",
+       "      <td>17</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>1350.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9694</th>\n",
+       "      <td>48</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>48</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>5000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21117</th>\n",
+       "      <td>45</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>20500.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>500 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       idade       escolaridade  hs_trabalhadas qualificação_ocupacional  \\\n",
+       "443       51  2_Sec. comp y más              48          2_Op./No calif.   \n",
+       "1065      63  2_Sec. comp y más              48          2_Op./No calif.   \n",
+       "5475      46  2_Sec. comp y más              40          2_Op./No calif.   \n",
+       "7624      53  2_Sec. comp y más              30            1_Prof./Tecn.   \n",
+       "14079     38  2_Sec. comp y más              44          2_Op./No calif.   \n",
+       "7559      33  2_Sec. comp y más              33            1_Prof./Tecn.   \n",
+       "9571      50  2_Sec. comp y más              35            1_Prof./Tecn.   \n",
+       "18322     40        1_H/Sec inc              60          2_Op./No calif.   \n",
+       "9603      41  2_Sec. comp y más              20          2_Op./No calif.   \n",
+       "10775     41  2_Sec. comp y más              30            1_Prof./Tecn.   \n",
+       "11841     30  2_Sec. comp y más              36          2_Op./No calif.   \n",
+       "3041      65        1_H/Sec inc               4          2_Op./No calif.   \n",
+       "6880      56  2_Sec. comp y más              20          2_Op./No calif.   \n",
+       "12165     38  2_Sec. comp y más              48          2_Op./No calif.   \n",
+       "12333     54        1_H/Sec inc              16          2_Op./No calif.   \n",
+       "1789      42  2_Sec. comp y más              30          2_Op./No calif.   \n",
+       "4448      37  2_Sec. comp y más              70          2_Op./No calif.   \n",
+       "6498      55        1_H/Sec inc              56          2_Op./No calif.   \n",
+       "7185      26  2_Sec. comp y más              48          2_Op./No calif.   \n",
+       "10892     37  2_Sec. comp y más              48          2_Op./No calif.   \n",
+       "3779      20        1_H/Sec inc              55          2_Op./No calif.   \n",
+       "13406     38  2_Sec. comp y más              54            1_Prof./Tecn.   \n",
+       "18549     23        1_H/Sec inc              24          2_Op./No calif.   \n",
+       "16092     52  2_Sec. comp y más              45          2_Op./No calif.   \n",
+       "9869      44  2_Sec. comp y más              20          2_Op./No calif.   \n",
+       "3733      36        1_H/Sec inc               4          2_Op./No calif.   \n",
+       "2868      21  2_Sec. comp y más              20            1_Prof./Tecn.   \n",
+       "3561      38        1_H/Sec inc              25          2_Op./No calif.   \n",
+       "12541     23        1_H/Sec inc              48          2_Op./No calif.   \n",
+       "11859     59  2_Sec. comp y más              15          2_Op./No calif.   \n",
+       "...      ...                ...             ...                      ...   \n",
+       "9734      43  2_Sec. comp y más              40          2_Op./No calif.   \n",
+       "2839      40  2_Sec. comp y más              56            1_Prof./Tecn.   \n",
+       "1120      62        1_H/Sec inc              50          2_Op./No calif.   \n",
+       "13890     28  2_Sec. comp y más              40          2_Op./No calif.   \n",
+       "18621     58  2_Sec. comp y más              65            1_Prof./Tecn.   \n",
+       "9469      26  2_Sec. comp y más              42            1_Prof./Tecn.   \n",
+       "19453     47        1_H/Sec inc              20          2_Op./No calif.   \n",
+       "10115     58  2_Sec. comp y más              40          2_Op./No calif.   \n",
+       "11331     34        1_H/Sec inc              25          2_Op./No calif.   \n",
+       "21837     27  2_Sec. comp y más               8            1_Prof./Tecn.   \n",
+       "21184     26  2_Sec. comp y más              30          2_Op./No calif.   \n",
+       "6260      42  2_Sec. comp y más              78          2_Op./No calif.   \n",
+       "13224     56  2_Sec. comp y más              60            1_Prof./Tecn.   \n",
+       "17424     58  2_Sec. comp y más              48            1_Prof./Tecn.   \n",
+       "23266     30        1_H/Sec inc              54          2_Op./No calif.   \n",
+       "8048      49        1_H/Sec inc              30          2_Op./No calif.   \n",
+       "7595      30        1_H/Sec inc              35          2_Op./No calif.   \n",
+       "16016     46  2_Sec. comp y más              30            1_Prof./Tecn.   \n",
+       "4276      30  2_Sec. comp y más              40            1_Prof./Tecn.   \n",
+       "12629     31  2_Sec. comp y más              40          2_Op./No calif.   \n",
+       "8748      47  2_Sec. comp y más              50          2_Op./No calif.   \n",
+       "4322      40  2_Sec. comp y más              60          2_Op./No calif.   \n",
+       "21026     46  2_Sec. comp y más              20            1_Prof./Tecn.   \n",
+       "20977     47  2_Sec. comp y más              45            1_Prof./Tecn.   \n",
+       "18900     68  2_Sec. comp y más              45          2_Op./No calif.   \n",
+       "501       34        1_H/Sec inc              48          2_Op./No calif.   \n",
+       "13693     24  2_Sec. comp y más              18          2_Op./No calif.   \n",
+       "3562      17        1_H/Sec inc              12          2_Op./No calif.   \n",
+       "9694      48  2_Sec. comp y más              48            1_Prof./Tecn.   \n",
+       "21117     45        1_H/Sec inc              12          2_Op./No calif.   \n",
+       "\n",
+       "       renda_ult_mes  \n",
+       "443           8000.0  \n",
+       "1065         10000.0  \n",
+       "5475          8700.0  \n",
+       "7624          8000.0  \n",
+       "14079         8500.0  \n",
+       "7559          4000.0  \n",
+       "9571          7000.0  \n",
+       "18322        14000.0  \n",
+       "9603         11700.0  \n",
+       "10775        10000.0  \n",
+       "11841         2000.0  \n",
+       "3041          4700.0  \n",
+       "6880          2000.0  \n",
+       "12165         1500.0  \n",
+       "12333         3000.0  \n",
+       "1789          6000.0  \n",
+       "4448         22000.0  \n",
+       "6498          5000.0  \n",
+       "7185          8000.0  \n",
+       "10892         8500.0  \n",
+       "3779          8000.0  \n",
+       "13406        15000.0  \n",
+       "18549         1200.0  \n",
+       "16092        19000.0  \n",
+       "9869          1500.0  \n",
+       "3733           800.0  \n",
+       "2868          4500.0  \n",
+       "3561          3000.0  \n",
+       "12541         6000.0  \n",
+       "11859         1000.0  \n",
+       "...              ...  \n",
+       "9734         10000.0  \n",
+       "2839          9000.0  \n",
+       "1120          5400.0  \n",
+       "13890        10000.0  \n",
+       "18621        10000.0  \n",
+       "9469          4000.0  \n",
+       "19453         4500.0  \n",
+       "10115        10000.0  \n",
+       "11331         1000.0  \n",
+       "21837         2500.0  \n",
+       "21184        20000.0  \n",
+       "6260          4000.0  \n",
+       "13224        35000.0  \n",
+       "17424        35000.0  \n",
+       "23266         8000.0  \n",
+       "8048          4500.0  \n",
+       "7595          4400.0  \n",
+       "16016        15000.0  \n",
+       "4276         42500.0  \n",
+       "12629         8000.0  \n",
+       "8748         11000.0  \n",
+       "4322         40000.0  \n",
+       "21026        35000.0  \n",
+       "20977        15000.0  \n",
+       "18900         7000.0  \n",
+       "501           8000.0  \n",
+       "13693         2000.0  \n",
+       "3562          1350.0  \n",
+       "9694          5000.0  \n",
+       "21117        20500.0  \n",
+       "\n",
+       "[500 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.sample(500)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.4 Escolher todas as colunas, exceto escolaridade. Dica: Utilizar a propriedade columns para filtrar na dimensão das colunas."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>idade</th>\n",
+       "      <th>hs_trabalhadas</th>\n",
+       "      <th>qualificação_ocupacional</th>\n",
+       "      <th>renda_ult_mes</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>46</td>\n",
+       "      <td>45</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>6000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>26</td>\n",
+       "      <td>25</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>5000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>47</td>\n",
+       "      <td>25</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>5000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>52</td>\n",
+       "      <td>90</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>11000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>45</td>\n",
+       "      <td>44</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>9500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>38</td>\n",
+       "      <td>72</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>6000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>40</td>\n",
+       "      <td>44</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>9000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>53</td>\n",
+       "      <td>72</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>4260.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>24</td>\n",
+       "      <td>55</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>3800.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>44</td>\n",
+       "      <td>60</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>10517.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>72</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>8300.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>40</td>\n",
+       "      <td>42</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>4900.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>43</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>11000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>47</td>\n",
+       "      <td>45</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>9000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>40</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>3500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>40</td>\n",
+       "      <td>55</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>8000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>43</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>2500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>43</td>\n",
+       "      <td>72</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>7500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>42</td>\n",
+       "      <td>72</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>5000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>5500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>44</td>\n",
+       "      <td>36</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>7000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>25</td>\n",
+       "      <td>36</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>6500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>48</td>\n",
+       "      <td>30</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>3000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>19</td>\n",
+       "      <td>25</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>2000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>53</td>\n",
+       "      <td>40</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>9100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>47</td>\n",
+       "      <td>36</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>5100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>40</td>\n",
+       "      <td>40</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>7200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>54</td>\n",
+       "      <td>70</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>4800.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>37</td>\n",
+       "      <td>51</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>2700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>37</td>\n",
+       "      <td>24</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>3000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23418</th>\n",
+       "      <td>37</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>10500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23419</th>\n",
+       "      <td>36</td>\n",
+       "      <td>40</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>13000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23420</th>\n",
+       "      <td>29</td>\n",
+       "      <td>40</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>9500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23421</th>\n",
+       "      <td>28</td>\n",
+       "      <td>40</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>9700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23422</th>\n",
+       "      <td>29</td>\n",
+       "      <td>48</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>3500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23423</th>\n",
+       "      <td>47</td>\n",
+       "      <td>60</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>8400.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23424</th>\n",
+       "      <td>28</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>3500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23425</th>\n",
+       "      <td>46</td>\n",
+       "      <td>40</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>12000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23426</th>\n",
+       "      <td>58</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>6000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23427</th>\n",
+       "      <td>33</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>5500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23428</th>\n",
+       "      <td>36</td>\n",
+       "      <td>60</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>8200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23429</th>\n",
+       "      <td>61</td>\n",
+       "      <td>30</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>6000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23430</th>\n",
+       "      <td>62</td>\n",
+       "      <td>30</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>8500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23431</th>\n",
+       "      <td>41</td>\n",
+       "      <td>56</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>15000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23432</th>\n",
+       "      <td>38</td>\n",
+       "      <td>44</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>6800.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23433</th>\n",
+       "      <td>41</td>\n",
+       "      <td>40</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>8000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23434</th>\n",
+       "      <td>63</td>\n",
+       "      <td>18</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>7100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23435</th>\n",
+       "      <td>39</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>3500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23436</th>\n",
+       "      <td>37</td>\n",
+       "      <td>50</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>5800.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23437</th>\n",
+       "      <td>65</td>\n",
+       "      <td>56</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>3500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23438</th>\n",
+       "      <td>31</td>\n",
+       "      <td>24</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>5800.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23439</th>\n",
+       "      <td>17</td>\n",
+       "      <td>56</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>3500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23440</th>\n",
+       "      <td>19</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>7000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23441</th>\n",
+       "      <td>33</td>\n",
+       "      <td>24</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>4450.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23442</th>\n",
+       "      <td>41</td>\n",
+       "      <td>39</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>9500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23443</th>\n",
+       "      <td>45</td>\n",
+       "      <td>50</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>4000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23444</th>\n",
+       "      <td>58</td>\n",
+       "      <td>30</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>5000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23445</th>\n",
+       "      <td>36</td>\n",
+       "      <td>40</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>13000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23446</th>\n",
+       "      <td>49</td>\n",
+       "      <td>40</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>4000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23447</th>\n",
+       "      <td>36</td>\n",
+       "      <td>54</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>8000.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>23448 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       idade  hs_trabalhadas qualificação_ocupacional  renda_ult_mes\n",
+       "0         46              45          2_Op./No calif.         6000.0\n",
+       "1         26              25          2_Op./No calif.         5000.0\n",
+       "2         47              25          2_Op./No calif.         5000.0\n",
+       "3         52              90          2_Op./No calif.        11000.0\n",
+       "4         45              44          2_Op./No calif.         9500.0\n",
+       "5         38              72            1_Prof./Tecn.         6000.0\n",
+       "6         40              44          2_Op./No calif.         9000.0\n",
+       "7         53              72          2_Op./No calif.         4260.0\n",
+       "8         24              55          2_Op./No calif.         3800.0\n",
+       "9         44              60          2_Op./No calif.        10517.0\n",
+       "10        72              15            1_Prof./Tecn.         8300.0\n",
+       "11        40              42          2_Op./No calif.         4900.0\n",
+       "12        43              15            1_Prof./Tecn.        11000.0\n",
+       "13        47              45          2_Op./No calif.         9000.0\n",
+       "14        40              14          2_Op./No calif.         3500.0\n",
+       "15        40              55          2_Op./No calif.         8000.0\n",
+       "16        43              48          2_Op./No calif.         2500.0\n",
+       "17        43              72          2_Op./No calif.         7500.0\n",
+       "18        42              72          2_Op./No calif.         5000.0\n",
+       "19        29              20          2_Op./No calif.         5500.0\n",
+       "20        44              36            1_Prof./Tecn.         7000.0\n",
+       "21        25              36          2_Op./No calif.         6500.0\n",
+       "22        48              30          2_Op./No calif.         3000.0\n",
+       "23        19              25          2_Op./No calif.         2000.0\n",
+       "24        53              40          2_Op./No calif.         9100.0\n",
+       "25        47              36          2_Op./No calif.         5100.0\n",
+       "26        40              40          2_Op./No calif.         7200.0\n",
+       "27        54              70          2_Op./No calif.         4800.0\n",
+       "28        37              51          2_Op./No calif.         2700.0\n",
+       "29        37              24          2_Op./No calif.         3000.0\n",
+       "...      ...             ...                      ...            ...\n",
+       "23418     37              48          2_Op./No calif.        10500.0\n",
+       "23419     36              40            1_Prof./Tecn.        13000.0\n",
+       "23420     29              40          2_Op./No calif.         9500.0\n",
+       "23421     28              40          2_Op./No calif.         9700.0\n",
+       "23422     29              48            1_Prof./Tecn.         3500.0\n",
+       "23423     47              60          2_Op./No calif.         8400.0\n",
+       "23424     28              20          2_Op./No calif.         3500.0\n",
+       "23425     46              40            1_Prof./Tecn.        12000.0\n",
+       "23426     58              20          2_Op./No calif.         6000.0\n",
+       "23427     33              48          2_Op./No calif.         5500.0\n",
+       "23428     36              60          2_Op./No calif.         8200.0\n",
+       "23429     61              30            1_Prof./Tecn.         6000.0\n",
+       "23430     62              30            1_Prof./Tecn.         8500.0\n",
+       "23431     41              56            1_Prof./Tecn.        15000.0\n",
+       "23432     38              44            1_Prof./Tecn.         6800.0\n",
+       "23433     41              40            1_Prof./Tecn.         8000.0\n",
+       "23434     63              18          2_Op./No calif.         7100.0\n",
+       "23435     39              48          2_Op./No calif.         3500.0\n",
+       "23436     37              50          2_Op./No calif.         5800.0\n",
+       "23437     65              56          2_Op./No calif.         3500.0\n",
+       "23438     31              24          2_Op./No calif.         5800.0\n",
+       "23439     17              56          2_Op./No calif.         3500.0\n",
+       "23440     19              48          2_Op./No calif.         7000.0\n",
+       "23441     33              24          2_Op./No calif.         4450.0\n",
+       "23442     41              39          2_Op./No calif.         9500.0\n",
+       "23443     45              50          2_Op./No calif.         4000.0\n",
+       "23444     58              30          2_Op./No calif.         5000.0\n",
+       "23445     36              40          2_Op./No calif.        13000.0\n",
+       "23446     49              40          2_Op./No calif.         4000.0\n",
+       "23447     36              54          2_Op./No calif.         8000.0\n",
+       "\n",
+       "[23448 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.loc[:,df.columns != 'escolaridade']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.5 Organizar o dataset segundo a idade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>idade</th>\n",
+       "      <th>escolaridade</th>\n",
+       "      <th>hs_trabalhadas</th>\n",
+       "      <th>qualificação_ocupacional</th>\n",
+       "      <th>renda_ult_mes</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>15308</th>\n",
+       "      <td>12</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>250.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19856</th>\n",
+       "      <td>12</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>1200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20050</th>\n",
+       "      <td>12</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>1600.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5698</th>\n",
+       "      <td>12</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>250.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14556</th>\n",
+       "      <td>13</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>800.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15198</th>\n",
+       "      <td>13</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>800.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16659</th>\n",
+       "      <td>13</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>60</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>3000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3776</th>\n",
+       "      <td>14</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>1000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6027</th>\n",
+       "      <td>14</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>2316.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6462</th>\n",
+       "      <td>14</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>250.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15106</th>\n",
+       "      <td>14</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>29</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>2750.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17971</th>\n",
+       "      <td>14</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>1350.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14853</th>\n",
+       "      <td>14</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>450.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19656</th>\n",
+       "      <td>14</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>150.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14087</th>\n",
+       "      <td>14</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>3000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13727</th>\n",
+       "      <td>15</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>24</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>3300.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15286</th>\n",
+       "      <td>15</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>400.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1386</th>\n",
+       "      <td>15</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>42</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>5400.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23005</th>\n",
+       "      <td>15</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>4200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2712</th>\n",
+       "      <td>15</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>600.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8305</th>\n",
+       "      <td>15</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>25</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>3000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12169</th>\n",
+       "      <td>15</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>45</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>2000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19655</th>\n",
+       "      <td>15</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>150.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11693</th>\n",
+       "      <td>15</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14785</th>\n",
+       "      <td>15</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>800.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17878</th>\n",
+       "      <td>16</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>40</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>3000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6131</th>\n",
+       "      <td>16</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>24</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>540.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7447</th>\n",
+       "      <td>16</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>2000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6473</th>\n",
+       "      <td>16</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>30</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>1000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3165</th>\n",
+       "      <td>16</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>300.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9620</th>\n",
+       "      <td>80</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>5700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14543</th>\n",
+       "      <td>80</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>6200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22575</th>\n",
+       "      <td>80</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>6500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1404</th>\n",
+       "      <td>80</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>66</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>3600.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20673</th>\n",
+       "      <td>80</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>24</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>6200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21036</th>\n",
+       "      <td>80</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>42</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>8200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1701</th>\n",
+       "      <td>81</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>30</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>6900.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14882</th>\n",
+       "      <td>81</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>30</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>6000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14579</th>\n",
+       "      <td>81</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>43</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>6700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21919</th>\n",
+       "      <td>81</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>30</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>6800.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21567</th>\n",
+       "      <td>81</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>30</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>6600.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5588</th>\n",
+       "      <td>81</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>50</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>19500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19386</th>\n",
+       "      <td>81</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>10142.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5342</th>\n",
+       "      <td>82</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>4800.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5343</th>\n",
+       "      <td>82</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>33</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>12300.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20819</th>\n",
+       "      <td>82</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>5700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16497</th>\n",
+       "      <td>82</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>13</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>7000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20213</th>\n",
+       "      <td>82</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>30</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>23800.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17363</th>\n",
+       "      <td>82</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>8500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1270</th>\n",
+       "      <td>82</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>25</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>11700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12786</th>\n",
+       "      <td>82</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>6900.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18209</th>\n",
+       "      <td>83</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>56</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>26700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20745</th>\n",
+       "      <td>83</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>40</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>8000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>766</th>\n",
+       "      <td>84</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>30</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>7800.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10087</th>\n",
+       "      <td>84</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>48</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>8000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4340</th>\n",
+       "      <td>84</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>36</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>7500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23317</th>\n",
+       "      <td>84</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>25</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>9900.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16461</th>\n",
+       "      <td>85</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>40</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>20700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16954</th>\n",
+       "      <td>85</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>36</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>8250.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22574</th>\n",
+       "      <td>93</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>8000.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>23448 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       idade       escolaridade  hs_trabalhadas qualificação_ocupacional  \\\n",
+       "15308     12        1_H/Sec inc               7          2_Op./No calif.   \n",
+       "19856     12        1_H/Sec inc              15          2_Op./No calif.   \n",
+       "20050     12        1_H/Sec inc              20          2_Op./No calif.   \n",
+       "5698      12        1_H/Sec inc               5          2_Op./No calif.   \n",
+       "14556     13        1_H/Sec inc              14          2_Op./No calif.   \n",
+       "15198     13        1_H/Sec inc               6          2_Op./No calif.   \n",
+       "16659     13        1_H/Sec inc              60          2_Op./No calif.   \n",
+       "3776      14        1_H/Sec inc              20          2_Op./No calif.   \n",
+       "6027      14        1_H/Sec inc               6          2_Op./No calif.   \n",
+       "6462      14        1_H/Sec inc               3          2_Op./No calif.   \n",
+       "15106     14        1_H/Sec inc              29          2_Op./No calif.   \n",
+       "17971     14        1_H/Sec inc               9          2_Op./No calif.   \n",
+       "14853     14        1_H/Sec inc              14          2_Op./No calif.   \n",
+       "19656     14        1_H/Sec inc               5          2_Op./No calif.   \n",
+       "14087     14        1_H/Sec inc              15          2_Op./No calif.   \n",
+       "13727     15        1_H/Sec inc              24          2_Op./No calif.   \n",
+       "15286     15        1_H/Sec inc               6          2_Op./No calif.   \n",
+       "1386      15        1_H/Sec inc              42          2_Op./No calif.   \n",
+       "23005     15        1_H/Sec inc              48          2_Op./No calif.   \n",
+       "2712      15        1_H/Sec inc              12          2_Op./No calif.   \n",
+       "8305      15        1_H/Sec inc              25          2_Op./No calif.   \n",
+       "12169     15        1_H/Sec inc              45          2_Op./No calif.   \n",
+       "19655     15        1_H/Sec inc               5          2_Op./No calif.   \n",
+       "11693     15        1_H/Sec inc               9          2_Op./No calif.   \n",
+       "14785     15        1_H/Sec inc              10          2_Op./No calif.   \n",
+       "17878     16        1_H/Sec inc              40          2_Op./No calif.   \n",
+       "6131      16        1_H/Sec inc              24          2_Op./No calif.   \n",
+       "7447      16        1_H/Sec inc              48          2_Op./No calif.   \n",
+       "6473      16        1_H/Sec inc              30          2_Op./No calif.   \n",
+       "3165      16        1_H/Sec inc               2            1_Prof./Tecn.   \n",
+       "...      ...                ...             ...                      ...   \n",
+       "9620      80        1_H/Sec inc              12          2_Op./No calif.   \n",
+       "14543     80        1_H/Sec inc               9          2_Op./No calif.   \n",
+       "22575     80        1_H/Sec inc               9          2_Op./No calif.   \n",
+       "1404      80        1_H/Sec inc              66          2_Op./No calif.   \n",
+       "20673     80  2_Sec. comp y más              24          2_Op./No calif.   \n",
+       "21036     80        1_H/Sec inc              42            1_Prof./Tecn.   \n",
+       "1701      81        1_H/Sec inc              30            1_Prof./Tecn.   \n",
+       "14882     81        1_H/Sec inc              30          2_Op./No calif.   \n",
+       "14579     81        1_H/Sec inc              43          2_Op./No calif.   \n",
+       "21919     81        1_H/Sec inc              30          2_Op./No calif.   \n",
+       "21567     81  2_Sec. comp y más              30            1_Prof./Tecn.   \n",
+       "5588      81  2_Sec. comp y más              50            1_Prof./Tecn.   \n",
+       "19386     81        1_H/Sec inc               7          2_Op./No calif.   \n",
+       "5342      82        1_H/Sec inc               9          2_Op./No calif.   \n",
+       "5343      82  2_Sec. comp y más              33            1_Prof./Tecn.   \n",
+       "20819     82        1_H/Sec inc              15          2_Op./No calif.   \n",
+       "16497     82  2_Sec. comp y más              13          2_Op./No calif.   \n",
+       "20213     82  2_Sec. comp y más              30          2_Op./No calif.   \n",
+       "17363     82  2_Sec. comp y más              12          2_Op./No calif.   \n",
+       "1270      82  2_Sec. comp y más              25            1_Prof./Tecn.   \n",
+       "12786     82        1_H/Sec inc               6          2_Op./No calif.   \n",
+       "18209     83        1_H/Sec inc              56          2_Op./No calif.   \n",
+       "20745     83  2_Sec. comp y más              40            1_Prof./Tecn.   \n",
+       "766       84  2_Sec. comp y más              30            1_Prof./Tecn.   \n",
+       "10087     84        1_H/Sec inc              48            1_Prof./Tecn.   \n",
+       "4340      84        1_H/Sec inc              36          2_Op./No calif.   \n",
+       "23317     84        1_H/Sec inc              25          2_Op./No calif.   \n",
+       "16461     85  2_Sec. comp y más              40            1_Prof./Tecn.   \n",
+       "16954     85  2_Sec. comp y más              36          2_Op./No calif.   \n",
+       "22574     93        1_H/Sec inc              20          2_Op./No calif.   \n",
+       "\n",
+       "       renda_ult_mes  \n",
+       "15308          250.0  \n",
+       "19856         1200.0  \n",
+       "20050         1600.0  \n",
+       "5698           250.0  \n",
+       "14556          800.0  \n",
+       "15198          800.0  \n",
+       "16659         3000.0  \n",
+       "3776          1000.0  \n",
+       "6027          2316.0  \n",
+       "6462           250.0  \n",
+       "15106         2750.0  \n",
+       "17971         1350.0  \n",
+       "14853          450.0  \n",
+       "19656          150.0  \n",
+       "14087         3000.0  \n",
+       "13727         3300.0  \n",
+       "15286          400.0  \n",
+       "1386          5400.0  \n",
+       "23005         4200.0  \n",
+       "2712           600.0  \n",
+       "8305          3000.0  \n",
+       "12169         2000.0  \n",
+       "19655          150.0  \n",
+       "11693          500.0  \n",
+       "14785          800.0  \n",
+       "17878         3000.0  \n",
+       "6131           540.0  \n",
+       "7447          2000.0  \n",
+       "6473          1000.0  \n",
+       "3165           300.0  \n",
+       "...              ...  \n",
+       "9620          5700.0  \n",
+       "14543         6200.0  \n",
+       "22575         6500.0  \n",
+       "1404          3600.0  \n",
+       "20673         6200.0  \n",
+       "21036         8200.0  \n",
+       "1701          6900.0  \n",
+       "14882         6000.0  \n",
+       "14579         6700.0  \n",
+       "21919         6800.0  \n",
+       "21567         6600.0  \n",
+       "5588         19500.0  \n",
+       "19386        10142.0  \n",
+       "5342          4800.0  \n",
+       "5343         12300.0  \n",
+       "20819         5700.0  \n",
+       "16497         7000.0  \n",
+       "20213        23800.0  \n",
+       "17363         8500.0  \n",
+       "1270         11700.0  \n",
+       "12786         6900.0  \n",
+       "18209        26700.0  \n",
+       "20745         8000.0  \n",
+       "766           7800.0  \n",
+       "10087         8000.0  \n",
+       "4340          7500.0  \n",
+       "23317         9900.0  \n",
+       "16461        20700.0  \n",
+       "16954         8250.0  \n",
+       "22574         8000.0  \n",
+       "\n",
+       "[23448 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.sort_values(['idade'], ascending = True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.6 Qual é a média de horas trabalhadas dos jovens entre 14 e 25 anos pouco qualificados?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2_Op./No calif.    17372\n",
+       "1_Prof./Tecn.       6076\n",
+       "Name: qualificação_ocupacional, dtype: int64"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['qualificação_ocupacional'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "37.57085900688655"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['hs_trabalhadas'][(df['idade'] >= 14) & \\\n",
+    "                     (df['idade'] <= 25) & \\\n",
+    "                     (df['qualificação_ocupacional'] == '2_Op./No calif.')].mean()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.7 Gerar um novo dataframe com os trabalhadores que ganham mais que a renda média geral e estão abaixo do número médio de horas trabalhadas. Quantos trabalhadores estão nesta condição? Qual é a média de idade deles?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>idade</th>\n",
+       "      <th>escolaridade</th>\n",
+       "      <th>hs_trabalhadas</th>\n",
+       "      <th>qualificação_ocupacional</th>\n",
+       "      <th>renda_ult_mes</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>72</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>8300.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>43</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>11000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>33</td>\n",
+       "      <td>2_Sec. comp y más</td>\n",
+       "      <td>39</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>9500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>55</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>30</td>\n",
+       "      <td>2_Op./No calif.</td>\n",
+       "      <td>13000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>46</td>\n",
+       "      <td>1_H/Sec inc</td>\n",
+       "      <td>36</td>\n",
+       "      <td>1_Prof./Tecn.</td>\n",
+       "      <td>10000.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    idade       escolaridade  hs_trabalhadas qualificação_ocupacional  \\\n",
+       "10     72        1_H/Sec inc              15            1_Prof./Tecn.   \n",
+       "12     43  2_Sec. comp y más              15            1_Prof./Tecn.   \n",
+       "47     33  2_Sec. comp y más              39            1_Prof./Tecn.   \n",
+       "48     55        1_H/Sec inc              30          2_Op./No calif.   \n",
+       "88     46        1_H/Sec inc              36            1_Prof./Tecn.   \n",
+       "\n",
+       "    renda_ult_mes  \n",
+       "10         8300.0  \n",
+       "12        11000.0  \n",
+       "47         9500.0  \n",
+       "48        13000.0  \n",
+       "88        10000.0  "
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3 = df.loc[(df['renda_ult_mes'] > df.renda_ult_mes.mean())\n",
+    "             & (df['hs_trabalhadas'] < df.hs_trabalhadas.mean())]\n",
+    "\n",
+    "df3.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 4. Visulização dos dados"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 4.1 Plote um histograma para a variável renda do ultimo mês"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x10e7bc2e8>"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df[\"renda_ult_mes\"].plot(kind=\"hist\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 4.2 Plote um histograma das horas trabalhadas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x10ea6cd68>"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df[\"hs_trabalhadas\"].plot(kind=\"hist\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 4.3 Plote um histograma da renda do ultimo mês dos funcionários que tem 15 horas trabalhadas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x10e5b6e48>"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df[df[\"hs_trabalhadas\"]==15][\"renda_ult_mes\"].plot(kind=\"hist\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 4.4 Plote um histograma da renda do ultimos mes dos funcionários classificados como Prof./Tecn."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x10bd82f60>"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df[df[\"qualificação_ocupacional\"]=='1_Prof./Tecn.'][\"renda_ult_mes\"].plot(kind=\"hist\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/1-analise-explorat\303\263ria-basica/03-pandas/Pandas Handson.ipynb" "b/1-analise-explorat\303\263ria-basica/03-pandas/Pandas Handson.ipynb"
new file mode 100755
index 0000000..fcb91bd
--- /dev/null
+++ "b/1-analise-explorat\303\263ria-basica/03-pandas/Pandas Handson.ipynb"	
@@ -0,0 +1,382 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# LAB: Introdução a Pandas 1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 1. Introdução\n",
+    "\n",
+    "Neste caso usaremos uma versão muito resumida dos dados do [Censo Demográfico (levantamento realizado pelo INDEC)](http://www.indec.gov.ar/bases-de-datos.asp). Trata-se de uma pesquisa contínua cujo objetivo principal é gerar informações sobre o funcionamento do mercado de trabalho.\n",
+    "\n",
+    "Utilizaremos apenas algumas variáveis (idade, escolaridade, número de horas trabalhadas, qualificação da tarefa e renda do trabalho) e alguns casos (os empregados, ou seja, aqueles que trabalharam pelo menos uma hora na semana anterior à pesquisa)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1.1 Importamos os pacotes a serem usados"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1.2 Importamos os dados a serem usados"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('data/data_filt.csv', encoding = 'latin1', engine='python', delimiter=',')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 2. Explorando o dataset\n",
+    "\n",
+    "### 2.1. Quantas filas e quantas colunas o dataset tem?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.2 Que informação o dataset tem? Imprimir o nome das colunas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Os nomes das colunas não são muito descritivos a respeito das informações que elas contêm. Vamos tentar mudá-los pela seguinte lista: \n",
+    "\n",
+    "['idade', 'escolaridade', 'hs_trabalhadas', 'qualificação_ocupacional', 'renda_ult_mes']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.columns = ['idade', 'escolaridade', 'hs_trabalhadas', 'qualificação_ocupacional', 'renda_ult_mes']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.3 Como o dataset está indexado?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.4 Qual é o tipo da quarta coluna?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.4 Qual é a escolaridade mais comum?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.5 E como a população é distribuída segundo a qualificação? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.6 Qual é a renda total da população? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.4 Qual é a renda média da população? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 3. Indexando e organizando os dados"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.1 Selecionar a coluna `escolaridade` e `renda_ult_mes` e atribuí-las a um objeto novo chamado `df2`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.2 Selecionar as primeiras 20 filas de df2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.2 Selecionar uma amostra aleatória de 500 filas de df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.4 Escolher todas as colunas, exceto escolaridade. Dica: Utilizar a propriedade columns para filtrar na dimensão das colunas."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.5 Organizar o dataset segundo a idade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.6 Qual é a média de horas trabalhadas dos jovens entre 14 e 25 anos pouco qualificados?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.7 Gerar um novo dataframe com os trabalhadores que ganham mais que a renda média geral e estão abaixo do número médio de horas trabalhadas. Quantos trabalhadores estão nesta condição? Qual é a média de idade deles?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 4. Visulização dos dados"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 4.1 Plote um histograma para a variável renda do ultimo mês"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 4.2 Plote um histograma das horas trabalhadas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 4.3 Plote um histograma da renda do ultimo mês dos funcionários que tem 15 horas trabalhadas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 4.4 Plote um histograma da renda do ultimos mes dos funcionários classificados como Prof./Tecn."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/1-analise-explorat\303\263ria-basica/03-pandas/img/DataFrame_basico.png" "b/1-analise-explorat\303\263ria-basica/03-pandas/img/DataFrame_basico.png"
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diff --git "a/1-analise-explorat\303\263ria-basica/03-pandas/img/caso_real.png" "b/1-analise-explorat\303\263ria-basica/03-pandas/img/caso_real.png"
new file mode 100755
index 0000000000000000000000000000000000000000..0feee201d33cc74f257fe14d083db7d9ed9ed713
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diff --git "a/1-analise-explorat\303\263ria-basica/03-pandas/img/modelagem_pandas.png" "b/1-analise-explorat\303\263ria-basica/03-pandas/img/modelagem_pandas.png"
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HcmV?d00001

diff --git "a/1-analise-explorat\303\263ria-basica/03-pandas/pandas101.ipynb" "b/1-analise-explorat\303\263ria-basica/03-pandas/pandas101.ipynb"
old mode 100644
new mode 100755
index fcd2ffc..98a28b3
--- "a/1-analise-explorat\303\263ria-basica/03-pandas/pandas101.ipynb"
+++ "b/1-analise-explorat\303\263ria-basica/03-pandas/pandas101.ipynb"
@@ -4,21 +4,70 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Pandas"
+    "# Pandas 1 - Trabalhando com DataFrames\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/pandas_dataframe.png\">\n",
+    "<br>\n",
+    "\n",
+    "O que são os DataFrames do Pandas?\n",
+    "\n",
+    "Antes de começar, vamos fazer uma breve recapitulação do que são os DataFrames.\n",
+    "\n",
+    "DataFrames são uma maneira de armazenar dados em grades tabelas que podem ser facilmente visualizadas. Cada linha dessas grades corresponde a medidas ou valores de uma instância (observação), enquanto cada coluna é um vetor que contém dados para uma variável específica. Isso significa que as linhas de um frame de dados não precisam conter, mas podem conter o mesmo tipo de valores: elas podem ser numéricas, de caracteres, lógicas, etc.\n",
+    "\n",
+    "Agora, os DataFrames em Python são muito semelhantes: eles vêm com a biblioteca Pandas e são definidos como estruturas de dados bidimensionais rotuladas com colunas de tipos potencialmente diferentes.\n",
+    "\n",
+    "Em geral, você poderia dizer que o Pandas DataFrame consiste em três componentes principais: os dados, o índice e as colunas.\n",
+    "\n",
+    "Em primeiro lugar, o DataFrame pode conter dados que são:\n",
+    "\n",
+    "- um DataFrame Pandas\n",
+    "- uma série Pandas: um array rotulado unidimensional capaz de conter qualquer tipo de dados com rótulos ou índices de eixo. Um exemplo de um objeto de série é uma coluna de um DataFrame.\n",
+    "- um ndarray NumPy, que pode ser um registro ou estruturado\n",
+    "- um ndarray bidimensional\n",
+    "- dicionários de ndarray, listas, dicionários ou séries unidimensionais."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Conhecendo DataFrames\n",
+    "\n",
+    "Vamos criar o primeiro DataFrame a partir de uma *Series* e verificar a apresentação de uma tabela"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Importando as bibliotecas"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [],
    "source": [
-    "import pandas as pd"
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Definindo uma Series em Pandas"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -31,7 +80,7 @@
        "dtype: float64"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -43,182 +92,281 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "California    38332521\n",
-       "Texas         26448193\n",
-       "New York      19651127\n",
-       "Florida       19552860\n",
-       "Illinois      12882135\n",
-       "dtype: int64"
+       "array([0.25, 0.5 , 0.75, 1.  ])"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "population_dict = {'California': 38332521,\n",
-    "                   'Texas': 26448193,\n",
-    "                   'New York': 19651127, \n",
-    "                   'Florida': 19552860,\n",
-    "                   'Illinois': 12882135}\n",
-    "\n",
-    "population = pd.Series(population_dict)\n",
-    "population"
+    "data.values"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>area</th>\n",
-       "      <th>pop</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>California</th>\n",
-       "      <td>423967</td>\n",
-       "      <td>38332521</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Texas</th>\n",
-       "      <td>695662</td>\n",
-       "      <td>26448193</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>New York</th>\n",
-       "      <td>141297</td>\n",
-       "      <td>19651127</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Florida</th>\n",
-       "      <td>170312</td>\n",
-       "      <td>19552860</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Illinois</th>\n",
-       "      <td>149995</td>\n",
-       "      <td>12882135</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
       "text/plain": [
-       "              area       pop\n",
-       "California  423967  38332521\n",
-       "Texas       695662  26448193\n",
-       "New York    141297  19651127\n",
-       "Florida     170312  19552860\n",
-       "Illinois    149995  12882135"
+       "RangeIndex(start=0, stop=4, step=1)"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "area = pd.Series({'California': 423967,\n",
-    "                  'Texas': 695662,\n",
-    "                  'New York': 141297,\n",
-    "                  'Florida': 170312,\n",
-    "                  'Illinois': 149995})\n",
-    "\n",
-    "data = pd.DataFrame({'area':area, 'pop':population})\n",
+    "data.index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.5"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1    0.50\n",
+       "2    0.75\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data[1:3]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Indexação"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "a    0.25\n",
+       "b    0.50\n",
+       "c    0.75\n",
+       "d    1.00\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = pd.Series([0.25, 0.5, 0.75, 1.0],\n",
+    "                 index=['a', 'b', 'c', 'd'])\n",
     "data"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "int"
+       "0.5"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "type(1)"
+    "data['b']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Criando um DataFrame a partir de duas Series\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/dataframe_basico.png\">\n",
+    "<br>\n",
+    "\n",
+    "Agora vamos trabalhar com dados reais através da criação de *Series* em **Pandas** que darão origem a um DataFrame. Com isso, vamos realizar operações básicas de separação de dados e criação de uma coluna."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Criando uma Series population a partir de um dicionário"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "pandas.core.frame.DataFrame"
+       "California    38332521\n",
+       "Florida       19552860\n",
+       "Illinois      12882135\n",
+       "New York      19651127\n",
+       "Texas         26448193\n",
+       "dtype: int64"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "type(data)"
+    "population_dict = {'California': 38332521,\n",
+    "                   'Florida': 19552860,\n",
+    "                   'Illinois': 12882135,\n",
+    "                   'New York': 19651127,  \n",
+    "                   'Texas': 26448193,}\n",
+    "population = pd.Series(population_dict)\n",
+    "population"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 48,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "38332521"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "data.to_csv('exemplo.csv')"
+    "population['California']"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 49,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "California    38332521\n",
+       "Florida       19552860\n",
+       "Illinois      12882135\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "population['California':'Illinois']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Criando uma Series area a partir de um dicionário"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "California    423967\n",
+       "Florida       170312\n",
+       "Illinois      149995\n",
+       "New York      141297\n",
+       "Texas         695662\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "data['density'] = data['pop'] / data['area']"
+    "area_dict = {'California': 423967, \n",
+    "             'Florida': 170312,\n",
+    "             'Illinois': 149995,\n",
+    "             'New York': 141297,\n",
+    "             'Texas': 695662}\n",
+    "area = pd.Series(area_dict)\n",
+    "area"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Criando um DataFrame states com dados de 'population' e 'area'"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
@@ -242,121 +390,252 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
+       "      <th>population</th>\n",
        "      <th>area</th>\n",
-       "      <th>pop</th>\n",
-       "      <th>density</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>California</th>\n",
-       "      <td>423967</td>\n",
        "      <td>38332521</td>\n",
-       "      <td>90.413926</td>\n",
+       "      <td>423967</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Florida</th>\n",
-       "      <td>170312</td>\n",
        "      <td>19552860</td>\n",
-       "      <td>114.806121</td>\n",
+       "      <td>170312</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Illinois</th>\n",
-       "      <td>149995</td>\n",
        "      <td>12882135</td>\n",
-       "      <td>85.883763</td>\n",
+       "      <td>149995</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>New York</th>\n",
-       "      <td>141297</td>\n",
        "      <td>19651127</td>\n",
-       "      <td>139.076746</td>\n",
+       "      <td>141297</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Texas</th>\n",
-       "      <td>695662</td>\n",
        "      <td>26448193</td>\n",
-       "      <td>38.018740</td>\n",
+       "      <td>695662</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "              area       pop     density\n",
-       "California  423967  38332521   90.413926\n",
-       "Florida     170312  19552860  114.806121\n",
-       "Illinois    149995  12882135   85.883763\n",
-       "New York    141297  19651127  139.076746\n",
-       "Texas       695662  26448193   38.018740"
+       "            population    area\n",
+       "California    38332521  423967\n",
+       "Florida       19552860  170312\n",
+       "Illinois      12882135  149995\n",
+       "New York      19651127  141297\n",
+       "Texas         26448193  695662"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "data"
+    "states = pd.DataFrame({'population': population,\n",
+    "                       'area': area})\n",
+    "states"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 12,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "novo_dataframe = pd.DataFrame({'col1':[1,2,3,4,5], 'col2':[5,4,3,2,1]})"
+    "### Identificando os tipos das variáveis"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 92,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "col1    3.0\n",
-       "col2    3.0\n",
-       "dtype: float64"
+       "pandas.core.frame.DataFrame"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 92,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "novo_dataframe.mean()"
+    "type(states)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 91,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "Index: 5 entries, California to Illinois\n",
+     "data": {
+      "text/plain": [
+       "pandas.core.series.Series"
+      ]
+     },
+     "execution_count": 91,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(states[\"population\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "list"
+      ]
+     },
+     "execution_count": 88,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type([states[\"population\"]])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Verificando as características do DataFrame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(5, 2)"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "states.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Index: 5 entries, California to Texas\n",
       "Data columns (total 2 columns):\n",
-      "area    5 non-null int64\n",
-      "pop     5 non-null int64\n",
+      "population    5 non-null int64\n",
+      "area          5 non-null int64\n",
       "dtypes: int64(2)\n",
-      "memory usage: 120.0+ bytes\n"
+      "memory usage: 280.0+ bytes\n"
      ]
     }
    ],
    "source": [
-    "data.info()"
+    "states.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['California', 'Florida', 'Illinois', 'New York', 'Texas'], dtype='object')"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "states.index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['population', 'area'], dtype='object')"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "states.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "California    423967\n",
+       "Florida       170312\n",
+       "Illinois      149995\n",
+       "New York      141297\n",
+       "Texas         695662\n",
+       "Name: area, dtype: int64"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "states['area']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Criando uma coluna 'density' a partir da divisão da 'population' pela 'area'"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 167,
    "metadata": {},
    "outputs": [
     {
@@ -380,95 +659,159 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
+       "      <th>population</th>\n",
        "      <th>area</th>\n",
-       "      <th>pop</th>\n",
+       "      <th>density</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>California</th>\n",
-       "      <td>423967</td>\n",
        "      <td>38332521</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Texas</th>\n",
-       "      <td>695662</td>\n",
-       "      <td>26448193</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>New York</th>\n",
-       "      <td>141297</td>\n",
-       "      <td>19651127</td>\n",
+       "      <td>423967</td>\n",
+       "      <td>90.413926</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Florida</th>\n",
-       "      <td>170312</td>\n",
        "      <td>19552860</td>\n",
+       "      <td>170312</td>\n",
+       "      <td>114.806121</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Illinois</th>\n",
-       "      <td>149995</td>\n",
        "      <td>12882135</td>\n",
+       "      <td>149995</td>\n",
+       "      <td>85.883763</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>New York</th>\n",
+       "      <td>19651127</td>\n",
+       "      <td>141297</td>\n",
+       "      <td>139.076746</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Texas</th>\n",
+       "      <td>26448193</td>\n",
+       "      <td>695662</td>\n",
+       "      <td>38.018740</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "              area       pop\n",
-       "California  423967  38332521\n",
-       "Texas       695662  26448193\n",
-       "New York    141297  19651127\n",
-       "Florida     170312  19552860\n",
-       "Illinois    149995  12882135"
+       "            population    area     density\n",
+       "California    38332521  423967   90.413926\n",
+       "Florida       19552860  170312  114.806121\n",
+       "Illinois      12882135  149995   85.883763\n",
+       "New York      19651127  141297  139.076746\n",
+       "Texas         26448193  695662   38.018740"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 167,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "data"
+    "states['density'] = states['population'] / states['area']\n",
+    "states"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 22,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "mascara_pop = (data['pop'] > 19552860) & (data['area']>423967)"
+    "### Ordenando os dados por estados mais populados, maiores e mais populosos"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 220,
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>population</th>\n",
+       "      <th>area</th>\n",
+       "      <th>density</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Illinois</th>\n",
+       "      <td>12882135</td>\n",
+       "      <td>149995</td>\n",
+       "      <td>85.883763</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Florida</th>\n",
+       "      <td>19552860</td>\n",
+       "      <td>170312</td>\n",
+       "      <td>114.806121</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>New York</th>\n",
+       "      <td>19651127</td>\n",
+       "      <td>141297</td>\n",
+       "      <td>139.076746</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Texas</th>\n",
+       "      <td>26448193</td>\n",
+       "      <td>695662</td>\n",
+       "      <td>38.018740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>California</th>\n",
+       "      <td>38332521</td>\n",
+       "      <td>423967</td>\n",
+       "      <td>90.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "California    False\n",
-       "Texas          True\n",
-       "New York      False\n",
-       "Florida       False\n",
-       "Illinois      False\n",
-       "dtype: bool"
+       "            population    area     density\n",
+       "Illinois      12882135  149995   85.883763\n",
+       "Florida       19552860  170312  114.806121\n",
+       "New York      19651127  141297  139.076746\n",
+       "Texas         26448193  695662   38.018740\n",
+       "California    38332521  423967   90.000000"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 220,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "mascara_pop"
+    "states.sort_values(['population'], ascending = True)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 221,
    "metadata": {},
    "outputs": [
     {
@@ -492,32 +835,2670 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
+       "      <th>population</th>\n",
        "      <th>area</th>\n",
-       "      <th>pop</th>\n",
+       "      <th>density</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
+       "      <th>New York</th>\n",
+       "      <td>19651127</td>\n",
+       "      <td>141297</td>\n",
+       "      <td>139.076746</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Illinois</th>\n",
+       "      <td>12882135</td>\n",
+       "      <td>149995</td>\n",
+       "      <td>85.883763</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Florida</th>\n",
+       "      <td>19552860</td>\n",
+       "      <td>170312</td>\n",
+       "      <td>114.806121</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>California</th>\n",
+       "      <td>38332521</td>\n",
+       "      <td>423967</td>\n",
+       "      <td>90.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>Texas</th>\n",
-       "      <td>695662</td>\n",
        "      <td>26448193</td>\n",
+       "      <td>695662</td>\n",
+       "      <td>38.018740</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "         area       pop\n",
-       "Texas  695662  26448193"
+       "            population    area     density\n",
+       "New York      19651127  141297  139.076746\n",
+       "Illinois      12882135  149995   85.883763\n",
+       "Florida       19552860  170312  114.806121\n",
+       "California    38332521  423967   90.000000\n",
+       "Texas         26448193  695662   38.018740"
+      ]
+     },
+     "execution_count": 221,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "states.sort_values(['area'], ascending = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 222,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>population</th>\n",
+       "      <th>area</th>\n",
+       "      <th>density</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Texas</th>\n",
+       "      <td>26448193</td>\n",
+       "      <td>695662</td>\n",
+       "      <td>38.018740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Illinois</th>\n",
+       "      <td>12882135</td>\n",
+       "      <td>149995</td>\n",
+       "      <td>85.883763</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>California</th>\n",
+       "      <td>38332521</td>\n",
+       "      <td>423967</td>\n",
+       "      <td>90.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Florida</th>\n",
+       "      <td>19552860</td>\n",
+       "      <td>170312</td>\n",
+       "      <td>114.806121</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>New York</th>\n",
+       "      <td>19651127</td>\n",
+       "      <td>141297</td>\n",
+       "      <td>139.076746</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            population    area     density\n",
+       "Texas         26448193  695662   38.018740\n",
+       "Illinois      12882135  149995   85.883763\n",
+       "California    38332521  423967   90.000000\n",
+       "Florida       19552860  170312  114.806121\n",
+       "New York      19651127  141297  139.076746"
+      ]
+     },
+     "execution_count": 222,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "states.sort_values(['density'], ascending = True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Selecionando dados"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 213,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>population</th>\n",
+       "      <th>area</th>\n",
+       "      <th>density</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Florida</th>\n",
+       "      <td>19552860</td>\n",
+       "      <td>170312</td>\n",
+       "      <td>114.806121</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Illinois</th>\n",
+       "      <td>12882135</td>\n",
+       "      <td>149995</td>\n",
+       "      <td>85.883763</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          population    area     density\n",
+       "Florida     19552860  170312  114.806121\n",
+       "Illinois    12882135  149995   85.883763"
+      ]
+     },
+     "execution_count": 213,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "states['Florida':'Illinois']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 214,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>population</th>\n",
+       "      <th>area</th>\n",
+       "      <th>density</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Florida</th>\n",
+       "      <td>19552860</td>\n",
+       "      <td>170312</td>\n",
+       "      <td>114.806121</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Illinois</th>\n",
+       "      <td>12882135</td>\n",
+       "      <td>149995</td>\n",
+       "      <td>85.883763</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          population    area     density\n",
+       "Florida     19552860  170312  114.806121\n",
+       "Illinois    12882135  149995   85.883763"
+      ]
+     },
+     "execution_count": 214,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "states[1:3]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "California    False\n",
+       "Florida       False\n",
+       "Illinois      False\n",
+       "New York      False\n",
+       "Texas          True\n",
+       "dtype: bool"
+      ]
+     },
+     "execution_count": 169,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_pop = (states['population'] > 19552860) & (states['area']>423967)\n",
+    "data_pop"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 173,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>population</th>\n",
+       "      <th>area</th>\n",
+       "      <th>density</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Texas</th>\n",
+       "      <td>26448193</td>\n",
+       "      <td>695662</td>\n",
+       "      <td>38.01874</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       population    area   density\n",
+       "Texas    26448193  695662  38.01874"
+      ]
+     },
+     "execution_count": 173,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "states[(states['population'] > 19552860) & (states['area']>423967)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 211,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>area</th>\n",
+       "      <th>density</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>California</th>\n",
+       "      <td>423967</td>\n",
+       "      <td>90.413926</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Florida</th>\n",
+       "      <td>170312</td>\n",
+       "      <td>114.806121</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Illinois</th>\n",
+       "      <td>149995</td>\n",
+       "      <td>85.883763</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>New York</th>\n",
+       "      <td>141297</td>\n",
+       "      <td>139.076746</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Texas</th>\n",
+       "      <td>695662</td>\n",
+       "      <td>38.018740</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              area     density\n",
+       "California  423967   90.413926\n",
+       "Florida     170312  114.806121\n",
+       "Illinois    149995   85.883763\n",
+       "New York    141297  139.076746\n",
+       "Texas       695662   38.018740"
+      ]
+     },
+     "execution_count": 211,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "states[['area','density']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 208,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>population</th>\n",
+       "      <th>area</th>\n",
+       "      <th>density</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Florida</th>\n",
+       "      <td>19552860</td>\n",
+       "      <td>170312</td>\n",
+       "      <td>114.806121</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>New York</th>\n",
+       "      <td>19651127</td>\n",
+       "      <td>141297</td>\n",
+       "      <td>139.076746</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          population    area     density\n",
+       "Florida     19552860  170312  114.806121\n",
+       "New York    19651127  141297  139.076746"
+      ]
+     },
+     "execution_count": 208,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "states[states.density > 100]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 209,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>population</th>\n",
+       "      <th>density</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Florida</th>\n",
+       "      <td>19552860</td>\n",
+       "      <td>114.806121</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>New York</th>\n",
+       "      <td>19651127</td>\n",
+       "      <td>139.076746</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          population     density\n",
+       "Florida     19552860  114.806121\n",
+       "New York    19651127  139.076746"
+      ]
+     },
+     "execution_count": 209,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "states.loc[states.density > 100, ['population', 'density']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 218,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "90.0"
+      ]
+     },
+     "execution_count": 218,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "states.loc['California', 'density']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 219,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "90.0"
+      ]
+     },
+     "execution_count": 219,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "states.iloc[0, 2]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Caso Real\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/caso_real.png\">\n",
+    "<br>\n",
+    "\n",
+    "Agora vamos ler e entender uma tabela de um caso real. O arquivo *UKRetail* traz um banco de dados real de vendas para verificação e análise dos valores como segue.\n",
+    "\n",
+    "- Leitura dos dados e acesso por um DataFrame\n",
+    "- Identificação dos tipos de variáveis\n",
+    "- Descrição básica dos dados\n",
+    "- Seleção de dados\n",
+    "- Criação de uma coluna para o faturamento\n",
+    "- Tratamento dos valoes negativos contidos no faturamento\n",
+    "- Obtenção do total faturado por país com agrupamento (*Groupby*)\n",
+    "- Visualização dos dados de consumo para um cliente por histograma\n",
+    "- Visualização do consumo de um produto por histograma\n",
+    "- Tratamento de valores nulos"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Lendo e acessando dados de um arquivo real de vendas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>InvoiceNo</th>\n",
+       "      <th>StockCode</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Quantity</th>\n",
+       "      <th>InvoiceDate</th>\n",
+       "      <th>UnitPrice</th>\n",
+       "      <th>CustomerID</th>\n",
+       "      <th>Country</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>22752</td>\n",
+       "      <td>SET 7 BABUSHKA NESTING BOXES</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>7.65</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>71053</td>\n",
+       "      <td>WHITE METAL LANTERN</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>3.39</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>84029G</td>\n",
+       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>3.39</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>85123A</td>\n",
+       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>2.55</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>536366</td>\n",
+       "      <td>22633</td>\n",
+       "      <td>HAND WARMER UNION JACK</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:28:02</td>\n",
+       "      <td>1.85</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  InvoiceNo StockCode                          Description  Quantity  \\\n",
+       "0    536365     22752         SET 7 BABUSHKA NESTING BOXES         2   \n",
+       "1    536365     71053                  WHITE METAL LANTERN         6   \n",
+       "2    536365    84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   \n",
+       "3    536365    85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   \n",
+       "4    536366     22633               HAND WARMER UNION JACK         6   \n",
+       "\n",
+       "           InvoiceDate  UnitPrice  CustomerID         Country  \n",
+       "0  2010-12-01 08:26:02       7.65     17850.0  United Kingdom  \n",
+       "1  2010-12-01 08:26:02       3.39     17850.0  United Kingdom  \n",
+       "2  2010-12-01 08:26:02       3.39     17850.0  United Kingdom  \n",
+       "3  2010-12-01 08:26:02       2.55     17850.0  United Kingdom  \n",
+       "4  2010-12-01 08:28:02       1.85     17850.0  United Kingdom  "
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales = pd.DataFrame(pd.read_csv('data/UKretail.csv',encoding='latin'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>InvoiceNo</th>\n",
+       "      <th>StockCode</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Quantity</th>\n",
+       "      <th>InvoiceDate</th>\n",
+       "      <th>UnitPrice</th>\n",
+       "      <th>CustomerID</th>\n",
+       "      <th>Country</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>22752</td>\n",
+       "      <td>SET 7 BABUSHKA NESTING BOXES</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>7.65</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>71053</td>\n",
+       "      <td>WHITE METAL LANTERN</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>3.39</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>84029G</td>\n",
+       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>3.39</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>85123A</td>\n",
+       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>2.55</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>536366</td>\n",
+       "      <td>22633</td>\n",
+       "      <td>HAND WARMER UNION JACK</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:28:02</td>\n",
+       "      <td>1.85</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  InvoiceNo StockCode                          Description  Quantity  \\\n",
+       "0    536365     22752         SET 7 BABUSHKA NESTING BOXES         2   \n",
+       "1    536365     71053                  WHITE METAL LANTERN         6   \n",
+       "2    536365    84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   \n",
+       "3    536365    85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   \n",
+       "4    536366     22633               HAND WARMER UNION JACK         6   \n",
+       "\n",
+       "           InvoiceDate  UnitPrice  CustomerID         Country  \n",
+       "0  2010-12-01 08:26:02       7.65     17850.0  United Kingdom  \n",
+       "1  2010-12-01 08:26:02       3.39     17850.0  United Kingdom  \n",
+       "2  2010-12-01 08:26:02       3.39     17850.0  United Kingdom  \n",
+       "3  2010-12-01 08:26:02       2.55     17850.0  United Kingdom  \n",
+       "4  2010-12-01 08:28:02       1.85     17850.0  United Kingdom  "
+      ]
+     },
+     "execution_count": 108,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>InvoiceNo</th>\n",
+       "      <th>StockCode</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Quantity</th>\n",
+       "      <th>InvoiceDate</th>\n",
+       "      <th>UnitPrice</th>\n",
+       "      <th>CustomerID</th>\n",
+       "      <th>Country</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>325142</th>\n",
+       "      <td>581587</td>\n",
+       "      <td>22899</td>\n",
+       "      <td>CHILDREN'S APRON DOLLY GIRL</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2011-12-09 12:49:59</td>\n",
+       "      <td>2.10</td>\n",
+       "      <td>12680.0</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>325143</th>\n",
+       "      <td>581587</td>\n",
+       "      <td>23254</td>\n",
+       "      <td>CHILDRENS CUTLERY DOLLY GIRL</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2011-12-09 12:49:59</td>\n",
+       "      <td>4.15</td>\n",
+       "      <td>12680.0</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>325144</th>\n",
+       "      <td>581587</td>\n",
+       "      <td>23256</td>\n",
+       "      <td>CHILDRENS CUTLERY SPACEBOY</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2011-12-09 12:49:59</td>\n",
+       "      <td>4.15</td>\n",
+       "      <td>12680.0</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       InvoiceNo StockCode                    Description  Quantity  \\\n",
+       "325142    581587     22899   CHILDREN'S APRON DOLLY GIRL          6   \n",
+       "325143    581587     23254  CHILDRENS CUTLERY DOLLY GIRL          4   \n",
+       "325144    581587     23256    CHILDRENS CUTLERY SPACEBOY          4   \n",
+       "\n",
+       "                InvoiceDate  UnitPrice  CustomerID Country  \n",
+       "325142  2011-12-09 12:49:59       2.10     12680.0  France  \n",
+       "325143  2011-12-09 12:49:59       4.15     12680.0  France  \n",
+       "325144  2011-12-09 12:49:59       4.15     12680.0  France  "
+      ]
+     },
+     "execution_count": 109,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales.tail(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Identificando os tipos de variáveis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "pandas.core.frame.DataFrame"
+      ]
+     },
+     "execution_count": 99,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(sales)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "pandas.core.series.Series"
+      ]
+     },
+     "execution_count": 93,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(sales[\"CustomerID\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "list"
+      ]
+     },
+     "execution_count": 100,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type([sales[\"CustomerID\"]])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Descrição básica dos dados"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(325145, 8)"
+      ]
+     },
+     "execution_count": 84,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['InvoiceNo', 'StockCode', 'Description', 'Quantity', 'InvoiceDate',\n",
+       "       'UnitPrice', 'CustomerID', 'Country'], dtype=object)"
+      ]
+     },
+     "execution_count": 98,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales.columns.values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 325145 entries, 0 to 325144\n",
+      "Data columns (total 8 columns):\n",
+      "InvoiceNo      325145 non-null object\n",
+      "StockCode      325145 non-null object\n",
+      "Description    324275 non-null object\n",
+      "Quantity       325145 non-null int64\n",
+      "InvoiceDate    325145 non-null object\n",
+      "UnitPrice      325145 non-null float64\n",
+      "CustomerID     244154 non-null float64\n",
+      "Country        325145 non-null object\n",
+      "dtypes: float64(2), int64(1), object(5)\n",
+      "memory usage: 19.8+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "sales.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Quantity</th>\n",
+       "      <th>UnitPrice</th>\n",
+       "      <th>CustomerID</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>325145.000000</td>\n",
+       "      <td>325145.000000</td>\n",
+       "      <td>244154.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>9.273340</td>\n",
+       "      <td>4.845239</td>\n",
+       "      <td>15288.823120</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>154.394112</td>\n",
+       "      <td>116.830451</td>\n",
+       "      <td>1713.496816</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>-80995.000000</td>\n",
+       "      <td>-11062.060000</td>\n",
+       "      <td>12347.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.250000</td>\n",
+       "      <td>13959.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>2.080000</td>\n",
+       "      <td>15150.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>4.130000</td>\n",
+       "      <td>16792.750000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>12540.000000</td>\n",
+       "      <td>38970.000000</td>\n",
+       "      <td>18287.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            Quantity      UnitPrice     CustomerID\n",
+       "count  325145.000000  325145.000000  244154.000000\n",
+       "mean        9.273340       4.845239   15288.823120\n",
+       "std       154.394112     116.830451    1713.496816\n",
+       "min    -80995.000000  -11062.060000   12347.000000\n",
+       "25%         1.000000       1.250000   13959.000000\n",
+       "50%         3.000000       2.080000   15150.000000\n",
+       "75%        10.000000       4.130000   16792.750000\n",
+       "max     12540.000000   38970.000000   18287.000000"
+      ]
+     },
+     "execution_count": 110,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Selecionando dados"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>InvoiceNo</th>\n",
+       "      <th>StockCode</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Quantity</th>\n",
+       "      <th>InvoiceDate</th>\n",
+       "      <th>UnitPrice</th>\n",
+       "      <th>CustomerID</th>\n",
+       "      <th>Country</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>22752</td>\n",
+       "      <td>SET 7 BABUSHKA NESTING BOXES</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>7.65</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>71053</td>\n",
+       "      <td>WHITE METAL LANTERN</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>3.39</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>84029G</td>\n",
+       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>3.39</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>85123A</td>\n",
+       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>2.55</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  InvoiceNo StockCode                          Description  Quantity  \\\n",
+       "0    536365     22752         SET 7 BABUSHKA NESTING BOXES         2   \n",
+       "1    536365     71053                  WHITE METAL LANTERN         6   \n",
+       "2    536365    84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   \n",
+       "3    536365    85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   \n",
+       "\n",
+       "           InvoiceDate  UnitPrice  CustomerID         Country  \n",
+       "0  2010-12-01 08:26:02       7.65     17850.0  United Kingdom  \n",
+       "1  2010-12-01 08:26:02       3.39     17850.0  United Kingdom  \n",
+       "2  2010-12-01 08:26:02       3.39     17850.0  United Kingdom  \n",
+       "3  2010-12-01 08:26:02       2.55     17850.0  United Kingdom  "
+      ]
+     },
+     "execution_count": 111,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales[:4]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    17850.0\n",
+       "1    17850.0\n",
+       "2    17850.0\n",
+       "3    17850.0\n",
+       "4    17850.0\n",
+       "Name: CustomerID, dtype: float64"
+      ]
+     },
+     "execution_count": 101,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales[\"CustomerID\"].head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Quantity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Quantity\n",
+       "0         2\n",
+       "1         6\n",
+       "2         6\n",
+       "3         6\n",
+       "4         6"
+      ]
+     },
+     "execution_count": 117,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales.loc[:,['Quantity']].head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Quantity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Quantity\n",
+       "0         2\n",
+       "1         6\n",
+       "2         6\n",
+       "3         6\n",
+       "4         6"
+      ]
+     },
+     "execution_count": 115,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales.iloc[:,[3]].head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Description</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>SET 7 BABUSHKA NESTING BOXES</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>WHITE METAL LANTERN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>HAND WARMER UNION JACK</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>HOME BUILDING BLOCK WORD</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           Description\n",
+       "0         SET 7 BABUSHKA NESTING BOXES\n",
+       "1                  WHITE METAL LANTERN\n",
+       "2  KNITTED UNION FLAG HOT WATER BOTTLE\n",
+       "3   WHITE HANGING HEART T-LIGHT HOLDER\n",
+       "4               HAND WARMER UNION JACK\n",
+       "5             HOME BUILDING BLOCK WORD"
+      ]
+     },
+     "execution_count": 114,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales.iloc[0:6,2:3]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Criando uma nova coluna de 'Revenue' com total de vendas (multiplicação da 'Quantity' pelo 'UnitPrice')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sales['Revenue'] = sales.Quantity*sales.UnitPrice"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>InvoiceNo</th>\n",
+       "      <th>StockCode</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Quantity</th>\n",
+       "      <th>InvoiceDate</th>\n",
+       "      <th>UnitPrice</th>\n",
+       "      <th>CustomerID</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>22752</td>\n",
+       "      <td>SET 7 BABUSHKA NESTING BOXES</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>7.65</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>15.30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>71053</td>\n",
+       "      <td>WHITE METAL LANTERN</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>3.39</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>20.34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>84029G</td>\n",
+       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>3.39</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>20.34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>85123A</td>\n",
+       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>2.55</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>15.30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>536366</td>\n",
+       "      <td>22633</td>\n",
+       "      <td>HAND WARMER UNION JACK</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:28:02</td>\n",
+       "      <td>1.85</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>11.10</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  InvoiceNo StockCode                          Description  Quantity  \\\n",
+       "0    536365     22752         SET 7 BABUSHKA NESTING BOXES         2   \n",
+       "1    536365     71053                  WHITE METAL LANTERN         6   \n",
+       "2    536365    84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   \n",
+       "3    536365    85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   \n",
+       "4    536366     22633               HAND WARMER UNION JACK         6   \n",
+       "\n",
+       "           InvoiceDate  UnitPrice  CustomerID         Country  Revenue  \n",
+       "0  2010-12-01 08:26:02       7.65     17850.0  United Kingdom    15.30  \n",
+       "1  2010-12-01 08:26:02       3.39     17850.0  United Kingdom    20.34  \n",
+       "2  2010-12-01 08:26:02       3.39     17850.0  United Kingdom    20.34  \n",
+       "3  2010-12-01 08:26:02       2.55     17850.0  United Kingdom    15.30  \n",
+       "4  2010-12-01 08:28:02       1.85     17850.0  United Kingdom    11.10  "
+      ]
+     },
+     "execution_count": 120,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Criando um novo DataFrame somente com os dados que compõe o 'Revenue'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "raw_sales = sales[[\"Quantity\",\"UnitPrice\", \"Revenue\"]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Quantity</th>\n",
+       "      <th>UnitPrice</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>7.65</td>\n",
+       "      <td>15.30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>6</td>\n",
+       "      <td>3.39</td>\n",
+       "      <td>20.34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>6</td>\n",
+       "      <td>3.39</td>\n",
+       "      <td>20.34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>6</td>\n",
+       "      <td>2.55</td>\n",
+       "      <td>15.30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>6</td>\n",
+       "      <td>1.85</td>\n",
+       "      <td>11.10</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Quantity  UnitPrice  Revenue\n",
+       "0         2       7.65    15.30\n",
+       "1         6       3.39    20.34\n",
+       "2         6       3.39    20.34\n",
+       "3         6       2.55    15.30\n",
+       "4         6       1.85    11.10"
+      ]
+     },
+     "execution_count": 124,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_sales.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 325145 entries, 0 to 325144\n",
+      "Data columns (total 3 columns):\n",
+      "Quantity     325145 non-null int64\n",
+      "UnitPrice    325145 non-null float64\n",
+      "Revenue      325145 non-null float64\n",
+      "dtypes: float64(2), int64(1)\n",
+      "memory usage: 7.4 MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "raw_sales.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Análisando e trantando os dados da variável 'Revenue'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x139960198>"
+      ]
+     },
+     "execution_count": 134,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from pylab import *\n",
+    "\n",
+    "sales.plot(x=\"InvoiceDate\", y=\"Revenue\", kind=\"line\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Como existem dados negativos, vamos eliminar os valores menores que 0 "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(5588, 9)"
+      ]
+     },
+     "execution_count": 135,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cancels = sales[sales[\"Revenue\"]<0]\n",
+    "cancels.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(319557, 9)"
+      ]
+     },
+     "execution_count": 136,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales.drop(sales[sales.Revenue < 0].index, inplace=True)\n",
+    "sales.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 138,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x126517f98>"
+      ]
+     },
+     "execution_count": 138,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sales.plot(x=\"InvoiceDate\", y=\"Revenue\", kind=\"line\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Groupby\n",
+    "\n",
+    "### Encontrando o total do 'Revenue' por país agrupando a coluna 'Country' pelo 'Revenue'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 139,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "CountryGroups = sales.groupby(\"Country\")[\"Revenue\"].sum().reset_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 140,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>5311080.101</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>EIRE</td>\n",
+       "      <td>176304.590</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>Netherlands</td>\n",
+       "      <td>165582.790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Germany</td>\n",
+       "      <td>138778.440</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>France</td>\n",
+       "      <td>127193.680</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Australia</td>\n",
+       "      <td>79197.590</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>Spain</td>\n",
+       "      <td>36116.710</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>Switzerland</td>\n",
+       "      <td>34315.240</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Belgium</td>\n",
+       "      <td>24014.970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>Norway</td>\n",
+       "      <td>23182.220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>Sweden</td>\n",
+       "      <td>21762.450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Japan</td>\n",
+       "      <td>21072.590</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>Portugal</td>\n",
+       "      <td>20109.410</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>Singapore</td>\n",
+       "      <td>13383.590</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Channel Islands</td>\n",
+       "      <td>12556.740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Finland</td>\n",
+       "      <td>12362.880</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Denmark</td>\n",
+       "      <td>11739.370</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Italy</td>\n",
+       "      <td>10837.890</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Hong Kong</td>\n",
+       "      <td>8227.020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Cyprus</td>\n",
+       "      <td>7781.900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Austria</td>\n",
+       "      <td>6100.960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Israel</td>\n",
+       "      <td>4225.780</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Poland</td>\n",
+       "      <td>3974.080</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>Unspecified</td>\n",
+       "      <td>2898.650</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Greece</td>\n",
+       "      <td>2677.570</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Iceland</td>\n",
+       "      <td>2461.230</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>USA</td>\n",
+       "      <td>2388.740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Canada</td>\n",
+       "      <td>2093.390</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Malta</td>\n",
+       "      <td>1318.990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>United Arab Emirates</td>\n",
+       "      <td>1277.500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Lebanon</td>\n",
+       "      <td>1120.530</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Lithuania</td>\n",
+       "      <td>1038.560</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>European Community</td>\n",
+       "      <td>876.550</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Brazil</td>\n",
+       "      <td>602.310</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>RSA</td>\n",
+       "      <td>573.180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Czech Republic</td>\n",
+       "      <td>488.580</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Bahrain</td>\n",
+       "      <td>343.400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>Saudi Arabia</td>\n",
+       "      <td>90.720</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 Country      Revenue\n",
+       "36        United Kingdom  5311080.101\n",
+       "10                  EIRE   176304.590\n",
+       "24           Netherlands   165582.790\n",
+       "14               Germany   138778.440\n",
+       "13                France   127193.680\n",
+       "0              Australia    79197.590\n",
+       "31                 Spain    36116.710\n",
+       "33           Switzerland    34315.240\n",
+       "3                Belgium    24014.970\n",
+       "25                Norway    23182.220\n",
+       "32                Sweden    21762.450\n",
+       "20                 Japan    21072.590\n",
+       "27              Portugal    20109.410\n",
+       "30             Singapore    13383.590\n",
+       "6        Channel Islands    12556.740\n",
+       "12               Finland    12362.880\n",
+       "9                Denmark    11739.370\n",
+       "19                 Italy    10837.890\n",
+       "16             Hong Kong     8227.020\n",
+       "7                 Cyprus     7781.900\n",
+       "1                Austria     6100.960\n",
+       "18                Israel     4225.780\n",
+       "26                Poland     3974.080\n",
+       "37           Unspecified     2898.650\n",
+       "15                Greece     2677.570\n",
+       "17               Iceland     2461.230\n",
+       "34                   USA     2388.740\n",
+       "5                 Canada     2093.390\n",
+       "23                 Malta     1318.990\n",
+       "35  United Arab Emirates     1277.500\n",
+       "21               Lebanon     1120.530\n",
+       "22             Lithuania     1038.560\n",
+       "11    European Community      876.550\n",
+       "4                 Brazil      602.310\n",
+       "28                   RSA      573.180\n",
+       "8         Czech Republic      488.580\n",
+       "2                Bahrain      343.400\n",
+       "29          Saudi Arabia       90.720"
+      ]
+     },
+     "execution_count": 140,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "CountryGroups.sort_values(by= \"Revenue\", ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plotando um histograma do consumo ou 'revenue' para um cliente"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 141,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1264885f8>"
+      ]
+     },
+     "execution_count": 141,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sales[sales[\"CustomerID\"] == 17850.0][\"Revenue\"].plot(kind=\"hist\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plotando um histograma da quantidade vendida de um produto"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 192,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x134e5f160>"
+      ]
+     },
+     "execution_count": 192,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD8CAYAAAB5Pm/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAEtxJREFUeJzt3X+MZXd93vH3UztxEw+1TWxG27XVsSXHDXjDwo5cIgqawflhTBRCVFIsi9rBzYIEEZUsNetECrQIyW1DaKukRJvYNVFbDxQHsNZuwNoyoEgBMguLdx3jYJNN2LXrjbFZMoDcrvPpH3NWutmd2Ts7586P++X9kq7mnu89P76P5vrZ6zPn3puqQpLUrr+32ROQJK0vi16SGmfRS1LjLHpJapxFL0mNs+glqXEWvSQ1zqKXpMZZ9JLUuPM3ewIAl156aU1NTQ1d7zvf+Q4XXnjh+k9og5hn62opC7SVp6Us0C/PgQMHnqmqy4attyWKfmpqioWFhaHrzc/PMzMzs/4T2iDm2bpaygJt5WkpC/TLk+QvV7Oep24kqXEWvSQ1zqKXpMZZ9JLUOItekhpn0UtS4yx6SWqcRS9JjbPoJalxW+KdsX1N7XlgU4575M43bMpxJelc+Ipekhpn0UtS4yx6SWqcRS9JjbPoJalxQ4s+yd1Jjic5PDD2kSQHu9uRJAe78akk3xt47HfXc/KSpOFWc3nlPcBvA39waqCq/vmp+0k+AJwYWP+Jqto5qglKkvoZWvRV9bkkU8s9liTALwKvG+20JEmj0vcc/WuAp6vqawNjVyb5cpLPJnlNz/1LknpKVQ1faekV/b6quva08Q8Bj1fVB7rlC4CJqvpmkl3AJ4CXVdW3l9nnbmA3wOTk5K65ubmh81hcXGRiYuKM8UPHTiyz9vrbsf2iXtuvlGdctZSnpSzQVp6WskC/PLOzsweqanrYemv+CIQk5wO/AOw6NVZVzwPPd/cPJHkC+FHgjG/+rqq9wF6A6enpWs2X4670Jbq3btZHINw802t7v+R462opC7SVp6UssDF5+py6+Ungq1V19NRAksuSnNfdvwq4Gvh6vylKkvpYzeWV9wJ/AlyT5GiS27qH3gLce9rqrwUeTvIV4GPAO6rq2VFOWJJ0blZz1c1NK4zfuszYfcB9/aclSRoV3xkrSY2z6CWpcRa9JDXOopekxln0ktQ4i16SGmfRS1LjLHpJapxFL0mNs+glqXEWvSQ1zqKXpMZZ9JLUOItekhpn0UtS4yx6SWqcRS9JjbPoJalxFr0kNW41Xw5+d5LjSQ4PjL03ybEkB7vbjQOP3ZHk8SSPJfmZ9Zq4JGl1VvOK/h7ghmXGP1hVO7vbgwBJXgq8BXhZt81/SXLeqCYrSTp3Q4u+qj4HPLvK/b0RmKuq56vqL4DHget6zE+S1FOfc/TvSvJwd2rnkm5sO/CNgXWOdmOSpE2Sqhq+UjIF7Kuqa7vlSeAZoID3Aduq6m1Jfgf4k6r6b916dwEPVtV9y+xzN7AbYHJyctfc3NzQeSwuLjIxMXHG+KFjJ4Zuux52bL+o1/Yr5RlXLeVpKQu0laelLNAvz+zs7IGqmh623vlr2XlVPX3qfpLfA/Z1i0eBKwZWvRx4coV97AX2AkxPT9fMzMzQ487Pz7PcerfueWB1Ex+xIzfP9Np+pTzjqqU8LWWBtvK0lAU2Js+aTt0k2Taw+Cbg1BU59wNvSXJBkiuBq4Ev9puiJKmPoa/ok9wLzACXJjkKvAeYSbKTpVM3R4C3A1TVI0k+CvwZcBJ4Z1W9sD5TlyStxtCir6qblhm+6yzrvx94f59JSZJGx3fGSlLjLHpJapxFL0mNs+glqXEWvSQ1zqKXpMZZ9JLUOItekhpn0UtS4yx6SWqcRS9JjbPoJalxFr0kNc6il6TGWfSS1DiLXpIaZ9FLUuMseklqnEUvSY0bWvRJ7k5yPMnhgbH/kOSrSR5O8vEkF3fjU0m+l+Rgd/vd9Zy8JGm41byivwe44bSxh4Brq+rHgT8H7hh47Imq2tnd3jGaaUqS1mpo0VfV54BnTxv7dFWd7BY/D1y+DnOTJI3AKM7Rvw34XwPLVyb5cpLPJnnNCPYvSeohVTV8pWQK2FdV1542/uvANPALVVVJLgAmquqbSXYBnwBeVlXfXmafu4HdAJOTk7vm5uaGzmNxcZGJiYkzxg8dOzF02/WwY/tFvbZfKc+4ailPS1mgrTwtZYF+eWZnZw9U1fSw9c5f096BJLcAPwtcX92/FlX1PPB8d/9AkieAHwUWTt++qvYCewGmp6drZmZm6DHn5+dZbr1b9zyw1hi9HLl5ptf2K+UZVy3laSkLtJWnpSywMXnWdOomyQ3ArwI/V1XfHRi/LMl53f2rgKuBr49iopKktRn6ij7JvcAMcGmSo8B7WLrK5gLgoSQAn++usHkt8G+TnAReAN5RVc8uu2NJ0oYYWvRVddMyw3etsO59wH19JyVJGh3fGStJjbPoJalxFr0kNc6il6TGWfSS1DiLXpIaZ9FLUuMseklqnEUvSY2z6CWpcRa9JDXOopekxln0ktQ4i16SGmfRS1LjLHpJapxFL0mNs+glqXEWvSQ1zqKXpMatquiT3J3keJLDA2MvTvJQkq91Py/pxpPkPyd5PMnDSV65XpOXJA232lf09wA3nDa2B9hfVVcD+7tlgNcDV3e33cCH+k9TkrRWqyr6qvoc8Oxpw28EPtzd/zDw8wPjf1BLPg9cnGTbKCYrSTp3qarVrZhMAfuq6tpu+VtVdfHA489V1SVJ9gF3VtUfd+P7gV+tqoXT9rebpVf8TE5O7pqbmxs6h8XFRSYmJs4YP3TsxKoyjNqO7Rf12n6lPOOqpTwtZYG28rSUBfrlmZ2dPVBV08PWO39Nez+7LDN2xr8mVbUX2AswPT1dMzMzQ3c8Pz/PcuvduueBc53jSBy5eabX9ivlGVct5WkpC7SVp6UssDF5+lx18/SpUzLdz+Pd+FHgioH1Lgee7HEcSVIPfYr+fuCW7v4twCcHxv9Fd/XNq4ATVfVUj+NIknpY1ambJPcCM8ClSY4C7wHuBD6a5Dbgr4A3d6s/CNwIPA58F/ilEc9ZknQOVlX0VXXTCg9dv8y6Bbyzz6QkSaPjO2MlqXEWvSQ1zqKXpMZZ9JLUOItekhpn0UtS4yx6SWqcRS9JjbPoJalxFr0kNc6il6TGWfSS1DiLXpIaZ9FLUuMseklqnEUvSY2z6CWpcRa9JDXOopekxq3qO2OXk+Qa4CMDQ1cBvwFcDPwy8Nfd+K9V1YNrnqEkqZc1F31VPQbsBEhyHnAM+DjwS8AHq+o3RzJDSVIvozp1cz3wRFX95Yj2J0kakVRV/50kdwNfqqrfTvJe4Fbg28ACcHtVPbfMNruB3QCTk5O75ubmhh5ncXGRiYmJM8YPHTvRZ/prtmP7Rb22XynPuGopT0tZoK08LWWBfnlmZ2cPVNX0sPV6F32SHwSeBF5WVU8nmQSeAQp4H7Ctqt52tn1MT0/XwsLC0GPNz88zMzNzxvjUngfWMPP+jtz5hl7br5RnXLWUp6Us0FaelrJAvzxJVlX0ozh183qWXs0/DVBVT1fVC1X1t8DvAdeN4BiSpDUaRdHfBNx7aiHJtoHH3gQcHsExJElrtOarbgCS/DDwU8DbB4b/fZKdLJ26OXLaY5KkDdar6Kvqu8CPnDb21l4zkiSNlO+MlaTGWfSS1DiLXpIaZ9FLUuMseklqnEUvSY2z6CWpcRa9JDXOopekxln0ktQ4i16SGmfRS1LjLHpJapxFL0mNs+glqXEWvSQ1zqKXpMZZ9JLUOItekhrX6ztjAZIcAf4GeAE4WVXTSV4MfASYYukLwn+xqp7reyxJ0rkb1Sv62araWVXT3fIeYH9VXQ3s75YlSZtgvU7dvBH4cHf/w8DPr9NxJElDjKLoC/h0kgNJdndjk1X1FED38yUjOI4kaQ1SVf12kPzDqnoyyUuAh4BfAe6vqosH1nmuqi45bbvdwG6AycnJXXNzc0OPtbi4yMTExBnjh46d6JVhrXZsv6jX9ivlGVct5WkpC7SVp6Us0C/P7OzsgYFT5ivqXfR/Z2fJe4FF4JeBmap6Ksk2YL6qrllpu+np6VpYWBi6//n5eWZmZs4Yn9rzwFqn3MuRO9/Qa/uV8oyrlvK0lAXaytNSFuiXJ8mqir7XqZskFyZ50an7wE8Dh4H7gVu61W4BPtnnOJKktet7eeUk8PEkp/b1P6rqj5L8KfDRJLcBfwW8uedxJElr1Kvoq+rrwMuXGf8mcH2ffUuSRsN3xkpS4yx6SWqcRS9JjbPoJalxFr0kNc6il6TGWfSS1DiLXpIaZ9FLUuMseklqnEUvSY2z6CWpcRa9JDXOopekxln0ktQ4i16SGmfRS1LjLHpJapxFL0mNW3PRJ7kiyWeSPJrkkSTv7sbfm+RYkoPd7cbRTVeSdK76fDn4SeD2qvpSkhcBB5I81D32war6zf7T29qm9jzQa/vbd5zk1jXs48idb+h1XEnfX9Zc9FX1FPBUd/9vkjwKbB/VxCRJozGSc/RJpoBXAF/oht6V5OEkdye5ZBTHkCStTaqq3w6SCeCzwPur6g+TTALPAAW8D9hWVW9bZrvdwG6AycnJXXNzc0OPtbi4yMTExBnjh46d6JVhs0z+EDz9vXPfbsf2i0Y/mRFY6fczjlrKAm3laSkL9MszOzt7oKqmh63Xq+iT/ACwD/hUVf3WMo9PAfuq6tqz7Wd6eroWFhaGHm9+fp6ZmZkzxvueK98st+84yQcOnfvZs616jn6l3884aikLtJWnpSzQL0+SVRV9n6tuAtwFPDpY8km2Daz2JuDwWo8hSeqvz1U3rwbeChxKcrAb+zXgpiQ7WTp1cwR4e68ZSpJ66XPVzR8DWeahB9c+HUnSqPnOWElqnEUvSY2z6CWpcRa9JDXOopekxln0ktQ4i16SGmfRS1LjLHpJapxFL0mNs+glqXEWvSQ1zqKXpMZZ9JLUOItekhpn0UtS4/p8w5Q2yVb9jtzbd5zk1nWa21b9nlxpHPiKXpIaZ9FLUuPWreiT3JDksSSPJ9mzXseRJJ3duhR9kvOA3wFeD7wUuCnJS9fjWJKks1uvV/TXAY9X1der6v8Cc8Ab1+lYkqSzWK+rbrYD3xhYPgr8k3U6lr4PbPSVRut5BdFqfT9eabSa3/NW+N2M0j03XLjux0hVjX6nyZuBn6mqf9ktvxW4rqp+ZWCd3cDubvEa4LFV7PpS4JkRT3czmWfraikLtJWnpSzQL88/qqrLhq20Xq/ojwJXDCxfDjw5uEJV7QX2nstOkyxU1XT/6W0N5tm6WsoCbeVpKQtsTJ71Okf/p8DVSa5M8oPAW4D71+lYkqSzWJdX9FV1Msm7gE8B5wF3V9Uj63EsSdLZrdtHIFTVg8CDI97tOZ3qGQPm2bpaygJt5WkpC2xAnnX5Y6wkaevwIxAkqXFjU/Tj/pEKSe5OcjzJ4YGxFyd5KMnXup+XbOYcVyvJFUk+k+TRJI8keXc3Pq55/n6SLyb5Spfn33TjVyb5QpfnI92FBWMhyXlJvpxkX7c8zlmOJDmU5GCShW5sXJ9rFyf5WJKvdv/9/MRGZBmLom/kIxXuAW44bWwPsL+qrgb2d8vj4CRwe1X9GPAq4J3d72Nc8zwPvK6qXg7sBG5I8irg3wEf7PI8B9y2iXM8V+8GHh1YHucsALNVtXPgMsRxfa79J+CPquofAy9n6Xe0/lmqasvfgJ8APjWwfAdwx2bPaw05poDDA8uPAdu6+9uAxzZ7jmvM9Ungp1rIA/ww8CWW3sn9DHB+N/53noNb+cbS+1b2A68D9gEZ1yzdfI8Al542NnbPNeAfAH9B97fRjcwyFq/oWf4jFbZv0lxGabKqngLofr5kk+dzzpJMAa8AvsAY5+lOdRwEjgMPAU8A36qqk90q4/Sc+4/Avwb+tlv+EcY3C0ABn05yoHtHPYznc+0q4K+B/9qdVvv9JBeyAVnGpeizzJiXC22yJBPAfcC/qqpvb/Z8+qiqF6pqJ0uvhq8Dfmy51TZ2Vucuyc8Cx6vqwODwMqtu+SwDXl1Vr2Tp1O07k7x2sye0RucDrwQ+VFWvAL7DBp1yGpeiH/qRCmPq6STbALqfxzd5PquW5AdYKvn/XlV/2A2PbZ5TqupbwDxLf3u4OMmp95qMy3Pu1cDPJTnC0qfGvo6lV/jjmAWAqnqy+3kc+DhL/xCP43PtKHC0qr7QLX+MpeJf9yzjUvStfqTC/cAt3f1bWDrXveUlCXAX8GhV/dbAQ+Oa57IkF3f3fwj4SZb+SPYZ4J91q41Fnqq6o6our6oplv47+d9VdTNjmAUgyYVJXnTqPvDTwGHG8LlWVf8H+EaSa7qh64E/YyOybPYfKM7hDxk3An/O0rnTX9/s+axh/vcCTwH/j6V/2W9j6dzpfuBr3c8Xb/Y8V5nln7L0v/4PAwe7241jnOfHgS93eQ4Dv9GNXwV8EXgc+J/ABZs913PMNQPsG+cs3by/0t0eOfXf/hg/13YCC91z7RPAJRuRxXfGSlLjxuXUjSRpjSx6SWqcRS9JjbPoJalxFr0kNc6il6TGWfSS1DiLXpIa9/8BC8m2h29lOPUAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sales[sales[\"StockCode\"] == '71053'][\"Quantity\"].hist()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###  Identificando e tratando os valores nulos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 177,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 319557 entries, 0 to 325144\n",
+      "Data columns (total 9 columns):\n",
+      "InvoiceNo      319557 non-null object\n",
+      "StockCode      319557 non-null object\n",
+      "Description    318687 non-null object\n",
+      "Quantity       319557 non-null int64\n",
+      "InvoiceDate    319557 non-null object\n",
+      "UnitPrice      319557 non-null float64\n",
+      "CustomerID     238801 non-null float64\n",
+      "Country        319557 non-null object\n",
+      "Revenue        319557 non-null float64\n",
+      "dtypes: float64(3), int64(1), object(5)\n",
+      "memory usage: 24.4+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "sales.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 203,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "NaN         80756\n",
+       " 17841.0     4702\n",
+       " 14911.0     3449\n",
+       "Name: CustomerID, dtype: int64"
+      ]
+     },
+     "execution_count": 203,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales.CustomerID.value_counts(dropna=False).nlargest(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Foram identificados 80756 valores NaN em 'CustomerID', vamos preencher com 0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 205,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sales.CustomerID.fillna(0, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 206,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>InvoiceNo</th>\n",
+       "      <th>StockCode</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Quantity</th>\n",
+       "      <th>InvoiceDate</th>\n",
+       "      <th>UnitPrice</th>\n",
+       "      <th>CustomerID</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: [InvoiceNo, StockCode, Description, Quantity, InvoiceDate, UnitPrice, CustomerID, Country, Revenue]\n",
+       "Index: []"
+      ]
+     },
+     "execution_count": 206,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales[sales.CustomerID.isnull()]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 207,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 319557 entries, 0 to 325144\n",
+      "Data columns (total 9 columns):\n",
+      "InvoiceNo      319557 non-null object\n",
+      "StockCode      319557 non-null object\n",
+      "Description    318687 non-null object\n",
+      "Quantity       319557 non-null int64\n",
+      "InvoiceDate    319557 non-null object\n",
+      "UnitPrice      319557 non-null float64\n",
+      "CustomerID     319557 non-null float64\n",
+      "Country        319557 non-null object\n",
+      "Revenue        319557 non-null float64\n",
+      "dtypes: float64(3), int64(1), object(5)\n",
+      "memory usage: 34.4+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "sales.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Substituindo os nomes dos países por números"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 223,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mymap = {'United Kingdom':1, 'Netherlands':2, 'Germany':3, 'France':4, 'USA':5}       \n",
+    "\n",
+    "sales = sales.applymap(lambda s: mymap.get(s) if s in mymap else s)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 224,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>InvoiceNo</th>\n",
+       "      <th>StockCode</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Quantity</th>\n",
+       "      <th>InvoiceDate</th>\n",
+       "      <th>UnitPrice</th>\n",
+       "      <th>CustomerID</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>22752</td>\n",
+       "      <td>SET 7 BABUSHKA NESTING BOXES</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>7.65</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>15.30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>71053</td>\n",
+       "      <td>WHITE METAL LANTERN</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>3.39</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>20.34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>84029G</td>\n",
+       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>3.39</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>20.34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>536365</td>\n",
+       "      <td>85123A</td>\n",
+       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:26:02</td>\n",
+       "      <td>2.55</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>15.30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>536366</td>\n",
+       "      <td>22633</td>\n",
+       "      <td>HAND WARMER UNION JACK</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010-12-01 08:28:02</td>\n",
+       "      <td>1.85</td>\n",
+       "      <td>17850.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11.10</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  InvoiceNo StockCode                          Description  Quantity  \\\n",
+       "0    536365     22752         SET 7 BABUSHKA NESTING BOXES         2   \n",
+       "1    536365     71053                  WHITE METAL LANTERN         6   \n",
+       "2    536365    84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   \n",
+       "3    536365    85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   \n",
+       "4    536366     22633               HAND WARMER UNION JACK         6   \n",
+       "\n",
+       "           InvoiceDate  UnitPrice  CustomerID Country  Revenue  \n",
+       "0  2010-12-01 08:26:02       7.65     17850.0       1    15.30  \n",
+       "1  2010-12-01 08:26:02       3.39     17850.0       1    20.34  \n",
+       "2  2010-12-01 08:26:02       3.39     17850.0       1    20.34  \n",
+       "3  2010-12-01 08:26:02       2.55     17850.0       1    15.30  \n",
+       "4  2010-12-01 08:28:02       1.85     17850.0       1    11.10  "
+      ]
+     },
+     "execution_count": 224,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 231,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1          292640\n",
+       "3            5466\n",
+       "4            5026\n",
+       "EIRE         4789\n",
+       "Spain        1420\n",
+       "2            1393\n",
+       "Belgium      1191\n",
+       "Name: Country, dtype: int64"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 231,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "data[(data['pop'] > 19552860) | (data['area']>423967)]"
+    "sales.Country.value_counts().nlargest(7)"
    ]
   }
  ],
@@ -538,7 +3519,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.1"
+   "version": "3.6.8"
   },
   "toc": {
    "base_numbering": 1,
diff --git "a/1-analise-explorat\303\263ria-basica/03-pandas/pandas102.ipynb" "b/1-analise-explorat\303\263ria-basica/03-pandas/pandas102.ipynb"
old mode 100644
new mode 100755
index eee1606..8626738
--- "a/1-analise-explorat\303\263ria-basica/03-pandas/pandas102.ipynb"
+++ "b/1-analise-explorat\303\263ria-basica/03-pandas/pandas102.ipynb"
@@ -1,56 +1,60 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Pandas 2 - Trabalhando com modelagem de dados\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/modelagem_pandas.png\">\n",
+    "<br>\n",
+    "\n",
+    "Python é a linguagem preferida para *data scientists*, pois fornece o maior ecossistema entre as linguagens de programação e a profundidade de suas bibliotecas de computação científica é muito boa.\n",
+    "\n",
+    "Entre suas bibliotecas de computação científica, o **Pandas** está entre as mais úteis para operações de *Data Science*. Juntamente com o Scikit-learn (que vamos aprender mais adiante), o **Pandas** fornece quase tudo o que é necessário para um trabalho de qualidade na modelagem estatística de um *DataSet*. Esta aula se concentra em fornecer maneiras de manipulação de dados em Python, com a finalidade de dar fluência ao aprendizado desta linguagem, e aumentar a familiaridade com os recursos do **Pandas**. \n",
+    "\n",
+    "Dentro desta proposta de modelagem estatística de dados, passaremos por técnicas básicas de manipulação de dados, como segue.\n",
+    "\n",
+    "- Leitura do DataSet e reconhecimento dos dadso\n",
+    "- Tratamento de variável quantitativa contínua (salário) com preenchiemnto de NaNs e aplicação de LOG (para correção de assimetria da distribuição)\n",
+    "- Tratamento e análise de variável quantitativa discreta (idade, anos de estudo, região, cor/raça, estado civil, sexo)\n",
+    "- **Desafio: os homens ganham mais que as mulheres?**"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 147,
    "metadata": {},
    "outputs": [],
    "source": [
     "import pandas as pd\n",
+    "import numpy as np\n",
     "%matplotlib inline\n",
-    "%config InlineBackend.figure_formats=['svg']"
+    "%config InlineBackend.figure_formats=['svg']\n",
+    "\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 21,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " O volume na unidade D ‚ Novo volume\n",
-      " O N£mero de S‚rie do Volume ‚ 9EB8-09AE\n",
-      "\n",
-      " Pasta de D:\\OneDrive\\datascience\\datascience_course\\1-analise-explorat¢ria-basica\\03-pandas\n",
-      "\n",
-      "26/01/2019  15:52    <DIR>          .\n",
-      "26/01/2019  15:52    <DIR>          ..\n",
-      "26/01/2019  15:52    <DIR>          .ipynb_checkpoints\n",
-      "26/01/2019  15:52    <DIR>          data\n",
-      "26/01/2019  08:30    <DIR>          img\n",
-      "11/01/2019  10:38            12.954 pandas101.ipynb\n",
-      "26/01/2019  15:52            74.033 pandas102.ipynb\n",
-      "               2 arquivo(s)         86.987 bytes\n",
-      "               5 pasta(s)   253.047.848.960 bytes dispon¡veis\n"
-     ]
-    }
-   ],
    "source": [
-    "ls"
+    "# Leitura do DataSet e reconhecimento das variáveis"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 375,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall time: 133 ms\n"
+      "CPU times: user 143 ms, sys: 30.9 ms, total: 174 ms\n",
+      "Wall time: 173 ms\n"
      ]
     }
    ],
@@ -60,169 +64,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Unnamed: 0</th>\n",
-       "      <th>id</th>\n",
-       "      <th>idade</th>\n",
-       "      <th>anos_estudo</th>\n",
-       "      <th>salario</th>\n",
-       "      <th>estado_civil</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>66470.000000</td>\n",
-       "      <td>6.647000e+04</td>\n",
-       "      <td>66470.000000</td>\n",
-       "      <td>66036.000000</td>\n",
-       "      <td>47878.000000</td>\n",
-       "      <td>66470.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>33234.500000</td>\n",
-       "      <td>3.445307e+10</td>\n",
-       "      <td>37.634813</td>\n",
-       "      <td>8.686065</td>\n",
-       "      <td>19706.790323</td>\n",
-       "      <td>0.587724</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>19188.380534</td>\n",
-       "      <td>1.292491e+10</td>\n",
-       "      <td>11.380158</td>\n",
-       "      <td>3.374522</td>\n",
-       "      <td>88627.532024</td>\n",
-       "      <td>0.492248</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.100190e+10</td>\n",
-       "      <td>20.000000</td>\n",
-       "      <td>5.000000</td>\n",
-       "      <td>-1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>16617.250000</td>\n",
-       "      <td>3.110060e+10</td>\n",
-       "      <td>28.000000</td>\n",
-       "      <td>5.000000</td>\n",
-       "      <td>3780.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>33234.500000</td>\n",
-       "      <td>3.316781e+10</td>\n",
-       "      <td>37.000000</td>\n",
-       "      <td>8.000000</td>\n",
-       "      <td>7113.599609</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>49851.750000</td>\n",
-       "      <td>4.310361e+10</td>\n",
-       "      <td>47.000000</td>\n",
-       "      <td>11.000000</td>\n",
-       "      <td>12720.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>66469.000000</td>\n",
-       "      <td>5.311702e+10</td>\n",
-       "      <td>60.000000</td>\n",
-       "      <td>15.000000</td>\n",
-       "      <td>999999.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         Unnamed: 0            id         idade   anos_estudo        salario  \\\n",
-       "count  66470.000000  6.647000e+04  66470.000000  66036.000000   47878.000000   \n",
-       "mean   33234.500000  3.445307e+10     37.634813      8.686065   19706.790323   \n",
-       "std    19188.380534  1.292491e+10     11.380158      3.374522   88627.532024   \n",
-       "min        0.000000  1.100190e+10     20.000000      5.000000      -1.000000   \n",
-       "25%    16617.250000  3.110060e+10     28.000000      5.000000    3780.000000   \n",
-       "50%    33234.500000  3.316781e+10     37.000000      8.000000    7113.599609   \n",
-       "75%    49851.750000  4.310361e+10     47.000000     11.000000   12720.000000   \n",
-       "max    66469.000000  5.311702e+10     60.000000     15.000000  999999.000000   \n",
-       "\n",
-       "       estado_civil  \n",
-       "count  66470.000000  \n",
-       "mean       0.587724  \n",
-       "std        0.492248  \n",
-       "min        0.000000  \n",
-       "25%        0.000000  \n",
-       "50%        1.000000  \n",
-       "75%        1.000000  \n",
-       "max        1.000000  "
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.describe()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(66470, 9)"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 376,
    "metadata": {},
    "outputs": [
     {
@@ -338,7 +180,7 @@
        "4  157800.000000           1.0     norte  "
       ]
      },
-     "execution_count": 25,
+     "execution_count": 376,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -349,7 +191,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 377,
    "metadata": {},
    "outputs": [
     {
@@ -465,7 +307,7 @@
        "66469   460.350006           1.0  centro-oeste  "
       ]
      },
-     "execution_count": 26,
+     "execution_count": 377,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -476,7 +318,57 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 378,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(66470, 9)"
+      ]
+     },
+     "execution_count": 378,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 379,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 66470 entries, 0 to 66469\n",
+      "Data columns (total 9 columns):\n",
+      "Unnamed: 0      66470 non-null int64\n",
+      "id              66470 non-null float64\n",
+      "idade           66470 non-null int64\n",
+      "sexo            66470 non-null object\n",
+      "anos_estudo     66036 non-null float64\n",
+      "cor/raca        66228 non-null object\n",
+      "salario         47878 non-null float64\n",
+      "estado_civil    66470 non-null float64\n",
+      "regiao          66470 non-null object\n",
+      "dtypes: float64(4), int64(2), object(3)\n",
+      "memory usage: 4.6+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 380,
    "metadata": {},
    "outputs": [
     {
@@ -607,7 +499,7 @@
        "max        1.000000  "
       ]
      },
-     "execution_count": 27,
+     "execution_count": 380,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -617,1191 +509,4755 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "pandas.core.frame.DataFrame"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "type(df)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "pandas.core.series.Series"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
    "source": [
-    "type(df['salario'])"
+    "# Tratamento da variável 'salario'\n",
+    "\n",
+    "O Salário é a variável quantitativa contínua que desperta grande interesse denro do banco de dados, tanto para análise quanto para predição (como veremos mais adiante em *Machine Learning*). Por isso, o seu tratamento deve contar com a maior atenção pelo cientista de dados, no sentido de obter a modelagem mais favorável dentro do estudo."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 381,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "pandas.core.frame.DataFrame"
+       "NaN          18592\n",
+       " 0.0          1841\n",
+       "-1.0          1101\n",
+       " 999999.0      367\n",
+       " 5229.0        277\n",
+       " 7200.0        260\n",
+       " 7560.0        244\n",
+       "Name: salario, dtype: int64"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 381,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "type(df[['salario']])"
+    "df['salario'].value_counts(dropna=False).nlargest(7)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 382,
    "metadata": {
-    "scrolled": true
+    "scrolled": false
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x12a3940be10>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1a2f1d7278>"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 382,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/svg+xml": [
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      "metadata": {},
@@ -1809,1841 +5265,4691 @@
     }
    ],
    "source": [
-    "df['salario'].plot.hist(bins=50, xlim=(-10000, 100000))"
+    "df['salario'].plot.hist(bins=500, xlim=(-10000, 100000))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Podemos perceber que a quantidade de valores nulos é muito grande (18592 em 66470 -> 28%). Além disso, temos uma distribuição bastante assimétrica para a direita. Como boas práticas, vamos preencher os nulos com a mediana, o que deve centralizar a amostra, e utilizar a função logarítmica **LOG** para corrigir a assimetria, e observar a evolução da sua distribuição no histograma."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 383,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['salario'].fillna(df['salario'].median(),inplace=True)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 384,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x12a37fde0f0>"
+       " 7113.599609      18594\n",
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+       " 7200.000000        260\n",
+       " 7560.000000        244\n",
+       "Name: salario, dtype: int64"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 384,
      "metadata": {},
      "output_type": "execute_result"
-    },
-    {
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      "metadata": {},
@@ -3651,243 +9957,9071 @@
     }
    ],
    "source": [
-    "df.anos_estudo.plot.hist(bins=50, figsize=(8,6))"
+    "df['salario'].plot.hist(bins=500, xlim=(-10000, 100000))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 386,
    "metadata": {},
-   "outputs": [
-    {
+   "outputs": [],
+   "source": [
+    "df['salario'] = np.log1p(df['salario'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 387,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       " 8.869904     18594\n",
+       " 0.000000      1841\n",
+       "-inf           1101\n",
+       " 13.815511      367\n",
+       " 8.562167       277\n",
+       " 8.881975       260\n",
+       " 8.930759       244\n",
+       "Name: salario, dtype: int64"
+      ]
+     },
+     "execution_count": 387,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['salario'].value_counts(dropna=False).nlargest(7)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 388,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "df = df.replace(-np.inf, np.nan)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 389,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       " 8.869904     18594\n",
+       " 0.000000      1841\n",
+       "NaN            1101\n",
+       " 13.815511      367\n",
+       " 8.562167       277\n",
+       " 8.881975       260\n",
+       " 8.930759       244\n",
+       "Name: salario, dtype: int64"
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+     "execution_count": 389,
+     "metadata": {},
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+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 391,
+   "metadata": {},
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+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df['salario'].plot.hist(bins=50, xlim=(-1, 15))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Podemos observar que, apresar do pico central, a distribuição da amostra parece normalizada, ou semelhante à uma distribuição Gaussiana, como veremos mais adiante."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Tratamento da variável 'idade'\n",
+    "\n",
+    "A idade é uma variável quantitativa discreta que não apresenta valores faltantes (*missind values*). Vamos explorara os valores e a distribuição dos dados."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 288,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "20    2104\n",
+       "28    2056\n",
+       "26    2040\n",
+       "22    2034\n",
+       "27    2017\n",
+       "23    2014\n",
+       "25    2014\n",
+       "Name: idade, dtype: int64"
+      ]
+     },
+     "execution_count": 288,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.idade.value_counts(dropna=False).nlargest(7)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 216,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1a29c86470>"
+      ]
+     },
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+   "source": [
+    "df['idade'].sample(1000).plot.kde()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Como a distribuição apresenta alguma assimetria à direita, podemos pensar em utilizar a função **LOG**, de acordo com as boas práticas, e observar a evolução do seu comportamento."
+   ]
+  },
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+   "execution_count": 218,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['idade'] = np.log(df['idade'])"
+   ]
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+     "metadata": {},
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+    }
+   ],
+   "source": [
+    "df['idade'].sample(1000).plot.kde()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Tratando a variável 'anos_estudo'\n",
+    "\n",
+    "Também trata-se de uma variável quantitativa discreta, com valores faltantes (*missing values*) ou NaNs estatísticamente insignificante (434 em 66470 -> 0.65%)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 220,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       " 5.0     23349\n",
+       " 11.0    16790\n",
+       " 15.0     5636\n",
+       " 8.0      5017\n",
+       " 10.0     2704\n",
+       " 7.0      2612\n",
+       " 12.0     2610\n",
+       " 9.0      2474\n",
+       " 6.0      2237\n",
+       " 13.0     1348\n",
+       " 14.0     1259\n",
+       "NaN        434\n",
+       "Name: anos_estudo, dtype: int64"
+      ]
+     },
+     "execution_count": 220,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.anos_estudo.value_counts(dropna=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 221,
+   "metadata": {},
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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
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+     },
+     "metadata": {},
+     "output_type": "display_data"
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+   ],
+   "source": [
+    "df.anos_estudo.plot.hist(bins=10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Observamos picos de dados nos anos de conclusão das etapas do processo formal de educação em 5 anos (ensino primário), 9 anos (ensino fundamental), 11 anos (ensino médio) e 15 anos (ensino superior)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Tratamento da variável 'regiao\n",
+    "\n",
+    "A variável da região pode ser classificada como qualitativa nominal com 5 categorias. Observamos que a opção do **nosdeste** está muito reduzida, o que indica possivelmente a presença de um viés (**Viés** ou tendência é um peso desproporcional a favor ou contra uma coisa, pessoa ou grupo comparado a outro, geralmente de uma maneira considerada injusta. *fonte: Wikipedia*)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 222,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "sudeste         25220\n",
+       "centro-oeste    14702\n",
+       "norte           14653\n",
+       "sul             11890\n",
+       "nordeste            5\n",
+       "Name: regiao, dtype: int64"
+      ]
+     },
+     "execution_count": 222,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.regiao.value_counts(dropna=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 223,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1a2b3d1208>"
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+       "<Figure size 432x288 with 1 Axes>"
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+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.regiao.value_counts().plot(kind='bar')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Tratamento da variável cor/raca\n",
+    "\n",
+    "Também trata-se de uma variável qualitativa nominal com 5 categorias, com número de valores faltantes ou *missing values* insignificante. Como boas práticas, vamos eliminar o caracter de barra ( / ) do título para evitar erros de processamento computacional."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 242,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.rename(columns={'cor/raca':'cor_raca'},inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 243,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Unnamed: 0', 'id', 'idade', 'sexo', 'anos_estudo', 'cor_raca',\n",
+       "       'salario', 'estado_civil', 'regiao'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 243,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 244,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Branca      31689\n",
+       "Parda       28370\n",
+       "Preta        5249\n",
+       "Indigena      597\n",
+       "Amarela       323\n",
+       "NaN           242\n",
+       "Name: cor_raca, dtype: int64"
+      ]
+     },
+     "execution_count": 244,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['cor_raca'].value_counts(dropna=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 245,
+   "metadata": {},
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+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.cor_raca.value_counts().plot(kind='bar')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Tratamento da variável 'estado_civil'\n",
+    "\n",
+    "Trata-se de uma variável binária (duas categorias), sem *missing values*. O fato mais curioso é que não está explicito qual a representação dos valores encontrados, ou seja, quais opções correspondem aos números 0.0 e 1.0. Geralmente os bancos de dados tem uma dicionário ou memorial descritivo com informações complementares, como por exemplo quais valores equivalem a solteiros e casados, ou alguma outra opção."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 248,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.0    39066\n",
+       "0.0    27404\n",
+       "Name: estado_civil, dtype: int64"
+      ]
+     },
+     "execution_count": 248,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['estado_civil'].value_counts(dropna=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 249,
+   "metadata": {},
+   "outputs": [
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+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.estado_civil.value_counts().plot(kind='bar')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Tratando da variável 'sexo'\n",
+    "\n",
+    "Também trata-se de uma variável binária (duas categorias), e sem *mising values*. Além disso, também apresenta um fato curioso de 72 observações dentro de uma terceira categoria denominada 'gestante'. Trataremos destes valores com a substituição por 'mulher'."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 250,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "mulher      33607\n",
+       "homem       32791\n",
+       "gestante       72\n",
+       "Name: sexo, dtype: int64"
+      ]
+     },
+     "execution_count": 250,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['sexo'].value_counts(dropna=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 254,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = df.replace('gestante', 'mulher')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 255,
+   "metadata": {},
+   "outputs": [
+    {
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>rider_id_x</th>\n",
-       "      <th>rider_fee</th>\n",
-       "      <th>origin_latitude</th>\n",
-       "      <th>origin_longitude</th>\n",
-       "      <th>logistic_region</th>\n",
-       "      <th>distance_origin_destination</th>\n",
-       "      <th>distance_origin</th>\n",
-       "      <th>expected_delivery_time</th>\n",
-       "      <th>delivery_date_local</th>\n",
-       "      <th>expected_delivery_time_min</th>\n",
-       "      <th>real_delivery_time_min</th>\n",
-       "      <th>time_to_confirm_min</th>\n",
-       "      <th>time_to_assign_min</th>\n",
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-       "      <th>time_to_origin_min</th>\n",
-       "      <th>time_at_origin_min</th>\n",
-       "      <th>time_in_standby_min</th>\n",
-       "      <th>time_to_destination_min</th>\n",
-       "      <th>time_at_destination_min</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
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-       "      <th>0</th>\n",
-       "      <td>1515</td>\n",
-       "      <td>8.9</td>\n",
-       "      <td>-30.030975</td>\n",
-       "      <td>-51.231535</td>\n",
-       "      <td>Porto Alegre</td>\n",
-       "      <td>781.0</td>\n",
-       "      <td>0.78</td>\n",
-       "      <td>0 days 00:34:59.466000000</td>\n",
-       "      <td>2018-09-06T15:32:40.637Z</td>\n",
-       "      <td>34.991100</td>\n",
-       "      <td>29.848850</td>\n",
-       "      <td>2.534367</td>\n",
-       "      <td>0.369483</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.627300</td>\n",
-       "      <td>10.142583</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>13.540167</td>\n",
-       "      <td>8.640600</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>6885</td>\n",
-       "      <td>8.9</td>\n",
-       "      <td>-22.973995</td>\n",
-       "      <td>-43.188620</td>\n",
-       "      <td>Rio - Zona Sul</td>\n",
-       "      <td>845.0</td>\n",
-       "      <td>4.33</td>\n",
-       "      <td>0 days 00:39:59.617000000</td>\n",
-       "      <td>2018-09-23T19:37:43.494Z</td>\n",
-       "      <td>39.993617</td>\n",
-       "      <td>39.709833</td>\n",
-       "      <td>0.424750</td>\n",
-       "      <td>28.394200</td>\n",
-       "      <td>0.089917</td>\n",
-       "      <td>7.104267</td>\n",
-       "      <td>3.127733</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.568967</td>\n",
-       "      <td>9.248500</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>604</td>\n",
-       "      <td>12.9</td>\n",
-       "      <td>-15.774803</td>\n",
-       "      <td>-47.885519</td>\n",
-       "      <td>Brasilia</td>\n",
-       "      <td>6633.0</td>\n",
-       "      <td>2.14</td>\n",
-       "      <td>0 days 01:04:59.378000000</td>\n",
-       "      <td>2018-09-07T13:00:29.639Z</td>\n",
-       "      <td>64.989633</td>\n",
-       "      <td>49.902567</td>\n",
-       "      <td>0.530383</td>\n",
-       "      <td>0.324500</td>\n",
-       "      <td>0.499350</td>\n",
-       "      <td>7.985383</td>\n",
-       "      <td>13.056350</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>27.506600</td>\n",
-       "      <td>2.030917</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1236</td>\n",
-       "      <td>9.9</td>\n",
-       "      <td>-25.438178</td>\n",
-       "      <td>-49.266473</td>\n",
-       "      <td>Curitiba</td>\n",
-       "      <td>2196.0</td>\n",
-       "      <td>3.92</td>\n",
-       "      <td>0 days 00:39:59.231000000</td>\n",
-       "      <td>2018-09-09T19:35:35.349Z</td>\n",
-       "      <td>39.987183</td>\n",
-       "      <td>39.114800</td>\n",
-       "      <td>0.455317</td>\n",
-       "      <td>9.362050</td>\n",
-       "      <td>0.092817</td>\n",
-       "      <td>7.272967</td>\n",
-       "      <td>5.187867</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>16.743783</td>\n",
-       "      <td>2.726683</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>22828</td>\n",
-       "      <td>8.9</td>\n",
-       "      <td>-22.948660</td>\n",
-       "      <td>-43.184058</td>\n",
-       "      <td>Rio - Zona Sul</td>\n",
-       "      <td>609.0</td>\n",
-       "      <td>2.67</td>\n",
-       "      <td>0 days 00:39:59.201000000</td>\n",
-       "      <td>2018-11-08T21:00:56.439Z</td>\n",
-       "      <td>39.986683</td>\n",
-       "      <td>36.101350</td>\n",
-       "      <td>0.638017</td>\n",
-       "      <td>0.318883</td>\n",
-       "      <td>0.204617</td>\n",
-       "      <td>8.698183</td>\n",
-       "      <td>19.631133</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>6.610517</td>\n",
-       "      <td>0.560167</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
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       "text/plain": [
-       "   rider_id_x  rider_fee  origin_latitude  origin_longitude logistic_region  \\\n",
-       "0        1515        8.9       -30.030975        -51.231535    Porto Alegre   \n",
-       "1        6885        8.9       -22.973995        -43.188620  Rio - Zona Sul   \n",
-       "2         604       12.9       -15.774803        -47.885519        Brasilia   \n",
-       "3        1236        9.9       -25.438178        -49.266473        Curitiba   \n",
-       "4       22828        8.9       -22.948660        -43.184058  Rio - Zona Sul   \n",
-       "\n",
-       "   distance_origin_destination  distance_origin     expected_delivery_time  \\\n",
-       "0                        781.0             0.78  0 days 00:34:59.466000000   \n",
-       "1                        845.0             4.33  0 days 00:39:59.617000000   \n",
-       "2                       6633.0             2.14  0 days 01:04:59.378000000   \n",
-       "3                       2196.0             3.92  0 days 00:39:59.231000000   \n",
-       "4                        609.0             2.67  0 days 00:39:59.201000000   \n",
-       "\n",
-       "        delivery_date_local  expected_delivery_time_min  \\\n",
-       "0  2018-09-06T15:32:40.637Z                   34.991100   \n",
-       "1  2018-09-23T19:37:43.494Z                   39.993617   \n",
-       "2  2018-09-07T13:00:29.639Z                   64.989633   \n",
-       "3  2018-09-09T19:35:35.349Z                   39.987183   \n",
-       "4  2018-11-08T21:00:56.439Z                   39.986683   \n",
-       "\n",
-       "   real_delivery_time_min  time_to_confirm_min  time_to_assign_min  \\\n",
-       "0               29.848850             2.534367            0.369483   \n",
-       "1               39.709833             0.424750           28.394200   \n",
-       "2               49.902567             0.530383            0.324500   \n",
-       "3               39.114800             0.455317            9.362050   \n",
-       "4               36.101350             0.638017            0.318883   \n",
-       "\n",
-       "   time_to_accept_min  time_to_origin_min  time_at_origin_min  \\\n",
-       "0            0.000000            3.627300           10.142583   \n",
-       "1            0.089917            7.104267            3.127733   \n",
-       "2            0.499350            7.985383           13.056350   \n",
-       "3            0.092817            7.272967            5.187867   \n",
-       "4            0.204617            8.698183           19.631133   \n",
-       "\n",
-       "   time_in_standby_min  time_to_destination_min  time_at_destination_min  \n",
-       "0                  0.0                13.540167                 8.640600  \n",
-       "1                  0.0                 0.568967                 9.248500  \n",
-       "2                  0.0                27.506600                 2.030917  \n",
-       "3                  0.0                16.743783                 2.726683  \n",
-       "4                  0.0                 6.610517                 0.560167  "
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.sexo.value_counts().plot(kind='bar')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Desafio: os homens ganham mais do que as mulheres?\n",
+    "\n",
+    "\n",
+    "\n",
+    "O objetivo deste desafio é trabalhar com os conceitos de **Medidas de Centralidade** (média, moda, mediana), e a partir dos resultados, fazer uma análise do comportamento da variável salário.\n",
+    "\n",
+    "Como na nossa modelagem fizemos muitas alterações nos dados, vamos começar do zero lendo novamente o arquivo original."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 336,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 149 ms, sys: 34.4 ms, total: 184 ms\n",
+      "Wall time: 186 ms\n"
+     ]
+    }
+   ],
+   "source": [
+    "%time df = pd.read_csv(r'./data/data.zip')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 337,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 66470 entries, 0 to 66469\n",
+      "Data columns (total 9 columns):\n",
+      "Unnamed: 0      66470 non-null int64\n",
+      "id              66470 non-null float64\n",
+      "idade           66470 non-null int64\n",
+      "sexo            66470 non-null object\n",
+      "anos_estudo     66036 non-null float64\n",
+      "cor/raca        66228 non-null object\n",
+      "salario         47878 non-null float64\n",
+      "estado_civil    66470 non-null float64\n",
+      "regiao          66470 non-null object\n",
+      "dtypes: float64(4), int64(2), object(3)\n",
+      "memory usage: 4.6+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 338,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "mulher      33607\n",
+       "homem       32791\n",
+       "gestante       72\n",
+       "Name: sexo, dtype: int64"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 338,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df.head()"
+    "df['sexo'].value_counts(dropna=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 339,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = df.replace('gestante', 'mulher')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 340,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "mulher    33679\n",
+       "homem     32791\n",
+       "Name: sexo, dtype: int64"
+      ]
+     },
+     "execution_count": 340,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['sexo'].value_counts(dropna=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Separando os dados em dois DataFrames distintos (homem e mulher)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 341,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_homem = df[df['sexo'] == 'homem']\n",
+    "df_mulher = df[df['sexo'] == 'mulher']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Testando as hipóteses de salário maior para os homens para média, mediana e moda"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 342,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "media_salario_homem = df_homem['salario'].mean()\n",
+    "mediana_salario_homem = df_homem['salario'].median()\n",
+    "moda_salario_homem = df_homem['salario'].idxmax()\n",
+    "\n",
+    "media_salario_mulher = df_mulher['salario'].mean()\n",
+    "mediana_salario_mulher = df_mulher['salario'].median()\n",
+    "moda_salario_mulher = df_mulher['salario'].idxmax()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 343,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 343,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "media_salario_homem > media_salario_mulher"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 344,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 344,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mediana_salario_homem > mediana_salario_mulher"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 345,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "10738550.000000007"
+       "False"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 345,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df['rider_fee'].sum()"
+    "moda_salario_homem > moda_salario_mulher"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 346,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Salário médio homens = 22650.38 Salário médio mulheres = 15590.65\n",
+      "Salário mediano homens = 8400.00 Salário mediano mulheres = 5562.00\n",
+      "Salário mais frequente homens = 386.00 Salário mais frequente mulheres = 1099.00\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('Salário médio homens =',\"%.2f\"% media_salario_homem,'Salário médio mulheres =',\"%.2f\"% media_salario_mulher)\n",
+    "print('Salário mediano homens =',\"%.2f\"% mediana_salario_homem,'Salário mediano mulheres =',\"%.2f\"% mediana_salario_mulher)\n",
+    "print('Salário mais frequente homens =',\"%.2f\"% moda_salario_homem,'Salário mais frequente mulheres =',\"%.2f\"% moda_salario_mulher)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Concluimos que na média os homens ganham mais, e segundo a mediana também. Porém o salários mais frequente (moda) é maios para as mulheres."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## No histograma fica claro que os homens tem salário maior que as mulheres"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 347,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_homem.dropna(inplace=True)\n",
+    "df_mulher.dropna(inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 353,
+   "metadata": {},
+   "outputs": [
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+       "      <use x=\"124.755859\" xlink:href=\"#DejaVuSans-6c\"/>\n",
+       "      <use x=\"152.539062\" xlink:href=\"#DejaVuSans-e1\"/>\n",
+       "      <use x=\"213.818359\" xlink:href=\"#DejaVuSans-72\"/>\n",
+       "      <use x=\"254.931641\" xlink:href=\"#DejaVuSans-69\"/>\n",
+       "      <use x=\"282.714844\" xlink:href=\"#DejaVuSans-6f\"/>\n",
+       "      <use x=\"343.896484\" xlink:href=\"#DejaVuSans-20\"/>\n",
+       "      <use x=\"375.683594\" xlink:href=\"#DejaVuSans-4d\"/>\n",
+       "      <use x=\"461.962891\" xlink:href=\"#DejaVuSans-75\"/>\n",
+       "      <use x=\"525.341797\" xlink:href=\"#DejaVuSans-6c\"/>\n",
+       "      <use x=\"553.125\" xlink:href=\"#DejaVuSans-68\"/>\n",
+       "      <use x=\"616.503906\" xlink:href=\"#DejaVuSans-65\"/>\n",
+       "      <use x=\"678.027344\" xlink:href=\"#DejaVuSans-72\"/>\n",
+       "      <use x=\"719.109375\" xlink:href=\"#DejaVuSans-65\"/>\n",
+       "      <use x=\"780.632812\" xlink:href=\"#DejaVuSans-73\"/>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "   </g>\n",
+       "  </g>\n",
+       " </g>\n",
+       " <defs>\n",
+       "  <clipPath id=\"p62e7007f91\">\n",
+       "   <rect height=\"217.44\" width=\"334.8\" x=\"46.0125\" y=\"10.7\"/>\n",
+       "  </clipPath>\n",
+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib import pyplot\n",
+    "\n",
+    "bins = 45\n",
+    "\n",
+    "ax = pyplot.hist(df_homem['salario'], bins, alpha=0.5, label='Salário Homens',color='blue')\n",
+    "ax = pyplot.hist(df_mulher['salario'], bins, alpha=0.5, label='Salário Mulheres',color='red')\n",
+    "\n",
+    "pyplot.legend(loc='upper right')\n",
+    "pyplot.show()"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -3907,7 +19041,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.4"
+   "version": "3.6.8"
   },
   "toc": {
    "base_numbering": 1,
diff --git "a/1-analise-explorat\303\263ria-basica/04-probabilidade/aula.ipynb" "b/1-analise-explorat\303\263ria-basica/04-probabilidade/aula.ipynb"
old mode 100644
new mode 100755
index 5e8bbec..daee24a
--- "a/1-analise-explorat\303\263ria-basica/04-probabilidade/aula.ipynb"
+++ "b/1-analise-explorat\303\263ria-basica/04-probabilidade/aula.ipynb"
@@ -4,18 +4,119 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Probabilidade\n",
-    "\"Probabilidade ... é, portanto, simplesmente uma fração cujo numerador é o número de casos favoráveis e cujo denominador é o número de todos os casos possíveis ... quando nada nos leva a esperar que qualquer um desses casos ocorra mais do que qualquer outro. Pierre-Simon Laplace, 1814\"\n",
+    "# Probabilidade\n",
     "\n",
-    "### Exemplos\n",
+    "<br>\n",
+    "<img src=\"img/probabilidade.png\">\n",
+    "<br>\n",
     "\n",
-    "#### (1) Qual a probabilidade de retirarmos duas cartas de paus (naipe) em um baralho (52 cartas) em 2 retiradas com reposicao (apos a retirada da carta, devolvemos ao baralho e reembaralhamos)?\n",
-    "\n"
+    "*fonte: Mundo Educação*\n",
+    "\n",
+    "Probabilidade é o estudo das chances de obtenção de cada resultado de um experimento aleatório. A essas chances são atribuídos os números reais do intervalo entre 0 e 1. Resultados mais próximos de 1 têm mais chances de ocorrer. Além disso, a probabilidade também pode ser apresentada na forma percentual.\n",
+    "\n",
+    "### Experimento aleatório e ponto amostral\n",
+    "\n",
+    "Um experimento aleatório pode ser repetido inúmeras vezes e nas mesmas condições e, mesmo assim, apresenta resultados diferentes. Cada um desses resultados possíveis é chamado de ponto amostral. São exemplos de experimentos aleatórios:\n",
+    "\n",
+    "- Cara ou coroa\n",
+    "\n",
+    "Lançar uma moeda e observar se a face voltada para cima é cara ou coroa é um exemplo de experimento aleatório. Se a moeda não for viciada e for lançada sempre nas mesmas condições, poderemos ter como resultado tanto cara quanto coroa.\n",
+    "\n",
+    "- Lançamento de um dado\n",
+    "\n",
+    "Lançar um dado e observar qual é o número da face superior também é um experimento aleatório. Esse número pode ser 1, 2, 3, 4, 5 ou 6 e cada um desses resultados apresenta a mesma chance de ocorrer. Em cada lançamento, o resultado pode ser igual ao anterior ou diferente dele.\n",
+    "\n",
+    "Observe que, no lançamento da moeda, as chances de repetir o resultado anterior são muito maiores.\n",
+    "\n",
+    "- Retirar uma carta aleatória de um baralho\n",
+    "\n",
+    "Cada carta tem a mesma chance de ocorrência cada vez que o experimento é realizado, por isso, esse é também um experimento aleatório.\n",
+    "\n",
+    "### Espaço amostral\n",
+    "\n",
+    "O espaço amostral (Ω) é o conjunto formado por todos os resultados possíveis de um experimento aleatório. Em outras palavras, é o conjunto formado por todos os pontos amostrais de um experimento. Veja exemplos:\n",
+    "\n",
+    "- O espaço amostral do experimento “cara ou coroa” é o conjunto S = {Cara, Coroa}. Os pontos amostrais desse experimento são os mesmos elementos desse conjunto.\n",
+    "\n",
+    "- O espaço amostral do experimento “lançamento de um dado” é o conjunto S = {1, 2, 3, 4, 5, 6}. Os pontos amostrais desse experimento são 1, 2, 3, 4, 5 e 6.\n",
+    "\n",
+    "O espaço amostral também é chamado de Universo e pode ser representado pelas outras notações usadas nos conjuntos. Além disso, todas as operações entre conjuntos valem também para espaços amostrais.\n",
+    "\n",
+    "O número de elementos do espaço amostral, número de pontos amostrais do espaço amostral ou número de casos possíveis em um espaço amostral é representado da seguinte maneira: n(Ω).\n",
+    "\n",
+    "### Evento\n",
+    "\n",
+    "Um evento é qualquer subconjunto de um espaço amostral. Ele pode conter nenhum elemento (conjunto vazio) ou todos os elementos de um espaço amostral. O número de elementos do evento é representado da seguinte maneira: n(E), sendo E o evento em questão.\n",
+    "\n",
+    "São exemplos de eventos:\n",
+    "\n",
+    "- Sair cara em um lançamento de uma moeda\n",
+    "\n",
+    "O evento é sair cara e possui um único elemento. A representação dos eventos também é feita com notações de conjuntos:\n",
+    "\n",
+    "E = {cara}\n",
+    "\n",
+    "O seu número de elementos é n(E) = 1.\n",
+    "\n",
+    "- Sair um número par no lançamento de um dado.\n",
+    "\n",
+    "O evento é sair um número par:\n",
+    "\n",
+    "E = {2, 4, 6}\n",
+    "\n",
+    "O seu número de elementos é n(E) = 3.\n",
+    "Não pare agora... Tem mais depois da publicidade ;)\n",
+    "\n",
+    "Os eventos que possuem apenas um elemento (ponto amostral) são chamados de simples. Quando o evento é igual ao espaço amostral, ele é chamado de evento certo e sua probabilidade de ocorrência é de 100%. Quando um evento é igual ao conjunto vazio, ele é chamado de evento impossível e possui 0% de chances de ocorrência.\n",
+    "\n",
+    "### Cálculo da probabilidade\n",
+    "\n",
+    "Seja E um evento qualquer no espaço amostral Ω. A probabilidade do evento A ocorrer é a razão entre o número de resultados favoráveis e o número de resultados possíveis. Em outras palavras, é o número de elementos do evento dividido pelo número de elementos do espaço amostral a que ele pertence.\n",
+    "\n",
+    "P(E) = n(E)/n(Ω)\n",
+    "\n",
+    "Observações:\n",
+    "\n",
+    "- O número de elementos do evento sempre é menor ou igual ao número de elementos do espaço amostral e maior ou igual a zero. Por isso, o resultado dessa divisão sempre está no intervalo 0 ≤ P(A) ≤ 1;\n",
+    "\n",
+    "- Quando é necessário usar porcentagem, devemos multiplicar o resultado dessa divisão por 100 ou usar regra de três;\n",
+    "\n",
+    "- A probabilidade de um evento não acontecer é determinada por:\n",
+    "\n",
+    "P(A-1) = 1 – P(A)\n",
+    "\n",
+    "### De maneira objetiva\n",
+    "\n",
+    "\"Probabilidade ... é, portanto, simplesmente uma fração cujo numerador é o número de casos favoráveis e cujo denominador é o número de todos os casos possíveis ... quando nada nos leva a esperar que qualquer um desses casos ocorra mais do que qualquer outro.\" Pierre-Simon Laplace, 1814.\n",
+    "\n",
+    "Vamos a alguns exemplos."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Baralho de cartas\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/baralho_cartas.png\">\n",
+    "<br>\n",
+    "\n",
+    "*fonte: Wikipedia*\n",
+    "\n",
+    "O principal baralho de 52 cartas, em uso atualmente, inclui 13 cartas de cada um dos quatro naipes franceses, paus (♣), ouros (♦), copas (♥) e espadas (♠), com cartas de figuras. Cada naipe inclui um ás, que descreve um único símbolo de seu naipe (muito grande, muitas vezes apenas o ás de espadas) um rei, uma rainha, e um valete, cada um representado com um símbolo de seu naipe, com valores de dois a dez, com cada cartão mostrando o número de símbolos de seu naipe. Para além destas 52 cartas, baralhos comerciais geralmente incluem dois coringas. Em muitos jogos, os coringas não são usados. Os coringas são geralmente distinguidos pela cor. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Qual a probabilidade de retirarmos duas cartas de paus (naipe) em um baralho (52 cartas) em 2 retiradas com reposição (apos a retirada da carta, devolvemos ao baralho e reembaralhamos)?"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -24,7 +125,7 @@
        "0.0625"
       ]
      },
-     "execution_count": 1,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -43,12 +144,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### (2) E se nao devolvessemos a primeira carta ao baralho?"
+    "### E se não devolvessemos a primeira carta ao baralho?"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -57,7 +158,7 @@
        "0.058823529411764705"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -82,22 +183,349 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### (3) Paradoxo do aniversariante.\n",
-    "Quantas pessoas precisam ter em uma sala para que tenha pelo menos um par de aniversarios no mesmo dia?"
+    "# Dados\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/dado.png\">\n",
+    "<br>\n",
+    "\n",
+    "A função do dado é gerar um resultado aleatório que fica restrito ao número de faces dele. Esse resultado, então, pode ser manipulado (caso seja um número) através de fórmulas caso o jogo exija. Por exemplo, um número entre 20 e 25 utilizando dados de seis lados exige a aplicação de uma fórmula matemática. Os dados são comumente utilizados em jogos de tabuleiro tradicionais e jogos de RPG.\n",
+    "\n",
+    "Uma pequena curiosidade quanto aos dados clássicos (fabricados de forma correta), de seis lados: a soma dos lados opostos resulta no número sete. Ou seja, se de um lado temos o número um automaticamente teríamos o número seis do outro lado. Isso ocorre também com o dois casando com o cinco, e o três com o quatro. Isso se aplica também a qualquer outro dado, a soma de dois lados opostos sempre é igual ao número de faces mais um. Assim, um D20 somaria 21 nos lados opostos, um D12 somaria 13, e assim por diante. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Três dados comuns e honestos serão lançados. A probabilidade de obter o número 6 mais de uma vez é?\n",
+    "\n",
+    "A probabilidade do número 6 ser obtido mais de uma vez significa que ele deve aparecer nos três dados OU em pelo menos dois.\n",
+    "\n",
+    "- A probabilidade de se obter \"6\" nos três dados é:\n",
+    "```python\n",
+    "1/6 × 1/6 × 1/6 = 1/216 \n",
+    "```\n",
+    "\n",
+    "- A probabilidade de se obter \"6\" em pelo menos dois dados é:\n",
+    "\n",
+    "Obs: Deve-se considerar que podemos obter as seguintes combinações,\n",
+    "\n",
+    "dado1 = 6 e dado2 = 6 e dado3 ≠ 6 ou..\n",
+    "dado1 = 6 e dado2 ≠ 6 e dado3 = 6 ou..\n",
+    "dado1 ≠ 6 e dado2 = 6 e dado3 = 6;\n",
+    "\n",
+    "```python\n",
+    "1/6 × 1/6 × 5/6 = 5/216\n",
+    "1/6 × 1/6 × 5/6 = 5/216\n",
+    "1/6 × 1/6 × 5/6 = 5/216\n",
+    "```\n",
+    "Somando estas probabilidades temos:\n",
+    "\n",
+    "\n",
+    "```python\n",
+    "15/216\n",
+    "```\n",
+    "\n",
+    "Como pode aparecer duas OU três vezes, somamos as duas probabilidades:\n",
+    "\n",
+    "```python\n",
+    "1/216 + 15/216 = 16/216\n",
+    "```\n",
+    "\n",
+    "\n",
+    "Leia mais em Brainly.com.br - https://brainly.com.br/tarefa/4343213#readmore\n",
+    "\n",
+    "Vamos testar este exemplo na prática, através de um simulador que capaz de realizar **n** lançamentos, e comparar os resultados com a probabilidade teórica calculada (16/216 = 0.074074)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Simulador para rolagem de três dados, obtendo o resultado 6 em pelo menos dois dados"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Digite o número de pessoas: 40\n",
-      "Digite o número de repetições: 10000\n",
-      "Em 40 pessoas e 10000 testes deram-se 8905 vezes em que pelo menos duas pessoas fazem anos no mesmo dia, percentagem: 89.05%\n"
+      "CPU times: user 4.83 ms, sys: 74.8 ms, total: 79.6 ms\n",
+      "Wall time: 79.4 ms\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "%matplotlib inline\n",
+    "\n",
+    "# definimos a quantidade de ensaios.\n",
+    "\n",
+    "n = 100000\n",
+    "quantidade_ensaios = n\n",
+    "\n",
+    "# definimos a quantidade de lançamentos por ensaio.\n",
+    "lançamentos = 3\n",
+    "\n",
+    "# definimos a probabilidade de obter cada em cada lançamento.\n",
+    "probabilidade_sucesso = 1/6\n",
+    "\n",
+    "# binomial retorna o número de sucessos de cada vez que se realizou um ensaio de 8 lançamentos.\n",
+    "%time samples_binomial = np.random.binomial(n = lançamentos, p = probabilidade_sucesso, size = quantidade_ensaios)\n",
+    "\n",
+    "# construímos um gráfico.\n",
+    "eixo_x = 'Número de acertos por ensaio de 8 lançamentos'\n",
+    "sns.distplot(samples_binomial, axlabel = eixo_x, kde = False);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    57993\n",
+       "1    34518\n",
+       "2     6984\n",
+       "3      505\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.value_counts(samples_binomial)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.07489"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "simulator = (pd.value_counts(samples_binomial)[2] + pd.value_counts(samples_binomial)[3])/n\n",
+    "simulator"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Comparação do resultado do simulador com a probabilidade nominal"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.07407407407407407"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "probability = 16/216\n",
+    "probability"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A diferença do simulador para 100000 jogadas é 0.0008159259259259283\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('A diferença do simulador para',n,'jogadas é',simulator-probability)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Simulação da rolagem de dois dados com a distribuição dos resultados\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/prob_dois_dados.png\">\n",
+    "<br>\n",
+    "\n",
+    "O programa representa o total da rolagem de dois dados por **n** vezes e exibe o total dso valores acumuladdos em um histograma através da função <span style=\"color:blue\"> **roll_pair( )**</span> que exibe o total das possibilidades dentro do intervalo de **n** vezes. Para a rolagem 1 e a rolagem 2, a função **random** escolherá um número inteiro aleatório de 1-6, e após isso o total da rolagem 1 será adicionado ao total da rolagem 2. Isto irá repetir **n** vezes e depois produzir um histograma, plotando os totais acumulados em uma distribuição.\n",
+    "\n",
+    "Sabemos que o valor médio da distribuição é 7 calculado como (2 + 3 + 4 + 5 + 6 + 7 + 8 + 9 + 10 + 11 + 12) / 12 ou 77/11 = 7.\n",
+    "\n",
+    "Podemos ver que a média da amostra não está extatamente no ponto médio, o que é esperado porque é uma estimativa da média populacional, ou amostra.\n",
+    "\n",
+    "O procedimento mias interessante aqui é aumentar o **n** e identificar que a média cada vez mais se aproxima da probabilidade teórica nominal. De acordo com o teorema do limite central, o histograma dessas médias amostrais será uma **Distribuição Normal** ou **Gaussiana**, de acordo com o *teorema do limite central*.\n",
+    "\n",
+    "O exemplo abaixo realiza este experimento e plota a distribuição resultante de médias amostrais.\n",
+    "\n",
+    "Para uma ferramente interativa online [clique aqui](https://www.openprocessing.org/sketch/124236/)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import random\n",
+    "%matplotlib inline\n",
+    "\n",
+    "plt.ion()\n",
+    "\n",
+    "def roll_pair():\n",
+    "    total = []\n",
+    "    n=1000\n",
+    "    for choice in range(n):\n",
+    "        roll1 = random.randint(1,6)\n",
+    "        roll2 = random.randint(1,6)\n",
+    "        total += [(roll1+roll2)]\n",
+    "        \n",
+    "    print (total)\n",
+    "    \n",
+    "    plt.hist(total)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[2, 8, 8, 7, 9, 10, 10, 9, 9, 9, 5, 6, 5, 8, 9, 4, 7, 4, 9, 10, 9, 8, 6, 10, 10, 7, 9, 11, 8, 6, 7, 7, 7, 4, 6, 5, 3, 9, 5, 7, 8, 8, 6, 6, 11, 12, 10, 10, 4, 6, 7, 11, 8, 9, 9, 4, 9, 7, 3, 8, 6, 9, 11, 8, 5, 5, 5, 8, 8, 9, 6, 5, 7, 4, 7, 8, 9, 4, 3, 9, 11, 4, 7, 9, 5, 4, 11, 7, 7, 8, 11, 5, 8, 8, 4, 5, 7, 5, 11, 6, 7, 3, 7, 5, 7, 4, 7, 7, 6, 11, 4, 9, 6, 12, 8, 8, 6, 8, 6, 4, 5, 8, 9, 9, 10, 9, 10, 7, 10, 7, 6, 8, 5, 7, 5, 8, 9, 5, 11, 6, 4, 6, 5, 4, 8, 8, 8, 6, 11, 3, 9, 6, 7, 7, 8, 7, 11, 2, 11, 10, 5, 2, 4, 9, 9, 8, 8, 11, 4, 11, 6, 5, 8, 4, 6, 5, 4, 6, 5, 5, 12, 6, 7, 8, 11, 5, 12, 6, 10, 3, 9, 7, 3, 3, 6, 7, 7, 5, 12, 7, 10, 6, 7, 4, 9, 2, 7, 4, 2, 7, 7, 11, 8, 11, 6, 10, 7, 4, 6, 9, 6, 4, 9, 6, 7, 7, 4, 7, 7, 8, 9, 11, 4, 3, 7, 7, 10, 10, 7, 3, 9, 5, 3, 7, 3, 10, 8, 11, 5, 11, 5, 8, 12, 7, 3, 3, 11, 9, 5, 3, 7, 5, 12, 9, 11, 6, 5, 8, 7, 9, 7, 6, 8, 6, 6, 6, 4, 9, 10, 11, 10, 11, 7, 11, 4, 10, 11, 6, 9, 7, 6, 8, 8, 9, 11, 9, 2, 9, 7, 7, 8, 9, 11, 7, 11, 9, 4, 11, 7, 10, 8, 6, 10, 10, 10, 6, 7, 2, 11, 12, 10, 6, 4, 10, 9, 8, 7, 8, 11, 12, 10, 7, 4, 10, 4, 9, 8, 7, 7, 6, 3, 7, 7, 4, 6, 10, 3, 6, 4, 6, 6, 5, 7, 3, 8, 8, 6, 9, 11, 9, 8, 3, 3, 6, 4, 8, 6, 5, 7, 11, 8, 9, 5, 7, 6, 9, 9, 7, 10, 6, 9, 5, 9, 4, 4, 5, 2, 4, 3, 9, 4, 8, 9, 8, 8, 6, 12, 11, 10, 10, 9, 9, 4, 3, 9, 7, 2, 8, 7, 5, 6, 9, 7, 9, 5, 5, 7, 9, 4, 7, 9, 8, 6, 9, 7, 8, 9, 10, 8, 11, 3, 6, 8, 10, 12, 12, 11, 9, 4, 7, 7, 6, 9, 4, 10, 4, 6, 8, 6, 7, 6, 5, 6, 5, 3, 3, 7, 7, 8, 7, 10, 9, 7, 8, 6, 10, 5, 7, 8, 11, 12, 6, 2, 12, 3, 4, 5, 2, 10, 7, 6, 5, 8, 3, 5, 7, 3, 7, 11, 7, 3, 7, 7, 12, 6, 3, 11, 7, 4, 3, 7, 5, 9, 8, 9, 9, 4, 5, 5, 3, 11, 5, 8, 6, 5, 3, 8, 8, 7, 4, 4, 8, 6, 7, 8, 6, 10, 7, 8, 3, 7, 10, 5, 6, 7, 6, 8, 3, 2, 4, 3, 5, 7, 6, 2, 6, 7, 3, 4, 7, 3, 7, 7, 6, 8, 10, 9, 7, 7, 10, 11, 9, 2, 4, 7, 8, 5, 9, 5, 9, 6, 10, 5, 6, 12, 5, 10, 8, 9, 9, 5, 4, 7, 6, 10, 8, 4, 8, 7, 8, 8, 5, 9, 9, 6, 2, 2, 5, 4, 7, 4, 7, 10, 11, 5, 5, 6, 5, 5, 10, 8, 11, 7, 4, 7, 6, 3, 7, 8, 12, 7, 2, 7, 4, 10, 7, 6, 11, 8, 3, 5, 3, 6, 9, 8, 7, 11, 5, 7, 8, 5, 3, 12, 6, 9, 12, 7, 9, 12, 3, 6, 9, 3, 3, 7, 7, 10, 7, 4, 7, 5, 9, 12, 3, 6, 9, 9, 6, 8, 7, 6, 3, 7, 2, 9, 4, 7, 8, 2, 11, 12, 3, 8, 2, 5, 7, 4, 4, 8, 12, 6, 6, 6, 5, 4, 8, 8, 7, 7, 11, 7, 4, 12, 5, 7, 8, 3, 7, 3, 8, 5, 5, 8, 9, 3, 7, 5, 7, 6, 2, 11, 6, 9, 9, 7, 11, 8, 8, 11, 3, 8, 4, 9, 5, 11, 12, 3, 9, 4, 9, 9, 6, 10, 10, 11, 11, 5, 5, 8, 9, 10, 4, 6, 9, 9, 8, 7, 7, 3, 6, 6, 4, 9, 6, 6, 5, 6, 7, 6, 7, 4, 5, 4, 6, 9, 3, 6, 9, 8, 11, 7, 7, 5, 8, 11, 7, 7, 11, 10, 7, 4, 2, 8, 9, 10, 5, 9, 6, 2, 4, 5, 10, 7, 10, 2, 10, 9, 6, 10, 5, 4, 3, 12, 3, 6, 9, 7, 7, 9, 6, 6, 9, 7, 9, 7, 6, 6, 9, 3, 8, 4, 5, 8, 8, 5, 8, 12, 8, 5, 5, 8, 11, 7, 12, 6, 8, 7, 8, 9, 4, 5, 4, 8, 10, 9, 7, 4, 8, 4, 4, 6, 8, 8, 7, 5, 3, 7, 5, 6, 10, 6, 8, 8, 7, 9, 5, 2, 6, 6, 3, 7, 10, 7, 5, 7, 6, 4, 8, 7, 3, 10, 8, 6, 11, 2, 7, 5, 5, 8, 6, 9, 7, 6, 8, 12, 8, 6, 8, 7, 8, 9, 6, 5, 2, 11, 2, 6, 11, 5, 11, 8, 6, 3, 6, 7, 8, 3, 6, 10, 6, 8, 7, 8, 10, 12, 8, 6, 6, 7, 7, 8, 8, 7, 7, 5, 5, 9, 3, 11, 8, 6, 10, 5, 7, 4, 8, 7, 4, 2, 7, 10, 6, 9, 7, 7, 7, 6, 2, 9, 8, 4, 10, 10, 9, 5, 2, 11, 8, 5, 7, 10, 9, 7, 4, 5, 4, 9, 2, 6, 7, 6, 5, 7, 8, 7, 8, 7, 9, 5, 10]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "roll_pair()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# AVANÇADO\n",
+    "\n",
+    "Para fixação dos conceitos de probabilidade, passamos problemas matemáticos clássicos envolvendo o cálculo das probabilidades para os resultados em **Python.** \n",
+    "\n",
+    "- (1) Paradoxo do aniversariante\n",
+    "- (2) Paradoxo de Monty Hall - *Let's make a deal!*\n",
+    "- (3) Calculando **π** com simulação de Monte-Carlo "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# (1) Paradoxo do aniversariante\n",
+    "\n",
+    "Qual a probabilidade de duas pessoas fazerem aniversário no mesmo dia em uma sala com **N** pessoas?\n",
+    "\n",
+    "*fonte: Wikipedia*\n",
+    "\n",
+    "Em teoria das probabilidades, o paradoxo do aniversário afirma que dado um grupo de 23 (ou mais) pessoas escolhidas aleatoriamente, a chance de que duas pessoas terão a mesma data de aniversário é de mais de 50%. Para 57 ou mais pessoas, a probabilidade é maior do que 99%, entretanto, ela não pode ser exatamente 100% exceto que se tenha pelo menos 367 pessoas. Calcular essa probabilidade (e as relacionadas a ela) é o problema do aniversário. A matemática por trás disso tem sido utilizada para executar o ataque do aniversário.\n",
+    "\n",
+    "O problema foi apresentado pela primeira vez pelo matemático polonês Richard von Mises. \n",
+    "\n",
+    "Para calcular aproximadamente a probabilidade de que em uma sala com n pessoas, pelo menos duas possuam o mesmo aniversário, desprezamos variações na distribuição, tais como anos bissextos, gêmeos, variações sazonais ou semanais, e assumimos que 365 possíveis aniversários são todos igualmente prováveis. Distribuições de aniversários na realidade não são uniformes uma vez que as datas não são equiprováveis.[1]\n",
+    "\n",
+    "É mais fácil calcular a probabilidade p(n) de que todos os n aniversários sejam diferentes. Se n > 365, pelo Princípio da Casa dos Pombos esta probabilidade é 0. Por outro lado, se n ≤ 365, ele é dado por \n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/paradoxo_aniversario.png\">\n",
+    "<br>\n",
+    "\n",
+    "porque a segunda pessoa não pode ter o mesmo aniversário do que o primeiro (364/365), o terceiro não pode ter o mesmo aniversário do que o segundo (363/365), etc.\n",
+    "\n",
+    "O evento de pelo menos duas pessoas entre n terem o mesmo aniversário é o complementar de todos n serem diferentes. Consequentemente, sua probabilidade p(n) é\n",
+    "\n",
+    "```python\n",
+    "    p(n) = 1 − pc(n)\n",
+    "```\n",
+    "\n",
+    "Esta probabilidade ultrapassa 1/2 para n = 23 (com valor aproximado de 50.7%). A seguinte tabela mostra a probabilidade para alguns valores de n (ignorando anos bissextos como descrito anteriormente): \n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/paradoxo_aniversario_2.png\">\n",
+    "<br>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Digite o número de pessoas: 357\n",
+      "Digite o número de repetições: 1000\n",
+      "Em 357 pessoas e 1000 testes deram-se 1000 vezes em que pelo menos duas pessoas fazem anos no mesmo dia\n",
+      "percentagem(%): 100.00\n"
      ]
     }
    ],
@@ -108,26 +536,25 @@
     "num_loops = int(input(\"Digite o número de repetições: \")) # num de testes\n",
     "favoraveis = 0\n",
     "for _ in range(num_loops):\n",
-    "    ani_dates = {random.randint(1, 366) for _ in range(num_p)} # sortear novo set de datas (dias) de aniversario\n",
-    "    if(len(ani_dates) != num_p): # se o comprimento do set for diferente do num de pessoas\n",
+    "    ani_dates = [random.randint(1, 366) for _ in range(num_p)] # sortear nova lista de datas (dias) de aniversario\n",
+    "    if(any(ani_dates.count(i) > 1 for i in ani_dates)): # verificar se existe a mesma data (valor) mais do que uma vez na lista\n",
     "        favoraveis += 1\n",
     "\n",
     "probs_perc = (favoraveis/num_loops)*100\n",
-    "print('Em {} pessoas e {} testes deram-se {} vezes em que pelo menos duas pessoas fazem anos no mesmo dia, percentagem: {}%'.format(num_p, num_loops, favoraveis, probs_perc))\n",
-    "\n",
-    "# Em 23 pessoas e 1000 testes deram-se 506 vezes em que pelo menos duas pessoas fazem anos no mesmo dia, percentagem: 50.6%"
+    "print('Em {} pessoas e {} testes deram-se {} vezes em que pelo menos duas pessoas fazem anos no mesmo dia'.format(num_p, num_loops, favoraveis))\n",
+    "print('percentagem(%):', \"%.2f\" %probs_perc)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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khT347hf8e8oXnL1fN246bg8VCpEq2GWxKJ0hz8wmAQPcfW243gn4V/LjiVTO05+u5E+vfc7xgztxx0l7qlCIVFHU3lA9SgtFaD2wexLyiFTZpDlr+M2L2Rzarx1/+/FQ0tNUKESqKmpvqClm9gbwNMG1D2cS9FwSSSnvL87hmnGz2Kd7a+4/Z28aZOiCO5HqELU31JVmdgpwcLhpjLu/mLxYIhU3b00ulz85k97tmjH2guE0bqAhPESqS+QhysPioAIhKWn15nwufGQazRtl8OiF+2pQQJFqpvkspNbLzS/kgkemsb2wmOcu25+OWY3ijiRS56hBV2q1HYXF/OyJ6azclM+Y84bTr2PzuCOJ1Ek6spBay935v+fn8Omyr7jvzKGM7N0m7kgidVakYhEO9fEnYADwzTG+u2s+bonNv95ZwoRZa/j1kbtz0tByR7MXkWoStRnqEYL5K4oIrt5+HHgiWaFEEnktey13vbmIk4fuxhWj+sQdR6TOi1osGrv7ZMDcfYW730Ywq51Ijctencs142cxrFtL7jxtsK7OFqkBUc9Z7DCzNGCxmV0JfEkwXpRIjVq/dQeXPD6NNk0bMua84ZoOVaSGRD2yGE0wT/ZVBNOrnkcw34RIjdlRWMylT8xg244ixp4/nHbNG8YdSaTeiHoF97Tw7tdUbdIjkUpxd26ZMJfZq7bwwLl7sUenFnFHEqlXEs1nca+7jzazlylnPmx3PzFpyUTKeGrqSsZPX82Vo/pw9J6d4o4jUu8kOrIo7fF0V7KDiPyQ6cu/4vaX53Fov3Zc8yMNdiwSh0TzWcwIl+/WTByR71q/dQeXPzWTzi0bc9+ZwzTcuEhMEjVDZVNO81Mpdx9c7YlEQoXFJfziqZnk7SziyYv3I6uxBgcUiUuiZqjjw+UV4bK0WeocID8piURCd772OTNWbOYfZw3TmE8iMUvUDLUCwMwOcPcDyjx0g5l9CPwumeGk/np97loe+mAZF+zfgxOG7BZ3HJF6L+p1Fk3N7MDSFTPbH2ianEhS3y3fmMd1z85hSNeW/ObYPeKOIyJEv4L7YuBhM8siOIeRC1yUtFRSb+0oLObyp2aSlmb86+xhmhZVJEVEvShvBjDEzFoQjA+Vm9xYUl/dNnEeC9Zu5eELhtOlVZO444hIqELzWbj71mQFEZkw60uembaKXxzam8P6d4g7joiUoWN8SQkrNuVx04tzGd69FdfqwjuRlKNiIbErKCrhl09/RprBvWcOJSNdv5YiqSbqTHmZwOXAweGmd4EH3L0wWcGk/rjrzYXMWZ3LA+fupfMUIikq6jmL+4FM4N/h+nnhtkuSEUrqjykLNzDmvaWcO6KbBggUSWFRi8U+7j6kzPrbZjY7GYGk/sjZtpNfPzub/h2b89vjBsQdR0R2IWrjcLGZ9S5dMbNeQHFyIkl94O7c8Pwctu0o4h9nDdOMdyIpLuqRxXXAO2a2FDCgO5oESargmWmrmPz5Bm49YQB9O2jcJ5FUF/WivMlm1hfoR1AsPnf3nVXZsZm1BMYCexJcFX4RsBAYB/QAlgM/dvfNVdmPpJ7lG/O4Y9J8DuzTlvNH9og7johEELmPorvvdPc57j67qoUidB/wurv3B4YAC4AbgMnu3heYHK5LHVJUXMK142eRkWb89YzBpGl+CpFaIZYO7eGwIQcDDwG4e4G7bwFOAh4Ln/YYcHIc+SR5Hnj3C2au3MLvTxlEp6zGcccRkYgSFgsLdK3m/fYCcoBHzOwzMxtrZk2BDu6+FiBctq/m/UqMslfncu9/F3PikN04UcOOi9QqCYuFuzvwUjXvNwPYC7jf3YcBeVSgycnMLjWz6WY2PScnp5qjSTLsKCxm9LjPaNusIXectGfccUSkgqI2Q31iZvtU435XA6vdfWq4/hxB8VhvZp0AwuWG8l7s7mPcfbi7D2/Xrl01xpJkufO1z/kiJ4+7zhhCVhNNjypS20QtFqOAj83sCzObY2bZZjansjt193XAKjPrF246HJgPTATOD7edD0yo7D4kdby/OIdHP1rOhQf04MC+beOOIyKVEPU6i2OSsO9fAk+ZWQNgKcF1G2nAeDO7GFgJnJGE/UoN2pJfwK+fnU2f9s34v6P7xx1HRCop6nUWpXNxtwcaVceO3X0WMLychw6vjveX1HDzhHls+rqAh87fR1dpi9RikZqhzOxEM1sMLCMYcXY58FoSc0kdMHH2Gl6evYZrfrQ7e3bOijuOiFRB1HMWdwAjgEXu3pPgv/8Pk5ZKar2cbTu5ZcJchnZtyc8P7hV3HBGpoqjFotDdNwFpZpbm7u8AQ5OYS2q5WyfOJb+gmLvOGKzJjETqgKgnuLeYWTPgPYKT0huAouTFktrs1ey1vJq9juuP7kef9hokUKQuiPov30nAduAa4HXgC+CEZIWS2uurvAJumTCXQZ2zuPQgNT+J1BVRe0PllVl97AefKPXe7S/PI3d7IU9esp+an0TqkKi9oU41s8VmlmtmW81sm5ltTXY4qV3emr+eCbPWcMWoPvTv2CLuOCJSjaKes/gLcIK7L0hmGKm9cvMLuenFbPp3bM4vDu0TdxwRqWZRi8V6FQrZld+/Mp9NeQU8fME+NMhQ85NIXbPLYmFmp4Z3p5vZOILRZ7+Z+MjdX0hiNqklpizcwLMzVnPFqN66+E6kjkp0ZFG2x1M+cGSZdQdULOq5bTsK+c0L2fRp34xfHtY37jgikiS7LBbufmFNBZHa6U+vfc66rTt47vL9NfaTSB2WqBnq77t63N2vqt44Upt8tGQj/5m6kp8d1JO9urWKO46IJFGiZqgZNZJCap3tBcX83wtz6NGmCdf+qF/iF4hIrZaoGUoX4Em57p28iFVfbeeZS0fQuIGan0TqukTNUPe6+2gze5nghPZ3uPuJSUsmKWv+mq2MfX8ZPxnelRG92sQdR0RqQKJmqCfC5V3JDiK1Q3GJc+OL2bRqksmNx2rmO5H6IlEzVOk5i6Hufl/Zx8zsaoKJkKQeeeLj5cxetYX7zhxKyyYN4o4jIjUk6qW255ez7YJqzCG1wNrc7fz1jYUc1LctJw7ZLe44IlKDEp2zOAs4G+hlZhPLPNQc2JTMYJJ6bp0wj2J3/nDyIMws7jgiUoMSnbP4CFgLtAXuLrN9GzAnWaEk9bw+dx1vzl/PDcf0p1ubJnHHEZEaluicxQozWw3kubvOT9RT23YUctvEefTv2JyLD+wZdxwRiUHCcxbuXgzkm5lGiKun7npjIeu37eDO0waTqQmNROqlqEOU7wCyzewt4JtZ8zTcR9332crNPP7JCs4f2YOhXVvGHUdEYhK1WLwS3qQeKSwu4cYXsunQvBG/OnL3uOOISIyizsGtYT/qobHvL+Pzddt48Ly9ad4oM+44IhKjSMXCzPoCfwIGAI1Kt7t7ryTlkpit3JTPfZMXcdTADhw1sGPccUQkZlHPVj4C3A8UAaOAx/l2KBCpY9ydm17KJiMtjdtP3DPuOCKSAqIWi8buPhkwd1/h7rcBhyUvlsRpwqw1vL94I9cd1Y+OWY0Sv0BE6rzIvaHMLA1YbGZXAl8C7ZMXS+KyJb+AOybNZ2jXlpw7onvccUQkRUQ9shgNNAGuAvYGzqP88aKklvvjqwvI3V7In04dRHqahvQQkUDU3lDTAMKji6vcfVtSU0ksPv5iE+Onr+ayQ3qzR6cWcccRkRQS6cjCzIabWTbBeFDZZjbbzPZObjSpSTsKi7npxWy6tm7M1Yf3jTuOiKSYqM1QDwO/cPce7t4DuIKgh1SVmFm6mX1mZpPC9Z5mNtXMFpvZODPThAk15N9TvmDpxjz+cPIgTZMqIv8jarHY5u7vl664+wcEI89W1dXAgjLrfwbucfe+wGbg4mrYhySwZMM27p+yhJOH7sbBu7eLO46IpKCoxeJTM3vQzA41s0PM7N/AFDPby8z2qsyOzawLcBwwNlw3gu64z4VPeQw4uTLvLdGVlDg3vpBN04YZ/Pb4AXHHEZEUFbXr7NBweev3tu8POJW75uJe4HqCiZQA2gBb3L0oXF8NdC7vhWZ2KXApQLdu3Sqxayk1bvoqpi3fzF9OH0zbZg3jjiMiKSpqb6hR1blTMzse2ODuM8zs0NLN5e36B/KMAcYADB8+vNznSGIbtu3gT68uYESv1pyxd5e444hICot6ZFHdDgBONLNjCcaaakFwpNHSzDLCo4suwJqY8tULd0xawI7CEv5wiqZJFZFdi2UmG3e/0d27hD2rzgTedvdzgHeA08OnnQ9MiCNfffDOwg28PHsNV4zqQ+92zeKOIyIpLtWmPfs/4FozW0JwDuOhmPPUSfkFRfz2xbn0ad+Myw7VwMEikljUIcqbAL8Curn7z8Ihy/u5+6SqBnD3KcCU8P5SYN+qvqfs2r3/XcyXW7bz7GUjaZihaypEJLGKDFG+ExgZrq8Gfp+URJJUc7/M5aEPlnHWvl3Zp0fruOOISC0RtVj0dve/AIUA7r6d8nsvSQorLnF+82I2rZo04Iaj94g7jojUIlGLRYGZNSbsympmvQmONKQWeeyj5cxZncutJwwgq4mmSRWR6KJ2nb0VeB3oamZPEXR9vSBZoaT6rdmynbvfXMih/dpx/OBOcccRkVom6kV5b5nZTGAEQfPT1e6+ManJpNq4O7dMmEeJwx0n7alrKkSkwnZZLMoZ92ltuOxmZt3cfWZyYkl1ejV7Hf9dsJ6bjt2Drq2bxB1HRGqhREcWd4fLRsBwYDbBkcVgYCpwYPKiSXXIzS/k1onzGNQ5iwsP6BF3HBGppXZ5gtvdR4XjQq0A9nL34e6+NzAMWFITAaVq/vjqAjbnF3DnaYPISE+1azBFpLaI+unR392zS1fcfS7fjkQrKeqjLzYybvoqLjmoJwN3y4o7jojUYlF7Qy0ws7HAkwTdZ8/lu5MWSYrZUVjMb17IpnubJow+fPe444hILRe1WFwIXE4wsx3Ae8D9SUkk1eLvkxezfFM+T12yn6ZJFZEqi9p1dgdwT3iTFDd/zVYefG8pZ+zdhQP6tI07jojUATrjWccUlzg3vDCHVk0yuek4DekhItVDxaKOeeTDZcxZncstJwykZZMGcccRkTqiwsXCzNLMrEUywkjVrPoqn7vfXMRh/dtzgob0EJFqFKlYmNl/zKyFmTUF5gMLzey65EaTinB3bnppLmkGd5ysIT1EpHpFPbIY4O5bgZOBV4FuwHlJSyUVNmHWGt5blMN1R/Wjc8vGcccRkTomarHINLNMgmIxwd0LCYcrl/h9lVfA7ybNZ2jXlpw3skfccUSkDopaLB4ElgNNgffMrDuwNVmhpGJunjCXbTsKufO0QaSnqflJRKpfpGLh7n93987ufqwHVgCjkpxNIng1ey2vzFnLVYf1pX9H9TsQkeSIeoK7g5k9ZGavhesDgPOTmkwS2vT1Tm5+aS57dm7BZYf2jjuOiNRhUZuhHgXeAHYL1xcBo5MRSKK7ZcI8tu4o5K4zhpCpEWVFJImifsK0dffxQAmAuxcBxUlLJQm9Mmctr2Sv5erD1fwkIskXtVjkmVkbwh5QZjYCyE1aKtmljV/v5OYJcxnUOYvLDlHzk4gkX9RRZ68FJgK9zexDoB1wetJSyS7dMmEuX+8o4q4zhmhCIxGpEVFHnZ1pZocA/QimVV0YXmshNeyVOWt5NXsd1x3Vj34dm8cdR0TqiV0WCzM79Qce2t3McPcXkpBJfkBp89PgLln8/OBecccRkXok0ZHFCeGyPbA/8Ha4PgqYAqhY1CA1P4lIXHZZLNz9QgAzm0QwPtTacL0T8K/kx5NSk+as+ab5afcOan4SkZoV9d/THqWFIrQe0MTONWTj1zu5ZcI8hqj5SURiErU31BQzewN4mqD77JnAO0lLJd9wd37zQraan0QkVlF7Q10Znuw+KNw0xt1fTF4sKTVu2irenL+em47dg75qfhKRmEQ9sijt+VQtJ7TNrCvwONCR4KrwMe5+n5m1BsYBPQhGuf2xu2+ujn3WRss25nH7y/PZv3cbLj6wZ9xxRKQeizqQ4Agzm2ZmX5tZgZkVm1lVhigvAn7l7nsAI4ArwsEJbwAmu3tfYHK4Xi8VFpcwetwsMtONu388hDQNPS4iMYraAP5P4CyhCM/VAAAQlElEQVRgMdAYuAT4R2V36u5r3X1meH8bsADoDJwEPBY+7TGCyZbqpX+8vYTZq7bwx1MH0SlLM9+JSLwiny119yVAursXu/sjVNN8FmbWAxgGTAU6lPa6Cpftf+A1l5rZdDObnpOTUx0xUsqMFZv559uLOXVYZ44fvFviF4iIJFnUcxb5ZtYAmGVmfwHWEsyaVyVm1gx4Hhjt7lvNojW1uPsYYAzA8OHD69T0rlt3FDJ63Gd0ymrMbScNjDuOiAgQ/cjiPCAduBLIA7oCp1Vlx+Gc3s8DT5UZNmR9eMFf6YV/G6qyj9rG3bnx+WzWbNnB388aSotGmXFHEhEBonedXRHe3Q7cXtWdWnAI8RCwwN3/VuahiQQz8N0ZLidUdV+1yX8+Xckr2Wu5/uh+7N29ddxxRES+kWggwWzCOSzK4+6DK7nfAwiOVrLNbFa47TcERWK8mV0MrATOqOT71zqfr9vK716ez0F923LZwZqjQkRSS6Iji+PD5RXh8olweQ6QX9mduvsHBEOdl+fwyr5vbZVfUMSV//mMFo0zuecnQ9VNVkRSTqKBBFcAmNkB7n5AmYduCCdB+l0yw9UXt02cxxc5X/PkxfvRtlnDuOOIiPyPqCe4m5rZgaUrZrY/1dAbSmDctJWMn76aK0f14YA+beOOIyJSrqhdZy8GHjazrHB9C3BRciLVH9mrc7l5wjwO6tuW0UdoEF8RSV1Re0PNAIaYWQvA3D03ubHqvs15BVz25AzaNWvIfWcOI13nKUQkhSXqDXWuuz9pZtd+bzsA3+v2KhEVlzhXj5tFzradPHvZSFo3bRB3JBGRXUp0ZFF6XkJjY1ej+yYv5r1FOfzxlEEM6doy7jgiIgkl6g31YLis8oV4Enh97jr+PnkxZ+zdhbP27Rp3HBGRSBI1Q/19V4+7+1XVG6dum/tlLteMm8XQri254+Q9iToWlohI3BI1Q82okRT1wIatO/jZ49Np1SSTMT/dm0aZ6XFHEhGJLFEz1GO7elyi2VFYzKVPzGBLfiHPXT6S9s0bxR1JRKRCEjVD3evuo83sZcoZI8rdT0xasjrC3bn+uTnMWrWFB8/bm4G7ZSV+kYhIiknUDFU6FtRdyQ5SV9395iImzl7D9Uf346iBHeOOIyJSKYmaoWaEy3fDyY/6ExxhLHT3ghrIV6s9+uEy/vnOEs7cpyuXH6KRZEWk9op0BbeZHQc8AHxBMFpsTzP7ubu/lsxwtdmkOWu4fdJ8fjSgA79XzycRqeWijg11NzAqnIcbM+sNvAKoWJTjwyUbuWbcLIZ3b8U/zhpGRnrkqc5FRFJS1E+xDaWFIrSUejblaVTZq3P5+RMz6Nm2KWN/uo+6yIpInZCoN9Sp4d15ZvYqMJ7gnMUZwLQkZ6t15n6Zy7kPTSWrcSaPXbQvWU00h7aI1A2JmqFOKHN/PXBIeD8HaJWURLXUvDVBoWjWMIOnfzaCTlmN444kIlJtEvWGurCmgtRm89bkcs7YqTTJTOfpn42gW5smcUcSEalWUXtDNSKYAGkg8M3lx+5e7ydAmr9m6zeF4plLR6pQiEidFPUE9xNAR+Ao4F2gC7AtWaFqi0+WbuInYz6mcWY6T1+qIwoRqbuiFos+7n4zkBeOF3UcMCh5sVLfq9lr+elDn9KhRSOeu3x/urfRlOQiUndFLRaF4XKLme0JZAE9kpKoFnjso+Vc8Z+ZDOqSxXOXjaRzS53MFpG6LepFeWPMrBVwMzARaBber1eKS5y/vPE5D767lB8N6MA/zhqm6yhEpF6IVCzcfWx4912gV/LipK7NeQVc9cxnvL94I+fs143bTxyoK7NFpN6I2huqDXAbcADBRXnvA3e4+6bkRUsdc1Zv4fInZ5KzbSd3njqIM/ftFnckEZEaFfVf42cIhvc4DTgd2AiMS1aoVOHuPPPpSk5/4GMAnr1spAqFiNRLUc9ZtHb3O8qs/97MTk5GoFSxLncHN72YzeTPN3BQ37bcd+YwWjdtEHcsEZFYRC0W75jZmQRjQ0FwdPFKciLFy915dvpq7nhlPoXFJfz2uD248ICepKdpiHERqb8SDSS4jeAchQHXAk+GD6UBXwO3JjVdDVuy4Wt+N2k+7y3KYd+erfnLaYPp0VbXT4iIJBobqnlNBYnT2tzt3PffxYyfvorGmencfuJAzhvRnTQdTYiIANGboTCzE4GDw9Up7j4pOZFqzoZtO3jo/WU8+tFy3OH8/Xtw5ag+tGnWMO5oIiIpJWrX2TuBfYCnwk1Xm9mB7n5D0pIlSUmJ8/HSTTw1dQVvzltPsTunDOvMNUfsTtfWGttJRKQ8UY8sjgWGunsJgJk9BnwGVHuxMLOjgfuAdGCsu99Z1fcsLC7hs5Vb+GBxDhNnr2H5pnxaNsnkgv17cPZ+3ejVrlmVc4uI1GWRm6GAlsBX4f2sJGTBzNKBfwE/AlYD08xsorvPj/oeW3cUsnJTPis25bPiqzxmLN/MJ0s3kVdQTJrB8B6tGX3E7hy9Z0cN1SEiElHUYvEn4DMze4egZ9TBwI1JyLMvsMTdlwKY2TPAScAPFot5a7Yy8JbXAShx2F5Y/J3Hu7dpwil7debAPu0Y2bsNWY011amISEWZu+/6CWZGMH9FEcF5CwOmuvu6ag9jdjpwtLtfEq6fB+zn7ld+73mXApeGq3sCc6s7SzVrS3DVe6pTzuqlnNVLOatPv4r2dk14ZOHubmYvufveBCPOJlN5fVX/p5q5+xhgDICZTXf34UnOVSW1ISMoZ3VTzuqlnNXHzKZX9DVRx4b6xMz2qeibV8JqoGuZ9S7AmhrYr4iI7ELUcxajgMvMbDmQR3AE4O4+uJrzTAP6mllP4EvgTODsat6HiIhUUNRicUxSU4TcvcjMrgTeIOg6+7C7z0vwsjHJT1ZltSEjKGd1U87qpZzVp8IZd3mC28waAZcBfYBs4CF3L6p0PBERqZUSFYtxBPNvv09wdLHC3a+uoWwiIpIiEhWLbHcfFN7PAD51971qKpyIiKSGRL2hCkvvpFrzk5kdbWYLzWyJmaXMGFVm9rCZbTCzuWW2tTazt8xscbhsFWfGMFNXM3vHzBaY2TwzuzoVs5pZIzP71MxmhzlvD7f3NLOpYc5xZhb7zFRmlm5mn5nZpBTOuNzMss1sVmn3yVT7mYeZWprZc2b2efg7OjLVcppZv/D7WHrbamajUy1nmPWa8O9nrpk9Hf5dVej3M1GxGBJ+A7aGc1sMLr1vZlur70upmDLDghwDDADOMrMBceX5nkeBo7+37QZgsrv3BSaThDG1KqEI+JW77wGMAK4Iv4eplnUncJi7DwGGAkeb2Qjgz8A9Yc7NwMUxZix1NbCgzHoqZgQY5e5Dy1wLkGo/cwjGh3vd3fsDQwi+rymV090Xht/HocDeQD7wIimW08w6A1cBw919T4LOQ2dS0d9Pd691N2Ak8EaZ9RuBG+POVSZPD2BumfWFQKfwfidgYdwZy8k8gWBMrpTNCjQBZgL7EVwhm1He70NM2boQfDAcBkwi6F6eUhnDHMuBtt/bllI/c6AFsIywmTxVc34v25HAh6mYE+gMrAJaE/SAnQQcVdHfz6gX5aWa0i++1OpwW6rq4O5rAcJl+5jzfIeZ9QCGAVNJwaxh884sYAPwFvAFsMW/bRpNhZ//vcD1QEm43obUywjBiAhvmtmMcNgcSL2feS8gB3gkbNYba2ZNSb2cZZ0JPB3eT6mc7v4lcBewElgL5AIzqODvZ20tFpGGBZHEzKwZ8Dww2t1ja1rcFXcv9uBQvwvBYJN7lPe0mk31LTM7Htjg7jPKbi7nqanwO3qAB51UjiFoejw40QtikAHsBdzv7sMILgROhaaxcoVt/ScCz8adpTzhOZOTgJ7AbkBTyr92bpe/n7W1WNS2YUHWm1kngHC5IeY8AJhZJkGheMrdXwg3p2RWAHffAkwhOMfSMuyhB/H//A8ATgxHOHiGoCnqXlIrIwDuviZcbiBoX9+X1PuZrwZWu/vUcP05guKRajlLHQPMdPf14Xqq5TwCWObuOe5eCLwA7E8Ffz9ra7H4ZliQsKqfSfIHOayKicD54f3zCc4PxMrMDHgIWODufyvzUEplNbN2ZtYyvN+Y4Bd/AfAOcHr4tFhzuvuN7t7F3XsQ/C6+7e7nkEIZAcysqZk1L71P0M4+lxT7mXswovUqM+sXbjqcYJqClMpZxll82wQFqZdzJTDCzJqEf/el38+K/X7GfWKoCidtjgUWEbRf3xR3njK5niZoFywk+A/pYoL268nA4nDZOgVyHkhw2DkHmBXejk21rMBgglkZ5xB8sN0Sbu8FfAosITj8bxj39zTMdSgwKRUzhnlmh7d5pX83qfYzDzMNBaaHP/eXgFYpmrMJsAnIKrMtFXPeDnwe/g09ATSs6O9nwvksREREamszlIiI1CAVCxERSUjFQkREElKxEBGRhFQsREQkIRULqbXMzM3s7jLrvzaz22pgv8vNrG2y9yOSSlQspDbbCZyqD26R5FOxkNqsiGAu4Wu+/4CZPWpmp5dZ/zpcHmpm75rZeDNbZGZ3mtk5FsyZkW1mvct5rzZm9mY4qN2DlBn3yczODV87y8weDIfP//7rl5vZn8PnfWpmfcLt7czseTObFt4OCLcfUmaOhM/MrLmZdTKz98Jtc83soPC5Z4W555rZn8vs834zm25l5gAJt99pZvPNbI6Z3VWp77rUSyoWUtv9CzjHzLIq8JohBHNPDALOA3Z3932BscAvy3n+rcAHHgxqNxHoBmBmewA/IRicbyhQDJzzA/vcGu7jnwTjRkEwZ8M97r4PcFq4f4BfA1eE73kQsB04m2AI6aFh/llmthvBnASHEVzxvI+ZnRy+x00ezFcxGDjEzAabWWvgFGCguw8Gfh/5Oyb1Xkbip4ikLnffamaPE0zusj3iy6Z5OIS0mX0BvBluzwZGlfP8g4FTw/29Ymabw+2HE0x6My0YcofG/PCgcU+XWd4T3j8CGBC+FqBFOHbTh8DfzOwp4AV3X21m04CHw8EfX3L3WWZ2GDDF3XPCr+WpMOtLwI/DIcgzCOZUGEAwHtAOYKyZvUIwr4FIJCoWUhfcSzAp0iNlthURHjmHg6eVnTJyZ5n7JWXWS/jhv4nyxsUx4DF3vzFCRi/nfhow0t2/X+TuDD/MjwU+MbMj3P29cDjx44AnzOyvQLlDyptZT4Kjk33cfbOZPQo0cvciM9uXoMidCVxJcFQikpCaoaTWc/evgPF8d1rI5QT/9UMwln9mFXbxHmHzkpkdQzCoHQSDxJ1uZu3Dx1qbWfcfeI+flFl+HN5/k+ADm/D1Q8Nlb3fPdvc/Ewym1z983w3u/v8IRgvei2CyqkPMrG14ruQs4F2CmebygFwz60A4d4EFc5dkufurwGiCpiuRSHRkIXXF3ZT54AX+HzDBzD4l+FDPq8J73w48bWYzCT6MVwK4+3wz+y3BzHNpBCMNXwGsKOc9GprZVIJ/0M4Kt10F/MvM5hD8Lb4HXAaMNrNRBOdA5gOvERwJXGdmhcDXwE/dfa2Z3Ugw1LQBr7r7BAAz+4xgZNmlBM1aAM3D70mj8Pn/0zFA5Ido1FmRJLNgUqTh7r4x7iwilaVmKBERSUhHFiIikpCOLEREJCEVCxERSUjFQkREElKxEBGRhFQsREQkof8PZxL8Rf/6NK8AAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x1c213aa8a58>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -156,7 +583,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### (4) Monty Hall\n",
+    "# (2) Monty Hall\n",
     "\n",
     "O problema de Monty Hall, também conhecido por paradoxo de Monty Hall é um problema matemático e paradoxo que surgiu a partir de um concurso televisivo dos Estados Unidos chamado Let’s Make a Deal, exibido na década de 1970.\n",
     "\n",
@@ -171,12 +598,14 @@
     "\n",
     "Qual é a estratégia mais lógica? Ficar com a porta escolhida inicialmente ou mudar de porta? Com qual das duas portas ainda fechadas o concorrente tem mais probabilidades de ganhar? Por quê?\n",
     "\n",
-    "<img src=\"img/bode.png\" width=\"450\" />\n"
+    "<br>\n",
+    "<img src=\"img/bode.png\" width=\"450\" />\n",
+    "<br>"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -194,9 +623,9 @@
       "This problem relies on conditional probabilities.\n",
       "It is suggested that you switch doors, you will have a higher probability of winning of you do.\n",
       "The door I will now open is: 'C'\n",
-      "Would you like to select the third door? Type 'Yes' or 'No': Yes\n",
-      "The door you will switch to is: 'B' \n",
-      "Congrats, you win! The prize was behind the alternate, 'B'\n",
+      "Would you like to select the third door? Type 'Yes' or 'No': yes\n",
+      "You decided to keep your initial door, 'A'\n",
+      "Sorry, the prize was behind the alternate door, 'B'\n",
       "This is a check:\n",
       "Prize: 'B'\n",
       "Selection: 'A' \n",
@@ -268,9 +697,16 @@
     "print (\"Door opened: %r \" % open_door)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Comparando os resultados da simulação com a probabilidade nominal"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -368,70 +804,121 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Simulating 1000 trials...\n",
+      "    Switching won   669 times out of 1000 (66.9% of the time)\n",
+      "Not switching won   344 times out of 1000 (34.4% of the time)\n"
+     ]
+    }
+   ],
    "source": [
-    "monty_hall(3, 100)"
+    "monty_hall(3, 1000)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### (5) Calculando pi com Monte Carlo"
+    "# (3) Calculando π com Monte Carlo\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/pi.png\">\n",
+    "<br>\n",
+    "\n",
+    "Na matemática, o número **π** é uma proporção numérica definida pela relação entre o perímetro de uma circunferência e seu diâmetro; por outras palavras, se uma circunferência tem perímetro **p** e diâmetro **d**, então \n",
+    "\n",
+    "```python\n",
+    "π = p/d\n",
+    "```\n",
+    "\n",
+    "É representado pela letra grega π. A letra grega π (lê-se: pi), foi adotada para o número a partir da palavra grega para perímetro, provavelmente por William Jones em 1706, e popularizada por Leonhard Euler alguns anos mais tarde. Outros nomes para esta constante são constante circular ou número de Ludolph. \n",
+    "\n",
+    "O valor de **π** pertence aos números irracionais. Para a maioria dos cálculos simples é comum aproximar **π** por 3,14. Uma boa parte das calculadoras científicas de 8 dígitos aproxima **π** por 3,1415926. Para calcular rotas de navegações interplanetárias a NASA utiliza **π ≈ 3,141592653589793** (com 15 casas decimais). Para calcular um círculo com 46 bilhões de anos-luz de raio em volta do universo observável seria suficiente uma aproximação de **π** com apenas 40 casas decimais para garantir precisão de 1 átomo de hidrogênio.\n",
+    "\n",
+    "Um engenheiro japonês e um estudante americano de Ciência da computação calcularam, usando um computador com doze núcleos físicos, cinco trilhões de dígitos, o equivalente a 6 terabytes de dados.\n",
+    "\n",
+    "### Método estatístico\n",
+    "\n",
+    "Um método interessante para o cálculo de **π** pode ser realizado através de Monte Carlo utilizando-se a estatística. Nesse método são sorteados aleatoriamente pontos num quadrado compreendido entre as coordenadas O=(0,0) e B=(1,1). Em seguida calcula-se a distância dos pontos sorteados cn=(xn,yn) até a origem O=(0,0). **π** pode ser aproximado através do número de pontos inscritos na circunferência de raio 1 em relação ao total de pontos sorteados no quadrado de lado 1."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 74,
    "metadata": {},
    "outputs": [],
    "source": [
-    "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
+    "import random\n",
     "\n",
-    "n=1e3\n",
-    "x = 1-2*np.random.random(int(n))\n",
-    "y = 1-2.*np.random.random(int(n))\n",
-    "insideX,  insideY  = x[(x*x+y*y)<=1],y[(x*x+y*y)<=1]\n",
-    "outsideX, outsideY = x[(x*x+y*y)>1],y[(x*x+y*y)>1]\n",
-    "\n",
-    "fig, ax = plt.subplots(1)\n",
-    "fig.set_size_inches(6,6)\n",
-    "ax.scatter(insideX, insideY, c='b', alpha=0.8, edgecolor=None)\n",
-    "ax.scatter(outsideX, outsideY, c='r', alpha=0.8, edgecolor=None)\n",
-    "ax.set_aspect('equal')\n",
-    "fig.show()"
+    "inside = 0\n",
+    "n = 10000\n",
+    "\n",
+    "x_inside = []\n",
+    "y_inside = []\n",
+    "x_outside = []\n",
+    "y_outside = []\n",
+    "\n",
+    "for _ in range(n):\n",
+    "    x = random.uniform(-1.0,1.0)\n",
+    "    y = random.uniform(-1.0,1.0)\n",
+    "    if x**2+y**2 <= 1:\n",
+    "        inside += 1\n",
+    "        x_inside.append(x)\n",
+    "        y_inside.append(y)\n",
+    "    else:\n",
+    "        x_outside.append(x)\n",
+    "        y_outside.append(y)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 75,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3.1216\n"
+     ]
+    }
+   ],
    "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "n=1e3\n",
-    "x = 1-2*np.random.random(int(n))\n",
-    "y = 1-2.*np.random.random(int(n))\n",
-    "insideX,  insideY  = x[(x*x+y*y)<=1],y[(x*x+y*y)<=1]\n",
-    "outsideX, outsideY = x[(x*x+y*y)>1],y[(x*x+y*y)>1]\n",
+    "pi = 4*inside/n\n",
+    "print(pi)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")\n",
     "\n",
-    "fig, ax = plt.subplots(1)\n",
-    "fig.set_size_inches(6,6)\n",
-    "ax.scatter(insideX, insideY, c='b', alpha=0.8, edgecolor=None)\n",
-    "ax.scatter(outsideX, outsideY, c='r', alpha=0.8, edgecolor=None)\n",
+    "fig, ax = plt.subplots()\n",
     "ax.set_aspect('equal')\n",
+    "ax.scatter(x_inside, y_inside, color='b', marker='s')\n",
+    "ax.scatter(x_outside, y_outside, color='r', marker='s')\n",
     "fig.show()"
    ]
   },
@@ -459,7 +946,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.4"
+   "version": "3.6.8"
   }
  },
  "nbformat": 4,
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diff --git "a/1-analise-explorat\303\263ria-basica/04-probabilidade/img/prob_dois_dados.png" "b/1-analise-explorat\303\263ria-basica/04-probabilidade/img/prob_dois_dados.png"
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diff --git "a/1-analise-explorat\303\263ria-basica/04-probabilidade/img/regiao_critica_bilateral_aceitacao_exemplo.png" "b/1-analise-explorat\303\263ria-basica/04-probabilidade/img/regiao_critica_bilateral_aceitacao_exemplo.png"
old mode 100644
new mode 100755
diff --git "a/1-analise-explorat\303\263ria-basica/05-distribui\303\247\303\265es/Distribui\303\247\303\265es.ipynb" "b/1-analise-explorat\303\263ria-basica/05-distribui\303\247\303\265es/Distribui\303\247\303\265es.ipynb"
old mode 100644
new mode 100755
index fecb91b..5180d78
--- "a/1-analise-explorat\303\263ria-basica/05-distribui\303\247\303\265es/Distribui\303\247\303\265es.ipynb"
+++ "b/1-analise-explorat\303\263ria-basica/05-distribui\303\247\303\265es/Distribui\303\247\303\265es.ipynb"
@@ -1,5 +1,26 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Distribuições de probabilidade\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/distribuicoes_prob.png\">\n",
+    "<br>\n",
+    "\n",
+    "*fonte:Wikipedia*\n",
+    "\n",
+    "Em teoria da probabilidade e em estatística, uma distribuição de probabilidade descreve o comportamento aleatório de um fenômeno dependente do acaso. O estudo dos fenômenos aleatórios começou com o estudo dos jogos de azar – jogos de dados, sorteios de bolas de urna e cara ou coroa eram motivações para compreender e prever os experimentos aleatórios. Essas abordagens iniciais são fenômenos discretos, o que significa que o número de resultados possíveis é finito ou contável. Entretanto, certas questões revelam distribuições de probabilidade com suporte infinito não contável. Por exemplo, quando o lançamento de uma moeda tende ao infinito, o número de coroas aproxima-se de uma distribuição normal.\n",
+    "\n",
+    "Flutuações e variabilidade estão presentes em quase todo valor que pode ser medido durante a observação de um fenômeno, independente de sua natureza, além disso quase todas as medidas possuem uma parte de erro intrínseco. A distribuição de probabilidade pode modelar incertezas e descrever fenômenos físicos, biológicos, econômicos, entre outros. O domínio da estatística permite o encontro das distribuições de probabilidade adaptadas aos fenômenos aleatórios.\n",
+    "\n",
+    "Há muitas distribuições de probabilidade diferentes. Entre as distribuições de probabilidade, a distribuição normal tem uma importância particular. De acordo com o teorema central do limite, a distribuição normal aborda o comportamento assintótico de várias distribuições de probabilidade.\n",
+    "\n",
+    "O conceito de distribuição de probabilidade é formalizado matematicamente pela teoria da medida – uma distribuição de probabilidade é uma medida muitas vezes vista como uma distribuição que descreve o comportamento de uma variável aleatória discreta ou contínua. Uma medida é uma distribuição de probabilidade se sua massa total for 1. O estudo de uma variável aleatória de acordo com uma distribuição de probabilidade discreta revela o cálculo de somas e de séries, enquanto que o estudo de uma variável aleatória de acordo com uma distribuição de probabilidade absolutamente contínua revela o cálculo de integrais. As funções particulares permitem caracterizar as distribuições de probabilidade como a função de distribuição e a função característica. "
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -7,7 +28,7 @@
     "id": "EVE0sbeI2vi9"
    },
    "source": [
-    "# Amostra de distribuições com numpy e scipy\n",
+    "# Amostras para distribuições com numpy e scipy\n",
     "\n",
     "A biblioteca  numpy oferece um conjunto de funções que geram valores aleatórios, esses valores podem vir de diferentes tipos de distribuições estatísticas e nos fornecem um conjunto de dados pertencentes aos valores do espaço de amostra dessas distribuições.\n",
     "\n",
@@ -21,12 +42,14 @@
     "\n",
     "Vamos trabalhar com dados de diferentes distribuições (dados por numpy.random) para visualizar o comportamento dessas variáveis. A quantidade de dados será grande para podermos apreciar corretamente sua forma gráfica.\n",
     "\n",
-    "É importante reconhecer visualmente o comportamento estatístico das variáveis, já que é uma primeira aproximação à modelagem e previsão desses dados. Muitas vezes é possível ter uma ideia de como eles se comportam matematicamente apenas visualizando-os em um gráfico.\n"
+    "É importante reconhecer visualmente o comportamento estatístico das variáveis, já que é uma primeira aproximação à modelagem e previsão desses dados. Muitas vezes é possível ter uma ideia de como eles se comportam matematicamente apenas visualizando-os em um gráfico.\n",
+    "\n",
+    "Para biblioteca original [clique aqui](https://docs.scipy.org/doc/numpy-1.15.1/reference/routines.random.html)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 62,
    "metadata": {
     "colab": {
      "autoexec": {
@@ -44,7 +67,10 @@
     "import numpy as np\n",
     "import pandas as pd\n",
     "from scipy import stats\n",
-    "import seaborn as sns"
+    "import seaborn as sns\n",
+    "\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")"
    ]
   },
   {
@@ -54,8 +80,8 @@
     "id": "37EluvzT2vi-"
    },
    "source": [
-    "### Distribuição uniforme discreta.\n",
-    "Diz-se que uma variável segue uma distribuição uniforme discreta (se escreve **_X_ ~ ** _unif_ {$x_1, x_2, ... x_n$}) se a probabilidade de aparição dos valores em cada ensaio for constante e igual: \n",
+    "# Distribuição uniforme discreta\n",
+    "Diz-se que uma variável segue uma distribuição uniforme discreta (se escreve **_X_ ~ ** unif {$x_1, x_2, ... x_n$}) se a probabilidade de aparição dos valores em cada ensaio for constante e igual: \n",
     "\n",
     "\\begin{equation*}\n",
     "P(x_i)= \\dfrac{1}{n}\n",
@@ -63,12 +89,12 @@
     "\n",
     "Onde **_P_** é a probabilidade, **_x_** valores dentro do espaço amostral e **_n_** a quantidade de elementos do espaço amostral.\n",
     "\n",
-    "A seguir, vamos realizar uma chamada à função ```randint``` que ajusta a valores provenientes de uma distribuição uniforme discreta, com a motivação de simular o lançamento de um dado equilibrado 6000 vezes..."
+    "A seguir, vamos realizar uma chamada à função ```randint``` que ajusta a valores provenientes de uma distribuição uniforme discreta, com a motivação de simular o lançamento de um dado equilibrado 6000 vezes."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 41,
    "metadata": {
     "colab": {
      "autoexec": {
@@ -81,17 +107,9 @@
     "outputId": "a3bad4ce-2e84-4e3d-f62e-fae46c2d7b3f"
    },
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\sn3fru\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
-      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -119,38 +137,63 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 42,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1a5365a080>"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# distribuição acumulada:\n",
-    "# df = pd.DataFrame(samples_uniforme,columns=['face'])\n",
-    "# df.groupby('face').size().hist(cumulative=True)"
+    "#distribuição acumulada\n",
+    "df = pd.DataFrame(samples_uniforme,columns=['face'])\n",
+    "df.groupby('face').size().hist(cumulative=True)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Distribuição de Bernoulli\n",
+    "# Distribuição de Bernoulli\n",
+    "\n",
+    "*fonte: Wikipedia*\n",
+    "\n",
+    "Na área de teoria das probabilidades e estatística, a distribuição de Bernoulli, nome em homenagem ao cientista suíço Jakob Bernoulli, é a distribuição discreta de espaço amostral {0, 1}, que tem valor 1 com a probabilidade de sucesso p e valor 0 com a probabilidade de falha q = 1 − p. \n",
     "\n",
-    "Distribuição discreta de espaço amostral {0, 1}, que tem valor 1 com a probabilidade de sucesso p e valor 0 com a probabilidade de falha q=1-p.\n",
+    "Um exemplo clássico de uma experiência de Bernoulli é uma jogada única de uma moeda. A moeda pode dar \"coroa\" com probabilidade p e \"cara\" com probabilidade 1 − p. A experiência é dita justa se p = 0.5, indicando a origem dessa terminologia em jogos de aposta (a aposta é justa se ambos os possíveis resultados tem a mesma probabilidade). \n",
     "\n",
-    "Um exemplo simples é jogar um dado, onde uma face tem probabilidade p e a outra o complemento (1-p). Em um dado honesto, p=.5\n",
+    "A média dessa distribuição é sempre **p** e a variância **p(1-p)**.\n",
     "\n",
+    "### Exemplo\n",
     "\n",
-    "A média dessa distribuição é sempre = p\n",
-    "e a Variância = p(1-p)"
+    "Vamos trabalhar com uma distribuição de Bernoulli, com ```p = 0.7```, e observar a convergência dos resultados conforme o tamanho da amostra é incrementado."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 79,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -161,24 +204,24 @@
    ],
    "source": [
     "from scipy.stats import bernoulli\n",
-    "bern = bernoulli.rvs(p=0.7, size=123)\n",
+    "bern = bernoulli.rvs(p=0.7, size=1000000)\n",
     "\n",
     "plt.title('Bernoulli: variáveis dicotômicas')\n",
-    "plt.hist(bern, color='m');"
+    "plt.hist(bern);"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([1, 0, 0, 0, 1, 1, 1, 0, 0, 1])"
+       "array([1, 0, 1, 1, 1, 1, 1, 0, 1, 1])"
       ]
      },
-     "execution_count": 111,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -189,47 +232,54 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "84"
+       "0.700312"
       ]
      },
-     "execution_count": 112,
+     "execution_count": 45,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "bern.sum() # casos na amostra"
+    "bern.sum()/len(bern) # média empirica"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0.6829268292682927"
+       "0.20987510265599996"
       ]
      },
-     "execution_count": 113,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "bern.sum()/len(bern) # média empirica"
+    "bern.std()**2 # variância"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Simulação para convergência de Bernoulli com o aumento da amostra"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
@@ -243,61 +293,44 @@
       "var: 0.0\n",
       "\n",
       "amostra: 10\n",
-      "média: 0.9\n",
-      "var: 0.09000000000000002\n",
+      "média: 0.7\n",
+      "var: 0.20999999999999994\n",
       "\n",
       "amostra: 100\n",
-      "média: 0.75\n",
-      "var: 0.18749999999999997\n",
+      "média: 0.66\n",
+      "var: 0.22440000000000002\n",
       "\n",
       "amostra: 1000\n",
-      "média: 0.688\n",
-      "var: 0.214656\n",
+      "média: 0.685\n",
+      "var: 0.215775\n",
       "\n",
       "amostra: 10000\n",
-      "média: 0.7008\n",
-      "var: 0.20967935999999998\n",
+      "média: 0.7024\n",
+      "var: 0.20903424\n",
       "\n",
       "amostra: 100000\n",
-      "média: 0.69961\n",
-      "var: 0.21015584789999997\n",
+      "média: 0.70024\n",
+      "var: 0.20990394240000004\n",
       "\n",
       "amostra: 1000000\n",
-      "média: 0.699868\n",
-      "var: 0.21005278257599996\n"
+      "média: 0.699683\n",
+      "var: 0.21012669951100005\n",
+      "\n",
+      "amostra: 10000000\n",
+      "média: 0.7001807\n",
+      "var: 0.20992768734750972\n"
      ]
     }
    ],
    "source": [
     "print('Média Verdadeira: 0.7, Variância Verdadeira: 0.21')\n",
-    "for n in [3,10,100,1000,10000,100000,1000000]:\n",
+    "for n in [3,10,100,1000,10000,100000,1000000,10000000]:\n",
     "    bern = bernoulli.rvs(p=0.7, size=n)\n",
     "    print('\\namostra:',n)\n",
     "    print('média:', bern.sum()/len(bern))\n",
     "    print('var:', bern.std()**2)    "
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.21000000000000002"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "0.7*(1-0.7)\n",
-    "p(1-p)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -305,11 +338,18 @@
     "id": "FOwQ6J-K2vjG"
    },
    "source": [
-    "### Distribuição Binomial.\n",
+    "# Distribuição Binomial\n",
+    "\n",
+    "*fonte: Wikipedia*\n",
     "\n",
-    "Mede o número de sucessos em uma sequência de _**n**_ ensaios independentes entre si, com uma probabilidade fixa **_p_** de ocorrência de sucesso entre os ensaios.\n",
+    "Em teoria das probabilidades e estatística, a distribuição binomial é a distribuição de probabilidade discreta do número de sucessos numa sequência de n {\\displaystyle n} n tentativas tais que:\n",
     "\n",
-    "Quando uma variável **_X_** segue uma distribuição binomial, escreve-se **_X ~ B (n, p)_** . Onde **_p_** é a probabilidade de sucesso (que é fixa), y _**n**_ o número de ensaios. \n",
+    "- Cada tentativa tem exclusivamente como resultado duas possibilidades, sucesso ou fracasso (binomial, a que se chama de tentativa de Bernoulli), e;\n",
+    "- Cada tentativa é independente das demais, e;\n",
+    "- A probabilidade de sucesso p {\\displaystyle p} p a cada tentativa permanece constante independente das demais, e;\n",
+    "- A variável de interesse, ou pretendida, é o número de sucessos k {\\displaystyle k} k nas n {\\displaystyle n} n tentativas.\n",
+    "\n",
+    "Mede o número de sucessos em uma sequência de _**n**_ ensaios independentes entre si, com uma probabilidade fixa **_p_** de ocorrência de sucesso entre os ensaios. Quando uma variável **_X_** segue uma distribuição binomial, escreve-se **_X ~ B (n, p)_** . Onde **_p_** é a probabilidade de sucesso (que é fixa), y _**n**_ o número de ensaios. \n",
     "\n",
     "A função da probabilidade é:\n",
     "\n",
@@ -319,7 +359,7 @@
     "\n",
     "Onde **_x_** é a quantidade de acertos, **_p_** a probabilidade de sucesso, **_n_** a quantidade de ensaios.\n",
     "\n",
-    "\n",
+    "### Exemplo\n",
     "\n",
     "Neste caso, vamos simular o lançamento de uma moeda 8 vezes por ensaio, onde a probabilidade de sucesso (obter cara) será 0,5. A seguir, a função de distribuição para o caso:\n",
     "\n",
@@ -329,36 +369,12 @@
     "\n",
     "Vamos realizar um chamado à função```binomial``` que ajusta a valores provenientes de uma distribuição binomial e vamos realizar 10.000 ensaios para montar a distribuição.\n",
     "\n",
-    "Nota: A distribuição de Bernoulli é um caso especial da distribuição Binomial, com n = 1 e sua média, como esperado é np (contra p) e a variância teórica é np(1-p) (contra p(1-p) )\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([5, 5, 3, 7, 4, 7, 4, 7, 3, 3, 3, 5, 5, 3, 5, 5, 3, 4, 5, 4, 7, 3,\n",
-       "       4, 5, 4, 3, 5, 6, 6, 2, 3, 6, 4, 4, 5, 5, 6, 5, 1, 4, 4, 5, 4, 3,\n",
-       "       6, 7, 3, 6, 5, 1, 2, 3, 4, 4, 4, 5, 5, 5, 6, 2, 4, 3, 1, 6, 2, 3,\n",
-       "       3, 3, 3, 4, 2, 5, 4, 4, 2, 2, 3, 2, 5, 3, 3, 5, 3, 6, 5, 4, 3, 3,\n",
-       "       3, 4, 4, 3, 5, 4, 5, 4, 3, 5, 6, 6])"
-      ]
-     },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "samples_binomial[:100]"
+    "Nota: A distribuição de Bernoulli é um caso especial da distribuição Binomial, com n = 1 e sua média, como esperado é np (contra p) e a variância teórica é np(1-p) (contra p(1-p))."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 57,
    "metadata": {
     "colab": {
      "autoexec": {
@@ -371,17 +387,9 @@
     "outputId": "9c8e0f35-326c-4648-f8c7-e701719909d0"
    },
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\sn3fru\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
-      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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oiFgCPNLpOoaKiPURsTxPPwmsAqZ2tiqI5Kl8c5t86Yq9D0nTgDcD53S6lm4naWfg1cC5ABHx124K+exw4LedDvmKicD2kiYCO9DG3xptzUE/FXigcnuALgiurYGkXuBAYGlnK0ly98gKYANwXUR0RV3A14FPAM90upAhArhW0rI8lEg3+CdgEPhu7uo6R9KOnS5qiNnAxZ0uAiAiHgS+CqwF1gOPR8S17Vrf1hz0ow6zYJuTtBNwBXBqRDzR6XoAImJTRMwk/YL6IEkd7/KS9BZgQ0Qs63QtdRwaES8ljQ57Uu4u7LSJwEuBsyLiQOCPQFd8bwaQu5LeBlzW6VoAJO1G6oHYG3g+sKOk97ZrfVtz0HuYhTHKfeBXABdGxJWdrmeo/FH/p8ARHS4F4FDgbbk//BLgdZL+u7MlJRGxLl9vAK4idWN22gAwUPk0djkp+LvFm4DlEfFQpwvJXg/cHxGDEfE34ErgFe1a2dYc9B5mYQzyl57nAqsi4sxO11MjqUfSrnl6e9IfwK86WxVExKciYlpE9JK2rRsiom17XI2StGP+Mp3cNfIGoONHeEXE74EHJO2Xmw6nu4YlP5Yu6bbJ1gKHSNoh/20eTvrerC3adoapdtvCwyw0TNLFwGHAZEkDwOci4tzOVgWkPdTjgZW5Pxzg0xFxTQdrApgCLMxHRDwHWBQRXXMoYxfaE7gqZQMTgYsi4kedLenvPgxcmHe87gPe3+F6AJC0A+novA92upaaiFgq6XJgObARuJ02DoWw1R5eaWZmjdmau27MzKwBDnozs8I56M3MCuegNzMrnIPezKxwDvotRNJJ+VepZmZblIO+SZJC0hmV2x+XNG/IPMcDu1cG7+o4SedLOroL6jhB0vM7XceWJukXTSw7T9LHxzD/LpK+XxkKuu7x7ZK6ZvscjzxM8oc6XUc3ctA372ngHZImjzDPBOCL7Vh5Hvluq5R/JHUCaayPTtexRUVE237uXsdJwD0RcQDpx3xn5B81lWZXwEFfh4O+eRtJv2j76NA7anvNEXF+RERtj0nSYZJukrRI0q8lzZf0nnwCjpWS9snz9Ui6QtJt+XJobp8naYGka4ELlE7e8d287O2SXlunFkn6lqR7JP0Q2KNy38tyPcsk/TiPXT90+bdKWpof/yeS9sztO1XWfaekd+b2N0j6paTlki6rdVspnTTjs5J+RvpZeh/p15QrJG0v6fC8jpVKJ3HZNi83P9d+p6Sv1qlvnqTvSbpB0m8k/VvleX9F6eQOKyW9u/Ie3CjpImBlnccbqf7P5/aVkl6U21+jZ09ucbukSfm1ub4y76zK4z81Un116vmM0kl2fgLsV2nfR9KP8nt3c62eIQKYJEnATqRhtDfWW0/lPd2sbkm9SicUOVvpk8G1SsNWIOmFebu4I9cyPc9/c36c5ZJeUXntb1Jz2/95kn4q6T5JH8mlzwf2ye/BV0Z476dIWpLnu0vSq4Z7LYoREb40cSGdZGRnYA2wC/BxYF6+73zg6Oq8+fow4DHSz/+3JZ0M4fP5vlOAr+fpi4BX5um9SOPUAMwjnThk+3z7NOC7efpFpHE0thtS5zuA60ifLp6f1380afz3XwA9eb53k4aTGPo8d+PZX1J/ADgjT3+5Vm9lvsnAEtIJRQA+CXw2T68BPlGZ/6ekk2gAbEcaenrffPsC4FRgd+Deyvp3rVPfPOAOYPu8/gfy83xn5XnvmV+bKfk9+COwd53HGq3+D+fpDwHn5Onvk0aVhBSmE/Nl58pjrq48h9q2ULe+IfW8jPTPaAfStrYa+Hi+73pgRp4+mDQmz9DnMwm4kTQc7lPAm4fblvN13bqBXtI/iJn5vkXAe/P0UuBteXr7fNmBvB0CM4D+Fm7/v8jLTgYeJm3HvcBdlecz3Ht/GvCZPM8EYFKnc6Tdl632Y383iYgnJF0AfAT4c4OL3RYR6wEk/RaojUW9Eqjtkb8e2D/tiAGws/KAVsDiiKit65XAN3Mtv5L0O2Bf4M7K+l4NXBwRm4B1km7I7fsBLwGuy+uZQAqEoaYBlyrt7T8XuL9S4+zKa/Go0hC/+wM/z4/5XOCXlce6dJjXZD/SiH6/zrcXkrodvgX8BThH6dPIcGPhXJ1fkz9LupE0quMrK8/7IUk3Af8CPAHcGhH313mcQ0apvzby5zLSP1CAnwNnSroQuDIiBpRGC/0PpWGEnyGdL2FP4PeVxxquvuoAfa8CroqIPwFIWpyvdyKNeHhZZRvZts7zeSOwAngdsA/pvb45hh+mWsPUDen9qY2VtAzozdvk1IhYDFDbLiXtAnxL0kxgE2mbrGl2+/9hRDwNPC1pQ6W+quFe29uA8/L78z+V51MsB33rfJ00QNF3K20byd1j+WNztV/06cr0M5Xbz/Ds+/Ic4OWVQCc/FqS90b83NVhjvYGNBNwdEaOd3/ObwJkRsVjSYaS9qtryQx9XpBOIHDvMY/1xmPa6zyPSAHYHkUb4mw2cTAqtzWatc3uk12akOkaqv/ZebSK/VxExP/8TOhK4RdLrSf8weoCXRcTflIY8Hnpe0Gbeu+cAj0Uay38k7wfmR9qFXS3pftInv1uHmf89I9Rd3W43kfbc620DkLozHwIOyLX+pXJfs9v/0DrqZdlw29OS/E/szcD3JH0lIi6oN28p3EffIhHxCOmj7ImV5jWkj92QTjKwzRgf9lpSqAGQ94zqWUL640TSvqSPuffWmWe20tmcpvDsXtO9QI/yiZwlbSPpxXXWsQvpIzbAnBFq3A24BThU0gtz2w65rnqeJHUtQBqeuLe2HGm0zZvynusukUbaPBUY7nWYpfR9xfNI3QO35ef97vy8e0ifbIYLuJqx1F973vtExMqI+DLQTwrSXUgnL/mb0vcmL6izaCP1LQHervQdxiTgrZA+SQL3Szom1yBJB9RZx1rSP0mUvlvZjzS65HAaqfvvch0PSnprXsf2ue9+F2B9RDxDei/H+qV3o9t/TXVbgmFeW0kvID2/s0lDd3fTuPlt4aBvrTNIfYY1ZwOvkXQrqf90uD3I4XwE6FP6AvIe4N+Hme/bwARJK0ndIifkj7VVVwG/IX00Pgu4CdK5PUl99V+WdAfpI369I0LmkboIbgaqJ6X+IrBb/lLrDuC1ETFIOprmYkl3koKz3peEkL7H+I7S0Mki7X1elp/LM8B3SH+8P8iPdRN1vvjObgV+mNf3hUgn6LiK1IV1B3AD6fuB3w+zPPk1GUv9NadWXoM/A/8LXEh6//pJ/4jrjbM/an2RzvV7Kem9uQK4uXL3e4AT83rvpv55k78AvCK/ptcDn4yRTyzeSN1DHQ98TNL6XN/zSNvlHEm3kLpt2rX9AxARD5O62+6S9BWGf20PA1ZIup3Uj/+NMda11fEwxVYEpd8uPBURmx2RY1uOpONIe/E3droWe5b36M2sJSSdRvr0sMV/l2Aj8x69mVnhvEdvZlY4B72ZWeEc9GZmhXPQm5kVzkFvZla4/wPcMHW64mplcQAAAABJRU5ErkJggg==\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -392,7 +400,7 @@
    ],
    "source": [
     "# definimos a quantidade de ensaios.\n",
-    "quantidade_ensaios = 1000\n",
+    "quantidade_ensaios = 10000\n",
     "\n",
     "# definimos a quantidade de lançamentos por ensaio.\n",
     "lançamentos = 8\n",
@@ -408,6 +416,50 @@
     "sns.distplot(samples_binomial, axlabel = eixo_x, kde = False);"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([2, 4, 4, 1, 1, 4, 2, 6, 4, 6, 4, 3, 4, 4, 4, 5, 3, 4, 1, 3, 2, 2,\n",
+       "       4, 4, 5, 5, 7, 3, 3, 3, 6, 5, 3, 6, 5, 3, 3, 4, 5, 5, 5, 4, 3, 5,\n",
+       "       4, 2, 5, 5, 5, 4, 1, 5, 4, 6, 7, 5, 4, 2, 4, 5, 5, 6, 3, 3, 3, 2,\n",
+       "       4, 5, 5, 4, 3, 4, 5, 6, 4, 4, 0, 6, 5, 5, 5, 3, 6, 6, 4, 6, 3, 4,\n",
+       "       2, 6, 6, 2, 4, 7, 5, 6, 7, 3, 2, 4])"
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "samples_binomial[:100]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "10000"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "samples_binomial.size"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -415,11 +467,11 @@
     "id": "d82_kn_N2vjN"
    },
    "source": [
-    "### Distribuição de Poisson\n",
+    "# Distribuição de Poisson\n",
     "\n",
-    "É uma distribuição de probabilidade de variável aleatória **discreta** que expressa a probabilidade de uma série de eventos ocorrer num certo período de tempo se estes eventos ocorrem **independentemente** de quando ocorreu o último evento. Por exemplo, o número de clientes que entram em um banco durante a manhã ou o número de falhas de um carro durante um trajeto (embora podemos argumentar que esses eventos não são exatamente independentes).\n",
+    "É uma distribuição de probabilidade de variável aleatória **discreta** que expressa a probabilidade de uma série de eventos ocorrer num certo período de tempo se estes eventos ocorrem **independentemente** de quando ocorreu o último evento. Por exemplo, o número de clientes que entram em um banco durante a manhã ou o número de falhas de um carro durante um trajeto (embora exista o argumento de que esses eventos não são exatamente independentes).\n",
     "\n",
-    "Esta distribuição tem como parâmetro $\\lambda$, que é sempre maior que zero. Este parâmetro indica o número médio de ocorrências de um evento por unidade contínua (como tempo ou espaço). Por exemplo, se o evento ocorre a uma média de 4 minutos, e estamos interessados no número de eventos que ocorrem num intervalo de 10 minutos, usariámos como modelo a distribuição de Poisson com λ = 10/4 = 2.5.\n",
+    "Esta distribuição tem como parâmetro $\\lambda$ é sempre maior que zero. **Este parâmetro indica o número médio de ocorrências de um evento por unidade contínua (como tempo ou espaço)**. Por exemplo, se o evento ocorre a uma média de 4 minutos, e estamos interessados no número de eventos que ocorrem num intervalo de 10 minutos, usariámos como modelo a distribuição de Poisson com λ = 10/4 = 2.5.\n",
     "\n",
     "Quando uma variável **_X_** segue uma distribuição de Poisson, escreve-se **_X ~ Poisson ($\\lambda$)_** e a função de probabilidade é:\n",
     "\n",
@@ -430,15 +482,6 @@
     "* $e$ é base do logaritmo natural ($e$ = 2.71828...),\n",
     "* ! significa fatorial, muito usado em arranjos e permutações. Ex: Placa de carro.\n",
     "\n",
-    "Propomos o exemplo de um trem onde ocorre uma média de 1,5 falhas por dia, portanto $\\lambda = 1,5 $ e nossa função de probabilidades: \n",
-    "\n",
-    "\\begin{equation*}\n",
-    "f(x)= e^{-1.5} \\dfrac{1.5^x}{x!}\n",
-    "\\end{equation*}\n",
-    "\n",
-    "Vamos obter um conjunto de dados provenientes de uma distribuição de Poisson através da chamada à função ```poisson```, com a motivação de modelar o problema apresentado.\n",
-    "\n",
-    "\n",
     "A distribuição de Poisson representa um modelo probabilístico adequado para o estudo de um grande número de fenômenos observáveis. Eis alguns exemplos:\n",
     "\n",
     "- Chamadas telefônicas por unidade de tempo;\n",
@@ -451,12 +494,24 @@
     "Nota: tanto a média quanto a variância em uma distribuição de Poisson é dado por $\\lambda$\n",
     "\n",
     "[Calculadora](http://www.elektro-energetika.cz/calculations/po.php)\n",
-    "(Será que conseguimos construir uma calculadora em python nesse estilo?)"
+    "(Será que conseguimos construir uma calculadora em python nesse estilo?)\n",
+    "\n",
+    "### Exemplo\n",
+    "\n",
+    "Propomos o exemplo de um trem onde ocorre uma **média de 1,5 falhas por dia**, portanto $\\lambda = 1,5 $ e nossa função de probabilidades.\n",
+    "\n",
+    "\\begin{equation*}\n",
+    "f(x)= e^{-1.5} \\dfrac{1.5^x}{x!}\n",
+    "\\end{equation*}\n",
+    "\n",
+    "Vamos obter um conjunto de dados provenientes de uma distribuição de Poisson através da chamada à função ```poisson```, com a motivação de modelar o problema apresentado.\n",
+    "\n",
+    "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 72,
    "metadata": {
     "colab": {
      "autoexec": {
@@ -469,17 +524,9 @@
     "outputId": "e7b085c2-ccd1-4091-d595-67a9012ac552"
    },
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\sn3fru\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
-      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -506,20 +553,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([1, 1, 1, 2, 1, 1, 0, 0, 5, 0, 2, 0, 1, 6, 1, 1, 2, 3, 3, 0, 1, 2,\n",
-       "       2, 1, 1, 0, 2, 2, 1, 1, 3, 2, 2, 3, 5, 3, 1, 1, 0, 1, 3, 1, 1, 2,\n",
-       "       2, 1, 0, 3, 2, 0, 1, 3, 0, 3, 0, 2, 0, 2, 1, 1, 2, 3, 2, 2, 3, 2,\n",
-       "       2, 1, 2, 4, 1, 2, 2, 0, 0, 2, 2, 0, 0, 1, 2, 1, 0, 2, 1, 1, 0, 5,\n",
-       "       2, 2, 5, 3, 0, 1, 0, 1, 0, 2, 0, 0])"
+       "array([1, 2, 2, 1, 1, 2, 0, 2, 2, 1, 2, 0, 2, 0, 3, 2, 0, 1, 0, 4, 6, 1,\n",
+       "       0, 0, 4, 1, 1, 0, 2, 0, 2, 3, 2, 3, 2, 1, 3, 3, 1, 0, 1, 1, 2, 1,\n",
+       "       4, 0, 2, 2, 1, 1, 6, 0, 1, 0, 0, 4, 1, 1, 0, 1, 2, 0, 2, 1, 1, 2,\n",
+       "       1, 2, 2, 4, 3, 1, 3, 0, 1, 1, 1, 2, 0, 1, 0, 0, 0, 3, 3, 1, 2, 2,\n",
+       "       3, 0, 0, 4, 0, 2, 4, 3, 1, 1, 1, 1])"
       ]
      },
-     "execution_count": 55,
+     "execution_count": 64,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -529,37 +576,58 @@
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 67,
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "365"
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "### Distribuição Exponencial\n"
+    "samples_poisson.size"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Esta é uma distribuição que se caracteriza por ter uma função de taxa de falha constante. A distribuição exponencial é a única com esta propriedade. Ela é considerada uma das mais simples em termos matemáticos. Esta distribuição tem sido usada extensivamente como um modelo para o tempo de vida de certos produtos e materiais. Ela descreve adequadamente o tempo de vida de óleos isolantes e dielétricos, entre outros.\n",
+    "# Distribuição Exponencial\n",
     "\n",
+    "Esta é uma distribuição que se caracteriza por ter uma função de taxa de falha constante. A distribuição exponencial é a única com esta propriedade. Ela é considerada uma das mais simples em termos matemáticos. Esta distribuição tem sido usada extensivamente como um modelo para o tempo de vida de certos produtos e materiais. Ela descreve adequadamente o tempo de vida de óleos isolantes e dielétricos, entre outros.\n",
     "\n",
     "De uma forma bastante resumida imagine uma variável aleatória Poisson, onde temos a contagem do número de ocorrências em um intervalo. Suponha agora que estejamos interessados em verificar a probabilidade do tempo transcorrido entre duas ocorrências consecutivas. Essa última é considerada uma variável aleatória exponencial.\n",
     "\n",
+    "Essa distribuição contínua que pode ser utilizada para descrever as probabilidades envolvidas no tempo que decorre para que um determinado evento aconteça. Existe uma conexão muito próxima entre a distribuição exponencial e a de Poisson, de forma que a função exponencial é utilizada para descrever o tempo entre as ocorrências de sucessivos eventos de uma distribuição de Poisson. As relações entre as distribuições podem ser associadas a um processo estocástico, chamado de processo de poisson.\n",
     "\n",
-    "Essa distribuição contínua que pode ser utilizada para descrever as probabilidades envolvidas no tempo que decorre para que um determinado evento aconteça. Existe uma conexão muito próxima entre a distribuição exponencial e a de Poisson. Ou seja, é Utilizada para descrever o tempo entre as ocorrências de sucessivos eventos de uma distribuição de Poisson. As relações entre as distribuições podem ser associadas a um processo estocástico, chamado de processo de poisson.\n",
+    "Pode ser representada pela fórmula abaixo, para valores de x >= 0.\n",
     "\n",
-    "\n"
+    "\\begin{equation*}\n",
+    "f(x;\\lambda)= \\lambda e^{-\\lambda x}\n",
+    "\\end{equation*}\n",
+    "\n",
+    "### Exemplo\n",
+    "\n",
+    "Da mesma forma que acontece na distribuição de Poisson, vamos adotar o parâmetro $\\lambda$ que define a frequência de ocorrência do evento igual a 1.5 e os dias contados igual a 365."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 80,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x19c689dce80>"
+       "<Figure size 720x576 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -571,12 +639,61 @@
     "parametro_lambda = 1.5\n",
     "dias_contados = 365\n",
     "\n",
-    "# poisson retorna o número de falhas por dia.\n",
+    "# poisson retorna o número de falhas por dia e a exponencial o tempo para o próximo evento\n",
     "samples_exp = np.random.exponential(1/parametro_lambda, dias_contados*2)\n",
     "\n",
     "# por fim, plotamos\n",
     "plt.figure(figsize=(10,8))\n",
-    "sns.distplot(samples_exp, color='y');"
+    "sns.distplot(samples_exp);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1.76820747, 1.36323582, 1.39373736, 1.14134532, 0.29919301,\n",
+       "       0.03234264, 0.47398208, 0.68103603, 0.97048864, 0.0943977 ,\n",
+       "       0.30171689, 0.37967919, 1.26887538, 0.48971952, 0.16778011,\n",
+       "       0.04293686, 0.29955847, 2.41714907, 1.84523852, 1.01430334,\n",
+       "       0.31763228, 0.00443888, 0.18072796, 0.12275792, 2.63430663,\n",
+       "       0.47810353, 1.26597642, 0.50794551, 1.56032902, 2.98651326,\n",
+       "       0.95106112, 0.32917332, 1.01172693, 0.8475592 , 0.54606061,\n",
+       "       1.05140209, 1.58484419, 0.65211205, 0.12419268, 0.0059618 ,\n",
+       "       0.18066926, 0.14093276, 0.62362037, 0.10791053, 0.65958543,\n",
+       "       0.68009407, 0.41460734, 0.08592923, 0.80772691, 0.05755562])"
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "samples_exp[:50]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "730"
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "samples_exp.size"
    ]
   },
   {
@@ -586,15 +703,15 @@
     "id": "ef7cLBzM2vjT"
    },
    "source": [
-    "## Distribuição Normal\n",
+    "# Distribuição Normal\n",
     "\n",
     "A distribuição normal (ou Guassiana) modela uma grande quantidade de variáveis observadas na natureza, como a estatura ou peso de uma população.\n",
     "\n",
     "Também sob certas condições, algumas distribuições se comportam como normais, isto é conhecido como o **teorema do limite central**.\n",
     "\n",
-    "É possível ajustar uma distribuição de Poisson a uma normal quando $\\lambda$ é um valor de grande magnitude: (podem rodar posteriormente a distribuição Poisson alterando o lambda para algo em torno de 15e dias_contados para em torno de 3000 que verá que a forma da distribuição ficará parecida com nossa normal)\n",
+    "É possível ajustar uma distribuição de Poisson a uma normal quando $\\lambda$ é um valor de grande magnitude (rodar posteriormente a distribuição Poisson alterando o lambda para algo em torno de 15e dias_contados para em torno de 3000 onde a forma da distribuição ficará parecida com a normal).\n",
     "\n",
-    "Também é possível ajustar uma binomial a uma distribuição normal. Para isso, propõe-se como exemplo agregar o argumento ```fit=stats.norm``` à construção do gráfico.\n",
+    "Também é possível ajustar uma binomial a uma distribuição normal fazendo-se uma normalização dos dados. Para isso, propõe-se como exemplo agregar o argumento ```fit=stats.norm``` à construção do gráfico.\n",
     "\n",
     "Dizemos que uma variável aleatória _**X**_ segue uma distribuição normal **_X ~ N ( $\\mu$, $\\sigma$)_** se sua distribuição de probabilidades estiver dada por:\n",
     "\n",
@@ -602,6 +719,10 @@
     "p(x)= \\dfrac{1}{\\sqrt{2 \\pi \\sigma^²}} e^ \\dfrac{-(x-\\mu)^2}{2 \\sigma^2}\n",
     "\\end{equation*}\n",
     "\n",
+    "### Exemplo\n",
+    "\n",
+    "Para a definição de uma distribuiç˜åo normal, é necessário estabelecer uma média e um desvio padrão, como as características de uma certa amostra. \n",
+    "\n",
     "Imaginemos um exemplo em que temos uma população de animais cujo peso segue uma distribuição normal, com $\\mu = 342,73 $ kg e $\\sigma = 45,78 $ kg\n",
     "\n",
     "A seguir, vamos usar um conjunto de amostras que vêm de uma distribuição normal, chamando à função ```normal``` do numpy com os parâmetros propostos."
@@ -609,7 +730,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 81,
    "metadata": {
     "colab": {
      "autoexec": {
@@ -622,17 +743,9 @@
     "outputId": "37713d5a-fe7f-4129-c2f6-2fcc6f8a063e"
    },
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\sn3fru\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
-      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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95JZVruMAWGKsjAFIiON947q2skjBvGzXUVLCroZyNbYOajoacx0FwBJjZQzAopuaialraEJ3b17jOkrSO7PKGItbTc3E9Q8/O6pV5W9+w8O9O2uWOhqAJcLKGIBF1zoQVtxKN7FFuWD1ZXnyGKmljyF+INNQxgAsuhP948ryGm2pKXYdJWXkZHlVHQyopZ8yBmQayhiARXeif1y1pXny+7gF0qVYXZGv7qFJTUaYGwMyCWUMwKIam5pR7+i0VpfluY6Schoq8mU1W2YBZA4G+AEsqtaBsCRpVXn+go7AwK9VBQPy+zxq6RvX1ZVFruMAWCKsjAFYVCf6w/L7PFpZnOs6Ssrxeozqy/KYGwMyDGUMwKI62T+u+rI8eT3cAulyrKnIVygcUSgccR0FwBKhjAFYNMMTEQ2GI1o9zzlZWJg1c//sTnDEBZAxKGMAFs3J/tl5McrY5Ssv8Kswx6fjbFUCGYMyBmDRnOgfV162VxWFftdRUpYxRmsqCnSib1xxa13HAbAEKGMAFoW1VicHwlpVni+PYV7sSqypyNPkTEynhqdcRwGwBChjABbF4HhEI5MzWlXO+WJX6sy9KU8OsFUJZALKGIBFcWKuODAvduUKc7JUmpf9+pltANIbZQzAojjRH1ZR7myJwJWrL8tT22CYuTEgA1DGAFyxuLU62T+u1eV5MsyLLYr6sjxNzcTVO8rcGJDuKGMArljf6LQmIjGtKmOLcrHUz93bk61KIP1RxgBcsTOD5vXcHHzRFAeyFQxkUcaADEAZA3DFWgfCKg5kKci82KKqK81T60BYlrkxIK1RxgBcEWut2gbCqi9lVWyx1ZflaSISU9/YtOsoABKIMgbgivSNTSscibFFmQDMjQGZgTIG4IqcKQqUscVXkpetwhyf2gYpY0A6o4wBuCKtA2EV5vhUwrzYojPGqK6MuTEg3VHGAFw2a61a5+5HyfliiVFflqexqajaBidcRwGQIJQxAJdtYDyi8ekow/sJdOafbePJQcdJACQKZQzAZWNeLPHKC/zK8/u0uzXkOgqABKGMAbhsrQPjKvD7VJrPvFiiGGNUXxpQI2UMSFuUMQCX5cy8WF0Z96NMtLqyPHUPT6ozxNwYkI4oYwAuSygc0ehUlC3KJXDmn3FTG6tjQDqijAG4LMyLLZ1lhTkq8Pu0p33IdRQACUAZA3BZWgfCysv2qqLA7zpK2vMYo801xZQxIE1RxgBcltaBsOqZF1sy22pLdLR3TCOTM66jAFhklDEAl2xoIqLhyRm2KJfQtrqgrJX2dbA6BqQbyhiAS9Y2Ny9WRxlbMpuri+X1GLYqgTREGQNwydoGJ5ST5dGywhzXUTJGnt+n9SsK1NxGGQPSDWUMwCVrHwyrpiQgD/NiS2prTVD7O4cVjcVdRwGwiChjAC7JUDiivrFp1XE/yiW3ta5EkzMxHT415joKgEVEGQNwSZrnZpZqKWNLblttUJLU3M7hr0A6oYwBuCRNbSF5PUZVwVzXUTLOyuJcrSzKeb0QA0gPlDEAl6SpLaSq4lxleXn5cGFrXYn2tA3JWus6CoBFwqspgAWbjMT0atcIR1o4tK02qNOjU+oennQdBcAiWVAZM8bcZYw5aoxpMcZ8Zp6v+40xP5j7eqMxpu6sr3127vGjxpi3n/V4sTHmYWPMEWPMYWPMDYvxCwFInP2dw4rGrWpLA66jZKytc3NjnDcGpI+LljFjjFfSVyS9Q9IGSR8wxmw457L7JA1Za9dI+oKkv5t77gZJ90jaKOkuSV+d+36S9CVJP7PWXiVpk6TDV/7rAEikpraQjJFqS1gZc+Wq5QUKZHspY0AaWcjK2A5JLdbak9baiKQHJd19zjV3S/rW3McPS7rDzN6w7m5JD1prp621rZJaJO0wxhRKukXSNyXJWhux1g5f+a8DIJGa2kJat6xAudnei1+MhPB5PdpSU8zhr0AaWUgZq5TUedbnXXOPzXuNtTYqaURS6QWeu0pSv6R/N8bsM8Z8wxgz71+1jTEfNcY0G2Oa+/v7FxAXQCJEY3HtbR/S9roS11Ey3tbaEh05Parx6ajrKAAWwULK2HxHbJ/7Np7zXXO+x32SrpP0NWvtFklhSW+aRZMka+3XrbXbrLXbysvLFxAXQCIcOT2mcCSm7fWUMde21QYV56bhQNpYSBnrklR91udVknrOd40xxiepSFLoAs/tktRlrW2ce/xhzZYzAElqd+vsQaPb64KOk2BLTbE8RmxVAmliIWWsSVKDMabeGJOt2YH8x8655jFJH5r7+D2SnrGzh+A8JumeuXdb1ktqkLTbWntaUqcxZt3cc+6QdOgKfxcACdTcHlJVMFcrijjs1bWCnCytW16ovayMAWnBd7ELrLVRY8wnJD0hySvp36y1B40xn5fUbK19TLOD+N8xxrRodkXsnrnnHjTGPKTZohWV9HFrbWzuW/+ZpO/NFbyTkv5wkX83AIvEWqvdrUPa1VDmOgrmbKsN6tF93YrFrbwebtgOpLKLljFJstY+Lunxcx773FkfT0l673mee7+k++d5fL+kbZcSFoAb7YMTGhifZng/iWytDeo7L7fryOlRbVxZ5DoOgCvACfwALmp3G/NiyYbDX4H0QRkDcFFNrSEFA1laU5HvOgrmVAVztazQzxA/kAYoYwAuqrl9SFtrSzR7ljOSgTFG22pLWBkD0gBlDMAF9Y1NqXUgrB31bFEmm621QXUPT+rUCDcNB1IZZQzABe2Z2wbbxvB+0tlWx9wYkA4oYwAuaHdbSDlZHl3NO/aSzvoVhcrN8jI3BqQ4yhiAC2puG9KW6qCyfbxcJJssr0ebqotYGQNSHK+uAM5rfDqqgz0jHGmRxLbVlujQqVGFuWk4kLIoYwDOa1/HkOJW3Bw8iW2tCyoWtzrQOew6CoDLRBkDcF5NrSF5jLSlhpWxZHVdTVDGMMQPpDLKGIDzamob0saVRcr3L+jOaXCgKDdLaysK1EwZA1IWZQzAvCLRuPZ1Dr1+fAKS19a6oPZ2DCket66jALgMlDEA8zrYM6Kpmbh2cL5Y0ttWG9TYVFTH+sZcRwFwGShjAObVNHdzcA57TX7cNBxIbQyCAJhXU9uQ6svyVF7gdx0Fkh5o7Djv16y1ysv26od7umRkdO/OmiVMBuBKsTIG4E3icavmtpC21TIvlgqMMaopCagjNOE6CoDLwMoYAElvXHnpG53S0MSM4tZecEUGyaOmJKDDp8c0weGvQMphZQzAm7QNzq6w1JbmOU6ChaouDUiSOoZYHQNSDWUMwJu0DYaV7/epNC/bdRQsUFVxQB4jtiqBFEQZA/Am7YNh1ZYGZIxxHQULlO3zaHlRDmUMSEGUMQBvMDI5o6GJGdWxRZlyakoC6hqaVIzDX4GUQhkD8AZtg2FJUl0ZZSzV1JQEFInGdfQ0h78CqYQyBuAN2gbCs1tehTmuo+AS1ZTMFui9HRz+CqQSyhiAN2gfnFBtSUBeD/NiqSYYyFKe30cZA1IMZQzA6yYjMfWOTql27pgEpJYzh7/u6xh2HQXAJaCMAXhdRygsKzG8n8JqSgJqHQgrFI64jgJggShjAF7XNjghrzGqCrIylqpqSmb/t9vHViWQMihjAF7XNhjWyuIcZft4aUhVlcW58nmM9rRTxoBUwSsuAEnSTCyurqFJtihTXLbPo/UrChniB1IIZQyAJKl77rBQzhdLfdfVFOtA54iisbjrKAAWgDIGQNKvD3utLWFeLNVdVxvU5ExMRzj8FUgJlDEAkmbPF6so8Cvg97mOgit0XU1QEkP8QKqgjAFQLG7VHgqrlnmxtFAVzFVZvl97OW8MSAmUMQA61jumqZm46jjsNS0YY3RdTTFD/ECKoIwBUFNbSBI3B08n19UG1T44oYHxaddRAFwEZQyAdreGVJSbpeLcLNdRsEh+PTfGViWQ7ChjQIaz1qqpLaTa0oCM4ebg6eLaqiL5PIatSiAFUMaADNc1NKne0WkOe00zOVlebVhZqL2cxA8kPcoYkOFenxejjKWd62qCeqWLw1+BZEcZAzJcU1tIhTk+VRT6XUfBIttSU8zhr0AKoIwBGa6pbUjb6krkYV4s7ZwZ4mduDEhuHLUNZLBQOKKWvnG9+7pK11GwiB5o7JA0++aMghyfHtnbLZ/nzX/3vndnzVJHAzAPVsaADNY8Ny+2o67EcRIkgjFGNSUBtc/ddxRAcqKMARmsqS2kbJ9H11QVuY6CBKkpCWhoYkZjUzOuowA4D8oYkMGa2oa0uapYfp/XdRQkSE3J7C2uOkMTjpMAOB/KGJChJiJRvdY9om11QddRkEAri3PlNUYdlDEgaVHGgAy1v3NY0bjV9nrmxdJZltejFcU5lDEgiVHGgAzV1DokY6SttayMpbuakoC6hycVi1vXUQDMgzIGZKjm9pCuWl6owhxuDp7uakoCmolZnRqZdB0FwDwoY0AGisbi2ts+pB3Mi2WE6jND/EOUMSAZUcaADHTo1KjCkZi2cb5YRijOzVK+36cu5saApEQZAzLQ7ta5w14Z3s8IxhhVBXPVOUQZA5IRZQzIQLtbQ6otDWhZYY7rKFgi1SUBDYxHNBmJuY4C4ByUMSDDWGvV3D6k7WxRZpTq4Jm5MVbHgGRDGQMyzIn+cYXCEe5HmWGqgrkyoowByYgyBmSYRubFMlJOlldlBX51hXhHJZBsKGNAhmlqDam8wK/a0oDrKFhi1cGAOocmZC2HvwLJhDIGZJimtiHtqCuRMcZ1FCyx6pJcTURiCoUjrqMAOAtlDMggXUMT6h6eZIsyQ/16iJ+tSiCZUMaADNLUNjsvxjspM9OywhxleQ1D/ECS8bkOACCxHmjseP3jR/d1KyfLo70dQ9rfOewwFVzweoxWFudyEj+QZFgZAzJI22BYtSV58jAvlrGqgwH1jEwpGo+7jgJgDmUMyBDj01H1j02rrizPdRQ4VF0SUCxudXpkynUUAHMoY0CGaB8MS5LqONIio1UHcyVJnWxVAkmDMgZkiLaBsHweo8q5P4yRmYpys1Tg9/GOSiCJUMaADNE2OKHqkoB8Hv61z2TGGFWVBFgZA5IIr8pABpieialneFJ1pcyLYXarcjAc0fAEh78CyYAyBmSAjtCErKS6MubFMDvEL4njTYAkQRkDMkDrYFgeI9WUUMYgVRbnyogyBiQLyhiQAdoGJrSyOFd+n9d1FCSBnCyvygv8lDEgSVDGgDQXjcXVNTTBvBjeoLokoAOdw7LWuo4CZDzKGJDmuoYmFY1byhjeoDoY0NDEjNoHeVcl4BplDEhzbRz2inlUzZ03x1Yl4B5lDEhzbYNhVRT4FfD7XEdBEllWmKPcLC9lDEgClDEgjcXiVu2DE9yPEm/i9RhdU1mkfZQxwDnKGJDGDp8a1XQ0zrwY5rW5pliHe0Y1HY25jgJkNMoYkMaa2kKSmBfD/DZXFysSi+tQz6jrKEBGo4wBaaypLaTiQJaKA9muoyAJba4ulsQQP+AaZQxIU9Za7W4NqZ4tSpzHiqIcVXD4K+AcZQxIU60DYQ2MR5gXw3kZY7S5ulgHKGOAU5QxIE2dmRer5ebguIDNNcVqG5zQUDjiOgqQsShjQJpqbA2pNC9b5fl+11GQxF6fG+tidQxwhTIGpKmmtpC215XIGOM6CpLYtVXFMkba30EZA1yhjAFp6NTIpDpDk9peX+I6CpJcvt+ntRUFDPEDDlHGgDS0u3V2XmwnZQwLsLm6WAe6hmWtdR0FyEgLKmPGmLuMMUeNMS3GmM/M83W/MeYHc19vNMbUnfW1z849ftQY8/Zznuc1xuwzxvzXlf4iAH6tqS2kfL9P61cUuo6CFLC5pljDEzNqG5xwHQXISBctY8YYr6SvSHqHpA2SPmCM2XDOZfdJGrLWrpH0BUl/N/fcDZLukbRR0l2Svjr3/c74pKTDV/pLAHijptYhXVcblNfDvBgu7swQP0dcAG4sZGVsh6QWa+1Ja21E0oOS7j7nmrslfWvu44cl3WFmp4bvlvSgtXbaWtsqqWXu+8kYUyXpnZK+ceW/BoAzhsIRHe0dY4sSC9ZQka/cLC9zY4AjCyljlZI6z/q8a+6xea+x1kYljUgqvchzvyjpf0iKX+iHG2M+aoxpNsY09/f3LyDB56uXAAAgAElEQVQukNma24ckSdvrKGNYGJ/Xo2uqiihjgCMLKWPz7XOcO+V5vmvmfdwY898k9Vlr91zsh1trv26t3Wat3VZeXn7xtECGa2oLKdvr0bVVRa6jIIVsri7WoZ5RTUdjrqMAGWchZaxLUvVZn1dJ6jnfNcYYn6QiSaELPPcmSe8yxrRpdtvzdmPMdy8jP4Bz7G4NaVN1kXKyvBe/GJizubpYkVhcR06NuY4CZBzfAq5pktRgjKmX1K3Zgfx7z7nmMUkfkvSSpPdIesZaa40xj0l6wBjzT5JWSmqQtNta+5Kkz0qSMeZWSf/dWvt7i/D7ABnhgcaOeR+PRON6pWtYtzSUn/caYD6bzgzxdw2//jGApXHRlbG5GbBPSHpCs+98fMhae9AY83ljzLvmLvumpFJjTIukT0n6zNxzD0p6SNIhST+T9HFrLWvgQIJ0hCYUt1JdGTcHx6VZWZSj8gI/J/EDDixkZUzW2sclPX7OY5876+MpSe89z3Pvl3T/Bb73LyT9YiE5AFxY22BYRlJNCTcHx6UxxmhTVTH3qAQc4AR+II20DYS1ojiHeTFcli01xTrZH9bIxIzrKEBGoYwBaSIaj6tzaEJ1pWxR4vJsqpqdFXulm9UxYCktaJsSQPLrGZ7STMxSxrBg577JYzIyO9L7rRfb1RmafP3xe3fWLGkuINOwMgakibaBsCSG93H5crO9Ks/3q2uIe1QCS4kyBqSJtsGwyvL9yvez4I3LVxXMVdfQpKw992xvAIlCGQPSQNxatQ2GVVfKuyhxZapLAhqfjmp4kiF+YKlQxoA00Ds6pamZuOrZosQVqgrmSpK6hiYvciWAxUIZA9JA2+DsjA/D+7hSy4ty5PMYdYaYGwOWCmUMSANtA2EV5WapOJDlOgpSnM/j0YqiHIb4gSVEGQNSnLVW7YNh1ZYGZIxxHQdpoLokoO7hScXiDPEDS4EyBqS4UDii0ako82JYNFXBgGZiVn1jU66jABmBMgakOObFsNjO3Nu0g7kxYElQxoAU1zYYVm6WV+UFftdRkCaCgSzlZXvfcAo/gMShjAEprm0grLqyPHmYF8MiMcaopiTAyhiwRChjQAobm5rRYDjCYa9YdNUlAQ2MT2siEnUdBUh7lDEghTEvhkSpnpsbY6sSSDzKGJDCWgfCyvZ6tLI413UUpJmqYK6MpE7OGwMSjjIGpLD2wbBqSgLyepgXw+Ly+7xaXpTD3BiwBChjQIqajMR0emRKtWXMiyExqksC6gxNKM7hr0BCUcaAFNUeCsuKeTEkTk0woOloXCf6x11HAdIaZQxIUW0DE/Iao+ogK2NIjDOHv+7tGHKcBEhvlDEgRbUNhlUZzFW2j3+NkRil+dnKzfJqX8ew6yhAWuNVHEhBM7G4uocmOV8MCWWMUXVJLitjQIJRxoAU1BmaUMxa1XFzcCRYTUlAx/vGNTo14zoKkLYoY0AKahsMy0iqLaGMIbGqSwKyVjrQyVYlkCiUMSAFtQ1OaFlhjnKzva6jIM1VBwMyRsyNAQlEGQNSTDQWV8fgBFuUWBI5WV41VOQzNwYkEGUMSDEHe0YVicUZ3seSua4mqH0dw7KWw1+BRKCMASmmqS0kSayMYclsqSnWyOSMTg6EXUcB0hJlDEgxja0hleZlqzAny3UUZIittSWSpOa5vwgAWFyUMSCFxONWzW0hboGEJbW6PE+ledna3crcGJAIlDEghZzoH9fQxIzquDk4lpAxRtvqgtrdNug6CpCWKGNACmlsnZsXY2UMS2xHfak6Q5M6PTLlOgqQdihjQAppaguposCvkrxs11GQYXbUzc6N7WZuDFh0lDEgRVhrtbs1pO31JTLGuI6DDLN+RYHy/T7tbmWrElhslDEgRXQNTerUyNTrKxTAUvJ5PbquNqgmhviBRUcZA1LEmfPFdtRTxuDGjrqgjvaOaSgccR0FSCuUMSBFNLWFVJjj07plBa6jIEPtqC+VJDW3szoGLCbKGJAiGltD2lZXIo+HeTG4cW1VkbK9HubGgEVGGQNSwMD4tE72h7WdeTE4lJPl1ebqYu1uY2UMWEyUMSAF7J47X2znKsoY3NpeH9TB7hGFp6OuowBpgzIGpIDGk4MKZHt1TWWR6yjIcNvrShSNW+3rGHYdBUgblDEgBTS2hrS1NqgsL//Kwq2ttUF5DIe/AouJV3YgyQ1PRHTk9BjniyEpFORkacPKQob4gUVEGQOS3K/nxUodJwFm7agr1b6OYUWicddRgLRAGQOSXGNrSH6fR5uqmRdDcthRH9R0NK5XupgbAxYDZQxIco2tg9pSUyy/z+s6CiBJumFVmTxGeu74gOsoQFqgjAFJbHRqRod6RrWzni1KJI+iQJY2VRfr+eP9rqMAaYEyBiSxPW1DiltpJ/ejRJLZ1VCuA53DGpmYcR0FSHmUMSCJvdw6qCyv0ZaaoOsowBvc0lCmuJVePMFWJXClKGNAEms8GdKmqmLlZjMvhuSyqbpYBX6fnmOrErhilDEgSYWno3q1e4RbICEpZXk9umF1qZ47NiBrres4QEqjjAFJak/7kGJxqx0M7yNJ3bK2XN3Dk2odCLuOAqQ0yhiQpBpbB+X1GG2tZV4MyemWhnJJ0vMccQFcEcoYkKR2t4Z0dWWR8v0+11GAedWUBlRbGtBzx5gbA64EZQxIQlMzMR3oHNH1HGmBJLeroUwvnRzk1kjAFaCMAUlob8eQIrE4w/tIersayjURiWlvx5DrKEDKoowBSajxZEjGSFtrKWNIbjeuLpXXYziNH7gClDEgCTW2DmrDikIV5Wa5jgJcUEFOlq6rKWaIH7gClDEgyUxHY9rXMcz9KJEydjWU69XuEQ2OT7uOAqQkyhiQZF7pGtF0lHkxpI5b15XLWumZI32uowApiffMA0nkgcYOPXt09g+0jsEJPdDY4TgRoIv+/9Baq+JAlr7xfKveu616iVIB6YOVMSDJtA6EtazQrzzOF0OKMMbo6pVFaukb1+jUjOs4QMqhjAFJJBa36hicUH1ZnusowCW5emWhYtbq6cO9rqMAKYcyBiSRnuFJRWJx1Zflu44CXJKqkoAKc3x6/NXTrqMAKYcyBiSRMzdcrisNOE4CXBqPMdpYWaRfHuvX+HTUdRwgpVDGgCTSOhBWWb5fBTmcL4bUc/XKIkWicT3LuyqBS0IZA5JELG7VNhhmXgwpq7Y0oPICv3762inXUYCUQhkDksShnlFNR+OUMaQsjzG6a+NyPXukXxMRtiqBhaKMAUmisXVQkihjSGnvuGa5Jmdi+uVR7lUJLBRlDEgSja0hleRlcz9KpLQddSUqycvWT1/jXZXAQlHGgCQQj1s1tYVUX8qqGFKbz+vR2zcu09OHezU1E3MdB0gJlDEgCRw+ParhiRnVl1PGkPreec1KhSMxPXmIA2CBhaCMAUngxZbZebHV5Rz2itR34+pSVRbn6sEm7q0KLARlDEgCL54Y0KqyPObFkBY8HqN7tlfrhZZBtQ+GXccBkh5lDHBsJhbX7taQblxT6joKsGjeu61aXo/Rg02drqMASY8yBjj2StewwpGYblpd5joKsGiWF+XotnUV+s/mTkWicddxgKRGGQMce6FlUMZI169iZQzp5d6d1RoYj+jpwwzyAxdCGQMce/HEgDasKFQwL9t1FGBRvWVthVYU5ej7bFUCF0QZAxyajMS0t31YN65mVQzpx+sxet+2aj1/vF+doQnXcYCkRRkDHNrTPqRILK4b1zAvhvT0vu3VMpJ+wOoYcF6UMcChF04MyOcx2lFX4joKkBCVxbl6y9pyPdTcqWiMQX5gPpQxwKEXTwxqc3Wx8vw+11GAhLl3Z636xqb1OPerBOZFGQMcGZmc0atdw2xRIu3dcVWFVpXn6Z9/cULWWtdxgKRDGQMc2d0aUtyK4X2kPY/H6E9uWa1Dp0b1/PEB13GApLOgvRFjzF2SviTJK+kb1tq/PefrfknflrRV0qCk91tr2+a+9llJ90mKSfpza+0TxpjqueuXS4pL+rq19kuL8hsBKeKFlgHlZHm0pabYdRRg0TzQOP/9KKOxuApzfPq/HzuoD+9apXt31ixxMiB5XXRlzBjjlfQVSe+QtEHSB4wxG8657D5JQ9baNZK+IOnv5p67QdI9kjZKukvSV+e+X1TSp6216yVdL+nj83xPIK29dGJQ2+tK5Pd5XUcBEs7n9eimNWU6ORDmmAvgHAvZptwhqcVae9JaG5H0oKS7z7nmbknfmvv4YUl3GGPM3OMPWmunrbWtklok7bDWnrLW7pUka+2YpMOSKq/81wFSQ9/YlI72julGboGEDLKjrkQ5WR798li/6yhAUlnINmWlpLMPiOmStPN811hro8aYEUmlc4+/fM5z31C6jDF1krZIapzvhxtjPirpo5JUU8OyNlLTuVs3e9uHJEkTkeh5t3WAdOPP8uqGVaX6xdF+tfSNa01FvutIQFJYyMqYmeexc98Oc75rLvhcY0y+pB9K+gtr7eh8P9xa+3Vr7TZr7bby8vIFxAWS37G+MRX4fVpemOM6CrCkblhdJp/X6OvPnXAdBUgaCyljXZKqz/q8SlLP+a4xxvgkFUkKXei5xpgszRax71lrH7mc8EAqilurlr5xNSzL1+xuPpA58v0+ba0N6tF93eoZnnQdB0gKCyljTZIajDH1xphszQ7kP3bONY9J+tDcx++R9IydPUzmMUn3GGP8xph6SQ2Sds/Nk31T0mFr7T8txi8CpIruoUlNRGJqWFbgOgrgxK6G2V2OLz/b4jgJkBwuWsastVFJn5D0hGYH7R+y1h40xnzeGPOuucu+KanUGNMi6VOSPjP33IOSHpJ0SNLPJH3cWhuTdJOkD0q63Rizf+4/v7HIvxuQlI71jclIaihnXgaZKRjI1j3ba/RQUyfvrAS0wHPGrLWPS3r8nMc+d9bHU5Lee57n3i/p/nMe+5XmnycD0t7x3nFVBnMV4BZIyGCfuH2NHmru1JeePq5/fO8m13EApziBH1hCk5GYOkMTWssWJTLcssIcffD6Wj2yt0sn+sddxwGcoowBS6ilf1xW0lre0g/oT25drZwsr7741HHXUQCn2CcBltCx3jHlZnlVGQy4jgI4deZ8ve11JfrxgR7Vl+ZpedGbj3rhtknIBKyMAUvEWqvjvWNaXZEvr4eRSUCSdjWUye/z6KnDva6jAM5QxoAl0js6rdGpKFuUwFkC2T7d3FCmQ6dG1T3EuWPITJQxYIkc6x2TJM4XA85x0+oy5WZ59eTh066jAE5QxoAlcrxvTMsLc1SUm+U6CpBUcrK8esvach3rHVf7YNh1HGDJUcaAJTA9E1Pb4IQa2KIE5nX9qlLl+X168hCzY8g8lDFgCRzrG1csbnXVikLXUYCklO3z6Na15To5EObcMWQcyhiwBA72jCiQ7VVtKUdaAOezo75EhTmzq2OztzcGMgNlDEiwSDSuo6fHtH5FoTyGIy2A88nyenTbVRXqCE3oWC+rY8gclDEgwV4+OajpaFwb2aIELmprbVDBQJaePHya1TFkDMoYkGBPHDytbK9HqxneBy7K5/Ho9quWqWd4SodOjbqOAywJyhiQQPG41ZOHetWwLF9ZXv51AxZic3WxyvKz9dThXsXjrI4h/fGnA5BA+7uG1Tc2rY0r2aIEFsrrMbpj/TL1jk7rv1495ToOkHCUMSCBfn6wVz6P0bpllDHgUlxTWaRlhX598cljisbiruMACUUZAxLo54dO6/pVpcrN9rqOAqQUjzF66/plOjkQ1qP7ul3HARKKMgYkSEvfmE72h/X2jctcRwFS0voVhbqmskhfevq4IlFWx5C+KGNAgjxxcPa2LnduoIwBl8MYo0+9ba26hib1UHOn6zhAwlDGgAT5+cHT2lRVpBVFua6jACnr1rXl2lob1JefadHUTMx1HCAhKGNAAnSGJnSga0Rv27jcdRQgpRlj9Om3rtXp0SlWx5C2KGNAApwZOL5780rHSYDUd8PqUm2vC+prvzih6SirY0g/lDFgkVlr9cjeLl2/qkRVQW4MDlwpY4z+7PYGnRqZ0sN7ulzHARYdZQxYZHs7htU2OKF3X1flOgqQNnY1lGlzdbG++uwJzXDuGNIMZQxYZI/s7VJOlkfvuJp5MWCxGGP0yTsa1D08qUf3cu4Y0gtlDFhE09GYfnygR2/fuFwFOVmu4wBp5dZ15bqmskhffraFU/mRVihjwCJ65nCfRqeibFECCWCM0Z/f0aCO0IR+tL/HdRxg0fhcBwDSyQ/3dquiwK+b15S5jgKkhQcaO97wubVWK4py9Dc/PazJmZg8xrz+tXt31ix1PGBRsDIGLJJQOKJfHO3Tb2+plNdjLv4EAJfMGKPb1lVoYDyiV7tGXMcBFgVlDFgkPz7Qo2jcskUJJNiGlYWqKPDrmaN9ilvrOg5wxShjwCJ5ZG+XNq4s1LrlBa6jAGnNY4xuv6pC/WPTOtgz6joOcMUoY8AiONA5rANdI/odVsWAJXF1ZZHK8/169girY0h9lDFgEfzr8ydVkOPT+7ZXu44CZASPMbp1XblOj07p8ClWx5DaKGPAFeoMTejxV0/p3p01yvfzBmVgqVxbVazSvGw9e6RPltUxpDDKGHCF/u2FVnmM0R/eWO86CpBRvB6jW9dVqGdkSkdPj7mOA1w2yhhwBUYmZvSDpk69a/NKLS/KcR0HyDibq4sVDGTpmaOsjiF1UcaAK/C93e2aiMT04ZtXuY4CZKQzq2NdQ5P6xdF+13GAy0IZAy7TdDSm/3ihTbsayrRhZaHrOEDGuq4mqGAgS//zyaOsjiElUcaAy/TY/h71jU3rI7tYFQNc8nqMbr9qmV7rHtUTB3tdxwEuGWUMuAzxuNW/Pn9SVy0v0K4G7kMJuLa5uliryvL0hSePKR5ndQyphTIGXIaHmjt1rHdcf3rbGhnDfSgB17weo0/e2aCjvWP6yaunXMcBLgllDLhEI5Mz+vsnjmp7XVC/ee0K13EAzPnNa1dq7bJ8feGpY4rG4q7jAAvGCZXAJfrCk8c0PBHRzvoafX93p+s4AOZ4PEafeuta/cl39+pH+3v0O1u5PRlSAytjwCU4enpM33m5XffurNHK4lzXcQCc4+0bl2vjykJ96enjmmF1DCmCMgYskLVWf/XYayrI8enTb13nOg6AeRhj9N/ftk4doQk90NjhOg6wIJQxYIF+8uopvXwypE+/bZ2Cedmu4wA4j1vXleumNaX64lPHNDIx4zoOcFGUMWABhsIR3f+Tw9qwolD37qhxHQfABRhj9H/+xgYNT87o/3vmuOs4wEVRxoCLiMbi+rPv79PgeER/8+5r5PVwlAWQ7DasLNT7tlbrWy+1qW0g7DoOcEGUMeAi/uGJo/pVy4D++reu1qbqYtdxACzQp9+2Vllej/72p0dcRwEuiDIGXMBjB3r0L8+d1Aevr9X7tle7jgPgElQU5uhjb1mtnx08rcaTg67jAOdFGQPO41DPqP7Hwwe0vS6o/+u/bXAdB8Bl+PCuVVpRlKO//slhbpOEpMWhr8A8OgYn9JFvN6s4N1tf+d3rlO3j7y1AsjvfURa7Gsr0UHOX/uIH+3X9qlLdu5M34SC58CcMcI7Dp0b1O//8osKRqP7197epoiDHdSQAV2BTVbHWVOTrZwdPa3gi4joO8CaUMeAsTW0hvf9fXpLXGP3nH9+ga6qKXEcCcIWMMfqtzZWy1upH+3tkLduVSC6UMWDOM0d69cFvNqos36+HP3aDGpYVuI4EYJGU5GXrbRuW62jvmB470OM6DvAGlDFkvGgsrn/6+VF9+FvNaqgo0H/+yQ2qCgZcxwKwyG5YXarqYK7+nx8f0uD4tOs4wOsoY8honaEJve9fXtL/eqZF776uSg9+9HqV5vtdxwKQAB5j9NvXVWlsakaf/69DruMAr+PdlMgYZ7/TylqrA13D+tH+2e2K92+v1qaq4tc/B5Celhfm6E9vXaMvPX1ct19Vobs3V7qOBFDGkHmGJiJ6bH+PjvaOqaYkoPdvq+bG30AG+cTta/RCy4A++8ir2rCikPlQOMc2JTJGLG71q+P9+uJTx9Q6ENY7r1mhj+xaRREDMkyW16Mv33udAtlefex7exWejrqOhAxHGUNGeK17RF/7ZYsef+20Vpfn6y/ubNBNa8q46TeQoZYX5eh/fWCLTvaP6zOPvMpxF3CKbUqktamZmL7w1DF94/lWBbK8+sCOGl29slDGUMKATHfj6jJ9+m3r9A9PHNW22qA+dGOd60jIUJQxpK0XTwzo/3jkVbUNTuj926q1dlmBcrO9rmMBSCIfe8tq7W0f0l//5JDqy/J0y9py15GQgdimRNoZmZzRZ374iu7910ZZSQ98eKf+7j3XUsQAvInHY/RP79+sNRUF+uPv7NGe9pDrSMhAlDGklZ+9dkp3/tMv9Z97uvTHb1mln33yFt24psx1LABJrCg3S9/+ox1aXpSjP/j3Jh3qGXUdCRmGMoa00Ds6pT/+TrP+5Lt7VZ7v148+fpM++471rIYBWJDyAr++++GdKvD79Pv/1qiT/eOuIyGDmFR6B8m2bdtsc3Oz6xhIIt97uV3NbUP66cFTisas7li/TDfzLkkAF3Dvzprzfu1E/7je988vye/z6Nv37dSaivwlTIZ0Y4zZY63ddrHrWBlDymodCOsbv2rVo/u7taIoV39+R4PesracIgbgsq0uz9d37tupSCyu3/nai2o8Oeg6EjIAZQwpZyYW19d+cUJ3ffE5nRqZ1G9vqdR9N9erjHtKAlgEG1YW6pGP3aTS/Gx98Ju79aP93a4jIc1xtAWS0tn3kTxb9/CkHt3bpZ6RKW1YUah3bVqpwtysJU4HIJWd7/XlXPfuqNGTh3r1yQf3qzM0oY/ftoYzCpEQlDGkhEg0rmeO9OpXLQPKy/bp3h01urqyyHUsAGkskO3Tt+/bof/94Vf0jz8/pr0dw/r791zLKjwWHWUMSe9E/7ge3detUDiibbVBvePqFbxLEsCS8Pu8+sL7N2tLTVD3P35Yd33xef3je6/VresqXEdDGmFmDElrMhLTI3u79M1ftUqS7ru5Xu++rooiBmBJGWP0oRvr9NgnblJJXpb+4N+b9PkfH9JEhBuMY3GwMoak9Fr3iH58oEfhSFS3NJTpjvXLlOXl7w4Alta582W/u7NWP33tlP7thVb9cG+X3nnNCm1cWajfvb7WUUKkA8oYkkrv6JQ+96PX9MTBXq0sytHv31inyuJc17EAQJKU5fXoXZsqdW1lsR470KMHdneooSJfN6wu1apyziTD5eHQVySFeNzqwaZO/c1PDysSjeu2dRW6icNbASSxWNyqsXVQTx7qVSxu9d5t1frE7Wv4CyRet9BDX1kZg3MHOof1uR+9pgNdI7p+VYn+5t3X6qUTHLQIILl5PUY3ri7TNZVF6hya0A+aOvXwnk7ds71Gf3rbaq0oopRhYShjcGYoHNHfP3FUDzZ1qCzfry+8f5N+a3OljDGUMQApoyAnS3/9W9foY7eu0ZefadH3d3foB02deue1K/ShG+u0ubrYdUQkOcoYllx4Oqr/eLFN//LLEwpHYvqjm+r1F3c2qCCHw1sBpK7K4lz9zbuv0Z/eulrfeP6kHt7TpUf3dWtTdbE+dEOt7rp6uQLZ/LGLN2NmDEtmaiam777crq/+4oRC4YjuXL9Mf/n2dVq3vOBN1y70hGwASFZTMzHt7RjSyycHNTAeUbbXo9+4Zrnu3lKpXWvK5OMd4mlvoTNjlDEkXGdoQt/f3aFvvdSu8HRUDRX5unP9MlWXBFxHA4CEi1urtsGwDnQO6+jpMY1ORVWSl61b15brtqsqdEtDuYoC7AykIwb44dRkJKbnj/frwaZOPXu0T0bSumUFurmhXPVlea7jAcCS8RijVWX5WlWWr9/ZWqlfHO3X46+e0rNH+/TIvm55PUZbqou1c1WJtteVaGttkLGNDMPKGM5rwTfT3VkjSTo1MqlfHO3X04dn7yE5NRNXeYFf92yv1j07avTLo/2JjAsAKSVurbpCEzraO6bjfePqGZ5U3EpG0vKiHFUW52plca5WFuVoeVGusn3zb2ueeQ1G8mFlDAljrdXYVFR9Y9PqGZ7Uc8f6tb9zWKdHpyTNDrHes71Gd6yv0PWrSjk5HwDm4TFGNaV5qinN01s3SJFoXB2hCbUNhtUZmtChU6Nqbh+SNFvQigJZKs/3q6zAP/vf+X6VF/hlrZUxnMmYyihjmNfUTEwDY9MamohoeGJGQxMRDU1ENBiOqH9sWtPR+OvX1pYGtHNViTZVFevGNaVat6yAFwYAuETZPo/WVORrTcXsSf7WWo1MzujUyJR6RiY1MDatgfGI9rQPKXLWa/CXnzmuurI8VQVzVRUMqCqYq8riuY9LclXIlmfSW1AZM8bcJelLkrySvmGt/dtzvu6X9G1JWyUNSnq/tbZt7muflXSfpJikP7fWPrGQ74nEiMetQhMR9Y1Oq398Wn2jU3P/Pa3+sWn1jEyqa2hS/WPTb3iex0iFuVkqy/NrS01Q/3979xsjV1XGcfz7m5md3e6fdul2l+CCQKWaKsKKCZKgREARIrG8QGlStCFGYoIJEo2KUVESX/hGiEJUImIhECAgsfGNICASEwpFCgWqiJXAWkKt3dJtd7u7M/P44p5dpu10dxrtzuzs75Nu5t67Z87eyTO989xzz9ynP52ZnbCsgy+dt7JBr8bMrHVJorezSG9nkdUnLJ3ZHhHsPVBi177suL28q8hr/9nP9n/v50+v7GJ8qnxQPz0dBQZ7lzCwtIP+7nYGlrbPPA70dNDf086K7iJdxQI5Vz1piDmTMUl54Fbgk8Aw8IykjRHxclWzLwIjEXGapLXAj4ArJL0fWAt8AHgX8AdJ703PmavPphIRVCK7xh9Vj1OVClOlCpPlCpOl9FO1PFUOJsvltD3eaVMqH9RuItCXDYUAAAeSSURBVC2XK1m/QfDKW/vIpvQFc03tW3V8diZVKgeT5QpTqb+xyTKjB0rsmygxemCKkbEpypXDO+tuL9DfkyVX57+vn8HeTt4YGeO4ziK9nW0s7WhzaSIzsyYgiWVL2li2pI339HcfNGcsIti9f5LhkXH+tWec4ZExhkfG2bEnO8l+/o09jB6YosbHAJCNzrUXcvR3t9PdUaCrWKCrvUBnMU8+JyQQIqfsMuv2XfsQIv2bVfVtjHIShZxoK+Roy4m2fI5CPkdbPlvO1kXxkOXCzO/Tc3I5igVRyOWyvvKiLS0XctlzFkKCWc/I2NnAqxGxHUDSvcAaoDpxWgN8Py0/ANyi7DrVGuDeiJgA/inp1dQfdfQ57y679c9se3PvTDJUnXwda8VCjvZ8jnxeiOw/20Spki3DrG/0AF7fPUZA9uYr5GbezF3FPH3dRU5Z0UV3e4G+riL9Pe0M9GRzDaZ/at2I0Pf6MjNbWCTR191OX3c7Z9a48/89m16nEsH4ZJnRdJI+eqDE/okSE6UKE1NlJkoVjl/Wwf6JbPvwyBgHpso1ByT2T5ayz8xDPihrfWy+8tbozHK5EpQqMTOAcCzlBIVc7qDP0SXFPFu+d9Ex/btHo55kbBB4o2p9GPjIkdpEREnS20Bf2v7UIc8dTMtz9QmApKuBq9PqPkl/q2Ofbf6sWAe7Gr0TdsytwHFudY7xArXu6Jo7zolumJc/c3I9jepJxmoNyBya9B6pzZG21/p6Xc3xp4i4Dbhtth20xpG0uZ6v7drC5ji3Psd4cXCcm1M99xwYBk6qWj8R2HGkNpIKwDJg9yzPradPMzMzs5ZXTzL2DLBK0qmSimQT8jce0mYjsD4tXw48FtkF5I3AWkntkk4FVgFP19mnmZmZWcub8zJlmgP2FeD3ZLeh+FVEvCTpRmBzRGwEbgfuShP0d5MlV6R295NNzC8B10REGaBWn///l2fzwJeQFwfHufU5xouD49yEFlQ5JDMzM7NW4zo1ZmZmZg3kZMzMzMysgZyM2awknSTpcUnbJL0k6dq0fbmkRyT9PT0el7ZL0k8kvSrpBUlnNfYV2FwkdUh6WtLzKcY/SNtPlbQpxfi+9GUb0hdy7ksx3iTplEbuv9VPUl7Sc5J+l9Yd4xYj6TVJWyVtkbQ5bfPxusk5GbO5lICvRcRq4BzgmlTm6lvAoxGxCng0rQNcQvat2VVkN+v92fzvsh2lCeCCiDgTGAIulnQOWVmzm1KMR8jKnkFV+TPgptTOFoZrgW1V645xazo/Ioaq7ifm43WTczJms4qINyPiL2l5lOxAPkhWvmpDarYBuCwtrwHujMxTQK+kE+Z5t+0opFjtS6tt6SeAC8jKm8HhMZ6O/QPAhan8mTUxSScCnwZ+mdaFY7xY+Hjd5JyMWd3SpYoPAZuA4yPiTcgSNmAgNatVPmsQa2rp8tUWYCfwCPAPYE9ElFKT6jgeVP4MmC5/Zs3tZuAbwHQhwD4c41YUwMOSnk3lBMHH66ZXTzkkMyR1Aw8CX42IvbOcJNdTPsuaTLr/35CkXuAhYHWtZunRMV5gJF0K7IyIZyV9fHpzjaaO8cJ3bkTskDQAPCLpr7O0dZybhEfGbE6S2sgSsbsj4jdp81vTw9npcWfa7lJXC1hE7AH+SDY/sDeVN4OD43ik8mfWvM4FPiPpNeBessuTN+MYt5yI2JEed5KdWJ2Nj9dNz8mYzSrNE7kd2BYRP676VXUJrPXAb6u2fyF9S+cc4O3p4XFrTpL604gYkpYAnyCbG/g4WXkzODzGtcqfWZOKiOsj4sSIOIWsQspjEbEOx7ilSOqS1DO9DFwEvIiP103Pd+C3WUn6KPAksJV35pp8m2ze2P3Au4HXgc9GxO6UvN0CXAyMAVdFxOZ533Grm6QzyCb15slO0O6PiBslrSQbRVkOPAdcGRETkjqAu8jmD+4G1kbE9sbsvR2tdJny6xFxqWPcWlI8H0qrBeCeiPihpD58vG5qTsbMzMzMGsiXKc3MzMwayMmYmZmZWQM5GTMzMzNrICdjZmZmZg3kZMzMzMysgXwHfjNrSZLKZLdkKZDdN219RIw1dq/MzA7nkTEza1XjETEUEacDk8CXG71DZma1OBkzs8XgSeA0AElXSnpa0hZJv0hF0vOSfi3pRUlbJV2X2g5JekrSC5IeknRcQ1+FmbUkJ2Nm1tJSbcVLgK2SVgNXkBVTHgLKwDpgCBiMiNMj4oPAHenpdwLfjIgzyC553jDvL8DMWp6TMTNrVUskbQE2k5WAuR24EPgw8Ez63YXASmA7sFLSTyVdDOyVtAzojYgnUn8bgPPm+0WYWevzBH4za1XjafRrRqrFtyEirj+0saQzgU8B1wCfA66bl700s0XPI2Nmtpg8ClwuaQBA0nJJJ0taAeQi4kHgu8BZEfE2MCLpY+m5nweeqNmrmdn/wCNjZrZoRMTLkr4DPCwpB0yRjYSNA3ekbQDTI2frgZ9L6iS7lHnVfO+zmbU+RUSj98HMzMxs0fJlSjMzM7MGcjJmZmZm1kBOxszMzMwayMmYmZmZWQM5GTMzMzNrICdjZmZmZg3kZMzMzMysgf4L2RXNsZnvn9UAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 720x576 with 1 Axes>"
       ]
@@ -670,9 +783,18 @@
     "# plt.show()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Distribuição normal convergente com o aumento do tamanho da amostra\n",
+    "\n",
+    "Utilizando os mesmos valoes para a média (342.73) e o desvio padrão (45.78), vamos variar o tamanho da amostra em 10, 100, 1000, 10000 e 100000 observações, para observar o comportamento da distribuição sendo normalizado, seguido do gráfico da função densidade acumulada."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 152,
+   "execution_count": 103,
    "metadata": {
     "scrolled": false
    },
@@ -686,9 +808,9 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x19c6bc0efd0>"
+       "<Figure size 504x792 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -703,9 +825,9 @@
     },
     {
      "data": {
-      "image/png": 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htxjoaWbdzawxfsDJlCr7TAG+k7g/CpjtnHOJ7aMTozW7Az2BRc65j4EtZlYxfG0wsOYIj0Ukcw4dghdegMsugxYtQleTmwYMgE8+gc2bQ1ciEVBn2CXOwd0BzMSPmJzgnFttZg+a2eWJ3R4D2pnZRuBuEl2SzrnVwAR8kM0AbnfOlSVe8wPgWTN7B+gH/EfqDkskzd54w/9He911oSvJXf36+eV/Fi8OXYlEQFJL/DjnpgPTq2y7v9L9/cDVNbz234F/r2b7cqCwPsWKZI3x46FVK61wENJRR0Hv3n76sFGj/Dk8kRrop0Okvvbvh4kT4cor/XyNEs6AAbBrF2zcGLoSyXIKO5H6mjHDz94xenToSuS00/ySSurKlDoo7ETq67nnoH17GDw4dCXSpAn07QtLl/qVzEVqoLATqY89e+CVV+Dqq/3gCAmvsNB/LuvWha5EspjCTqQ+pkzxi7RqFGb26N3bX++orkyphcJOpD7Gj4eCAjjnnNCVSIVGjfxlCMuWQWlp6GokSynsRJK1Y4cfnHLttRrmnm0GDPCjZFevDl2JZCn9xooka+JE33JQF2b2OflkP5NNUVHoSiRLKexEkjV+PPToAf01jWvWadAAzjgDVqyAAwdCVyNZSGEnkoyPP4Y5c3yrzqpbzEOCKyyEgwfhnXdCVyJZSGOnJfeMG1f/18ye7devy8s7vNdL+vXoAUcf7UdlDhgQuhrJMmrZiSSjqMiPwuzcOXQlUpO8PN+VuXq1vzxEpBKFnUhddu6E997z/5FKduvf3y+/tGpV6EokyyjsROqybJn/qrDLfscf71ejqPjMRBIUdiJ1WbIEunSBjh1DVyJ1ycvzF5ivWqWuTPkKhZ1IbXbt8l2YutwgOvr395cfvPZa6EokiyjsRGqzbBk4py7MKDnxRL+w68SJoSuRLKKwE6nN0qXQqZO/STQ0aOCX/ZkyxV93J4LCTqRmn30G776rLswoOv103wU9d27oSiRLKOxEaqIuzOjq1QuaN1dXpvyNwk6kJkuW+BGYupA8eho1gksvhUmTtIK5AAo7kep9/jls2OBbdZoLM5quugq2b4e//CV0JZIFFHYi1anowtT5uugaOhSaNIGXXgpdiWQBhZ1IdZYuhQ4d/HyYEk0tW8K3vuXP2zkXuhoJTGEnUtWePbB+vW/VqQsz2q66CrZs8edfJacp7ESqWr7cL+ejUZjRd9ll/ro7dWXmPIWdSFVLl0L79tC1a+hK5Ei1bQsXXODDTl2ZOU1hJ1LZ3r2wdq26MOPkqqv85ACrV4euRAJS2IlUtmKF78LUKMz4GDnS/+GiC8xzmsJOpLLly6FNG+jWLXQlkirHHANnnQWTJ4euRAJS2IlUOHgQ1qzxkwirCzNeRo70105++GHoSiQQhZ1IhTVroLTUL/4p8TJypP/68sth65BgFHYiFVasgGbN/HpoEi89e/rJodWVmbMUdiLgB6W88w6ceqq/LkviZ+RIePNN2LEjdCUSgMJOBOC99/zMKX37hq5E0mXECL8CwrRpoSuRABR2IuBHYTZsCL17h65E0qWw0C/XpPN2OUlhJ+KcP1930kn+nJ3EU16eb93NmAH79oWuRjJMYSeydSuUlGgUZi4YOdLPkvPGG6ErkQxT2ImsWOG/nnZa2Dok/c4/H1q10qjMHKSwE1m+HLp3h6OPDl2JpFvjxnDppTBlih+sIjlDYSe5bedO+OADjcLMJSNG+G7r+fNDVyIZpLCT3FbRhanzdblj6FBo1EijMnOMwk5y24oV0KGDnyxYckOrVjB4MEyapDXucojCTnLXvn2wfr1v1Wni59wycqSfSGDNmtCVSIYo7CR3rVrlBynofF3uufxy/1WjMnOGwk5y1/Ll0LIlHH986Eok0zp1gkGDFHY5RGEnuenQId+yO+00P7OG5J6RI6GoCIqLQ1ciGaDfcslN774L+/frQvJcVrHG3ZQpYeuQjEgq7MxsiJmtN7ONZnZvNc83MbPnE88vNLNulZ67L7F9vZldUuV1DcxsmZlNPdIDEamXlSv9xM8nnxy6Egnl5JP9fKjqyswJdYadmTUAHgaGAr2A68ysV5XdxgA7nXM9gF8CP028thcwGugNDAEeSbxfhX8A1h7pQYjU28qVfpHWpk1DVyIhjRwJc+bArl2hK5E0S6ZlNxDY6Jzb5Jw7CIwHRlTZZwTwZOL+i8BgM7PE9vHOuQPOufeBjYn3w8wKgEuBPxz5YYjUw7ZtsH27X6hVctvIkf787fTpoSuRNEsm7LoAWyo9Lk5sq3Yf59whYDfQro7X/i/wT0B5bd/czMaaWZGZFZWUlCRRrkgdVq70XxV2MnCgn1BAXZmxl0zYVXe1bdVpB2rap9rtZjYc2O6cW1LXN3fOjXPOFTrnCvPz8+uuVqQuK1f6oef6eZK8PH/N3auvwoEDoauRNEom7IqBrpUeFwBba9rHzBoCrYEdtbz2HOByM9uM7xa90MyeOYz6Rern88/9SMw+fUJXItli5EjYswdmzw5diaRRMmG3GOhpZt3NrDF+wEnVsbpTgO8k7o8CZjvnXGL76MRoze5AT2CRc+4+51yBc65b4v1mO+duSMHxiNRu1iw/a4ouOZAKF14ILVqoKzPm6gy7xDm4O4CZ+JGTE5xzq83sQTNLzLnDY0A7M9sI3A3cm3jtamACsAaYAdzunNMiUhLO1KnQrBmccELoSiRbNGkCw4b5VRDKax1CIBFmLkKzfhcWFrqioqLQZUhUlZdD585QUABjx4auRtKtPp/xc8/Bt78Nf/kLnHVW+mqSlDOzJc65wrr20wwqkjuWLvWXHagLU6oaOtRPMqCuzNhS2EnumDrVL+XTu3foSiTbHH00XHCBFnSNMYWd5I5p0/xM9y1bhq5EstHIkX59w3XrQlciaaCwk9zw8cd+hvtLLw1diWQrrXEXawo7yQ0V00ENHx62DsleBQUwYIDCLqYahi5AJCOmTYMuXfyq5IsWha5GMmHcuPq/pnNnf97uZz/z5/FqoxG9kaKWncTfwYP+YvJhw/wAFZGa9Ovnv65YEbYOSTmFncTfn//spwlTF6bUpVMn6NBBYRdDCjuJv6lT/SwZgweHrkSynZnv6l63DvbtC12NpJDCTuJv2jQ4/3xo3jx0JRIF/fr5+VNXrQpdiaSQwk7ibcMGv8qBujAlWccf76/FVFdmrCjsJN6mTfNfdX2dJCsvz3dlrlwJpaWhq5EUUdhJvE2bBqecAt27h65EoqRvX9i/3/cMSCwo7CS+PvsM3npLXZhSfyef7Ac1qSszNhR2El+zZvluKHVhSn01buwnDF+xQmvcxYTCTuJr2jRo3RrOPjt0JRJFffvCrl3wwQehK5EUUNhJPJWX+/kwhwyBRo1CVyNRdOqpfrDK8uWhK5EUUNhJPC1Z4hdqVRemHK7mzeHEE3XeLiYUdhJP06b52TCGDAldiURZ377w0Uf+DyeJNIWdxNPUqXDWWZCfH7oSibKKiaHVlRl5CjuJn61bfTemLjmQI9W2LRx7rLoyY0BhJ/GjhVollfr1g02bYPfu0JXIEVDYSfxMner/Gu/TJ3QlEgf9+oFz8M47oSuRI6Cwk3jZv99fTD58uBZqldTo3Bnat9d5u4hT2Em8zJ0LX3yhLkxJncpr3O3fH7oaOUwKO4mXqVPhqKPgggtCVyJx0q8fHDrkV0KQSFLYSXw458PuoougadPQ1Uic9OgBrVr5Ub4SSQo7iY/Vq/08hurClFTLy4MzzvCrl6srM5IUdhIfU6f6r8OGha1D4qmw0K+ioVGZkaSwk/iYOhX694cuXUJXInF0/PFw9NFQVBS6EjkMCjuJh08+gfnz1YUp6VPRlbl6NezbF7oaqSeFncTDjBl+WR+FnaRTYaEflalr7iJHYSfxMHUqdOzo//IWSZfu3f18mRqVGTkKO4m+0lLfsrv0Ut/VJJIuZv4PqjVrYMeO0NVIPeh/Bom+efP8JL3qwpRMGDAAysrgxRdDVyL1oLCT6Js6FRo39heTi6TbscfCMcfAs8+GrkTqQWEn0ffKK3D++dCyZehKJBeYwcCB8NZb8OGHoauRJCnsJNrWrYMNG9SFKZk1cKD/+txzYeuQpCnsJNpeftl/HTkybB2SW/Lz4ayz1JUZIQo7ibZJk/zouK5dQ1ciueb66/0qCFoJIRIUdhJdW7fCwoVwxRWhK5FcdM010KCBWncRobCT6JoyxX9VF6aEkJ8PQ4b4sCsrC12N1EFhJ9E1aZJfZ6xXr9CVSK666SYoLobZs0NXInVQ2Ek07drl/4O54go/FFwkhMsvhzZt4I9/DF2J1EFhJ9H06qt+Ql51YUpITZvCt7/texl27QpdjdRCYSfRNGmSn/h50KDQlUiuu+UWv3r5+PGhK5FaKOwker74AqZPhxEj/Gg4kZD694dTT1VXZpZT2En0vPoq7N3rh36LhGbmW3eLFvmFXSUrJRV2ZjbEzNab2UYzu7ea55uY2fOJ5xeaWbdKz92X2L7ezC5JbOtqZnPMbK2ZrTazf0jVAUkOeOEFaN8ezjsvdCUi3g03QMOGat1lsTrDzswaAA8DQ4FewHVmVnWs9xhgp3OuB/BL4KeJ1/YCRgO9gSHAI4n3OwTc45w7BTgTuL2a9xT5un37/CoHV17p/3MRyQb5+b5b/Ykn4MCB0NVINZJp2Q0ENjrnNjnnDgLjgRFV9hkBPJm4/yIw2MwssX28c+6Ac+59YCMw0Dn3kXNuKYBz7nNgLdDlyA9HYk9dmJKtvvc9+PRTrXOXpZIJuy7AlkqPi/l6MP1tH+fcIWA30C6Z1ya6PE8HFiZftuSsCRPUhSnZ6cIL/SQHv/td6EqkGsmEXXVX7Lok96n1tWbWAngJ+KFz7rNqv7nZWDMrMrOikpKSJMqV2FIXpmSzvDzfunv7bVi1KnQ1UkUyYVcMVJ5SvgDYWtM+ZtYQaA3sqO21ZtYIH3TPOucm1vTNnXPjnHOFzrnC/Pz8JMqV2FIXpmS7m2+GJk3UustCyYTdYqCnmXU3s8b4ASdTquwzBfhO4v4oYLZzziW2j06M1uwO9AQWJc7nPQasdc79IhUHIjlg/Hh1YUp2a9fO/zH21FOwZ0/oaqSSOsMucQ7uDmAmfiDJBOfcajN70MwuT+z2GNDOzDYCdwP3Jl67GpgArAFmALc758qAc4AbgQvNbHniNizFxyZxsnu3X+Vg9Gh1YUp2+9734PPP4U9/Cl2JVGK+ARYNhYWFrqioKHQZEsJjj8F3v+vXrxs48Mjea9y41NQkuW3s2Oq3O+cXFD5wwJ+700TlaWVmS5xzhXXtpxlUJBqeeQZ69oQBA0JXIlI7M7jrLlizBl57LXQ1kqCwk+z34Ycwdy7ceKP+SpZouPZa6NQJfqEhCdlCYSfZr+Lcx/XXh61DJFmNG8Ptt/uWnebLzAoKO8luzsHTT8M558Dxx4euRiR5t90GzZrB//5v6EoEhZ1ku+XL/bmPG24IXYlI/bRvDzfd5P9Y2749dDU5T2En2e3xx/1FurqQXKLorrvg4EH41a9CV5LzFHaSvb74wv9VPGoUtG0buhqR+jvpJP/z+9BDsHNn6GpymsJOstcLL/iLyWu6nkkkCn78Y3+R+W9+E7qSnKawk+w1bpz/y/jcc0NXInL4+vaFyy7zA1U+/zx0NTlLYSfZadUq+MtffKtO19ZJ1P34x7BjhyaIDkhhJ9lp3Dh/rdJNN4WuROTIDRoEF18MP/+5PxctGaewk+yzb58fmHLVVX74tkgcPPAAbNsGv/516EpyksJOss/TT8OuXf6iXJG4OOccGD4c/uu/fJemZJTWSpHsUl4O998Pxx4L69bB+vWhKxKp3uGsntG/P0ybBtdd53suaqNRyCmllp1kl2nTfFfPxRdrYIrET5cu/vzdnDm67i7DFHaSXX7+c2jTxq8HJhJHl13m53x95ZXQleQUhZ1kjyVL4M03YfBgaNAgdDUi6dG+PZx3nr+05sMPQ1eTMxR2kj1+/nNo2RK+8Y3QlYik1/Dh0KIFPPecP08taaewk+zw7rswYYI/Kd+sWehqRNLrqKPgyith0yZYuDB0NTlBYSfZ4Sc/8asb/OM/hq5EJDPOPBO6d4eJE/21pZJWCjsJb9Xhi/02AAAgAElEQVQq351z553QsWPoakQyIy8PRo/282VOmRK6mthT2El4Dzzgz9WpVSe5pls3P1hlzhx4773Q1cSawk7CWrLEd+PcfbfWrJPcdMUV/mf/ySf9Qq+SFgo7Ccc5uO8+/4t+112hqxEJo2lTuPFGP5mCrr1LG4WdhDNxIsya5acHa9UqdDUi4Zxyir/kZtYsP0JTUk5hJ2Hs2QM//KFf2PL220NXIxLeqFG+l+Oxx7QMUBoo7CSMf/1XKC6GRx6BhpqPXIRmzWDMGL8iwtNP+25+SRmFnWTemjXwi1/ALbfA2WeHrkYke5xwAowcCUuXwu9/H7qaWFHYSWYdPAg33+wvNfjpT0NXI5J9Lr4YevXy3fxLloSuJjYUdpJZ998PixfDo49Cfn7oakSyT16e7/Xo2BFGjICPPgpdUSwo7CRz3ngDfvYzuPXWuheuFMllrVr5WVV27fKBp+nEjpjCTjKjpMRfS3TSSfDLX4auRiT79e0Lzzzje0L+7u+0OsIRUthJ+u3b5/863bHDz4HZvHnoikSiYeRI+M//hPHj/Tk8jdA8bBrzLelVVgbXXw8LFsCLL0K/fqErEomWH/0Itm/3PSJHHw0PPhi6okhS2En6OOenAZs0CX71K79+l4jUj5lf2Hj3bn99qiZNPywKO0mP8nLf7fLQQ36S5zvvDF2RSHSZwbhxfuahf/onf2rgn//Zb5ekKOwk9Q4ehO98x59nuOcePwJTRI5Mgwbw7LN+4ugHHvAtvf/5HwVekhR2klrbtsG3vw2zZ/uQU3eLSOo0bAh//CO0bu1nIfrkE9/ia9IkdGVZT2EnqTNtmr8Y9vPP4YknfOtORFIrL8+fA8/P95M0vPuuX0HkmGNCV5bVFHZxM25c5r/n7t3+Ati334aCAvj+9+HAgTC1iOQCM3/O7pRT4KabYMAAeOklGDgwdGVZS2Enh++LL+D11/0aXIcO+Tn9RoyARo1CVyaSG0aN+nLy6HPOgX/7N3/qIE+XUFelsJP6KS/3i0u+/TYUFUFpKZxxhv9l69AhdHUiuef002H5crjtNrj3XnjtNb8mXrduoSvLKgo7qV1pKXz8MXz4IaxbB2vX+nNyTZvCWWfBN78JXbuGrlIkt7VpA88/D0OG+Mt8evWCf/kXf/mPeloAhV08lJX5uSc/+siHUWnp12/l5V+dasi5Lx87558/cAD274e9e/15uF27/Givijn5Wrb05wh69/YzoTRtmvljFZHqmfk5NC++GO64w1+P99RTflT0kCE5f4mCwi4q9u71Las1a2D1ah9qxcU+4LZv94F3pBo29EOYjzrKD23u2tV3UXbp4m/HHKNzASLZrmtXePllmDzZX+c6bBicdx78x3/k9GLJCrtstGuXPx+2aJGf8XzFCti8+cuWWKNGcOKJcOyxvoXVqdOXt/nz/fNVb3l5X/3LruK+mb/l5fmwE5F4GDnSB924cX6asXPO8bd//Ee47LKc+8NV/7uFduCAP7m8aNGXtw0bvnz+xBP9cOJbbvHdh716+dFXNfXDf/JJZuoWkezXuLHv0rz5Znj8cX8h+siRcNxx/v+Um2/293OAuQgtGVFYWOiKiopCl3H4nPMXgC5aBAsX+tvy5f6cGvhuwkGDfLgNGACFhf7Ec33o2jaReBg7NvXveeiQvwD90Uf9YsrgB5pdcYUPwR49Uv8908zMljjnCuvcL5mwM7MhwK+ABsAfnHP/VeX5JsBTwBnAp8C1zrnNiefuA8YAZcCdzrmZybxndSIVdnv2+HNrK1fCqlX+67JlsHOnf755cx9mFeE2aJA/L3akJ5EVdiLxkI6wq+yDD+Dpp334LVvmt3XrBhde6M/xDRzoe5ayvLszZWFnZg2ADcDFQDGwGLjOObem0j7fB05zzn3PzEYDVzjnrjWzXsBzwECgM/A6cGLiZbW+Z3WyKuwOHvRdhlu2wPvvf/X23nv+a4WjjoI+ffzKwxXh1quXn9g11RR2IvGQ7rCrbPNmmDrVz2k7d+6Xf5S3bAmnnQY9e/pWX8+eX95v2TJz9dUi2bBL5pzdQGCjc25T4o3HAyOAysE0AvhJ4v6LwG/MzBLbxzvnDgDvm9nGxPuRxHum3tat/nzYoUO+67Cmr3v3+pbZnj3+mrI9e/xQ/JISP/KxpMQPIqkqPx+6d//yHNupp/pb9+5Z/9eRiOSwbt38ub077vCXGq1Z4wfHLV7se6hmzvTz3VbWvLn/Py8/H9q391/btvXbmzf3f+RXfG3SxA+Aq3orLPT7ZEAyYdcF2FLpcTEwqKZ9nHOHzGw30C6xfUGV13ZJ3K/rPVNv4kT4wQ+S379xY2jRwv8F07KlnyGkf3//teJDLijwYdatW8Y+NBGRtMnL8z1Rffr4P9or7Nnje63efRc2bvzyD/+SEr/ayapVvkW4d+9Xr+mtzcqV/vtkQDJhV91JpKpHUtM+NW2vrplT7b+OmY0FKtrze8xsfQ11tgdSOxTx4EHYscPfwkr9sWUPHVs06djS7bbb0vGu2XFsFU49NRXvktRw0mTCrhioPB9UAbC1hn2Kzawh0BrYUcdr63pPAJxz44A6T0SZWVEy/bZRpGOLJh1bNOnY4imZE0mLgZ5m1t3MGgOjgSlV9pkCVCxeNgqY7fzIlynAaDNrYmbdgZ7AoiTfU0REJCXqbNklzsHdAczEXybwuHNutZk9CBQ556YAjwFPJwag7MCHF4n9JuAHnhwCbnfOlQFU956pPzwREZGIXVReGzMbm+jyjB0dWzTp2KJJxxZPsQk7ERGRmujiLxERib1IhJ2ZPW5m281sVaVtPzGzv5rZ8sRtWKXn7jOzjWa23swuCVN1csysq5nNMbO1ZrbazP4hsb2tmc0ys3cTX9sktpuZ/TpxfO+YWf+wR1CzWo4t8p+dmTU1s0VmtiJxbP+S2N7dzBYmPrfnEwOwSAzSej5xbAvNrFvI+mtTy7E9YWbvV/rc+iW2R+ZnsoKZNTCzZWY2NfE48p9bhWqOLTaf2xFxzmX9Dfgm0B9YVWnbT4D/U82+vYAVQBOgO/Ae0CD0MdRybJ2A/on7LfHTqPUCfgbcm9h+L/DTxP1hwKv4axjPBBaGPobDOLbIf3aJf/8WifuNgIWJz2MCMDqx/XfA3yfufx/4XeL+aOD50MdwGMf2BDCqmv0j8zNZqea7gT8BUxOPI/+51XJssfncjuQWiZadc+4t/CjPZPxtijLn3PtA5SnKso5z7iPn3NLE/c+BtfhZZkYATyZ2exIYmbg/AnjKeQuAo82sU4bLTkotx1aTyHx2iX//PYmHjRI3B1yInzIPvv65VXyeLwKDzbJz6ehajq0mkfmZBDCzAuBS4A+Jx0YMPjf4+rHVIVKf25GKRNjV4o5E8/vxim4+qp/erLb/YLNGoovkdPxf0h2dcx+BDw2gQ2K3SB5flWODGHx2ie6i5cB2YBa+JbrLOXcosUvl+r8ypR5QMaVeVqp6bM65is/t3xOf2y/Nr3YCEfvcgP8F/gkoTzxuR0w+N75+bBXi8LkdkSiH3W+BE4B+wEfAzxPbk5neLOuYWQvgJeCHzrnPatu1mm1ZfXzVHFssPjvnXJlzrh9+BqCBwCnV7Zb4GuljM7M+wH3AycAAoC3wo8TukTk2MxsObHfOLam8uZpdI/e51XBsEIPPLRUiG3bOuW2JX8hy4FG+7O5KZnqzrGJmjfBh8KxzbmJi87aKLoXE1+2J7ZE6vuqOLU6fHYBzbhcwF3/e42jzU+bBV+v/27HZV6fUy2qVjm1IolvaOb+KyR+J5ud2DnC5mW0GxuO7L/+XeHxuXzs2M3smJp/bEYts2FXpW74CqBipWdMUZVkp0f//GLDWOfeLSk9VnoLtO8DLlbbflBhJdSawu6K7M9vUdGxx+OzMLN/Mjk7cbwZchD8nOQc/ZR58/XOrbkq9rFPDsa2r9MeX4c9pVf7cIvEz6Zy7zzlX4Jzrhh9wMts5dz0x+NxqOLYb4vC5pUIyE0EHZ2bPAecD7c2sGHgAOD8xhNYBm4HboPYpyrLUOcCNwMrEORKA/wv8FzDBzMYAHwJXJ56bjh9FtRH4AriF7FXTsV0Xg8+uE/Ck+cWN84AJzrmpZrYGGG9m/wYsw4c91DClXpaq6dhmm1k+vvtrOfC9xP5R+pmsyY+I/udWk2dj/LklTTOoiIhI7EW2G1NERCRZCjsREYk9hZ2IiMSewk5ERGJPYSciIrEXiUsPRHKBmZUBK/G/l2uB7zjnvghblUg8qGUnkj32Oef6Oef6AAf58nooETlCCjuR7PRnoAeAmd1gfn255Wb2+8QkzQ0S65StMrOVZnZXYt9+ZrYgMenvpEqTbIvkNIWdSJZJzME4FD/zzCnAtcA5iYmZy4Dr8ZNod3HO9XHOnYqf8xDgKeBHzrnT8F2iD2T8AESykMJOJHs0S0yrVoSfIu4xYDBwBrA48dxg4HhgE3C8mT1kZkOAz8ysNXC0c+7NxPs9iV/4WCTnaYCKSPbYl2i9/U1i8t4nnXP3Vd3ZzPoClwC3A9cAd2WkSpEIUstOJLu9AYwysw4AZtbWzI4zs/ZAnnPuJeCfgf7Oud3ATjM7N/HaG4E3q31XkRyjlp1IFnPOrTGz/we8ZmZ5QCm+JbcP+GNiG/gFOsEvR/M7MzsK39UZ65nsRZKlVQ9ERCT21I0pIiKxp7ATEZHYU9iJiEjsKexERCT2FHYiIhJ7CjsREYk9hZ2IiMSewk5ERGJPYSciIrGnsBMRkdhT2ImISOwp7EREJPYUdiIiEnsKOxERiT2FnYiIxJ7CTkREYk9hJyIisaewExGR2FPYiYhI7CnsREQk9hR2IiISewo7ERGJPYWdiIjEnsJORERir2HoAuqjffv2rlu3bqHLEBGRLLFkyZJPnHP5de0XqbDr1q0bRUVFocsQEZEsYWYfJLOfujFFRCT2FHYiIhJ7CjsREYk9hZ2IiMSewk5ERGJPYSciIrGnsBMRkdhT2ImISOylJezM7HEz225mq2p43szs12a20czeMbP+6ahDREQE0teyewIYUsvzQ4GeidtY4LdpqkNERCQ904U5594ys2617DICeMo554AFZna0mXVyzn2UjnpERHJKeTns3Ak7dsCePbB3r/9acav8+OBBKC2t+Xbo0Jf3y8rAOf89nDu8W+XXvvACnHBCRv5JQs2N2QXYUulxcWLb18LOzMbiW38ce+yxGSlORKRO48al9/3Hjv36trIyKC6GLVu+eisuhpIS+OQTf9u50wdeXcygcWNo1KjmW8OGX95v0MC/xuzL15tBXt6X95O5Vby2YeYiKFTYWTXbXHU7OufGAeMACgsLq91HRCRWyspgxQpYswbWrvW3detgwwbfEqusdWsoKICOHaFvX2jfHtq181/btIGWLaFFC39r3vyr95s1+zJ8Yi5U2BUDXSs9LgC2BqpFRCSsnTth0yZ4/31/++AD320IvtV0wglw8skwbBj06AHHHgtdu/pby5Zha4+IUGE3BbjDzMYDg4DdOl8nIjnj4EFYvx5WroRVq+DTT/32hg19kH3zm/Dd70KfPtCzJzRpErbeGEhL2JnZc8D5QHszKwYeABoBOOd+B0wHhgEbgS+AW9JRh4hI1ti1C5Yt8+G2fr1vuTVp4ltsF10Exx/vuyMrzmONHh223phJ12jM6+p43gG3p+N7i4hkjQMHYMkSWLjQB5xz0KEDnHsunHqqb7U1ahS6ypwQqZXKRUQiYetWePNNWLAA9u/3g0WGDYOBA+GYY0JXl5MUdiIiqeCcHy05cyasXu27I884w59/O+GEnBn1mK0UdiIST+m+Dq6Cc/7SgClT/EjKli1hxAgfci1aZKYGqZPCTkTkcL3/Pkyc6Ft0bdvC9dfDWWfpPFwWUtiJiNTX7t0+5BYsgFat4Npr/aAThVzWUtiJiCSrvBzmzIGXX/aznAwZAkOHQtOmoSuTOijsRESSsXUrPPWU77rs08e35jp0CF2VJElhJyJSm/JyeOMNmDzZXwQ+ZgwMGKDRlRGjsBMRqcnu3fDEE35C5n79/ACUVq1CVyWHQWEnIlKd9evh0Uf9ReHXX+8HoKg1F1kKOxGRypyD11/3oy07dIC774bOnUNXJUdIYSciUqG01A9CWbQITj8dbr5ZIy1jQmEnIgKwZw/89rewcaOfAWXoUHVbxojCTkSkpAR+/WvYscOvIzdgQOiKJMUUdiKS24qL4Ve/8heJ33WXXwlcYkdhJyK5a9MmeOghaNzYD0Tp1Cl0RZImCjsRyU0bNsBvfuOvm/vhD/2acxJbCjsRyT3vvutbdO3a+a7L1q1DVyRplhe6ABGRjNq40QddmzYKuhyisBOR3LF5sw+61q39OToFXc5Q2IlIbvj4Yx90zZv7oDv66NAVSQYp7EQk/nbu9JcXmME//IPvwpScogEqIpJ548Zl7nt98YW/YPyLL+Cee6Bjx8x9b8kaatmJSHyVlcHvfw/btsH3vw/HHhu6IglEYSci8eQcPPssrFsHN94IJ50UuiIJSGEnIvE0cybMmweXXgpnnRW6GglMYSci8fPOOzB5sp/Q+bLLQlcjWUBhJyLx8vHH8Nhj0LUr3HSTlukRQGEnInHyxRfwyCPQqBH8/d/7CZ5FUNiJSFw4B0884demu+02aNs2dEWSRRR2IhIPb7wBK1bAqFHQs2foaiTLKOxEJPrefx8mToR+/eDCC0NXI1lIYSci0bZ3Lzz6qJ/rUgNSpAYKOxGJLufgqaf83Je33uoneRaphsJORKJrzhxYvhyuvBK6dw9djWQxhZ2IRNPmzfDii3DaaXDRRaGrkSynsBOR6Nm3z5+na90abr5Z5+mkTgo7EYmeCRPg00/hu9/VeTpJisJORKJlxQr4y19gyBA44YTQ1UhEKOxEJDr27IFnnoGCAhg+PHQ1EiEKOxGJBufgT3/y19Xdcgs0bBi6IokQhZ2IRENRESxZ4pfsKSgIXY1EjMJORLLfrl2+Vde9O3zrW6GrkQhKS9iZ2RAzW29mG83s3mqeP9bM5pjZMjN7x8yGpaMOEYkB5+Dpp6G01HdfNmgQuiKJoJSHnZk1AB4GhgK9gOvMrFeV3f4fMME5dzowGngk1XWISEzMmwerVvlZUjp2DF2NRFQ6WnYDgY3OuU3OuYPAeGBElX0c0CpxvzWwNQ11iEjU7doFL7wAJ54I558fuhqJsHSEXRdgS6XHxYltlf0EuMHMioHpwA9qejMzG2tmRWZWVFJSkupaRSSbPf88lJXBjTdCnoYYyOFLx09PdfP2uCqPrwOecM4VAMOAp82s2lqcc+Occ4XOucL8/PwUlyoiWWvFCli6FC69FDp0CF2NRFw6wq4Y6FrpcQFf76YcA0wAcM7NB5oC7dNQi4hE0f798Nxz0LmzRl9KSqQj7BYDPc2su5k1xg9AmVJlnw+BwQBmdgo+7NRHKSLeyy/783U33qjRl5ISKQ8759wh4A5gJrAWP+pytZk9aGaXJ3a7B7jVzFYAzwE3O+eqdnWKSC56/32/Tt1558Hxx4euRmIiLfPtOOem4weeVN52f6X7a4Bz0vG9RSTCysr83JetW8PIkaGrkRjR8CYRyR6vvw7FxTB6NDRrFroaiRGFnYhkh08+gVdegX794PTTQ1cjMaOwE5HsMGGCv5Zu9OjQlUgMKexEJLxVq/x1dZdeCm3ahK5GYkhhJyJhlZb6mVI6doTBg0NXIzGlsBORsN54A7Zvh2uv1YKskjYKOxEJZ+dOmD7dD0rp3Tt0NRJj+jNKRL5u3LjMfJ+XXoLycrj66sx8P8lZatmJSBgbNsDixXDJJdBeU+NKeinsRCTzyspg/Hho186HnUiaKexEJPPefBP++lcYNQoaNw5djeQAhZ2IZNaePX6mlFNO0UwpkjEKOxHJrGnTYN8+uOYasOrWehZJPYWdiGTOtm0wdy6ce65fmFUkQxR2IpI5L70EjRrBZZeFrkRyjMJORDJjwwY//+WQIdCqVehqJMco7EQk/crL4YUX/CTPF10UuhrJQQo7EUm/RYvgww/hiit0qYEEobATkfQ6eBAmTYLjjoMBA0JXIzlKYSci6TVrFuza5ee/zNN/ORKGfvJEJH1274aZM/3F4z17hq5GcpjCTkTS55VX4NAhuPLK0JVIjlPYiUh6fPwxzJsH3/wmdOgQuhrJcQo7EUmPl1/2F5APGxa6EhGFnYikwebNsHSpv6ZOF5BLFlDYiUjqTZoELVrAxReHrkQEUNiJSKqtWQPr1vnuy2bNQlcjAijsRCSVyst9q65dOz8wRSRLKOxEJHWWLPHTgl1+uR+cIpIlFHYikhplZTBlil+nbuDA0NWIfIXCTkRS4+23Yft2P9mzpgWTLKOfSBE5cgcOwNSp0KMHnHpq6GpEvkZhJyJHbu5c+Owz36ozC12NyNco7ETkyOzb5yd77tPHt+xEspDCTkSOzBtvwN69fgSmSJZS2InI4du7169X16+fX5xVJEsp7ETk8M2a5QenqFUnWU5hJyKH57PPYPZsKCyELl1CVyNSK4WdiByemTPh4EEYPjx0JSJ1UtiJSP3t3AlvvglnngnHHBO6GpE6KexEpP5efdVPD6ZWnUSEwk5E6ueTT/zUYN/4BrRvH7oakaSkJezMbIiZrTezjWZ2bw37XGNma8xstZn9KR11iEgaTJ/uZ0kZNix0JSJJa5jqNzSzBsDDwMVAMbDYzKY459ZU2qcncB9wjnNup5l1SHUdIpIGn3wC8+fDeedBmzahqxFJWjpadgOBjc65Tc65g8B4YESVfW4FHnbO7QRwzm1PQx0ikmqvvupXNLjkktCViNRLOsKuC7Cl0uPixLbKTgRONLN5ZrbAzIbU9GZmNtbMisysqKSkJA3likhSPv3Ut+q+8Q216iRy0hF21U157qo8bgj0BM4HrgP+YGZHV/dmzrlxzrlC51xhfn5+SgsVkXqYMcN/VatOIigdYVcMdK30uADYWs0+LzvnSp1z7wPr8eEnItloxw6YNw/OOQfatg1djUi9pSPsFgM9zay7mTUGRgNTquwzGbgAwMza47s1N6WhFhFJhZkzwTkYUuMZB5GslvKwc84dAu4AZgJrgQnOudVm9qCZVcwWOxP41MzWAHOAf3TOfZrqWkQkBXbu9NfVnX02tGsXuhqRw5LySw8AnHPTgelVtt1f6b4D7k7cRCSbvfYalJfD0KGhKxE5bJpBRURqtns3/PnPfg5MzZYiEaawE5GavfaanwNTrTqJOIWdiFTvs8/8ygYDB0IHTXIk0aawE5HqzZoFhw5pDkyJBYWdiHzd55/D3LkwYAB07Bi6GpEjprATka97/XUoLVWrTmJDYSciX/XppzBnDpxxBnTqFLoakZRIy3V2IpJm48al770nT4YDB+DSS9P3PUQyTC07EfnS3r2+Vde/P3TuHLoakZRR2InIl2bPhv371aqT2FHYiYj3xRfwxhvQrx8UFISuRiSlFHYi4s2ZA/v2qVUnsaSwExEfcq+/Dn37wrHHhq5GJOUUdiLiW3VffKHr6iS2FHYiuW7/ft+q69MHunULXY1IWijsRHLd3Ln+koPhw0NXIpI2CjuRXHbggJ/wuVcv6N49dDUiaaOwE8llb70Fe/aoVSexp7ATyVUHD8LMmXDKKXDCCaGrEUkrhZ1IrnrrLb+Uj66rkxygsBPJRRWtupNOgp49Q1cjknYKO5Fc9Pbb8NlnatVJzlDYieSa0lLfquvZ07fsRHKAwk4k18ybB7t2qVUnOUVhJ5JLSkthxgw/+vLkk0NXI5IxCjuRXDJ/Puzc6a+rMwtdjUjGKOxEcsWhQ/Dqq36mlFNOCV2NSEYp7ERyxYIFsGOHP1enVp3kGIWdSC4oK/OtuuOO86sbiOQYhZ1ILli4ED75RK06yVkKO5G4q2jVde0Kp50WuhqRIBR2InG3eDFs364RmJLTFHYicVZeDtOnQ0GBWnWS0xR2InFWVATbtvlzdXn6dZfcpZ9+kbiqaNV17gz9+oWuRiQohZ1IXC1dCh99pFadCAo7kXgqL4dp06BTJ+jfP3Q1IsEp7ETiaNky2LoVhg1Tq04EhZ1I/JSXw9Sp0LEjFBaGrkYkKyjsROKmolU3fLhadSIJ+k0QiZOKc3Vq1Yl8hcJOJE6WL4e//lWtOpEq9NsgEhc6VydSo7SEnZkNMbP1ZrbRzO6tZb9RZubMTL+ZIkdKrTqRGqX8N8LMGgAPA0OBXsB1Ztarmv1aAncCC1Ndg0jOUatOpFbp+PNvILDRObfJOXcQGA+MqGa/fwV+BuxPQw0iuaWiVafZUkSqlY7fii7AlkqPixPb/sbMTge6Ouem1vVmZjbWzIrMrKikpCS1lYrEQeURmAMGhK5GJCulI+yqWzDL/e1Jszzgl8A9ybyZc26cc67QOVeYn5+fohJFYmT5ciguVqtOpBbp+M0oBrpWelwAbK30uCXQB5hrZpuBM4EpGqQichjUqhNJSjrCbjHQ08y6m1ljYDQwpeJJ59xu51x751w351w3YAFwuXOuKA21iMSbWnUiSUn5b4dz7hBwBzATWAtMcM6tNrMHzezyVH8/kZylVp1I0hqm402dc9OB6VW23V/DvuenowaR2FuxwrfqbrlFrTqROug3RCSKKl9Xp1adSJ0UdiJRVNGqGzYMGjQIXY1I1lPYiURNWRlMmaJWnUg9KOxEombCBL9e3WWXqVUnkiSFnUiUHDoEDzwAXbrAGWeErkYkMtIyGlMk540bl573nTcP3n0X/v7vNQJTpB702yISFaWl/rq6bt2gb9/Q1YhEisJOJCrmzYNPP4URI8Cqm4JWRGqisBOJgoMHYfp06NEDTjkldDUikaOwE4mCN9+E3bvVqhM5TAo7kWy3fz/MmOFbdCeeGLoakUhS2Ilku9mzYc8e36oTkcOisBPJZnv3wqxZfvRl9+6hqxGJLIWdSDabMQP27YPLtTqWyGfO6NcAAA6gSURBVJFQ2Ilkq507Yc4cGDQICgpCVyMSaQo7kWz1yivgnJ8DU0SOiMJOJBtt3Qp/+Qucdx60bx+6GpHIU9iJZKPJk6FJE79enYgcMYWdSLZ57z2/OOsll0CLFqGrEYkFhZ1INnEOJk6EVq1g8ODQ1YjEhsJOJJusXAkbN8Lw4b4bU0RSQmEnki3Ky2HSJOjQAb7xjdDViMSKwk4kWyxY4EdhjhwJDRqErkYkVhR2ItngwAF4+WW/MGv//qGrEYkdhZ1INnjtNdi1C66+Wkv4iKSBwk4ktJ07YeZMOOMMvziriKScwk4ktMmT/SUHV14ZuhKR2FLYiYS0ebMfmHLRRZoWTCSNFHYioTgHEyb4C8iHDAldjUisKexEQlmyxE8NNmIENGsWuhqRWFPYiYRQWuqnBSsogLPPDl2NSOwp7ERCeP11+PRTuOYayNOvoUi66bdMJNN274ZXX4W+feGkk0JXI5ITFHYimfbSS1BWBlddFboSkZyhsBPJpA0bYOFC+Na3oGPH0NWI5AyFnUimlJXBn/4E7drB0KGhqxHJKQo7kUx5/XX46CO49lpo3Dh0NSI5RWEnkgk7dsC0aX5QSt++oasRyTkKO5FMeOEFvzjrNdeErkQkJynsRNJt9WpYuhSGDdP8lyKBKOxE0qm0FMaP9yMvL744dDUiOUthJ5JOr70G27fD6NHQqFHoakRylsJOJF0+/himT/eLsvbqFboakZyWlrAzsyFmtt7MNprZvdU8f7eZrTGzd8zsDTM7Lh11iARTXg5PPglNmvhLDUQkqJSHnZk1AB4GhgK9gOvMrOqftcuAQufcacCLwM9SXYdIUHPmwKZNfvRl69ahqxHJeelo2Q0ENjrnNjnnDgLjgRGVd3DOzXHOfZF4uAAoSEMdImFs2gSTJ0OfPjBoUOhqRIT0hF0XYEulx8WJbTUZA7xa05NmNtbMisysqKSkJEUliqSJc3DrrX7ZnuuvB7PQFYkI6Qm76n67XbU7mt0AFAL/XdObOefGOecKnXOF+fn5KSpRJE3+8AeYPduvaNC2behqRCShYRresxjoWulxAbC16k5mdhHwY+A859yBNNQhklnFxXDPPXDBBXDuuaGrEZFK0tGyWwz0NLPuZtYYGA1MqbyDmZ0O/B643Dm3PQ01iGSWc3DbbX5lg0cfVfelSJZJedg55w4BdwAzgbXABOfcajN70MwuT+z230AL4AUzW25m/7+9e4+xojzjOP59ZFdgoaICVSwiF0lQa6TaIgQ1phdFW0sbbaBWJRWV2gJeYrw02lqtidaoWK9QpYpSLrGaotLUG9V4AaSCVlBkC0qxCMouK7KysPD0j3dO9rB7zu6BPYc5M/v7JJMzM2c4+zy8Z3mYd2bed16ejxNJhsceC8/U3XILDBoUdzQi0kwpujFx9/nA/Gb7fpO1/t1S/FyRWKxeDRMnhq7LSZPijkZEctAIKiLtsWNHuOtyv/3g8cehU6e4IxKRHEpyZifSYdx8MyxcGAZ77tcv7mhEJA8VO+l4pk0rzuesWgV33AEjRkBdXfE+V0SKTt2YInujvh6mTw/z040dG3c0ItIGFTuRPeUOM2fC5s0wfjx06RJ3RCLSBhU7kT21cCEsWQJnnQUDBsQdjYgUQMVOZE988gnMmgWDB8OoUXFHIyIFUrETKVRDA0ydGmYcv/DC8LiBiCSCfltFCpG5Trd+fbhOp0GeRRJFxU6kEK+8AosWhet0Rzefi1hEyp2KnUhbqqthzpwwGesZZ8QdjYjsBRU7kdbU1obrdD176jqdSILpN1ckn+3b4YEHwuull0K3bnFHJCJ7ScVOJBf3MG3P2rXhjO6ww+KOSETaQcVOJJenn4bFi2H0aDjuuLijEZF2UrETae6NN+DZZ2HkSD04LpISKnYi2d5/P3RfDhkS5qkzizsiESkCFTuRjI8+gvvvh0MOgQkTNBGrSIqo2IkAbNgA99wD3bvD5MlQVRV3RCJSRCp2IjU1cPfdYf2yy+Cgg+KNR0SKTsVOOrbaWrjzTti6FSZNCl2YIpI6KnbScdXVwV13wZYt4YzuiCPijkhESqQi7gBEYlFbC1OmhNnGJ0+GgQPjjkhESkjFTjqeTz8NZ3SZrssjj4w7IhEpMRU76ViWL4fbb4fGRrjiCujfP+6IRGQf0DU76TgWLICTTgrrV12lQifSgajYSccwYwacfjr06QNXX62BnUU6GBU7SbedO+H662HcODj5ZHj9dejVK+6oRGQf0zU7Sa9Nm+Dcc+G55+Cii+C++2D//eOOSkRioGIn6bRoEYwZA+vXw7RpcPHFcUckIjFSN6akS2Mj3HRTmJ7HHV59VYVORHRmJymyYgWMHw8LF8J558G990KPHnFHJSJlQGd2knzbtsENN8DQobByJcyaFeakU6ETkYjO7KT8TJtW2HHusHQpPPUUbNwIw4fD2WfD558X/hki0iGo2EkyrVoFTz4Jq1eHZ+YuvxyOOiruqESkTKnYSXK4h+ty8+dDdXXopjz/fBgxQrOKi0irVOyk/G3bFh4lePll+PjjMLnqmDFh6C89NyciBVCxk/K0c2e42WTxYnjrLWhogMMPhwsugBNPhAp9dUWkcPoXQ8rHli3wwgthHMt33gnbXbrACSfAKaeEgZvN4o5SRBJIxU7i4R66JJcuhddeC12US5aEh8K7doVjjglF7thjobIy7mhFJOFU7KS03KGmBtasgQ8+CMVt2bLwumlTOKayEoYNC7MRnHZauAlFN5yISBGp2MmeyzzDtmsX1NdDXV14tq2urmmpqYHPPguzgm/b1vRnKyrCowJDhoRrcP36Qd++0LlzeH/lShU6ESk6FbuOrrERNm+G2tqm13xL5v21a0OR+/LLcObWXGUl9OwZptIZNCi89u4dlkMPVTETkX2uJMXOzEYBdwOdgIfc/dZm73cGZgAnAJuAMe7+YSliSbXGxpZnVXPnhiKUvWzb1nJf9nutqaiAqiro1i28VlXBwIFN+7p1gwMOCM+89egR1rt00Y0kIlJWil7szKwTcB/wPWAd8KaZzXP3FVmHjQdq3f1IMxsL3AaMKXYse81992XXrvzb+d7bsQO2b29aWtuur4etW5teM0uu7ezCVl/fdi4VFeGGj+wlU5C6dm1ZyJoveo5NRFKgFGd2w4Bqd18NYGazgdFAdrEbDdwYrT8B3Gtm5p6rT6yIpk6FK69su4DFrXPnpgKUOXuqqgoPU/fr13QWlb1kzq5efHH3wqY7GUVESlLsvgb8N2t7HXBivmPcvdHM6oCewGfNP8zMLgEuiTa/MLOVeX5ur1x/PpEaGsJSU5PZk57cWlJuyaTcSm3ChFJ8annkVlxHFHJQKYpdros1zU+XCjkm7HSfBrQ5hL2ZLXH3b7YdXvIot2RSbsmk3NKpFPPZrQMOz9ruC/wv3zFmVgH0AGoQEREpgVIUuzeBwWY2wMz2B8YC85odMw8YF62fA7xU8ut1IiLSYRW9GzO6BjcR+Afh0YPp7r7czG4Clrj7POBh4DEzqyac0Y0two9O82ydyi2ZlFsyKbcUMp1QiYhI2pWiG1NERKSsqNiJiEjqJaLYmdl0M9toZu9m7bvRzD42s2XRcmbWe9eZWbWZrTSz0+OJujBmdriZLTCz98xsuZldFu0/2MyeN7NV0etB0X4zsz9G+b1jZsfHm0F+reSW+LYzsy5mttjM3o5y+120f4CZLYrabU50kxZm1jnaro7e7x9n/K1pJbdHzGxNVrsNjfYn5juZYWadzGypmT0TbSe+3TJy5JaadmsXdy/7BTgFOB54N2vfjcBVOY49Gngb6AwMAP4DdIo7h1Zy6wMcH61/BfggyuEPwLXR/muB26L1M4G/E55VHA4sijuHvcgt8W0X/f13j9YrgUVRe8wFxkb7HwQujdZ/CTwYrY8F5sSdw17k9ghwTo7jE/OdzIr5SuAvwDPRduLbrZXcUtNu7VkScWbn7q9Q+HN4o4HZ7t7g7muAasIQZmXJ3de7+1vR+hbgPcIIM6OBR6PDHgV+FK2PBmZ4sBA40Mz67OOwC9JKbvkkpu2iv/8vos3KaHHg24Qh8KBlu2Xa8wngO2blOVp2K7nlk5jvJICZ9QW+DzwUbRspaDdomVsbEtVu7ZWIYteKidHp9/RMNx+5hytr7R/YshF1kXyD8D/pQ9x9PYSiAXw1OiyR+TXLDVLQdlF30TJgI/A84Ux0s7s3Rodkx7/bEHlAZoi8stQ8N3fPtNstUbvdZWH2EkhYuwFTgKuBXdF2T1LSbrTMLSMN7dYuSS52DwCDgKHAeuCOaH/BQ5GVEzPrDvwVuNzdP2/t0Bz7yjq/HLmlou3cfae7DyWMEjQMOCrXYdFronMzs68D1wFDgG8BBwPXRIcnJjcz+wGw0d3/lb07x6GJa7c8uUEK2q0YElvs3H1D9Au5C/gTTd1dhQxXVlbMrJJQDGa6+5PR7g2ZLoXodWO0P1H55cotTW0H4O6bgX8SrnscaGEIPNg9/kQOkZeV26ioW9rdvQH4M8lst5HAD83sQ2A2oftyCulotxa5mdnjKWm3dktssWvWt/xjIHOn5jxgbHQX1QBgMLB4X8dXqKj//2HgPXe/M+ut7CHVxgF/y9p/QXQn1XCgLtPdWW7y5ZaGtjOz3mZ2YLTeFfgu4ZrkAsIQeNCy3RIxRF6e3N7P+s+XEa5pZbdbIr6T7n6du/d19/6EG05ecvefkYJ2y5PbeWlot2IoyUzlxWZms4BTgV5mtg74LXBqdAutAx8CEwA8DE02lzB/XiPwK3ffGUfcBRoJnA/8O7pGAvBr4FZgrpmNB9YCP4nem0+4i6oaqAd+vm/D3SP5cvtpCtquD/CohcmK9wPmuvszZrYCmG1mvweWEoo9lGaIvFLJl9tLZtab0P21DPhFdHySvpP5XEPy2y2fmSlut4JpuDAREUm9xHZjioiIFErFTkREUk/FTkREUk/FTkREUk/FTkREUk/FTkREUk/FTkREUu//fUr9t10mIFMAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x19c6a157d30>"
+       "<Figure size 504x792 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -720,9 +842,9 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x19c68c8ab00>"
+       "<Figure size 504x792 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -737,9 +859,26 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
+      "text/plain": [
+       "<Figure size 504x792 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "n: 100000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x19c6879cc88>"
+       "<Figure size 504x792 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -747,10 +886,10 @@
     }
    ],
    "source": [
-    "for n, c in [[10,'b'],[100,'r'],[1000,'y'],[10000,'g']]:\n",
+    "for n, c in [[10,'b'],[100,'r'],[1000,'y'],[10000,'g'],[100000,'m']]:\n",
     "    print('n:',n)\n",
     "    \n",
-    "    fig, ax =plt.subplots(2,1,figsize=(7, 11))\n",
+    "    fig, ax = plt.subplots(2,1,figsize=(7, 11))\n",
     "\n",
     "    samples_normal = np.random.normal(loc = media,\n",
     "                                      scale = desvio_padrão,\n",
@@ -772,17 +911,17 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Distribuição normal padrão\n",
+    "# Distribuição normal padrão\n",
     "\n",
     "Existe uma infinidade de possibilidade para uma variável X seguir uma distribuição Normal com média $\\mu$ e desvio $\\sigma$ quaisquer:\n",
     "\n",
     "$X \\sim \\mathcal{N}(\\mu,\\,\\sigma^{2})\\,$\n",
     "\n",
-    "Uma forma mais fácil de trabalhar com uma distribuição que segue uma normal é tornando-a uma normal padrão, e fazemos isso com uma operação bastante simples, basicamente dividindo todos os valores pela média da amostra e dividindo esse resultado pelo desvio padrão da amostra.\n",
+    "Uma forma mais fácil de trabalhar com uma distribuição que segue uma normal é tornando-a uma **normal padrão**, e fazemos isso com uma operação bastante simples, basicamente dividindo todos os valores pela média da amostra e dividindo esse resultado pelo desvio padrão da amostra.\n",
     "\n",
-    "Isso faz com que a média seja centrada no zero e o desvio padrão em um e isso vai simplificar muito as contas de agora em diante.\n",
+    "Isso faz com que a média seja centrada no zero e o desvio padrão seja o valor 1, e isso vai simplificar muito as contas de agora em diante.\n",
     "\n",
-    "A escala horizontal do gráfico da distribuição normal padrão corresponde ao score-z que é uma medida de posição que indica o número de desvios padrão em que um valor se encontra a partir da média. Podemos transformar um valor x em escore-z usando a fórmula:\n",
+    "A escala horizontal do gráfico da distribuição normal padrão corresponde ao **Z-Score**, que é uma medida de posição que indica o número de desvios padrão em que um valor se encontra a partir da média. Podemos transformar um valor x em **Z-Score** subtraindo o valor meedio µ e em seguida dividindo-se pelo desvio padrão $\\sigma$.\n",
     "\n",
     "$Z \\sim \\dfrac{x - \\mu} {\\sigma^{2}\\,} $\n",
     "\n",
@@ -791,52 +930,44 @@
     "- A área acumulada é próxima de 0 para z-scores próximos a z=-3,49.\n",
     "- A área acumulada aumenta conforme os z-scores aumentam.\n",
     "- A área acumulada para z=0 é 0,5000.\n",
-    "- A área acumulada é próxima a 1 para z-scores próximos a z=3,49.\n",
-    "\n"
+    "- A área acumulada é próxima a 1 para z-scores próximos a z=3,49."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 84,
    "metadata": {},
    "outputs": [],
    "source": [
+    "# vamos trabalhar com a mesma média e o mesmo desvio padrão (samples_normal.std = 45.71075907280459)\n",
+    "media = 342.73\n",
+    "\n",
     "new_samples_normal = []\n",
     "\n",
     "samples_normal_std = samples_normal.std()\n",
     "for row in samples_normal:\n",
-    "    new_value = (row-342.73)/samples_normal_std\n",
+    "    new_value = (row-media)/samples_normal_std\n",
     "    new_samples_normal.append(new_value)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 85,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\sn3fru\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
-      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n",
-      "C:\\Users\\sn3fru\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
-      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x1dbf5fc6828>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x10e630b70>"
       ]
      },
-     "execution_count": 58,
+     "execution_count": 85,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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aslhJ0nTFp+DwvVB3IZTURZ1GUhqyWEnSdLVthclhWPH0qJNISlMWK0majjCEg7+EskaoXhV1GklpymIlSdPR8ygMdcCKp7nZsqTTslhJ0nQc+GVy+5qGy6JOIimNWawk6UyGjkL3I7DsuuT6VZJ0GhYrSTqTA7+CrFxY6vY1kp6cxUqSnszkSPJuwKYNkFccdRpJac5iJUlPpuUBSEwlLwNK0hlYrCTpdMIEHL4HqlZCWUPUaSRlAIuVJJ1O1x4YPQbLro06iaQMYbGSpNM5dE9yiYXFl0SdRFKGsFhJ0qmMdEP3nuSdgFnZUaeRlCEsVpJ0KofugSALllwddRJJGcRiJUkni01AyyaovxQKyqNOIymDWKwk6WRtWyE27hILks6axUqSThSGcPje5PIKlcujTiMpw1isJOlE/UdgsA2WPgWCIOo0kjKMxUqSTnTkN5CdBw2XR51EUgZym3ZJ89+WW6Z33NQYtG+Dhssgt2B2M0malzxjJUmPa9sK8cnk2lWSdA4sVpIEyUnrR+6DsiYob446jaQMZbGSJID+wzDYDkuvdtK6pHNmsZIkcNK6pJSwWEnS1Bi0P+ikdUkzZrGSJCetS0oRi5UkHbkfyhqdtC5pxixWkha2gVYYbIUlVzlpXdKMWawkLWwtmyArJzm/SpJmyGIlaeGKTyXnVy2+GPKKo04jaR6wWElauDp3wtQoNF8VdRJJ84TFStLC1bIJCiuh5ryok0iaJyxWkhamsT7ofhSaNkLgW6Gk1PDdRNLC1LoZCKF5Y9RJJM0jFitJC0+YSF4GrD4PiqqjTiNpHrFYSVp4ju2H0WPQfGXUSSTNMxYrSQtPyybIKYD6S6JOImmesVhJWlhiE9CxAxrWQ3Ze1GkkzTMWK0kLS8eO5IbLTVdEnUTSPGSxkrSwtG5JTlivXB51EknzkMVK0sIxPgA9e6HxcjdcljQrLFaSFo62rUAIjV4GlDQ7LFaSFo7WLVCxFEpqo04iaZ6yWElaGAbbYKjdSeuSZpXFStLC0LoFguzkMguSNEssVpLmvzCRnF9VtxbyiqNOI2kes1hJmv969sLEoJcBJc06i5Wk+a91C+QWQt2FUSeRNM/lRB1Aks7ZllvOfMzjW9g0Xg7ZvuVJml2esZI0v7mFjaQ5ZLGSNL+5hY2kOWSxkjR/uYWNpDk2rWIVBMENQRA8GgTBviAI/uI0x7wiCILdQRDsCoLgttTGlKRz4BY2kubYGWdyBkGQDXwGeDbQCmwOguD2MAx3n3DMecCHgKeEYdgXBEHdbAWWpGlzCxtJc2w6Z6w2AvvCMDwQhuEk8DXgxScd81bgM2EY9gGEYdiV2piSdJbcwkZSBKZTrBqBlhMetx7/2olWA6uDILg3CIL7gyC44VQDBUHwtiAItgRBsKW7u/vcEkvSdLiFjaQITKdYnWrGZ3jS4xzgPODpwKuBzwdBUPF73xSGnw3DcEMYhhtqaz01L2mWuIWNpIhMp1i1As0nPG4C2k9xzPfDMJwKw/Ag8CjJoiVJc88tbCRFZDrFajNwXhAEy4MgyANeBdx+0jHfA54BEARBDclLgwdSGVSSps0tbCRF5IzFKgzDGPAe4CfAHuAbYRjuCoLgY0EQ3Hj8sJ8Ax4Ig2A38AvjzMAyPzVZoSTqt+CR0PAyLL3ULG0lzblrvOmEY3gncedLXPnLC5yHw/uP/JCk6nbsgPpFcFFSS5pgrr0uaX9q2QX4ZVK+MOomkBchiJWn+mBqF7t3JJRYC394kzT3feSTNH0d3QCLuZUBJkbFYSZo/2rdBUQ2UN5/5WEmaBRYrSfPD+CD0PAaNl0FwqnWNJWn2WawkzQ9HHwRCaLgs6iSSFjCLlaT5oW0blDVC6eKok0hawCxWkjLfSA/0H/ZslaTIWawkZb72bcmPjRYrSdGyWEnKbGGYvAxYtQIKK6NOI2mBs1hJymxDR2G4w8uAktKCxUpSZmvbmlxlvX5d1EkkyWIlKYOFYXJ+Vc1qyC+JOo0kWawkZbC+QzDW5xY2ktKGxUpS5mrfBlm5sPjiqJNIEmCxkpSp4jFofxAWXQA5BVGnkSTAYiUpUx38FUwOQ4OXASWlj5yoA0jSE2y5ZXrHbf9/yTNVdWtnN48knQXPWEnKPPFJ6NgB9ZdAdm7UaSTptyxWkjJP1x6ITXgZUFLasVhJyjxt2yCvBKpXRZ1Ekp7AYiUps0yNQ9cuaFgPWdlRp5GkJ7BYScosnTsgEXNvQElpyWIlKbO0bYPCSqhcFnUSSfo9FitJmWNiGHr2Js9WBUHUaSTp91isJGWOo9shTECjlwElpSeLlaTM0b4NShZBaUPUSSTplCxWkjLDWB/0HvAyoKS0ZrGSlBnaH0x+9DKgpDRmsZKUGdq3QXkzFNdGnUSSTstiJSn9DXfBQKtnqySlPYuVpPTXvg0IoH591Ekk6UlZrCSltzBMFquqFVBYEXUaSXpSFitJ6W2wLXkp0MuAkjKAxUpSemvfBkEW1K+LOokknZHFSlL6ChPJZRZq10BecdRpJOmMLFaS0lffoeTCoA1eBpSUGSxWktJX2zbIyoXFF0WdRJKmxWIlKT0l4slNlxddCDkFUaeRpGmxWElKT8ceg8lhLwNKyigWK0npqW1b8kxV3dqok0jStFmsJKWf+BR07IDFF0N2btRpJGnaLFaS0k/XHoiNexlQUsaxWElKP+3bIK8EalZHnUSSzorFSlJ6iY1D567kSutZ2VGnkaSzYrGSlF46dkJiyr0BJWUki5Wk9NK+DQoqoHJZ1Ekk6axZrCSlj9Fe6H4kOWk98O1JUubxnUtS+tj9veTGy14GlJShcqIOIGmB2HLLmY+57/9CcR2UNc5+HkmaBZ6xkpQexvqh90DybFUQRJ1Gks6JxUpSejj6IBC6KKikjGaxkpQe2h6E8iYoqYs6iSSdM4uVpOiNdMPAEc9WScp4FitJ0Wt/MPmxYX20OSRphixWkqIVhtC2BapWQGFl1GkkaUYsVpKiNdAKw13QeEXUSSRpxixWkqLVtiW52XL9pVEnkaQZs1hJik4intwbsO5CyCuKOo0kzZjFSlJ0evbCxBA0bYg6iSSlhMVKUnTatkBuEdReEHUSSUoJi5WkaMQmoONhqF8H2W5bKml+sFhJikbHwxCf9DKgpHnFYiUpGm2bobAKKpdFnUSSUsZiJWnujQ9A997k2arAtyFJ84fvaJLmXvuDQAiNl0edRJJSymIlae61bYHyZihZFHUSSUopi5WkuTXUkdzGptFJ65LmH+9xljS32rYk51U1XnbKpzcd7J32UFcur0pVKklKCYuVpDmx6WAvhCHrDm9mrHgFj7ZPAdMvUZKUCbwUKGnOlI4eIX9qgJ7yi6OOIkmzwmIlac7UDDxMPCuXvrLzo44iSbPCYiVpTgSJGFUDu+gtXUsiKy/qOJI0KyxWkuZExfBj5CQm6KnwMqCk+WtaxSoIghuCIHg0CIJ9QRD8xZMc9/IgCMIgCLyPWtIT1PTvYDKnhMHi5VFHkaRZc8a7AoMgyAY+AzwbaAU2B0FwexiGu086rhR4H7BpNoJKymCjvVQMP0Zn1caz3sJmIhHwyHAhPZO55AUh+VkJ8rJC6vInZymsJJ276Sy3sBHYF4bhAYAgCL4GvBjYfdJxHwc+AfxZShNKyny7v0dWmJj23YAd47nc11fGw4NF7B0pJBaeuoz9d+sUL2qa4IXNEywtiacysSSdk+kUq0ag5YTHrcCVJx4QBMF6oDkMwx8EQXDaYhUEwduAtwEsWbLk7NNKykzbv8pofi2jBYuf9LChWBbfPlrD/3ZVEidgWeE4z6vr46LSUZoKJ5hMBEwmsphMBOwfLeS+3lI+uauET+4q4aLSEd6ypIP6gqnfG9eFRCXNlekUq+AUXwt/+2QQZAH/B7jpTAOFYfhZ4LMAGzZsCM9wuKT5oHsvtD5A96LrITjV2wlMJQJ+3FXJdzqqGYtn8ayafl5Wf4yqvNhph11dkixdPZM53Ntbxvc6qvng7uW8srGb59f1kXXqHyVJs2o6xaoVaD7hcRPQfsLjUuAi4JdB8k1zMXB7EAQ3hmG4JVVBJWWo7V+BIJueiktO+XTPZA6f3NfEobEC1pUN87qmLpoLpz9/qiYvxosX93Jd1SCfO7KYL7cuYlNfKe9Y1kFjgfOwJM2t6cwi3QycFwTB8iAI8oBXAbc//mQYhgNhGNaEYbgsDMNlwP2ApUoSxGPw0Ndg9XOJ5ZT83tOPDBfyoT3L6JzI5c9WtvKh81rPqlSdqCovxgdXtvKeZe20j+fzV48s5bGRgpn+F0jSWTnjGaswDGNBELwH+AmQDfxPGIa7giD4GLAlDMPbn3wESfPWllue/PnOXTDcCaWLYeyJT/2su5wvtCymLm+SPz+/LSVnl4IArqseZG3pKB/bu4S/39vMh85rfeKkUEmaRdPahDkMwzuBO0/62kdOc+zTZx5L0rzQsgnySqDuQjg8AEAYwv9rq+WOzmouLRvmj5e3U5yTSOmPrcmL8Terj/DxvUv4h8eaWLN4kI21vz+pXZJSzZXXJc2OyeHkGaumDZCVDSRL1Zdb67ijs5rn1vbxF6taU16qHledF+Mjq49QlRvjDfdU8Juu3Fn5OZJ0IouVpNnRuhXCODQlL8SFIXylrZYfdlVxQ20vb2zunPU796ryYvzN+UdoKo7ztvvKOTiUPbs/UNKCN61LgZJ0VsIweRmwvBnK6n97+e8Hx89U3dTcdbqVF1KuIjfOHy85xF/sWc4b7i7m79YcJj/r9Ku9uOaVpJnwjJWk1BtshaF2aE6erfqXXcXc0VnNc2r7eGNz55yVqsfV5sd47/J2Wsby+dzhxYSuoidpllisJKVeywOQlQMNl/H5vYV85pFinlXTz5siKFWPW1c+wsvre/h1bzl39VREE0LSvGexkpRa8Ri0bYXFF/Pdo5X83Y5Sntc4zluWdERWqh730vpjrCsb5taWOva5xpWkWWCxkpRanTthapTtxdfy51vKuLp2kk9tHEyLLWayAnjv8nYqc2N86kAD4/E0CCVpXrFYSUqtlvuZzKvkNbs3cn55jM9eM0B+Gt2MV5KT4D3Lj9I9mcfX2mujjiNpnrFYSUqdsX7C7ke5dfyp1BWG3HptP6W56TdTfE3JGM+t7ePHXZXsHfaSoKTUsVhJSpmBg1sICLkz6zq+fF0/tQXpV6oe9+rGbqrzYtx8uJ6phJcEJaWGxUpSSvSOw+CBzWwO1/CP1+bTXDw7K6qnSmF2grcu6aBtPJ/vHK2OOo6kecJiJWnGRmIBn7i7m2Y6qV55BWsr4lFHmpZ15SM8tWqA73dUc2g0P+o4kuYBi5WkGRmPw9vuK+eysXuIZeWzYvVFUUc6K29o7qQkJ85nDy8mkb5XLiVlCIuVpHM2mYB331/Otq4EL8m9n5zG9ZCTWWd+SnIS/FFTF/tHC/nVsfKo40jKcBYrSeckFk/wpw+U8bOj+Xx++d3kJiageWPUsc7JtVWDnF88ym1ttQxMOpFd0rmzWEk6a4lEyAe/tYMfthbwV5cM8ZSJu6G4FiqXRx3tnAQBvHFJJ0OxbD69uzjqOJIyWE7UASSll9s2HXnS5xNhyPe3t7H5UB/vv2CYt9QfgL0HYO2LiXzPmhlYXjTBs2r6+eL+Cl69YozzyjJjAr6k9OIZK0nTlghDvvdgslQ9fXUt7107Cofvg6xsaL4i6ngz9srGHopzQj66vZTQieySzoHFStK0JMKQ725rY8vhPp5xfh3PvmARQWISWjfD4nWQVxJ1xBkry4nzgQtHuLcrj5+050UdR1IGslhJOqNEGPLtra1sPdLHs9YcL1VBAO0PQmwcll4TdcSUee2KMc4vi/F3D5Uy7tVASWfJOVaSnlQiDPnW1la2t/Rz/do6nrlm0W+fG9p7Nzn5NewYqIDB3ghTpk5OFnzk0iFe++tKbnmsiHeuGY06kqQM4hkrSacVT4R8Y0sL21v6ec4Fi55QqioGH6V0rI2uyssyetL6qTxl0RTX10/wmUeK6B6fX/9tkmaXxUrSKT1eqna0DvDcCxfz9PPrnvD8qpZvkgiy6S6/NKKEs+vDlwwzHg/4t12ZP3dM0tzxUqCk3xNPhHx98xF2tg/yvItIsC0WAAAgAElEQVQWc915tU94Pjs2yrL2H3Ks7ELiOYURpZwdmw7+7pLmc2oDvnawknUFHSwrmvi9Y69cXjWX0SRlAIuVpCdYdvibfPpAAzv7y3h9UycvyH8ETlraqrbvQfJiw3RVXRZNyDnysvoe7j5Wzpda6/jr81rm2xVPSbPAS4GSfiueCPnMoXo29ZfxR02dvGBR3ymPq+vbymh+LcOFzXOccG6V5CT4w4Zudg0Vs2XAS4KSzsxiJQlIblPzoe/s4N7ecl7V0MULT1OqisaOUjLWTlfl5fNu0vqpXF/bT0PBBF9prSOWiDqNpHRnsZJEGIZ85PadfGNLKy+r7+El9adfOqGubyvxIIeeikvmMGF0cgJ4fVMXHRN5/Li7Muo4ktKcxUoS//TjR/jK/Ud4+1NX8If1Pac9Lis+Qc3ATnrLLySeXTCHCaO1vnyES8uG+fbRGgZj2VHHkZTGnLwuLRCn21z5N/t7uGPHUTYur2JJVRHByOnHqBnYSXZiMnkZcIH5o6YuPrh7Od9sr+HNSzqjjiMpTXnGSlrAdrUP8IMdR1lbX8aNlzYkt6k5nTCkrm8rI/mLGC5snLuQaaK5cJLra/u5q7uCljH3EZR0ahYraYE6cmyEr29uoamykFduaCbrDBPRi8fbKR7vSC6xsAAmrZ/KHzb0UJCd4MutdWc+WNKCZLGSFqCe4Qm+dP9hygtz+aOrl5GXc+a3grrebcSDXI6VXzwHCdNTWU6cl9X38NBgCQ8OFEcdR1IaslhJC8z4VJwv/+YwADdds4yS/DNPtcyOj1M9sJNj5RctqEnrp3JDbR+L8yf5YksdE/Go00hKNxYraQFJhCHf2trKsZEJXnPlEqpL8qf1fdUDD5MdTs37ldanIycLbmru5OhEPp/bWxR1HElpxmIlLSB37+1m99FBnndRPStqprmSeBiyqHcLIwX1jBQ0zG7ADLG+fIQrKwb5jz3FHBn2bVTS7/iOIC0QezuH+OnuTi5pKuealdXT/r6ykUMUTXTTUXXFgp20fipvaO4iJyvkb7aXEoZRp5GULixW0gLQ0jvK1ze3sKisgJeub3ryZRVOsqj3AaayizhWftEsJsw81Xkx/vSCEX7Rkc9P2l1+QVKSxUqa56biCd5z2zZCQl575ZJp3QH4uLzJfiqH9tJVuZ4wy/WET3bTqjHWlE/xt9tLGYl5Nk+SxUqa9z51114eah3gpeubpj1Z/XGLercA0FW1YTaiZbycLPj79UMcHcvmU7tcfkGSxUqa1zYdOMZ//nI/r9jQxEWN5Wf1vVmJKWr7H6SvbA2TuWf3vQvJ5TUxXrNijC88VsjWHs/qSQudxUqapwZGp/jTr29nWXUxf/OiC8/6+6sHHiY3PkZH1cZZSDe/fPjiYRqKEnxgSxmjsajTSIqSxUqah8Iw5MPfe5iuoQk+9cp1FE9jEdCTBmDRsc2M5C9iqGjJ7IScR0pyQ/7likEODefwTw9PcxkLSfOSxUqah76zrY0f7jjKnz57NZc2V5z195eOHqF4opPOapdYmK6raqd406pRvrS/iHs6c6OOIykiFitpnukcHOdv79jFxmVVvONpK89pjEW9DxDLLljQ+wKeiw9ePMyK0hgf3FLG4JSFVFqILFbSPBKGIX/53Z1MxBL888svITvr7H+5500NUDX4CF0V60lkeeblbBRkw79dMUjneBZ/86ALh0oLkcVKmkfu2HGUu/Z08oHnrGZ5zbnd/l/XuxWAzqorUhltwVhXFeO9a0f47pECvn5oYW9YLS1EFitpnjg2PMFHb9/Fpc0VvPnaFec0RlZ8grq+bfSVrmYy7+znZinpvWtHua5uko88WMrOPpdgkBYSi5U0T3z0jt0MjU/xyXO8BAiw9OiPyY2P0ukSCzOSHcCnrhygKj/Bu+4vZ2DS+VbSQuGfUlIGu23TEQD2HB3kjofaedbaOrYc6mPLob6zHywMWX34NkbzaxksXpbaoAtQdX7IZ64a4JW/rOQDm8v43DUD3mApLQAWKynDTcTi3P5QO4vK8nna6trTHrfyyDefdJyS0RaqB3dzsP75LrGQIpdXx/jwJcN87KFSbn60iHeuGY06kqRZ5qVAKcP9fE8XA2NT/MG6RnKyzv0lvejYA8Sy8ukpvySF6fTGVWO8oGmcT+4s5hdH86KOI2mWWaykDNYxMM69+3vYsLSSpdXnvglw7tQQVYN76K5cRyLbX/6pFATwyQ2DrKmI8b5NZewbzI46kqRZZLGSMlQiEfL97W0U5GZzw4WLZzRWXd9WAhIusTBLinLgc9cMkJ8Nb73PyezSfGaxkjLUt7a2crh3lBsuXEzR2e4FeIIgMcWi3i30l65mIq8qhQl1osaiBDdfPUDrSDbvvr+cWCLqRJJmg5PXpQzUNzLJP/5oD0urirhsaeWMxqrpf5jc+ChHq69KUTqdbNPB3t9+/uYl49x8uJ733pPDTc1dv3fslcstt1Im84yVlIE+8ZNHGByP8eJ1jWTN5A6+MKT+2P2MFNQzVLQ0dQF1Ws+oGeD5db38qKuKn/WURx1HUopZrKQM83DrAF/b3MIbrl7G4vKZbZlSPryPwsme5Nkql1iYM69r6uLSsmG+cGQxe4YKo44jKYW8FChlkDAM+egdu6guzuNPnn0eP3jo6IzGqz/2GyZzSuktvyBFCReWEy/xnY3sAP54eTt/+chS/vVAI/+45hC1+bGzGtNLhlJ68oyVlEG+v72drYf7+OBz11BWkDujsYrGOigfOURH9UbCwCUA5lpxToIPrmojHgZ8Yn8T43HPGErzgcVKyhDDEzH+4c49XNJUzssvb5rxeIuP3U88K5euystTkE7noqFgkj9Z0UbLWD7/eaieMIw6kaSZ8lKglIYe3wPwRD/Z1UHX0AQvvayJr21umdH4uVODVA/spKtqA/Hsmc3T0sxcWjbKaxu7+UpbHT/uHuN5deewz6OktOEZKykD9AxPcM++Hi5bUsGSqqIZj7e4dzMBIR3VV6YgnWbqhYt6ubx8iC+31rFvxKIrZTKLlZQBfvTwUbKzAp4zwxXWAbLjE9T1bqG3bA0TeTNbA0upEQTwrmVHqcyN8akDDQzHfGuWMpWvXinN7e8eZk/HEM9YXTvjCeuQ3L4mJzHB0ZqnpCCdUqUkJ8EfL2+jdzKXmw8730rKVBYrKY0lwpAf7jhKZVEu16yqmfF4QSLG4mP3M1C8jJHChhQkVCqtLhnntU1dbO4v5Uddnk2UMpHFSkpjWw/30TE4znMvXExu9sxfrjUDD5MXG/ZsVRp7fl0fl5cPcVtbLa1jeVHHkXSWLFZSmpqYivPT3Z0srSri4sYUbH0ShtT33MdIwWIGilfMfDzNiiCAty3toCArwX8eqifuJUEpo1ispDT1y73dDE/EeMEl9QQp2G6mcuhRCieP0V5zjdvXpLmK3DhvXtLJ/tFCbu+ojjqOpLNgsZLSUN/IJPfu62F9cwVNlTNfXiF5tupexnMr6C1z+5pMcHXVEFdXDvLNozUcGcuPOo6kabJYSWnoJ7s7CAJSsrwCQG3fVkrH2uiovhoCX/aZ4k1LOinJjvOZg/XEvCQoZQTfYaU0s72lnx2tA1y7qpbywpkvrwBw4f7PM5VdRHflupSMp7lRlhPnrUs7ODRWwHePeklQygQWKymNhGHIP/xwD8X5OTz1vJkvrwBQNbCLhp57OVp9FYms1BQ1zZ0rKoZ5StUA3+uopn3cuwSldGexktLI/+7u5IFDvVy/to783OyUjHnh/s8ymVNKV9UVKRlPc+/1TV3kZ4V84cgiFw6V0ty0NmEOguAG4NNANvD5MAz/6aTn3w+8BYgB3cCbwjA8nOKs0rw2FU/wzz96hFV1JWxYWjWt71l55JtP+nzheCfNnT+ntfapxLOdAJ2pKnLjvLqxm88fWcy9fWVcWzUYdSRJp3HGM1ZBEGQDnwGeB1wAvDoIgpNvK3oQ2BCG4SXAt4BPpDqoNN999YEjHOgZ4UPPW0N2VmqWQ2jsvod4Vh4dVW62nOmeVdPPqqIxvtRSx4h7CUppazqvzo3AvjAMD4RhOAl8DXjxiQeEYfiLMAxHjz+8H2hKbUxpfhscn+JTdz3G1SuqeeaaupSMWTDRQ9XgLjqrriCeU5iSMRWdrADesrSDwVg2X2uvjTqOpNOYTrFqBFpOeNx6/Gun82bgR6d6IgiCtwVBsCUIgi3d3d3TTynNczf/cj+9I5N8+PlrU7IYKEBDz70kghyOVl+VkvEUveVFE9xQ18dPuyvY3jutmRyS5th0itWp3uVPOX0yCILXARuAT57q+TAMPxuG4YYwDDfU1voXlwTQ3j/GF+45yEvWN3JxUwq2rgHyJ/uo6d9BV+XlxHKKUzKm0sMrGnqoyI3xl9tKiSWiTiPpZNMpVq1A8wmPm4D2kw8KguB64C+BG8MwnEhNPGn++5f/fZQQ+MBzVqdszIaeewmDLI7WXJ2yMZUeirITvKG5i139uXx5v5d4pXQznWK1GTgvCILlQRDkAa8Cbj/xgCAI1gP/TbJUdaU+pjQ/7Wwb4LsPtvGmpyxPzdY1HD9b1bedrsrLmMotS8mYSi9XVQzx1EUT/OuuYjrHnMgupZMzviLDMIwB7wF+AuwBvhGG4a4gCD4WBMGNxw/7JFACfDMIgu1BENx+muEkHReGIf9w5x4qCnN51zNWpmzcxu67IciivebalI2p9BIE8PH1w0wmAj72UEnUcSSdYFqzH8MwvBO486SvfeSEz69PcS5p3rlt05EnPH60Y5D79h/jhZfU84OHjqbkZxRMHKOmfwcd1RuZyi1NyZhKT0tL4rxnzQj/truEV3SM87TFk1FHkoQrr0uRiCdCfrSzg+riPDYun95ioNPR2P0rEkEO7TVPSdmYSl9vP3+UFSUxPvJgCePxqNNIAouVFIlth/voGprguRcuJicrNS/DwvFuqgd20ll1BbEcLw8tBPnZ8HeXDXF4JIf/fMS7P6V0YLGS5tjEVJyf7ulkaVURFzakbnJ5Y/evSGTlcbTmmpSNqfR3Td0Uf7BknJsfLeLAUGr2l5R07ixW0hz71WPdDE/EeP7F9SlbDLRovIPqwd10VF1JLCc1dxcqc/zlJUPkZ4f89YOlbtIsRcxiJc2h/tFJ7nmsh3XNFTRXpa4ANXX9klhWPkdrXGV9IaotCPngRSPc25XH7S1uti1FyWIlzaH/3d0JwHMuWJSyMUtHDlM5tJejNU8hnu2CkQvVa1aMcWnlFB9/qISBydScCZV09ixW0hxp6R1le0s/155XQ0VRXmoGDUOaO+9iMqeUjuorUzOmMlJ2AH9/2RC9E1n8yy4nsktRsVhJcyAMQ+58+Cgl+Tk87bzU7ZNZOfQopWNttNY9jURWbsrGVWa6qDLG61eN8ZX9hTzkJs1SJCxW0hy48+EODveO8uwLFpGfm5o7t4JEjObOnzGWX0N3xbqUjKnM94ELR6gtSPAXW0uZcpNmac5ZrKRZNj4V559+vIfFZQVcvrQyZeOuaP0uhZPHaKl7FgS+lJVUmhvyd5cNsWcgl/98xDtEpbnmu7E0y7543yFaesd4/sX1ZKVoeYXs2CgX7/svhoqa6StdnZIxNX88p2GSFzeP8x97itnd7yVBaS5ZrKRZdGx4gv/78308c00dq+pStxr6mkNfpmiimyOLrk/uyCud5KPrhqjIC/nzLV4SlOaSf8pIs+hTdz3G6FScDz9/DQ8c7Jv296088s3TPpc7NchF+/+b3tI1DBc1pyKm5qHK/JC/u2yQd/ymgpsfLeK9a0ejjiQtCJ6xkmbJY51D3PbAEV575RJW1ZWmbNzmzp8ThAmOLH52ysbU/HRD4yQvah7n33cX88iA291Ic8EzVtIs+Yc791CUl82fXJ+6OVDFo63UDuygreYpTOSlbiK8Ms+mg73TOu7GqgHu61rJ+zeX8d1n9JFvv5JmlWespFlw995ufvFoN+975nlUFaduMdBlHT9hMqeE9pprUzOm5r2ynDifuHyQ3f25fGJn6ub5STo1i5WUYpOxBH97xy6WVBXx+muWpmzcmoGHKRlro2XRs0hkux+cpu9ZDZO8YeUoX3isiF92pKjoSzoli5WUYrfce5D93SN89MYLyM9JzXWXrPgkzZ0/Y7iwgZ7yS1IyphaWD10yzJryGH+2uYzuce8klWaLxUpKoY6BcT79s8e4fm0dz1yTuo2WG3p+TV5siMOLn+vyCjonBdnwH1cOMDQV8IHNZSTCqBNJ85PFSkqhv79zD7FEyEdeeGHKxiwc76b+2G/orrjU5RU0I+eVxfnrS4e4uzOfLzxWGHUcaV6yWEkpct/+Hu54qJ13PX0lS6pTtJVIGLLs6A+JZ+VzZJHLK2jmXrtinBsax/nnh0t4oNuNu6VUc7kFaYZu23SEeCLkP37+GJVFuVQW5XHbpiMpGbu2fztlo0c40PAiYjnu+6Zzc/LSDK+s7eehnmW87d5S/umCg1TmxgG4cnlVFPGkecUzVlIK3Le/h66hCV54SQO52al5WeXERmjuvIvBoma6K9alZEwJoCg7wftXtjKWyOJTBxqJOd9KShmLlTRDvSOT3LWnk7WLS1lbX5aycZd03kV2fIJD9S9wwrpSbknhJG9fepRHhou4rbUu6jjSvGGxkmYgDEO+92AbWUHAjesaUzZu6cghavsf4mjN1YwV+EtPs+MpVUPcUNvLD7uquLc3ddsuSQuZxUqage9sa2Nf9zDPvXAx5YWpmQicHRtlRfsdjOdW0l771JSMKZ3OHzV1cX7xKDcfqmdHr9NupZmyWEnnqGd4go//cDdLq4rYmMJJv+v2fpqCyT4ONL6IRJZ3bWl25WTB+1e2UZYb5633ldMx5q8FaSZ8BUnn6GN37GZ0Is5L1jeSlaI5UHXHNnP+4dvoqNrIUPGylIwpnUlFbpz/b1Urw7GAt9xbzmgs6kRS5rJYSefg5490cvtD7bz7GauoKytIyZg5sVGuevivGSpaQsuiZ6ZkTGm6lhRO8O8bB9nVn+PK7NIMeEFdOku9I5P8f99+mPMXlfLOp6/kW1tbUzLuukf/jeKxdn561RcpH9qXkjGls1Ey0cFrmyb5SmsdH7h3mFc19pz2WNe8kk7NYiWdhTAM+fB3HqZ/dJIvvnEjeTnTP+m78sg3T/tc2fABVh/5Okerr7JUKVIvrOulbSyP73bU0FgwyXXVg1FHkjKKlwKls/DtbW38eFcHH3jO+VzQkJo1q3JiI6xs+z5jeTW01D0jJWNK5yoI4C1LOrigZJSbDy/m0WH3FJTOhsVKmqaW3lE+evsuNi6v4q3XrUjNoGHIirbvkxMfZV/zSwm9C1BpIHmnYCs1eTH+ZX8jXRP+/1KaLouVNA3xRMj7v7EdgH/9w0vJzkrNXYCLj22icngfRxY9h9GCxSkZU0qF0pwEH1zVSiwM+MS+Rkbj/rqQpsNXijQN//XLfWw+1Mff3nghzVWp2Qy5eKyd5q676C09n86qDSkZU0qlxoJJ/nRFG23j+Xz6QANx7xSUzshiJZ3BPY/18G8/3cuLLm3gpZelZtua7PgEq1q/zVROCQcabnQvQKWtS8pGefOSDrYPlvCFI4sJLVfSk/KuQOlJtPeP8b6vPcjK2hL+6aUXE6SiAIUhy9tvJ3+yn93L30A8x8nBSm/X1w7QM5nLdztqqM6b4mX1x6KOJKUti5V0GpOxBO/6f9uYmIrzX6+7nOL81LxcGnruoXpwD4cXXc9w0ZKUjCnNtlc29NAzmcs32mupyZviyuVRJ5LSk8VKOoXbNh3h9ofa2N7Sz6s3LuGBg708cLB3xuNWDO2lqesX9JRfTEf11SlIKs2NIIB3LD1K31QO/32onqub+7lu0VTUsaS04xwr6RS2Henj/gO9XLuqhosby1MyZsFED6tav8NIQT0HGl7ovCplnJws+MDKNhoLJ3jHb8rZ0evf5tLJLFbSSe7b18N3t7WxoqaY516YmiUQcqcGWX3k6ySCXB5b8grXq1LGKspO8KFVrVTmhdx0TwX7BrOjjiSlFYuVdIJHO4Z4+1e2Ul2Sx2uvXJqS9aqyElNc++AHyJ/s47HmlzOZm5ozYFJUqvJifPm6frICeP2vKzg66q8S6XG+GqTjOgfHeeMtD1CYm81N1yyjMC8Ff4mHCa7a8VfUH7ufg40vYqh46czHlNLA8tI4t17bz+BUwB/9uoK+CS9tS2CxkgAYnohx0y2bGRib4pY3XkFFUV5Kxl3/6L+x7OidbF/9x/RUXJqSMaV0cVFljM9eM8CRkWxuuqeCwSnLleTMQy14IxMx3nTrZvZ2DvE/N13BhQ3lPNQyMO3vX3nkm6f8+uKe37C086d0VG1kIic1GzZL6eaauik+c9UA7/xNOTf9uoIvXddPSa6riGrh8oyVFrSRiRhvvHUzWw718qlXruNpq2tTMm5N/0Ms7fwpx8rWcnjxc7wDUPPasxsm+Y8rB3moL4c33VvOaCzqRFJ0LFZasE4sVZ9+1XpedGlDSsat6d/BirbvM1C8jP2NL4HAl5nmv+c1TfCpjYNs6cnlzfdWMGa50gLlO74WpNkrVQ+xou17DBYvY++SVxNmebVdC8eLmif41ysGub87lzfdW8Gwc660APmurwXjtk1HABgan+LL9x+mrW+MV17RzNB47LfPzURN33ZWtN/OYPFy9i55FQnXqtIC9JKlE8Agf7aljNfeXcGt1/ZTme+cKy0cnrHSgtIzNMHNv9pP5+A4r7tqKZc0VaRk3NrercdL1QoetVRpgXvJ0gluvnqAPQM5vOJXlXSM+atGC4f/b9eCcfjYCDffvZ/JWIK3XLuCtfUpuFMvDGns+gUrjv6Q/pJVPLrkla6qLpGc0H7rtf20j2bx8l9UcmjYFdq1MHgpUAvC7Q+184V7DlJemMtN1yyjuiR/xmNmJabYuPOjNHX/mq6K9RxseIET1bVgbJrGpuTZwF+uGuCTB5bwkp9X8l9XD3BVrRs3a37zt4Dmtal4go//YDfv++qDNFYU8vanrUxJqcqZGuZpW97Nirbbaal9OgcbXmipkk5hZfE433lGH1X5CV53dwW3HSiIOpI0qzxjpXmre2iCd9+2jQcO9nLTNctYUVtMTtbMy0/Z8AGu2/YnlI628JuLP05Wwr/ApSezvDTOd5/Zx/s2lfHhbWU8OpDDX186TI5/i2geslhpXtp8qJf33LaNgbEp/s8rL+Ul65vO6s6/062mXjWwixXtt5MI8nhk6WssVdI0PH7Z8O0NxygNa/ni/mo2dcJ7l7dTk/e7Ba+uXF4VVUQpZSxWmlem4gn+/WeP8Zlf7KO5qohbbtrIBQ0zn6QehHGaO+6ivncTQ4VNPNb8cqZy3aZGOhtZAbyuqZulhRN8/sgiPrh7OW9d2sHVlUNRR5NSxmKljPf4maie4Qm+saWF1r4xLl9SyQsvqWd7Sz/bW/pnNH7BRA8r275HyVg7HVUbObLo2YRZ3uEknavrqgc5r2SM/zjYwKcONLK9up83NndGHUtKCYuVMl4iDNl8qJcfPdxBdlbAqzcu4eLG8pkPHIYsPraJ5q6fE8/KZW/zH9JXtnbm40picf4Uf3v+Yb7VXsP3OqrZOVTMPxaN8OyGyaijSTNisVJGO9gzwud/fZBDx0ZYVVvCyy5vorxw5utI5U/2sqLtDspGD9NXupqD9S9kKrckBYklPS4ngFc19rCufITPHV7MW++r4NkNE3x03RCNRYmo40nnxGKljBSLJ/j8PQf5Pz/dSxDAS9c3cvnSSoJgZnuTZcfHueDAF7hw/+cIg2z2N9xIT8WlMMNxJZ3empIx/vmCgzw81cSndxdz/U+qefeaEd503ihF/pZShvH/sso4v9l/jI/evotHO4d4zgWLuGxJJWUzPUt1fAX1y/d8gpKxNnrKL+LIomczlVuamtCSnlROAO84f5QXNo3zsYdK+ZddJdy6r5A/vmCUVy4fI8+lGZQhLFbKGO39Y/z9nXv44Y6jNFYUcvPrLue5Fy7iqw+0TOv7T7eEQvFoK81dv6B85CCj+bXsXvZ6hoqXpTC5pOlqKk7w2WsG2NqTwz/vLOGvHyzlc3uLeN/aEW5cMm7BUtqzWP3/7d17cFxXfcDx72+f2l2tZD1sWbYcW3acF3nbeZPEQAjQpAllCEkIDI80lA4tYYaUgTKlDDCdZlLa0qZAKO1AeCYkPNwyoU1oXoTEsWNsxyYI8vBbsqy3tM/7+PWPeyUrshTL1torKb/PzM6ee+7Ze3/ru9796dx7zzGz3lDR4ZtPvsK/P/EyviqfuGo1H71yFTXxmd2Zlyp209b9KI3DHTjRNDsXv43uxrWo2B1/xlTbmmaX+64c4LGuBHftyHDHpjq+vCPDravz3LyySCam1Q7RmElZYmVmraLjce/TO/nqYy8xkHe45qxWPv2O01jWmJ7RdjOFfbT2PE3j0G/xIkn2LFpHV+NF+NGZT3VjjKkcEXhTa5l1i8s81pXgax1pvrQty7++kOG9KwvcsrJAW8YucjeziyVWZtbJlVzu37SHrz/+EgeGSlxxykL+6upTOattBkMoqFI//AeW9Pyauvwu3EiS/c2X0dl0KV4sVbngjTEVN5pgvam1zObeGPd0pLmnI83XO9K8ubXM+1YWuHJxmYjdY2JmAUuszKzRM1Li27/eyb1P72Kw4HDBiga+ctN5XLyy6Zi3mSz30773Z5y85wHq8rsoxerY1fJWDjacj2c9VMbMOec3udxz6RA/7xjilwcXBI/OBTTFHa5oGuTypiGW1hwaC8umyTEnmqhW5zz12rVrddOmTVXZt5k9VJWNO/u5b+Me/mvbfhzP562nt9DenGF5U+aYtim+S0vvs6zc91OWdT1CVB26G85jOL2c3ro32Kjpxswjrg/PDmR5vLeerUMZFOHkdIFLG4e4qGGYa061qacqbu2Hqh1BVYjIc6q69kjtrIFH2q0AAA4XSURBVMfKVEXnYIH1W/Zz38Y9vNyTozYZ44Y1bXz4je2sWlh79BMmq1Jb2EfT4HaaBncQ93K4kSQHG86ju+F8CjWLjuO7McZUSywClzYOc2njMP1OlKf66niit55797Zw794W7tnr8LalJa5qLXFKnWdD0pnjzhIrc8Ls7s3z0PZOHtreNTZ/39rlDfz5ulVcc3Yr6cTRfRwjXomWvmdZsf/nNAz/noQ7jC9RBrKn0FN/JgO1q9GIfcSNeb1oiHtc29LPtS39dBbjPDuQZUe+gbu213LX9lpaajwubylzeUuZSxY6LErZhe+m8uxXxxw3fbkyz7zcy1Mv9vD0S7283JMDYMmCGq4+o4Uzl9TTnE3ieMpPf7P/yBtUnwXDf2Bx7zO09D7Lor6NxL0CXiTOYGYV/XWn0p89FS9ac5zfmTFmtmutcbh+cR9/1w6d+QhPHEjwxIEEj3QmeWBXcMNKW9rj/CaHNU0OZzU4nFbv2kjvZsbsI2QqYiBfpqNrmOf3DQaPvYNjiVQmEeWilU3ccvFyimWPhkxiWtuMunmaBnfQNLCN5oGtLOzfQo3TD8BgZgWvLL2OfYvWkcntsZ4pY8yUWtM+N7YXubG9iKewvT/Gxp44m3vjbDgYZ/2e4I8xQVlR63F6vcvqOo/2rEt7rceKWo/6hI2bZabHfo3MtKgqvbkye/sL7OnLs7e/wO6+HC8dzPFS9wi9uUN34bTW13Dm0nredf5SLlnVzNlt9cSjwXDJk147pUpNqYf63Ms0DP2OhqEOWno3kCodRAi+zAqJRoYzJ7EvcwVDmXbK8eCC1HSh05IqY8y0RQXOaXQ5p9EFCqjC/kKE7f0xHt7psKtQw3MHkzy0L4ly6IKsuphLa7LM4poyF7bGWFHrcVImeFjSZcazXySD7ys9uRJdg0U6B4t0DhToHCryzEu9DBZchooOQwUH13/1l0c6EWVhNkl7c4YL2xtZlE2yZEGKbM2hefs6uobp6BoGVZLOAM25XWRzu8jmd5HN7Q7Lu4l7+bHX5JOLKMXr6M+ewki6jZFUG25sZoOCGmPMZERgadpnabrMgnLfWH3ZF7pLcTpLCTqLCTpLCbqKCbYNZXi899Vzk2aiHi3JMouSDi0J51A56fCOU7LEbBqe1xVLrOY5z1cODpfoHCzQNVhk/2CRrsECnYPFsUTqwFDxsKQpHhVqkzHqU3HaGlLUL6mjPhWnIZ0IH3GS8SioEneHSZYHqSnvI9XfTbrUTarYTbp4gFSpm3QxWI75xbHtK0Ip0UAx0Uhv/ZkUE40Ukk3kaxbjxo5tmAVjjJlowyt9R240iUREaUuVaUuVD1tX8CJ0l+IcKMU5UE7QXYrTXYqzK1/DxoEsnh7q6YruUJamfZZnPJaN6+U6KeNxUq1HXdx6u+abaSVWIvJ24CtAFPimqv79hPVJ4F5gDdAL3KiqOysbqlFVio7PcMkhV/IYKjj05cr0jJTozZXHyn25Mr0jQbl7uIQ3IWmKRYT6VJy6VJyF2SQnL8zQXOOzMOHQFC/RGC+TlQLJMGFKOgMknAGS+QGSgwMky8Ej4QyQdAaJqHdYrL5EKceylONZyrE6RhqWUI7XUUw0Ukw0UUossDn5jDFzUirqszxdYnm6dNg6X6HPidFVChKuWKqO3bkou0eiPLQ3SX/51d1XCxI+J2U8WlMeLSmfRTU+i8LnlhqPRSmfhoTaqPJzyBETKxGJAv8GvBXYC2wUkfWq+ttxzW4F+lX1ZBG5CbgTuPF4BFxJqooqaFj2FZSwLiz7Om6dKo7r4/o+rufjuB6ur5TDZ8/zxtY7no/jKZ7n4/oejqe4nodTLuO4Lo7j4jhlXNfBcV1cx8VxHTzXwXVdvLC+VHIoOWVKZQfHKYN6xPCJ4BPDI4lDAoekOKTEZVnM4/SYRybqkol41Da5pCMuqYhHWsqktUDSzxP38sTdEeL9OWJeftLkaDxfIrjRdPhI4cbSDCXag3I0jRtL4UTTOGEi5UZT2IAxxpjXm4hAc8KlOeFCFmAQMkA4lF5+rLcrwYGwp+tAKcGOvhhPezUMOYefN4yLUp/wqUsodXGlLu5TF1eyo+WEkooqyaiSiAS9bcmokowwVheR4A/s0W/l0a/nseUp6kfrDrVTpGsICWtG1x36uhdEICJCJHw+tBzUybh1EREkAtHR8iSvlTn2WzKdHqsLgRdV9WUAEfkhcD0wPrG6Hvh8WH4AuFtERKs1rDuw5ZEfsPrJ21/9YeDVHywm1AkQmaTd6Aey6uJHbgKAC+oKfiSGX46hEgvKEsOLJPAjSbxoknxNC14kiRdJBM/RcN3YchI3GiRMfiRhiZIxxsxQOuqzIl1ixSS9XRBc29XvxOh3YgyEz/1OjBE3Qt6LknMjDGqSvTlhyBGGnAhl/wR/Nz/y5And3fhkazQpE179nj959Sn86eUrT2hcU5lOYrUU2DNueS9w0VRtVNUVkUGgCegZ30hEPgJ8JFwcEZGOYwn6OGtmQtxmzrJjOX/YsZw/7FjOL7PieN72Jbjt+O9m+XQaTSexmiwVntiFM502qOo3gG9MY59VIyKbpjMXkJn97FjOH3Ys5w87lvOLHc/DTecm0L3AsnHLbcDEYbLH2ohIDKgHju1WDGOMMcaYOWo6idVGYLWItItIArgJWD+hzXrgA2H53cD/VfP6KmOMMcaYajjiqcDwmqm/AP6HYLiF/1TVHSLyBWCTqq4H/gP4joi8SNBTddPxDPo4m9WnKs1RsWM5f9ixnD/sWM4vdjwnEOtYMsYYY4ypDBto3xhjjDGmQiyxMsYYY4ypEEusXoOI3CEiKiLN1Y7FHBsRuUtEfici20TkJyKyoNoxmaMjIm8XkQ4ReVFEPl3teMyxEZFlIvKoiLwgIjtE5PZqx2RmRkSiIvIbEfnvascym1hiNQURWUYwjc/uasdiZuRh4ExVPRv4PfCZKsdjjsK4KbXeAZwB3CwiZ1Q3KnOMXOCTqno6cDHwMTuWc97twAvVDmK2scRqav8EfIpJBjo1c4eq/q+quuHiMwTjsJm5Y2xKLVUtA6NTapk5RlU7VXVzWB4m+EFeWt2ozLESkTbgGuCb1Y5ltrHEahIich2wT1W3VjsWU1EfBh6qdhDmqEw2pZb9GM9xIrICOA/YUN1IzAz8M0Hng1/tQGab6UxpMy+JyCPA4klWfRb4a+DqExuROVavdSxV9Wdhm88SnIr43omMzczYtKbLMnOHiNQCDwKfUNWhasdjjp6IXAt0q+pzIrKu2vHMNq/bxEpVr5qsXkTOAtqBrSICwamjzSJyoap2ncAQzTRNdSxHicgHgGuBt9iMAHPOdKbUMnOEiMQJkqrvqeqPqx2POWaXAdeJyB8BNUCdiHxXVd9X5bhmBRsg9AhEZCewVlWrPnu3OXoi8nbgH4ErVfVgteMxRyece/T3wFuAfQRTbL1XVXdUNTBz1CT4S/XbQJ+qfqLa8ZjKCHus7lDVa6sdy2xh11iZ+e5uIAs8LCJbROTr1Q7ITF9448HolFovAPdbUjVnXQa8H3hz+H9xS9jjYcy8Yj1WxhhjjDEVYj1WxhhjjDEVYomVMcYYY0yFWGJljDHGGFMhllgZY4wxxlSIJVbGGGOMMRViiZUxpuJE5PMickeFtnWdiHy6Ets6in2OvMa6m0TkGRF5UETeeCLjMsbMfjbcgjGm4kTk88CIqv5DtWM5FiIyoqq1E+qiqupVKyZjzNxgPVbGmIoQkc+KSEc4d+OpYd0qEfmFiDwnIk+KyGlh/Q0isl1EtorIE2HdBhF5w7jtPSYia0TkgyJyd1i3XER+KSLbwueTpohlRES+LCKbw3YLw/rbRGRjuN8HRSQd1reLyNPhui+O2846EXlURL4PPB/W/TR8PztE5CPj2t4sIs+H7+vOyv7rGmPmCkusjDEzJiJrgJuA84B3AReEq74B/KWqrgHuAL4a1n8OeJuqngNcF9b9EHhPuL1WYImqPjdhV3cD96rq2QQTav/LFCFlgM2qej7wOPC3Yf2PVfWCcL8vALeG9V8BvqaqFwAT5wS9kGBC7zPC5Q+H72ct8HERaRKRJcCdwJuBc4ELROSdU8RmjJnHLLEyxlTC5cBPVDWvqkPAeoLJWS8FfiQiW4B7gNaw/VPAt0TkNiAa1t0P3BCW3wP8aJL9XAJ8Pyx/B5jqGicfuC8sf3dcuzPDnrPngVuA0R6yy4AfjNvueM+q6ivjlj8uIluBZwgmiF5NkEg+pqoHw2l4vgdcMUVsxph5LFbtAIwx88bECzYjwICqnntYQ9WPishFwDXAFhE5V1X3iUiviJwN3Aj82XT2KSJRYLRna72qfu41YvsW8E5V3SoiHwTWvUb8o3KjhXDC2auAS1Q1LyKPESSQMo1YjTGvA9ZjZYyphCeAPxGRlIhkgT8G8sArInIDgATOCcurVHVDmAT1EPT8QHA68FNAvao+P8l+fk1wyhGCHqdfqaqnqueGj9GkKgK8Oyy/F/hVWM4CnSISD18/6qkJ251KPdAfJlWnAReH9RuAK0WkOUz0biY4BWmMeZ2xxMoYM2Oqupng1NsW4EHgyXDVLcCt4amzHcD1Yf1doxd6EyRlW8P6BwgSnPun2NXHgQ+JyDbg/cDtU7TLAW8QkecIrnv6Qlj/NwRJ0MPA78a1vx34mIhsJEiepvILIBbu/4sEpwNR1U7gM8Cj4XvZrKo/e43tGGPmKRtuwRgz70w2XIIxxpwI1mNljDHGGFMh1mNljDHGGFMh1mNljDHGGFMhllgZY4wxxlSIJVbGGGOMMRViiZUxxhhjTIVYYmWMMcYYUyH/D/fTdcze2qflAAAAAElFTkSuQmCC\n",
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\n",
       "text/plain": [
        "<Figure size 720x576 with 1 Axes>"
       ]
@@ -859,14 +990,37 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Z-score\n",
+    "# Z-score\n",
+    "\n",
+    "<br>\n",
+    "<br>\n",
+    "\\begin{equation*}\n",
+    "Z \\sim \\dfrac{x - \\mu} {\\sigma^{2}\\,}\n",
+    "\\end{equation*}\n",
+    "<br>\n",
+    "<br>\n",
     "\n",
-    "![z-score e suas probabilidades](http://www.portalaction.com.br/sites/default/files/EstatisticaBasica/figuras/distribuicaoNormal/normal3.PNG)"
+    "![z-score e suas probabilidades](http://www.portalaction.com.br/sites/default/files/EstatisticaBasica/figuras/distribuicaoNormal/normal3.PNG)\n",
+    "\n",
+    "Na estatística, o escore padrão **z-score** é o número fracionário assinado de desvios padrão pelo qual o valor de uma observação ou ponto de dados está acima do valor médio do que está sendo observado ou medido. Valores observados acima da média têm escores padrões positivos, enquanto valores abaixo da média têm escores padrão negativos.\n",
+    "\n",
+    "É calculado subtraindo a média populacional de uma pontuação bruta individual e dividindo a diferença pelo desvio padrão da população. É uma quantidade adimensional. Esse processo de conversão é chamado de padronização ou normalização (no entanto, \"normalização\" pode se referir a muitos tipos de proporções; consulte a normalização para saber mais).\n",
+    "\n",
+    "Os escores padrão também são chamados de valores z, escores z, escores normais e variáveis padronizadas. Eles são usados com mais frequência para comparar uma observação a um desvio teórico, como um desvio normal padrão.\n",
+    "\n",
+    "A computação de um escore z requer o conhecimento da média e do desvio padrão da população completa à qual um ponto de dados pertence; se alguém tiver apenas uma amostra de observações da população, então o cálculo análogo com média da amostra e desvio padrão da amostra produz a estatística-t."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Cálculo das probabilidades p-value dos valores da distribuição normal com Scipy.Stats"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 87,
    "metadata": {},
    "outputs": [
     {
@@ -875,7 +1029,7 @@
        "0.5"
       ]
      },
-     "execution_count": 41,
+     "execution_count": 87,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -887,42 +1041,82 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 90,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0.8413447460685429"
+       "0.6826894921370859"
       ]
      },
-     "execution_count": 42,
+     "execution_count": 90,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "scipy.stats.norm(0, 1).cdf(1)"
+    "2 * (scipy.stats.norm(0, 1).cdf(1) - scipy.stats.norm(0, 1).cdf(0))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 91,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0.3413447460685429"
+       "0.9544997361036416"
       ]
      },
-     "execution_count": 44,
+     "execution_count": 91,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "2 * (scipy.stats.norm(0, 1).cdf(2) - scipy.stats.norm(0, 1).cdf(0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.9973002039367398"
+      ]
+     },
+     "execution_count": 92,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "2 * (scipy.stats.norm(0, 1).cdf(3) - scipy.stats.norm(0, 1).cdf(0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.9999366575163338"
+      ]
+     },
+     "execution_count": 93,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "scipy.stats.norm(0, 1).cdf(1)- scipy.stats.norm(0, 1).cdf(0)"
+    "2 * (scipy.stats.norm(0, 1).cdf(4) - scipy.stats.norm(0, 1).cdf(0))"
    ]
   },
   {
@@ -932,14 +1126,14 @@
     "id": "RFBq4LpH2vjk"
    },
    "source": [
-    "### Teste de Normalidade\n",
+    "## Teste de Normalidade\n",
     "\n",
     "O test shapiro-wilks é um indicador de quão bem os nossos dados se ajustam à distribuição normal."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 116,
+   "execution_count": 94,
    "metadata": {
     "colab": {
      "autoexec": {
@@ -951,17 +1145,28 @@
     "id": "h0rV4jm12vjl",
     "outputId": "d4e76aa2-0449-4789-d013-4e7c810ff748"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "poisson:  (0.9078379273414612, 0.0)\n",
+      "uniforme: (0.9078379273414612, 0.0)\n",
+      "binomial: (0.9573074579238892, 0.0)\n",
+      "normal:  (0.9999753832817078, 0.7880359888076782)\n"
+     ]
+    }
+   ],
    "source": [
-    "# resultado_poisson = stats.shapiro(samples_uniforme)\n",
-    "# resultado_uniforme = stats.shapiro(samples_uniforme)\n",
-    "# resultado_binomial = stats.shapiro(samples_binomial)\n",
-    "# resultado_normal = stats.shapiro(samples_normal)\n",
-    "\n",
-    "# print('poisson: ', resultado_poisson)\n",
-    "# print('uniforme:', resultado_uniforme)\n",
-    "# print('binomial:', resultado_binomial)\n",
-    "# print('normal: ', resultado_normal)"
+    "resultado_poisson = stats.shapiro(samples_uniforme)\n",
+    "resultado_uniforme = stats.shapiro(samples_uniforme)\n",
+    "resultado_binomial = stats.shapiro(samples_binomial)\n",
+    "resultado_normal = stats.shapiro(samples_normal)\n",
+    "\n",
+    "print('poisson: ', resultado_poisson)\n",
+    "print('uniforme:', resultado_uniforme)\n",
+    "print('binomial:', resultado_binomial)\n",
+    "print('normal: ', resultado_normal)"
    ]
   },
   {
@@ -977,39 +1182,82 @@
     "id": "MD8ZZ-vC2vjr"
    },
    "source": [
-    "### Test de Kolmogorow-Smirnov"
+    "## Teste de Kolmogorow-Smirnov\n",
+    "\n",
+    "Em estatística, o teste Kolmogorov–Smirnov (também conhecido como teste KS ou teste K–S) é um teste não paramétrico sobre a igualdade de distribuições de probabilidade contínuas e unidimensionais que pode ser usado para comparar uma amostra com uma distribuição de probabilidade de referência (teste K–S uniamostral) ou duas amostras uma com a outra (teste K–S biamostral).[1] Recebe este nome em homenagem aos matemáticos russos Andrei Kolmogorov e Nikolai Smirnov.\n",
+    "\n",
+    "A estatística de Kolmogorov–Smirnov quantifica a distância entre a função distribuição empírica da amostra e a função distribuição acumulada da distribuição de referência ou entre as funções distribuição empírica de duas amostras. A distribuição nula desta estatística é calculada sob a hipótese nula de que a amostra é retirada da distribuição de referência (no caso uniamostral) ou de que as amostras são retiradas da mesma distribuição (no caso biamostral). Em cada caso, as distribuições consideradas sob a hipótese nula são distribuições contínuas, mas não restritas.\n",
+    "\n",
+    "O teste K–S biamostral é um dos métodos não paramétricos mais úteis e difundidos para a comparação de duas amostras, já que é sensível a diferenças tanto no local, como na forma das funções distribuição acumulada empírica das duas amostras.[2]\n",
+    "\n",
+    "O teste de Kolmogorov–Smirnov pode ser modificado para servir como um teste da qualidade do ajuste. No caso especial do teste da normalidade da distribuição, as amostras são padronizadas e comparadas com uma distribuição normal padrão. Isto equivale a tornar a média e a variância da distribuição de referência iguais aos estimados da amostras, sabendo que usar isto para definir a distribuição de referência específica muda a distribuição nula da estatística. Vários estudos encontraram que, mesmo nesta forma corrigida, o teste é menos potente em avaliar a normalidade do que o teste de Shapiro–Wilk e o teste de Anderson–Darling.[3] Entretanto, estes outros testes também têm suas desvantagens. O teste de Shapiro–Wilk, por exemplo, é conhecido por não funcionar bem em amostras com muitos valores idênticos. \n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/teste_ks.png\">\n",
+    "<br>\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 114,
+   "execution_count": 95,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "KstestResult(statistic=1.0, pvalue=0.0)"
+      ]
+     },
+     "execution_count": 95,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# from scipy.stats import kstest, ks_2samp\n",
+    "from scipy.stats import kstest, ks_2samp\n",
     "\n",
-    "# #kstest(np.random.choice(samples_normal, 500, replace=False), 'norm')\n",
-    "# #stats.kstest(samples_normal,'norm', alternative = 'greater', mode='asymp')\n",
-    "# stats.kstest(samples_normal,'norm')"
+    "kstest(np.random.choice(samples_normal, 500, replace=False), 'norm')\n",
+    "stats.kstest(samples_normal,'norm', alternative = 'greater', mode='asymp')\n",
+    "stats.kstest(samples_normal,'norm')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 115,
+   "execution_count": 96,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ks_2sampResult(statistic=0.21999999999999997, pvalue=0.1546294612305996)"
+      ]
+     },
+     "execution_count": 96,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# ks_2samp(np.random.choice(samples_normal, 50, replace=False), np.random.choice(samples_normal, 50, replace=True))"
+    "ks_2samp(np.random.choice(samples_normal, 50, replace=False), np.random.choice(samples_normal, 50, replace=True))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
+    "## Mapa com a origem e relação entre os tipos de distribuição de probabilidade\n",
+    "\n",
     "<br> <br>\n",
     "![mapa_distribuicoes](http://blog.cloudera.com/wp-content/uploads/2015/12/distribution.png)\n",
     "<br> <br>"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -1035,7 +1283,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.4"
+   "version": "3.6.8"
   }
  },
  "nbformat": 4,
diff --git "a/1-analise-explorat\303\263ria-basica/05-distribui\303\247\303\265es/Exercicios.ipynb" "b/1-analise-explorat\303\263ria-basica/05-distribui\303\247\303\265es/Exercicios.ipynb"
old mode 100644
new mode 100755
index 9b704ba..442218d
--- "a/1-analise-explorat\303\263ria-basica/05-distribui\303\247\303\265es/Exercicios.ipynb"
+++ "b/1-analise-explorat\303\263ria-basica/05-distribui\303\247\303\265es/Exercicios.ipynb"
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -18,127 +18,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### (1) Três dados comuns e honestos serão lançados. A probabilidade de que o número 6 seja obtido mais de uma vez é: "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.07407407407407407"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "2/27"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Wall time: 998 µs\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\sn3fru\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
-      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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i34FrgLkdboOZmdHhPQBgCvBkZX4AmFWtIGkhsDDPPifp0Z1Y38HAL0eqcOZOPHgHtexHF9ldtgnsPtulVj+6ZLvsLtuEM3euL6+rU6nTAaAGZfGKmYhFwKJRWZnUFxG9o/FY42l36Qe4L7ui3aUf4L60q9OHgAaAaZX5qcCGDrfBzMzofACsAmZIOlzS3sA8YHmH22BmZnT4EFBEbJX018BNwARgcUQ8NIarHJVDSbuA3aUf4L7sinaXfoD70hZFROtaZma22/Evgc3MCuUAMDMrVNcHQKuhJSTtI+navHylpOmdb2U9NfpytqRBSffnv78cj3a2ImmxpE2SHmyyXJK+kvu5RtKxnW5jXTX6coKkZyrb5NOdbmMdkqZJuk3SI5IekvTRBnW6YrvU7Eu3bJdXSbpH0gO5L59pUGfs3sMiomv/SF8k/xz4fWBv4AHgqGF1Pgx8PU/PA64d73bvRF/OBr463m2t0Ze3A8cCDzZZfgrwj6TfhcwGVo53m3eiLycAN4x3O2v0YzJwbJ7eH/hZg9dXV2yXmn3plu0iYL88vRewEpg9rM6YvYd1+x5AnaEl5gJL8vR1wImSGv0gbbztNsNkRMSdwOYRqswFlkZyNzBR0uTOtK49NfrSFSJiY0Tcm6d/DTxC+mV+VVdsl5p96Qr5uX4uz+6V/4afmTNm72HdHgCNhpYY/kJ4uU5EbAWeAQ7qSOvaU6cvAO/Pu+fXSZrWYHk3qNvXbvGWvAv/j5LeON6NaSUfQngz6dNmVddtlxH6Al2yXSRNkHQ/sAlYERFNt8tov4d1ewC0HFqiZp1dQZ12/hCYHhF/BPyYbZ8Kuk23bJM67gVeFxFHA38P/MM4t2dEkvYDvgecFxHPDl/c4C677HZp0Zeu2S4R8WJEHEMaGWGmpDcNqzJm26XbA6DO0BIv15G0J3AAu+Yufcu+RMSvIuKFPPsN4LgOtW207TZDgkTEs0O78BFxI7CXpIPHuVkNSdqL9IZ5VUR8v0GVrtkurfrSTdtlSEQ8DdwOnDxs0Zi9h3V7ANQZWmI5MD9PnwbcGvnblF1My74MOx77PtKxz260HDgrn3UyG3gmIjaOd6N2hKT/MHQ8VtJM0v/Ur8a3VdvLbbwSeCQivtCkWldslzp96aLt0iNpYp7eF3gX8NNh1cbsPazTo4GOqmgytISki4C+iFhOeqF8W1I/KTXnjV+Lm6vZl49Ieh+wldSXs8etwSOQ9B3SWRgHSxoALiB9uUVEfB24kXTGST/wPHDO+LS0tRp9OQ34b5K2Ar8F5u2iHzCOBz4ErM3HmwE+BRwGXbdd6vSlW7bLZGCJ0sWy9gCWRcQNnXoP81AQZmaF6vZDQGZmtoMcAGZmhXIAmJkVygFgZlYoB4CZWaEcAONM0rn5F41mZh3lABgjkkLS5yvzH5d04bA6HwIOrAwGNe4kfUvSabtAO86W9Hvj3Y5Ok/STnbjvhZI+3kb9AyT9sDIUccPz/iXtMq/PHSFpoqQPj3c7dkUOgLHzAvBnLX5+PgG4ZCxWnn8y3pXyj2LOBsY1AHI7Oioi3trB1Z0LPJzHyzkB+Hz+FfruZiJpSGUbxgEwdraSLur834cvGPqUHRHfiogY+oSVL2Jxh6Rlkn4m6VJJZ+YLRqyVdESu1yPpe5JW5b/jc/mFkhZJuhlYqnSxiW/m+94n6R0N2iJJX5X0sKQfAYdUlh2X27Na0k1qMDSwpPcqXaTiPkk/lnRoLt+vsu41kt6fy+dI+ldJ90r67tDhL0lPSPq0pH8GPgj0AlcpXcxjX0kn5nWsVbpIyz75fpfmtq+R9L8btO9CSd+WdKukdZL+qtLvz0l6MD/mByrb4DZJVwNrGzzeSO3/TC5fK+kPcvmfaNtFSe6TtH9+bm6p1J1befznRmpfg/b8ndJFhH4MHFkpP0LSP+Vtd9dQe4YJYH9JAvYj/cp0a6P1VLbpdu2WNF3p4izfUNqTuFlpWAMkvT6/Lh7IbZmW69+VH+deSW+tPPd3aOde/4sl3S7pMUkfyU2/FDgib4PPjbDtJ0u6M9d7UNIfN3sudhtjfcGDUv+A54DXAk+QBm/6OHBhXvYt4LRq3Xx7AvA06efh+wD/BnwmL/so8KU8fTXwtjx9GGlMFIALgdXAvnn+Y8A38/QfAOuBVw1r558BK0h7I7+X138aabiDnwA9ud4HSMNTDO/nJLb9ovwvgc/n6cuG2lupdzBwJ/CaXPYJ4NN5+gngbyv1bwd68/SrSMPhviHPLwXOAw4EHq2sf2KD9l1IurjOvnn9T+Z+vr/S70PzczM5b4PfAIc3eKxW7f+bPP1h4Io8/UPg+Dy9H2n4lT2B11Yes7/Sh6HXQsP2DWvPcaSQejXptdYPfDwvuwWYkadnkcaPGd6f/YHbgI2k1+t7mr2W823DdgPTScFxTF62DPjzPL0SeF+e3jf/vZr8OgRmkIY8gNF5/f8k3/dg0tg/e+X2PVjpT7Nt/zHg73KdCcD+4/0+MtZ/XXuYoBtExLOSlgIfIY1HUseqyANwSfo5cHMuXwsMfYJ/F3CUtl0T4rWS9s/TyyNiaF1vIw2FS0T8VNL/Bd4ArKms7+3AdyLiRWCDpFtz+ZHAm4AVeT0TSG8Uw00FrlXaO9gbeLzSxpfHLImILZL+FDgK+Jf8mHsD/1p5rGubPCdHAo9HxM/y/BLS4YuvAr8DrlDae7mhyf2vz8/JbyXdRrr4ztsq/X5K0h3AfwSeBe6JiMcbPM7sFu0fGpVyNSlYAf4F+IKkq4DvR8SA0kiW/0vS24GXSOO9Hwr8ovJYzdpXHSDwj4EfRMTzAJKW59v9gLcC3628RvZp0J+TgPuBdwJHkLb1XbH90MpD1KTdkLbP0Lg8q4Hp+TU5JdJ4Ngy9LiUdAHxV0jHAi6TX5JCdff3/KNKIuS9I2lRpX1Wz53YVsDhvn3+o9Ge35QAYe18ijU3+zUrZVvLht7z7XT3u+kJl+qXK/Ets2157AG+pvNGTHwvSp9eXi2q2sdGAUAIeioi3tLjv3wNfiIjlkk4gfQobun+jazOsiIgPNnms3zQpb9iPSAPozQROJIXNX5PezLar2mB+pOdmpHaM1P6hbfUieVtFxKU5nE4B7pb0LlKQ9ADHRcT/k/QEaS9n+LrqaLTt9gCejjTG/EjOAS6N9JG3X9LjpD3Fe5rUP3OEdldfty+SPuk3eg1AOiz6FHB0buvvKst29vU/vB2N3uOavZ7uzOH2HtLga5+LiKWN6u4u/B3AGIuIzaRd4gWV4ifYNpb/XPLokm24mfRmB0D+JNXInaR/WiS9gbS7/GiDOvOUrko0mW2fsh4FeiS9Jd9/LzW+qtIBpF112DZkbaM2TgLuBo6X9Ppc9urcrkZ+TTpEAWl43OlD9yONBHlH/qR7QKTx3s8Dmj0Pc5W+DzmIdJhhVe73B3K/e0h7Qs3e+Ia00/6hfh8REWsj4jKgj/QGewCwKb+JvgN4XYO71mnfncB/VvqOZH/gvZD2PIHHJZ2e2yBJRzdYx3pSeKL03c2RwGMjdKdOu1+W2/Fvkt6b17Fv/m7gAGBjRLxE2pbtftle9/U/pPpagibPraTXkfr3DdIInMe22a6u4wDojM+TjkkO+QbwJ5LuIR2fbfaJs5mPAL1KX3w+DPzXJvW+BkyQtJZ0eOXs2HZBmSE/ANaRdrEvB+4AiHRd4tOAyyQ9QDpU0OgMlQtJhxruAn5ZKb8EmJS/THsAeEdEDJLO7vmOpDWkN9RGX05C+p7k60rD/Yr0afW7uS8vAV8n/VPfkB/rDhp84Z7dA/wor+/iiNiQ+72G9P3AraTvH37R5P7k56Sd9g85r/Ic/JZ00fWrSNuvjxTQw8d/p077Il0X91rStvkecFdl8ZnAgrzeh2h8femLgbfm5/QW4BMR8csG9YbUafdwHwL+h6SNuX0HkV6X8yXdTTr8M1avfyBdSIl02O5BSZ+j+XN7AnC/pPtI3xN8uc12dR0PB227NaXfXjwXEdudIWSdI+kM0qf+28a7LbaN9wDMbExJ+hhpb6Pjv6uwkXkPwMysUN4DMDMrlAPAzKxQDgAzs0I5AMzMCuUAMDMr1P8HsUqDxt/hTvcAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# definimos a quantidade de ensaios.\n",
-    "quantidade_ensaios = 10000\n",
-    "\n",
-    "# definimos a quantidade de lançamentos por ensaio.\n",
-    "lançamentos = 3\n",
-    "\n",
-    "# definimos a probabilidade de obter cara em cada lançamento.\n",
-    "probabilidade_sucesso = 1/6\n",
-    "\n",
-    "# binomial retorna o número de sucessos de cada vez que se realizou um ensaio de 8 lançamentos.\n",
-    "%time samples_binomial = np.random.binomial(n = lançamentos, p = probabilidade_sucesso, size = quantidade_ensaios)\n",
-    "\n",
-    "# construímos um gráfico.\n",
-    "eixo_x = 'Número de acertos por ensaio de 8 lançamentos'\n",
-    "sns.distplot(samples_binomial, axlabel = eixo_x, kde = False);"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0    5807\n",
-       "1    3468\n",
-       "2     665\n",
-       "3      60\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "pd.value_counts(samples_binomial)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.0725"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "(60+665)/10000"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### (2) Seja X uma variável aleatória que contém o número de caras saídas em 12 lançamentos de uma moeda honesta. Qual a probabilidade de sair 5 caras em 12 lançamentos, P(X=5)"
+    "### (1) Seja X uma variável aleatória que contém o número de caras saídas em 12 lançamentos de uma moeda honesta. Qual a probabilidade de sair 5 caras em 12 lançamentos, P(X=5)"
    ]
   },
   {
@@ -146,15 +26,13 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": [
-    "\n"
-   ]
+   "source": []
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### (3) Um departamento de polícia recebe em média 5 solicitações por hora.  Qual  a  probabilidade  de  receber  2 solicitações numa hora selecionada aleatoriamente? "
+    "### (2) Um departamento de polícia recebe em média 5 solicitações por hora.  Qual  a  probabilidade  de  receber  2 solicitações numa hora selecionada aleatoriamente? "
    ]
   },
   {
@@ -177,7 +55,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### (4) (Meyer,2000) Suponha que Xt, o nº de partículas emitidas em t horas por uma fonte radioativa, tenha uma distribuição de Poisson com parâmetro 20t. Qual será a probabilidade de que exatamente 5 partículas sejam emitidas durante um período de 15 min?"
+    "### (3) (Meyer,2000) Suponha que Xt, o nº de partículas emitidas em t horas por uma fonte radioativa, tenha uma distribuição de Poisson com parâmetro 20t. Qual será a probabilidade de que exatamente 5 partículas sejam emitidas durante um período de 15 min?"
    ]
   },
   {
@@ -191,7 +69,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### (5) Gere uma distribuição normal com o peso da população, utilize média=70, desvio=25 e 100 observações e Plot a Função Densidade de Probabilidade (fdp em português mas vocês acharam mais frequentemente pdf, probability density functions)."
+    "### (4) Gere uma distribuição normal com o peso da população, utilize média=70, desvio=25 e 100 observações e Plot a Função Densidade de Probabilidade (fdp em português mas vocês acharam mais frequentemente pdf, probability density functions)."
    ]
   },
   {
@@ -205,7 +83,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### (6) Normalize a distribuição anterior com z-score\n",
+    "### (5) Normalize a distribuição anterior com z-score\n",
     "\n",
     "$Z \\sim \\dfrac{x - \\mu} {\\sigma^{2}\\,} $\n"
    ]
@@ -225,7 +103,7 @@
     "\n",
     "![z-score e suas probabilidades](http://www.portalaction.com.br/sites/default/files/EstatisticaBasica/figuras/distribuicaoNormal/normal3.PNG)\n",
     "\n",
-    "### (7) Sugira um procedimento para descobrirmos qual a probabilidade de um individuo ter peso menor que 20kg (não é necessário calcular, apenas descrever).\n",
+    "### (6) Sugira um procedimento para descobrirmos qual a probabilidade de um individuo ter peso menor que 20kg (não é necessário calcular, apenas descrever).\n",
     "\n",
     "- Vamos supor que a probabilidade encontrada é p%, seria possível descobrir a probabilidade de encontrar um individuo com mais de 120kg através de p%?\n",
     "- E se quisermos saber apenas a probabilidade de um individuo ter peso entre 70 e 120?"
@@ -277,7 +155,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.5"
+   "version": "3.6.8"
   }
  },
  "nbformat": 4,
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diff --git "a/1-analise-explorat\303\263ria-basica/06-inferencia1/img/intervalo_de_confianca.png" "b/1-analise-explorat\303\263ria-basica/06-inferencia1/img/intervalo_de_confianca.png"
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diff --git "a/1-analise-explorat\303\263ria-basica/06-inferencia1/img/normal.png" "b/1-analise-explorat\303\263ria-basica/06-inferencia1/img/normal.png"
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diff --git "a/1-analise-explorat\303\263ria-basica/06-inferencia1/inferencia_1.ipynb" "b/1-analise-explorat\303\263ria-basica/06-inferencia1/inferencia_1.ipynb"
old mode 100644
new mode 100755
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--- "a/1-analise-explorat\303\263ria-basica/06-inferencia1/inferencia_1.ipynb"
+++ "b/1-analise-explorat\303\263ria-basica/06-inferencia1/inferencia_1.ipynb"
@@ -4,176 +4,336 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Inferência\n",
-    "Wikipedia: Inferência estatística é um ramo da Estatística cujo objetivo é fazer afirmações a partir de um conjunto de valores representativo (amostra) sobre um universo (população)\n",
+    "# Introdução à Inferência Estatística\n",
     "\n",
-    "Matematica é mais dedutiva e a inferência é indutiva.\n",
+    "*fonte: Wikipedia*\n",
     "\n",
-    "    Parâmetros -> População\n",
-    "    Estatisticas -> Amostra\n",
+    "Inferência estatística é um ramo da Estatística cujo objetivo é fazer afirmações a partir de um conjunto de valores representativo (amostra) sobre um universo (população), sendo que assume-se que a população é muito maior do que o conjunto de dados observados, a amostra. Tal tipo de afirmação deve sempre vir acompanhada de uma medida de precisão sobre sua veracidade. Para realizar este trabalho o estatístico coleta informações de dois tipos, experimentais (as amostras) e aquelas que obtém na literatura. As duas principais escolas de inferência são a inferência frequencista (ou clássica) e a inferência bayesiana.\n",
     "\n",
-    "- **Viés**: Viés ou erro sistemático é a distorção sistemática entre a medida de uma variável estatística e o valor real da grandeza a estimar. A introdução de um viés no cálculo estatístico pode estar ligada quer a imperfeição ou deformação da amostra (estatística) que serve de base para a estimativa, quer ao próprio método de avaliação.\n",
+    "A inferência estatística é geralmente distinta da estatística descritiva. A descrição estatística pode ser vista como a simples apresentação dos fatos, nos quais o modelo de decisões feito pelo analista tem pouca influência. É natural que análises estatísticas avancem, indo da descrição para a inferência de padrões. Essa última tarefa depende do modelo usado e/ou criado pelo analista dos dados. \n",
+    "\n",
+    "Na prática, a matematica é mais dedutiva e a inferência é indutiva.\n",
+    "\n",
+    "- Parâmetros -> População\n",
+    "- Estatisticas -> Amostra\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/estatistica.png\" width=\"450\" />\n",
+    "<br>\n",
+    "\n",
+    "### Conceitos fundamentais para a compreeensão da estatística\n",
+    "\n",
+    "- **Viés**: Viés ou erro sistemático é a distorção sistemática entre a medida de uma variável estatística e o valor real da grandeza a estimar. A introdução de um viés no cálculo estatístico pode estar ligada quer a imperfeição ou deformação da amostra (estatística) que serve de base para a estimativa, quer ao próprio método de avaliação. Estudaremos **viés** na aula de **Inferência 2**.\n",
     "\n",
     "- **Intervalos de confiança**:  Intervalo de confiança (IC) é um tipo de estimativa por intervalo de um parâmetro populacional desconhecido.\n",
     "\n",
     "- **Testes de hipóteses**: ou teste de significância é um procedimento estatístico que permite tomar uma decisão (aceitar ou rejeitar a hipótese).\n",
     "\n",
+    "Vamos então aprofundar agora os conceitos de **intervalo de confiança** e **teste de hipótese**, e deixar viés para a próxima aula."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Intervalo de Confiança\n",
+    "\n",
+    "*fonte: Wikipedia*\n",
     "\n",
-    "### Viés !!\n",
+    "Em estatística, intervalo de confiança (IC) é um tipo de estimativa por intervalo de um parâmetro populacional desconhecido. Introduzido na estatística por Jerzy Neyman em 1937, é um intervalo observado (calculado a partir de observações) que pode variar de amostra para amostra e que com dada frequência (nível de confiança) inclui o parâmetro de interesse real não observável.\n",
     "\n",
-    "Exemplo (1) Erros aleatórios e Sistematicos.\n",
+    "Como os dados observados são amostras aleatórias da população, o intervalo de confiança construído a partir dos dados também é aleatório. Entretanto, o intervalo de confiança calculado a partir de uma amostra particular não inclui necessariamente o valor real do parâmetro. Quando se tem 99% de confiança de que o valor real do parâmetro está no intervalo de confiança, significa que 99% dos intervalos de confiança observados têm o valor real do parâmetro. Tomando–se qualquer amostra particular, o parâmetro populacional desconhecido pode ou não pode estar no intervalo de confiança observado.\n",
     "\n",
-    "    Aleatórios: Eventos estocasticos.\n",
-    "    Sistematicos: Viés!\n",
-    "    \n",
+    "<br>\n",
+    "<img src=\"img/intervalo_de_confianca.png\" width=\"700\" />\n",
+    "<br>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Teste de Hipóteses\n",
+    "\n",
+    "Teste de hipóteses, teste estatístico ou teste de significância é um procedimento estatístico que permite tomar uma decisão (aceitar ou rejeitar a hipótese nula ${H_0}$ entre duas ou mais hipóteses (geralmente adota-se hipótese nula ${H_0}$ e hipótese alternativa ${H_1}$), utilizando os dados observados de um determinado experimento. Há diversos métodos para realizar o teste de hipóteses, que incluem Fisher (teste de significância), o método de Neyman–Pearson, método de Bayes, e o método t-Student.\n",
+    "\n",
+    "Por meio da teoria da probabilidade, é possível inferir sobre quantidades de interesse de uma população a partir de uma amostra observada de um experimento científico. Por exemplo, estimar pontualmente e de forma intervalar um parâmetro de interesse, testar se uma determinada teoria científica deve ser descartada, verificar se um lote de remédios deve ser devolvido por falta de qualidade, entre outros. Por meio do rigor matemático, a inferência estatística pode ser utilizada para auxiliar a tomada de decisões nas mais variadas áreas.\n",
     "\n",
+    "<br>\n",
+    "<img src=\"img/zona_aceitacao.png\" width=\"450\" />\n",
+    "<br>\n",
     "\n",
-    "Exemplo (2) Viés de Seleção. Projeto para formação de desempregados. Quando compara-se a média com as pessoas que não participaram do projeto, não se remove todos os efeitos, como a motivação, e o efeito do programa parece muito maior que a realidade. Forma correta: Teste A/B\n",
+    "Portanto, para um teste de hipóteses teremos geralmente:\n",
     "\n",
+    "- Hipótese nula ${H_0}$: é a hipótese assumida como verdadeira para a construção do teste. É a teoria, o efeito ou a alternativa que se está interessado em testar e **não rejeitar**.\n",
     "\n",
-    "### Teste de Hipóteses\n",
+    "- Hipótese alternativa ${H_1}$: é considerada quando a hipótese nula não tem evidência estatística.\n",
     "\n",
-    "Queremos testar sempre uma hipótese nula $H_0$ contra uma hipótese alternativa\n",
-    "$H_1$\n",
+    "Os testes de hipóteses são utilizados para determinar quais resultados de um estudo científico podem levar à rejeição da hipótese nula ${H_0}$ a um nível de significância pré–estabelecido. O estudo da teoria das probabilidades e a determinação da estatística de teste correta são fundamentais para a coerência de um teste de hipótese. Se as hipóteses do teste de hipóteses não forem assumidas de maneira correta, o resultado será incorreto e a informação será incoerente com a questão do estudo científico. Os tipos conceituais de erro (erro do tipo I e erro do tipo II) e os limites paramétricos ajudam a distinguir entre a hipótese nula ${H_0}$ e a hipótese alternativa ${H_1}$.\n",
     "\n",
-    "Os possíveis teste são:\n",
+    "<br>\n",
+    "<img src=\"img/erro_tabela.png\">\n",
+    "<br>\n",
     "\n",
-    "$$ H_0 : \\theta = \\theta_0$$  $$H_1 : \\theta < \\theta_0 $$ \n",
+    "Graficamente temos:\n",
     "\n",
+    "<br>\n",
+    "<br>\n",
+    "<img src=\"img/erros.png\" width=\"600\" />\n",
+    "<br>\n",
+    "<br>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Procedimentos para fazer um Teste de Hipótese com uma amostra\n",
     "\n",
-    "Na hipótese alternativa, poderiam ser também relações de diferença, menor ou \n",
-    "igual, maior e por último a relação de  maior ou  igual. \n",
+    "É apropriado para comparar a amostra com a população a partir da hipótese. As características da população são conhecidas a partir da teoria ou são calculadas a partir da população.\n",
     "\n",
-    "Procedimentos para fazer um Teste de Hipótese\n",
+    "- (1) Escolher a hipótese a ser testada\n",
+    "- (2) Dependendo do que se quer testar, escolher a estatística a ser usada na comparação dos valores na realização do teste de hipóteses\n",
     "\n",
-    "1-Escolher a hipótese a ser testada\n",
-    "2-Dependendo do que se quer testar, escolher a estatística a ser usada:\n",
+    "Vamos ver agora os tipos de teste mais comuns para **mostragem alearórias simples - uma variável**.\n",
     "\n",
-    "Por exemplo se quisermos testar a Média de uma população com média $\\mu$ e variância $\\sigma^2$ conheciada, devemos utilizar a média amostral $\\overline x$ e a transformação  $z=\\frac{\\overline x-\\mu_0}{\\sigma / \\sqrt{n}}$ tem distribuição $N(0;1)$\n",
+    "### Teste da média ou t-Student\n",
     "\n",
-    "Testar a variância, deveremos utilizar a estatística $\\chi^2 = \\frac{(n-1)s^2}{\\sigma_0}$ (lê-se ki-quadrado) que tem distribuição qui-quadrado com (n-1) graus de liberdade.\n",
+    "Por exemplo, para se testar um certo valor $\\overline x$ como média da hipótese de uma população com média $\\mu_0$ e variância $\\sigma^2$ conhecida, devemos utilizar a transformação seguinte, com $n$ observações:\n",
     "\n",
-    "Com a estatística escolhida e com o nível de significância $\\alpha$ escolhido, encontraremos o **valor crítico** e também a **Região Crítica**. \n",
+    "<br>\n",
+    "$$z=\\frac{\\overline x-\\mu_0}{\\sigma / \\sqrt{n}}$$\n",
+    "<br>\n",
     "\n",
-    "Calcular o valor observado da estatística na amostra.\n",
+    "onde:\n",
     "\n",
-    "valor observado} esta  dentro da Região Crítica. Se estiver, rejeitamos a hipótese nula $H_0$, caso contrário, não rejeitamos $H_0$.\n",
+    "- ${\\bar x}$ - valor médio da hipótese\n",
+    "- ${\\mu_0}$ - valor medio da amostra\n",
+    "- ${\\sigma}$ - desvio padrão amostral\n",
+    "- ${n}$ - tamanho da amostra\n",
     "\n",
-    "<img src=\"img/erros.png\" width=\"450\" />\n",
+    "Caso o desvio padrão da população seja desconhecido, utilizamos o desvio padrão da amostra ${s}$:\n",
     "\n",
-    "**Testes mais comuns**\n",
+    "<br>\n",
+    "$$z=\\frac{\\overline x-\\mu_0}{s / \\sqrt{n}}$$\n",
+    "<br>\n",
     "\n",
-    "- Média com variância conhecida: \n",
-    "$$z=\\frac{\\overline x-\\mu_0}{\\sigma / \\sqrt{n}} \\sim N(0;1)$$\n",
+    "Para este caso, o desvio padrão amostral ${s}$ será:\n",
     "\n",
-    "- Média com variância desconhecida: \n",
-    "$$t=\\frac{\\overline x-\\mu_0}{s / \\sqrt{n}} \\sim t(n-1)$$\n",
+    "<br>\n",
     "$$s=\\sqrt{\\frac{\\sum(x_i-\\overline x)²}{n-1}}$$\n",
+    "<br>\n",
+    "\n",
+    "Para melhor visualização do teste de hipóteses da média, a figura abaixo ilustra a média $\\mu_0$ da amostra com a grande região de não rejeição, e a média da hipótese à esquerda gerando uma segunda curva normal e as regiões de rejeição para o **erro tipo I** e o **erro tipo II** em destaque.\n",
+    "\n",
+    "<br>\n",
+    "<br>\n",
+    "<img src=\"img/Teste_T_Gráfico_bicaudal.gif\" width=\"450\" />\n",
+    "<br>\n",
+    "<br>\n",
+    "\n",
+    "### Teste da variância\n",
+    "\n",
+    "Para se testar a variância, deveremos utilizar a estatística *Ki-Quadrado*, com $(n-1)$ graus de liberdade\n",
+    "\n",
+    "<br>\n",
+    "$$\\chi^2 = \\frac{(n-1)s^2}{\\sigma_0}$$\n",
+    "<br>\n",
+    "\n",
+    "### Teste da proporção\n",
+    "\n",
+    "O teste a proporção é análogi ao teste das médias, só que para valores de proporção: \n",
+    "\n",
+    "<br>\n",
+    "$$z=\\frac{p\\prime-p_0}{\\sqrt{\\frac{p_0-(1-p_0)}{n}}}$$\n",
+    "<br>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Valor crítico e região crítica\n",
+    "\n",
+    "Com a estatística escolhida e com o nível de significância $\\alpha$ escolhido, é possível encontrar o **valor crítico** e também a **região crítica**. \n",
+    "\n",
+    "#### Nível de significância e p-value\n",
+    "\n",
+    "Para ciência, o nível de significância adotado em geral é 0.95, o que torna o valor critico para *p-value* = 0.05 (1-p).\n",
     "\n",
-    "- Proporção:\n",
-    "$$z=\\frac{p\\prime-p_0}{\\sqrt{\\frac{p_0-(1-p_0)}{n}}} \\sim N(0;1)$$\n",
+    "Como veremos nos exemplos mais adiante, para se testar um certo valor de média da hipótese nula ${\\bar x}$, com a média nominal ${\\mu_0}$, o desvio padrão ${\\sigma}$ e o tamanho da amostra ${n}$, deve-se calcular o intervalo de confiança e, caso a média da hipótese esteja dentro do intervalo de confiança, então **não rejeitamos** a hipótese nula, caso contrário, a hipótese nula deve ser **rejeitada**.\n",
     "\n",
-    "- Variância: \n",
-    "$$\\chi^2 =\\frac{(n-1)s^2}{\\sigma_0} \\sim \\chi^2 (n-1)$$\n",
+    "Segundo a figura abaixo, conseguimos visualizar a região central chamada de região de aceitação ou não rejeição, contendo 95% da área sob a curva de densidade de distribuição da variável em estudo, e a região crítica representada pelas duas bordas nas extremidades direita e esquerda, cada uma somando 2.5% da área sob a curva, totalizando os 5% remanescentes que justificam o valor crítico de *p-value* = 0.05. É interessante observar os valores críticos de **z-score** (como veremos adiante) em -1.96 (à esquerda) e 1.96 (à direita).\n",
     "\n",
+    "<br>\n",
+    "<img src=\"img/teste_hipotese.png\" width=\"450\" />\n",
+    "<br>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Teste de Hipóteses com duas amostras\n",
+    "\n",
+    "É apropriado para comparar duas amostras, tipicamente amostra experimental e amostra de controle a partir de um experimento cientificamente controlado. Também pode ser chamado de **teste para comparação de 2 médias**.\n",
+    "\n",
+    "### Teste pareado\n",
     "\n",
-    "**Teste para comparação de 2 Médias**\n",
+    "É apropriado para comparar duas amostras quando é impossível controlar variáveis importantes. Em vez de comparar dois conjuntos, os componentes são pareados entre amostras. Então, a diferença entre os componentes se torna a amostra. Tipicamente a média das diferenças é comparada a 0. O cenário comum de exemplo para quando o teste pareado é apropriado é quando um único conjunto de sujeitos de teste tem algo aplicado a eles e o teste destina-se a verificar um efeito.\n",
     "\n",
-    "- Dados Emparelhados\n",
+    "Calculamos as diferenças dos valores das amostras e calculamos $\\overline x$ e $s$ das diferenças e usamos a estatística:\n",
+    "<br><br>\n",
+    "$$t=\\frac{\\overline x- \\mu_0}{s / \\sqrt{n}} \\sim t(n-1)$$\n",
+    "<br>\n",
     "\n",
-    "      Calculamos as diferenças dos valores das amostras e calculamos \n",
-    "$\\overline x$ e $s$ das diferenças e usamos a estatística\n",
-    "     \n",
-    "$$t=\\frac{\\overline x-\\mu_0}{s / \\sqrt{n}} \\sim t(n-1)$$\n",
+    "Onde $s$ é o desvio padrão amostral:\n",
+    "\n",
+    "<br>\n",
     "$$s=\\sqrt{\\frac{\\sum(x_i-\\overline x)²}{n-1}}$$\n",
+    "<br>\n",
+    "\n",
+    "### Duas amostras independentes\n",
     "\n",
-    "    \\item \\textbf{Duas Amostras Independentes}: \\ \\ \n",
-    "       \\item As variâncias são conheciadas e $\\mu_1-\\mu_2=\\triangle$:\n",
+    "#### Médias e variâncias conhecidas:\n",
     "\n",
+    "Teste de hipóteses para duas amostras independentes, com médias conhecidas $\\overline x_1$ e $\\overline x_2$, e variâncias conhecidas $\\sigma_1²$ e $\\sigma_2²$, sendo a diferença entra suas médias dada por $\\mu_1-\\mu_2=\\triangle$:\n",
+    "\n",
+    "<br>\n",
     "$$z=\\frac{(\\overline x_1-\\overline x_2)- \\triangle} {\\sqrt{\\frac{\\sigma_1²}{n_1}+\\frac{\\sigma_2²}{n_2}}} \\sim N(0;1)$$\n",
+    "<br>\n",
+    "\n",
+    "#### Médias conhecidas e variâncias desconhecidas porém iguais:\n",
     "\n",
-    "- As variâncias são desconheciadas e $\\mu_1-\\mu_2=\\triangle$:\n",
+    "Caso as variâncias sejam desconhecidas porém iguais, utilizamos o desvio padrão amostral $s$, com $\\mu_1-\\mu_2=\\triangle$:\n",
     "\n",
+    "<br>\n",
     "$$t=\\frac{(\\overline x_1-\\overline x_2)-\n",
     "           \\triangle}\n",
     "         {s_p\\sqrt{\\frac{1}{n_1}+\\frac{1}{n_2}}} \\sim t(n_1+n_2-2)$$\n",
+    "<br>\n",
     "\n",
-    "- Variâncias desconhecidas e diferentes:\n",
+    "#### Médias conhecidas, variâncias desconhecidas e diferentes:\n",
+    "\n",
+    "Caso as variâncias sejam desconhecidas porém iguais, utilizamos os desvios padrão amostrais $s_1$ e $s_2$, com $\\mu_1-\\mu_2=\\triangle$:\n",
+    "\n",
+    "<br>\n",
     "$$t=\\frac{(\\overline x_1-\\overline x_2)- \\triangle} {\\sqrt{\\frac{s_1²}{n_1}+\\frac{s_2²}{n_2}}} \\sim t(\\phi)$$\n",
+    "<br>\n",
     "\n",
-    "Teste para a comparação de duas Variâncias}\n",
+    "#### Teste para a comparação de duas Variâncias (Teste F):\n",
     "\n",
-    "A estatística a ser usada será:\n",
+    "É comumente usado para decidir se agrupamentos de dados por categorias são significativos. A hipótese nula é que duas variâncias são as mesmas, então o agrupamento proposto não é significativo. A estatística a ser usada será:\n",
+    "\n",
+    "<br>\n",
     "$$F=\\frac{s_1²}{s_2²}$$\n",
+    "<br>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Teste para Várias Médias - ANOVA (Analysis of Variance)\n",
     "\n",
-    "Teste para Várias Médias - ANOVA\n",
-    "$k$ populaçãoes com médias $\\mu_i$ desconhecidas.\n",
+    "Análise de variância é a técnica estatística que permite avaliar afirmações sobre as médias de populações. A análise visa, fundamentalmente, verificar se existe uma diferença significativa entre as médias e se os fatores exercem influência em alguma variável dependente, com $k$ populaçõess com médias $\\mu_i$ desconhecidas.\n",
     "\n",
-    "Queremos testar se as $k$ médias são iguais, para isto vamos utilizara tabela\n",
-    "ANOVA - Analysis of Variance. \n",
+    "Os pressupostos básicos da análise de variância são:\n",
     "\n",
-    "Variação dos dados:\n",
+    "- As amostras são aleatórias e independentes\n",
+    "- As populações têm distribuição normal (o teste é paramétrico)\n",
+    "- As variâncias populacionais são iguais\n",
+    "\n",
+    "Na prática, esses pressupostos não precisam ser todos rigorosamente satisfeitos. Os resultados são empiricamente verdadeiros sempre que as populações são aproximadamente normais (isso é, não muito assimétricas) e têm variâncias próximas. \n",
+    "\n",
+    "Queremos testar se as $k$ médias são iguais, para isto vamos utilizara tabela **ANOVA - Analysis of Variance**\n",
     "\n",
+    "Variação dos dados:\n",
     "\n",
+    "<br>\n",
     "$$SQT = \\sum_{i=1}^{k}\\sum_{j=1}^{n_i} (x_{ij}- \\overline x)^2 = \n",
     "        \\sum_{i=1}^{k}\\sum_{j=1}^{n_i} x_{ij}^2 - \n",
     "        \\frac{1}{n}\\Big(\\sum_{i=1}^{k}\\sum_{j=1}^{n_i} x_{ij}\\Big)^2 $$\n",
-    "\n",
+    "<br><br>\n",
     "$$SQE = \\sum_{i=1}^{k} n_i(\\overline x_{i}- \\overline x)^2 =\n",
     "        \\sum_{i=1}^{k} \\frac{1}{n_i}\\Big (\\sum_{j=1}^{n_i} x_{ij}\\Big)^2 -\n",
     "        \\frac{1}{n}\\Big(\\sum_{i=1}^{k}\\sum_{j=1}^{n_i} x_{ij}\\Big)^2 $$\n",
-    "\n",
+    "<br><br>\n",
     "$$SQR =  \\sum_{i=1}^{k}\\sum_{j=1}^{n_i} x_{ij}^2 -\n",
     "         \\sum_{i=1}^{k} \\frac{1}{n_i}\\Big (\\sum_{j=1}^{n_i} x_{ij}\\Big)^2$$\n",
-    "\n",
+    "<br><br>\n",
     "Verifica-se que:\n",
     "\n",
     "$$SQT=SQE+SQR$$\n",
     "\n",
-    "- Teste de Aderência\n",
-    "\n",
-    "Quando não sabemos a distribuição de uma v.a. X, podemos utilizar o\n",
-    "\\textit{Teste de Aderência}  para sabermos se a v.a. X segue uma determinada\n",
-    "distribuição.\n",
-    "\n",
-    "Usaremos a estatística:\n",
-    "\n",
-    "$$\\chi^2 = \\sum_{i=1}^{k}\\frac{(O_i-E_i)^2}{E_i}$$\n",
-    "\n",
-    "Se todos os valores $E_i$ forem maiores ou iguais a 5, a estatística acima segue distribuição\n",
-    "$\\chi^2$ com $(k-1-m)$ graus de liberdade, onde:\n",
+    "onde:\n",
     "\n",
-    "$k$ = número de valores considerados;\n",
+    "- SQT: Soma dos Quadrados Total\n",
+    "- SQE: Soma dos Quadrados Explicada\n",
+    "- SQR: Soma dos Quadrados dos Resíduos\n",
     "\n",
-    "$m$ =  número de parâmentros estimados a partir da amostra.\n",
+    "<br><br>\n",
+    "<img src=\"img/anova.png\" width=\"450\" />\n",
+    "<br><br>\n",
     "\n",
-    "- Teste de Independência\n",
+    "Dentro das premissas de variáveis aleatórias e independentes, o ideal é que cada uma das variáveis de um modelo explique uma determinadda parte da variável dependente. Com isso, podemos imaginar como o *fit* desejado, veriáveis independentes entre si conforme ilustrado na figura abaixo.\n",
     "\n",
-    "Usaremos a estatística:\n",
-    "\n",
-    "$$\\chi^2 = \\sum_{i=1}^{r}\\sum_{j=1}^{s}\\frac{(O_{ij}-E_{ij})^2}{E_{ij}}$$\n",
-    "\n",
-    "A estatística acima segue distribuição $\\chi^2$ com \n",
-    "$\\phi = (r-1)(s-1)$ graus de liberdade, onde:\n",
-    "\n",
-    "$r$ = número de linhas na tabela;\n",
-    "\n",
-    "$s$ =  número de colunas na tabela.\n",
+    "<br><br>\n",
+    "<img src=\"img/anova_explicada.png\" width=\"350\" />\n",
+    "<br><br>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Exemplos práticos"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Exemplo (1): Fomos contratados por uma empresa de loteria para pesquisar a proporção de clientes que compra determinado produto. A empresa manterá seu atual planejamento de marketing se a sua participação de mercado for de 50% ou mais, caso contrário, ela triplicará seus gastos em publicidade. \n",
     "\n",
-    "<img src=\"img/Teste_T_Gráfico_bicaudal.gif\" width=\"450\" />\n",
-    "\n"
+    "- Hipótese Nula ($H_0$): 50% ou mais do mercado compra na lotérica (sem investimento adicional em MKT)\n",
+    "- Hipeotese Alternativa ($H_1$): menos de 50% do mercado compra na lotérica (trplicar o investimento em MKT)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Importando as bilbiotecas necessárias"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import scipy.stats as st\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Exemplo (1) Fomos contratados por uma empresa de loteria para pesquisar a proporção de clientes que compra determinado produto. A empresa manterá seu atual planejamento de marketing se a sua participação de mercado for de 50% ou mais, caso contrário, ela triplicará seus gastos em publicidade. "
+    "### Base de dados\n",
+    "\n",
+    "A base de dados será criada com o numpy.binomial como um teste de 100 observações aleatórias com valores 0 e 1 (que define se o cliente compra ou não na casa lotérica), com parâmetro de distribuição p=0.4 (que define o target da média).\n",
+    "\n",
+    "### Criando um DataFrame com os dados"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -227,7 +387,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
@@ -239,7 +399,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -253,24 +413,23 @@
        "3              0\n",
        "4              0\n",
        "5              1\n",
-       "6              0\n",
+       "6              1\n",
        "7              1\n",
        "8              0\n",
-       "9              0"
+       "9              1"
       ]
      },
-     "execution_count": 1,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "import numpy as np\n",
-    "import pandas as pd\n",
     "p=0.4\n",
     "testes=1\n",
     "obs=100\n",
-    "df = pd.DataFrame([int(n) for n in np.random.binomial(testes, p, obs)], columns= ['compra_ou_não'])\n",
+    "df = pd.DataFrame([int(n) for n in np.random.binomial(testes, p, obs)], \n",
+    "                  columns= ['compra_ou_não'])\n",
     "df.head(10)\n",
     "\n",
     "# soma de 1's / total de linhas = obs"
@@ -278,29 +437,1533 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1084563c8>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.plot.hist()"
+   ]
   },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.4"
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 100 entries, 0 to 99\n",
+      "Data columns (total 1 columns):\n",
+      "compra_ou_não    100 non-null int64\n",
+      "dtypes: int64(1)\n",
+      "memory usage: 880.0 bytes\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>compra_ou_não</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>0.460000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>0.500908</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       compra_ou_não\n",
+       "count     100.000000\n",
+       "mean        0.460000\n",
+       "std         0.500908\n",
+       "min         0.000000\n",
+       "25%         0.000000\n",
+       "50%         0.000000\n",
+       "75%         1.000000\n",
+       "max         1.000000"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Calculando a média "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.46"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "market_share_amostral=df.compra_ou_não.sum()/len(df.compra_ou_não)\n",
+    "market_share_amostral"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(compra_ou_não    0.500908\n",
+       " dtype: float64, compra_ou_não    0.250909\n",
+       " dtype: float64)"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "std,var=df.std(),df.std()**2\n",
+    "std,var"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Formulando a hipótese a ser testada\n",
+    "\n",
+    "Segundo o teste de hipóteses, caso o market share da lotérica seja maior que 50% o investimento deve se manter o mesmo (não triplicar), ou seja, se $p(H_0) > 0.5$ não rejeitamos a hipótese. Neste caso conhecemos a média e a variância amostral.\n",
+    "\n",
+    "Será utilizada a média amostral padronizada do ponto anterior como estatístico de teste. Adotando o nível de significância de 0.95, está sendo buscada uma regra que deixe um valor de $p > 0.05$ de rejeição quando H0 for verdadeira."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### teste"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "compra_ou_não   -0.798549\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# O teste é \n",
+    "p_H0=0.5\n",
+    "teste = (market_share_amostral-p_H0) / (std/(obs**(0.5)))\n",
+    "teste"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#A decisão é...\n",
+    "from math import *\n",
+    "rejeição=(fabs(teste) < fabs(z))\n",
+    "rejeição"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Calculando e comparando os valores críticos"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Média"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0.36182378391560044, 0.5581762160843996)"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Calculando o intervalo de confiança pel0 Scipy.Stats\n",
+    "\n",
+    "mean = df.compra_ou_não.mean()\n",
+    "sigma = df.compra_ou_não.std()\n",
+    "n = len(df.compra_ou_não)\n",
+    "\n",
+    "st.norm.interval(0.95, loc=mean, scale=sigma/np.sqrt(n))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.36 <---> 0.56\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculando o intervalo de confiança pela fórmula\n",
+    "\n",
+    "limite_inferior = st.norm.interval(0.95, loc=mean, scale=sigma/np.sqrt(n))[0]\n",
+    "limite_superior = st.norm.interval(0.95, loc=mean, scale=sigma/np.sqrt(n))[1]\n",
+    "print(\"%.2f\" % limite_inferior,'<--->', \"%.2f\" % limite_superior)  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Comparando com a hopótese\n",
+    "\n",
+    "limite_inferior < market_share_amostral < limite_superior"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### p-value"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ttest_1sampResult(statistic=-0.7985494095046901, pvalue=0.4264632540527489)"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Calculando as estatísticas por Scipy.Stats\n",
+    "\n",
+    "st.ttest_1samp(df.compra_ou_não,0.5) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.4264632540527489"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Isolando o p-value calculado\n",
+    "\n",
+    "p_value = st.ttest_1samp(df.compra_ou_não,0.5)[1]\n",
+    "p_value"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Comparando\n",
+    "\n",
+    "p_value > 0.05"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### t-Student"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-0.7985494095046901"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Isolando o t-Student calculado\n",
+    "\n",
+    "t_student = st.ttest_1samp(df.compra_ou_não,0.5)[0]\n",
+    "t_student"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-1.96 <---> 1.96\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculando o t-Student crítico\n",
+    "\n",
+    "t_student_critico_superior = st.ttest_1samp(df.compra_ou_não,limite_inferior)[0]\n",
+    "t_student_critico_inferior = st.ttest_1samp(df.compra_ou_não,limite_superior)[0]\n",
+    "print(\"%.2f\" % t_student_critico_inferior,'<--->',\"%.2f\" %  t_student_critico_superior)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Comparando\n",
+    "\n",
+    "t_student_critico_inferior < t_student < t_student_critico_superior"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Exemplo (2): Klout Score\n",
+    "\n",
+    "## Introdução\n",
+    "\n",
+    "Klout costumava ser um site e aplicativo móvel que usava análise de mídia social para classificar seus usuários de acordo com a influência social online através do \"Klout Score\", que era um valor numérico entre 1 e 100. Ao determinar a pontuação do usuário, o Klout media o tamanho de uma rede de mídia social do usuário e correlacionava o conteúdo criado para medir como outros usuários interagem com esse conteúdo. Klout lançado em 2008.\n",
+    "\n",
+    "A Lithium Technologies, que adquiriu o site em março de 2014, fechou o serviço em 25 de maio de 2018.\n",
+    "\n",
+    "Klout utilizava os dados do Bing, Facebook, Quadrangular, Google+, Instagram, LinkedIn, Twitter, YouTube e Wikipedia para criar perfis de usuários do Klout que recebia uma \"pontuação do Klout\" exclusiva. As pontuações de Klout variam de 1 a 100, com pontuações mais altas correspondendo a uma classificação mais alta da amplitude e da força da influência social on-line de cada um. Enquanto todos os usuários do Twitter recebiam uma pontuação, os usuários que se registraram no Klout podiam vincular várias redes sociais, das quais os dados da rede foram agregados para influenciar a pontuação do Klout do usuário.\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"img/klout.png\" width=\"450\" />\n",
+    "<br>\n",
+    "\n",
+    "## Aplicação do Klout-Score na prática\n",
+    "\n",
+    "Agora vamos observar a distribuição dos [Klout Scores](https://klout.com/corp/score) que está anexada ao arquivo `klouts_scores.csv`. com isso, vamos imaginar que 1048 observações de Klout scores seja a nossa população com as quais contamos."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 1. Aproximando uma distribuição amostral das médias\n",
+    "\n",
+    "### Orientações\n",
+    "\n",
+    "1. Obtemos uma amostra de tamanho 5 e calculamos a média. Repetimos este passo 1000 vezes para fazer um histograma das médias. \n",
+    "2. Obtemos uma amostra de tamanho 10 e calculamos a média. Repetimos este passo 1000 vezes.\n",
+    "3. Obtemos uma amostra de tamanho 100 e calculamos a média. Repetimos este passo 1000 vezes.\n",
+    "4. O que é observado sobre o histograma da média à medida que aumentamos o tamanho amostral?\n",
+    "5. O que é observado sobre o valor das médias das diferentes distribuições amostrais em relação à média populacional?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import scipy.stats as st\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('data/klout_scores.csv', header=None, decimal=\",\")\n",
+    "df.columns = ['k_score']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 1048 entries, 0 to 1047\n",
+      "Data columns (total 1 columns):\n",
+      "k_score    1048 non-null float64\n",
+      "dtypes: float64(1)\n",
+      "memory usage: 8.3 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>k_score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>25.104179</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>60.908747</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>23.222238</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>51.553491</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>22.629690</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     k_score\n",
+       "0  25.104179\n",
+       "1  60.908747\n",
+       "2  23.222238\n",
+       "3  51.553491\n",
+       "4  22.629690"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x10d899fd0>"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.plot.hist(bins=50)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Definimos uma função para realizar a amostragem e calcular a média para uma amostra de tamanho n."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def sampling(df, n):\n",
+    "    \"\"\"\n",
+    "    df = dataframe\n",
+    "    n = tamanho da amostra\n",
+    "    \"\"\"\n",
+    "    index = np.random.choice(range(0,len(df)), size = n)\n",
+    "    df_s = np.array(df.iloc[index,])\n",
+    "    return(df_s)\n",
+    "\n",
+    "\n",
+    "def samp_mean(df, n_i):\n",
+    "    means = []                        # means = list()\n",
+    "    for reps in range(0,1000):\n",
+    "        s_ = sampling(df, n_i)\n",
+    "        m_ = s_.mean()\n",
+    "        means.append(m_)\n",
+    "    return(means)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 [25.10417915]\n",
+      "1 [60.9087471]\n",
+      "2 [23.22223768]\n",
+      "3 [51.55349118]\n",
+      "4 [22.62969025]\n",
+      "5 [53.33809913]\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i, n in enumerate(df.values):\n",
+    "    print(i, n)\n",
+    "    if i == 5:\n",
+    "        break  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\n    df = dataframe\\n    n = tamanho da amostra\\n    '"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sampling.__doc__"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Verificação da redução de variância com o aumento da amostra"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "m = []\n",
+    "n_s = [2,10,50,300]\n",
+    "plt.figure(figsize=(10,10))\n",
+    "\n",
+    "for i in range(len(n_s)):\n",
+    "    \n",
+    "    mm = samp_mean(df, n_s[i])\n",
+    "    plt.subplot(('22' + str(i+1)))\n",
+    "    plt.hist(mm)\n",
+    "    plt.xlim((0,75))\n",
+    "    e = np.mean(mm) - 37.71905483252884\n",
+    "    plt.title('n=' + str(n_s[i]) + ' - ' + 'Media=' + str(round(np.mean(mm),4)) + ' - Erro:' + str(round(e,4)) )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 2. Calculando um intervalo de confiança com `scipy`\n",
+    "\n",
+    "### Orientações\n",
+    "\n",
+    "2.1. Agora, extrair uma amostra da população de tamanho n=200. \n",
+    "\n",
+    "2.2. Em seguida, calcular um intervalo de confiança de 95% para a média populacional"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Extrair a amostra \n",
+    "sample = sampling(df,200)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(34.061509633257444, 38.52549836814855)"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Calcular o estatístico a ser utilizado\n",
+    "mean, sigma, n = np.mean(sample), np.std(sample), len(sample)\n",
+    "\n",
+    "# Calculamos o intervalo de confiança de uma aproximação normal com o método de scipy\n",
+    "st.norm.interval(0.95, loc=mean, scale=sigma/np.sqrt(n))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(34.06146861908352, 38.52553938232247)"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Ele pode ser calculado manualmente, com base na fórmula \n",
+    "mean - 1.96*sigma/np.sqrt(n), mean + 1.96*sigma/np.sqrt(n)\n",
+    "# da tabela Z-Score: 0.95 / 2 = 0.4750 --> 1.96"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(33.8770523406778, 38.70995566072819)"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Podemos calcular uma aproximação normal\n",
+    "st.t.interval(0.95, n, loc=mean, scale=sigma/(np.sqrt(n)-1))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 3. Fazendo um teste de hipótese em `scipy`\n",
+    "\n",
+    "### Orientações\n",
+    "\n",
+    "3.1. Agora, suponha que em uma consultoria é apresentada a média do Klout Score populacional de 38. Realizar um teste de hipótese sobre isso, com um nível de significância de 0.05. Apresentar as hipóteses nulas e alternativas. Qual foi a conclusão?\n",
+    "\n",
+    "3.2. Suponha que, em vez de definir um nível de significância de 0.05, é definido um nível de 0.1. O resultado poderia ter sido alterado?\n",
+    "\n",
+    "3.3. E se a hipótese nula indicasse que a média é 42?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.1. Agora, suponha que em uma consultoria é apresentada a média do Klout Score populacional de 38. Realizar um teste de hipótese sobre isso, com um nível de significância de 0.05. Apresentar as hipóteses nulas e alternativas. Qual foi a conclusão?\n",
+    "\n",
+    "Para o nosso exemplo:\n",
+    "\n",
+    "- Hipotese nula (algo que se quer **não rejeitar**): a média de Klout Score de 38 é estatísticamente válida.\n",
+    "- Hipotese alternativa: a média de Klout Score de 38 não é estatísticamente válida.\n",
+    "\n",
+    "Para este trabalho, vamos utilizar os valores do nosso **Sample** com tamanho de 200 observações."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(34.061509633257444, 38.52549836814855)"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Colculando o intervalo de confiança:\n",
+    "\n",
+    "mean, sigma, n = np.mean(sample), np.std(sample), len(sample)\n",
+    "st.norm.interval(0.95, loc=mean, scale=sigma/np.sqrt(n))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ttest_1sampResult(statistic=array([-1.49476118]), pvalue=array([0.13656081]))"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Calculando os valores de t-Student e p-Value para a média = 38:\n",
+    "\n",
+    "x_barra = 38.0\n",
+    "st.ttest_1samp(sample,x_barra) "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Isolando os resultados para comparação"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([-1.49476118])"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "t_student = st.ttest_1samp(sample,x_barra)[0]\n",
+    "t_student"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0.06828041])"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "p_value = st.ttest_1samp(sample,x_barra)[1]/2\n",
+    "p_value"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Valores críticos"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### t_student"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "34.06 <---> 38.53\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Abribuindo o intervalo de confiança às variáveis para os limites superior e inferior\n",
+    "\n",
+    "limite_inferior = st.norm.interval(0.95, loc=mean, scale=sigma/np.sqrt(n))[0]\n",
+    "limite_superior = st.norm.interval(0.95, loc=mean, scale=sigma/np.sqrt(n))[1]\n",
+    "print(\"%.2f\" % limite_inferior,'<--->', \"%.2f\" % limite_superior)  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-1.96 <---> 1.96\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculando t-Student crítico para os limites superior e inferior (com inversão pois t-student < 0)\n",
+    "\n",
+    "t_student_critico_superior = st.ttest_1samp(sample,limite_inferior)[0]\n",
+    "t_student_critico_inferior = st.ttest_1samp(sample,limite_superior)[0]\n",
+    "print(\"%.2f\" % t_student_critico_inferior,'<--->',\"%.2f\" %  t_student_critico_superior)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ True])"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "t_student_critico_inferior < t_student < t_student_critico_superior"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### p-value\n",
+    "\n",
+    "O valor de p-value tem que estaar entre o limite inferior de -0.025 e o limite superior de 0.05. Somando-se as duas extremidades (superior e interior, obtemos um limite de 0.05 para o p-value, ou seja, para valores maiores que 0.05 não rejeitamos a hipótese nula, e para valores menores que 0.05 rejeitamos a hipótese nula."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ True])"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# O p-value tem que estar dentro da área normal que comporta a região central de 95% da área da distribuição\n",
+    "\n",
+    "p_value > 0.05"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.2. Suponha que, em vez de definir um nível de significância de 0.05, é definido um nível de 0.1. O resultado poderia ter sido alterado?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(34.42035527981483, 38.16665272159116)"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# 2. Significância 0.1:\n",
+    "\n",
+    "# Calculamos o intervalo de confiança de uma aproximação normal com o método de scipy\n",
+    "st.norm.interval(0.9, loc=mean, scale=sigma/np.sqrt(n))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ttest_1sampResult(statistic=array([-1.49476118]), pvalue=array([0.13656081]))"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Calculando os valores de t-Student e p-Value para a média = 38:\n",
+    "\n",
+    "x_barra = 38.0\n",
+    "st.ttest_1samp(sample,x_barra) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([-1.49476118])"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "t_student = st.ttest_1samp(sample,x_barra)[0]\n",
+    "t_student"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "34.42 <---> 38.17\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Abribuindo o intervalo de confiança às variáveis para os limites superior e inferior\n",
+    "\n",
+    "limite_inferior = st.norm.interval(0.90, loc=mean, scale=sigma/np.sqrt(n))[0]\n",
+    "limite_superior = st.norm.interval(0.90, loc=mean, scale=sigma/np.sqrt(n))[1]\n",
+    "print(\"%.2f\" % limite_inferior,'<--->', \"%.2f\" % limite_superior) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-1.64 <---> 1.64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculando t-Student crítico para os limites superior e inferior (com inversão pois t-student < 0)\n",
+    "\n",
+    "t_student_critico_superior = st.ttest_1samp(sample,limite_inferior)[0]\n",
+    "t_student_critico_inferior = st.ttest_1samp(sample,limite_superior)[0]\n",
+    "print(\"%.2f\" % t_student_critico_inferior,'<--->',\"%.2f\" %  t_student_critico_superior)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ True])"
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Verificação t-Student\n",
+    "t_student_critico_inferior < t_student < t_student_critico_superior"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([6.31840899e-07])"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Verificação p-value\n",
+    "p_value = st.ttest_1samp(sample,x_barra)[1]/2\n",
+    "p_value"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([False])"
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# O p-value tem que estar dentro da área normal que comporta a região central de 95% da área da distribuição\n",
+    "\n",
+    "p_value > 0.05"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.3. E se a hipótese nula indicasse que a média é 42?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ttest_1sampResult(statistic=array([-4.99845808]), pvalue=array([1.2636818e-06]))"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# 3. Hipótese nula indicando média 42:\n",
+    "\n",
+    "st.ttest_1samp(sample,42)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ttest_1sampResult(statistic=array([-4.99845808]), pvalue=array([1.2636818e-06]))"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Calculando os valores de t-Student e p-Value para a média = 42:\n",
+    "\n",
+    "x_barra = 42.0\n",
+    "st.ttest_1samp(sample,x_barra) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([-4.99845808])"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "t_student = st.ttest_1samp(sample,x_barra)[0]\n",
+    "t_student"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "34.06 <---> 38.53\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Abribuindo o intervalo de confiança às variáveis para os limites superior e inferior\n",
+    "\n",
+    "limite_inferior = st.norm.interval(0.95, loc=mean, scale=sigma/np.sqrt(n))[0]\n",
+    "limite_superior = st.norm.interval(0.95, loc=mean, scale=sigma/np.sqrt(n))[1]\n",
+    "print(\"%.2f\" % limite_inferior,'<--->', \"%.2f\" % limite_superior) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-1.96 <---> 1.96\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculando t-Student crítico para os limites superior e inferior (com inversão pois t-student < 0)\n",
+    "\n",
+    "t_student_critico_superior = st.ttest_1samp(sample,limite_inferior)[0]\n",
+    "t_student_critico_inferior = st.ttest_1samp(sample,limite_superior)[0]\n",
+    "print(\"%.2f\" % t_student_critico_inferior,'<--->',\"%.2f\" %  t_student_critico_superior)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([False])"
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Verificação t-Student\n",
+    "t_student_critico_inferior < t_student < t_student_critico_superior"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([6.31840899e-07])"
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Verificação p-value\n",
+    "p_value = st.ttest_1samp(sample,x_barra)[1]/2\n",
+    "p_value"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([False])"
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# O p-value tem que estar dentro da área normal que comporta a região central de 95% da área da distribuição\n",
+    "\n",
+    "p_value > 0.05"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Viés !!\n",
+    "\n",
+    "Exemplo (1) Erros aleatórios e Sistematicos.\n",
+    "\n",
+    "    Aleatórios: Eventos estocasticos.\n",
+    "    Sistematicos: Viés!\n",
+    "    \n",
+    "\n",
+    "\n",
+    "Exemplo (2) Viés de Seleção. Projeto para formação de desempregados. Quando compara-se a média com as pessoas que não participaram do projeto, não se remove todos os efeitos, como a motivação, e o efeito do programa parece muito maior que a realidade. Forma correta: Teste A/B"
+   ]
+  }
+ ],
+ "metadata": {
+  "hide_input": false,
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
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diff --git "a/1-analise-explorat\303\263ria-basica/07-inferencia2/Inferencia_2_AB_example.ipynb" "b/1-analise-explorat\303\263ria-basica/07-inferencia2/Inferencia_2_AB_example.ipynb"
new file mode 100755
index 0000000..f44b4f9
--- /dev/null
+++ "b/1-analise-explorat\303\263ria-basica/07-inferencia2/Inferencia_2_AB_example.ipynb"
@@ -0,0 +1,341 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Teste A/B Bayesiano\n",
+    "\n",
+    "Para artigo original [clique aqui](http://www.marcosantoni.com/2016/05/15/bayesian-ab-testing-in-python.html)\n",
+    "\n",
+    "Imagine você reprojetando seu site de comércio eletrônico. Você tem que decidir se o botão \"Comprar Item\" deve ser azul ou verde. Você decide configurar um teste A / B para criar duas versões da página do item:\n",
+    "\n",
+    "- Página A que tem um botão azul;\n",
+    "- Página B que tem um botão verde.\n",
+    "\n",
+    "As páginas A e B são idênticas, exceto pela cor do botão. Você deseja quantificar a probabilidade de um usuário clicar no botão \"Comprar Item\" quando ela estiver na página A ou na página B. Assim, a experiência iniciará enviando cada usuário para a página A ou para a página B. Cada vez, você irá monitorar se ela clicou em \"Comprar Item\" ou não.\n",
+    "\n",
+    "### Frequentista vs Bayesiano\n",
+    "\n",
+    "Pode-se simplesmente aproximar a eficácia de cada página, calculando a taxa de sucesso nas duas páginas. Por exemplo. se N = 1000 usuários visitaram a página A e 50 deles clicaram no botão, pode-se dizer que a probabilidade de clicar no botão na página A é 50/1000 = 5%. Esta é a chamada abordagem freqüentista, que prevê a probabilidade em termos de freqüência de eventos. No entanto, os seguintes problemas podem surgir diariamente:\n",
+    "\n",
+    "- E se N for pequeno (por exemplo, N = 50)? Podemos ainda estar confiantes apenas calculando a taxa de sucesso?\n",
+    "- E se N for diferente entre a página A e a página B? Digamos que 500 usuários visitaram a página A e 2000 usuários visitaram a página B. Como podemos combinar esses experimentos desequilibrados?\n",
+    "- Quão grande deve ser para atingir 90% de confiança em minhas estimativas?\n",
+    "\n",
+    "Vamos agora introduzir uma solução Bayesiana simples que permite executar o teste A / B e lidar com os problemas listados acima. O código faz uso do pacote PyMC e foi inspirado pela leitura de \"Métodos bayesianos para hackers\", de Cameron Davidson-Pilon.\n",
+    "\n",
+    "### Avaliar a página A\n",
+    "\n",
+    "Primeiramente mostraremos como avaliar a taxa de sucesso na página A com uma abordagem bayesiana. O objetivo é inferir a probabilidade de clicar no botão \"Comprar Item\" na página A. Modelamos essa probabilidade como uma distribuição de Bernoulli com o parâmetro pA:\n",
+    "\n",
+    "$$ P (clique em | página = A) = p_A (click = 1) $$\n",
+    "$$ P (clique em | página = A) =  1-p_A (clique = 0) $$\n",
+    "\n",
+    "Então, pA\n",
+    "é o parâmetro que indica a probabilidade de clicar no botão na página A. Esse parâmetro é desconhecido e o objetivo do experimento é inferi-lo."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Click-BUY:\n",
+      "65\n",
+      "Observed frequency:\n",
+      "0.0433333333333\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pymc import Uniform, rbernoulli, Bernoulli, MCMC\n",
+    "from matplotlib import pyplot as plt\n",
+    "import numpy as np\n",
+    "\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")\n",
+    "\n",
+    "# true value of p_A (unknown)\n",
+    "p_A_true = 0.05\n",
+    "# number of users visiting page A\n",
+    "N = 1500\n",
+    "occurrences = rbernoulli(p_A_true, N)\n",
+    "\n",
+    "print ('Click-BUY:')\n",
+    "print (occurrences.sum())\n",
+    "print ('Observed frequency:')\n",
+    "print (occurrences.sum() / float(N))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Neste código, estamos simulando uma realização do experimento em que 1.000 usuários visitaram a página A. Aqui, as ocorrências indicam quantos visitantes realmente clicaram no botão nessa realização.\n",
+    "\n",
+    "O próximo passo consiste em definir o nosso *prior* no parâmetro $p_A$. A definição prévia é o primeiro passo da inferência bayesiana e é uma maneira de indicar nossa crença anterior na variável."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "p_A = Uniform('p_A', lower=0, upper=1)\n",
+    "obs = Bernoulli('obs', p_A, value=occurrences, observed=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Nesta seção, definimos o prior de $p_A$ como uma distribuição uniforme. A variável obs indica a distribuição de Bernoulli representando as observações dos eventos de clique (na verdade, regidos pelo parâmetro $p_A$). As duas variáveis são atribuídas a *Uniform* e *Bernoulli*, que são objetos de variáveis estocásticas, parte do PyMC. Cada variável é associada a um nome de string ($p_A$ e *obs* neste caso). A variável *obs* tem o valor e o conjunto de parâmetros observados porque observamos as realizações dos experimentos."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " [-----------------100%-----------------] 20000 of 20000 complete in 1.4 sec[ 0.04587361  0.04587361  0.03712558 ...,  0.05050032  0.05050032\n",
+      "  0.05050032]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# defining a Monte Carlo Markov Chain model\n",
+    "mcmc = MCMC([p_A, obs])\n",
+    "# setting the size of the simulations to 20k particles\n",
+    "mcmc.sample(20000, 1000)\n",
+    "# the resulting posterior distribution is stored in the trace variable\n",
+    "print (mcmc.trace('p_A')[:])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Nesta seção, o modelo **MCMC** é inicializado e as variáveis $p_A$ e obs são dadas a ele como entrada. O modelo de amostra executará as simulações de Monte Carlo e ajustará os dados observados à crença anterior. A distribuição posterior é acessível através do atributo .trace como uma matriz de realizações. Podemos agora visualizar o resultado da inferência."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(8, 7))\n",
+    "plt.hist(mcmc.trace('p_A')[:], bins=35, histtype='stepfilled',\n",
+    "normed=True)\n",
+    "plt.xlabel('Probability of clicking BUY')\n",
+    "plt.ylabel('Density')\n",
+    "plt.vlines(p_A_true, 0, 90, linestyle='--', label='True p_A')\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Então, poderíamos querer responder à pergunta: onde tenho 90% de certeza de que o verdadeiro $p_A$ está? Isso é fácil de responder."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "There is 90% probability that p_A is between 0.0338879022919 and 0.0351232008052\n"
+     ]
+    }
+   ],
+   "source": [
+    "p_A_samples = mcmc.trace('p_A')[:]\n",
+    "lower_bound = np.percentile(p_A_samples, 0.5)\n",
+    "upper_bound = np.percentile(p_A_samples, 0.95)\n",
+    "print ('There is 90%% probability that p_A is between %s and %s' % (lower_bound, upper_bound))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Comparando a página A e a página B\n",
+    "\n",
+    "Vamos agora repetir o que fizemos para a página A, e adicionamos uma nova variável delta indicando a diferença entre $p_A$ e $p_B$."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Observed frequency:\n",
+      "A\n",
+      "0.0553333333333\n",
+      "B\n",
+      "0.044\n",
+      " [-----------------100%-----------------] 25000 of 25000 complete in 3.1 sec"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from pymc import Uniform, rbernoulli, Bernoulli, MCMC, deterministic\n",
+    "from matplotlib import pyplot as plt\n",
+    "\n",
+    "p_A_true = 0.05\n",
+    "p_B_true = 0.04\n",
+    "N_A = 1500\n",
+    "N_B = 750\n",
+    "\n",
+    "occurrences_A = rbernoulli(p_A_true, N_A)\n",
+    "occurrences_B = rbernoulli(p_B_true, N_B)\n",
+    "\n",
+    "print ('Observed frequency:')\n",
+    "print ('A')\n",
+    "print (occurrences_A.sum() / float(N_A))\n",
+    "print ('B')\n",
+    "print (occurrences_B.sum() / float(N_B))\n",
+    "\n",
+    "p_A = Uniform('p_A', lower=0, upper=1)\n",
+    "p_B = Uniform('p_B', lower=0, upper=1)\n",
+    "\n",
+    "@deterministic\n",
+    "def delta(p_A=p_A, p_B=p_B):\n",
+    "    return p_A - p_B\n",
+    "\n",
+    "obs_A = Bernoulli('obs_A', p_A, value=occurrences_A, observed=True)\n",
+    "obs_B = Bernoulli('obs_B', p_B, value=occurrences_B, observed=True)\n",
+    "\n",
+    "mcmc = MCMC([p_A, p_B, obs_A, obs_B, delta])\n",
+    "mcmc.sample(25000, 5000)\n",
+    "\n",
+    "p_A_samples = mcmc.trace('p_A')[:]\n",
+    "p_B_samples = mcmc.trace('p_B')[:]\n",
+    "delta_samples = mcmc.trace('delta')[:]\n",
+    "\n",
+    "plt.subplot(3,1,1)\n",
+    "plt.xlim(0, 0.1)\n",
+    "plt.hist(p_A_samples, bins=35, histtype='stepfilled', normed=True,\n",
+    "color='blue', label='Posterior of p_A')\n",
+    "plt.vlines(p_A_true, 0, 90, linestyle='--', label='True p_A (unknown)')\n",
+    "plt.xlabel('Probability of clicking BUY via A')\n",
+    "plt.legend()\n",
+    "plt.subplot(3,1,2)\n",
+    "plt.xlim(0, 0.1)\n",
+    "plt.hist(p_B_samples, bins=35, histtype='stepfilled', normed=True,color='green', label='Posterior of p_B')\n",
+    "plt.vlines(p_B_true, 0, 90, linestyle='--', label='True p_B(unknown)')\n",
+    "plt.xlabel('Probability of clicking BUY via B')\n",
+    "plt.legend()\n",
+    "plt.subplot(3,1,3)\n",
+    "plt.xlim(0, 0.1)\n",
+    "plt.hist(delta_samples, bins=35, histtype='stepfilled', normed=True,color='red', label='Posterior of delta')\n",
+    "plt.vlines(p_A_true - p_B_true, 0, 90, linestyle='--', label='True delta (unknown)')\n",
+    "plt.xlabel('p_A - p_B')\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Então, podemos responder a uma pergunta como: qual é a probabilidade de que $p_A$ > $p_B$?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Probability that p_A > p_B:\n",
+      "0.8746\n"
+     ]
+    }
+   ],
+   "source": [
+    "print ('Probability that p_A > p_B:')\n",
+    "print ((delta_samples > 0).mean())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/1-analise-explorat\303\263ria-basica/07-inferencia2/aula.ipynb" "b/1-analise-explorat\303\263ria-basica/07-inferencia2/aula.ipynb"
deleted file mode 100644
index 1679cc7..0000000
--- "a/1-analise-explorat\303\263ria-basica/07-inferencia2/aula.ipynb"
+++ /dev/null
@@ -1,107 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Inferência II"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/jpeg": 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\n",
-      "text/html": [
-       "\n",
-       "        <iframe\n",
-       "            width=\"400\"\n",
-       "            height=\"300\"\n",
-       "            src=\"https://www.youtube.com/embed/hO8NMIU20Ck\"\n",
-       "            frameborder=\"0\"\n",
-       "            allowfullscreen\n",
-       "        ></iframe>\n",
-       "        "
-      ],
-      "text/plain": [
-       "<IPython.lib.display.YouTubeVideo at 0x29839ee3f98>"
-      ]
-     },
-     "execution_count": 1,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# ** Paradoxo de Simpson e regressão linear multipla **\n",
-    "from IPython.lib.display import YouTubeVideo\n",
-    "YouTubeVideo('hO8NMIU20Ck')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Teste A/B\n",
-    "\n",
-    "Uma Regra: O B tem que ser o **contrafactual** do A. E o que é um contrafactual?\n",
-    "\n",
-    "Wikipedia: Em metafísica e em lógica modal contrafatual é a situação ou evento que não aconteceu, mas poderia ter acontecido. (A situação ou evento que aconteceu é chamada de atual.) Se diz que o evento contrafatual faz parte de um mundo possível, enquanto o evento atual faz parte do mundo real.\n",
-    "\n",
-    "Se vamos testar uma nova metodologia no juridico, no RH ou na Logistica, precisamos pensar em como controlar o experimento para que ele se torne aleatório (que resolve os problemas de viés)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
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diff --git "a/1-analise-explorat\303\263ria-basica/07-inferencia2/inferencia_2.ipynb" "b/1-analise-explorat\303\263ria-basica/07-inferencia2/inferencia_2.ipynb"
new file mode 100755
index 0000000..16ff37f
--- /dev/null
+++ "b/1-analise-explorat\303\263ria-basica/07-inferencia2/inferencia_2.ipynb"
@@ -0,0 +1,912 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Inferência 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/hO8NMIU20Ck\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x115107898>"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# ** Paradoxo de Simpson e regressão linear multipla **\n",
+    "from IPython.lib.display import YouTubeVideo\n",
+    "YouTubeVideo('hO8NMIU20Ck')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Paradoxo de Simpson\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"simpson_paradox.png\" width=\"450\" />\n",
+    "<br>\n",
+    "\n",
+    "O paradoxo de Simpson (ou reversão de Simpson, efeito Yule-Simpson, paradoxo de amalgamação ou paradoxo de reversão) é um fenômeno em probabilidade e estatística, no qual uma tendência aparece em vários grupos diferentes de dados, mas desaparece ou reverte quando esses grupos são combinado.\n",
+    "\n",
+    "Este resultado é freqüentemente encontrado em estatísticas de ciências sociais e ciências médicas e é particularmente problemático quando dados de frequência são indevidamente dadas interpretações causais. Os elementos paradoxais desaparecem quando as relações causais são levadas em consideração. Ele tem sido usado para tentar informar o público não especialista ou público sobre o tipo de resultados enganosos que estatísticas erradas podem gerar. Martin Gardner escreveu um relato popular do paradoxo de Simpson em sua coluna de Jogos Matemáticos de março de 1976 na Scientific American.\n",
+    "\n",
+    "Edward H. Simpson descreveu esse fenômeno pela primeira vez em um artigo técnico em 1951, mas os estatísticos Karl Pearson et al., Em 1899, e Udny Yule, em 1903, mencionaram efeitos semelhantes anteriormente. O nome paradoxo de Simpson foi introduzido por Colin R. Blyth em 1972.\n",
+    "\n",
+    "## Exemplo: Tratamento de pedra nos rins\n",
+    "\n",
+    "Este é um exemplo da vida real de um estudo médico comparando as taxas de sucesso de dois tratamentos para cálculos renais.\n",
+    "\n",
+    "A tabela abaixo mostra as taxas de sucesso e o número de tratamentos para tratamentos envolvendo cálculos renais pequenos e grandes, onde o Tratamento A inclui todos os procedimentos cirúrgicos abertos e o Tratamento B é a nefrolitotomia percutânea (que envolve apenas uma pequena punção). Os números entre parênteses indicam o número de casos de sucesso sobre o tamanho total do grupo.\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"simpson_kidney.png\" width=\"450\" />\n",
+    "<br>\n",
+    "\n",
+    "A conclusão paradoxal é que o tratamento A é mais eficaz quando usado em pedras pequenas, e também quando usado em pedras grandes, mas o tratamento B é mais eficaz quando se considera os dois tamanhos ao mesmo tempo. Neste exemplo, a variável \"à espreita\" (ou variável de confusão) é a gravidade do caso (representada pela tendência da decisão de tratamento dos médicos de favorecer B para casos menos graves), que não era previamente conhecida como importante até que seus efeitos fossem incluído.\n",
+    "\n",
+    "Qual tratamento é considerado melhor é determinado por uma desigualdade entre duas razões (sucessos / total). A inversão da desigualdade entre as razões, que cria o paradoxo de Simpson, acontece porque dois efeitos ocorrem juntos:\n",
+    "\n",
+    "Os tamanhos dos grupos, que são combinados quando a variável oculta é ignorada, são muito diferentes. Os médicos tendem a dar aos casos graves (pedras grandes) o melhor tratamento (A), e os casos mais leves (pedras pequenas) ao tratamento inferior (B). Portanto, os totais são dominados pelos grupos 3 e 2, e não pelos dois grupos muito menores 1 e 4.\n",
+    "\n",
+    "A variável oculta tem um grande efeito nas proporções; i.e., a taxa de sucesso é mais fortemente influenciada pela gravidade do caso do que pela escolha do tratamento. Portanto, o grupo de pacientes com cálculos grandes utilizando o tratamento A (grupo 3) piorou que o grupo com cálculos pequenos (grupos 1 e 2), mesmo se este último utilizou o tratamento inferior B (grupo 2).\n",
+    "\n",
+    "Com base nesses efeitos, o resultado paradoxal é visto pela supressão do efeito causal da gravidade do caso no tratamento bem-sucedido. O resultado paradoxal pode ser reformulado mais precisamente da seguinte forma: quando o tratamento menos eficaz (B) é aplicado com maior frequência a casos menos graves, pode parecer um tratamento mais eficaz.\n",
+    "\n",
+    "Vamos trabalhar com os dados para verificar a ocorrência do Paradoxo da Simpson"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 162,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>kidney_stone_size</th>\n",
+       "      <th>treatment</th>\n",
+       "      <th>recovery</th>\n",
+       "      <th>total</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>A</td>\n",
+       "      <td>small</td>\n",
+       "      <td>81</td>\n",
+       "      <td>87</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>A</td>\n",
+       "      <td>large</td>\n",
+       "      <td>192</td>\n",
+       "      <td>263</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>B</td>\n",
+       "      <td>small</td>\n",
+       "      <td>234</td>\n",
+       "      <td>270</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>B</td>\n",
+       "      <td>large</td>\n",
+       "      <td>55</td>\n",
+       "      <td>80</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  kidney_stone_size treatment  recovery  total\n",
+       "0                 A     small        81     87\n",
+       "1                 A     large       192    263\n",
+       "2                 B     small       234    270\n",
+       "3                 B     large        55     80"
+      ]
+     },
+     "execution_count": 162,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.DataFrame([['A','small', 81, 87],\n",
+    "                   ['A','large', 192, 263],\n",
+    "                   ['B','small', 234, 270],\n",
+    "                   ['B','large', 55, 80],], columns=['kidney_stone_size', 'treatment', 'recovery', 'total'])   \n",
+    "df\n",
+    "#simpsons_paradox( df, 'recovery', 'total', 'treatment', 'kidney_stone_size' )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Total por tipo de tratamento\n",
+    "\n",
+    "Analisando os valores totais, podemos concluir que o tratamento B é mais bem sucedido que o tratamento A."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 163,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_stone_size = df.groupby('kidney_stone_size').sum()\n",
+    "df_stone_size['rate'] = df_stone_size.recovery/df_stone_size.total\n",
+    "\n",
+    "list = df_stone_size['rate'].tolist()\n",
+    "rounded_list = [round(elem, 2) for elem in list]\n",
+    "\n",
+    "plt.figure(figsize=(4,4))\n",
+    "ax = df_stone_size['rate'].plot(kind='bar')\n",
+    "ax.set_title('Total')\n",
+    "ax.set_xlabel('Tratment Type')\n",
+    "ax.set_ylabel('Sucess Rate')\n",
+    "\n",
+    "rects = ax.patches\n",
+    "\n",
+    "# Make some labels.\n",
+    "labels = [rounded_list[i] for i in range(len(rounded_list))]\n",
+    "for rect, label in zip(rects, labels):\n",
+    "    height = rect.get_height()\n",
+    "    ax.text(rect.get_x() + rect.get_width()/2, height, label,\n",
+    "            ha='center', va='bottom')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Parciais por tipo de tamanho da pedra (Large & Small)\n",
+    "\n",
+    "Por outro lado, analisando as parciais para os tipos de tamanho de pedra, constatamos que o tratamento A é mais bem sucedido que o tratamento B."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 204,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 288x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_large = df[df.treatment == 'large']\n",
+    "df_large = df_large.set_index('kidney_stone_size')\n",
+    "df_large['rate'] = df_large.recovery/df_large.total\n",
+    "\n",
+    "list = df_large['rate'].tolist()\n",
+    "rounded_list = [round(elem, 2) for elem in list]\n",
+    "\n",
+    "plt.figure(figsize=(4,4))\n",
+    "ax = df_large['rate'].plot(kind='bar')\n",
+    "ax.set_title('Large')\n",
+    "ax.set_xlabel('Large')\n",
+    "ax.set_ylabel('Sucess Rate')\n",
+    "\n",
+    "rects = ax.patches\n",
+    "\n",
+    "# Make some labels.\n",
+    "labels = [rounded_list[i] for i in range(len(rounded_list))]\n",
+    "for rect, label in zip(rects, labels):\n",
+    "    height = rect.get_height()\n",
+    "    ax.text(rect.get_x() + rect.get_width()/2, height, label,\n",
+    "            ha='center', va='bottom')\n",
+    "    \n",
+    "df_small = df[df.treatment == 'small']\n",
+    "df_small = df_small.set_index('kidney_stone_size')\n",
+    "df_small['rate'] = df_small.recovery/df_small.total\n",
+    "\n",
+    "list = df_small['rate'].tolist()\n",
+    "rounded_list = [round(elem, 2) for elem in list]\n",
+    "\n",
+    "plt.figure(figsize=(4,4))\n",
+    "ax = df_small['rate'].plot(kind='bar')\n",
+    "ax.set_title('Small')\n",
+    "ax.set_xlabel('Small')\n",
+    "ax.set_ylabel('Sucess Rate')\n",
+    "\n",
+    "rects = ax.patches\n",
+    "\n",
+    "# Make some labels.\n",
+    "labels = [rounded_list[i] for i in range(len(rounded_list))]\n",
+    "for rect, label in zip(rects, labels):\n",
+    "    height = rect.get_height()\n",
+    "    ax.text(rect.get_x() + rect.get_width()/2, height, label,\n",
+    "            ha='center', va='bottom')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Modelo para detecção do Paradoxo de Simpson, para o tratamento de pedras nos rins"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 205,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "## Global rates: \n",
+      "treatment\n",
+      "A    0.780000\n",
+      "B    0.825714\n",
+      "dtype: float64\n",
+      "## Local rates:\n",
+      "treatment                 A         B\n",
+      "kidney_stone_size                    \n",
+      "large              0.730038  0.687500\n",
+      "small              0.931034  0.866667\n",
+      "## Global optimal:  B\n",
+      "## Local optimal:  A\n",
+      "## Simpsons Paradox detected.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 205,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# detect simpson's paradox\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "\n",
+    "\n",
+    "def aggregate_data(df, conversion_col, treatment_col, segment_col):\n",
+    "    \"\"\"\n",
+    "    takes table of individual level data and aggregates it for simpsons paradox detection.\n",
+    "    conversion_col is 1 if success, 0 else. \n",
+    "    ex:\n",
+    "    pd.DataFrame([\n",
+    "        ['small', 'A', 1],\n",
+    "        ['small', 'B', 0],\n",
+    "        ['large', 'A', 1],\n",
+    "        ['small', 'A', 1],\n",
+    "        ['large', 'B', 0],\n",
+    "        ['large', 'B', 0],\n",
+    "    ], columns=['kidney_stone_size', 'treatment', 'recovery'])   \n",
+    "    \"\"\"\n",
+    "    df_ = df[[conversion_col, treatment_col, segment_col]]\n",
+    "    gb = df_.groupby([segment_col, treatment_col]).agg(\n",
+    "        [np.sum, lambda x: len(x)])\n",
+    "    gb.columns = [conversion_col, \"total\"]\n",
+    "\n",
+    "    return gb.reset_index()\n",
+    "\n",
+    "\n",
+    "def simpsons_paradox(df, conversion_col, total_col, treatment_col, segment_col):\n",
+    "    \"\"\"\n",
+    "    given a dataframe like:\n",
+    "        pd.DataFrame([\n",
+    "            ['small', 'A', 81, 87],\n",
+    "            ['small', 'B', 234, 270],\n",
+    "            ['large', 'A', 192, 263],\n",
+    "            ['large', 'B', 55, 80],\n",
+    "        ], columns=['kidney_stone_size', 'treatment', 'recovery', 'total'])   \n",
+    "    will determine if simpsons paradox exists. Non Bayesian!\n",
+    "    > simpsons_paradox( df, 'recovery', 'total', 'treatment', 'kidney_stone_size' )    \n",
+    "    \"\"\"\n",
+    "\n",
+    "    # find global optimal:\n",
+    "    gbs = df.groupby(treatment_col).sum()\n",
+    "    print (\"## Global rates: \")\n",
+    "    print (gbs[conversion_col] / gbs[total_col])\n",
+    "    print\n",
+    "    global_optimal = (gbs[conversion_col] / gbs[total_col]).argmax()\n",
+    "\n",
+    "    # check optimal via segments\n",
+    "    df_ = df.set_index([segment_col, treatment_col])\n",
+    "    rates = (df_[conversion_col] / df_[total_col]).unstack(-1)\n",
+    "    print (\"## Local rates:\")\n",
+    "    print (rates)\n",
+    "    print\n",
+    "    # find the local optimals\n",
+    "    local_optimals = rates.apply(lambda x: x.argmax(), 1)\n",
+    "\n",
+    "    if local_optimals.unique().shape[0] > 1:\n",
+    "        print (\"## Simpsons paradox not detected.\")\n",
+    "        print (\"## Segmented rates do not have a consistent optimal choice\")\n",
+    "        print (\"## Local optimals:\")\n",
+    "        print (local_optimals)\n",
+    "        print (\"## Global optimal: \", global_optimal)\n",
+    "        return False\n",
+    "\n",
+    "    local_optimal = local_optimals.unique()[0]\n",
+    "\n",
+    "    print (\"## Global optimal: \", global_optimal)\n",
+    "    print (\"## Local optimal: \", local_optimal)\n",
+    "    if local_optimal != global_optimal:\n",
+    "        print (\"## Simpsons Paradox detected.\")\n",
+    "        return True\n",
+    "\n",
+    "    else:\n",
+    "        print (\"## Simpsons paradox not detected.\")\n",
+    "        return False\n",
+    "\n",
+    "\n",
+    "if __name__ == \"__main__\":\n",
+    "    # create some data, indentical to the data at\n",
+    "    # http://en.wikipedia.org/wiki/Simpsons_paradox\n",
+    "    d = []\n",
+    "    d += ([('A', 'small', 1)] * 81)\n",
+    "    d += ([('A', 'small', 0)] * (87 - 81))\n",
+    "    d += ([('B', 'small', 0)] * (270 - 234))\n",
+    "    d += ([('B', 'small', 1)] * (234))\n",
+    "    d += ([('B', 'large', 1)] * (55))\n",
+    "    d += ([('B', 'large', 0)] * (80 - 55))\n",
+    "    d += ([('A', 'large', 0)] * (263 - 192))\n",
+    "    d += ([('A', 'large', 1)] * (192))\n",
+    "\n",
+    "    df = pd.DataFrame(\n",
+    "        d, columns=['treatment', 'kidney_stone_size', 'recovery'])\n",
+    "    gb = aggregate_data(df, 'recovery', 'treatment', 'kidney_stone_size')\n",
+    "simpsons_paradox(gb, 'recovery', 'total', 'treatment', 'kidney_stone_size')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Teste Bayesiano A / B com Python\n",
+    "\n",
+    "O teste A/B já é muito conhecido entre as pessoas que trabalham com dados e utilizam ferramentas no processo de tomada de decisão. \n",
+    "\n",
+    "Vamos realizar um experimento aleatório para conversão de usuários de uma *landing page*, onde temos que decidir entre uma llama (**alpaca**) ou um urso (**bear**) para obter o melhor resultado na conversão de usuários.\n",
+    "\n",
+    "Para o artigo original [clique aqui](https://medium.com/hockey-stick/tl-dr-bayesian-a-b-testing-with-python-c495d375db4d).\n",
+    "\n",
+    "<br>\n",
+    "<img src=\"bear.png\" width=\"450\" />\n",
+    "<br>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## A distribuição BETA\n",
+    "\n",
+    "A idéia geral por trás do teste de taxa de conversão bayesiana é gerar duas distribuições que cobrem todas as taxas possíveis e atualizá-las com informações sobre o desempenho do teste e ajustar nossa expectativa da taxa mais representativa de acordo.\n",
+    "\n",
+    "Podemos representar isso aqui com uma distribuição Beta que possui dois parâmetros: α, que representa as conversões bem-sucedidas e β, que representa as pessoas que saíram sem converter.\n",
+    "\n",
+    "Os gráficos a seguir representam duas distribuições sendo a primeira com 16 conversões de um total de 100 cliques, e a segunda com 8 conversões de um total de 50 cliques, sendo que esta última será adotada como dados verdadeiros para o problema, além da simulação."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 486,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# For our graph\n",
+    "fig, ax = plt.subplots(1, 1)\n",
+    "\n",
+    "# Generate and plot the distributions!\n",
+    "c_distribution = beta(16, 100-16)\n",
+    "e_distribution = beta(8, 50-8)\n",
+    "\n",
+    "ax.plot(x, c_distribution.pdf(x),label='distribuição Beta 16/100')\n",
+    "ax.plot(x, e_distribution.pdf(x),label='distribuição Beta 8/50')\n",
+    "\n",
+    "ax.set(xlabel='conversion rate', ylabel='density')\n",
+    "\n",
+    "ax.legend(loc='best', frameon=False)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Início do experimento A / B\n",
+    "\n",
+    "A hipótese nula portanto será de que os ursos performam melhor que as alpacas, e com isso precisamos verificar se esta melhora é estatísticamente relevante para um grau de significância de 95% (p-value <0.5).\n",
+    "\n",
+    "Vamos assumir para a nossa simulação que a taxa de conversão do grupo de controle (alpacas) é de 16%, e que o grupo do experimento (ursos) performam 10% melhor.\n",
+    "\n",
+    "Esta modelagem será feita inicialmente gerando um pequeno número de resultados aleatórios entre 0 e 1 (tamanho da amostra de 50), depois depois .\n",
+    "\n",
+    "O corte representa nossa taxa de conversão real e os *outputs* são os resultados das taxas de sucesso de controle (alpacas) e experimento (urso). Além disso, vamos adicionar dados reais de que anteriormente foram obtidos 8 sucessos em conversão e 42 fracassos, de um total de 50 cliques."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 487,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "taxa de sucesso do controle = 0.2 taxa de sucesso do experimento = 0.16\n"
+     ]
+    }
+   ],
+   "source": [
+    "from scipy.stats import beta\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "\n",
+    "people_in_branch = 50\n",
+    "\n",
+    "# Control is Alpaca, Experiment is Bear\n",
+    "control, experiment = np.random.rand(2, people_in_branch)\n",
+    "\n",
+    "c_rate = 0.16\n",
+    "g_factor = 1.1\n",
+    "e_rate = c_rate * g_factor # A TAXA DE CONVERSÃO DO GRUPO EXPERIMENTO É DE 0.176\n",
+    "\n",
+    "c_successes = sum(control < c_rate)\n",
+    "\n",
+    "# Bears are about 15% better relative to Alpacas\n",
+    "e_successes = sum(experiment < e_rate)\n",
+    "\n",
+    "c_failures = people_in_branch - c_successes\n",
+    "e_failures = people_in_branch - e_successes\n",
+    "\n",
+    "c_true_rate = c_successes/people_in_branch\n",
+    "e_true_rate = e_successes/people_in_branch\n",
+    "\n",
+    "print('taxa de sucesso do controle =',c_true_rate,'taxa de sucesso do experimento =',e_true_rate)\n",
+    "\n",
+    "# Our Priors\n",
+    "prior_successes = 8\n",
+    "prior_failures = 42"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Dados iniciais\n",
+    "\n",
+    "Após gerar dados aleatórios sobre a os totais de cliques em cada uma das opções (alpacas ou ursos), podemos concluir que estão seguindo premissas inicias que os ursos performam 10% melhor do que as alpacas.\n",
+    "\n",
+    "Vamos dar uma olhada nos resultados da nossa experiência. A primeira coisa que fazemos é pegar nossa pequena quantidade de dados iniciais e adicionar os resultados prévios aos dois ramos (alpacas e ursos). Depois disso, geramos as distribuições posteriores e fazemos alguns gráficos dos resultados."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 488,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# For our graph\n",
+    "fig, ax = plt.subplots(1, 1,figsize=(12,6)) \n",
+    "\n",
+    "# Control\n",
+    "c_alpha, c_beta = c_successes + prior_successes, c_failures + prior_failures\n",
+    "# Experiment\n",
+    "e_alpha, e_beta = e_successes + prior_successes, e_failures + prior_failures\n",
+    "\n",
+    "x = np.linspace(0., 0.5, 1000) \n",
+    "\n",
+    "# Generate and plot the distributions!\n",
+    "c_distribution = beta(c_alpha, c_beta)\n",
+    "e_distribution = beta(e_alpha, e_beta)\n",
+    "\n",
+    "ax.plot(x, c_distribution.pdf(x),label='control(Alpacas)')\n",
+    "ax.plot(x, e_distribution.pdf(x),label='experiment(Bears)')\n",
+    "\n",
+    "ax.set(xlabel='conversion rate', ylabel='density')\n",
+    "ax.legend(loc='best', frameon=False)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Através dos resultados do gráfico acima, podemos ver uma diferença entre os dois ramos, mas eles se sobrepõem tanto que é difícil dizer qual é o verdadeiro vencedor. (Nota: Eles poderiam separar aleatoriamente aqui, mas isso ainda seria um resultado fraco devido ao baixo tamanho da amostra).\n",
+    "\n",
+    "Portanto, vamos aumentar o tamanho da amostragem de dados para 4000 e verificar os resultados."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Dados com tamanho da amostra de 4000 observações"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 489,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "taxa de sucesso do controle = 0.15975 taxa de sucesso do experimento = 0.18125\n"
+     ]
+    }
+   ],
+   "source": [
+    "more_people_in_branch = 4000\n",
+    "\n",
+    "# Control is Alpaca, Experiment is Bear\n",
+    "control, experiment = np.random.rand(2, more_people_in_branch)\n",
+    "\n",
+    "# Add to existing data\n",
+    "c_successes += sum(control < c_rate)\n",
+    "e_successes += sum(experiment < e_rate)\n",
+    "\n",
+    "c_failures += more_people_in_branch - sum(control < c_rate)\n",
+    "e_failures += more_people_in_branch - sum(experiment < e_rate)\n",
+    "\n",
+    "c_true_rate = c_successes/more_people_in_branch\n",
+    "e_true_rate = e_successes/more_people_in_branch\n",
+    "\n",
+    "print('taxa de sucesso do controle =',c_true_rate,'taxa de sucesso do experimento =',e_true_rate)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 490,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 1296x1152 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\"\"\" COM ADICAO DOS VALORES PRIOR\"\"\"\n",
+    "\n",
+    "# For our graph\n",
+    "fig, ax = plt.subplots(1, 1,figsize=(12,6)) \n",
+    "\n",
+    "from matplotlib.pyplot import figure\n",
+    "figure(figsize=(18, 16))\n",
+    "\n",
+    "# Control\n",
+    "c_alpha, c_beta = c_successes + prior_successes, c_failures + prior_failures\n",
+    "# Experiment\n",
+    "e_alpha, e_beta = e_successes + prior_successes, e_failures + prior_failures\n",
+    "\n",
+    "x = np.linspace(0., 0.5, 1000) \n",
+    "\n",
+    "# Generate and plot the distributions!\n",
+    "c_distribution = beta(c_alpha, c_beta)\n",
+    "e_distribution = beta(e_alpha, e_beta)\n",
+    "\n",
+    "ax.plot(x, c_distribution.pdf(x),label='control(Alpacas)')\n",
+    "ax.plot(x, e_distribution.pdf(x),label='experiment(Bears)')\n",
+    "\n",
+    "ax.set(xlabel='conversion rate', ylabel='density')\n",
+    "ax.legend(loc='best', frameon=False)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Análise da diferença entre o grupo controle e o grupo do experimento, com o aumento das observações\n",
+    "\n",
+    "Podemos perceber que o alto número de observações faz com que a vairância diminua, e dessa forma fica mais claro a diferença entre o grupo controle (alpacas) e o grupo do experimento (ursos). \n",
+    "\n",
+    "Vamos calcular a probabilidade acumulada para as duas curvas de densidade de distribuição de sucesso para os dois casos com **ppf** (percentage point function) e comparar os resultados. Na sequência, plotamos o gráfico do ganho em sucesso da diferença entre os grupos controle e experimento com **cdf** (cumulative distribution function)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 491,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0.14680681 0.15774923 0.16911913]\n",
+      "[0.16720304 0.17872825 0.19065475]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Arguments are x values so use ppf - the inverse of cdf\n",
+    "print(c_distribution.ppf([0.025, 0.5, 0.975]))\n",
+    "print(e_distribution.ppf([0.025, 0.5, 0.975]))\n",
+    "\n",
+    "# [ 0.14443947  0.15530981  0.16661068]\n",
+    "# [ 0.15770843  0.16897057  0.18064618]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 492,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[Text(0,0.5,'CDF'), Text(0.5,0,'Bears / Alpacas')]"
+      ]
+     },
+     "execution_count": 492,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(1, 1)\n",
+    "\n",
+    "ser = pd.Series(e_samples/c_samples)\n",
+    "\n",
+    "# Make the CDF\n",
+    "ser = ser.sort_values()\n",
+    "ser[len(ser)] = ser.iloc[-1] \n",
+    "cum_dist = np.linspace(0., 1., len(ser))\n",
+    "ser_cdf = pd.Series(cum_dist, index=ser)\n",
+    "\n",
+    "ax.plot(ser_cdf)\n",
+    "ax.set(xlabel='Bears / Alpacas', ylabel='CDF')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Tirando conclusões sobre a hipótese nula\n",
+    "\n",
+    "Vamos comparar o resultado do **p-value** das distribuições com **rsv** (random variates) para um tamanho de amostra de 1 milhão de observações e tirar a conclusão se empiricamente a diferença de cliques de sucesso com grupo do experimento (ursos) é estísticamente relevante."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 493,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sample_size = 10000000\n",
+    "\n",
+    "c_samples = pd.Series([c_distribution.rvs() for _ in range(sample_size)])\n",
+    "e_samples = pd.Series([e_distribution.rvs() for _ in range(sample_size)])\n",
+    "\n",
+    "p_value = 1.0 - sum(e_samples > c_samples)/sample_size\n",
+    "\n",
+    "# 0.046830000000000038"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 494,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.005507400000000051"
+      ]
+     },
+     "execution_count": 494,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "p_value"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 495,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 495,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "p_value < 0.05"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 496,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Os ursos são melhores que as Alpacas: hipótese nula não rejeitada: ursos fazem diferença na landing page.\n"
+     ]
+    }
+   ],
+   "source": [
+    "if p_value < 0.05:\n",
+    "    print('Os ursos são melhores que as Alpacas: hipótese nula não rejeitada: ursos fazem diferença na landing page.')\n",
+    "else:\n",
+    "    print('Os ursos não são melhores que as Alpacas: hipótese nula rejeitada: ursos não fazem diferença na landing page.')"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/1-analise-explorat\303\263ria-basica/07-inferencia2/simpson_kidney.png" "b/1-analise-explorat\303\263ria-basica/07-inferencia2/simpson_kidney.png"
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diff --git "a/1-analise-explorat\303\263ria-basica/08-SQL1/python_e_sql.ipynb" "b/1-analise-explorat\303\263ria-basica/08-SQL1/python_e_sql.ipynb"
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diff --git "a/1-analise-explorat\303\263ria-basica/miscel\303\242nia/Teorema_limite_central_e_lei_grandes_numeros.ipynb" "b/1-analise-explorat\303\263ria-basica/miscel\303\242nia/Teorema_limite_central_e_lei_grandes_numeros.ipynb"
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diff --git "a/1-analise-explorat\303\263ria-basica/miscel\303\242nia/desafio_causalidade.txt" "b/1-analise-explorat\303\263ria-basica/miscel\303\242nia/desafio_causalidade.txt"
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diff --git "a/1-analise-explorat\303\263ria-basica/miscel\303\242nia/desafio_simpson.txt" "b/1-analise-explorat\303\263ria-basica/miscel\303\242nia/desafio_simpson.txt"
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diff --git "a/1-analise-explorat\303\263ria-basica/miscel\303\242nia/operacoes_com_conjuntos.ipynb" "b/1-analise-explorat\303\263ria-basica/miscel\303\242nia/operacoes_com_conjuntos.ipynb"
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diff --git "a/1-analise-explorat\303\263ria-basica/miscel\303\242nia/paradoxo_de_simpson.ipynb" "b/1-analise-explorat\303\263ria-basica/miscel\303\242nia/paradoxo_de_simpson.ipynb"
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diff --git "a/1-analise-explorat\303\263ria-basica/miscel\303\242nia/simulando_montyhall.ipynb" "b/1-analise-explorat\303\263ria-basica/miscel\303\242nia/simulando_montyhall.ipynb"
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diff --git "a/1-analise-explorat\303\263ria-basica/xxxxx/PRACTICA_GUIADA_Python.ipynb" "b/1-analise-explorat\303\263ria-basica/xxxxx/PRACTICA_GUIADA_Python.ipynb"
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--- /dev/null
+++ "b/1-analise-explorat\303\263ria-basica/xxxxx/PRACTICA_GUIADA_Python.ipynb"
@@ -0,0 +1,709 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Python Avançado"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Tuplas, listas e dicionários"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "aluno = (\"Fernando\",\"Gonzalez\",26)\n",
+    "aluno"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Se eu quiser salvar os dados de todos os meus alunos, uso uma lista de tuplas:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "alunos = [(\"Fernando\",\"Gonzalez\",26),(\"Florencia\",\"Martinez\",32),(\"Florencia\",\"Martinez\",32)]\n",
+    "alunos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "curso={\"ajudante\":(\"Javier\",\"Rodriguez\",32),\"professor\":(\"Marisol\",\"Andrade\",39)}\n",
+    "curso"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2- Definição de funções"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Escrever uma função que receba a longitude do lado de um quadrado e retorne a área do quadrado\n",
+    "def areaSquare(lado): \n",
+    "    return lado ** 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Escrever uma função que receba o comprimento, largura e profundidade de um ”cuboide” e retorne a área da superfície do ”cuboide”\n",
+    "def surfaceAreaCuboid(comprimento, largura, profundidade): \n",
+    "    superfície = 2 * (comprimento * largura + comprimento * profundidade + largura * profundidade)\n",
+    "    return superfície"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Agora chamamos às funções definidas anteriormente"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "areaSquare(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "surfaceAreaCuboid(1,3,5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3 - Abrangências de listas\n",
+    "\n",
+    "### Abrangências de listas básicas\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### O que são as abrangências de listas?\n",
+    "\n",
+    "As abrangências de listas são sentenças que realizam algum tipo de operação em cada elemento de uma lista. Vamos começar com uma lista simples de números:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "numbers = [0,1,2,3,4,5,6,7,8,9]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Vamos supor que queremos somar 1 a cada elemento da lista. Poderíamos fazer isto de diferentes\n",
+    "formas sem utilizar abrangências de listas. Poderíamos utilizar um for:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "nums_plus_one = []\n",
+    "for num in numbers:\n",
+    "    nums_plus_one.append(num + 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "nums_plus_one"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Felizmente, temos as abrangências de listas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "nums_plus_one = [x + 1 for x in numbers]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "nums_plus_one"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Vejamos detalhadamente como isto funciona:\n",
+    "* num_plus_one é atribuída à esquerda como uma nova variável\n",
+    "* As abrangências de listas retornam uma lista, e a sentença está entre colchetes: [...]\n",
+    "* Entre os colchetes, a estrutura é similar à de um loop for:\n",
+    "    1. A **operação por elemento** vem primeiro: x+1\n",
+    "    2. Depois, vem a **variável de atribuição da iteração**: for x\n",
+    "    3. Por último, a **lista de elementos sobre a qual iterar**: in numbers"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Lógica condicional nas abrangências de listas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As abrangências de listas não apenas servem para iterar sobre os elementos para aplicar alguma operação a eles, como também podem aplicar condições. \n",
+    "Vamos supor que queremos \"binarizar\" uma variável de acordo com o fato de cada elemento ser maior ou menor/igual à metade do máximo de todos os elementos. O for para fazer isto poderia ser desta maneira:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "n = [1, 2, 7, 21, 3, 1, 62, 3, 34, 12, 73, 44, 12, 11, 9]\n",
+    "n_bin = []\n",
+    "n_max_2 = max(n) / 2\n",
+    "for x in n:\n",
+    "    if x >= n_max_2:\n",
+    "        n_bin.append(1)\n",
+    "    else:\n",
+    "        n_bin.append(0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Mas isto exige muito código. Uma abrangência de listas pode fazer a mesma coisa de forma muito mais fácil:\n",
+    "\n",
+    "##### 3- A \"Binarizar\" n de tal forma que os valores maiores ou iguais à metade do máximo de n sejam 1, os outros 0"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Primeiro, vejamos como se interpreta uma expressão condicional em Python"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "x = 2\n",
+    "print (1 if x > 5 else 0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "x = 7\n",
+    "print (1 if x > 5 else 0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Agora criamos nossa lista usando uma abrangência de listas e uma expressão condicional"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "n = [1, 2, 7, 21, 3, 1, 62, 3, 34, 12, 73, 44, 12, 11, 9]\n",
+    "n_max_2 = max(n) / 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "n_bin = [1 if x > n_max_2 else 0 for x in n]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "n_bin"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### 3- B Filtrar uma lista\n",
+    "\n",
+    "As condicionais dentro de uma abrangência de listas também servem para filtrar os dados que quero manter. Neste caso, o \"if\" vai depois do for."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "n = [100, 2, 423, 42, 15, 87, 67]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Queremos obter apenas os elementos que estão entre 40 e 70"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "[num for num in n if 70 >= num >= 40]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Funções em abrangências de listas\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Podemos realizar operações com várias listas ao mesmo tempo. Utilizar as funções **zip** e **enumerate** junto com abrangências de listas é muito útil. Primeiro vejamos o que cada uma destas funções faz.\n",
+    "\n",
+    "**zip** percorre cada elemento de duas listas de maneira iterativa ao mesmo tempo e combina cada fila de elementos em uma tupla:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "a = ['a','b','c','d']\n",
+    "z = ['z','y','x','w']\n",
+    "\n",
+    "list(zip(a,z))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "zipped = []\n",
+    "for a_i, z_i in zip(a, z):\n",
+    "    zipped.append([a_i, z_i])\n",
+    "\n",
+    "zipped"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### 3- C Combinar os elementos destas duas listas em pares (tuplas), item por item\n",
+    "Observação: O output a ser obtido é [('a', 'z'), ('b', 'y'), ('c', 'x'), ('d', 'w')]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "a = ['a', 'b', 'c', 'd']\n",
+    "z = ['z', 'y', 'x', 'w']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "zipped_lc = [x for x in zip(a,z)]\n",
+    "zipped_lc"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Nota**: Se quisermos obter apenas uma lista de tuplas, podemos usar o constructor list"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "list(zip(a,z))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### 3- D Criar uma lista de pares (índice, valor)\n",
+    "\n",
+    "Observação: Usando abrangência de listas fica claro :)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "a = ['a','b','c','d']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**enumerate** leva o \"registro\" do índice de cada elemento da lista:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "a = ['a','b','c','d']\n",
+    "\n",
+    "enumerated = []\n",
+    "for i, a_i in enumerate(a):\n",
+    "    enumerated.append([i, a_i])\n",
+    "\n",
+    "enumerated"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Agora, usando abrangência de listas:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "enumerated_lc =[x for x in enumerate(a)]\n",
+    "enumerated_lc"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### 3-E) Para cada elemento de cada lista, calcular a multiplicação do elemento da primeira lista por seu índice dividido pelo elemento da segunda lista\n",
+    "\n",
+    "Por exemplo, dadas estas duas listas:\n",
+    "\n",
+    "    list_one = [10, 15, 20, 25, 40]\n",
+    "    list_two = [1, 2, 3, 4, 5]\n",
+    "\n",
+    "Retornar:\n",
+    "\n",
+    "[0, 7, 13, 18, 32]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "list_one = [10, 15, 20, 25, 40]\n",
+    "list_two = [1, 2, 3, 4, 5]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "math_comp = [int((x * i) / y) for i, (x, y) in enumerate(zip(list_one, list_two))]\n",
+    "math_comp"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Abrangências de dicionários"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "A abrangência não está limitada a listas. \n",
+    "Podemos utilizar a abrangência para criar dicionários. \n",
+    "Abaixo, um exemplo onde criamos um dicionário em que cada chave é o nome de uma espécie animal e seu valor é a longitude desse nome."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "keys = ['dog', 'cat', 'bird', 'horse']\n",
+    "dicc = {k:len(k) for k in keys}\n",
+    "dicc"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "##### 3-F) Criar um dicionário onde as keys sejam o animal e a chave seja o índice de cada letra do nome do del animal no abecedário\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def indiceAbecedario(letra):\n",
+    "    return ord(letra.lower()) - 96"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "A função indiceAbecedario retorna a que número de letra do abecedário corresponde à letra passada como parâmetro"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "indiceAbecedario('b')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "keys = ['dog', 'cat', 'bird', 'horse']\n",
+    "dicc = {k:[indiceAbecedario(x) for x in k] for k in keys}\n",
+    "dicc"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### 3-F Criar um dicionário onde as chaves sejam os nomes de coluna e seus valores correspondentes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "column_names = ['height','weight','is_male']\n",
+    "values = [[62, 54, 60, 50], [180, 120, 200, 100], [True, False, True, False]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "dicc = {k:v for k, v in zip(column_names, values)}\n",
+    "dicc"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/1-analise-explorat\303\263ria-basica/xxxxx/PR\303\201CTICA_INDEPENDIENTE_SOLUTION.ipynb" "b/1-analise-explorat\303\263ria-basica/xxxxx/PR\303\201CTICA_INDEPENDIENTE_SOLUTION.ipynb"
new file mode 100755
index 0000000..035a442
--- /dev/null
+++ "b/1-analise-explorat\303\263ria-basica/xxxxx/PR\303\201CTICA_INDEPENDIENTE_SOLUTION.ipynb"
@@ -0,0 +1,465 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Prática Independente de Python Avançado- SOLUTION"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Define-se uma lista de dicionários com que a prática será desenvolvida."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Dicionário de filmes\n",
+    "\n",
+    "movies = [\n",
+    "{\n",
+    "\"name\": \"Usual Suspects\", \n",
+    "\"imdb\": 7.0,\n",
+    "\"category\": \"Thriller\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Hitman\",\n",
+    "\"imdb\": 6.3,\n",
+    "\"category\": \"Action\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Dark Knight\",\n",
+    "\"imdb\": 9.0,\n",
+    "\"category\": \"Adventure\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"The Help\",\n",
+    "\"imdb\": 8.0,\n",
+    "\"category\": \"Drama\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"The Choice\",\n",
+    "\"imdb\": 6.2,\n",
+    "\"category\": \"Romance\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Colonia\",\n",
+    "\"imdb\": 7.4,\n",
+    "\"category\": \"Romance\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Love\",\n",
+    "\"imdb\": 6.0,\n",
+    "\"category\": \"Romance\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Bride Wars\",\n",
+    "\"imdb\": 5.4,\n",
+    "\"category\": \"Romance\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"AlphaJet\",\n",
+    "\"imdb\": 3.2,\n",
+    "\"category\": \"War\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Ringing Crime\",\n",
+    "\"imdb\": 4.0,\n",
+    "\"category\": \"Crime\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Joking muck\",\n",
+    "\"imdb\": 7.2,\n",
+    "\"category\": \"Comedy\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"What is the name\",\n",
+    "\"imdb\": 9.2,\n",
+    "\"category\": \"Suspense\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Detective\",\n",
+    "\"imdb\": 7.0,\n",
+    "\"category\": \"Suspense\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"Exam\",\n",
+    "\"imdb\": 4.2,\n",
+    "\"category\": \"Thriller\"\n",
+    "},\n",
+    "{\n",
+    "\"name\": \"We Two\",\n",
+    "\"imdb\": 7.2,\n",
+    "\"category\": \"Romance\"\n",
+    "}\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercício 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Escrever uma função que pega um filme (movie) e retorna True se sua pontuação IMDB for maior do que 5.5\n",
+    "# e False, caso contrário\n",
+    "def filmeMédiaMaior55(movie):\n",
+    "    return movie['imdb'] > 5.5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Definimos um filme como exemplo\n",
+    "m = {\n",
+    "\"name\": \"We Two\",\n",
+    "\"imdb\": 7.2,\n",
+    "\"category\": \"Romance\"\n",
+    "}\n",
+    "\n",
+    "# Testamos a nossa função\n",
+    "filmeMédiaMaior55(m)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercício 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Escrever uma função que retorne a sublista dos filmes com pontuação IMDB maior do que 5.5 \n",
+    "# (Hint: Pode ser útil usar a função definida no ponto anterior).\n",
+    "def subListaFilmesMédiaMaior55(filmes):\n",
+    "    ret = []\n",
+    "    for f in filmes:\n",
+    "        if filmeMédiaMaior55(f):\n",
+    "ret.append(f)",
+    "    return ret"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def subListaFilmesMédiaMaior55(filmes):\n",
+    "    return [f for f in filmes if filmeMédiaMaior55(f)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'category': 'Thriller', 'imdb': 7.0, 'name': 'Usual Suspects'},\n",
+       " {'category': 'Action', 'imdb': 6.3, 'name': 'Hitman'},\n",
+       " {'category': 'Adventure', 'imdb': 9.0, 'name': 'Dark Knight'},\n",
+       " {'category': 'Drama', 'imdb': 8.0, 'name': 'The Help'},\n",
+       " {'category': 'Romance', 'imdb': 6.2, 'name': 'The Choice'},\n",
+       " {'category': 'Romance', 'imdb': 7.4, 'name': 'Colonia'},\n",
+       " {'category': 'Romance', 'imdb': 6.0, 'name': 'Love'},\n",
+       " {'category': 'Comedy', 'imdb': 7.2, 'name': 'Joking muck'},\n",
+       " {'category': 'Suspense', 'imdb': 9.2, 'name': 'What is the name'},\n",
+       " {'category': 'Suspense', 'imdb': 7.0, 'name': 'Detective'},\n",
+       " {'category': 'Romance', 'imdb': 7.2, 'name': 'We Two'}]"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "subListaFilmesMédiaMaior55(movies)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'category': 'Thriller', 'imdb': 7.0, 'name': 'Usual Suspects'},\n",
+       " {'category': 'Action', 'imdb': 6.3, 'name': 'Hitman'},\n",
+       " {'category': 'Adventure', 'imdb': 9.0, 'name': 'Dark Knight'},\n",
+       " {'category': 'Drama', 'imdb': 8.0, 'name': 'The Help'},\n",
+       " {'category': 'Romance', 'imdb': 6.2, 'name': 'The Choice'},\n",
+       " {'category': 'Romance', 'imdb': 7.4, 'name': 'Colonia'},\n",
+       " {'category': 'Romance', 'imdb': 6.0, 'name': 'Love'},\n",
+       " {'category': 'Comedy', 'imdb': 7.2, 'name': 'Joking muck'},\n",
+       " {'category': 'Suspense', 'imdb': 9.2, 'name': 'What is the name'},\n",
+       " {'category': 'Suspense', 'imdb': 7.0, 'name': 'Detective'},\n",
+       " {'category': 'Romance', 'imdb': 7.2, 'name': 'We Two'}]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "subListaFilmesMédiaMaior55(movies)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercício 3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Escrever uma função que pega o nome de uma categoria e \n",
+    "# retorna somente os filmes que pertencem a tal categoria.\n",
+    "def getFilmesDeCategoria(categoria):\n",
+    "    ret = []\n",
+    "    for m in movies:\n",
+    "        if m['category'] == categoria:\n",
+    "ret.append(m)",
+    "    return ret"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def getFilmesDeCategoria(categoria):\n",
+    "    return [f for f in movies if f['category'] == categoria]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'category': 'Romance', 'imdb': 6.2, 'name': 'The Choice'},\n",
+       " {'category': 'Romance', 'imdb': 7.4, 'name': 'Colonia'},\n",
+       " {'category': 'Romance', 'imdb': 6.0, 'name': 'Love'},\n",
+       " {'category': 'Romance', 'imdb': 5.4, 'name': 'Bride Wars'},\n",
+       " {'category': 'Romance', 'imdb': 7.2, 'name': 'We Two'}]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "getFilmesDeCategoria('Romance')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'category': 'Romance', 'imdb': 6.2, 'name': 'The Choice'},\n",
+       " {'category': 'Romance', 'imdb': 7.4, 'name': 'Colonia'},\n",
+       " {'category': 'Romance', 'imdb': 6.0, 'name': 'Love'},\n",
+       " {'category': 'Romance', 'imdb': 5.4, 'name': 'Bride Wars'},\n",
+       " {'category': 'Romance', 'imdb': 7.2, 'name': 'We Two'}]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "getFilmesDeCategoria('Romance')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercício 4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Escrever uma função que receba uma lista de filmes e calcule sua média de pontuação IMDB\n",
+    "def médiaDeLista(lista):\n",
+    "    soma = 0\n",
+    "    for f in lista:\n",
+    "        soma = soma + f['imdb']\n",
+    "    \n",
+    "    return soma / len(lista)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "6.486666666666667"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "médiaDeLista(movies)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercício 5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# BÔNUS: Escrever uma função que receba uma categoria e compute sua média de pontuação IMDB\n",
+    "#(Hint: funções já definidas podem ser reutilizadas)\n",
+    "def médiaDeCategoria(categoria):\n",
+    "    filmesDaCategoria = getFilmeDeCategoria(categoria)\n",
+    "    return médiaDeLista(filmesDaCategoria)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "6.3"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "médiaDeCategoria('Action')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "6.44"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "médiaDeCategoria('Romance')"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/aula.ipynb" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/aula.ipynb"
deleted file mode 100644
index c2640b0..0000000
--- "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/aula.ipynb"
+++ /dev/null
@@ -1,3591 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Regressões\n",
-    "\n",
-    "1. Regressão Simples\n",
-    "2. Regressão Multipla\n",
-    "3. Modelagem\n",
-    "4. Causalidade\n",
-    "\n",
-    "\n",
-    "### Regressão Simples \n",
-    "\n",
-    "**Pré-requisitos do modelo de regressão Linear**\n",
-    "\n",
-    "A maioria dos testes estatísticos depende de suposições sobre as variáveis. Para tirar conclusões sobre as estimativas para um modelo de regressão linear, quatro suposições são feitas sobre o comportamento dos dados:\n",
-    "\n",
-    "- A relação entre as variáveis de resposta e de previsão é **linear** na natureza.\n",
-    "- Os erros são **independentes**. \n",
-    "- Os erros possuem distribuições **normal**. \n",
-    "- Os erros têm a **mesma** variância.\n",
-    "\n",
-    "\n",
-    "**LINEAR**\n",
-    "- Se a relação entre as variáveis ​​de resposta e preditor não for linear, os resultados da análise de regressão irão subestimar a verdadeira relação. Isso é melhor verificado com um gráfico de dispersão dos valores previstos versus os valores observados.\n",
-    "\n",
-    "\n",
-    "**INDEPENDENTES**\n",
-    "- Séries autocorrelacionadas o que não é o nosso caso. Um gráfico de latência dos resíduos verifica se eles são aleatórios. Se aleatório, os dados não devem exibir nenhuma estrutura identificável em um gráfico de latência.\n",
-    "\n",
-    "\n",
-    "**NORMAL**\n",
-    "- Se a distribuição de erro for significativamente não normal, os intervalos de previsão não serão confiáveis. O melhor teste para erros normalmente distribuídos é um gráfico de probabilidade normal dos resíduos . Se a distribuição for normal, os pontos em tal plotagem devem se aproximar da linha de referência diagonal.\n",
-    "\n",
-    "\n",
-    "- As violações da normalidade freqüentemente surgem porque as distribuições das variáveis ​​são significativamente não-normais e / ou a suposição de linearidade é violada. Em tais casos, uma transformação não linear de variáveis pode resolver ambos os problemas. Se as distribuições de algumas das variáveis ​​forem extremamente assimétricas ou de cauda longa, elas podem não se encaixar em um modelo linear com erros normalmente distribuídos.\n",
-    "\n",
-    "\n",
-    "- Como os dados reais raramente apresentam erros que normalmente são distribuídos normalmente e, como uma violação significativa da suposição de distribuição normal pode indicar outro problema com as premissas do modelo e / ou a presença de pontos de dados influentes, geralmente é útil se concentrar mais em quaisquer violações de dados. as outras suposições e / ou a influência de alguns outliers (que podem ser os principais responsáveis ​​por violações da normalidade de qualquer maneira).\n",
-    "\n",
-    "\n",
-    "**VARIÂNCIA**\n",
-    "- Se a variação dos erros for marcadamente diferente em vários valores, isso pode levar à distorção dos resultados e enfraquecer a análise. Essa suposição pode ser verificada examinando-se um gráfico residual dos valores previstos versus os resíduos padronizados . Idealmente, os resíduos são aleatoriamente espalhados em torno de 0, fornecendo uma distribuição relativamente uniforme. A largura vertical da dispersão não deve aparecer para aumentar ou diminuir os valores ajustados.\n",
-    "\n",
-    "\n",
-    "**Regressões Simples**\n",
-    "\n",
-    "- O objetivo é ajustar a inclinação (w1 nesse exemplo) e o intercepto (b) de modo que a regressão linear (a \"linha\" laranja) minimize a soma dos resíduos (as distâncias entre as observações, \"bolas azuis\" e os valores esperados pela regressão, os resíduos são as distâncias verticais.)\n",
-    "\n",
-    "<img src=\"img/linear_regression_scheme.png\" width=\"450\" />\n",
-    "\n",
-    "#### Gerando dados para treinarmos.\n",
-    "\n",
-    "- rng é o método de números aleatórios que estamos criando com um seed fixo (123) para tornar-se reprodutivel;\n",
-    "- Como vamos gerar duas variáveis, vamos definir duas médias, 100 e 1000;\n",
-    "- Na variável cov está o \"truque\" para gerar dados fakes para uma regressão linear, estamos definindo uma matriz 2x2 (2 linhas e 2 colunas) e dizendo que a covariância entre as duas séries de números aleatórios que estamos criando **não** são independentes e essa não independencia é o que vamos tentar capturar com a regressão linear.\n",
-    "- Na variável sample estamos criando duas distribuições normal que seguem certa regra de covariância que passamos, por isso a ideia de elas são \"multivariadas\" (ou seja, os valores de uma série dependem da outra).\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "import scipy.stats\n",
-    "import seaborn as sns\n",
-    "%matplotlib inline\n",
-    "%config InlineBackend.figure_formats=['svg']\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
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-      "text/plain": [
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-    "rng = np.random.RandomState(1)\n",
-    "\n",
-    "x = 10 * rng.rand(500)\n",
-    "y = 3 * x  -5 + 4*rng.randn(500)\n",
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-    "#### Solução analitica\n",
-    " $w = (X^T X)^{-1} X^T y$\n",
-    " \n",
-    " [derivação](https://stats.stackexchange.com/questions/46151/how-to-derive-the-least-square-estimator-for-multiple-linear-regression) \n",
-    "<br>\n",
-    "\n",
-    "\n",
-    "Onde:\n",
-    "- w é o **vetor** de pesos (nossos parâmetros estimados)\n",
-    "- X é a matriz de valores, onde cada linha é uma observação e cada coluna é uma variável\n",
-    "- o Sobrescrito T indica \"Transposto\", ou seja, a matriz com um T é a matriz transposta.\n",
-    "- y é simplesmente o vetor da variável y."
-   ]
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-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Intercepto: -5.14\n",
-      "Inclinação: 3.06\n"
-     ]
-    }
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-   "source": [
-    "X = x[:, np.newaxis]\n",
-    "\n",
-    "# Um ponto importante aqui é adicionar uma coluna de \"1s\" que será nosso intercepto.\n",
-    "Xb = np.hstack((np.ones((X.shape[0], 1)), X))\n",
-    "w = np.zeros(X.shape[1])\n",
-    "\n",
-    "z = np.linalg.inv(np.dot(Xb.T, Xb))\n",
-    "w = np.dot(z, np.dot(Xb.T, y))\n",
-    "b, w1 = w[0], w[1]\n",
-    "print('Intercepto: %.2f' % b)\n",
-    "print('Inclinação: %.2f' % w1)"
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-   "execution_count": 13,
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-      "Intercepto beta_0:  -5.135054100148473\n",
-      "Inclinação beta_1:  3.05797193870835\n"
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-     "metadata": {},
-     "output_type": "display_data"
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-   ],
-   "source": [
-    "from sklearn.linear_model import LinearRegression\n",
-    "\n",
-    "model = LinearRegression(fit_intercept=True)\n",
-    "\n",
-    "model.fit(x[:, np.newaxis], y)\n",
-    "\n",
-    "xfit = np.linspace(0, 10, 100)\n",
-    "yhat = model.predict(xfit[:, np.newaxis])\n",
-    "\n",
-    "plt.scatter(x, y)\n",
-    "plt.plot(xfit, yhat)\n",
-    "\n",
-    "print(\"Intercepto beta_0: \", model.intercept_)\n",
-    "print(\"Inclinação beta_1: \", model.coef_[0])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Qualidade do Ajuste\n",
-    "\n",
-    "#### Erros Quadraticos Médios \n",
-    "(MSE, Mean Squared Error)\n",
-    "\n",
-    "$$MSE = \\frac{1}{n} \\sum_{i=1}^{n} \\big(y_i - \\hat{y_i}\\big)^2$$\n",
-    "\n",
-    "- Note que o MSE é dependente da escala, e retorna $unidade^2$\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "15.905333715527409"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "y_predicted = x*w1 + b\n",
-    "mse = np.mean((y - y_predicted)**2)\n",
-    "mse"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "3.988149159137282"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# R = Root, Raiz\n",
-    "rmse = np.sqrt(mse)\n",
-    "rmse"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
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-    "#### Coeficiente de Determinação \n",
-    "ou $R^2$\n",
-    "\n",
-    "- Soma total dos quadrados (variabilidade da variável resposta ou alvo, proporcional à variância do y):\n",
-    "\n",
-    "$$SS_{total} = \\sum_{i=1}^{n} \\big( y_i - \\bar{y_i} \\big)^2$$\n",
-    "\n",
-    "- Soma dos Residuos ao Quadrado:\n",
-    "\n",
-    "$$SS_{residual} = \\sum_{i=1}^{n} \\big( \\hat{y_i} - \\bar{y_i} \\big)^2$$\n",
-    "\n",
-    "- Coeficiente de Determinação $R^2$:\n",
-    "\n",
-    "$$R^2 = \\frac{SS_{residual}}{SS_{total}}$$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.1621615323645781"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Método raiz\n",
-    "mean_y = np.mean(y)\n",
-    "SS_total = np.sum((y - mean_y)**2)\n",
-    "SS_residual = np.sum((yhat - mean_y)**2)\n",
-    "r_squared = SS_residual / SS_total\n",
-    "r_squared"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.8379164761712601"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# método nutella\n",
-    "slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(x, y)\n",
-    "r_value**2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# exemplos com arquivo ibge\n",
-    "# mostrar a diferença entre regressão correlação"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.4"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/2019-02-12_12-55-10.jpg" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/2019-02-12_12-55-10.jpg"
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diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/Curso_de_Economia_Informa\303\247\303\265es_2013.pdf" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/Curso_de_Economia_Informa\303\247\303\265es_2013.pdf"
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diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/SSEvenn.png" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/SSEvenn.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/bivarvsmulti slope calc.png" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/bivarvsmulti slope calc.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/cov eqs.png" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/cov eqs.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/cov-cor eqs.png" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/cov-cor eqs.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/dv measerror.png" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/dv measerror.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/normal.png" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/normal.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/ovb case 1.png" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/ovb case 1.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/ovb case 2.png" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/ovb case 2.png"
new file mode 100755
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diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/partY venn1.png" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/partY venn1.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/regiao_critica_bilateral_aceitacao_exemplo.png" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/regiao_critica_bilateral_aceitacao_exemplo.png"
old mode 100644
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diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/slopecalc.png" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/slopecalc.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/var calc w scatter.png" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/var calc w scatter.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/vareqs.png" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/img/vareqs.png"
new file mode 100755
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diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/regressao_simples.ipynb" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/regressao_simples.ipynb"
new file mode 100755
index 0000000..df94e7c
--- /dev/null
+++ "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/regressao_simples.ipynb"
@@ -0,0 +1,6078 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Análise de dados e introdução a Regressão\n",
+    "\n",
+    "\n",
+    "## Forma do modelo linear\n",
+    "\n",
+    "$y = \\beta_0 + \\beta_1x_1 + \\beta_2x_2 + ... + \\beta_nx_n$\n",
+    "- $y$ é a variável dependente (a resposta)\n",
+    "- $\\beta_0$ é o termo de intercepção\n",
+    "- $\\beta_1$ é o coeficiente para $x_1$ \n",
+    "- $\\beta_n$ é o coeficiente para $x_n$\n",
+    "\n",
+    "Os **$\\beta$** são os chamados **_Coeficientes do modelo_**\n",
+    "\n",
+    "- Esses valores são estimados (ou \"aprendidos\") no processo de adaptação do modelo utilizando o critério ** mínimos quadrados **.\n",
+    "- Especificamente, encontramos a linha (matematicamente) que minimiza a adição ** de quadrados de resíduos ** (ou “total de erros quadráticos”).\n",
+    "- E quando já tivermos aprendido esses coeficientes, podemos usar o modelo para prever a resposta.\n",
+    "\n",
+    "## Pré-requisitos do modelo de regressão Linear\n",
+    "\n",
+    "A maioria dos testes estatísticos depende de suposições sobre as variáveis. Para tirar conclusões sobre as estimativas para um modelo de regressão linear, quatro suposições são feitas sobre o comportamento dos dados:\n",
+    "\n",
+    "- A relação entre as variáveis de resposta e de previsão é **linear** na natureza.\n",
+    "- Os erros são **independentes**. \n",
+    "- Os erros possuem distribuições **normal**. \n",
+    "- Os erros têm a **mesma** variância.\n",
+    "\n",
+    "\n",
+    "**LINEAR**\n",
+    "- Se a relação entre as variáveis ​​de resposta e preditor não for linear, os resultados da análise de regressão irão subestimar a verdadeira relação. Isso é melhor verificado com um gráfico de dispersão dos valores previstos versus os valores observados.\n",
+    "\n",
+    "\n",
+    "**INDEPENDENTES**\n",
+    "- Séries autocorrelacionadas o que não é o nosso caso. Plotar um histograma dos resíduos pode ajudar a verificar se eles são aleatórios. Se aleatório, os dados não devem exibir nenhuma estrutura identificável. Além disso, é comum testarmos a correlação dos residuos com as variaveis independentes.\n",
+    "\n",
+    "\n",
+    "**NORMAL**\n",
+    "- Se a distribuição de erro for significativamente não normal, os intervalos de previsão não serão confiáveis. O melhor teste para erros normalmente distribuídos é um gráfico de probabilidade normal dos resíduos . Se a distribuição for normal, os pontos em tal plotagem devem se aproximar da linha de referência diagonal.\n",
+    "\n",
+    "\n",
+    "- As violações da normalidade freqüentemente surgem porque as distribuições das variáveis ​​são significativamente não-normais e / ou a suposição de linearidade é violada. Em tais casos, uma transformação não linear de variáveis pode resolver ambos os problemas. Se as distribuições de algumas das variáveis ​​forem extremamente assimétricas ou de cauda longa, elas podem não se encaixar em um modelo linear com erros normalmente distribuídos.\n",
+    "\n",
+    "\n",
+    "- Como os dados reais raramente apresentam erros que normalmente são distribuídos normalmente e, como uma violação significativa da suposição de distribuição normal pode indicar outro problema com as premissas do modelo e / ou a presença de pontos de dados influentes, geralmente é útil se concentrar mais em quaisquer violações de dados. as outras suposições e / ou a influência de alguns outliers (que podem ser os principais responsáveis ​​por violações da normalidade de qualquer maneira).\n",
+    "\n",
+    "\n",
+    "**VARIÂNCIA**\n",
+    "- Se a variação dos erros for marcadamente diferente em vários valores, isso pode levar à distorção dos resultados e enfraquecer a análise. Essa suposição pode ser verificada examinando-se um gráfico residual dos valores previstos versus os resíduos padronizados . Idealmente, os resíduos são aleatoriamente espalhados em torno de 0, fornecendo uma distribuição relativamente uniforme. A largura vertical da dispersão não deve aparecer para aumentar ou diminuir os valores ajustados.\n",
+    "\n",
+    "\n",
+    "**Regressões Simples**\n",
+    "\n",
+    "- O objetivo é ajustar a inclinação (w1 nesse exemplo) e o intercepto (b) de modo que a regressão linear (a \"linha\" laranja) minimize a soma dos resíduos (as distâncias entre as observações, \"bolas azuis\" e os valores esperados pela regressão, os resíduos são as distâncias verticais.)\n",
+    "\n",
+    "<img src=\"img/linear_regression_scheme.png\" width=\"450\" />\n",
+    "\n",
+    "\n",
+    "#### Gerando dados para treinarmos.\n",
+    "\n",
+    "- rng é o método de números aleatórios que estamos criando com um seed fixo (123) para tornar-se reprodutivel;\n",
+    "- Como vamos gerar duas variáveis, vamos definir duas médias, 100 e 1000;\n",
+    "- Na variável cov está o \"truque\" para gerar dados fakes para uma regressão linear, estamos definindo uma matriz 2x2 (2 linhas e 2 colunas) e dizendo que a covariância entre as duas séries de números aleatórios que estamos criando **não** são independentes e essa não independencia é o que vamos tentar capturar com a regressão linear.\n",
+    "- Na variável sample estamos criando duas distribuições normal que seguem certa regra de covariância que passamos, por isso a ideia de elas são \"multivariadas\" (ou seja, os valores de uma série dependem da outra).\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import scipy.stats\n",
+    "import seaborn as sns\n",
+    "%matplotlib inline\n",
+    "%config InlineBackend.figure_formats=['svg']\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Começaremos com a regressão linear mais familiar, um ajuste linear aos dados. Um ajuste em linha reta é um modelo da forma de:\n",
+    "$$y = a * x + b $$\n",
+    "\n",
+    "Onde $b$ é chamado de intercepto e $a$ de inclinação.\n",
+    "\n",
+    "Considere os seguintes dados, que estão espalhados sobre uma linha com uma inclinação de 4 e um intercepto de -5:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
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+   ],
+   "source": [
+    "rng = np.random.RandomState(42)\n",
+    "\n",
+    "x = 10 * rng.rand(200)\n",
+    "y = 3 * x  -5 + 4*rng.randn(200)\n",
+    "\n",
+    "plt.scatter(x, y)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Solução analitica\n",
+    " $w = (X^T X)^{-1} X^T y$\n",
+    " \n",
+    " [derivação](https://stats.stackexchange.com/questions/46151/how-to-derive-the-least-square-estimator-for-multiple-linear-regression) \n",
+    "<br>\n",
+    "\n",
+    "\n",
+    "Onde:\n",
+    "- w é o **vetor** de pesos (nossos parâmetros estimados)\n",
+    "- X é a matriz de valores, onde cada linha é uma observação e cada coluna é uma variável\n",
+    "- o Sobrescrito T indica \"Transposto\", ou seja, a matriz com um T é a matriz transposta.\n",
+    "- y é simplesmente o vetor da variável y."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Intercepto: -4.58\n",
+      "Inclinação: 2.97\n"
+     ]
+    }
+   ],
+   "source": [
+    "X = x[:, np.newaxis]\n",
+    "\n",
+    "# Um ponto importante aqui é adicionar uma coluna de \"1s\" que será nosso intercepto.\n",
+    "Xb = np.hstack((np.ones((X.shape[0], 1)), X))\n",
+    "w = np.zeros(X.shape[1])\n",
+    "\n",
+    "z = np.linalg.inv(np.dot(Xb.T, Xb))\n",
+    "w = np.dot(z, np.dot(Xb.T, y))\n",
+    "b, w1 = w[0], w[1]\n",
+    "\n",
+    "print('Intercepto: %.2f' % b)\n",
+    "print('Inclinação: %.2f' % w1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Intercepto beta_0:  -4.579195396156711\n",
+      "Inclinação beta_1:  2.9687715727300112\n"
+     ]
+    },
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+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x260bbaaaa90>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.linear_model import LinearRegression\n",
+    "\n",
+    "model = LinearRegression(fit_intercept=True)\n",
+    "\n",
+    "model.fit(x[:, np.newaxis], y)\n",
+    "\n",
+    "xfit = np.linspace(0, 10, 100)\n",
+    "yhat = model.predict(xfit[:, np.newaxis])\n",
+    "\n",
+    "plt.scatter(x, y)\n",
+    "plt.plot(xfit, yhat)\n",
+    "\n",
+    "print(\"Intercepto beta_0: \", model.intercept_)\n",
+    "print(\"Inclinação beta_1: \", model.coef_[0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Qualidade do Ajuste\n",
+    "\n",
+    "#### Erros Quadraticos Médios \n",
+    "(MSE, Mean Squared Error)\n",
+    "\n",
+    "$$MSE = \\frac{1}{n} \\sum_{i=1}^{n} \\big(y_i - \\hat{y_i}\\big)^2$$\n",
+    "\n",
+    "- Note que o MSE é dependente da escala, e retorna $unidade^2$\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "14.941219212655671"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_predicted = x*w1 + b\n",
+    "mse = np.mean((y - y_predicted)**2)\n",
+    "mse"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3.8653873302239288"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# R = Root, Raiz\n",
+    "rmse = np.sqrt(mse)\n",
+    "rmse"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5,0,'index')"
+      ]
+     },
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+       "<matplotlib.figure.Figure at 0x260a242d978>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(np.arange(x.shape[0]), y - y_predicted)\n",
+    "plt.ylabel('vertical offset')\n",
+    "plt.xlabel('index')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Coeficiente de Determinação \n",
+    "ou $R^2$\n",
+    "\n",
+    "- Soma total dos quadrados (variabilidade da variável resposta ou alvo, proporcional à variância do y):\n",
+    "\n",
+    "$$SS_{total} = \\sum_{i=1}^{n} \\big( y_i - \\bar{y_i} \\big)^2$$\n",
+    "\n",
+    "- Soma dos Residuos ao Quadrado:\n",
+    "\n",
+    "$$SS_{residual} = \\sum_{i=1}^{n} \\big( \\hat{y_i} - \\bar{y_i} \\big)^2$$\n",
+    "\n",
+    "- Coeficiente de Determinação $R^2$:\n",
+    "\n",
+    "$$R^2 = \\frac{SS_{residual}}{SS_{total}}$$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.41203028665786257"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Método raiz\n",
+    "mean_y = np.mean(y)\n",
+    "SS_total = np.sum((y - mean_y)**2)\n",
+    "SS_residual = np.sum((yhat - mean_y)**2)\n",
+    "r_squared = SS_residual / SS_total\n",
+    "r_squared"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8361743416805735"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# método nutella\n",
+    "slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(x, y)\n",
+    "r_value**2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Analisando a relação entre Salario e Educação\n",
+    "\n",
+    "Vamos testar uma hipótese. Será que estudar aumenta nossos salarios?\n",
+    "\n",
+    "Vamos usar uma regressão de Salario ~ Estudo para nos ajudar a responder."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>id</th>\n",
+       "      <th>idade</th>\n",
+       "      <th>sexo</th>\n",
+       "      <th>anos_estudo</th>\n",
+       "      <th>cor/raca</th>\n",
+       "      <th>salario</th>\n",
+       "      <th>estado_civil</th>\n",
+       "      <th>regiao</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>53</td>\n",
+       "      <td>homem</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>Parda</td>\n",
+       "      <td>63600.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>49</td>\n",
+       "      <td>mulher</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>Amarela</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>22</td>\n",
+       "      <td>mulher</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>Indigena</td>\n",
+       "      <td>4352.400391</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>nordeste</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>55</td>\n",
+       "      <td>homem</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Amarela</td>\n",
+       "      <td>96600.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>56</td>\n",
+       "      <td>mulher</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Amarela</td>\n",
+       "      <td>157800.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Unnamed: 0            id  idade    sexo  anos_estudo  cor/raca  \\\n",
+       "0           0  1.100190e+10     53   homem          5.0     Parda   \n",
+       "1           1  1.100190e+10     49  mulher          8.0   Amarela   \n",
+       "2           2  1.100190e+10     22  mulher         11.0  Indigena   \n",
+       "3           3  1.100190e+10     55   homem         15.0   Amarela   \n",
+       "4           4  1.100190e+10     56  mulher         15.0   Amarela   \n",
+       "\n",
+       "         salario  estado_civil    regiao  \n",
+       "0   63600.000000           1.0     norte  \n",
+       "1            NaN           1.0     norte  \n",
+       "2    4352.400391           0.0  nordeste  \n",
+       "3   96600.000000           1.0     norte  \n",
+       "4  157800.000000           1.0     norte  "
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "df = pd.read_csv(r'./data/data.csv')\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Primeiro vamos ver o Scatter plot e tentar inferir alguma relação"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
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+      ]
+     },
+     "execution_count": 73,
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+     "metadata": {},
+     "output_type": "display_data"
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+   ],
+   "source": [
+    "sample = df.dropna().sample(1000, random_state=7)\n",
+    "plt.scatter(sample['anos_estudo'], sample['salario'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Dificil inferir algo desse grafico, mas já vemos que tem alguns outliners que não fazem muito sentido, vamos filtra-los."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mascara_salario = df.salario<500000\n",
+    "sample = df[mascara_salario].dropna().sample(1000, random_state=7)\n",
+    "\n",
+    "plt.scatter(sample['anos_estudo'], sample['salario'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Analisando a correlação"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>anos_estudo</th>\n",
+       "      <th>salario</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>anos_estudo</th>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>0.32395</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>salario</th>\n",
+       "      <td>0.32395</td>\n",
+       "      <td>1.00000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             anos_estudo  salario\n",
+       "anos_estudo      1.00000  0.32395\n",
+       "salario          0.32395  1.00000"
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sample[['anos_estudo','salario']].corr()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Legal! Correlação de 0.3 responde nossa pergunta. Quanto mais estudo mais salario, além disso a taxa é de 30% de \"transferência\" entre estudo e salario. Está certo isso? Quais os problemas?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Vamos rodar uma regressão para ver as diferenças .."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Intercepto beta_0:  -3296.263776719017\n",
+      "Inclinação beta_1:  1707.801386464875\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\marcos\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n",
+      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
+     ]
+    }
+   ],
+   "source": [
+    "model = LinearRegression(fit_intercept=True)\n",
+    "\n",
+    "model.fit(sample['anos_estudo'].reshape(-1, 1), sample['salario'])\n",
+    "\n",
+    "xfit = np.linspace(0, 14, 100)\n",
+    "yhat = model.predict(xfit[:, np.newaxis])\n",
+    "\n",
+    "print(\"Intercepto beta_0: \", model.intercept_)\n",
+    "print(\"Inclinação beta_1: \", model.coef_[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "R^2:  0.10494385916738314\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\marcos\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n",
+      "  \"\"\"Entry point for launching an IPython kernel.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"R^2: \", model.score(sample['anos_estudo'].reshape(-1, 1), sample['salario']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  },
+  "toc": {
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+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/regress\303\265es_multiplas_com_diagramas_de_venn.ipynb" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/regress\303\265es_multiplas_com_diagramas_de_venn.ipynb"
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index 0000000..26c929c
--- /dev/null
+++ "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/regress\303\265es_multiplas_com_diagramas_de_venn.ipynb"
@@ -0,0 +1,149 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Regressões Visual\n",
+    "\n",
+    "Modelos de regressão podem ser representados visualmente com **diagramas de Venn** (também chamados de diagramas de Ballentine por sua semelhança com o logotipo da cerveja ). Nestes diagramas, cada variável no modelo de regressão é representada por um círculo diferente. Nos modelos básicos, um círculo azul representa a variável dependente (Y), enquanto os círculos vermelhos representam uma variável independente (X). Os tamanhos dos círculos e a maneira como eles se sobrepõem ilustram vários aspectos das variáveis e como eles se relacionam entre si.\n",
+    "\n",
+    "## Variação\n",
+    "\n",
+    "### Variação no Y\n",
+    "\n",
+    "\n",
+    "<img src=\"img/var calc w scatter.png\" width=\"450\" />\n",
+    "\n",
+    "### Separanndo a Variação Total entre explicada e ruido\n",
+    "\n",
+    "<img src=\"img/partY2.png\" width=\"450\" />\n",
+    "\n",
+    "\n",
+    "O tamanho de cada círculo representa a variação dessa variável. Abaixo, vemos que a variância da variável X2 é maior que a variância de X1.\n",
+    "\n",
+    "\n",
+    "<img src=\"img/vareqs.png\" width=\"450\" />\n",
+    "\n",
+    "\n",
+    "## Covariância / Correlação\n",
+    "\n",
+    "Quando duas variáveis ​​covary / estão correlacionadas, essa relação é representada pela sobreposição entre os dois círculos. No diagrama básico abaixo, vemos que existe uma relação entre as variáveis ​​Y e X1. A área de sobreposição (A) representa a covariância de X1 e Y. Observe que uma sobreposição em um diagrama de Ballentine mostra apenas que a covariância existe; não indica se a covariância é positiva ou negativa.\n",
+    "\n",
+    "<img src=\"img/cov-cor eqs.png\" width=\"450\" />\n",
+    "\n",
+    "\n",
+    "O diagrama mais complexo abaixo mostra três variáveis ​​inter-relacionadas.\n",
+    "\n",
+    "<img src=\"img/cov eqs.png\" width=\"450\" />\n",
+    "\n",
+    "## Variação explicada (R 2 )\n",
+    "Como A representa o grau em que X1 e Y variam juntos, também podemos dizer que A é a porção da variância de Y que é explicada por X1 (ou pela variação em X1). Assim, o R2 da regressão de Y em X1 é igual à área de sobreposição (A) dividida pela área total representando Y (A + B).\n",
+    "\n",
+    "<img src=\"img/R2 eqs.png\" width=\"450\" />\n",
+    "\n",
+    "## Valor dos Betas (inclinação da regressão)\n",
+    "Lembre-se de que o cálculo da inclinação de regressão depende da variância de X e da covariância entre X e Y. Abaixo, a variância de X é representada pelo círculo vermelho (o total das seções A e C) e a covariância entre X e Y é representada por a sobreposição (seção A). A visualização das partes do Ballentine usadas no cálculo do declive de regressão ajudará mais tarde a entender como as variáveis ​​independentes afetam umas às outras no contexto de regressão múltipla.\n",
+    "\n",
+    "<img src=\"img/slopecalc.png\" width=\"450\" />\n",
+    "\n",
+    "\n",
+    "## Erro padrão dos Betas\n",
+    "\n",
+    "Lembre-se de que calcular o erro padrão da inclinação começa com a soma dos termos de erro quadráticos (o SSE).\n",
+    "\n",
+    "<img src=\"img/SEbformulae.png\" width=\"450\" />\n",
+    "\n",
+    "Dentro do diagrama de Ballentine, podemos visualizar o SSE como a porção inexplicada da variância de Y.\n",
+    "\n",
+    "<img src=\"img/SSEvenn.png\" width=\"450\" />\n",
+    "\n",
+    "Podemos inferir a partir deles que existem três maneiras de reduzir o erro padrão do coeficiente (o que torna estreito o intervalo de confiança ao redor da inclinação): 1. aumentar o tamanho da amostra; 2. explicar mais variância de Y (isto é, adicionar variáveis ​​de controle); ou 3. aumentar a variância de X.\n",
+    "\n",
+    "## Comparação de modelos\n",
+    "O Ballentine pode ilustrar por que os declives de regressão podem mudar quando você adiciona mais variáveis ​​a um modelo. No modelo bivariado que discutimos até agora, a seção A representa a covariância de X1 e Y, que é usada no cálculo da inclinação. Em outras palavras, a seção A é a variação em Y que é explicada por X1.\n",
+    "\n",
+    "\n",
+    "<img src=\"img/cov-cor.png\" width=\"450\" />\n",
+    "\n",
+    "Compare isso com um modelo que adiciona uma segunda variável independente. No contexto de regressão múltipla, estamos interessados ​​na variação em Y que é explicada de forma única por cada variável independente. Abaixo, a seção A é a variação em Y que é explicada exclusivamente por X1, a seção B é a variação em Y que é explicada exclusivamente por X2, e a seção C é a variação em Y que é explicada em conjunto por X1 e X2. Na regressão múltipla, essa variação em Y que não pode ser explicada apenas por X1 ou X2 (seção C) é retirada dos cálculos de inclinação.\n",
+    "\n",
+    "<img src=\"img/multireg.png\" width=\"450\" />\n",
+    "\n",
+    "Como vimos no caso bivariado anterior, ambas as seções A e C seriam atribuídas a X1 se X2 fosse omitido do modelo. Da mesma forma, a seção C (juntamente com a seção B) seria atribuída a X2 se X1 fosse omitido do modelo. Essa é uma covariância contaminada que distorcerá nossas estimativas de inclinação de regressão se X1 ou X2 forem omitidos do modelo.\n",
+    "\n",
+    "Note também que a adição de uma variável altera ligeiramente a fórmula para calcular os declives de regressão. Abaixo, a fórmula de inclinação à esquerda é para a regressão bivariada e a da direita para a regressão múltipla.\n",
+    "\n",
+    "\n",
+    "<img src=\"img/bivarvsmulti slope calc.png\" width=\"450\" />\n",
+    "\n",
+    "\n",
+    "## Viés da Variável Omitida\n",
+    "Como visto na subseção anterior, omitir uma variável de um modelo de regressão pode influenciar as estimativas de inclinação para as variáveis ​​incluídas no modelo. O viés ocorre apenas quando a variável omitida está correlacionada com a variável dependente e com uma das variáveis ​​independentes incluídas.\n",
+    "\n",
+    "Abaixo, o declive para X1 será polarizado se X2 for omitido do modelo. O viés deriva da covariância contaminada na seção B, mas a direção / tamanho do viés não pode ser determinada a partir do diagrama.\n",
+    "\n",
+    "<img src=\"img/ovb case 1.png\" width=\"450\" />\n",
+    "\n",
+    "\n",
+    "\n",
+    "Abaixo, o declive para X1 não será polarizado se X2 for omitido do modelo.\n",
+    "<img src=\"img/ovb case 2.png\" width=\"450\" />\n",
+    "\n",
+    "\n",
+    "\n",
+    "Tenha em mente que, em ambos os casos, omitir a variável X2 alterará o erro padrão calculado para X1.\n",
+    "## Erro de medição\n",
+    "O erro de medição em uma variável pode afetar as estimativas de inclinação e os erros padrão na regressão. Observe que o erro de medição é sempre um erro aleatório. O erro de medição faz com que a variação dessa variável aumente. Como o erro de medição pode surgir em uma variável dependente ou independente, os efeitos de ambas as situações são detalhados nesta seção.\n",
+    "\n",
+    "O erro de medição na variável dependente causa variação adicional em Y. Nos Ballentines abaixo, isso é ilustrado pelo maior círculo Y à direita. Com base em nossas fórmulas para o declive e erro padrão, podemos inferir do diagrama que as estimativas de inclinação serão idênticas, mas que o erro padrão será maior no caso à direita. O erro padrão inflacionado, por sua vez, tornará menos provável que o coeficiente de inclinação seja estatisticamente significativo.\n",
+    "\n",
+    "\n",
+    "<img src=\"img/dv measerror.png\" width=\"450\" />\n",
+    "\n",
+    "Erro de medição na variável independente causa variação adicional em X. Nos Ballentines abaixo, isso é refletido pelo círculo X maior à direita. Aqui podemos inferir do diagrama que, para o caso à direita, tanto a estimativa de inclinação quanto o erro padrão diminuirão. Isto é, a inclinação é empurrada para zero (seja positiva ou negativa); isso é chamado de atenuação .\n",
+    "<img src=\"img/iv measerror.png\" width=\"450\" />\n",
+    "\n",
+    "\n",
+    "## Multicolinearidade\n",
+    "A multicolinearidade surge quando as variáveis ​​independentes em um modelo de regressão estão fortemente correlacionadas entre si. Isso dificulta ver os efeitos isolados de cada uma das variáveis ​​independentes na variável dependente. Isso também causa a inflação dos erros padrão de cada inclinação, o que aumenta os intervalos de confiança correspondentes e torna menos provável que os coeficientes de inclinação sejam estatisticamente significativos. Existe um alto grau de multicolinearidade no modelo abaixo. Quanto maior a multicolinearidade, menor a área B total e, portanto, maior o erro padrão da inclinação.\n",
+    "<img src=\"img/multicoll.png\" width=\"450\" />\n",
+    "\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/resumo.txt" "b/2-analise-explorat\303\263ria-inter/01-regress\303\265es1/resumo.txt"
old mode 100644
new mode 100755
diff --git "a/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/aula.ipynb" "b/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/aula.ipynb"
deleted file mode 100644
index 1a7d743..0000000
--- "a/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/aula.ipynb"
+++ /dev/null
@@ -1,162 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Regressões Multiplas\n",
-    "\n",
-    "Exemplo (1) Modelando preços de casas nos EUA.\n",
-    "\n",
-    "Features:\n",
-    "- **price** - The last price the house was sold for\n",
-    "- **num_bed** - The number of bedrooms\n",
-    "- **num_bath** - The number of bathrooms (fractions mean the house has a toilet-only or shower/bathtub-only bathroom)\n",
-    "- **size_house** (includes basement) - The size of the house\n",
-    "- **size_lot** - The size of the lot\n",
-    "- **num_floors** - The number of floors\n",
-    "- **is_waterfront** - Whether or not the house is a waterfront house (0 means it is not a waterfront house whereas 1 means that it is a waterfront house)\n",
-    "- **condition** - How worn out the house is. Ranges from 1 (needs repairs all over the place) to 5 (the house is very well maintained)\n",
-    "- **size_basement** - The size of the basement\n",
-    "- **year_built** - The year the house was built\n",
-    "- **renovation_date** - The year the house was renovated for the last time. 0 means the house has never been renovated\n",
-    "- **zip** - The zip code\n",
-    "- **latitude** - Latitude\n",
-    "- **longitude** - Longitude\n",
-    "- **avg_size_neighbor_houses** - The average house size of the neighbors\n",
-    "- **avg_size_neighbor_lot** - The average lot size of the neighbors"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "import statsmodels.formula.api as smf\n",
-    "import matplotlib.pyplot as plt\n",
-    "import seaborn as sns\n",
-    "from scipy import stats\n",
-    "from sklearn import linear_model\n",
-    "from sklearn.metrics import mean_squared_error, r2_score\n",
-    "\n",
-    "import warnings\n",
-    "warnings.filterwarnings(\"ignore\")\n",
-    "\n",
-    "%matplotlib inline\n",
-    "%config InlineBackend.figure_formats=['svg']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df = pd.read_csv('house_sales.csv')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df.describe()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "corrmat = df[['price','size_house','num_bath','size_house','size_lot','num_floors','is_waterfront','year_built','latitude','longitude','avg_size_neighbor_houses','avg_size_neighbor_lot']].corr()\n",
-    "cols = corrmat.nlargest(10, 'price')['price'].index\n",
-    "cm = np.corrcoef(df[cols].values.T)\n",
-    "sns.set(font_scale=1.15)\n",
-    "f, ax = plt.subplots(figsize=(12, 9))\n",
-    "hm = sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 10}, yticklabels=cols.values, xticklabels=cols.values)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from IPython.display import Image\n",
-    "Image(filename=r'img\\houses_tableau.jpg')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "function1 = '''\n",
-    "price ~ \n",
-    " + size_house\n",
-    " + num_bath\n",
-    " + size_house\n",
-    " + size_lot\n",
-    " + num_floors\n",
-    " + is_waterfront\n",
-    " + year_built\n",
-    " + latitude\n",
-    " + longitude\n",
-    " + avg_size_neighbor_houses\n",
-    " + avg_size_neighbor_lot\n",
-    "'''\n",
-    "\n",
-    "model1 = smf.ols(function1, df).fit()\n",
-    "print(model1.summary2())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.4"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git "a/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/exercicio_titulos_fazem_diferenca.ipynb" "b/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/exercicio_titulos_fazem_diferenca.ipynb"
new file mode 100755
index 0000000..1f90846
--- /dev/null
+++ "b/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/exercicio_titulos_fazem_diferenca.ipynb"
@@ -0,0 +1,572 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import statsmodels.formula.api as smf\n",
+    "\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('data.csv', encoding='latin1')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>id</th>\n",
+       "      <th>idade</th>\n",
+       "      <th>sexo</th>\n",
+       "      <th>anos_estudo</th>\n",
+       "      <th>cor/raca</th>\n",
+       "      <th>salario</th>\n",
+       "      <th>estado_civil</th>\n",
+       "      <th>regiao</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>53</td>\n",
+       "      <td>homem</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>Parda</td>\n",
+       "      <td>63600.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>49</td>\n",
+       "      <td>mulher</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>Amarela</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>22</td>\n",
+       "      <td>mulher</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>Indigena</td>\n",
+       "      <td>4352.400391</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>nordeste</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>55</td>\n",
+       "      <td>homem</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Amarela</td>\n",
+       "      <td>96600.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>56</td>\n",
+       "      <td>mulher</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Amarela</td>\n",
+       "      <td>157800.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Unnamed: 0            id  idade    sexo  anos_estudo  cor/raca  \\\n",
+       "0           0  1.100190e+10     53   homem          5.0     Parda   \n",
+       "1           1  1.100190e+10     49  mulher          8.0   Amarela   \n",
+       "2           2  1.100190e+10     22  mulher         11.0  Indigena   \n",
+       "3           3  1.100190e+10     55   homem         15.0   Amarela   \n",
+       "4           4  1.100190e+10     56  mulher         15.0   Amarela   \n",
+       "\n",
+       "         salario  estado_civil    regiao  \n",
+       "0   63600.000000           1.0     norte  \n",
+       "1            NaN           1.0     norte  \n",
+       "2    4352.400391           0.0  nordeste  \n",
+       "3   96600.000000           1.0     norte  \n",
+       "4  157800.000000           1.0     norte  "
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count    66036.000000\n",
+       "mean         8.686065\n",
+       "std          3.374522\n",
+       "min          5.000000\n",
+       "25%          5.000000\n",
+       "50%          8.000000\n",
+       "75%         11.000000\n",
+       "max         15.000000\n",
+       "Name: anos_estudo, dtype: float64"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.anos_estudo.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2194951b860>"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.anos_estudo.hist(bins=20)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>id</th>\n",
+       "      <th>idade</th>\n",
+       "      <th>sexo</th>\n",
+       "      <th>anos_estudo</th>\n",
+       "      <th>cor/raca</th>\n",
+       "      <th>salario</th>\n",
+       "      <th>estado_civil</th>\n",
+       "      <th>regiao</th>\n",
+       "      <th>ginasio</th>\n",
+       "      <th>fundamental</th>\n",
+       "      <th>medio</th>\n",
+       "      <th>superior</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>53</td>\n",
+       "      <td>homem</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>Parda</td>\n",
+       "      <td>63600.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>49</td>\n",
+       "      <td>mulher</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>Amarela</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>22</td>\n",
+       "      <td>mulher</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>Indigena</td>\n",
+       "      <td>4352.400391</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>nordeste</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>55</td>\n",
+       "      <td>homem</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Amarela</td>\n",
+       "      <td>96600.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>56</td>\n",
+       "      <td>mulher</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Amarela</td>\n",
+       "      <td>157800.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Unnamed: 0            id  idade    sexo  anos_estudo  cor/raca  \\\n",
+       "0           0  1.100190e+10     53   homem          5.0     Parda   \n",
+       "1           1  1.100190e+10     49  mulher          8.0   Amarela   \n",
+       "2           2  1.100190e+10     22  mulher         11.0  Indigena   \n",
+       "3           3  1.100190e+10     55   homem         15.0   Amarela   \n",
+       "4           4  1.100190e+10     56  mulher         15.0   Amarela   \n",
+       "\n",
+       "         salario  estado_civil    regiao  ginasio  fundamental  medio  \\\n",
+       "0   63600.000000           1.0     norte     True        False  False   \n",
+       "1            NaN           1.0     norte     True        False  False   \n",
+       "2    4352.400391           0.0  nordeste     True         True  False   \n",
+       "3   96600.000000           1.0     norte     True         True   True   \n",
+       "4  157800.000000           1.0     norte     True         True   True   \n",
+       "\n",
+       "   superior  \n",
+       "0     False  \n",
+       "1     False  \n",
+       "2     False  \n",
+       "3      True  \n",
+       "4      True  "
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['ginasio'] = df['anos_estudo']>=5\n",
+    "df['fundamental'] = df['anos_estudo']>8\n",
+    "df['medio'] = df['anos_estudo']>11\n",
+    "df['superior'] = df['anos_estudo']==15\n",
+    "\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def run_regression(df,function):\n",
+    "    model = smf.ols(function, df).fit()\n",
+    "    print(model.summary())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Unnamed: 0',\n",
+       " 'id',\n",
+       " 'idade',\n",
+       " 'sexo',\n",
+       " 'anos_estudo',\n",
+       " 'cor/raca',\n",
+       " 'salario',\n",
+       " 'estado_civil',\n",
+       " 'regiao',\n",
+       " 'ginasio',\n",
+       " 'fundamental',\n",
+       " 'medio',\n",
+       " 'superior']"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "list(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "44569"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mascara_salario_alto = df.salario<999999\n",
+    "mascara_salario_baixo = df.salario>2\n",
+    "df = df[(mascara_salario_alto) & (mascara_salario_baixo)]\n",
+    "df.shape[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\sn3fru\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  \"\"\"Entry point for launching an IPython kernel.\n"
+     ]
+    }
+   ],
+   "source": [
+    "df['log_salario'] = np.log(df['salario'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "funcao = ''' log_salario ~\n",
+    "idade +\n",
+    "sexo +\n",
+    "anos_estudo +\n",
+    "estado_civil +\n",
+    "regiao +\n",
+    "ginasio +\n",
+    "fundamental +\n",
+    "medio +\n",
+    "superior\n",
+    "'''"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:            log_salario   R-squared:                       0.270\n",
+      "Model:                            OLS   Adj. R-squared:                  0.270\n",
+      "Method:                 Least Squares   F-statistic:                     1363.\n",
+      "Date:                Wed, 22 Aug 2018   Prob (F-statistic):               0.00\n",
+      "Time:                        20:25:49   Log-Likelihood:                -59296.\n",
+      "No. Observations:               44243   AIC:                         1.186e+05\n",
+      "Df Residuals:                   44230   BIC:                         1.187e+05\n",
+      "Df Model:                          12                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "=======================================================================================\n",
+      "                          coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "---------------------------------------------------------------------------------------\n",
+      "Intercept               3.3652      0.098     34.298      0.000       3.173       3.557\n",
+      "sexo[T.homem]           0.5905      0.193      3.059      0.002       0.212       0.969\n",
+      "sexo[T.mulher]          0.0076      0.193      0.039      0.969      -0.371       0.386\n",
+      "regiao[T.nordeste]      0.8196      0.534      1.535      0.125      -0.227       1.866\n",
+      "regiao[T.norte]        -0.2615      0.013    -19.550      0.000      -0.288      -0.235\n",
+      "regiao[T.sudeste]      -0.0769      0.012     -6.524      0.000      -0.100      -0.054\n",
+      "regiao[T.sul]          -0.0137      0.014     -0.982      0.326      -0.041       0.014\n",
+      "ginasio[T.True]         3.3652      0.098     34.298      0.000       3.173       3.557\n",
+      "fundamental[T.True]    -0.1846      0.026     -7.140      0.000      -0.235      -0.134\n",
+      "medio[T.True]           0.0368      0.020      1.837      0.066      -0.002       0.076\n",
+      "superior[T.True]        0.4089      0.023     17.472      0.000       0.363       0.455\n",
+      "idade                   0.0165      0.000     37.327      0.000       0.016       0.017\n",
+      "anos_estudo             0.1354      0.005     27.730      0.000       0.126       0.145\n",
+      "estado_civil            0.2101      0.009     22.440      0.000       0.192       0.228\n",
+      "==============================================================================\n",
+      "Omnibus:                     5571.634   Durbin-Watson:                   1.677\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            14351.388\n",
+      "Skew:                          -0.716   Prob(JB):                         0.00\n",
+      "Kurtosis:                       5.394   Cond. No.                     1.56e+17\n",
+      "==============================================================================\n",
+      "\n",
+      "Warnings:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The smallest eigenvalue is 2.85e-27. This might indicate that there are\n",
+      "strong multicollinearity problems or that the design matrix is singular.\n"
+     ]
+    }
+   ],
+   "source": [
+    "run_regression(df,funcao)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/exercicios.ipynb" "b/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/exercicios.ipynb"
new file mode 100755
index 0000000..1014ba7
--- /dev/null
+++ "b/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/exercicios.ipynb"
@@ -0,0 +1,522 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Exercicio\n",
+    "\n",
+    "Vamos usar um famoso dataset sobre preços de casas em Boston (década de 70) para analisar alguns pontos.\n",
+    "\n",
+    "O conjunto de dados contém informações relacionadas à habitação na área de Boston, Massachusetts. Isso inclui recursos relacionados à estrutura, vizinhança, acessibilidade e qualidade do ar. Grande parte dos dados foi coletada pelo Serviço de Recenseamento dos EUA em 1970, mas o conjunto completo de dados foi reunido para a publicação original: Harrison, D. e Rubinfeld, preços DL 'Hedonic e a demanda por ar limpo', J. Environ. Economics & Management, volume 5, 81-102, 1978.\n",
+    "\n",
+    "Cada observação na nossa amostra é um setor censitario que tem entre 1000 e 8000 pessoas."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.datasets import load_boston\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import statsmodels.formula.api as smf\n",
+    "\n",
+    "%matplotlib inline\n",
+    "boston = load_boston()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "dict_keys(['data', 'target', 'feature_names', 'DESCR'])\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(boston.keys())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(506, 13)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(boston.data.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['CRIM' 'ZN' 'INDUS' 'CHAS' 'NOX' 'RM' 'AGE' 'DIS' 'RAD' 'TAX' 'PTRATIO'\n",
+      " 'B' 'LSTAT']\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(boston.feature_names)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Boston House Prices dataset\n",
+      "===========================\n",
+      "\n",
+      "Notes\n",
+      "------\n",
+      "Data Set Characteristics:  \n",
+      "\n",
+      "    :Number of Instances: 506 \n",
+      "\n",
+      "    :Number of Attributes: 13 numeric/categorical predictive\n",
+      "    \n",
+      "    :Median Value (attribute 14) is usually the target\n",
+      "\n",
+      "    :Attribute Information (in order):\n",
+      "        - CRIM     per capita crime rate by town\n",
+      "        - ZN       proportion of residential land zoned for lots over 25,000 sq.ft.\n",
+      "        - INDUS    proportion of non-retail business acres per town\n",
+      "        - CHAS     Charles River dummy variable (= 1 if tract bounds river; 0 otherwise)\n",
+      "        - NOX      nitric oxides concentration (parts per 10 million)\n",
+      "        - RM       average number of rooms per dwelling\n",
+      "        - AGE      proportion of owner-occupied units built prior to 1940\n",
+      "        - DIS      weighted distances to five Boston employment centres\n",
+      "        - RAD      index of accessibility to radial highways\n",
+      "        - TAX      full-value property-tax rate per $10,000\n",
+      "        - PTRATIO  pupil-teacher ratio by town\n",
+      "        - B        1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town\n",
+      "        - LSTAT    % lower status of the population\n",
+      "        - MEDV     Median value of owner-occupied homes in $1000's\n",
+      "\n",
+      "    :Missing Attribute Values: None\n",
+      "\n",
+      "    :Creator: Harrison, D. and Rubinfeld, D.L.\n",
+      "\n",
+      "This is a copy of UCI ML housing dataset.\n",
+      "http://archive.ics.uci.edu/ml/datasets/Housing\n",
+      "\n",
+      "\n",
+      "This dataset was taken from the StatLib library which is maintained at Carnegie Mellon University.\n",
+      "\n",
+      "The Boston house-price data of Harrison, D. and Rubinfeld, D.L. 'Hedonic\n",
+      "prices and the demand for clean air', J. Environ. Economics & Management,\n",
+      "vol.5, 81-102, 1978.   Used in Belsley, Kuh & Welsch, 'Regression diagnostics\n",
+      "...', Wiley, 1980.   N.B. Various transformations are used in the table on\n",
+      "pages 244-261 of the latter.\n",
+      "\n",
+      "The Boston house-price data has been used in many machine learning papers that address regression\n",
+      "problems.   \n",
+      "     \n",
+      "**References**\n",
+      "\n",
+      "   - Belsley, Kuh & Welsch, 'Regression diagnostics: Identifying Influential Data and Sources of Collinearity', Wiley, 1980. 244-261.\n",
+      "   - Quinlan,R. (1993). Combining Instance-Based and Model-Based Learning. In Proceedings on the Tenth International Conference of Machine Learning, 236-243, University of Massachusetts, Amherst. Morgan Kaufmann.\n",
+      "   - many more! (see http://archive.ics.uci.edu/ml/datasets/Housing)\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(boston.DESCR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bos = pd.DataFrame(boston.data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "      <th>6</th>\n",
+       "      <th>7</th>\n",
+       "      <th>8</th>\n",
+       "      <th>9</th>\n",
+       "      <th>10</th>\n",
+       "      <th>11</th>\n",
+       "      <th>12</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.00632</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>2.31</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.538</td>\n",
+       "      <td>6.575</td>\n",
+       "      <td>65.2</td>\n",
+       "      <td>4.0900</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>296.0</td>\n",
+       "      <td>15.3</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>4.98</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.02731</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>6.421</td>\n",
+       "      <td>78.9</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>242.0</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>9.14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.02729</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>7.185</td>\n",
+       "      <td>61.1</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>242.0</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>392.83</td>\n",
+       "      <td>4.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.03237</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>6.998</td>\n",
+       "      <td>45.8</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>222.0</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>394.63</td>\n",
+       "      <td>2.94</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.06905</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>7.147</td>\n",
+       "      <td>54.2</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>222.0</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>5.33</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        0     1     2    3      4      5     6       7    8      9     10  \\\n",
+       "0  0.00632  18.0  2.31  0.0  0.538  6.575  65.2  4.0900  1.0  296.0  15.3   \n",
+       "1  0.02731   0.0  7.07  0.0  0.469  6.421  78.9  4.9671  2.0  242.0  17.8   \n",
+       "2  0.02729   0.0  7.07  0.0  0.469  7.185  61.1  4.9671  2.0  242.0  17.8   \n",
+       "3  0.03237   0.0  2.18  0.0  0.458  6.998  45.8  6.0622  3.0  222.0  18.7   \n",
+       "4  0.06905   0.0  2.18  0.0  0.458  7.147  54.2  6.0622  3.0  222.0  18.7   \n",
+       "\n",
+       "       11    12  \n",
+       "0  396.90  4.98  \n",
+       "1  396.90  9.14  \n",
+       "2  392.83  4.03  \n",
+       "3  394.63  2.94  \n",
+       "4  396.90  5.33  "
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bos.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Guia.\n",
+    "\n",
+    "(Aqui começamos a analisar dados! Portanto não há uma resposta certa ou errada, há apenas boas práticas, então abuse de pesquisar formas diferentes de se fazer a mesma atividade)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1. Preencha os nomes das colunas do dataset."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2. Crie uma coluna chamada \"MEDV\" com o \"target\"."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3. Análise as estatisticas descritivas de todas as variaveis numéricas. Há  campos nulos?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 4. Exiba a matriz de variância x covariância das variaveis. Quais são as 3 variaveis mais correlacionadas com o preço dos imóveis? E as três menos correlacionadas? (tente não buscar no visual .. )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 5. Plot o histograma dos preços médios das casas e o histograma dos LOG dos preços médios das casas. A variável se parece mais com uma distribuição normal? (pode ser no visual)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 6. Rode uma regressão simples entre a preços médios do condado e as Idades médias desses imóveis.\n",
+    "\n",
+    "    a) Qual o valor do nosso beta e o que ele significa?\n",
+    "    b) Esse parâmetro estimado é estatisticamente significativo? Qual a probabilidade dele ser diferente de zero?\n",
+    "    c) Podemos dizer que o o beta estimado (para idade) representa um efeito causal nos preços médios? Explique.\n",
+    "    d) Agora rode a mesma regressão com log no preço médio e interprete a diferença dos resultados (betas e R^2) porque se alterou?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def run_regression(df,function):\n",
+    "    model = smf.ols(function, df).fit()\n",
+    "    print(model.summary())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 7. Quanto morar próximo ao Rio Charles impacta nos preços médios dos imóveis?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 8. Rode agora uma nova regressão com todas as variáveis disponiveis.\n",
+    "\n",
+    "    a) Porque o beta estimado para idade média se alterou? Análise os porquês dele ter perdido significância estatística.\n",
+    "    b) Explique porque o beta estimado para o Rio Charles se alterou.\n",
+    "    c) Qual o impacto da poluição nos preços dos imóveis?\n",
+    "    d) Podemos afirmar que os efeitos estimados são causais? Porque?\n",
+    "    e) Tem algum sinal dos parâmetros que não faz sentido? Explique.\n",
+    "    f) Qual a interpretação do intercepto nessa regressão."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Desafio"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "1) Rode uma regressão em que seus parâmetros estimados expliquem mais do que 80% da variância dos preços médios. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "2) Se você fosse um negociante de imóveis e tivesse que comprar 5 imóveis visando a melhor rentabilidade percentual (retorno sobre o investimento), quais 5 imóveis do nosso dataset você apostaria? Porque? (dica do professor: Residuos) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/exercicios_possivel_solucao.ipynb" "b/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/exercicios_possivel_solucao.ipynb"
new file mode 100755
index 0000000..d1d9cbc
--- /dev/null
+++ "b/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/exercicios_possivel_solucao.ipynb"
@@ -0,0 +1,1292 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Exercicio\n",
+    "\n",
+    "Vamos usar um famoso dataset sobre preços de casas em Boston (década de 70) para analisar alguns pontos.\n",
+    "\n",
+    "O conjunto de dados contém informações relacionadas à habitação na área de Boston, Massachusetts. Isso inclui recursos relacionados à estrutura, vizinhança, acessibilidade e qualidade do ar. Grande parte dos dados foi coletada pelo Serviço de Recenseamento dos EUA em 1970, mas o conjunto completo de dados foi reunido para a publicação original: Harrison, D. e Rubinfeld, preços DL 'Hedonic e a demanda por ar limpo', J. Environ. Economics & Management, volume 5, 81-102, 1978.\n",
+    "\n",
+    "Cada observação na nossa amostra é um setor censitario que tem entre 1000 e 8000 pessoas."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.datasets import load_boston\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import statsmodels.formula.api as smf\n",
+    "\n",
+    "%matplotlib inline\n",
+    "boston = load_boston()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "dict_keys(['data', 'target', 'feature_names', 'DESCR'])\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(boston.keys())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(506, 13)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(boston.data.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['CRIM' 'ZN' 'INDUS' 'CHAS' 'NOX' 'RM' 'AGE' 'DIS' 'RAD' 'TAX' 'PTRATIO'\n",
+      " 'B' 'LSTAT']\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(boston.feature_names)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Boston House Prices dataset\n",
+      "===========================\n",
+      "\n",
+      "Notes\n",
+      "------\n",
+      "Data Set Characteristics:  \n",
+      "\n",
+      "    :Number of Instances: 506 \n",
+      "\n",
+      "    :Number of Attributes: 13 numeric/categorical predictive\n",
+      "    \n",
+      "    :Median Value (attribute 14) is usually the target\n",
+      "\n",
+      "    :Attribute Information (in order):\n",
+      "        - CRIM     per capita crime rate by town\n",
+      "        - ZN       proportion of residential land zoned for lots over 25,000 sq.ft.\n",
+      "        - INDUS    proportion of non-retail business acres per town\n",
+      "        - CHAS     Charles River dummy variable (= 1 if tract bounds river; 0 otherwise)\n",
+      "        - NOX      nitric oxides concentration (parts per 10 million)\n",
+      "        - RM       average number of rooms per dwelling\n",
+      "        - AGE      proportion of owner-occupied units built prior to 1940\n",
+      "        - DIS      weighted distances to five Boston employment centres\n",
+      "        - RAD      index of accessibility to radial highways\n",
+      "        - TAX      full-value property-tax rate per $10,000\n",
+      "        - PTRATIO  pupil-teacher ratio by town\n",
+      "        - B        1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town\n",
+      "        - LSTAT    % lower status of the population\n",
+      "        - MEDV     Median value of owner-occupied homes in $1000's\n",
+      "\n",
+      "    :Missing Attribute Values: None\n",
+      "\n",
+      "    :Creator: Harrison, D. and Rubinfeld, D.L.\n",
+      "\n",
+      "This is a copy of UCI ML housing dataset.\n",
+      "http://archive.ics.uci.edu/ml/datasets/Housing\n",
+      "\n",
+      "\n",
+      "This dataset was taken from the StatLib library which is maintained at Carnegie Mellon University.\n",
+      "\n",
+      "The Boston house-price data of Harrison, D. and Rubinfeld, D.L. 'Hedonic\n",
+      "prices and the demand for clean air', J. Environ. Economics & Management,\n",
+      "vol.5, 81-102, 1978.   Used in Belsley, Kuh & Welsch, 'Regression diagnostics\n",
+      "...', Wiley, 1980.   N.B. Various transformations are used in the table on\n",
+      "pages 244-261 of the latter.\n",
+      "\n",
+      "The Boston house-price data has been used in many machine learning papers that address regression\n",
+      "problems.   \n",
+      "     \n",
+      "**References**\n",
+      "\n",
+      "   - Belsley, Kuh & Welsch, 'Regression diagnostics: Identifying Influential Data and Sources of Collinearity', Wiley, 1980. 244-261.\n",
+      "   - Quinlan,R. (1993). Combining Instance-Based and Model-Based Learning. In Proceedings on the Tenth International Conference of Machine Learning, 236-243, University of Massachusetts, Amherst. Morgan Kaufmann.\n",
+      "   - many more! (see http://archive.ics.uci.edu/ml/datasets/Housing)\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(boston.DESCR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bos = pd.DataFrame(boston.data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "      <th>6</th>\n",
+       "      <th>7</th>\n",
+       "      <th>8</th>\n",
+       "      <th>9</th>\n",
+       "      <th>10</th>\n",
+       "      <th>11</th>\n",
+       "      <th>12</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.00632</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>2.31</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.538</td>\n",
+       "      <td>6.575</td>\n",
+       "      <td>65.2</td>\n",
+       "      <td>4.0900</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>296.0</td>\n",
+       "      <td>15.3</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>4.98</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.02731</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>6.421</td>\n",
+       "      <td>78.9</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>242.0</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>9.14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.02729</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>7.185</td>\n",
+       "      <td>61.1</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>242.0</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>392.83</td>\n",
+       "      <td>4.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.03237</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>6.998</td>\n",
+       "      <td>45.8</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>222.0</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>394.63</td>\n",
+       "      <td>2.94</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.06905</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>7.147</td>\n",
+       "      <td>54.2</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>222.0</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>5.33</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        0     1     2    3      4      5     6       7    8      9     10  \\\n",
+       "0  0.00632  18.0  2.31  0.0  0.538  6.575  65.2  4.0900  1.0  296.0  15.3   \n",
+       "1  0.02731   0.0  7.07  0.0  0.469  6.421  78.9  4.9671  2.0  242.0  17.8   \n",
+       "2  0.02729   0.0  7.07  0.0  0.469  7.185  61.1  4.9671  2.0  242.0  17.8   \n",
+       "3  0.03237   0.0  2.18  0.0  0.458  6.998  45.8  6.0622  3.0  222.0  18.7   \n",
+       "4  0.06905   0.0  2.18  0.0  0.458  7.147  54.2  6.0622  3.0  222.0  18.7   \n",
+       "\n",
+       "       11    12  \n",
+       "0  396.90  4.98  \n",
+       "1  396.90  9.14  \n",
+       "2  392.83  4.03  \n",
+       "3  394.63  2.94  \n",
+       "4  396.90  5.33  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bos.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Guia.\n",
+    "\n",
+    "(Aqui começamos a analisar dados! Portanto não há uma resposta certa ou errada, há apenas boas práticas, então abuse de pesquisar formas diferentes de se fazer a mesma atividade)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1. Preencha os nomes das colunas do dataset."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bos.columns = boston.feature_names"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>CRIM</th>\n",
+       "      <th>ZN</th>\n",
+       "      <th>INDUS</th>\n",
+       "      <th>CHAS</th>\n",
+       "      <th>NOX</th>\n",
+       "      <th>RM</th>\n",
+       "      <th>AGE</th>\n",
+       "      <th>DIS</th>\n",
+       "      <th>RAD</th>\n",
+       "      <th>TAX</th>\n",
+       "      <th>PTRATIO</th>\n",
+       "      <th>B</th>\n",
+       "      <th>LSTAT</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.00632</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>2.31</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.538</td>\n",
+       "      <td>6.575</td>\n",
+       "      <td>65.2</td>\n",
+       "      <td>4.0900</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>296.0</td>\n",
+       "      <td>15.3</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>4.98</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.02731</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>6.421</td>\n",
+       "      <td>78.9</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>242.0</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>9.14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.02729</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>7.185</td>\n",
+       "      <td>61.1</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>242.0</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>392.83</td>\n",
+       "      <td>4.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.03237</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>6.998</td>\n",
+       "      <td>45.8</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>222.0</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>394.63</td>\n",
+       "      <td>2.94</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.06905</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>7.147</td>\n",
+       "      <td>54.2</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>222.0</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>5.33</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n",
+       "0  0.00632  18.0   2.31   0.0  0.538  6.575  65.2  4.0900  1.0  296.0   \n",
+       "1  0.02731   0.0   7.07   0.0  0.469  6.421  78.9  4.9671  2.0  242.0   \n",
+       "2  0.02729   0.0   7.07   0.0  0.469  7.185  61.1  4.9671  2.0  242.0   \n",
+       "3  0.03237   0.0   2.18   0.0  0.458  6.998  45.8  6.0622  3.0  222.0   \n",
+       "4  0.06905   0.0   2.18   0.0  0.458  7.147  54.2  6.0622  3.0  222.0   \n",
+       "\n",
+       "   PTRATIO       B  LSTAT  \n",
+       "0     15.3  396.90   4.98  \n",
+       "1     17.8  396.90   9.14  \n",
+       "2     17.8  392.83   4.03  \n",
+       "3     18.7  394.63   2.94  \n",
+       "4     18.7  396.90   5.33  "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bos.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2. Crie uma coluna chamada \"MEDV\" com o \"target\"."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>CRIM</th>\n",
+       "      <th>ZN</th>\n",
+       "      <th>INDUS</th>\n",
+       "      <th>CHAS</th>\n",
+       "      <th>NOX</th>\n",
+       "      <th>RM</th>\n",
+       "      <th>AGE</th>\n",
+       "      <th>DIS</th>\n",
+       "      <th>RAD</th>\n",
+       "      <th>TAX</th>\n",
+       "      <th>PTRATIO</th>\n",
+       "      <th>B</th>\n",
+       "      <th>LSTAT</th>\n",
+       "      <th>nova_variavel</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.00632</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>2.31</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.538</td>\n",
+       "      <td>6.575</td>\n",
+       "      <td>65.2</td>\n",
+       "      <td>4.0900</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>296.0</td>\n",
+       "      <td>15.3</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>4.98</td>\n",
+       "      <td>24.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.02731</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>6.421</td>\n",
+       "      <td>78.9</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>242.0</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>9.14</td>\n",
+       "      <td>21.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.02729</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>7.185</td>\n",
+       "      <td>61.1</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>242.0</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>392.83</td>\n",
+       "      <td>4.03</td>\n",
+       "      <td>34.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.03237</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>6.998</td>\n",
+       "      <td>45.8</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>222.0</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>394.63</td>\n",
+       "      <td>2.94</td>\n",
+       "      <td>33.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.06905</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>7.147</td>\n",
+       "      <td>54.2</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>222.0</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>5.33</td>\n",
+       "      <td>36.2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n",
+       "0  0.00632  18.0   2.31   0.0  0.538  6.575  65.2  4.0900  1.0  296.0   \n",
+       "1  0.02731   0.0   7.07   0.0  0.469  6.421  78.9  4.9671  2.0  242.0   \n",
+       "2  0.02729   0.0   7.07   0.0  0.469  7.185  61.1  4.9671  2.0  242.0   \n",
+       "3  0.03237   0.0   2.18   0.0  0.458  6.998  45.8  6.0622  3.0  222.0   \n",
+       "4  0.06905   0.0   2.18   0.0  0.458  7.147  54.2  6.0622  3.0  222.0   \n",
+       "\n",
+       "   PTRATIO       B  LSTAT  nova_variavel  \n",
+       "0     15.3  396.90   4.98           24.0  \n",
+       "1     17.8  396.90   9.14           21.6  \n",
+       "2     17.8  392.83   4.03           34.7  \n",
+       "3     18.7  394.63   2.94           33.4  \n",
+       "4     18.7  396.90   5.33           36.2  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bos['nova_variavel'] = boston.target\n",
+    "bos.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3. Análise as estatisticas descritivas de todas as variaveis numéricas. Há  campos nulos?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# há muitas formas de se fazer isso, comece com o dataframe.describe() e analise os números."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>CRIM</th>\n",
+       "      <th>ZN</th>\n",
+       "      <th>INDUS</th>\n",
+       "      <th>CHAS</th>\n",
+       "      <th>NOX</th>\n",
+       "      <th>RM</th>\n",
+       "      <th>AGE</th>\n",
+       "      <th>DIS</th>\n",
+       "      <th>RAD</th>\n",
+       "      <th>TAX</th>\n",
+       "      <th>PTRATIO</th>\n",
+       "      <th>B</th>\n",
+       "      <th>LSTAT</th>\n",
+       "      <th>nova_variavel</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>506.0</td>\n",
+       "      <td>506.0</td>\n",
+       "      <td>506.0</td>\n",
+       "      <td>506.0</td>\n",
+       "      <td>506.0</td>\n",
+       "      <td>506.0</td>\n",
+       "      <td>506.0</td>\n",
+       "      <td>506.0</td>\n",
+       "      <td>506.0</td>\n",
+       "      <td>506.0</td>\n",
+       "      <td>506.0</td>\n",
+       "      <td>506.0</td>\n",
+       "      <td>506.0</td>\n",
+       "      <td>506.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>3.6</td>\n",
+       "      <td>11.4</td>\n",
+       "      <td>11.1</td>\n",
+       "      <td>0.1</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>68.6</td>\n",
+       "      <td>3.8</td>\n",
+       "      <td>9.5</td>\n",
+       "      <td>408.2</td>\n",
+       "      <td>18.5</td>\n",
+       "      <td>356.7</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>22.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>8.6</td>\n",
+       "      <td>23.3</td>\n",
+       "      <td>6.9</td>\n",
+       "      <td>0.3</td>\n",
+       "      <td>0.1</td>\n",
+       "      <td>0.7</td>\n",
+       "      <td>28.1</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>8.7</td>\n",
+       "      <td>168.5</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>91.3</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>9.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.4</td>\n",
+       "      <td>3.6</td>\n",
+       "      <td>2.9</td>\n",
+       "      <td>1.1</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>187.0</td>\n",
+       "      <td>12.6</td>\n",
+       "      <td>0.3</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>0.1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.4</td>\n",
+       "      <td>5.9</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>279.0</td>\n",
+       "      <td>17.4</td>\n",
+       "      <td>375.4</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>17.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>0.3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9.7</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>77.5</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>330.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>391.4</td>\n",
+       "      <td>11.4</td>\n",
+       "      <td>21.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>3.6</td>\n",
+       "      <td>12.5</td>\n",
+       "      <td>18.1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>94.1</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>666.0</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>396.2</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>25.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>89.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>27.7</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>8.8</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>12.1</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>711.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>396.9</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>50.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        CRIM     ZN  INDUS   CHAS    NOX     RM    AGE    DIS    RAD    TAX  \\\n",
+       "count  506.0  506.0  506.0  506.0  506.0  506.0  506.0  506.0  506.0  506.0   \n",
+       "mean     3.6   11.4   11.1    0.1    0.6    6.3   68.6    3.8    9.5  408.2   \n",
+       "std      8.6   23.3    6.9    0.3    0.1    0.7   28.1    2.1    8.7  168.5   \n",
+       "min      0.0    0.0    0.5    0.0    0.4    3.6    2.9    1.1    1.0  187.0   \n",
+       "25%      0.1    0.0    5.2    0.0    0.4    5.9   45.0    2.1    4.0  279.0   \n",
+       "50%      0.3    0.0    9.7    0.0    0.5    6.2   77.5    3.2    5.0  330.0   \n",
+       "75%      3.6   12.5   18.1    0.0    0.6    6.6   94.1    5.2   24.0  666.0   \n",
+       "max     89.0  100.0   27.7    1.0    0.9    8.8  100.0   12.1   24.0  711.0   \n",
+       "\n",
+       "       PTRATIO      B  LSTAT  nova_variavel  \n",
+       "count    506.0  506.0  506.0          506.0  \n",
+       "mean      18.5  356.7   12.7           22.5  \n",
+       "std        2.2   91.3    7.1            9.2  \n",
+       "min       12.6    0.3    1.7            5.0  \n",
+       "25%       17.4  375.4    7.0           17.0  \n",
+       "50%       19.0  391.4   11.4           21.2  \n",
+       "75%       20.2  396.2   17.0           25.0  \n",
+       "max       22.0  396.9   38.0           50.0  "
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bos.describe().round(1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 4. Exiba a matriz de variância x covariância das variaveis. Quais são as 3 variaveis mais correlacionadas com o preço dos imóveis? E as três menos correlacionadas? (tente não buscar no visual .. )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# a forma nao visual é essa: dataframe.corr().round(2) mas há muitos comandos mais intuitivos de viz."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# sns.pairplot(\n",
+    "#     data=bos,\n",
+    "#     vars=list(bos),\n",
+    "#     size=1,\n",
+    "#     plot_kws={'s': 5}\n",
+    "# );"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# corr = bos.corr()\n",
+    "# mask = np.zeros_like(corr)\n",
+    "# mask[np.triu_indices_from(mask)] = True\n",
+    "\n",
+    "# with sns.axes_style(\"white\"):\n",
+    "#     fig, ax = plt.subplots(figsize=(15, 12));\n",
+    "    \n",
+    "#     sns.heatmap(\n",
+    "#         corr,\n",
+    "#         ax=ax,\n",
+    "#         annot=True,\n",
+    "#         mask=mask,\n",
+    "#         square=True\n",
+    "#     );"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 5. Plot o histograma dos preços médios das casas e o histograma dos LOG dos preços médios das casas. A variável se parece mais com uma distribuição normal? (pode ser no visual)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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AAABzaVbBr7u/UVWPS7Jnkkry3e6+c6yVAQAAMCdmO+KXJE9NsmL0nidVVbr7lLFUBQAAwJyZVfCrqlOT7J7koiQ/GzV3EsEPAABggZvtiN+qJI/v7h5nMQAAAMy92a7qeUmS/zDOQgAAABiP2Y747ZjkO1V1QZLbNzZ290FjqQoAAIA5M9vgd8w4iwAAAGB8Zvt1DudV1WOT7NHdn6uqbZMsGW9pAAAAzIXZrur5yiRrkzwqU6t77pLkg0meO77SAJiEFUedM+kSFpWr3vWiSZcAAJs028VdjkjyzCQ/SZLuvjzJTuMqCgAAgLkz2+B3e3ffsXGnqrbK1Pf4AQAAsMDNdnGX86rqzUkeWlXPS3J4kk9v7kWr6r8l+b1MhcdvJ3lFkp2TnJ6p6aT/mOR3podNYIppeAAA3F+zHfE7KsmGTIW0VyX5bJI/2ZwLVtUuSf4gyarufkKmFok5NMm7k7y3u/dI8i9JDtuc8wMAAPDzZruq578lOX70M1fXfWhV3Zlk2yTXJjkgyW+Ojp+cqa+Q+MAcXQ8AAGCLNdtVPX+QGZ7p6+7d7u8Fu/ufqurYJFcnuTXJ3ye5MMmN3X3XqNv6TK0cOlMtazO1wmge85jH3N/LAwAAbHFm+4zfqmnb2yRZnaln8e63qto+ycFJVia5MclHk7xwhq4zLh7T3cclOS5JVq1aZYEZAACATZjVM37dff20n3/q7vdlamrm5viVJD/o7g3dfWeSTyR5RpKlo9VCk2R5kms28/wAAABMM9upnk+etvugTI0APnwzr3l1kqdX1baZmur53CTrknwxyUsytbLnmiRnbeb5AQAAmGa2Uz3/x7Ttu5JcleSlm3PB7v56VX0sU1/ZcFeSb2Zq6uY5SU6vqneM2k7YnPMDAADw82a7qucvz+VFu/stSd5yj+Yrk+w3l9cBAABg9lM9/+i+jnf3e+amHAAAAOba/VnV86lJzh7t/1qS85P8cBxFAQAAMHdmG/x2TPLk7r4pSarqmCQf7e7fG1dhAAAAzI1ZfZ1DksckuWPa/h1JVsx5NQAAAMy52Y74nZrkgqr6ZKa+WP03kpwytqoAAACYM7Nd1fOdVfU3SfYfNb2iu785vrIAAACYK7Od6pkk2yb5SXf/WZL1VbVyTDUBAAAwh2YV/KrqLUnelOToUdPWSf7XuIoCAABg7sx2xO83khyU5KdJ0t3XJHn4uIoCAABg7sw2+N3R3Z2phV1SVQ8bX0kAAADMpdkGvzOr6kNJllbVK5N8Lsnx4ysLAACAuTLbVT2PrarnJflJkj2T/Gl3nzvWygAAAJgTmwx+VbUkyd91968kEfYAAAAWmU1O9ezunyW5paoeOQ/1AAAAMMdmNdUzyW1Jvl1V52a0smeSdPcfjKUqAAAA5sxsg985ox8AAAAWmfsMflX1mO6+urtPnq+CAAAAmFubesbvUxs3qurjY64FAACAMdhU8Ktp27uNsxAAAADGY1PBr+9lGwAAgEViU4u77FNVP8nUyN9DR9sZ7Xd3P2Ks1QEAAPCA3Wfw6+4l81UIAAAA47HJL3AHAABgcRP8AAAABk7wAwAAGLiJBL+qWlpVH6uq71bVZVX1n6rqUVV1blVdPnrdfhK1AQAADM2kRvz+LMnfdvfjkuyT5LIkRyX5fHfvkeTzo30AAAAeoHkPflX1iCT/OckJSdLdd3T3jUkOTnLyqNvJSX59vmsDAAAYokmM+O2WZEOSD1fVN6vqr6rqYUke3d3XJsnodaeZ3lxVa6tqXVWt27Bhw/xVDQAAsEhNIvhtleTJST7Q3U9K8tPcj2md3X1cd6/q7lXLli0bV40AAACDMYngtz7J+u7++mj/Y5kKgj+uqp2TZPR63QRqAwAAGJx5D37d/aMkP6yqPUdNz03ynSRnJ1kzaluT5Kz5rg0AAGCItprQdX8/yWlV9eAkVyZ5RaZC6JlVdViSq5OsnlBtAAAAgzKR4NfdFyVZNcOh5853LQAAAEM3qe/xAwAAYJ4IfgAAAAM3qWf84G4rjjpn0iUAAMCgGfEDAAAYOMEPAABg4AQ/AACAgRP8AAAABk7wAwAAGDjBDwAAYOAEPwAAgIET/AAAAAZO8AMAABg4wQ8AAGDgBD8AAICBE/wAAAAGTvADAAAYOMEPAABg4AQ/AACAgRP8AAAABk7wAwAAGDjBDwAAYOAEPwAAgIET/AAAAAZO8AMAABi4iQW/qlpSVd+sqs+M9ldW1der6vKqOqOqHjyp2gAAAIZkkiN+Rya5bNr+u5O8t7v3SPIvSQ6bSFUAAAADs9UkLlpVy5O8KMk7k/xRVVWSA5L85qjLyUmOSfKBSdQHALO14qhzJl3ConLVu1406RIAtkiTGvF7X5I3Jvm30f4OSW7s7rtG++uT7DKJwgAAAIZm3oNfVR2Y5LruvnB68wxd+17ev7aq1lXVug0bNoylRgAAgCGZxIjfM5McVFVXJTk9U1M835dkaVVtnHq6PMk1M725u4/r7lXdvWrZsmXzUS8AAMCiNu/Br7uP7u7l3b0iyaFJvtDdv5Xki0leMuq2JslZ810bAADAEC2k7/F7U6YWerkiU8/8nTDhegAAAAZhIqt6btTdX0rypdH2lUn2m2Q9AAAAQ7SQRvwAAAAYA8EPAABg4AQ/AACAgRP8AAAABk7wAwAAGDjBDwAAYOAEPwAAgIET/AAAAAZO8AMAABg4wQ8AAGDgBD8AAICB22rSBQAAW44VR50z6RIWlave9aJJlwAMhBE/AACAgRP8AAAABk7wAwAAGDjBDwAAYOAEPwAAgIET/AAAAAZO8AMAABg4wQ8AAGDgBD8AAICBE/wAAAAGTvADAAAYOMEPAABg4AQ/AACAgZv34FdVu1bVF6vqsqq6tKqOHLU/qqrOrarLR6/bz3dtAAAAQzSJEb+7kryuu/dK8vQkR1TV45McleTz3b1Hks+P9gEAAHiAtprvC3b3tUmuHW3fVFWXJdklycFJnjPqdnKSLyV503zXNxdWHHXOpEsAAID75P+s989V73rRpEt4QCb6jF9VrUjypCRfT/LoUSjcGA53upf3rK2qdVW1bsOGDfNVKgAAwKI1seBXVdsl+XiSP+zun8z2fd19XHev6u5Vy5YtG1+BAAAAAzGR4FdVW2cq9J3W3Z8YNf+4qnYeHd85yXWTqA0AAGBoJrGqZyU5Icll3f2eaYfOTrJmtL0myVnzXRsAAMAQzfviLkmemeR3kny7qi4atb05ybuSnFlVhyW5OsnqCdQGAAAwOJNY1fN/J6l7Ofzc+awFAABgSzDRVT0BAAAYP8EPAABg4AQ/AACAgRP8AAAABk7wAwAAGDjBDwAAYOAEPwAAgIET/AAAAAZO8AMAABg4wQ8AAGDgBD8AAICB22rSBQAAwFxYcdQ5ky4BFiwjfgAAAAMn+AEAAAycqZ4AAAuUqYvAXDHiBwAAMHCCHwAAwMAJfgAAAAMn+AEAAAyc4AcAADBwgh8AAMDACX4AAAADJ/gBAAAMnOAHAAAwcAsu+FXVC6rqe1V1RVUdNel6AAAAFrsFFfyqakmS9yd5YZLHJ3lZVT1+slUBAAAsbgsq+CXZL8kV3X1ld9+R5PQkB0+4JgAAgEVtoQW/XZL8cNr++lEbAAAAm2mrSRdwDzVDW/9ch6q1SdaOdm+uqu+NvSoWgh2T/POki4D74B5loXOPstC5R1nQ6t0L9h597Gw6LbTgtz7JrtP2lye5ZnqH7j4uyXHzWRSTV1XrunvVpOuAe+MeZaFzj7LQuUdZ6Bb7PbrQpnp+I8keVbWyqh6c5NAkZ0+4JgAAgEVtQY34dfddVfXaJH+XZEmSE7v70gmXBQAAsKgtqOCXJN392SSfnXQdLDim97LQuUdZ6NyjLHTuURa6RX2PVndvuhcAAACL1kJ7xg8AAIA5JvgBAAAMnODHglNVJ1bVdVV1ybS2R1XVuVV1+eh1+0nWyJarqnatqi9W1WVVdWlVHTlqd4+yIFTVNlV1QVV9a3SPvnXUvrKqvj66R88YrZ4NE1NVS6rqm1X1mdG+e5QFpaquqqpvV9VFVbVu1LZoP+8FPxaik5K84B5tRyX5fHfvkeTzo32YhLuSvK6790ry9CRHVNXj4x5l4bg9yQHdvU+SfZO8oKqenuTdSd47ukf/JclhE6wRkuTIJJdN23ePshD9cnfvO+37+xbt573gx4LT3ecnueEezQcnOXm0fXKSX5/XomCku6/t7n8cbd+Uqf+07BL3KAtET7l5tLv16KeTHJDkY6N29ygTVVXLk7woyV+N9ivuURaHRft5L/ixWDy6u69Npv7jnWSnCdcDqaoVSZ6U5Otxj7KAjKbQXZTkuiTnJvl+khu7+65Rl/WZ+oMFTMr7krwxyb+N9neIe5SFp5P8fVVdWFVrR22L9vN+wX2PH8BiUFXbJfl4kj/s7p9M/bEaFobu/lmSfatqaZJPJtlrpm7zWxVMqaoDk1zX3RdW1XM2Ns/Q1T3KpD2zu6+pqp2SnFtV3510QQ+EET8Wix9X1c5JMnq9bsL1sAWrqq0zFfpO6+5PjJrdoyw43X1jki9l6nnUpVW18Q++y5NcM6m62OI9M8lBVXVVktMzNcXzfXGPssB09zWj1+sy9Ue0/bKIP+8FPxaLs5OsGW2vSXLWBGthCzZ6DuWEJJd193umHXKPsiBU1bLRSF+q6qFJfiVTz6J+MclLRt3co0xMdx/d3cu7e0WSQ5N8obt/K+5RFpCqelhVPXzjdpL/kuSSLOLP++o2is7CUlUfSfKcJDsm+XGStyT5VJIzkzwmydVJVnf3PReAgbGrqmcl+XKSb+f/P5vy5kw95+ceZeKq6omZWnBgSab+wHtmd7+tqnbL1OjKo5J8M8lvd/ftk6sUktFUz9d394HuURaS0f34ydHuVkn+urvfWVU7ZJF+3gt+AAAAA2eqJwAAwMAJfgAAAAMn+AEAAAyc4AcAADBwgh8AAMDACX4AAAADJ/gBAAAM3P8D3OdRmkb4irsAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "bos[['nova_variavel']].plot(\n",
+    "    kind='hist',\n",
+    "    figsize=(15, 5),\n",
+    "    bins=10\n",
+    ");"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# np.log(bos[['MEDV']]).plot(\n",
+    "#     kind='hist',\n",
+    "#     figsize=(15, 5),\n",
+    "#     bins=10\n",
+    "# );"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 6. Rode uma regressão simples entre a preços médios do condado e as Idades médias desses imóveis.\n",
+    "\n",
+    "    a) Qual o valor do nosso beta e o que ele significa?\n",
+    "    b) Esse parâmetro estimado é estatisticamente significativo? Qual a probabilidade dele ser diferente de zero?\n",
+    "    c) Podemos dizer que o o beta estimado (para idade) representa um efeito causal nos preços médios? Explique.\n",
+    "    d) Agora rode a mesma regressão com log no preço médio e interprete a diferença dos resultados (betas e R^2) porque se alterou?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def run_regression(df,function):\n",
+    "    model = smf.ols(function, df).fit()\n",
+    "    print(model.summary())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:          nova_variavel   R-squared:                       0.142\n",
+      "Model:                            OLS   Adj. R-squared:                  0.140\n",
+      "Method:                 Least Squares   F-statistic:                     83.48\n",
+      "Date:                Tue, 21 Aug 2018   Prob (F-statistic):           1.57e-18\n",
+      "Time:                        19:40:05   Log-Likelihood:                -1801.5\n",
+      "No. Observations:                 506   AIC:                             3607.\n",
+      "Df Residuals:                     504   BIC:                             3615.\n",
+      "Df Model:                           1                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "==============================================================================\n",
+      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "------------------------------------------------------------------------------\n",
+      "Intercept     30.9787      0.999     31.006      0.000      29.016      32.942\n",
+      "AGE           -0.1232      0.013     -9.137      0.000      -0.150      -0.097\n",
+      "==============================================================================\n",
+      "Omnibus:                      170.034   Durbin-Watson:                   0.613\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              456.983\n",
+      "Skew:                           1.671   Prob(JB):                    5.85e-100\n",
+      "Kurtosis:                       6.240   Cond. No.                         195.\n",
+      "==============================================================================\n",
+      "\n",
+      "Warnings:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
+     ]
+    }
+   ],
+   "source": [
+    "run_regression(bos,'''nova_variavel ~ AGE''')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# run_regression(bos,'''np.log(MEDV) ~ AGE''')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 7. Quanto morar próximo ao Rio Charles impacta nos preços médios dos imóveis?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.0    471\n",
+       "1.0     35\n",
+       "Name: CHAS, dtype: int64"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bos.CHAS.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:                   MEDV   R-squared:                       0.031\n",
+      "Model:                            OLS   Adj. R-squared:                  0.029\n",
+      "Method:                 Least Squares   F-statistic:                     15.97\n",
+      "Date:                Sun, 19 Aug 2018   Prob (F-statistic):           7.39e-05\n",
+      "Time:                        11:59:04   Log-Likelihood:                -1832.3\n",
+      "No. Observations:                 506   AIC:                             3669.\n",
+      "Df Residuals:                     504   BIC:                             3677.\n",
+      "Df Model:                           1                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "==============================================================================\n",
+      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "------------------------------------------------------------------------------\n",
+      "Intercept     22.0938      0.418     52.902      0.000      21.273      22.914\n",
+      "CHAS           6.3462      1.588      3.996      0.000       3.226       9.466\n",
+      "==============================================================================\n",
+      "Omnibus:                       81.923   Durbin-Watson:                   0.579\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              125.534\n",
+      "Skew:                           1.043   Prob(JB):                     5.50e-28\n",
+      "Kurtosis:                       4.267   Cond. No.                         3.96\n",
+      "==============================================================================\n",
+      "\n",
+      "Warnings:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
+     ]
+    }
+   ],
+   "source": [
+    "run_regression(bos,'''MEDV ~ CHAS''')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 8. Rode agora uma nova regressão com todas as variáveis disponiveis.\n",
+    "\n",
+    "    a) Porque o beta estimado para idade média se alterou? Análise os porquês dele ter perdido significância estatística.\n",
+    "    b) Explique porque o beta estimado para o Rio Charles se alterou.\n",
+    "    c) Qual o impacto da poluição nos preços dos imóveis?\n",
+    "    d) Podemos afirmar que os efeitos estimados são causais? Porque?\n",
+    "    e) Tem algum sinal dos parâmetros que não faz sentido? Explique.\n",
+    "    f) Qual a interpretação do intercepto nessa regressão."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:          nova_variavel   R-squared:                       0.741\n",
+      "Model:                            OLS   Adj. R-squared:                  0.734\n",
+      "Method:                 Least Squares   F-statistic:                     108.1\n",
+      "Date:                Tue, 21 Aug 2018   Prob (F-statistic):          6.95e-135\n",
+      "Time:                        19:57:51   Log-Likelihood:                -1498.8\n",
+      "No. Observations:                 506   AIC:                             3026.\n",
+      "Df Residuals:                     492   BIC:                             3085.\n",
+      "Df Model:                          13                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "==============================================================================\n",
+      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "------------------------------------------------------------------------------\n",
+      "Intercept     36.4911      5.104      7.149      0.000      26.462      46.520\n",
+      "CRIM          -0.1072      0.033     -3.276      0.001      -0.171      -0.043\n",
+      "ZN             0.0464      0.014      3.380      0.001       0.019       0.073\n",
+      "INDUS          0.0209      0.061      0.339      0.735      -0.100       0.142\n",
+      "CHAS           2.6886      0.862      3.120      0.002       0.996       4.381\n",
+      "NOX          -17.7958      3.821     -4.658      0.000     -25.302     -10.289\n",
+      "RM             3.8048      0.418      9.102      0.000       2.983       4.626\n",
+      "AGE            0.0008      0.013      0.057      0.955      -0.025       0.027\n",
+      "DIS           -1.4758      0.199     -7.398      0.000      -1.868      -1.084\n",
+      "RAD            0.3057      0.066      4.608      0.000       0.175       0.436\n",
+      "TAX           -0.0123      0.004     -3.278      0.001      -0.020      -0.005\n",
+      "PTRATIO       -0.9535      0.131     -7.287      0.000      -1.211      -0.696\n",
+      "B              0.0094      0.003      3.500      0.001       0.004       0.015\n",
+      "LSTAT         -0.5255      0.051    -10.366      0.000      -0.625      -0.426\n",
+      "==============================================================================\n",
+      "Omnibus:                      178.029   Durbin-Watson:                   1.078\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              782.015\n",
+      "Skew:                           1.521   Prob(JB):                    1.54e-170\n",
+      "Kurtosis:                       8.276   Cond. No.                     1.51e+04\n",
+      "==============================================================================\n",
+      "\n",
+      "Warnings:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The condition number is large, 1.51e+04. This might indicate that there are\n",
+      "strong multicollinearity or other numerical problems.\n"
+     ]
+    }
+   ],
+   "source": [
+    "run_regression(bos,'''nova_variavel ~ CRIM +\n",
+    "ZN +\n",
+    "INDUS +\n",
+    "CHAS +\n",
+    "NOX +\n",
+    "RM +\n",
+    "AGE +\n",
+    "DIS +\n",
+    "RAD +\n",
+    "TAX +\n",
+    "PTRATIO +\n",
+    "B +\n",
+    "LSTAT''')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Desafio"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "1) Rode uma regressão em que seus parâmetros estimados expliquem mais do que 80% da variância dos preços médios. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "2) Se você fosse um negociante de imóveis e tivesse que comprar 5 imóveis visando a melhor rentabilidade percentual (retorno sobre o investimento), quais 5 imóveis do nosso dataset você apostaria? Porque? (dica do professor: Residuos) \n",
+    "\n",
+    "- Update: Considere que você deve escolher um condado (que há milhares de imóveis) ao invés de um imóvel já que o agrupamento dos dados é por condado."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/img/Curso_de_Economia_Informa\303\247\303\265es_2013.pdf" "b/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/img/Curso_de_Economia_Informa\303\247\303\265es_2013.pdf"
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diff --git "a/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/img/linear_regression_scheme.png" "b/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/img/linear_regression_scheme.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/img/regiao_critica_bilateral_aceitacao_exemplo.png" "b/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/img/regiao_critica_bilateral_aceitacao_exemplo.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/reg_mult.ipynb" "b/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/reg_mult.ipynb"
new file mode 100755
index 0000000..91e1f1b
--- /dev/null
+++ "b/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/reg_mult.ipynb"
@@ -0,0 +1,2238 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Regressão multipla com dados do IBGE\n",
+    "\n",
+    "Vamos utilizar um dataset de uma amostra da população brasileira para treinar nossos conceitos de regressão.\n",
+    "\n",
+    "Nesse dataset temos informações sobre 66470 invidividuos pesquisados pelo censo e extraimos 8 variáveis:\n",
+    "- id\n",
+    "- idade\n",
+    "- sexo\n",
+    "- cor/raca\n",
+    "- salario\n",
+    "- estado_civil\n",
+    "- regiao\n",
+    "- Educação\n",
+    "\n",
+    "\n",
+    "Nossos pontos de interesse serão:\n",
+    "\n",
+    "- Análise multivariada.\n",
+    "- Transformações nas distribuições para serem usadas em uma regressão.\n",
+    "- Tratamento de variáveis categóricas.\n",
+    "- O que seria afinal uma variável categórica?\n",
+    "\n",
+    "Algumas perguntas que poderemos responder:\n",
+    "\n",
+    "- Pessoas casadas ganham mais que pessoas solteiras?\n",
+    "- Existe diferença salarial entre as diferentes regiões do país?\n",
+    "- O salário aumenta com a idade?\n",
+    "- Vale a pena estudar mais para ganhar maiores salarios? Estudar até quando?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import statsmodels.formula.api as smf\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from scipy import stats\n",
+    "\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")\n",
+    "\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv(r'./data/data.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>id</th>\n",
+       "      <th>idade</th>\n",
+       "      <th>sexo</th>\n",
+       "      <th>anos_estudo</th>\n",
+       "      <th>cor/raca</th>\n",
+       "      <th>salario</th>\n",
+       "      <th>estado_civil</th>\n",
+       "      <th>regiao</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>53</td>\n",
+       "      <td>homem</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>Parda</td>\n",
+       "      <td>63600.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>49</td>\n",
+       "      <td>mulher</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>Amarela</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>22</td>\n",
+       "      <td>mulher</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>Indigena</td>\n",
+       "      <td>4352.400391</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>nordeste</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>55</td>\n",
+       "      <td>homem</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Amarela</td>\n",
+       "      <td>96600.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>56</td>\n",
+       "      <td>mulher</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Amarela</td>\n",
+       "      <td>157800.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>5</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>30</td>\n",
+       "      <td>mulher</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Amarela</td>\n",
+       "      <td>88550.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>nordeste</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>6</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>52</td>\n",
+       "      <td>mulher</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>Branca</td>\n",
+       "      <td>6734.400391</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>norte</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>7</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>29</td>\n",
+       "      <td>homem</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>Parda</td>\n",
+       "      <td>14875.200684</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>norte</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>8</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>29</td>\n",
+       "      <td>mulher</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>Parda</td>\n",
+       "      <td>6734.400391</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>norte</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>9</td>\n",
+       "      <td>1.100191e+10</td>\n",
+       "      <td>46</td>\n",
+       "      <td>mulher</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Branca</td>\n",
+       "      <td>54300.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>norte</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Unnamed: 0            id  idade    sexo  anos_estudo  cor/raca  \\\n",
+       "0           0  1.100190e+10     53   homem          5.0     Parda   \n",
+       "1           1  1.100190e+10     49  mulher          8.0   Amarela   \n",
+       "2           2  1.100190e+10     22  mulher         11.0  Indigena   \n",
+       "3           3  1.100190e+10     55   homem         15.0   Amarela   \n",
+       "4           4  1.100190e+10     56  mulher         15.0   Amarela   \n",
+       "5           5  1.100190e+10     30  mulher         15.0   Amarela   \n",
+       "6           6  1.100190e+10     52  mulher          5.0    Branca   \n",
+       "7           7  1.100190e+10     29   homem          5.0     Parda   \n",
+       "8           8  1.100190e+10     29  mulher         11.0     Parda   \n",
+       "9           9  1.100191e+10     46  mulher         15.0    Branca   \n",
+       "\n",
+       "         salario  estado_civil    regiao  \n",
+       "0   63600.000000           1.0     norte  \n",
+       "1            NaN           1.0     norte  \n",
+       "2    4352.400391           0.0  nordeste  \n",
+       "3   96600.000000           1.0     norte  \n",
+       "4  157800.000000           1.0     norte  \n",
+       "5   88550.000000           0.0  nordeste  \n",
+       "6    6734.400391           0.0     norte  \n",
+       "7   14875.200684           0.0     norte  \n",
+       "8    6734.400391           0.0     norte  \n",
+       "9   54300.000000           1.0     norte  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Vamos olhar as estátisticas descritivas desses dados."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Contagens diferentes indicam campos nulos nessas variáveis -> Será que existe viés?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "STD Muito altos indicam que existe outliners (ver max/min) distorcendo a amostra. Qual a origem desses pontos anormais? Gerarão viés?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Para dummies, a média representa a proporção das variáveis."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>id</th>\n",
+       "      <th>idade</th>\n",
+       "      <th>anos_estudo</th>\n",
+       "      <th>salario</th>\n",
+       "      <th>estado_civil</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>66470.000000</td>\n",
+       "      <td>6.647000e+04</td>\n",
+       "      <td>66470.000000</td>\n",
+       "      <td>66036.000000</td>\n",
+       "      <td>47878.000000</td>\n",
+       "      <td>66470.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>33234.500000</td>\n",
+       "      <td>3.445307e+10</td>\n",
+       "      <td>37.634813</td>\n",
+       "      <td>8.686065</td>\n",
+       "      <td>19706.790323</td>\n",
+       "      <td>0.587724</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>19188.380534</td>\n",
+       "      <td>1.292491e+10</td>\n",
+       "      <td>11.380158</td>\n",
+       "      <td>3.374522</td>\n",
+       "      <td>88627.532024</td>\n",
+       "      <td>0.492248</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>-1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>16617.250000</td>\n",
+       "      <td>3.110060e+10</td>\n",
+       "      <td>28.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>3780.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>33234.500000</td>\n",
+       "      <td>3.316781e+10</td>\n",
+       "      <td>37.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>7113.599609</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>49851.750000</td>\n",
+       "      <td>4.310361e+10</td>\n",
+       "      <td>47.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>12720.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>66469.000000</td>\n",
+       "      <td>5.311702e+10</td>\n",
+       "      <td>60.000000</td>\n",
+       "      <td>15.000000</td>\n",
+       "      <td>999999.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Unnamed: 0            id         idade   anos_estudo        salario  \\\n",
+       "count  66470.000000  6.647000e+04  66470.000000  66036.000000   47878.000000   \n",
+       "mean   33234.500000  3.445307e+10     37.634813      8.686065   19706.790323   \n",
+       "std    19188.380534  1.292491e+10     11.380158      3.374522   88627.532024   \n",
+       "min        0.000000  1.100190e+10     20.000000      5.000000      -1.000000   \n",
+       "25%    16617.250000  3.110060e+10     28.000000      5.000000    3780.000000   \n",
+       "50%    33234.500000  3.316781e+10     37.000000      8.000000    7113.599609   \n",
+       "75%    49851.750000  4.310361e+10     47.000000     11.000000   12720.000000   \n",
+       "max    66469.000000  5.311702e+10     60.000000     15.000000  999999.000000   \n",
+       "\n",
+       "       estado_civil  \n",
+       "count  66470.000000  \n",
+       "mean       0.587724  \n",
+       "std        0.492248  \n",
+       "min        0.000000  \n",
+       "25%        0.000000  \n",
+       "50%        1.000000  \n",
+       "75%        1.000000  \n",
+       "max        1.000000  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe() # Apenas variáveis numéricas aparecem no describe"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Quantidade de linhas nulas para cada campo"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "salario        18592\n",
+       "anos_estudo      434\n",
+       "cor/raca         242\n",
+       "regiao             0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum().sort_values(ascending=False).head(4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Transformando em percentual"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "salario        0.279705\n",
+       "anos_estudo    0.006529\n",
+       "cor/raca       0.003641\n",
+       "regiao         0.000000\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "(df.isnull().sum()/df.isnull().count()).sort_values(ascending=False).head(4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>id</th>\n",
+       "      <th>idade</th>\n",
+       "      <th>anos_estudo</th>\n",
+       "      <th>salario</th>\n",
+       "      <th>estado_civil</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <td>1.0000</td>\n",
+       "      <td>0.9704</td>\n",
+       "      <td>0.0450</td>\n",
+       "      <td>0.0173</td>\n",
+       "      <td>0.0182</td>\n",
+       "      <td>0.0357</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id</th>\n",
+       "      <td>0.9704</td>\n",
+       "      <td>1.0000</td>\n",
+       "      <td>0.0520</td>\n",
+       "      <td>0.0357</td>\n",
+       "      <td>0.0223</td>\n",
+       "      <td>0.0295</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>idade</th>\n",
+       "      <td>0.0450</td>\n",
+       "      <td>0.0520</td>\n",
+       "      <td>1.0000</td>\n",
+       "      <td>-0.2232</td>\n",
+       "      <td>0.1222</td>\n",
+       "      <td>0.2100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>anos_estudo</th>\n",
+       "      <td>0.0173</td>\n",
+       "      <td>0.0357</td>\n",
+       "      <td>-0.2232</td>\n",
+       "      <td>1.0000</td>\n",
+       "      <td>0.1014</td>\n",
+       "      <td>-0.1188</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>salario</th>\n",
+       "      <td>0.0182</td>\n",
+       "      <td>0.0223</td>\n",
+       "      <td>0.1222</td>\n",
+       "      <td>0.1014</td>\n",
+       "      <td>1.0000</td>\n",
+       "      <td>0.0310</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>estado_civil</th>\n",
+       "      <td>0.0357</td>\n",
+       "      <td>0.0295</td>\n",
+       "      <td>0.2100</td>\n",
+       "      <td>-0.1188</td>\n",
+       "      <td>0.0310</td>\n",
+       "      <td>1.0000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Unnamed: 0      id   idade  anos_estudo  salario  estado_civil\n",
+       "Unnamed: 0        1.0000  0.9704  0.0450       0.0173   0.0182        0.0357\n",
+       "id                0.9704  1.0000  0.0520       0.0357   0.0223        0.0295\n",
+       "idade             0.0450  0.0520  1.0000      -0.2232   0.1222        0.2100\n",
+       "anos_estudo       0.0173  0.0357 -0.2232       1.0000   0.1014       -0.1188\n",
+       "salario           0.0182  0.0223  0.1222       0.1014   1.0000        0.0310\n",
+       "estado_civil      0.0357  0.0295  0.2100      -0.1188   0.0310        1.0000"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# correlação entre todas as variaveis:\n",
+    "df.corr().round(4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x183381cf080>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1831bada400>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.pairplot(\n",
+    "    data=df.fillna(0).sample(5000),\n",
+    "    size=1.8,\n",
+    "    plot_kws={'s': 5})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1833c434e48>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "corr = df.corr()\n",
+    "mask = np.zeros_like(corr) # removendo valores zero\n",
+    "mask[np.triu_indices_from(mask)] = True\n",
+    "\n",
+    "with sns.axes_style(\"white\"):\n",
+    "    fig, ax = plt.subplots(figsize=(15, 12));\n",
+    "    \n",
+    "    sns.heatmap(\n",
+    "        corr,\n",
+    "        ax=ax,\n",
+    "        annot=True,\n",
+    "        mask=mask,\n",
+    "        square=True\n",
+    "    );"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 1. Qual a relação entre idade e salario?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1833c417588>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Não nos ajuda a ver o que precisamos.\n",
+    "temp = df[df.salario<999999].sample(1000)\n",
+    "sns.jointplot(x=\"idade\", y=\"salario\", data=temp, kind='reg') # hue='estado_civil'\n",
+    "plt.ylabel('salario', fontsize=13)\n",
+    "plt.xlabel('idade', fontsize=13)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1833c926828>"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1833c6d29b0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.groupby('idade')['salario'].mean().plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1833c97d828>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1833c9b9a58>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.groupby('idade')['salario'].size().plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def run_regression(df,function):\n",
+    "    model = smf.ols(function, df).fit()\n",
+    "    print(model.summary())\n",
+    "    return model "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:                salario   R-squared:                       0.014\n",
+      "Model:                            OLS   Adj. R-squared:                  0.014\n",
+      "Method:                 Least Squares   F-statistic:                     653.6\n",
+      "Date:                Tue, 12 Feb 2019   Prob (F-statistic):          3.43e-143\n",
+      "Time:                        12:07:47   Log-Likelihood:            -5.3961e+05\n",
+      "No. Observations:               47511   AIC:                         1.079e+06\n",
+      "Df Residuals:                   47509   BIC:                         1.079e+06\n",
+      "Df Model:                           1                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "==============================================================================\n",
+      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "------------------------------------------------------------------------------\n",
+      "Intercept   3702.7591    343.225     10.788      0.000    3030.034    4375.485\n",
+      "idade        225.5802      8.824     25.566      0.000     208.286     242.875\n",
+      "==============================================================================\n",
+      "Omnibus:                    71559.927   Durbin-Watson:                   1.582\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):         66131879.609\n",
+      "Skew:                           9.093   Prob(JB):                         0.00\n",
+      "Kurtosis:                     184.867   Cond. No.                         141.\n",
+      "==============================================================================\n",
+      "\n",
+      "Warnings:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
+     ]
+    }
+   ],
+   "source": [
+    "mascara = df.salario < 999999\n",
+    "run_regression(df[mascara],'salario ~ idade')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1833cfe8278>"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1833c9d6f28>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Será que essa distribuição dos salarios é normal? \n",
+    "temp[temp.salario<60000].salario.plot.hist(bins=50)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1833cb52da0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1833cb526a0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Parece que não né, vamos comparar graficamente.\n",
+    "sns.distplot(temp['salario'].fillna(0), fit=stats.norm);\n",
+    "\n",
+    "(mu, sigma) = stats.norm.fit(temp['salario'].fillna(0))\n",
+    "plt.legend([f'Normal dist. ($\\mu=$ {round(mu,0)} and $\\sigma=$ {round(sigma,0)} )'],loc='best')\n",
+    "plt.ylabel('Frequencia')\n",
+    "plt.title('Distribuição de Salarios')\n",
+    "\n",
+    "fig = plt.figure()\n",
+    "res = stats.probplot(temp['salario'], plot=plt)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Para variáveis com valores \"explosivos\" ou com excesso de outliers (ou em casos mais complexos com excesso de [heterocedasticidade](https://pt.wikipedia.org/wiki/Heteroscedasticidade)) devemos [transformar](https://en.wikipedia.org/wiki/Data_transformation_(statistics) a amostra com a função log."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1833ca67fd0>"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAD8CAYAAABgmUMCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAFwBJREFUeJzt3X+w3XV95/HnS9AqVk0ogbJJbLDNoNRRSW+BrjsdK4oBLKEzZRfHrRmWbTqz1Opud0qwO6Wr1YmzXRHWLS6V1GBViqhLVlkxotbZmUUIiiCgm1QpuSYltw0/VKoUfe8f53PlAPfH+YZ77jmXPB8zd873+z6f7/e8b+bmvu73d6oKSZIG9YxRNyBJWloMDklSJwaHJKkTg0OS1InBIUnqxOCQJHVicEiSOhlacCQ5PsltfV8PJXlrkiOT7Eiyq70ub+OT5LIku5PcnmRd37o2tvG7kmwcVs+SpPllMS4ATHIY8B3gZOAC4EBVbUmyGVheVRcmOQN4M3BGG3dpVZ2c5EhgJzABFHAr8EtVdf/QG5ckPcnhi/Q5pwJ/U1V/m2QD8KpW3wZ8EbgQ2ABcVb0kuynJsiTHtrE7quoAQJIdwHrgo7N92FFHHVVr1qwZznciSU9Tt956699X1Yr5xi1WcJzLY7/oj6mqfQBVtS/J0a2+EtjTt8xkq81Wn9WaNWvYuXPnQvQtSYeMJH87yLihHxxP8izgLOBj8w2doVZz1J/4OZuS7Eyyc2pqqnujkqSBLMZZVacDX6mq+9r8fW0XFO11f6tPAqv7llsF7J2j/jhVdUVVTVTVxIoV825pSZIO0mIExxt4/PGI7cD0mVEbgev66m9qZ1edAjzYdmndAJyWZHk7A+u0VpMkjcBQj3EkOQJ4LfA7feUtwDVJzgfuBc5p9evpnVG1G3gYOA+gqg4keQdwSxv39ukD5ZKkxbcop+MutomJifLguCR1k+TWqpqYb5xXjkuSOjE4JEmdGBySpE4MDklSJ4t15bikMbVm86dnrN+z5cxF7kRLhVsckqRODA5JUicGhySpE4NDktSJwSFJ6sTgkCR1YnBIkjoxOCRJnRgckqRODA5JUicGhySpE4NDktSJwSFJ6sTgkCR1YnBIkjrxeRySZuRzOjQbtzgkSZ0MNTiSLEtybZJvJLk7ya8kOTLJjiS72uvyNjZJLkuyO8ntSdb1rWdjG78rycZh9ixJmtuwtzguBT5TVS8GXg7cDWwGbqyqtcCNbR7gdGBt+9oEXA6Q5EjgYuBk4CTg4umwkSQtvqEFR5LnA78KXAlQVY9U1QPABmBbG7YNOLtNbwCuqp6bgGVJjgVeB+yoqgNVdT+wA1g/rL4lSXMb5hbHi4Ap4C+SfDXJB5I8FzimqvYBtNej2/iVwJ6+5Sdbbbb64yTZlGRnkp1TU1ML/91IkoDhBsfhwDrg8qo6Efg+j+2WmklmqNUc9ccXqq6oqomqmlixYsXB9CtJGsAwg2MSmKyqL7f5a+kFyX1tFxTtdX/f+NV9y68C9s5RlySNwNCCo6r+DtiT5PhWOhW4C9gOTJ8ZtRG4rk1vB97Uzq46BXiw7cq6ATgtyfJ2UPy0VpMkjcCwLwB8M/DhJM8CvgWcRy+srklyPnAvcE4bez1wBrAbeLiNpaoOJHkHcEsb9/aqOjDkviVJsxhqcFTVbcDEDG+dOsPYAi6YZT1bga0L250k6WB45bgkqRODQ5LUicEhSerE4JAkdWJwSJI6MTgkSZ0YHJKkTgwOSVInBockqRODQ5LUicEhSerE4JAkdWJwSJI6MTgkSZ0M+3kckp5m1mz+9Kzv3bPlzEXsRKPiFockqRODQ5LUicEhSerE4JAkdWJwSJI6MTgkSZ0YHJKkToYaHEnuSXJHktuS7Gy1I5PsSLKrvS5v9SS5LMnuJLcnWde3no1t/K4kG4fZsyRpbouxxfFrVfWKqppo85uBG6tqLXBjmwc4HVjbvjYBl0MvaICLgZOBk4CLp8NGkrT4RrGragOwrU1vA87uq19VPTcBy5IcC7wO2FFVB6rqfmAHsH6xm5Yk9Qw7OAr4bJJbk2xqtWOqah9Aez261VcCe/qWnWy12eqPk2RTkp1Jdk5NTS3wtyFJmjbse1W9sqr2Jjka2JHkG3OMzQy1mqP++ELVFcAVABMTE096X5K0MIa6xVFVe9vrfuCT9I5R3Nd2QdFe97fhk8DqvsVXAXvnqEuSRmBowZHkuUmeNz0NnAZ8HdgOTJ8ZtRG4rk1vB97Uzq46BXiw7cq6ATgtyfJ2UPy0VpMkjcAwd1UdA3wyyfTnfKSqPpPkFuCaJOcD9wLntPHXA2cAu4GHgfMAqupAkncAt7Rxb6+qA0PsW5I0h6EFR1V9C3j5DPV/AE6doV7ABbOsayuwdaF7lCR155XjkqRODA5JUicGhySpE4NDktSJwSFJ6sTgkCR1YnBIkjoxOCRJnRgckqRODA5JUicGhySpE4NDktSJwSFJ6sTgkCR1YnBIkjoxOCRJnQwUHEleOuxGJElLw6BbHO9PcnOSf5dk2VA7kiSNtYGCo6r+BfBGYDWwM8lHkrx2qJ1JksbSwM8cr6pdSf4TsBO4DDgxSYC3VdUnhtWgpIWxZvOnR92CniYGPcbxsiSXAHcDrwZ+vape0qYvGWJ/kqQxM+gWx/uAP6e3dfGP08Wq2tu2QiRJh4hBD46fAXxkOjSSPCPJEQBV9aG5FkxyWJKvJvlUmz8uyZeT7EryV0me1eo/1eZ3t/fX9K3jolb/ZpLXdf82JUkLZdDg+BzwnL75I1ptEG+ht4tr2ruBS6pqLXA/cH6rnw/cX1W/QG/317sBkpwAnAv8IrAe+LMkhw342ZKkBTZocDy7qr43PdOmj5hvoSSrgDOBD7T50Dsucm0bsg04u01vaPO0909t4zcAV1fVD6vq28Bu4KQB+5YkLbBBg+P7SdZNzyT5JeAf5xg/7b3AHwA/bvM/AzxQVY+2+UlgZZteCewBaO8/2Mb/pD7DMj+RZFOSnUl2Tk1NDfhtSZK6GvTg+FuBjyXZ2+aPBf7VXAskeT2wv6puTfKq6fIMQ2ue9+Za5rFC1RXAFQATExNPel+StDAGCo6quiXJi4Hj6f0i/0ZV/dM8i70SOCvJGcCzgefT2wJZluTwtlWxCpgOo0l6FxhOJjkceAFwoK8+rX8ZSdIi63KTw18GXgacCLwhyZvmGlxVF1XVqqpaQ+/g9uer6o3AF4DfbMM2Ate16e1tnvb+56uqWv3cdtbVccBa4OYOfUuSFtBAWxxJPgT8PHAb8KNWLuCqg/jMC4Grk/wJ8FXgyla/EvhQkt30tjTOBaiqO5NcA9wFPApcUFU/evJqJUmLYdBjHBPACW0LoLOq+iLwxTb9LWY4K6qqfgCcM8vy7wTeeTCfLUlaWIPuqvo68LPDbESStDQMusVxFHBXkpuBH04Xq+qsoXQlSRpbgwbHHw+zCUnS0jHo6bh/neTngLVV9bl2nypv+yFJh6BBz6r6bWATcCS9s6tWAu8HTh1ea5KWmtme+XHPljMXuRMN06AHxy+gd0HfQ9B7qBNw9LCakiSNr0GD44dV9cj0TLuy29t6SNIhaNDg+OskbwOe0541/jHgfw2vLUnSuBo0ODYDU8AdwO8A1wM++U+SDkGDnlX1Y3qPjv3z4bYjSRp3g55V9W1mvpX5ixa8I0nSWOtyr6ppz6Z3T6kjF74dSdK4G+gYR1X9Q9/Xd6rqvfQeAStJOsQMuqtqXd/sM+htgTxvKB1JksbaoLuq/mvf9KPAPcC/XPBuJEljb9Czqn5t2I1IkpaGQXdV/Ye53q+q9yxMO5KkcdflrKpfpvf8b4BfB74E7BlGU5Kk8dXlQU7rquq7AEn+GPhYVf3bYTUmSRpPg95y5IXAI33zjwBrFrwbSdLYG3SL40PAzUk+Se8K8t8ArhpaV5KksTXoBYDvBM4D7gceAM6rqnfNtUySZye5OcnXktyZ5D+3+nFJvpxkV5K/SvKsVv+pNr+7vb+mb10Xtfo3k7zu4L5VSdJCGHRXFcARwENVdSkwmeS4ecb/EHh1Vb0ceAWwPskpwLuBS6pqLb0gOr+NPx+4v6p+AbikjSPJCcC5wC8C64E/S+JjayVpRAYKjiQXAxcCF7XSM4G/nGuZ6vle3/hn0tvN9Wrg2lbfBpzdpje0edr7pyZJq19dVT+sqm8Du4GTBulbkrTwBt3i+A3gLOD7AFW1lwFuOZLksCS3AfuBHcDfAA9U1aNtyCS955fTXve09T8KPAj8TH99hmUkSYts0OB4pKqKdmv1JM8dZKGq+lFVvQJYRW8r4SUzDWuvmeW92eqPk2RTkp1Jdk5NTQ3SniTpIAwaHNck+R/AsiS/DXyODg91qqoHgC8Cp7R1TJ/NtQrY26YngdXwk2eavwA40F+fYZn+z7iiqiaqamLFihWDtiZJ6mjQs6r+lN5xh48DxwN/VFX/ba5lkqxIsqxNPwd4DXA38AXgN9uwjcB1bXp7m6e9//m2lbMdOLeddXUcsBa4ebBvT5K00Oa9jqOdwXRDVb2G3nGKQR0LbGvLPwO4pqo+leQu4OokfwJ8Fbiyjb8S+FCS3fS2NM4FqKo7k1wD3EXvzrwXVNWPOvQhSVpA8wZHVf0oycNJXlBVDw664qq6HThxhvq3mOGsqKr6Ab0nC860rncC7xz0syVJwzPoleM/AO5IsoN2ZhVAVf3eULqSJI2tQYPj0+1LknSImzM4krywqu6tqm1zjZMkHTrmO6vqf05PJPn4kHuRJC0B8wVH/8V3LxpmI5KkpWG+4KhZpiVJh6j5Do6/PMlD9LY8ntOmafNVVc8faneSpLEzZ3BUlbcvl/SUrdk880mZ92w5c5E70ULo8jwOSZIMDklSN4NeAChpiZhtt5C0UNzikCR1YnBIkjoxOCRJnRgckqRODA5JUicGhySpE4NDktSJwSFJ6sTgkCR1YnBIkjoxOCRJnQwtOJKsTvKFJHcnuTPJW1r9yCQ7kuxqr8tbPUkuS7I7ye1J1vWta2MbvyvJxmH1LEma3zC3OB4Ffr+qXgKcAlyQ5ARgM3BjVa0FbmzzAKcDa9vXJuBy6AUNcDFwMnAScPF02EiSFt/Q7o5bVfuAfW36u0nuBlYCG4BXtWHbgC8CF7b6VVVVwE1JliU5to3dUVUHAJLsANYDHx1W75IWhw94WpoW5RhHkjXAicCXgWNaqEyHy9Ft2EpgT99ik602W12SNAJDD44kPw18HHhrVT0019AZajVH/YmfsynJziQ7p6amDq5ZSdK8hhocSZ5JLzQ+XFWfaOX72i4o2uv+Vp8EVvctvgrYO0f9carqiqqaqKqJFStWLOw3Ikn6iaEd40gS4Erg7qp6T99b24GNwJb2el1f/XeTXE3vQPiDVbUvyQ3Au/oOiJ8GXDSsvqWlwif9aVSG+ejYVwK/BdyR5LZWexu9wLgmyfnAvcA57b3rgTOA3cDDwHkAVXUgyTuAW9q4t08fKJckLb5hnlX1f5j5+ATAqTOML+CCWda1Fdi6cN1Jkg7WMLc4DhmeUijpUOItRyRJnRgckqRODA5JUicGhySpE4NDktSJwSFJ6sTgkCR1YnBIkjoxOCRJnRgckqROvOWIpLHjbXzGm1sckqRODA5JUicGhySpE4NDktSJB8elMecjYjVu3OKQJHVicEiSOjE4JEmdGBySpE4MDklSJ0MLjiRbk+xP8vW+2pFJdiTZ1V6Xt3qSXJZkd5Lbk6zrW2ZjG78rycZh9StJGswwT8f9IPA+4Kq+2mbgxqrakmRzm78QOB1Y275OBi4HTk5yJHAxMAEUcGuS7VV1/xD79j45kjSHoW1xVNWXgANPKG8AtrXpbcDZffWrqucmYFmSY4HXATuq6kALix3A+mH1LEma32If4zimqvYBtNejW30lsKdv3GSrzVaXJI3IuFw5nhlqNUf9yStINgGbAF74whcuXGeSxoa7kcfDYm9x3Nd2QdFe97f6JLC6b9wqYO8c9SepqiuqaqKqJlasWLHgjUuSehY7OLYD02dGbQSu66u/qZ1ddQrwYNuVdQNwWpLl7Qys01pNkjQiQ9tVleSjwKuAo5JM0js7agtwTZLzgXuBc9rw64EzgN3Aw8B5AFV1IMk7gFvauLdX1RMPuEuSFtHQgqOq3jDLW6fOMLaAC2ZZz1Zg6wK2Jo0l74KrpWJcDo5LhwwDQkudtxyRJHVicEiSOjE4JEmdeIxD0pLnhYGLyy0OSVInBockqRN3VUlD4mm3erpyi0OS1InBIUnqxOCQJHVicEiSOvHguPQUeRBchxqDQxqA4SA9xuCQ9LT1dL6ifJTfm8c4JEmdGBySpE4MDklSJx7jkHTIeTof+1gMBofUx7OnpPkZHJLUuCUyGINDhyS3LKSDt2SCI8l64FLgMOADVbVlxC1JOkS4JfJ4SyI4khwG/HfgtcAkcEuS7VV112g707hzy0JaeEsiOICTgN1V9S2AJFcDGwCD4xBjEGicHKpbIkslOFYCe/rmJ4GTR9SLDoK/8HUoOZif96UUNkslODJDrR43INkEbGqz30vyzafweUcBf/+kJt7dbSVdxz8FM/Y7xux3uOx3uIbS70L9vphhPV36/blBBi2V4JgEVvfNrwL29g+oqiuAKxbiw5LsrKqJhVjXYrDf4bLf4bLf4RpGv0vlliO3AGuTHJfkWcC5wPYR9yRJh6QlscVRVY8m+V3gBnqn426tqjtH3JYkHZKWRHAAVNX1wPWL9HELsstrEdnvcNnvcNnvcC14v6mq+UdJktQslWMckqQxYXD0SbI+yTeT7E6yedT9zCXJ6iRfSHJ3kjuTvGXUPQ0iyWFJvprkU6PuZT5JliW5Nsk32r/zr4y6p7kk+fftZ+HrST6a5Nmj7umJkmxNsj/J1/tqRybZkWRXe10+yh77zdLvf2k/E7cn+WSSZaPssd9M/fa99x+TVJKjnurnGBxN321NTgdOAN6Q5ITRdjWnR4Hfr6qXAKcAF4x5v9PeAtw96iYGdCnwmap6MfByxrjvJCuB3wMmquql9E4iOXe0Xc3og8D6J9Q2AzdW1VrgxjY/Lj7Ik/vdAby0ql4G/D/gosVuag4f5Mn9kmQ1vVs23bsQH2JwPOYntzWpqkeA6duajKWq2ldVX2nT36X3S23laLuaW5JVwJnAB0bdy3ySPB/4VeBKgKp6pKoeGG1X8zoceE6Sw4EjeMK1TuOgqr4EHHhCeQOwrU1vA85e1KbmMFO/VfXZqnq0zd5E77qysTDLvy/AJcAf8IQLpw+WwfGYmW5rMta/iKclWQOcCHx5tJ3M6730fnh/POpGBvAiYAr4i7Zr7QNJnjvqpmZTVd8B/pTeX5T7gAer6rOj7Wpgx1TVPuj9QQQcPeJ+uvg3wP8edRNzSXIW8J2q+tpCrdPgeMy8tzUZR0l+Gvg48NaqemjU/cwmyeuB/VV166h7GdDhwDrg8qo6Efg+47UL5XHacYENwHHAPwOem+Rfj7arp7ckf0hvl/GHR93LbJIcAfwh8EcLuV6D4zHz3tZk3CR5Jr3Q+HBVfWLU/czjlcBZSe6htxvw1Un+crQtzWkSmKyq6a24a+kFybh6DfDtqpqqqn8CPgH88xH3NKj7khwL0F73j7ifeSXZCLweeGON9zUNP0/vj4mvtf97q4CvJPnZp7JSg+MxS+q2JklCb//73VX1nlH3M5+quqiqVlXVGnr/tp+vqrH9i7iq/g7Yk+T4VjqV8b6N/73AKUmOaD8bpzLGB/OfYDuwsU1vBK4bYS/zag+VuxA4q6oeHnU/c6mqO6rq6Kpa0/7vTQLr2s/3QTM4mnawa/q2JncD14z5bU1eCfwWvb/cb2tfZ4y6qaeZNwMfTnI78ArgXSPuZ1Zty+ha4CvAHfT+b4/dFc5JPgr8X+D4JJNJzge2AK9NsovemT9j83TPWfp9H/A8YEf7f/f+kTbZZ5Z+F/5zxnsrS5I0btzikCR1YnBIkjoxOCRJnRgckqRODA5JUicGhySpE4NDktSJwSFJ6uT/A7SbzDOpQxQwAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1833cad6940>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df['log_salario'] = np.log(df['salario']+2)\n",
+    "df['log_salario'].plot.hist(bins=50)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "8103.083927575384"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.exp(9)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "temp = df[(df.log_salario > 2) & (df.salario<999999)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1833ca84c88>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1833e221400>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Parece que não né, vamos comparar graficamente.\n",
+    "sns.distplot(temp['log_salario'].fillna(0), fit=stats.norm);\n",
+    "\n",
+    "(mu, sigma) = stats.norm.fit(temp['log_salario'].fillna(0))\n",
+    "plt.legend([f'Normal dist. ($\\mu=$ {round(mu,0)} and $\\sigma=$ {round(sigma,0)} )'],loc='best')\n",
+    "plt.ylabel('Frequencia')\n",
+    "plt.title('Distribuição do Log dos Salarios')\n",
+    "\n",
+    "fig = plt.figure()\n",
+    "res = stats.probplot(temp['log_salario'], plot=plt)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 2. Qual a relação entre educação e salario?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.JointGrid at 0x1833cb8e630>"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1833cb8ee48>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Novamente a viz não nos ajuda a ver alguma relação.\n",
+    "sns.jointplot(x=\"anos_estudo\", y=\"salario\", data=temp.sample(10000), kind='reg') # hue='estado_civil'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.JointGrid at 0x1833cb8e9e8>"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1833cb8e080>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.jointplot(x=\"anos_estudo\", y=\"log_salario\", data=temp.sample(10000), kind='reg') # hue='estado_civil'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:                salario   R-squared:                       0.086\n",
+      "Model:                            OLS   Adj. R-squared:                  0.086\n",
+      "Method:                 Least Squares   F-statistic:                     4171.\n",
+      "Date:                Tue, 12 Feb 2019   Prob (F-statistic):               0.00\n",
+      "Time:                        12:08:31   Log-Likelihood:            -5.0184e+05\n",
+      "No. Observations:               44243   AIC:                         1.004e+06\n",
+      "Df Residuals:                   44241   BIC:                         1.004e+06\n",
+      "Df Model:                           1                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "===============================================================================\n",
+      "                  coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "-------------------------------------------------------------------------------\n",
+      "Intercept   -3387.9726    271.150    -12.495      0.000   -3919.432   -2856.513\n",
+      "anos_estudo  1825.5288     28.265     64.586      0.000    1770.128    1880.929\n",
+      "==============================================================================\n",
+      "Omnibus:                    67998.305   Durbin-Watson:                   1.718\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):         73767164.333\n",
+      "Skew:                           9.420   Prob(JB):                         0.00\n",
+      "Kurtosis:                     202.150   Cond. No.                         27.1\n",
+      "==============================================================================\n",
+      "\n",
+      "Warnings:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
+     ]
+    }
+   ],
+   "source": [
+    "run_regression(temp,'salario ~ anos_estudo')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:            log_salario   R-squared:                       0.124\n",
+      "Model:                            OLS   Adj. R-squared:                  0.124\n",
+      "Method:                 Least Squares   F-statistic:                     6243.\n",
+      "Date:                Tue, 12 Feb 2019   Prob (F-statistic):               0.00\n",
+      "Time:                        12:08:32   Log-Likelihood:                -63290.\n",
+      "No. Observations:               44243   AIC:                         1.266e+05\n",
+      "Df Residuals:                   44241   BIC:                         1.266e+05\n",
+      "Df Model:                           1                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "===============================================================================\n",
+      "                  coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "-------------------------------------------------------------------------------\n",
+      "Intercept       7.9101      0.013    588.615      0.000       7.884       7.936\n",
+      "anos_estudo     0.1107      0.001     79.013      0.000       0.108       0.113\n",
+      "==============================================================================\n",
+      "Omnibus:                     4262.018   Durbin-Watson:                   1.727\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             9340.618\n",
+      "Skew:                          -0.609   Prob(JB):                         0.00\n",
+      "Kurtosis:                       4.893   Cond. No.                         27.1\n",
+      "==============================================================================\n",
+      "\n",
+      "Warnings:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
+     ]
+    }
+   ],
+   "source": [
+    "run_regression(temp,'log_salario ~ anos_estudo')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:            log_salario   R-squared:                       0.166\n",
+      "Model:                            OLS   Adj. R-squared:                  0.165\n",
+      "Method:                 Least Squares   F-statistic:                     4387.\n",
+      "Date:                Tue, 12 Feb 2019   Prob (F-statistic):               0.00\n",
+      "Time:                        12:08:34   Log-Likelihood:                -62208.\n",
+      "No. Observations:               44243   AIC:                         1.244e+05\n",
+      "Df Residuals:                   44240   BIC:                         1.244e+05\n",
+      "Df Model:                           2                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "===============================================================================\n",
+      "                  coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "-------------------------------------------------------------------------------\n",
+      "Intercept       7.0103      0.023    302.528      0.000       6.965       7.056\n",
+      "anos_estudo     0.1239      0.001     88.805      0.000       0.121       0.127\n",
+      "idade           0.0210      0.000     47.102      0.000       0.020       0.022\n",
+      "==============================================================================\n",
+      "Omnibus:                     5016.473   Durbin-Watson:                   1.731\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            11232.252\n",
+      "Skew:                          -0.694   Prob(JB):                         0.00\n",
+      "Kurtosis:                       5.042   Cond. No.                         196.\n",
+      "==============================================================================\n",
+      "\n",
+      "Warnings:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Ao Adicionar idade na regressão de anos de estudo saimos da regressão simples e vamos\n",
+    "# para a regressão multipla, no output não muda quase nada, apenas uma linha a mais.\n",
+    "# Mas a interpretação muda muito! O parâmetro de anos de estudo deviam aumentar ou diminuir\n",
+    "# incluindo idade? Essa questão deixa de ser intuitiva ...\n",
+    "\n",
+    "run_regression(temp,'log_salario ~ anos_estudo + idade')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Investigando a relação entre salário e estado civil"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>salario</th>\n",
+       "      <th>estado_civil</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>63600.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>4352.400391</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>96600.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>157800.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>88550.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>6734.400391</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>14875.200684</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>6734.400391</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>54300.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         salario  estado_civil\n",
+       "0   63600.000000           1.0\n",
+       "1            NaN           1.0\n",
+       "2    4352.400391           0.0\n",
+       "3   96600.000000           1.0\n",
+       "4  157800.000000           1.0\n",
+       "5   88550.000000           0.0\n",
+       "6    6734.400391           0.0\n",
+       "7   14875.200684           0.0\n",
+       "8    6734.400391           0.0\n",
+       "9   54300.000000           1.0"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[['salario', 'estado_civil']].head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1833e4e4e10>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Não nos ajuda a ver o que precisamos.\n",
+    "fig, ax = plt.subplots()\n",
+    "ax.scatter(x = df['salario'], y = df['estado_civil'])\n",
+    "plt.ylabel('salario', fontsize=13)\n",
+    "plt.xlabel('estado_civil', fontsize=13)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "21893.607440356824"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df.estado_civil == 1]['salario'].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "93935.88880512808"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df.estado_civil == 1]['salario'].std()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16251.204448112616"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df.estado_civil == 0]['salario'].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "79399.95692962855"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df.estado_civil == 0]['salario'].std()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1833e518198>"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1833e51f470>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mascara_salario_alto = df.salario<50000\n",
+    "mascara_casado = df.estado_civil == 1\n",
+    "df[(mascara_salario_alto) & (mascara_casado)]['salario'].plot.hist(bins=60)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mascara_salario_baixo = df.salario > 50\n",
+    "mascara_casado = df.estado_civil == 1\n",
+    "mascara_nao_casado = df.estado_civil == 0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1833e518278>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df[(mascara_salario_baixo) & (mascara_casado)]['salario'].plot.hist(bins=50)\n",
+    "df[(mascara_salario_baixo) & (mascara_nao_casado)]['salario'].plot.hist(bins=50)\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1833eb13f60>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df[(mascara_salario_baixo) & (mascara_casado)]['log_salario'].plot.hist(bins=50)\n",
+    "df[(mascara_salario_baixo) & (mascara_nao_casado)]['log_salario'].plot.hist(bins=50)\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Adicionando mais variáveis."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:            log_salario   R-squared:                       0.247\n",
+      "Model:                            OLS   Adj. R-squared:                  0.247\n",
+      "Method:                 Least Squares   F-statistic:                     2892.\n",
+      "Date:                Tue, 12 Feb 2019   Prob (F-statistic):               0.00\n",
+      "Time:                        12:24:59   Log-Likelihood:                -59759.\n",
+      "No. Observations:               44111   AIC:                         1.195e+05\n",
+      "Df Residuals:                   44105   BIC:                         1.196e+05\n",
+      "Df Model:                           5                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "==================================================================================\n",
+      "                     coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "----------------------------------------------------------------------------------\n",
+      "Intercept          6.5177      0.196     33.232      0.000       6.133       6.902\n",
+      "sexo[T.homem]      0.5286      0.196      2.700      0.007       0.145       0.912\n",
+      "sexo[T.mulher]    -0.0513      0.196     -0.262      0.793      -0.435       0.333\n",
+      "idade              0.0192      0.000     43.958      0.000       0.018       0.020\n",
+      "anos_estudo        0.1390      0.001    103.249      0.000       0.136       0.142\n",
+      "estado_civil       0.2178      0.009     22.928      0.000       0.199       0.236\n",
+      "==============================================================================\n",
+      "Omnibus:                     5081.388   Durbin-Watson:                   1.650\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            12500.350\n",
+      "Skew:                          -0.675   Prob(JB):                         0.00\n",
+      "Kurtosis:                       5.232   Cond. No.                     3.01e+03\n",
+      "==============================================================================\n",
+      "\n",
+      "Warnings:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The condition number is large, 3.01e+03. This might indicate that there are\n",
+      "strong multicollinearity or other numerical problems.\n"
+     ]
+    }
+   ],
+   "source": [
+    "function1 = '''log_salario ~ sexo + idade + anos_estudo + estado_civil'''\n",
+    "\n",
+    "model1 = smf.ols(function1, temp.dropna()).fit()\n",
+    "\n",
+    "print(model1.summary())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>id</th>\n",
+       "      <th>idade</th>\n",
+       "      <th>anos_estudo</th>\n",
+       "      <th>salario</th>\n",
+       "      <th>estado_civil</th>\n",
+       "      <th>log_salario</th>\n",
+       "      <th>sexo_gestante</th>\n",
+       "      <th>sexo_homem</th>\n",
+       "      <th>sexo_mulher</th>\n",
+       "      <th>cor/raca_Amarela</th>\n",
+       "      <th>cor/raca_Branca</th>\n",
+       "      <th>cor/raca_Indigena</th>\n",
+       "      <th>cor/raca_Parda</th>\n",
+       "      <th>cor/raca_Preta</th>\n",
+       "      <th>regiao_centro-oeste</th>\n",
+       "      <th>regiao_nordeste</th>\n",
+       "      <th>regiao_norte</th>\n",
+       "      <th>regiao_sudeste</th>\n",
+       "      <th>regiao_sul</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>53</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>63600.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>11.060400</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>49</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>22</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>4352.400391</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8.378942</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>55</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>96600.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>11.478355</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>56</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>157800.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>11.969096</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>5</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>30</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>88550.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11.391345</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>6</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>52</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>6734.400391</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8.815281</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>7</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>29</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>14875.200684</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9.607585</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>8</td>\n",
+       "      <td>1.100190e+10</td>\n",
+       "      <td>29</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>6734.400391</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8.815281</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>9</td>\n",
+       "      <td>1.100191e+10</td>\n",
+       "      <td>46</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>54300.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>10.902316</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Unnamed: 0            id  idade  anos_estudo        salario  estado_civil  \\\n",
+       "0           0  1.100190e+10     53          5.0   63600.000000           1.0   \n",
+       "1           1  1.100190e+10     49          8.0            NaN           1.0   \n",
+       "2           2  1.100190e+10     22         11.0    4352.400391           0.0   \n",
+       "3           3  1.100190e+10     55         15.0   96600.000000           1.0   \n",
+       "4           4  1.100190e+10     56         15.0  157800.000000           1.0   \n",
+       "5           5  1.100190e+10     30         15.0   88550.000000           0.0   \n",
+       "6           6  1.100190e+10     52          5.0    6734.400391           0.0   \n",
+       "7           7  1.100190e+10     29          5.0   14875.200684           0.0   \n",
+       "8           8  1.100190e+10     29         11.0    6734.400391           0.0   \n",
+       "9           9  1.100191e+10     46         15.0   54300.000000           1.0   \n",
+       "\n",
+       "   log_salario  sexo_gestante  sexo_homem  sexo_mulher  cor/raca_Amarela  \\\n",
+       "0    11.060400              0           1            0                 0   \n",
+       "1          NaN              0           0            1                 1   \n",
+       "2     8.378942              0           0            1                 0   \n",
+       "3    11.478355              0           1            0                 1   \n",
+       "4    11.969096              0           0            1                 1   \n",
+       "5    11.391345              0           0            1                 1   \n",
+       "6     8.815281              0           0            1                 0   \n",
+       "7     9.607585              0           1            0                 0   \n",
+       "8     8.815281              0           0            1                 0   \n",
+       "9    10.902316              0           0            1                 0   \n",
+       "\n",
+       "   cor/raca_Branca  cor/raca_Indigena  cor/raca_Parda  cor/raca_Preta  \\\n",
+       "0                0                  0               1               0   \n",
+       "1                0                  0               0               0   \n",
+       "2                0                  1               0               0   \n",
+       "3                0                  0               0               0   \n",
+       "4                0                  0               0               0   \n",
+       "5                0                  0               0               0   \n",
+       "6                1                  0               0               0   \n",
+       "7                0                  0               1               0   \n",
+       "8                0                  0               1               0   \n",
+       "9                1                  0               0               0   \n",
+       "\n",
+       "   regiao_centro-oeste  regiao_nordeste  regiao_norte  regiao_sudeste  \\\n",
+       "0                    0                0             1               0   \n",
+       "1                    0                0             1               0   \n",
+       "2                    0                1             0               0   \n",
+       "3                    0                0             1               0   \n",
+       "4                    0                0             1               0   \n",
+       "5                    0                1             0               0   \n",
+       "6                    0                0             1               0   \n",
+       "7                    0                0             1               0   \n",
+       "8                    0                0             1               0   \n",
+       "9                    0                0             1               0   \n",
+       "\n",
+       "   regiao_sul  \n",
+       "0           0  \n",
+       "1           0  \n",
+       "2           0  \n",
+       "3           0  \n",
+       "4           0  \n",
+       "5           0  \n",
+       "6           0  \n",
+       "7           0  \n",
+       "8           0  \n",
+       "9           0  "
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# O que o statsmodel fez foi criar uma dummy, ou seja, um valor categórico que assume 0 ou 1.\n",
+    "# Em outros algoritmos temos que fazer isso explicitamente.\n",
+    "\n",
+    "pd.get_dummies(df).head(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Deep Dive nos pré-requisitos do modelo de regressão Linear"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    2.084027\n",
+       "2   -0.038713\n",
+       "3    1.073494\n",
+       "4    2.125600\n",
+       "5    2.264118\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model1.resid[:5]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1834088a080>"
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1834087d4e0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "pd.DataFrame(model1.resid, columns=['residuo']).plot.hist(bins=50)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 8.9763728 ,  8.41765494, 10.40486053,  9.84349666,  9.12722772,\n",
+       "        8.15933231,  8.29848655,  8.55199436,  9.6515832 ,  9.79124447])"
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "yhat = model1.predict()\n",
+    "yhat[:10]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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Y4wt5IpE1IrJNRLbpx0g1qjVWQFJmeItexwXaVbU7pLJROMm9DAgeP50PlPdR9lYg9PhhwBjziDGmyBhTlJOTE36USo00DeWQlBVe2c7k7rF3VkA1toWT3LcCM0WkUETisRL4+p6FROQcIAN4x94QlRqBGisgMTO8sq7O5K41d2WffpO7McYL3AW8CuwDnjLG7BGRB0QkeO7M1cA6o32y1FhnjNXmHnbNPdF6HEJfd6V6CmviMGPMBmBDj2339nh9v31hKTWCtdWBt81qcw9HV5u7Nsso++gIVaXs1njSegw3uWuzjIoATe5K2a2xwnoc8A1VbZZR9tHkrpTdGgLJPVF7y6jo0eSulN26au7hNst03lDVZhllH03uStmt8STEp1rTCoSjs5wOYlI20uSulN06R6eGy5kAiNbcla00uStlt4bygSV3EatpRpO7spEmd6Xs1lgR/s3UTnFuTe7KVprclbKT3wdNpwZWcwetuSvbaXJXyk7N1WB84fdx76Q1d2UzTe5K2Wmg3SA7xSVobxllK03uStmpa+qBgdbctVlG2UuTu1J2agwsdRDudL+dXAma3JWtNLkrZafGkyAOSMwY2HHa5q5spsldKTs1VliJ3eEc2HHaLKNspsldKTs1VAy81g7WtL86n7uyUVjJXURWiEixiBwUkbV9lPmkiOwVkT0i8id7w1RqhGisGPjNVLCaZbxt4PPaH5Mak/pdiUlEnMBDwJVYi2VvFZH1xpi9QWVmAt8CLjLG1IrI+EgFrFRMa6yA/CUDP65rNaZmcKbbG5Mak8KpuS8BDhpjDhtjPMA64IYeZe4EHjLG1AIYY07ZG6ZSI4C3HVpqBt7HHYKm/dWmGWWPcJJ7HnA86HVZYFuwWcAsEdkiIu+KyAq7AlRqxOgawJQ98GM7p/3Vm6rKJuEskC0htpkQ55kJfATIB94UkTnGmLpuJxJZA6wBmDJlyoCDVSqmNQT6uCcPJrl31tx1qT1lj3Bq7mXA5KDX+UB5iDIvGGM6jDGlQDFWsu/GGPOIMabIGFOUk5Mz2JiVik2dyX1QNffONndtllH2CCe5bwVmikihiMQDtwLre5R5HvgogIhkYzXTHLYzUKViXldyH0RvGVfnOqraLKPs0W9yN8Z4gbuAV4F9wFPGmD0i8oCIrAwUexWoEZG9wN+Be4wxNZEKWqmY1FAOriSITxr4sV2LZGuzjLJHOG3uGGM2ABt6bLs36LkBvhb4UmpsajgxuPZ2CEru2iyj7KEjVJWyS2PFwCcM69TVFVKbZZQ9NLkrZZf6E4O7mQrdBzEpZQNN7krZweeFpkpIHsTNVABnPCBac1e20eSulB2aT3VbXq+s0c8df22hutUf3vEiuo6qspUmd6Xs0NB9dOrfj3l57aiXx3d5wj+HJndlI03uStmh4YT1GOgts/+0D4An93po7eg5oLsPumCHspEmd6Xs0GMA0/4aP6kuqGuHZ0s6wjuH1tyVjTS5K2WHhhPgcEFCGsYYik/7uGQSzEyHx3Z58Jswau9xbu0to2yjyV0pOzRWWE0yIpxoMjR1QGEa3DANDtX5+Z/jYSzCEaeLZCv7aHJXyg4NJ7rmcS8OtLcXpMHFkyDLDb8L58ZqnFtHqCrbaHJXyg5BA5j2n7a6P05NBZcDVkyFN8p8HKnvp1tknFvnllG20eSu1FAZA40nu26mFp/2kZsIyS5r94op4BT4495+au/aW0bZSJO7UkPVWgu+9q7kvq/Gz9S0M7sz3fBPE+Gp/f10i3S5dT53ZRtN7koNVdfyell4fIbSOj8Fqd2LXDcV6j3w4qGzdIuMc4O3zZrKQKkh0uSu1FB1jU7N5FCdH6+hW80dYE6W1Qb/2C4PTZ4+au86eZiykSZ3pYYqqOZeHLiZWtgjuYvA6llw4LSfa59p4oPKELXzrml/tWlGDZ0md6WGqjO5J2ayr8ZHnEBecu9il0yC//tP0NZh+MQLLWwp65Hg4xKsR72pqmwQVnIXkRUiUiwiB0VkbYj9nxWRKhHZEfi6w/5QlYpRjRXgTgeni0N1fvJTIK6Pv6w5WfDLSyE9Hh7f06P3TFxnzV27Q6qh63eZPRFxAg8BVwJlwFYRWW+M2duj6F+MMXdFIEalYlvDmRWY6toN6QlnL57igkvz4MVSL6db/WQmBv4TdC6SrT1mlA3CqbkvAQ4aYw4bYzzAOuCGyIal1AjSWN41OrW+3ZAcxsrEl08Gr4EXDwU1zXTW3Nu15q6GLpzkngccD3pdFtjW080islNEnhaRyaFOJCJrRGSbiGyrqqoaRLhKxaCGiq4+7g3thpT4/g8pTINp6fDMgaCmmfgU67GtLgJBqrEmnOQuIbb17Mv1IlBgjJkHvAb8PtSJjDGPGGOKjDFFOTk5A4tUqVjk80Jz1Znk7gmv5g5wWR7srPJzsNaaiwZ3oItNS00EAlVjTTjJvQwIronnA+XBBYwxNcaY9sDL3wAX2BOeUjGuqRIwkJiJx2do9Vpt6uG4NA8cAs8cCAxsik8GcWhyV7YIJ7lvBWaKSKGIxAO3AuuDC4jIxKCXK4F99oWoVAxrPGk9JmXRGBicFG5yz3TDBePh6eIOOnzGSuwJadBcHaFg1VjSb3I3xniBu4BXsZL2U8aYPSLygIisDBS7W0T2iMiHwN3AZyMVsFIxpbFzBaZM6tut5J4cZnIHuHYqVLUaXj0SuLHqTtOau7JFWK2DxpgNwIYe2+4Nev4t4Fv2hqbUCNBwZnRqQ6P1dCDJ/YLxMCEJfr/bw/XTrZWcNLkrO+gIVaWGorECHE5wp3fV3MNtlgFrKuBrC2DrSR/7a3zaLKNso8ldqaForIDELBAHDYNI7gBXTYZ4B/xhj0ebZZRtNLkrNRQNZwYwNXgG3uYOkBpv9Zx5rqSDNleGldy97f0fqNRZaHJXaigaK7qNToWB19wBPlYIrV7Y0pgDGKg9amOQaizS5K7UUHQ2y2DV3F0Oq4lloKanw4Js+NNx61ycPmxjkGos0uSu1GC1N0F7Y/epB1zW3O2D8YkZ8EFrrvWittSmINVYpcldqcEKGsAEgUnDBtEk02lBNoxLS6WJREx1iQ0BqrFMk7tSgxU0gAkC88oMIbmLwM0zhPd859C691UwZ1lMW6l+aHJXarCCBjCBVXNPCXPSsL5cMhHecCwmqaUMdj+jCV4NmiZ3pQar8czC2GC1uQ+l5g7gdEBp+jJKpACeuR3WrdZukWpQNLkrNViNFeBKsr6wmmUG0w2yp/yMRFa23kf7vE9D8Svw/h+GflI15mhyV2qwTpdC6gQAjDE0tA+uj3tPM9KhlQQ+zP04jD8P3vmVNs+oAdPkrtRg1ZRA6iTAGoDkNQMfnRrKjHTrcWe1H6ZfDrVHoGr/0E+sxhRN7koNhq/DGkWaZiX3wU49EEqmG7LcsLvKD3mBdW9KNg79xGpM0eSu1GDUHgXjgzRrOeGhTD0QyvR02FXtg+Qc6xrH37PnxGrM0OSu1GBU7rYe0/MBBj0jZF9mjoPDdX6aPAYyp0P5B/acWI0ZYSV3EVkhIsUiclBE1p6l3CdExIhIkX0hKhWDjr0DzgTImg7YX3OfkW6tQr+3xgdZM6DhhM7zrgak3+QuIk7gIeAaYDawWkRmhyiXirXE3j/sDlKpmHP0bcg5BxzWqCU729zhzE3VXVU+yJ5hvSjfYc/J1ZgQTs19CXDQGHPYGOMB1gE3hCj3PeBHQJuN8SkVe07tg5M7IW9R16YGj/WYPMQRqp06b6ruqvJbzTKgTTNqQMJJ7nnA8aDXZYFtXURkITDZGPOSjbEpFZve+w0442HGlV2b7G6WgaCbqvHJ1k3VCq25q/CFk9xDTWDaNaJCRBzAz4Cv93sikTUisk1EtlVVVYUfpVKxoq0Bdq6DgkvAnd61uaHdkBhnTR9gl5npelNVDV44v4plwOSg1/lAedDrVGAOsFlEjgDLgPWhbqoaYx4xxhQZY4pycnIGH7VS0VL8CniaYdaKbpvtmnog2IxxQTdVM6dZN1VbTtt7ETVqhZPctwIzRaRQROKBW4H1nTuNMfXGmGxjTIExpgB4F1hpjNkWkYiViqbil61ZIHPO6bZ5qHO5h9LtpmpmofWico+9F1GjVr/J3RjjBe4CXgX2AU8ZY/aIyAMisjLSASoVM4yBw5th0iKQ7n86DR5j283UTl0jVav9Vs0dzvSvV6ofYf06GmM2ABt6bLu3j7IfGXpYSsWg2lJoq+9VaweobzOk2lxzB6v2vrPKB4kZ1tdJTe4qPDpCValwdfYzz5rRa1eDJ3LJveumakYBVO6y/yJqVNLkrlS4Tu60Bi2Nm9pr11CX2OtLt5uqGYVwar81aZlS/dDkrlS4qksgdSI4u2dxn9/Q6LG3j3unXjdVfe1QfcD+C6lRR5O7UuGqOdQ1xW+wpkBFOhI19243VbNmWRvLtCOa6p8md6XC4fdD7eGuxTmC1bZZY/oi0eYOVu19V5XP+seSkAZlOv2v6p8md6XC0XDCWqg6RM29ptUPwLiEyFx6RjocqvNbnxByzrEmLVOqH5rclQpH3VHrMbBmarDqVqvmHrHkHnxTdeICOH3YWnpPqbPQ5K5UOBoCM24kZ/faVRNI7unxkbl0t5uqeYFZPUr+FpmLqVFDk7tS4Wg4YT0mZfXaVdMW2eSe6YbszpuqaZOs1Z/2vhCZi6lRQ5O7UuFoKLem3nUl9dpV02r1cXc5I3f56Z03VUWsGSmPboHGyshdUI14mtyVCkdDOST1bpIBqG71My5CtfZOnTdVmzsMTL0YjB/2re//QDVmaXJXKhz1ZSHb28GquadH6GZqp86bqnuqfZAx1Rolu/vZyF5UjWia3JUKR0N5yPZ2sHrLRKq9vVO3m6oA+YuhbCt4WiJ7YTViaXJXqj9eDzRX9dksU9NqItYNslO3kaoAueeDvwNO6GhVFZomd6X601gBmJDNMj6/obYt8jV3CBqpCjB+NiBw7B+Rv7AakTS5K9Wfzj7uIZpl6toNhsgNYArW7aZqfLI1oEoX71B9CCu5i8gKESkWkYMisjbE/v8lIrtEZIeIvCUis+0PVako6erj3vcApmFJ7p0jVasDtfdxU3XZPdWnfpO7iDiBh4BrgNnA6hDJ+0/GmLnGmAXAj4Cf2h6pUtFyltGp1REenRqs86bqzs6mmYyp1lQEHW2Rv7gaccKpuS8BDhpjDhtjPMA64IbgAsaYhqCXyVgVDKVGh4Zya/BSfHKvXcNZc890W19dN1XTp4DxwelDkb+4GnHCSe55wPGg12WBbd2IyP8WkUNYNfe77QlPqRjQcKLvnjIRnnqgp/MyYMsJL35jzkxiVnt0eC6uRpRwkruE2NarZm6MecgYMx34JvCdkCcSWSMi20RkW1VV1cAiVSpa6sv67ONe0+rHAaQOU3K/aCKcajFsrfCdSe51mtxVb+Ek9zJgctDrfKD8LOXXATeG2mGMecQYU2SMKcrJyQk/SqWiqaEckvsewJSWAI5QVaAIWJoLbie8eKjDWrjDlajT/6qQwknuW4GZIlIoIvHArUC3SS1EZGbQy+uAEvtCVCqKfB3QVHn2AUzDVGsHcMfB4lzYcNiL1wApuZrcVUj9JndjjBe4C3gV2Ac8ZYzZIyIPiMjKQLG7RGSPiOwAvgZ8JmIRKzWcmirpawATWM0ykZ5Xpqflk+B0m+Gdch+kTNDkrkKKC6eQMWYDsKHHtnuDnn/Z5riUig1nGcAEVrPM1JRhjAcoGg9JcfDSoQ4uScmFkx+CMdZ0wEoF6AhVpc7mLAOYYHjmlekp3mm1vb9yuANv8njoaIXm6uENQsU8Te5Knc1ZBjC1eQ1NHcPXDTLYpXnQ4IFdbYGOCdo0o3rQ5K7U2dSfgDg3xPduezndNnwDmHpamAPj4uGlykBzkXaHVD1oclfqbDoHMIVozz7dOfVAFJJ7nAOW58F/l2daG7TmrnrQ5K7U2TSUQ1JmyF2d88oMZ1fIYJflQ4Mvgba4NGuglVJBNLkrdTb1x/vuBtlmzfESjWYZsCYSm5wCJ0y2FadSQTS5K9UXbzs0nrQGCoVQ3RK9ZhmwWoo+mg8lniw6Th+LThAqZmlyV6ov9WWA6TO5v1/pIycREp3DG1awj+ZZNXdTd9x3T3/tAAAYuklEQVTq665UgCZ3pfpSF6gNp4zvtavNa3izzMvi8dEdOzQ+CUjKIt7fir+lNnqBqJijyV2pvnS2Y4eouf+jwkeL1xpMFG2Tcqx7Ajv37IpyJCqWaHJXqi91x0CcIUenbjragdsJ80Lfax1WhROtILbu2BnlSFQs0eSuVF/qjlk9ZRzdG9WNMbx+1Mv8bGsqgKgLTEd88ngJdS2eKAejYoUmd6X6UncMknu3t5fU+ilrMiyJgSYZAJ8rDZ8jnlxTzfMfnIh2OCpGaHJXqi+1R0PeTH3tqBewZmeMCSJ43dmck1DLuq3a311ZNLkrFYrXA40VfST3DmakQ3ZiFOLqQ0diFtMT6th/spGSysZoh6NigCZ3pUJpCPRx79Es80Gll/cr/SyfFJ2w+tKRkEW27xQAr+w+GeVoVCwIK7mLyAoRKRaRgyKyNsT+r4nIXhHZKSKvi8hU+0NVahh19XHv3rD+i+3tpMXDtQXDH9LZdCRm426vZs74BF7eWRHtcFQM6De5i4gTeAi4BpgNrBaR2T2KfQAUGWPmAU8DP7I7UKWGVYgBTDtO+dh83MdN0yAxrDXMho/HbXWHvCLfS3FlI4eqmqIckYq2cGruS4CDxpjDxhgPsA64IbiAMebvxpiWwMt3gXx7w1RqmNUdA3F0mzTsF9vbSIuH6wujGFcfOtxWd8ilGc0A/FWbZsa8cJJ7HhB8C74ssK0vtwOvDCUopaKuq4+7VUXfXe3j78esWntSjNXaAToCNfcc/ylm5aZo04wKK7mHmjkj5AxFIvIvQBHwYB/714jINhHZVlVVFX6USg23Hn3cn9rvId4B1xVEL6Sz6XBnYcSBu/E4Swqy2FvRwJHq5miHpaIonOReBkwOep0PlPcsJCJXAN8GVhpj2kOdyBjziDGmyBhTlJOTM5h4lRoedce62ts9PsP6gx0smwDJrijH1RdHHJ7E8bgbj7B0WiYOgT+9p9MAj2XhJPetwEwRKRSReOBWYH1wARFZCPwXVmI/ZX+YSg2jrj7uVk+ZTce81LXD5TF+J8mTmIu7oZTslAQunJ7NE+8epbZZpyMYq/pN7sYYL3AX8CqwD3jKGLNHRB4QkZWBYg8CKcB/i8gOEVnfx+mUin0NJ8D4u5plnj3QQWaCtSh1LPMkTSCx8QgYww3zJ9Hq8fG7LaXRDktFSVi3howxG4ANPbbdG/T8CpvjUip6gvq4n271s+mYl48VgDPGh/x5kibg9LbgaqtmcmYOSwoy+d3bR7hj+TTS3LHanqQiJcZ/XZWKgqA+7i8e8uL1w+WTz35ILPAkTQDA3WDV1m9cmEdjm5dfbTqIz6+rNI01mtyV6qn2CIgTjzuLx3a1Mz0dCtOiHVT/2gPJPTGQ3Auzk1k2LZNH3jjMip+/wat7tO/7WKLJXameakshJYcn9/s52mC47ZxoBxSeDnc2Rpy4G490bfvSZTO5+7KZtHh8fOGJ7bxVUh29ANWw0uSuVE+nS+lImsD/297Ogmy4IFam9u2Pw0l7Um635O4Q4cLpWfzHTXPJTonnR6/ux+hC2mOCJneleqotZVdbDvXtcPvs6C6APVCepEkk1Rb32h4f5+Dji/LZWVbPq3sqoxCZGm6a3JUKOFzVxLf+9Ca01vLX6myumAzT0qMd1cC0pRbgbjyKo6P3xGHLZ+aQNy6RH28s1husY4Amd6WAVo+PO/+wjZL9uwCYkZ/LF+ZEOahBaE0rQDAk1+7rtc/pEFZdkM/BU026HN8YoMldKeDfN+zlUFUz/zrX+pNYVJgbc9P6hqMt1ZqyMqX6w5D7lxRmMiUziUffKtW291FOk7sa8/62t5In3z3G9fMmMsNlTWjXkThS7qJ253Vn0J40kbST74bcLyJcOTuXvRUNvH+sdpijU8NJk7sa0/x+w70v7GZqVhKfLJqMu+kYHfHp+ONiaIHUAWrOmE165T/A7w25/+IZ2STFO/nDO0eHOTI1nDS5qzFt29FaKurb+Ni8SbicDtyNx0Zsrb1Tc9b5OL3NpNTsCrnf7XKyfGYOL++soKox5ASuahTQ5K7GtJd3lhPvdLBoSgYA7sajeJJy+zkqtjVnWKtgpp98u88yV87Oxes3rNNpgUctTe5qzPL5DRt2nWTBlHEkxjsRXzvxLSfxJI7s5O6LT6M1tYD08rf6LDNpXCJz89L5wzs6LfBopcldjVnvlZ6mqqmdZYXW+qMJTWUIZsTX3AGasueTVrUNZ3t9n2VuXTyZ2hYPX/nLDvza733U0eSuxqyXd5WTEOdg4ZRxgNUkA+AZ4W3uAI3ZixDjY1z5//RZZlpOCrddWMD/HKjil5sODmN0ajhocldjktfnZ8OukyycMg63ywkEJfdRUHNvTZ+ONz6NzLLXz1ruivPGc/GMbH7+2gFtfx9lNLmrMenp7WWcbvawbFpW17ak+oN4XSn4XCNgft/+iIPG7AWMO/E/iL+j72Ii3H5xIXPy0ln77C7WPrOTtg7fMAaqIiWs5C4iK0SkWEQOisjaEPuXi8j7IuIVkU/YH6ZS9tl+9DTffWE3509Ko2hqZtf2xLoS2pPzRtZMYWfRmL2IuI4GUk9tP2s5t8vJ2hXncuOCSazbepz/9cR2Hb06CvSb3EXECTwEXAPMBlaLyOwexY4BnwX+ZHeAStmpvK6VLzyxnazkeL5y+SycjkAiN4ak+gO0J8f4KtgD0Jw1D78jjox+mmYAHA7hlsVTuO3CqWw+UMXzO3TumZEunJr7EuCgMeawMcYDrANuCC5gjDlijNkJ+CMQo1JD5vMb/vSPY1z3/96kxePjG1edS4r7zOQxrrZq4jwNtKfkRTFKe/nj3DRnziHr6CsQZk386vMnMCs3hQde3Mtp7SI5ooWT3POA40GvywLbBkxE1ojINhHZVlVVNZhTKDVgze1ePv7rLfx/z+0iN83NvdfPJi+j+/QCiXUHAEZVzR2gPncZCS3lpFadvWmmk0OEOy6eRmObl++/tDfC0alICie5h2qAHFSDnDHmEWNMkTGmKCcnZzCnUGrAfvq3A3xYVs+/Xjqde6+fzdSs5F5lkuqtroCjqeYO0Dh+MT6nm9ySP4d9zOTMJD42fxLPfnCC7UdPRzA6FUnhJPcyIHjt93ygPDLhKGWvHcfr+N2WUq44L5fls3KQPm6WJtYdwBuXjDd+3DBHGFn+uETqJi0n68iLJDSVhX3cyvmTSE908ZONByIYnYqkcJL7VmCmiBSKSDxwK7A+smEpNXQdPj/ffHon45LiWb1k8lnLJtUdoD0lf9T0lAlWXfAxwEHBe/eDCe+2mNvl5IYFk3j7UA1vH9RFtUeifpO7McYL3AW8CuwDnjLG7BGRB0RkJYCILBaRMmAV8F8isieSQSvVn4a2Dr687gOKKxv53EUFJMWfZeUNv5fk03toSyscvgCHkdedReXM1WSe2ET+zl+Efdzl5+aSmRzPTzYe0K6RI1BYa80YYzYAG3psuzfo+Vas5hqlhl1DWwf/va2M1/ZWMjUriVm5qTy2pZTyulZWL5nSrS97KEl1JTh9bbSmTR+miIff6clX4W4oZfLOX+KPS6b8/DX9HhMf5+DGBXk8tqWUvxef4rJzR/7I3bFkBC4kptQZf37vGA+8tJdWj4/JGYnsOlFPU/txslPiue9j5zMrN7Xfc6TUWEvStaaP3uSOCOWz78Dh9zD1/R8gPg8n5t3V72EfPSeHv+6uYO0zu/jrVzLITI4fhmCVHTS5qxHrSHUz972wh+njk/n0sgIKs5MxxlDV2E56kouEOGdY50mp/hCvK2XET/XbL0ccZXPvwjhcTPnwp7SlFVJTcN1ZD4lzOrjrspnc+8JuvvHUDh797OI+b0qr2KJzy6gRyRjDd1/YjdMh3PXRmRRmW90bRYTxae6wEztYyb01bdqovJnaizgon30nLekzmf7ON0lo7H+ysMLsZD61dCqbiqt49K3SYQhS2UGTuxqRXt5VwZsl1XyyKH9ITQWOjmaS6g/QljbNxuhim3HEcXze3WD8TH3/h2Edc/X5uSwuyODfX97HY5rgRwRN7mpEMcbw+r5K7nthD4XZyVw5e8KQzpd26j3E+GnOOM+mCEcGrzuLmqnXknXsFVKq3u+3vIj1CamoIIMHXtrL91/ai08X+IhpmtxVzKtuaueNA1Wse+8Yn/vdVm7//Tbc8U7+9dLpZyb+GqT0ii34HS5axp1jU7QjR83U6+mIH8fkHT8Nq3x8nIOvXD6Lq8+fwG/fKmXFz9/gtb2V2k0yRukNVRWz2r0+fvtmKb/cVEJbhzX4JineyaeXTeWq83OJcwyxbmIMGSf+Tsu4czDOsdcLxB/npmbqNUwo+TMp1R/SlD2/32McDuEzF07lvImpPLX1OHf8YRtFBRl865pzuaCfLqdqeGlyVzFpZ1kdX163g9LqZpYUZnL1+RMYn5pARlL8kGvrnRLrD5LYUEr5uZ+z5XwjUW3+FWSXridv98MUf+Q/wzpGRFhamMUFUzPYXFzFs++XcfPD73D1+bk8uGo+aW5XhKNW4dDkrmKKMYY//uMY/+fFPaQnuli74lzmT47MfC/ZpesxOGgcXxSR848E/rhETk+5mvGHnyWx7gCt42aFfWycw8EV5+Vy8YxsNuyq4LkPTvCp3/yDJ25fwriksfdJKNZom7uKCcYY3iyp4rbH3uM7z+9m9qQ0/uOmuRFL7Pi95Bx6mqbseXgTMiJzjRHi9OSr8Tnd5O0Or+bek9vl5OOL8vnqlbPYf7KBWx95l6rGdpujVAOlNXcVMe1eH+veO86HZXVkpySQk5JATmoC2SkJVNS38l7pafafbKTd66Oh1cvJhjbGJbr41NIpXDt3Io4I9jvPOrqBhNZKKmf9S8SuMVL44lOpzbuM7CMvcnz+V2hPnTKo8yyaksG/XX0uP95YzI0PbeG3nynivImjYD3aEUqidae7qKjIbNu2LSrXVpH33AdlPPjXYsrr28hIctHc7sPj6z4jYao7jsKsZNwuJ3FOYW5eOhfNyMbljPAHSr+P+S9di8PbwqELfwiiH2Dj2k4zc8tXOTVjFaVLvz+kcx2uauInfztAa4ePH948j4/Nm6ijWm0kItuNMf22JWrNXdnu0bdK+d5Le5mek8y3rz2POXnpGGNo7fBR19JBXWsHqQlx5GUkRrR23pec0udIqi/h2LyvaGIP8LozqZu0nPEH/5uyuXfTkTR+0OealpPC92+cw8/+doC7//wBv9pUwprl07lmzgSSEzTlDBetuStbPbO9jK//94csKczky5fNxGFTzxa7iK+dhc9fhi8uidIlD4yNKQfC5GqpZOaWr1Mx+3aOXvCtIZ/P6/fz9sEaXtpZzvHaVlxOYdm0LK46fwLXzplAVkqCDVGPPVpzV8PK6/Pz+NtH+L8b9jM3L527Pjoj5hI7wITiJ0hoqeDIBd/WxN5DR1Iu9RMvJPfAHzkx51/xJgztZnacw8HyWTlcMjObfScbef9oLR8cq+W7Jbu5/4U9LJuWybJpWVxQkMHsiWnaw8ZmmtzVoNW3dnCitpVjp1v45aYS9pQ3sHDKOO6+bGbk280HIa6thvydv6Qxax7NmedHO5yYVD31Y4yr2MKE/b+nbP6XbTmniDB7YhqzJ6bxqaVTOF7bytuHqnn/aC1bDtV0lRuX5KIwK5nCnGSm56QwJy+d+fnpmvQHKazkLiIrgF8ATuC3xpgf9NifAPwBuACoAW4xxhyxN1Q1XDp8fvzGdJtZ0RhDWW0ru07Us+1ILVsOVlNc2di1PyPJxZcvn8nSwsyYvXk2ecdPcXqbOTnr09EOJWa1p06hIecCJuz/PeWz78Dv6r2Y+FCICFMyk5iSOYVbF0+hqd1LSWUjJ+paOVnfRkV9W2Bg1ImuY6ZmJrFgyjgWTh7H0mlZnJObGpOfCmNNv8ldRJzAQ8CVWItlbxWR9caYvUHFbgdqjTEzRORW4IfALZEIWPXPGBMywXp9fupbO6ht6aCuxUNdSwe1LR5O1rdxsKqJg6eaOFnfRk2zB4B4p4PEeCc+v6Hd66PDZ7q2z5qQwieLJjMp3U1WSjz5GUm4XeFPszvc0iveIrdkHaenXI0nJS/a4cS06oKVTNt6H3l7HuH4gq9G9FopCXEsnJLBwindxxq0eLyUVjdz6FQTB6uaeLOkmhd2lAMwLtHFkkKrSWf+5HHkZySSk5KgCb+HcGruS4CDxpjDACKyDrgBCE7uNwD3B54/DfxKRMSMgBmFOkPsjNQEb+u23dDz3RhjbT/z/Mw5TVCZzpN1bvUbq3bc4fPj9Rm8fj8dPoPXZ+jwB7b5/LT7/LR3+PH4/LR3WF0JWz0+WgJfrR4vje1eaps91DR5qG5up7bZQ2uHnziH4HI6cMUJ8U4H7V4/jW3ePr8POakJTEx3M3/yODKSXDgdDlo9Xtq9fhwOIc4h5Ka5KcxOZnJGEvFxsdfs0osxOLzNZB7byLT37qM9OY/KGZ+MdlQxr3XcTOomXkzerl/hd8RRNf0TeJImDOs9iqT4OM6flM75k9K7tlU3tbOvooG95Q18WFbHxr2VXfviHMK4pHiykuPJSoknMzme7JQE8jMSyc9IJD0xnpSEOBJc1u9t8N+y0wHxTieuOOtvJj7OgVMEhwgOB9ajCA4hZj+VhhJOcs8Djge9LgOW9lXGGOMVkXogC7B92fRH3yrlJxuL+0ys9Nge2BQyYY9kLqfgdjlJdDlJdceRnhjPObmppCe6SHQ58fqN9Q8j8I/D5RTS3C5S3XGkdj4mxJGa6GJcoiuma92DMfHte8na9yRirH9obeNmUr7027gSs6Mc2chQXfRVnO8LUz78GVM+/Bl+h4vKxWupnntn1GJKSYijICuZa+ZMBKCqsZ3S6maqm9qpbmqnrrWDhtYOaps9HK1pobbFQ4vHZ2sMIiBdzwXp2nZmhwSV7TousLVz230fm80tiwc3WCxc4ST3UP+qeqbHcMogImuAzpV5m0SkOIzrhyubCPwziQJ9HxGxHfj4QA+KsfcwaDa9j3sCX1Ezan4et36P6lsHf/zUcAqFk9zLgMlBr/OB8j7KlIlIHJAOnO55ImPMI8Aj4QQ2UCKyLZy+n7FO30fsGA3vAfR9xJrheh/hNJxuBWaKSKGIxAO3Aut7lFkPfCbw/BPAppHQ3q6UUqNVvzX3QBv6XcCrWF0hHzPG7BGRB4Btxpj1wKPAEyJyEKvGPoRPHEoppYYqrH7uxpgNwIYe2+4Net4GrLI3tAGLSHNPFOj7iB2j4T2Avo9YMyzvI2pzyyillIqcEdBZWSml1ECN6OQuIpNF5O8isk9E9oiIPZNhRImIOEXkAxF5KdqxDJaIjBORp0Vkf+DncmG0YxoMEflq4Hdqt4j8WUTc0Y4pHCLymIicEpHdQdsyReRvIlISeIz5paf6eB8PBn6vdorIcyISoWW67BPqfQTt+4aIGBGJyOCLEZ3cAS/wdWPMecAy4H+LyOwoxzQUXwb2RTuIIfoF8FdjzLnAfEbg+xGRPOBuoMgYMwerI8FI6STwOLCix7a1wOvGmJnA64HXse5xer+PvwFzjDHzgAPA0OcljrzH6f0+EJHJWFO6HIvUhUd0cjfGVBhj3g88b8RKJCNy4hARyQeuA34b7VgGS0TSgOVYvacwxniMMXXRjWrQ4oDEwLiNJHqP7YhJxpg36D3G5Abg94HnvwduHNagBiHU+zDGbDTGdM6h8S7WmJuY1sfPA+BnwL8RYrCnXUZ0cg8mIgXAQuAf0Y1k0H6O9cP291cwhk0DqoDfBZqXfisi9k4rOAyMMSeAH2PVqiqAemPMxuhGNSS5xpgKsCpEwOCXWYodnwdeiXYQgyEiK4ETxpgPI3mdUZHcRSQFeAb4ijGmIdrxDJSIXA+cMsZsj3YsQxQHLAIeNsYsBJoZGU0A3QTapG8ACoFJQLKI6EraMUJEvo3VJPvHaMcyUCKSBHwbuLe/skM14pO7iLiwEvsfjTHPRjueQboIWCkiR4B1wGUi8mR0QxqUMqDMGNP56elprGQ/0lwBlBpjqowxHcCzwD9FOaahqBSRiQCBx1NRjmfQROQzwPXAp0boKPjpWJWGDwN/7/nA+yIywe4LjejkLtb8m48C+4wxP412PINljPmWMSbfGFOAdeNukzFmxNUUjTEngeMick5g0+V0nxp6pDgGLBORpMDv2OWMwBvDQYKnB/kM8EIUYxm0wKJB3wRWGmNaoh3PYBhjdhljxhtjCgJ/72XAosDfjq1GdHLHqvF+GqumuyPwdW20gxrjvgT8UUR2AguA/4hyPAMW+OTxNPA+sAvr72REjI4UkT8D7wDniEiZiNwO/AC4UkRKsHpo/OBs54gFfbyPXwGpwN8Cf+v/GdUgw9DH+xiea4/MTzZKKaXOZqTX3JVSSoWgyV0ppUYhTe5KKTUKaXJXSqlRSJO7UkqNQprclVJqFNLkrpRSo5Amd6WUGoX+fzLrrVyUm/YFAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x183409dd588>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x18340a3b7f0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.kdeplot(ytrue, shade=True, label='logsalario')\n",
+    "sns.kdeplot(yhat, shade=True, label='Predicted Values')\n",
+    "plt.show()\n",
+    "sns.kdeplot(model1.resid, shade=True, label='Prediction Errors');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As variáveis tem uma relação linear?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5,1,'Linear Regression')"
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x183466d8550>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import statsmodels.api as sm\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "fig, ax = plt.subplots()\n",
+    "fig = sm.graphics.plot_fit(model1, 4, ax=ax)\n",
+    "ax.set_ylabel(\"Log de Salario\")\n",
+    "ax.set_xlabel(\"Anos de Estudo\")\n",
+    "ax.set_title(\"Linear Regression\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1834c318e10>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.jointplot(model1.predict(), temp.dropna()['log_salario'], kind='reg')\n",
+    "plt.xlabel('Predicted Values ($\\hat y$)')\n",
+    "plt.ylabel('House Values ($y$)');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Os erros são independentes?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x18341cd0e48>"
+      ]
+     },
+     "execution_count": 88,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x18341cd9438>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Em uma cross-section precisamos entender como os dados foram construidos.\n",
+    "# Em uma série de tempo/espaço analisamos se o tempo atual tem relação com o tempo passado. \n",
+    "# ou no espaço, se a posição atual tem relação com as posições ao redor.\n",
+    "from pandas.plotting import lag_plot\n",
+    "lag_plot(temp.dropna()['log_salario']-model1.predict())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Os erros tem distribuição normal?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Plotar a distribuição/histograma e comparar com uma curva normal geralmente é suficiente\n",
+    "# para dizer que nossos erros/rezidos são normalmente distribuidos.\n",
+    "# do contrário podemos supor que existe alguma variável importante que não foi incluida no modelo\n",
+    "# e portanto tornando nossos parâmetros betas estimados enviesados.\n",
+    "# Com uma amostra de reduzidos normalmente distribuida, há mais indicios para dizer que ela é\n",
+    "# causada por alguma aleatoriedade. Mais uma palavra para nosso vocabulario é \"idiossincratico\"\n",
+    "# que sifnifica basicamente que o que explica a diferença dos valores previstos para os observados\n",
+    "# são causados por coisas muito particulares das observações que não devem ser consideradas no modelo,\n",
+    "# a essas caracteristicas particulares damos o nome de caracteristicas idiossincraticas."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "NormaltestResult(statistic=5081.388385178984, pvalue=0.0)"
+      ]
+     },
+     "execution_count": 89,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from scipy.stats import normaltest\n",
+    "normaltest(temp.dropna()['log_salario']-model1.predict())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# A variância sigma2 das variaveis não dependem no nível da variável (são constantes)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/resumo.txt" "b/2-analise-explorat\303\263ria-inter/02-regress\303\265es2/resumo.txt"
old mode 100644
new mode 100755
diff --git "a/2-analise-explorat\303\263ria-inter/03-endogeneidade/7pecados.ipynb" "b/2-analise-explorat\303\263ria-inter/03-endogeneidade/7pecados.ipynb"
new file mode 100755
index 0000000..7d28b59
--- /dev/null
+++ "b/2-analise-explorat\303\263ria-inter/03-endogeneidade/7pecados.ipynb"
@@ -0,0 +1,127 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Sete pecados de regressão\n",
+    "\n",
+    "Essa lista dos sete pecados de regressões mostra todas as maneiras pelas quais os modelos de regressão podem estar errados. Todos os sete são discutidos abaixo, embora alguns merecem mais discussão do que outros. Veja também este folheto que lista cada problema, se causa viés, se afeta os erros padrão e possíveis soluções.\n",
+    "\n",
+    "## Viés Variável Omitido\n",
+    "Como detalhado acima, omitir uma variável de um modelo de regressão pode influenciar as estimativas de inclinação para as variáveis ​​incluídas no modelo. O viés ocorre apenas quando a variável omitida está correlacionada com a variável dependente e com uma das variáveis ​​independentes incluídas.\n",
+    "\n",
+    "<img src=\"img/7sins OVB.png\" width=\"450\" />\n",
+    "\n",
+    "\n",
+    "## Viés de heterogeneidade\n",
+    "O viés de heterogeneidade (também chamado de diferença de diferença de grupo) ocorre quando há estruturas de grupo naturais nos dados e há diferenças inatas nos grupos que estão correlacionados com a variável de estudo. Um grupo pode ser muitas pessoas em um ou mais períodos de tempo. Um “grupo” também pode ser um indivíduo medido ao longo do tempo.\n",
+    "\n",
+    "Neste exemplo (um estudo médico de pressão arterial), uma regressão mostra uma tendência ascendente na pressão sanguínea à medida que a dosagem aumenta.\n",
+    "\n",
+    "<img src=\"img/hetero1.png\" width=\"450\" />\n",
+    "\n",
+    "Mas quando o modelo considera as diferenças de grupo, vemos que o relacionamento é realmente invertido (isto é, agora vemos uma tendência de queda).\n",
+    "\n",
+    "<img src=\"img/hetero2.png\" width=\"450\" />\n",
+    "\n",
+    "\n",
+    "Essencialmente, este é apenas um caso especial de viés de variável omitido, no qual a variável omitida é grupos.\n",
+    "## Viés de seleção\n",
+    "O viés de seleção surge quando os indivíduos entram / saem de grupos de formas não aleatórias. Por exemplo, se você estiver avaliando o efeito de um programa de sexo somente para abstinência na gravidez na adolescência, se os indivíduos escolherem se participar, os resultados serão diferentes de um cenário no qual os indivíduos são aleatoriamente designados para participar ou não. grupos participantes.\n",
+    "\n",
+    "Essencialmente, este é apenas outro caso especial de viés de variável omitido no qual a variável omitida é propensão (para participar).\n",
+    "\n",
+    "### Seleção de entrada versus saída de seleção\n",
+    "\n",
+    "se a propensão a sair de um estudo estiver correlacionada com as variáveis ​​do estudo, então o atrito cria um viés\n",
+    "\n",
+    "se atrito é aleatório (não correlacionado), então não é um problema\n",
+    "\n",
+    "ver slides para micro-finanças exemplo de apenas pobre deixar o programa e produzir efeito de programa artificial\n",
+    "\n",
+    "## Multicolinearidade\n",
+    "Como discutido em Regressão Visual , a multicolinearidade ocorre quando as variáveis ​​independentes em um modelo de regressão estão fortemente correlacionadas entre si. Isso torna difícil dizer os efeitos independentes dessas variáveis ​​e também inflaciona os erros padrão de cada inclinação. Abaixo, vemos que quanto maior a multicolinearidade, menor será a área B, e maiores serão os erros padrões. Quando os erros padrão são maiores, os intervalos de confiança são maiores e é menos provável que a inclinação seja estatisticamente significativa.\n",
+    "\n",
+    "<img src=\"img/multicoll.png\" width=\"450\" />\n",
+    "\n",
+    "\n",
+    "## Erro de medição\n",
+    "Conforme discutido em Regressão Visual , o erro de medição pode influenciar as estimativas de inclinação e alterar os erros padrão na regressão.\n",
+    "\n",
+    "Lembre-se que o erro de medição é sempre erro aleatório, não erro sistemático. Erro sistemático sempre empurra os resultados na mesma direção. Um exemplo de erro sistemático seria se você estivesse medindo o peso de indivíduos com uma escala mal calibrada que adiciona cinco libras a cada leitura. Nesse caso, a média será diferente, mas a variação não será; o declive de regressão será idêntico, mas o intercepto será diferente. Assim, a inclinação não é influenciada pelo erro sistemático de medição.\n",
+    "\n",
+    "Os efeitos do erro de medição (aleatório) dependem de estar na variável dependente ou independente\n",
+    "### Na Variável Dependente\n",
+    "O erro de medição na variável dependente causa variação adicional em Y. A introdução do erro de medição na variável dependente inflará o erro padrão, mas a estimativa de inclinação será idêntica. O erro padrão inflado, por sua vez, tornará menos provável que a inclinação seja estatisticamente significativa.\n",
+    "\n",
+    "\n",
+    "<img src=\"img/dv measerror.png\" width=\"450\" />\n",
+    "\n",
+    "\n",
+    "### Na variável independente\n",
+    "O erro de medição na variável independente causa uma variância adicional em X. A introdução do erro de medição na variável independente causará o encolhimento da estimativa do declive (chamada atenuação) e reduz o erro padrão. A atenuação sempre empurra a inclinação para zero, não importa se a relação é positiva ou negativa.\n",
+    "\n",
+    "\n",
+    "<img src=\"img/iv measerror.png\" width=\"450\" />\n",
+    "\n",
+    "\n",
+    "## Viés de especificação incorreta\n",
+    "O viés pode ser introduzido se usarmos uma forma inadequada do modelo de regressão adequado para as variáveis ​​sob análise. Isso pode ser ilustrado pelo quarteto de Anscombe, um grupo de quatro conjuntos de dados muito diferentes que possuem algumas propriedades estatísticas idênticas (média, variância, correlação e resultados de regressão).\n",
+    "<img src=\"img/anscombe data.png\" width=\"450\" />\n",
+    "\n",
+    "\n",
+    "\n",
+    "As diferenças são ainda mais impressionantes nos gráficos de dispersão dos quatro conjuntos de dados.\n",
+    "<img src=\"img/anscombe graphs.png\" width=\"450\" />\n",
+    "\n",
+    "\n",
+    "## Simultaneidade\n",
+    "A simultaneidade ocorre quando a estrutura causal forma um ciclo de feedback. Quando este é o caso, é muito difícil separar os efeitos independentes. Tal modelo causal é retratado abaixo.\n",
+    "<img src=\"img/simult.png\" width=\"450\" />\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/2-analise-explorat\303\263ria-inter/03-endogeneidade/aula.ipynb" "b/2-analise-explorat\303\263ria-inter/03-endogeneidade/aula.ipynb"
new file mode 100755
index 0000000..0a37562
--- /dev/null
+++ "b/2-analise-explorat\303\263ria-inter/03-endogeneidade/aula.ipynb"
@@ -0,0 +1,397 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "\n",
+    "\n",
+    "Exemplo (1) Modelando uma regressão multipla para entender como diferentes variáveis afetam os preços de casas nos EUA.\n",
+    "\n",
+    "Features:\n",
+    "- **price** - The last price the house was sold for\n",
+    "- **num_bed** - The number of bedrooms\n",
+    "- **num_bath** - The number of bathrooms (fractions mean the house has a toilet-only or shower/bathtub-only bathroom)\n",
+    "- **size_house** (includes basement) - The size of the house\n",
+    "- **size_lot** - The size of the lot\n",
+    "- **num_floors** - The number of floors\n",
+    "- **is_waterfront** - Whether or not the house is a waterfront house (0 means it is not a waterfront house whereas 1 means that it is a waterfront house)\n",
+    "- **condition** - How worn out the house is. Ranges from 1 (needs repairs all over the place) to 5 (the house is very well maintained)\n",
+    "- **size_basement** - The size of the basement\n",
+    "- **year_built** - The year the house was built\n",
+    "- **renovation_date** - The year the house was renovated for the last time. 0 means the house has never been renovated\n",
+    "- **zip** - The zip code\n",
+    "- **latitude** - Latitude\n",
+    "- **longitude** - Longitude\n",
+    "- **avg_size_neighbor_houses** - The average house size of the neighbors\n",
+    "- **avg_size_neighbor_lot** - The average lot size of the neighbors"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import statsmodels.formula.api as smf\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from scipy import stats\n",
+    "from sklearn import linear_model\n",
+    "from sklearn.metrics import mean_squared_error, r2_score\n",
+    "\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")\n",
+    "\n",
+    "%matplotlib inline\n",
+    "%config InlineBackend.figure_formats=['svg']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv(r'./data/house_sales.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>price</th>\n",
+       "      <th>num_bed</th>\n",
+       "      <th>num_bath</th>\n",
+       "      <th>size_house</th>\n",
+       "      <th>size_lot</th>\n",
+       "      <th>num_floors</th>\n",
+       "      <th>is_waterfront</th>\n",
+       "      <th>condition</th>\n",
+       "      <th>size_basement</th>\n",
+       "      <th>year_built</th>\n",
+       "      <th>renovation_date</th>\n",
+       "      <th>zip</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "      <th>avg_size_neighbor_houses</th>\n",
+       "      <th>avg_size_neighbor_lot</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1.844800e+04</td>\n",
+       "      <td>18448.000000</td>\n",
+       "      <td>18448.000000</td>\n",
+       "      <td>18448.000000</td>\n",
+       "      <td>1.844800e+04</td>\n",
+       "      <td>18448.000000</td>\n",
+       "      <td>18448.000000</td>\n",
+       "      <td>18448.000000</td>\n",
+       "      <td>18448.000000</td>\n",
+       "      <td>18448.000000</td>\n",
+       "      <td>18448.000000</td>\n",
+       "      <td>18448.000000</td>\n",
+       "      <td>18448.000000</td>\n",
+       "      <td>18448.000000</td>\n",
+       "      <td>18448.000000</td>\n",
+       "      <td>18448.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>5.423624e+05</td>\n",
+       "      <td>3.372615</td>\n",
+       "      <td>2.118888</td>\n",
+       "      <td>2083.940915</td>\n",
+       "      <td>1.503602e+04</td>\n",
+       "      <td>1.494606</td>\n",
+       "      <td>0.007643</td>\n",
+       "      <td>3.411698</td>\n",
+       "      <td>293.571498</td>\n",
+       "      <td>1971.001138</td>\n",
+       "      <td>85.145002</td>\n",
+       "      <td>98077.921455</td>\n",
+       "      <td>47.560030</td>\n",
+       "      <td>-122.214419</td>\n",
+       "      <td>1988.306483</td>\n",
+       "      <td>12571.596216</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>3.720135e+05</td>\n",
+       "      <td>0.933892</td>\n",
+       "      <td>0.772384</td>\n",
+       "      <td>921.416218</td>\n",
+       "      <td>4.181455e+04</td>\n",
+       "      <td>0.540806</td>\n",
+       "      <td>0.087092</td>\n",
+       "      <td>0.652593</td>\n",
+       "      <td>443.607503</td>\n",
+       "      <td>29.361619</td>\n",
+       "      <td>403.371263</td>\n",
+       "      <td>53.497440</td>\n",
+       "      <td>0.138557</td>\n",
+       "      <td>0.139910</td>\n",
+       "      <td>686.173124</td>\n",
+       "      <td>26329.260211</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>7.800000e+04</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>290.000000</td>\n",
+       "      <td>5.200000e+02</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1900.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>98001.000000</td>\n",
+       "      <td>47.155933</td>\n",
+       "      <td>-122.518648</td>\n",
+       "      <td>399.000000</td>\n",
+       "      <td>651.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>3.218375e+05</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>1.750000</td>\n",
+       "      <td>1430.000000</td>\n",
+       "      <td>5.050000e+03</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1952.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>98033.000000</td>\n",
+       "      <td>47.471527</td>\n",
+       "      <td>-122.328084</td>\n",
+       "      <td>1490.000000</td>\n",
+       "      <td>5100.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>4.500000e+05</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>2.250000</td>\n",
+       "      <td>1920.000000</td>\n",
+       "      <td>7.600500e+03</td>\n",
+       "      <td>1.500000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1975.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>98065.000000</td>\n",
+       "      <td>47.571599</td>\n",
+       "      <td>-122.230688</td>\n",
+       "      <td>1840.000000</td>\n",
+       "      <td>7611.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>6.480000e+05</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>2.500000</td>\n",
+       "      <td>2560.000000</td>\n",
+       "      <td>1.062525e+04</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>570.000000</td>\n",
+       "      <td>1997.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>98118.000000</td>\n",
+       "      <td>47.677918</td>\n",
+       "      <td>-122.125733</td>\n",
+       "      <td>2370.000000</td>\n",
+       "      <td>10050.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>7.700000e+06</td>\n",
+       "      <td>33.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>13540.000000</td>\n",
+       "      <td>1.651359e+06</td>\n",
+       "      <td>3.500000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>4820.000000</td>\n",
+       "      <td>2015.000000</td>\n",
+       "      <td>2015.000000</td>\n",
+       "      <td>98199.000000</td>\n",
+       "      <td>47.777624</td>\n",
+       "      <td>-121.315254</td>\n",
+       "      <td>6110.000000</td>\n",
+       "      <td>858132.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              price       num_bed      num_bath    size_house      size_lot  \\\n",
+       "count  1.844800e+04  18448.000000  18448.000000  18448.000000  1.844800e+04   \n",
+       "mean   5.423624e+05      3.372615      2.118888   2083.940915  1.503602e+04   \n",
+       "std    3.720135e+05      0.933892      0.772384    921.416218  4.181455e+04   \n",
+       "min    7.800000e+04      0.000000      0.000000    290.000000  5.200000e+02   \n",
+       "25%    3.218375e+05      3.000000      1.750000   1430.000000  5.050000e+03   \n",
+       "50%    4.500000e+05      3.000000      2.250000   1920.000000  7.600500e+03   \n",
+       "75%    6.480000e+05      4.000000      2.500000   2560.000000  1.062525e+04   \n",
+       "max    7.700000e+06     33.000000      8.000000  13540.000000  1.651359e+06   \n",
+       "\n",
+       "         num_floors  is_waterfront     condition  size_basement    year_built  \\\n",
+       "count  18448.000000   18448.000000  18448.000000   18448.000000  18448.000000   \n",
+       "mean       1.494606       0.007643      3.411698     293.571498   1971.001138   \n",
+       "std        0.540806       0.087092      0.652593     443.607503     29.361619   \n",
+       "min        1.000000       0.000000      1.000000       0.000000   1900.000000   \n",
+       "25%        1.000000       0.000000      3.000000       0.000000   1952.000000   \n",
+       "50%        1.500000       0.000000      3.000000       0.000000   1975.000000   \n",
+       "75%        2.000000       0.000000      4.000000     570.000000   1997.000000   \n",
+       "max        3.500000       1.000000      5.000000    4820.000000   2015.000000   \n",
+       "\n",
+       "       renovation_date           zip      latitude     longitude  \\\n",
+       "count     18448.000000  18448.000000  18448.000000  18448.000000   \n",
+       "mean         85.145002  98077.921455     47.560030   -122.214419   \n",
+       "std         403.371263     53.497440      0.138557      0.139910   \n",
+       "min           0.000000  98001.000000     47.155933   -122.518648   \n",
+       "25%           0.000000  98033.000000     47.471527   -122.328084   \n",
+       "50%           0.000000  98065.000000     47.571599   -122.230688   \n",
+       "75%           0.000000  98118.000000     47.677918   -122.125733   \n",
+       "max        2015.000000  98199.000000     47.777624   -121.315254   \n",
+       "\n",
+       "       avg_size_neighbor_houses  avg_size_neighbor_lot  \n",
+       "count              18448.000000           18448.000000  \n",
+       "mean                1988.306483           12571.596216  \n",
+       "std                  686.173124           26329.260211  \n",
+       "min                  399.000000             651.000000  \n",
+       "25%                 1490.000000            5100.000000  \n",
+       "50%                 1840.000000            7611.000000  \n",
+       "75%                 2370.000000           10050.000000  \n",
+       "max                 6110.000000          858132.000000  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "corrmat = df[['price','size_house','num_bath','size_house','size_lot','num_floors','is_waterfront','year_built','latitude','longitude','avg_size_neighbor_houses','avg_size_neighbor_lot']].corr()\n",
+    "cols = corrmat.nlargest(10, 'price')['price'].index\n",
+    "cm = np.corrcoef(df[cols].values.T)\n",
+    "sns.set(font_scale=1.15)\n",
+    "f, ax = plt.subplots(figsize=(12, 9))\n",
+    "hm = sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 10}, yticklabels=cols.values, xticklabels=cols.values)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from IPython.display import Image\n",
+    "Image(filename=r'img\\houses_tableau.jpg')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function1 = '''\n",
+    "price ~ \n",
+    " + size_house\n",
+    " + num_bath\n",
+    " + size_house\n",
+    " + size_lot\n",
+    " + num_floors\n",
+    " + is_waterfront\n",
+    " + year_built\n",
+    " + latitude\n",
+    " + longitude\n",
+    " + avg_size_neighbor_houses\n",
+    " + avg_size_neighbor_lot\n",
+    "'''\n",
+    "\n",
+    "model1 = smf.ols(function1, df).fit()\n",
+    "print(model1.summary2())"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/2-analise-explorat\303\263ria-inter/03-endogeneidade/endogeneidade.ipynb" "b/2-analise-explorat\303\263ria-inter/03-endogeneidade/endogeneidade.ipynb"
new file mode 100755
index 0000000..cd00ba2
--- /dev/null
+++ "b/2-analise-explorat\303\263ria-inter/03-endogeneidade/endogeneidade.ipynb"
@@ -0,0 +1,126 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Endogeneidade\n",
+    "\n",
+    "Qualquer variável explicativa (exógena/independente/X) que for correlacionada com o termo de erro será uma variável endógena. Ou seja, quase sempre.\n",
+    "\n",
+    "\n",
+    "Segundo Wooldridge (Econometric Analysis of Cross-Section and Panel Data, 2 ed, 2011, p. 54-55):\n",
+    "\n",
+    "**Variáveis omitidas**: se há uma variável omitida no modelo, ela acaba sendo incorporada ao erro. Caso esta variável omitida seja correlacionada com alguma das variáveis explicativas que já está no modelo (o que é bem comum), necessariamente haverá correlação entre variável explicativa e erro.\n",
+    "\n",
+    "\n",
+    "**Erro de mensuração**: se há apenas uma variável com erro de mensuração e não temos a variável sem erro que deveria estar no modelo, podemos ter correlação entre a variável que temos (com erro) e o erro (porque o erro contém uma parte daquilo que não foi mensurado corretamente). Isso depende da relação entre a variável que temos (com erro) e a que não temos mas gostaríamos de ter (sem erro).\n",
+    "\n",
+    "\n",
+    "**Simultaneidade**: quando uma das variáveis explicativas é determinada pela variável explicada no modelo. Ou seja, x influencia y, mas y também influencia x simultaneamente. Nesse caso, x e o erro geralmente possuem correlação entre si. \n",
+    "\n",
+    "Uma razão extra é a **má expecificação da forma funcional** (que sai da teoria).\n",
+    "\n",
+    "Com endogeneidade não temos E[e|x1,x2,...] = 0\n",
+    "\n",
+    "\n",
+    "E qual é o problema da endogeneidade? Além do **viés**, o grande problema que podemos ter é a **inconsistência** (além de ser **ineficiente**). Nesse caso, nossas estimativas não convergirão ao parâmetro populacional. Para que então rodar uma regressão? O importante de uma estimativa amostral é que, através dela, possamos dizer algo sobre a população.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Variaveis Instrumentais \n",
+    "Wooldridge, 2011 – Capítulo 15\n",
+    "\n",
+    "O uso das variáveis instrumentais (IV) nos auxiliará na\n",
+    "busca de estimadores consistentes, quando tivermos\n",
+    "regressores endógenos presentes no modelo de\n",
+    "regressão.\n",
+    "\n",
+    "\n",
+    "\n",
+    "Considere o modelo\n",
+    "salarioi = beta_0 + beta_1 * educ + e (1)\n",
+    "\n",
+    "com\n",
+    "\n",
+    "Cov(educ, e) != 0 (2)\n",
+    "\n",
+    "Pergunta: qual razão estaria nos levando à violação desta premissa?\n",
+    "Resposta: educ deve estar correlacionada com habilidade (que\n",
+    "certamente afeta salário e encontra-se no termo de erro e,\n",
+    "além de tudo, é não observável diretamente).\n",
+    "\n",
+    "suponha que tenha sido observada uma variável\n",
+    "explicativa z que satisfaça a duas suposições:\n",
+    "\n",
+    "**(a) z é não-correlacionada com e, isto é, Cov(z,e) = 0**\n",
+    "\n",
+    "z é exógena na regressão.\n",
+    "\n",
+    "\n",
+    "**(b) z é correlacionada com educ, isto é, Cov(z, educ) != 0**\n",
+    "\n",
+    "Como verificar a validade de (a) e (b)?\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Estimador em dois estágios"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "http://hedibert.org/wp-content/uploads/2014/05/Econometria201401-Aula15a-ARLMXII-Endogeneidade.pdf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/2-analise-explorat\303\263ria-inter/03-endogeneidade/img/7sins OVB.png" "b/2-analise-explorat\303\263ria-inter/03-endogeneidade/img/7sins OVB.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/03-endogeneidade/img/anscombe data.png" "b/2-analise-explorat\303\263ria-inter/03-endogeneidade/img/anscombe data.png"
new file mode 100755
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diff --git "a/2-analise-explorat\303\263ria-inter/03-endogeneidade/img/anscombe graphs.png" "b/2-analise-explorat\303\263ria-inter/03-endogeneidade/img/anscombe graphs.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/03-endogeneidade/img/dv measerror.png" "b/2-analise-explorat\303\263ria-inter/03-endogeneidade/img/dv measerror.png"
new file mode 100755
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diff --git "a/2-analise-explorat\303\263ria-inter/03-endogeneidade/img/hetero1.png" "b/2-analise-explorat\303\263ria-inter/03-endogeneidade/img/hetero1.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/03-endogeneidade/img/hetero2.png" "b/2-analise-explorat\303\263ria-inter/03-endogeneidade/img/hetero2.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/03-endogeneidade/img/iv measerror.png" "b/2-analise-explorat\303\263ria-inter/03-endogeneidade/img/iv measerror.png"
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diff --git "a/2-analise-explorat\303\263ria-inter/03-endogeneidade/resumo.txt" "b/2-analise-explorat\303\263ria-inter/03-endogeneidade/resumo.txt"
old mode 100644
new mode 100755
diff --git "a/2-analise-explorat\303\263ria-inter/04-causalidade/resumo.txt" "b/2-analise-explorat\303\263ria-inter/04-causalidade/resumo.txt"
old mode 100644
new mode 100755
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Modelagem \n",
+    "\n",
+    "- Calculando ponto ótimo da parabola\n",
+    "- Interpretando semi elasticidade\n",
+    "- Interpretando elasticidade\n",
+    "- transformando variaveis em desvio e interpretando o modelo\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
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+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
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+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
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diff --git "a/5-machine-learning-nao-supervisionado/agrupamentos/clustering/Tunning de cluster/Presentaci\303\263n/PRESENTACION_Tuning_Clusters_pt_br.pptx" "b/5-machine-learning-nao-supervisionado/agrupamentos/clustering/Tunning de cluster/Presentaci\303\263n/PRESENTACION_Tuning_Clusters_pt_br.pptx"
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diff --git a/5-machine-learning-nao-supervisionado/agrupamentos/clustering/Tunning de cluster/SCRIPT_Tunning_Clustering_pt_br.docx b/5-machine-learning-nao-supervisionado/agrupamentos/clustering/Tunning de cluster/SCRIPT_Tunning_Clustering_pt_br.docx
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diff --git "a/5-machine-learning-nao-supervisionado/agrupamentos/hierarquivo e dbscan/Introducci\303\263n al Clustering Jer\303\241rquico/Notebooks/Pr\303\241ctica Guiada/PRACTICA_GUIADA_Intro_Clustering_Jer\303\241rquico_pt_br.ipynb" "b/5-machine-learning-nao-supervisionado/agrupamentos/hierarquivo e dbscan/Introducci\303\263n al Clustering Jer\303\241rquico/Notebooks/Pr\303\241ctica Guiada/PRACTICA_GUIADA_Intro_Clustering_Jer\303\241rquico_pt_br.ipynb"
old mode 100644
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diff --git "a/5-machine-learning-nao-supervisionado/agrupamentos/hierarquivo e dbscan/Introducci\303\263n al Clustering Jer\303\241rquico/PRESENTACION_Introduccion_Clustering_Jer\303\241rquico_pt_br.pptx" "b/5-machine-learning-nao-supervisionado/agrupamentos/hierarquivo e dbscan/Introducci\303\263n al Clustering Jer\303\241rquico/PRESENTACION_Introduccion_Clustering_Jer\303\241rquico_pt_br.pptx"
new file mode 100755
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diff --git "a/5-machine-learning-nao-supervisionado/agrupamentos/hierarquivo e dbscan/Introducci\303\263n al Clustering Jer\303\241rquico/SCRIPT_Introducci\303\263n_Clustering_Jer\303\241rquico_pt_br.docx" "b/5-machine-learning-nao-supervisionado/agrupamentos/hierarquivo e dbscan/Introducci\303\263n al Clustering Jer\303\241rquico/SCRIPT_Introducci\303\263n_Clustering_Jer\303\241rquico_pt_br.docx"
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diff --git a/6-dados/scraping/tabela_ex.csv b/6-dados/scraping/tabela_ex.csv
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new file mode 100755
index 0000000..0186c71
--- /dev/null
+++ b/8-redes-neurais/resumo.txt
@@ -0,0 +1 @@
+resumo
\ No newline at end of file
diff --git "a/9-sistemas-recomenda\303\247\303\243o/resumo.txt" "b/9-sistemas-recomenda\303\247\303\243o/resumo.txt"
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--- /dev/null
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@@ -0,0 +1 @@
+resumo
\ No newline at end of file
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diff --git "a/99-miscel\303\242nia/computacao_natural/atividade2_PSO - Particle Swarm Optimization.ipynb" "b/99-miscel\303\242nia/computacao_natural/atividade2_PSO - Particle Swarm Optimization.ipynb"
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diff --git "a/99-miscel\303\242nia/computacao_natural/atividade3/h1_evaluation.py" "b/99-miscel\303\242nia/computacao_natural/atividade3/h1_evaluation.py"
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diff --git "a/99-miscel\303\242nia/computacao_natural/atividade3/helpers.py" "b/99-miscel\303\242nia/computacao_natural/atividade3/helpers.py"
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diff --git "a/99-miscel\303\242nia/computacao_natural/atividade3/kapa/antibody.py" "b/99-miscel\303\242nia/computacao_natural/atividade3/kapa/antibody.py"
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diff --git "a/99-miscel\303\242nia/computacao_natural/atividade3/kapa/antigen.py" "b/99-miscel\303\242nia/computacao_natural/atividade3/kapa/antigen.py"
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diff --git "a/99-miscel\303\242nia/computacao_natural/atividade3/kapa/clone.py" "b/99-miscel\303\242nia/computacao_natural/atividade3/kapa/clone.py"
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diff --git "a/99-miscel\303\242nia/computacao_natural/atividade3/kapa/main.py" "b/99-miscel\303\242nia/computacao_natural/atividade3/kapa/main.py"
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diff --git a/README.md b/README.md
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From d0a5159be196fdc670b9f597428590f759601728 Mon Sep 17 00:00:00 2001
From: Eduardo Santos <eduardo@digitalad.com.br>
Date: Tue, 26 Feb 2019 14:59:59 -0300
Subject: [PATCH 6/6] =?UTF-8?q?Matem=C3=A1tica?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

tradução da aula de algebra linear com numpy
---
 0-pre-requisitos/1-python/Aula_01.ipynb       |  633 +-
 0-pre-requisitos/1-python/Aula_02.ipynb       | 2221 +++---
 .../2-math/algebra_linear_com_numpy.ipynb     |   67 +-
 .../2-math/calculo_num\303\251rico.ipynb"     | 1091 ++-
 0-pre-requisitos/2-math/linear_algebra.ipynb  |    6 +-
 .../2-math/otimiza\303\247\303\243o-I.ipynb"  | 6872 ++++++++++++++---
 .../2-math/otimiza\303\247\303\243o-II.ipynb" | 1162 +--
 .../otimiza\303\247\303\243o-III.ipynb"       |  831 +-
 .../2-math/otimiza\303\247\303\243o-IV.ipynb" |  910 ++-
 9 files changed, 10089 insertions(+), 3704 deletions(-)
 mode change 100755 => 100644 0-pre-requisitos/1-python/Aula_01.ipynb
 mode change 100755 => 100644 0-pre-requisitos/1-python/Aula_02.ipynb

diff --git a/0-pre-requisitos/1-python/Aula_01.ipynb b/0-pre-requisitos/1-python/Aula_01.ipynb
old mode 100755
new mode 100644
index f21b5d7..7ab6a72
--- a/0-pre-requisitos/1-python/Aula_01.ipynb
+++ b/0-pre-requisitos/1-python/Aula_01.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Aula 1: Data Types\n",
+    "# Aula 1: Data Types - Tipos de Dados\n",
     "**02/08/2017**"
    ]
   },
@@ -12,19 +12,37 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Objects in Python, like in many other languages, are organized in types, called __classes__. By belonging to a class, objects can be modified by functions (called __methods__) that are defined for objetcs of that class. Later in the course we will learn how to create our own classes and define methods that apply to objetcs that belong to them. For the time being, let us go through some standard classes that will already take us a long way towards solving problems."
+    "Objetivos:\n",
+    "- Tipos de dados e operações com os dados.\n",
+    "- Números (<tt>int/float/complex</tt>).\n",
+    "- Textos (<tt>list</tt>)\n",
+    "- Tuplas (<tt>tuple</tt>)\n",
+    "- Dicionários (<tt>dict</tt>)\n",
+    "- Conjuntos <tt>set</tt> loops\n",
+    "- Conversão de tipos"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Objetos em Python, assim como em várias outras linguagens de programação, são organizados em tipos, chamados __classes__. Pertencendo a uma classe esses objetos podem ser modificados por funções (chamadas __métodos__) definidas para cada classe.\n",
+    "Mais tarde neste curso vamos aprender como criar suas próprias classes e definir métodos que podem ser aplicados aos objetos que pertencem a essa nova classe.\n",
+    "Enquanto isso vamos passar por algumas classes padrão que já nos ajudarão a resolver vários problemas.\n",
+    "\n",
+    "<!--Objects in Python, like in many other languages, are organized in types, called __classes__. By belonging to a class, objects can be modified by functions (called __methods__) that are defined for objetcs of that class. Later in the course we will learn how to create our own classes and define methods that apply to objetcs that belong to them. For the time being, let us go through some standard classes that will already take us a long way towards solving problems.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Python 3.5.4 :: Anaconda custom (64-bit)\r\n"
+      "Python 3.6.8 :: Anaconda, Inc.\n"
      ]
     }
    ],
@@ -36,19 +54,22 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Numbers"
+    "# Numbers - Números"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "There are three basic types of numeric objects in Python. One of then is <tt>int</tt> (for integers), such as -1, 0, 1, 2, and so on."
+    "Existem três tipos básicos de objetos numéricos no Python.\n",
+    "O primeiro deles é o <tt>int</tt> (para inteiros), como -1, 0, 1, 2 e assim por diante.\n",
+    "\n",
+    "<!--There are three basic types of numeric objects in Python. One of then is <tt>int</tt> (for integers), such as -1, 0, 1, 2, and so on.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -57,7 +78,7 @@
        "int"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -71,13 +92,16 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The other type of numeric object is <tt>float</tt>, that stores real numbers.\n",
-    "For more information on how Python handles floating point arithmetic, see [this](https://docs.python.org/3/tutorial/floatingpoint.html)."
+    "Outro tipo é o <tt>float</tt>, que guarda números reais.\n",
+    "Você consegue encontrar mais informações sobre como o Python trata o número de casas decimais na [documentação do Python](https://docs.python.org/3/tutorial/floatingpoint.html) (em Inglês).\n",
+    "\n",
+    "<!--The other type of numeric object is <tt>float</tt>, that stores real numbers.\n",
+    "For more information on how Python handles floating point arithmetic, see [this](https://docs.python.org/3/tutorial/floatingpoint.html).-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -86,7 +110,7 @@
        "53"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -98,7 +122,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -107,7 +131,7 @@
        "float"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -120,12 +144,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "One can also represent complex numbers (<tt>complex</tt>). A quick refresher on complex numbers can be found [here](https://en.wikipedia.org/wiki/Complex_number) and [here](http://mathworld.wolfram.com/ComplexNumber.html)."
+    "E por último <tt>complex</tt> que representa os números complexos. Entenda os números complexos e suas opeções nesta sequencia de vídeos: [Números complexos em pt_br](https://youtu.be/nprqf6DKeyI)\n",
+    "\n",
+    "<!--One can also represent complex numbers (<tt>complex</tt>). A quick refresher on complex numbers can be found [here](https://en.wikipedia.org/wiki/Complex_number) and [here](http://mathworld.wolfram.com/ComplexNumber.html).-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -134,7 +160,7 @@
        "complex"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -145,7 +171,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -154,7 +180,7 @@
        "complex"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -167,21 +193,23 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Notice that although the <tt>int</tt> 3, the <tt>float</tt> 3.0, and the <tt>complex</tt> 3.0+0j represent the same quantity, Python will treat them as different objetcs."
+    "Note que mesmo <tt>int</tt> 3, <tt>float</tt> 3.0, e <tt>complex</tt> 3.0+0j representem a mesma quantidade, o Python vai tratá-los como objetos diferente.\n",
+    "\n",
+    "<!--Notice that although the <tt>int</tt> 3, the <tt>float</tt> 3.0, and the <tt>complex</tt> 3.0+0j represent the same quantity, Python will treat them as different objetcs.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "94708970930304\n",
-      "139738084184280\n",
-      "139738084123920\n"
+      "4402206192\n",
+      "4440060840\n",
+      "4440441680\n"
      ]
     }
    ],
@@ -196,12 +224,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Some operations that we can perform with numbers:"
+    "Algumas operações que podemos fazer com números:\n",
+    "\n",
+    "<!--Some operations that we can perform with numbers:-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -225,12 +255,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Notice that adding two <tt>int</tt>s will return an <tt>int</tt>. But adding an <tt>int</tt> to a <tt>float</tt> will return a <tt>float</tt> (even though the <tt>float</tt> has no decimals). Finally, adding an <tt>int</tt> or a <tt>float</tt> to a <tt>complex</tt> will result in a <tt>complex</tt> object. This rule applies to other operations in Python involving numbers."
+    "Note que adicionar dois <tt>int</tt> vai retornar um <tt>int</tt>, mas adicionar um <tt>int</tt> e um <tt>float</tt> vai retornar um <tt>float</tt> mesmo que o <tt>float</tt> não tenha casas decimais.\n",
+    "Finalmente, adicionar um <tt>int</tt> ou <tt>float</tt> a um <tt>complex</tt> vai resultar sempre em um objeto <tt>complex</tt>. Essas mesmas regras se aplicam a outras operações envolvendo núnmeros no Python.\n",
+    "\n",
+    "<!--Notice that adding two <tt>int</tt>s will return an <tt>int</tt>. But adding an <tt>int</tt> to a <tt>float</tt> will return a <tt>float</tt> (even though the <tt>float</tt> has no decimals). Finally, adding an <tt>int</tt> or a <tt>float</tt> to a <tt>complex</tt> will result in a <tt>complex</tt> object. This rule applies to other operations in Python involving numbers.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -252,7 +285,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -272,7 +305,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -281,7 +314,7 @@
        "2"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -293,7 +326,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -302,7 +335,7 @@
        "1"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -314,7 +347,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -340,12 +373,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Sometimes it is convenient to assign an object to a **variable**. The variable inherits several properties of the object itself, but can have its values changed later on. In several programming languages, the variable and the type of data it can store have to be declared at the outset. Python does not require such declaration, and the type of variable can change throughout the code."
+    "Algumas vezes é conveniente colocar um objeto dentro de uma **variável** que herda várias propriedades do objeto, mas pode ter seu valor alterado posteriormente.\n",
+    "Em várias linguagens de programação, a variável e o tipo de objeto devem ser declarados no início, mas o Python não requer esse tipo de declaração. Além disso o tipo da variável pode alterar ao longo do seu código.\n",
+    "\n",
+    "<!--Sometimes it is convenient to assign an object to a **variable**. The variable inherits several properties of the object itself, but can have its values changed later on. In several programming languages, the variable and the type of data it can store have to be declared at the outset. Python does not require such declaration, and the type of variable can change throughout the code.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -354,7 +390,7 @@
        "8"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -368,15 +404,21 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Variables naming rules**\n",
+    "**Regras para nomes de variáveis**\n",
+    "\n",
+    "* Os nomes das variáveis devem começar com um letra ou \"_\" (*underscore*).\n",
+    "* O restante do nome pode conter letras, números e underscores.\n",
+    "* Nomes de variáveis no Python são diferentes se escritas em caixa alta ou baixa.\n",
+    "\n",
+    "<!--**Variables naming rules**\n",
     "* Variables names must start with a letter or an underscore.\n",
     "* The remainder of your variable name may consist of letters, numbers and underscores.\n",
-    "* Names are case sensitive."
+    "* Names are case sensitive.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -397,7 +439,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -422,12 +464,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Another way to perform basic arithmetic operations:"
+    "Outra forma de utilizar operações aritiméticas:\n",
+    "<!--Another way to perform basic arithmetic operations:-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -447,7 +490,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -469,12 +512,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Other useful functions (methods) that apply to numbers:"
+    "Outras funções (métodos) úteis que se aplicam a números:\n",
+    "<!--Other useful functions (methods) that apply to numbers:-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -496,7 +540,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -514,7 +558,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -532,7 +576,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -553,19 +597,20 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "What are the methods in a numerical object?"
+    "Quais são os métodos em um objeto numérico?\n",
+    "<!--What are the methods in a numerical object?-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['__abs__', '__add__', '__bool__', '__class__', '__delattr__', '__dir__', '__divmod__', '__doc__', '__eq__', '__float__', '__floordiv__', '__format__', '__ge__', '__getattribute__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__int__', '__le__', '__lt__', '__mod__', '__mul__', '__ne__', '__neg__', '__new__', '__pos__', '__pow__', '__radd__', '__rdivmod__', '__reduce__', '__reduce_ex__', '__repr__', '__rfloordiv__', '__rmod__', '__rmul__', '__rpow__', '__rsub__', '__rtruediv__', '__setattr__', '__sizeof__', '__str__', '__sub__', '__subclasshook__', '__truediv__', 'conjugate', 'imag', 'real']\n"
+      "['__abs__', '__add__', '__bool__', '__class__', '__delattr__', '__dir__', '__divmod__', '__doc__', '__eq__', '__float__', '__floordiv__', '__format__', '__ge__', '__getattribute__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__int__', '__le__', '__lt__', '__mod__', '__mul__', '__ne__', '__neg__', '__new__', '__pos__', '__pow__', '__radd__', '__rdivmod__', '__reduce__', '__reduce_ex__', '__repr__', '__rfloordiv__', '__rmod__', '__rmul__', '__rpow__', '__rsub__', '__rtruediv__', '__setattr__', '__sizeof__', '__str__', '__sub__', '__subclasshook__', '__truediv__', 'conjugate', 'imag', 'real']\n"
      ]
     }
    ],
@@ -576,7 +621,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -597,12 +642,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A rule about assignment to a number:"
+    "Uma regra sobre atribuição a um número:\n",
+    "<!--A rule about assignment to a number:-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -623,7 +669,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -645,19 +691,20 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Strings"
+    "# Strings - Textos"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A string (<tt>str</tt>) is Pyhton is a sequence of characters."
+    "Um texto ou *string* (<tt>str</tt>) em Python é uma sequência de caracteres.\n",
+    "<!--A string (<tt>str</tt>) is Pyhton is a sequence of characters.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -666,7 +713,7 @@
        "str"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -679,20 +726,23 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Strings can be created by enclosing a sequence of characters in single or double quotes.\n",
-    "'string\" is NOT valid! 'string'=\"string\"."
+    "Textos podem ser criados colocando a sequência de caracteres dentro de aspas simples ou duplas.\n",
+    "'texto\" não é válido! 'texto\" = \"texto\".\n",
+    "<!--Strings can be created by enclosing a sequence of characters in single or double quotes.\n",
+    "'string\" is NOT valid! 'string'=\"string\".-->"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "What is the size of a string?"
+    "Qual o tamanho de um texto?\n",
+    "<!--What is the size of a string?-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -701,7 +751,7 @@
        "9"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -712,7 +762,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -733,7 +783,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -754,12 +804,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Numbers cannot be merged to strings on the fly. To do so, one has to convert the number to a string before."
+    "Números não podem ser fundidos/adicionados com textos em tempo de execução. Para fazer isso, antes é necessário converter o número para texto.\n",
+    "<!--Numbers cannot be merged to strings on the fly. To do so, one has to convert the number to a string before.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -768,7 +819,7 @@
        "'number two: 2'"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -782,12 +833,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "There are methods to extract only a portion of a string."
+    "Existem métodos para extrair apenas parte de um texto.\n",
+    "<!--There are methods to extract only a portion of a string.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -818,19 +870,21 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Although one can access the element in position *i* this way, it is not possible to modify the string directly. <tt>s[3] = \"v\"</tt> would return an error."
+    "Mesmo sendo possível acessar o caracter na posição *i*, não é possível alterá-lo diretamente no texto. <tt>s[3] = \"v\"</tt> vai retornar um erro.\n",
+    "<!--Although one can access the element in position *i* this way, it is not possible to modify the string directly. <tt>s[3] = \"v\"</tt> would return an error.-->"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Triple quotes (<tt>'''</tt>) interprets literally whatever is between then, including line brakes. "
+    "Aspas triplas (<tt>'''</tt>) fazem o Python interpretar literlamente qualquer coisa que estiver entre as aspas triplas. Isso incluí quebras de linhas.\n",
+    "<!--Triple quotes (<tt>'''</tt>) interprets literally whatever is between then, including line brakes. -->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -851,12 +905,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "There are more elegant ways to insert line breaks and other control characters."
+    "Existem formas mais elegantes de se adicionar quebras de linha e outros caracteres de controle.\n",
+    "<!--There are more elegant ways to insert line breaks and other control characters.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -876,12 +931,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Expressions inside a string that are preceeded by a backslash (<tt>\\</tt>) are referred to as escape sequences, and are used - among other things - to insert non-printable and especial characters, such as linebreak (<tt>\\n</tt>), tab (<tt>\\t</tt>), or a single space (<tt>\\s</tt>). "
+    "Expressões dentro de um texto que tenham o prefixo de uma barra invertida <tt>\\</tt> são utilizadas para imprimir sequências, caracteres especiais entre outras coisas. Para inserir um caracter especial ou de controle como uma quebra de linha <tt>\\n</tt>, espaçamentos <tt>\\t</tt>, ou um espaço <tt>\\s</tt>.\n",
+    "<!--Expressions inside a string that are preceeded by a backslash (<tt>\\</tt>) are referred to as escape sequences, and are used - among other things - to insert non-printable and especial characters, such as linebreak (<tt>\\n</tt>), tab (<tt>\\t</tt>), or a single space (<tt>\\s</tt>). -->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -900,12 +956,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Strings can be 'multiplied' too."
+    "Textos também podem ser multiplicados.\n",
+    "<!--Strings can be 'multiplied' too.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -927,12 +984,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Here is a safer, more flexible way to merge strings, using the <tt>format</tt> method."
+    "Aqui um exemplo mais seguro e flexível para fundir textos usando o método <tt>format</tt>.\n",
+    "<!--Here is a safer, more flexible way to merge strings, using the <tt>format</tt> method.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
@@ -941,7 +999,7 @@
        "'Corinthias é campeão'"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -959,7 +1017,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
@@ -982,7 +1040,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -1005,7 +1063,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -1014,7 +1072,7 @@
        "'TIMAO, EO! '"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1025,7 +1083,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
@@ -1034,7 +1092,7 @@
        "'timao, eo! '"
       ]
      },
-     "execution_count": 41,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1045,7 +1103,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
@@ -1054,7 +1112,7 @@
        "'(6+9j)'"
       ]
      },
-     "execution_count": 42,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1065,7 +1123,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
@@ -1074,7 +1132,7 @@
        "['Timao,', 'eo!']"
       ]
      },
-     "execution_count": 43,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1085,7 +1143,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
@@ -1104,7 +1162,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
@@ -1121,7 +1179,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 47,
    "metadata": {
     "scrolled": true
    },
@@ -1132,7 +1190,7 @@
        "2"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1143,7 +1201,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
@@ -1152,7 +1210,7 @@
        "-1"
       ]
      },
-     "execution_count": 47,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1163,7 +1221,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
@@ -1172,7 +1230,7 @@
        "2"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1185,19 +1243,20 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Other <tt>string</tt> methods:"
+    "Outros métodos para textos (string):\n",
+    "<!--Other <tt>string</tt> methods:-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['__add__', '__class__', '__contains__', '__delattr__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__iter__', '__le__', '__len__', '__lt__', '__mod__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__rmod__', '__rmul__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__', 'capitalize', 'casefold', 'center', 'count', 'encode', 'endswith', 'expandtabs', 'find', 'format', 'format_map', 'index', 'isalnum', 'isalpha', 'isdecimal', 'isdigit', 'isidentifier', 'islower', 'isnumeric', 'isprintable', 'isspace', 'istitle', 'isupper', 'join', 'ljust', 'lower', 'lstrip', 'maketrans', 'partition', 'replace', 'rfind', 'rindex', 'rjust', 'rpartition', 'rsplit', 'rstrip', 'split', 'splitlines', 'startswith', 'strip', 'swapcase', 'title', 'translate', 'upper', 'zfill']\n"
+      "['__add__', '__class__', '__contains__', '__delattr__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__iter__', '__le__', '__len__', '__lt__', '__mod__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__rmod__', '__rmul__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__', 'capitalize', 'casefold', 'center', 'count', 'encode', 'endswith', 'expandtabs', 'find', 'format', 'format_map', 'index', 'isalnum', 'isalpha', 'isdecimal', 'isdigit', 'isidentifier', 'islower', 'isnumeric', 'isprintable', 'isspace', 'istitle', 'isupper', 'join', 'ljust', 'lower', 'lstrip', 'maketrans', 'partition', 'replace', 'rfind', 'rindex', 'rjust', 'rpartition', 'rsplit', 'rstrip', 'split', 'splitlines', 'startswith', 'strip', 'swapcase', 'title', 'translate', 'upper', 'zfill']\n"
      ]
     }
    ],
@@ -1208,7 +1267,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 51,
    "metadata": {
     "scrolled": true
    },
@@ -1232,7 +1291,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
@@ -1253,23 +1312,22 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "source": [
-    "# Lists"
+    "# Lists - Listas"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A <tt>list</tt> is an ordered collection of elements. Each element has two attributes: index (the position it is in, *starting from zero*) and value."
+    "Uma lista (<tt>list</tt>) é uma coleção ordenada de elementos. Cada elemento tem 2 atributos: index (a posição em que ele se encontra, começão do 0) e o valor.\n",
+    "<!--A <tt>list</tt> is an ordered collection of elements. Each element has two attributes: index (the position it is in, *starting from zero*) and value.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [
     {
@@ -1291,12 +1349,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The element of a list can be accessed by calling its index."
+    "O elemento da lista pode ser acessado chamando o *index* dele.\n",
+    "<!--The element of a list can be accessed by calling its index.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
@@ -1305,7 +1364,7 @@
        "'Fernando'"
       ]
      },
-     "execution_count": 53,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1316,7 +1375,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -1343,12 +1402,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "What is the size of our list?"
+    "Qual é o tamanho da nossa lista?\n",
+    "<!--What is the size of our list?-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [
     {
@@ -1357,7 +1417,7 @@
        "5"
       ]
      },
-     "execution_count": 55,
+     "execution_count": 56,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1371,12 +1431,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The list can be sorted (if all elements can be compared! More about this later in this section). Notice that the indexes associated with each element will change."
+    "Uma lista pode ser ordenada (se todos os elementos puderem ser comparados! Vamos ver mais sobre isso nessa sessão. Note que o *index* associado com cada elemento vai ser alterado.\n",
+    "<!--The list can be sorted (if all elements can be compared! More about this later in this section). Notice that the indexes associated with each element will change.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
@@ -1402,12 +1463,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The order of the elements can also be reversed.\n"
+    "A ordem dos elementos também pode ser revertida.\n",
+    "<!--The order of the elements can also be reversed.-->\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
@@ -1429,12 +1491,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "There are two ways to add an element to a list. The method <tt>append</tt> will add the element to the last position."
+    "Existem duas formas de adicionar um elemnto a uma lista. O método <tt>append</tt> que vai adicionar o elemento na última posição da lista.\n",
+    "<!--There are two ways to add an element to a list. The method <tt>append</tt> will add the element to the last position.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [
     {
@@ -1456,12 +1519,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A value can also be added in a specific position. In this scenario, the other indexes may also change."
+    "Ou adicionar o elemento em uma posição especifica na lista. Neste caso os outros <tt>inedx</tt> também podem ser alterados.\n",
+    "<!--A value can also be added in a specific position. In this scenario, the other indexes may also change.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [
     {
@@ -1481,16 +1545,15 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "source": [
-    "Elements of a list can be modified."
+    "Elementos de uma lista também podem ser modificados.\n",
+    "<!--Elements of a list can be modified.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
@@ -1512,12 +1575,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Elements can be removed from the list depende on the value they have. The method <tt>p.remove(v)</tt> will remove all the elements whose value is <tt>v</tt>. Indexes will change."
+    "Elementos podem ser removidos da lista dependendo do valor ques eles possuem. O método <tt>p.remove(v)</tt> vai remover todos os elementos da lista que tiverem o valor igual a <tt>v</tt>. Os indexes serão alterados nos elementos remanecentes.\n",
+    "<!--Elements can be removed from the list depende on the value they have. The method <tt>p.remove(v)</tt> will remove all the elements whose value is <tt>v</tt>. Indexes will change.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 62,
    "metadata": {},
    "outputs": [
     {
@@ -1543,12 +1607,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "What is the index of \"Luis\"?"
+    "Qual o index do elemento \"Luis\"?\n",
+    "<!--What is the index of \"Luis\"?-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [
     {
@@ -1557,7 +1622,7 @@
        "3"
       ]
      },
-     "execution_count": 62,
+     "execution_count": 63,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1570,12 +1635,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Also possible to remove element according to its index. Remember that the index is the position of the element in the list."
+    "Também é possível remover um elemento de acordo com seu index. Lembre-se o index é a posição do elemento na lista e ao removê-lo, você pode alterar a posição de outros elementos.\n",
+    "<!--Also possible to remove element according to its index. Remember that the index is the position of the element in the list.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [
     {
@@ -1600,26 +1666,28 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<tt>list.pop()</tt> removes the last element of a list (the one with the highest index)."
+    "O método <tt>list.pop()</tt> remove o último elemento da lista (o que tiver o maior index).\n",
+    "<!--<tt>list.pop()</tt> removes the last element of a list (the one with the highest index).-->"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Other <tt>list</tt> methods:"
+    "Outros métodos das listas (<tt>list</tt>):\n",
+    "<!--Other <tt>list</tt> methods:-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 65,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['__add__', '__class__', '__contains__', '__delattr__', '__delitem__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__gt__', '__hash__', '__iadd__', '__imul__', '__init__', '__iter__', '__le__', '__len__', '__lt__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__reversed__', '__rmul__', '__setattr__', '__setitem__', '__sizeof__', '__str__', '__subclasshook__', 'append', 'clear', 'copy', 'count', 'extend', 'index', 'insert', 'pop', 'remove', 'reverse', 'sort']\n"
+      "['__add__', '__class__', '__contains__', '__delattr__', '__delitem__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__gt__', '__hash__', '__iadd__', '__imul__', '__init__', '__init_subclass__', '__iter__', '__le__', '__len__', '__lt__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__reversed__', '__rmul__', '__setattr__', '__setitem__', '__sizeof__', '__str__', '__subclasshook__', 'append', 'clear', 'copy', 'count', 'extend', 'index', 'insert', 'pop', 'remove', 'reverse', 'sort']\n"
      ]
     }
    ],
@@ -1631,12 +1699,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A trick that you should remember. It is true for lists and for other **mutable** objetcs."
+    "Um truque que você deve se lembrar e que é verdade para listas e outros objetos **mutáveis**.\n",
+    "<!--A trick that you should remember. It is true for lists and for other **mutable** objetcs.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 66,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1645,7 +1714,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 67,
    "metadata": {},
    "outputs": [
     {
@@ -1667,20 +1736,21 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<tt>a</tt> and <tt>b</tt> are pointing to the same object in memory."
+    "<tt>a</tt> e <tt>b</tt> estão apontando para o mesmo objeto na memória, se um muda o outro também vai ser alterado.\n",
+    "<!--<tt>a</tt> and <tt>b</tt> are pointing to the same object in memory.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "id(a) = 139738083628936\n",
-      "id(b) = 139738083628936\n"
+      "id(a) = 4441100744\n",
+      "id(b) = 4441100744\n"
      ]
     }
    ],
@@ -1691,16 +1761,15 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "source": [
-    "Let us modify <tt>b</tt>"
+    "Vamos modificar <tt>b</tt>\n",
+    "<!--Let us modify <tt>b</tt>-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [
     {
@@ -1720,12 +1789,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<tt>a</tt> was also modified."
+    "<tt>a</tt> também foi alterado.\n",
+    "<!--<tt>a</tt> was also modified.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 70,
    "metadata": {},
    "outputs": [
     {
@@ -1742,7 +1812,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 71,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1751,15 +1821,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 72,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "id(a) = 139738083628936\n",
-      "id(b) = 139738083627208\n"
+      "id(a) = 4441100744\n",
+      "id(b) = 4441102408\n"
      ]
     }
    ],
@@ -1772,12 +1842,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Lists can store more than one type of data."
+    "Listas podem guardar mais do que um tipo de dados.\n",
+    "<!--Lists can store more than one type of data.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [
     {
@@ -1797,12 +1868,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "How to merge/combine lists?"
+    "Como fundir/juntar/combinar listas?\n",
+    "<!--How to merge/combine lists?-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 74,
    "metadata": {},
    "outputs": [
     {
@@ -1829,16 +1901,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 75,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['Ulisses', 'Roberto', 'Luis', 'Fernando', 'Leonel']"
+       "['Ulisses',\n",
+       " 'Roberto',\n",
+       " 'Luis',\n",
+       " 'Fernando',\n",
+       " 'Leonel',\n",
+       " 'Eneas',\n",
+       " 'Marronzinho',\n",
+       " 'Correa']"
       ]
      },
-     "execution_count": 72,
+     "execution_count": 75,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1856,7 +1935,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['Ulisses', 'Roberto', 'Luis', 'Leonel', 'Fernando']\n"
+      "['Ulisses', 'Roberto', 'Marronzinho', 'Luis', 'Leonel', 'Fernando', 'Eneas', 'Correa']\n"
      ]
     }
    ],
@@ -1866,7 +1945,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 77,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1875,16 +1954,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['Fernando', 'Leonel', 'Luis', 'Roberto', 'Ulisses']"
+       "['Correa',\n",
+       " 'Eneas',\n",
+       " 'Fernando',\n",
+       " 'Leonel',\n",
+       " 'Luis',\n",
+       " 'Marronzinho',\n",
+       " 'Roberto',\n",
+       " 'Ulisses']"
       ]
      },
-     "execution_count": 81,
+     "execution_count": 78,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1895,7 +1981,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 79,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1904,16 +1990,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 80,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['Fernando', 'Mário', 'Luis', 'Roberto', 'Ulisses']"
+       "['Correa',\n",
+       " 'Mário',\n",
+       " 'Fernando',\n",
+       " 'Leonel',\n",
+       " 'Luis',\n",
+       " 'Marronzinho',\n",
+       " 'Roberto',\n",
+       " 'Ulisses']"
       ]
      },
-     "execution_count": 83,
+     "execution_count": 80,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1926,19 +2019,20 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Tuples"
+    "# Tuples - Tuplas"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A tuple is a sequence of **immutable** Python objects. Unlike lists, once are created, they cannot be modified."
+    "Uma tupla nada mais é do que uma sequência de objetos em Python que são **imutáveis**. Diferente das listas, assim que criados, não modem ser modificados.\n",
+    "<!--A tuple is a sequence of **immutable** Python objects. Unlike lists, once are created, they cannot be modified.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 81,
    "metadata": {},
    "outputs": [
     {
@@ -1958,12 +2052,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Since tuples are immutable, they have only a subset of the methods available for strings."
+    "Como as tuplas são imutáveis, elas tem apenas um pequeno set de métodos disponíveis para strings.\n",
+    "<!--Since tuples are immutable, they have only a subset of the methods available for strings.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": 82,
    "metadata": {},
    "outputs": [
     {
@@ -1973,7 +2068,7 @@
      "traceback": [
       "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
       "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-92-2bd808873233>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"rugby\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m<ipython-input-82-2bd808873233>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"rugby\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
       "\u001b[0;31mTypeError\u001b[0m: 'tuple' object does not support item assignment"
      ]
     }
@@ -1984,14 +2079,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 83,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['__add__', '__class__', '__contains__', '__delattr__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__iter__', '__le__', '__len__', '__lt__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__rmul__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__', 'count', 'index']\n"
+      "['__add__', '__class__', '__contains__', '__delattr__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__getnewargs__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__iter__', '__le__', '__len__', '__lt__', '__mul__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__rmul__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__', 'count', 'index']\n"
      ]
     }
    ],
@@ -2001,7 +2096,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 84,
    "metadata": {},
    "outputs": [
     {
@@ -2010,7 +2105,7 @@
        "3"
       ]
      },
-     "execution_count": 86,
+     "execution_count": 84,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2021,7 +2116,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 85,
    "metadata": {},
    "outputs": [
     {
@@ -2030,7 +2125,7 @@
        "1"
       ]
      },
-     "execution_count": 88,
+     "execution_count": 85,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2044,19 +2139,20 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Dictionaries"
+    "# Dictionaries - Dicionários"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Dictionaries (or hashes) are associative tables, in which indexes are associated with values."
+    "Dicionários (ou hashes) são tabelas associativas, nas quais indexes são associados com valores.\n",
+    "<!--Dictionaries (or hashes) are associative tables, in which indexes are associated with values.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": 86,
    "metadata": {},
    "outputs": [
     {
@@ -2074,16 +2170,15 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "source": [
-    "Dictionary elements can be accessed like we do with lists and tuples. The keys must be unique and immutable. strings, numbers or tuples will work as dictionary keys."
+    "Elementos em Dicionários, podem ser acessados da mesma forma que fazemos com listas e tuplas. A chave (key) deve ser única e imutável. Chaves podem ser textos, tuplas ou números.\n",
+    "<!--Dictionary elements can be accessed like we do with lists and tuples. The keys must be unique and immutable. strings, numbers or tuples will work as dictionary keys.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 98,
+   "execution_count": 87,
    "metadata": {},
    "outputs": [
     {
@@ -2092,7 +2187,7 @@
        "'Maluf'"
       ]
      },
-     "execution_count": 98,
+     "execution_count": 87,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2103,7 +2198,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": 88,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2112,21 +2207,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 102,
+   "execution_count": 89,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{11: 'Maluf',\n",
-       " 12: 'Brizola',\n",
-       " 13: 'Lula',\n",
+       "{13: 'Lula',\n",
        " 15: 'Ulisses',\n",
-       " 18: 'Afif',\n",
-       " 20: 'Collor'}"
+       " 11: 'Maluf',\n",
+       " 12: 'Brizola',\n",
+       " 20: 'Collor',\n",
+       " 18: 'Afif'}"
       ]
      },
-     "execution_count": 102,
+     "execution_count": 89,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2137,7 +2232,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": 90,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2146,7 +2241,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 103,
+   "execution_count": 91,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2155,21 +2250,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 104,
+   "execution_count": 92,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{11: ' Afif',\n",
-       " 12: 'Brizola',\n",
-       " 13: 'Lula',\n",
+       "{13: 'Lula',\n",
        " 15: 'Ulisses',\n",
-       " 18: 'Afif',\n",
-       " 20: 'Collor'}"
+       " 11: ' Afif',\n",
+       " 12: 'Brizola',\n",
+       " 20: 'Collor',\n",
+       " 18: 'Afif'}"
       ]
      },
-     "execution_count": 104,
+     "execution_count": 92,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2182,12 +2277,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "There are <tt>dict</tt> methods that allow us to access the keys and values of the dictionary."
+    "Existem métodos <tt>dict</tt> que permitem acessar as chaves e valores do dicionário.\n",
+    "<!--There are <tt>dict</tt> methods that allow us to access the keys and values of the dictionary.-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 105,
+   "execution_count": 93,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2196,7 +2292,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 107,
+   "execution_count": 94,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2205,7 +2301,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": 95,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2214,17 +2310,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": 96,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{9321936: {'esporte': 'volei', 'idade': 21, 'nome': 'João'},\n",
-       " 9625728: {'esporte': 'Sporti', 'idade': 22, 'nome': 'Gabriel'}}"
+       "{9321936: {'nome': 'João', 'idade': 21, 'esporte': 'volei'},\n",
+       " 9625728: {'nome': 'Gabriel', 'idade': 22, 'esporte': 'Sporti'}}"
       ]
      },
-     "execution_count": 110,
+     "execution_count": 96,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2235,7 +2331,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": 97,
    "metadata": {},
    "outputs": [
     {
@@ -2244,7 +2340,7 @@
        "43"
       ]
      },
-     "execution_count": 111,
+     "execution_count": 97,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2255,7 +2351,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 98,
    "metadata": {},
    "outputs": [
     {
@@ -2263,7 +2359,7 @@
      "output_type": "stream",
      "text": [
       "keys: dict_keys([9321936, 9625728])\n",
-      "values: dict_values([{'idade': 21, 'esporte': 'volei', 'nome': 'João'}, {'idade': 22, 'esporte': 'Sporti', 'nome': 'Gabriel'}])\n"
+      "values: dict_values([{'nome': 'João', 'idade': 21, 'esporte': 'volei'}, {'nome': 'Gabriel', 'idade': 22, 'esporte': 'Sporti'}])\n"
      ]
     }
    ],
@@ -2274,7 +2370,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 99,
    "metadata": {},
    "outputs": [
     {
@@ -2291,14 +2387,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 100,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "dict_items([(20, 'Collor'), (12, 'Brizola'), (13, 'Lula'), (15, 'Ulisses')])\n"
+      "dict_items([(13, 'Lula'), (15, 'Ulisses'), (11, ' Afif'), (12, 'Brizola'), (20, 'Collor'), (18, 'Afif')])\n"
      ]
     }
    ],
@@ -2308,14 +2404,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 101,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['__class__', '__contains__', '__delattr__', '__delitem__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__gt__', '__hash__', '__init__', '__iter__', '__le__', '__len__', '__lt__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__setitem__', '__sizeof__', '__str__', '__subclasshook__', 'clear', 'copy', 'fromkeys', 'get', 'items', 'keys', 'pop', 'popitem', 'setdefault', 'update', 'values']\n"
+      "['__class__', '__contains__', '__delattr__', '__delitem__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__iter__', '__le__', '__len__', '__lt__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__setitem__', '__sizeof__', '__str__', '__subclasshook__', 'clear', 'copy', 'fromkeys', 'get', 'items', 'keys', 'pop', 'popitem', 'setdefault', 'update', 'values']\n"
      ]
     }
    ],
@@ -2327,26 +2423,28 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Dictionaries are mutable, and can be modified pretty much the same we did for lists. This is not true for strings and tuples, which are immutable."
+    "Dicionários, são mutáveis e podem ser alterados basicamente da mesma forma que fizemos com as listas. Isso não se aplica a strings e tuples que são imutáveis.\n",
+    "<!--Dictionaries are mutable, and can be modified pretty much the same we did for lists. This is not true for strings and tuples, which are immutable.-->"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "How to delete one of the entries?"
+    "Como deletar entradas no dicionário?\n",
+    "<!--How to delete one of the entries?-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 102,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{20: 'Collor', 12: 'Brizola', 13: 'Lula', 15: 'Ulisses'}\n"
+      "{13: 'Lula', 15: 'Ulisses', 12: 'Brizola', 20: 'Collor', 18: 'Afif'}\n"
      ]
     }
    ],
@@ -2359,19 +2457,20 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Combining two dictionaries:"
+    "Combinando dois dicionários:\n",
+    "<!--Combining two dictionaries:-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 103,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{33: 'Brant', 20: 'Collor', 22: 'Afif', 43: 'Gabeira', 12: 'Brizola', 13: 'Lula', 15: 'Ulisses'}\n"
+      "{13: 'Lula', 15: 'Ulisses', 12: 'Brizola', 20: 'Collor', 18: 'Afif', 43: 'Gabeira', 33: 'Brant', 22: 'Afif'}\n"
      ]
     }
    ],
@@ -2385,12 +2484,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "What if one tries to access an index that does not exist?"
+    "E se tentarmos acessar um index que não existe?\n",
+    "<!--What if one tries to access an index that does not exist?-->"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 104,
    "metadata": {},
    "outputs": [
     {
@@ -2411,12 +2511,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Sets"
+    "# Sets - Conjuntos"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 117,
    "metadata": {},
    "outputs": [
     {
@@ -2424,7 +2524,8 @@
      "output_type": "stream",
      "text": [
       "list l = [1, 2, 3, 1, 3, 3, 2]\n",
-      "set(l) = {1, 2, 3}\n"
+      "set(l) = {1, 2, 3}\n",
+      "<class 'set'>\n"
      ]
     }
    ],
@@ -2432,12 +2533,13 @@
     "l = [1, 2, 3, 1, 3, 3, 2]\n",
     "print(\"list l = \" + str(l))\n",
     "sl = set(l)\n",
-    "print(\"set(l) = \" + str(sl))"
+    "print(\"set(l) = \" + str(sl))\n",
+    "print(type(sl))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 106,
    "metadata": {},
    "outputs": [
     {
@@ -2457,6 +2559,7 @@
        " '__hash__',\n",
        " '__iand__',\n",
        " '__init__',\n",
+       " '__init_subclass__',\n",
        " '__ior__',\n",
        " '__isub__',\n",
        " '__iter__',\n",
@@ -2499,7 +2602,7 @@
        " 'update']"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 106,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2512,12 +2615,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Converting between types"
+    "# Converting between types - Convertendo entre os tipos de dados"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 114,
+   "execution_count": 107,
    "metadata": {},
    "outputs": [
     {
@@ -2526,7 +2629,7 @@
        "tuple"
       ]
      },
-     "execution_count": 114,
+     "execution_count": 107,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2538,7 +2641,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 115,
+   "execution_count": 108,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2547,7 +2650,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 116,
+   "execution_count": 109,
    "metadata": {},
    "outputs": [
     {
@@ -2564,7 +2667,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 117,
+   "execution_count": 110,
    "metadata": {},
    "outputs": [
     {
@@ -2582,7 +2685,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 118,
+   "execution_count": 111,
    "metadata": {},
    "outputs": [
     {
@@ -2591,7 +2694,7 @@
        "['a', 'b', 'c', 'd', 'e']"
       ]
      },
-     "execution_count": 118,
+     "execution_count": 111,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2602,7 +2705,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 119,
+   "execution_count": 112,
    "metadata": {},
    "outputs": [
     {
@@ -2611,7 +2714,7 @@
        "[1, 2, 3]"
       ]
      },
-     "execution_count": 119,
+     "execution_count": 112,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2622,7 +2725,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 121,
+   "execution_count": 113,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2631,7 +2734,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 122,
+   "execution_count": 114,
    "metadata": {},
    "outputs": [
     {
@@ -2640,7 +2743,7 @@
        "[1, 2, 3]"
       ]
      },
-     "execution_count": 122,
+     "execution_count": 114,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2651,7 +2754,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 123,
+   "execution_count": 115,
    "metadata": {},
    "outputs": [
     {
@@ -2669,7 +2772,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 124,
+   "execution_count": 116,
    "metadata": {},
    "outputs": [
     {
@@ -2678,7 +2781,7 @@
        "[1, 2, 3]"
       ]
      },
-     "execution_count": 124,
+     "execution_count": 116,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2704,7 +2807,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.4"
+   "version": "3.6.8"
   }
  },
  "nbformat": 4,
diff --git a/0-pre-requisitos/1-python/Aula_02.ipynb b/0-pre-requisitos/1-python/Aula_02.ipynb
old mode 100755
new mode 100644
index 082c74e..a82842d
--- a/0-pre-requisitos/1-python/Aula_02.ipynb
+++ b/0-pre-requisitos/1-python/Aula_02.ipynb
@@ -1,882 +1,1365 @@
 {
-  "cells": [
-    {
-      "metadata": {
-        "collapsed": true
-      },
-      "cell_type": "markdown",
-      "source": "# Aula 2: Program Flow and Control Structures\n**06/08/2017**\n"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Objectives:\n- Conditional (<tt>if/else</tt>) statements\n- <tt>for</tt> loops\n- <tt>while</tt> loops\n- functions"
-    },
-    {
-      "metadata": {
-        "collapsed": true
-      },
-      "cell_type": "markdown",
-      "source": "# Conditional"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "A <tt>boolean</tt> variable stores <tt>True</tt> or <tt>False</tt>."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "type(True)",
-      "execution_count": 1,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "bool"
-          },
-          "execution_count": 1,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x = (4>3)\nprint(\"x = {0}\".format(x))",
-      "execution_count": 2,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "x = True\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "y = 2==4\nprint(\"y = {0}\".format(y))",
-      "execution_count": 3,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "y = False\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x or y",
-      "execution_count": 4,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "True"
-          },
-          "execution_count": 4,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x and y",
-      "execution_count": 5,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "False"
-          },
-          "execution_count": 5,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "not x",
-      "execution_count": 6,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "False"
-          },
-          "execution_count": 6,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "<tt>True</tt> and <tt>False</tt> behave like 1 and 0, respectively."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x+y",
-      "execution_count": 7,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "1"
-          },
-          "execution_count": 7,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x*y",
-      "execution_count": 8,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "0"
-          },
-          "execution_count": 8,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "The example below shows the most basic sintax of a decision structure:"
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x = 5\ny = 4\nt = x>y\nif t:\n    print(\"{0} is greater than {1}\".format(x, y))",
-      "execution_count": 9,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "5 is greater than 4\n"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "If the condition (or set of conditions) is satisfied, the indented code below is executed. Indentation in Python is made up of four simple spaces, and is used to determine the end of the structure. Python is very strict about indentation, and programmers should be too.\n\nNotice that something happens (code is execute) only if the condition is <tt>True</tt>. In some scenarios, one wants something to happen if the condition is <tt>False</tt>. The <tt>else</tt> clauses comes in handy in this case."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x = 4\ny = 5\nif (x>y):\n    print(\"{0} is greater than {1}\".format(x, y))\nelse:\n    print(\"{0} is *NOT* greater than {1}\".format(x, y))",
-      "execution_count": 10,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "4 is *NOT* greater than 5\n"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "The <tt>elif</tt> allows to test multiple conditions."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x = 5\ny = 4\nif (x>y):\n    print(\"{0} is greater than {1}\".format(x, y))\nelif (x==y):\n    print(\"{0} is equal to {1}\".format(x, y))\nelse:\n    print(\"{0} is smaller than {1}\".format(x, y))",
-      "execution_count": 11,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "5 is greater than 4\n"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Python will execute the instruction *first* condition that is true."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x = 5\ny = 5\nif (x>=y):\n    print(\"{0} is greater than or equal to {1}\".format(x, y))\nelif (x==y):\n    print(\"{0} is equal to {1}\".format(x, y))\nelse:\n    print(\"{0} is smaller than {1}\".format(x, y))",
-      "execution_count": 12,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "5 is greater than or equal to 5\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "colors = {0: 'green', 1: 'violet', 2: 'blue', 3: ' yellow'}",
-      "execution_count": 13,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "c = 0\nif c == 0:\n    print(colors[0])\nelif c == 0:\n    print(colors[1])\nelif c  == 2:\n    print(colors[2])\nelif c == 3:\n    print(colors[3])\nelse:\n    print('I dont know.')",
-      "execution_count": 14,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "green\n"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "<tt>if</tt> conditions can be nested within each other."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "x = 7\ny = 5\nif (x>y):\n    if abs(x-y)<1:\n        print(\"{0} is greater than {1}\".format(x, y))\n    else:\n        print(\"{0} is MUCH greater than {1}\".format(x, y))\nelif (x==y):\n    print(\"{0} is equal to {1}\".format(x, y))\nelse:\n    print(\"{0} is smaller than {1}\".format(x, y))",
-      "execution_count": 15,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "7 is MUCH greater than 5\n"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "# `for` loops"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Loops in Python, as in other programming languages, allows on to perform operations multiple times."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "print(list(range(10)))",
-      "execution_count": 16,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# sum of the first 10 whole numbers\n\ngauss = 0 # the scalar 'gauss' will store the value of the running sum\nparcelas = [] # the list parcelas will store the value of the running sum at each step\n\nfor i in range(11):\n\n    gauss += i\nprint(gauss)\n    \nprint(\"1+2+3+...+10 = \" + str(gauss))",
-      "execution_count": 19,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "55\n1+2+3+...+10 = 55\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# parsing a list\nl = [\"Macro\", \"Micro\", \"Econometria\", 537]\nfor i, v in enumerate(l):\n    # the index at each step is assigned to 'i' \n    # the value at each stpe is assigned to 'v'\n    # both 'i' and 'v' are local, and cannot be accessed outside of the loop\n    print(\"{0}: {1}\".format(i, v))\n    print(\"---\")",
-      "execution_count": 28,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "0: Macro\n---\n1: Micro\n---\n2: Econometria\n---\n3: 537\n---\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# if you want to access only the values\nfor v in l:\n    print(v)",
-      "execution_count": 24,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "Macro\nMicro\nEconometria\n537\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# parsing a list\nd = { \"Macro\": [\"eae302\",20], \"Micro\": [\"eae301\",25], \"Econometria\": [\"eae303\",40] }\nfor key, value in d.items():\n    print(\"{0}: {1} alunos\".format(key, value[1]))",
-      "execution_count": 31,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "Macro: 20 alunos\nEconometria: 40 alunos\nMicro: 25 alunos\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# parsing a string\ns = \"Barcelona\"\nfor x in s:\n    print(x)",
-      "execution_count": 33,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "B\na\nr\nc\ne\nl\no\nn\na\n"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "# <tt>while</tt> loops"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Similar to <tt>for</tt>. Executes a chunck of code until a certain condition is met."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "gauss = 0\ni = 1\n\nwhile i<=100:\n    gauss += i\n    i += 1\n\nprint(gauss)",
-      "execution_count": 34,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "5050\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "collapsed": true
-      },
-      "cell_type": "markdown",
-      "source": "We know that $lim_{n\\rightarrow +\\infty} \\sum_{i=1}^{n}{\\frac{1}{i}} = +\\infty$. That means that for any positive real $S$, one can find an integer $n$ such that $\\sum_{i=1}^{n}{\\frac{1}{i}} > n$. In the code below, we will find one such $n$ for $S=10$."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "S = 15 # target value for the sum\ns = 0 # variable that will store the value of the running (partial) sum\ni = 1\n\nwhile (s<S):\n    s += 1/i\n    i += 1\n        \nprint(\"n = {0}\".format(i))",
-      "execution_count": 38,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "n = 1835422\n"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "# Functions"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "*Functions* are chuncks of code that perform certain actions. They are extremely useful if an operation must be repeated throughout the code. In other words, functions are a straighforward way to reuse code."
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# Example 1 (trivial): a function that takes as arguments two real numbers and returns their sum\ndef my_sum(x, y):\n    return x+y",
-      "execution_count": 40,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# testing my_sum\nprint(my_sum(2, 1))",
-      "execution_count": 45,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "3\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# Example 2: improving my_sum\ndef my_sum(x, y=0):\n    \"\"\"\n    my_sum(x, y=0): takes two integers (x and y) and returns their sum\n    \"\"\"\n    \n    if isinstance(x, (int, float)) and isinstance(y, (int, float)):\n        return (x+y, \"{0} + {1} = {2}\".format(x, y, x+y))",
-      "execution_count": 46,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# testing my_sum\ns = my_sum(1, 2)\n#print(type(s))\n#print(s[0])\n#print(s[1])\n\n#print(my_sum.__doc__)\nprint(my_sum(2))\n#print(my_sum(2, \"Egídio\"))",
-      "execution_count": 51,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "(2, '2 + 0 = 2')\n"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "s[1]",
-      "execution_count": 49,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "'1 + 2 = 3'"
-          },
-          "execution_count": 49,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Aula 2: Program Flow and Control Structures - Controle de fluxo de programas e controle de estruturas\n",
+    "**06/08/2017**\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Objectives:\n",
+    "- Conditional (<tt>if/else</tt>) statements\n",
+    "- <tt>for</tt> loops\n",
+    "- <tt>while</tt> loops\n",
+    "- functions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Assim como em outras linguagens de programação o Python tem várias funções de controle de fluxo e estruturas para os programas/scripts desenvolvidos."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Conditional - Condicional"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Uma variável boleana (<tt>bool</tt>) guarda valores Verdadeiro (<tt>True</tt>) ou Falso (<tt>False</tt>).\n",
+    "<!--A <tt>boolean</tt> variable stores <tt>True</tt> or <tt>False</tt>.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "bool"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# Example 3: sum of infinite series (see problem above)\ndef limit(S):\n\n    s = 0\n    i = 0\n\n    while (s<S):\n        i += 1\n        s += 1/i\n       \n    return i",
-      "execution_count": 52,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "print(limit(3))\nprint(limit(5))\nprint(limit(17))",
-      "execution_count": 54,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "11\n83\n13562027\n"
-        }
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "x = True\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = (4>3)\n",
+    "print(\"x = {0}\".format(x))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "y = False\n"
+     ]
+    }
+   ],
+   "source": [
+    "y = 2==4\n",
+    "print(\"y = {0}\".format(y))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# Example 4: evaluating a polynomial\ndef p(x, coef):\n    return sum([c * x**i for i, c in enumerate(coef)])\n\nprint(p(2,(2,1,3)))",
-      "execution_count": 64,
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": "16\n"
-        }
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x or y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "False"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "coef = (2, 1, 3)\nx = 2",
-      "execution_count": 56,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "parcelas = [jp*(x**i) for i, jp in enumerate(coef)]\nparcelas",
-      "execution_count": 60,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "[2, 2, 12]"
-          },
-          "execution_count": 60,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x and y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "False"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "sum(parcelas)",
-      "execution_count": 61,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "16"
-          },
-          "execution_count": 61,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "not x"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Verdadeiro (<tt>True</tt>) e Falso (<tt>False</tt>) se comportam como 1 e 0 respectivamente.\n",
+    "<!--<tt>True</tt> and <tt>False</tt> behave like 1 and 0, respectively.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "n! = n * (n-1)!, if n > 1 and f(1) = 1 "
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "# Example 5: Recursion\ndef factorial(n):\n    if n == 1:\n        return 1\n    else:\n        return n * factorial(n-1)",
-      "execution_count": 34,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "factorial(4)",
-      "execution_count": 29,
-      "outputs": [
-        {
-          "data": {
-            "text/plain": "24"
-          },
-          "execution_count": 29,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x+y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "https://realpython.com/python-thinking-recursively/"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Exercícios"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "**1.** Da coluna de Marcelo Viana (IMPA) na Falha de São Paulo em 12/08/2018: <br>\n*Funciona assim: considere um inteiro positivo N qualquer. Se for par, divida por 2. Se for ímpar, multiplique por 3 e some 1. Substitua N pelo resultado obtido e siga repetindo esse procedimento. Por exemplo, se começar com N=7 obterá, sucessivamente, 22, 11, 34, 17, 52, 26, 13, 40, 20, 10, 5, 16, 8, 4, 2, 1 e, a partir daí, a sequência só repete os números 4, 2, 1, ciclicamente.*"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def par(x):\n    if (x%2 == 0):\n        return True\n    else:\n        return False",
-      "execution_count": 1,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def Marcelo_Viana(x):\n    c = 0\n    while x != 1:\n        if par(x):\n            x = x/2\n        else:\n            x = 3*x+1\n        c += 1\n    \n    return c",
-      "execution_count": 7,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "for x in range(1, 15):\n    print(\"{0}: {1}\".format(x, Marcelo_Viana(x)))",
-      "execution_count": 8,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "1: 0\n2: 1\n3: 7\n4: 2\n5: 5\n6: 8\n7: 16\n8: 3\n9: 19\n10: 6\n11: 14\n12: 9\n13: 9\n14: 17\n",
-          "name": "stdout"
-        }
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x*y"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "O exemplo abaixo mostra a sintaxe mais básica de uma estrutura de decisão:\n",
+    "<!--The example below shows the most basic sintax of a decision structure:-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5 is greater than 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = 5\n",
+    "y = 4\n",
+    "t = x>y\n",
+    "if t:\n",
+    "    print(\"{0} is greater than {1}\".format(x, y))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Se a condição ou uma série de condições for satisfeita, o códico identado abaixo é executado, caso contrário não. A identação no Python é feita com quatro (4) espaços simples, e utilizada para determinar o fim da estrutura. O Python é bem rigido com relação a identação do código e os programadores deveriam ser também (LEMBRE-SE: além de um código funcional somos responsáveis por comunicar descobertas e um código limpo e explicado ajuda a comunicação e trabalho em equipe).\n",
+    "\n",
+    "Note que algo acontece  (o código é executado) somente se a condição for <tt>True</tt>. Em alguns casos, queremos que outra coisa acontece se a condição for <tt>False</tt>, nestes casos usamos as cláusulas \"se não\" (<tt>else</tt>) ou \"então se\" (<tt>elif</tt>).\n",
+    "\n",
+    "<!--If the condition (or set of conditions) is satisfied, the indented code below is executed. Indentation in Python is made up of four simple spaces, and is used to determine the end of the structure. Python is very strict about indentation, and programmers should be too.\n",
+    "\n",
+    "Notice that something happens (code is execute) only if the condition is <tt>True</tt>. In some scenarios, one wants something to happen if the condition is <tt>False</tt>. The <tt>else</tt> clauses comes in handy in this case.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4 is *NOT* greater than 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = 4\n",
+    "y = 5\n",
+    "if (x>y):\n",
+    "    print(\"{0} is greater than {1}\".format(x, y))\n",
+    "else:\n",
+    "    print(\"{0} is *NOT* greater than {1}\".format(x, y))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "O <tt>elif</tt> permite o teste de multiplas condições.\n",
+    "<!--The <tt>elif</tt> allows to test multiple conditions.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5 is greater than 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = 5\n",
+    "y = 4\n",
+    "if (x>y):\n",
+    "    print(\"{0} is greater than {1}\".format(x, y))\n",
+    "elif (x==y):\n",
+    "    print(\"{0} is equal to {1}\".format(x, y))\n",
+    "else:\n",
+    "    print(\"{0} is smaller than {1}\".format(x, y))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "O Python vai sempre executar as instruções apenas da **primeira** condição que for verdadeira.\n",
+    "<!--Python will execute the instruction *first* condition that is true.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5 is greater than or equal to 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = 5\n",
+    "y = 5\n",
+    "if (x>=y):\n",
+    "    print(\"{0} is greater than or equal to {1}\".format(x, y))\n",
+    "elif (x==y):\n",
+    "    print(\"{0} is equal to {1}\".format(x, y))\n",
+    "else:\n",
+    "    print(\"{0} is smaller than {1}\".format(x, y))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "colors = {0: 'green', 1: 'violet', 2: 'blue', 3: ' yellow'}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "green\n"
+     ]
+    }
+   ],
+   "source": [
+    "c = 0\n",
+    "if c == 0:\n",
+    "    print(colors[0])\n",
+    "elif c == 0:\n",
+    "    print(colors[1])\n",
+    "elif c  == 2:\n",
+    "    print(colors[2])\n",
+    "elif c == 3:\n",
+    "    print(colors[3])\n",
+    "else:\n",
+    "    print('I dont know.')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As condições <tt>if</tt>, podem ser agrupadas uma dentro da outra.\n",
+    "<!--<tt>if</tt> conditions can be nested within each other.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "7 is MUCH greater than 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = 7\n",
+    "y = 5\n",
+    "if (x>y):\n",
+    "    if abs(x-y)<1:\n",
+    "        print(\"{0} is greater than {1}\".format(x, y))\n",
+    "    else:\n",
+    "        print(\"{0} is MUCH greater than {1}\".format(x, y))\n",
+    "elif (x==y):\n",
+    "    print(\"{0} is equal to {1}\".format(x, y))\n",
+    "else:\n",
+    "    print(\"{0} is smaller than {1}\".format(x, y))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# `for` loops - Ciclos condicionais `for`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Loops in Python, as in other programming languages, allows on to perform operations multiple times."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(list(range(10)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "55\n",
+      "1+2+3+...+10 = 55\n"
+     ]
+    }
+   ],
+   "source": [
+    "# sum of the first 10 whole numbers\n",
+    "\n",
+    "gauss = 0 # the scalar 'gauss' will store the value of the running sum\n",
+    "parcelas = [] # the list parcelas will store the value of the running sum at each step\n",
+    "\n",
+    "for i in range(11):\n",
+    "\n",
+    "    gauss += i\n",
+    "print(gauss)\n",
+    "    \n",
+    "print(\"1+2+3+...+10 = \" + str(gauss))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0: Macro\n",
+      "---\n",
+      "1: Micro\n",
+      "---\n",
+      "2: Econometria\n",
+      "---\n",
+      "3: 537\n",
+      "---\n"
+     ]
+    }
+   ],
+   "source": [
+    "# parsing a list\n",
+    "l = [\"Macro\", \"Micro\", \"Econometria\", 537]\n",
+    "for i, v in enumerate(l):\n",
+    "    # the index at each step is assigned to 'i' \n",
+    "    # the value at each stpe is assigned to 'v'\n",
+    "    # both 'i' and 'v' are local, and cannot be accessed outside of the loop\n",
+    "    print(\"{0}: {1}\".format(i, v))\n",
+    "    print(\"---\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Macro\n",
+      "Micro\n",
+      "Econometria\n",
+      "537\n"
+     ]
+    }
+   ],
+   "source": [
+    "# if you want to access only the values\n",
+    "for v in l:\n",
+    "    print(v)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Macro: 20 alunos\n",
+      "Micro: 25 alunos\n",
+      "Econometria: 40 alunos\n"
+     ]
+    }
+   ],
+   "source": [
+    "# parsing a list\n",
+    "d = { \"Macro\": [\"eae302\",20], \"Micro\": [\"eae301\",25], \"Econometria\": [\"eae303\",40] }\n",
+    "for key, value in d.items():\n",
+    "    print(\"{0}: {1} alunos\".format(key, value[1]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "B\n",
+      "a\n",
+      "r\n",
+      "c\n",
+      "e\n",
+      "l\n",
+      "o\n",
+      "n\n",
+      "a\n"
+     ]
+    }
+   ],
+   "source": [
+    "# parsing a string\n",
+    "s = \"Barcelona\"\n",
+    "for x in s:\n",
+    "    print(x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# `while` loops - Ciclos condicionais `while`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "De forma parecida com o <tt>for</tt>, o <tt>while</tt> executa o código enquanto uma condição for atendida.\n",
+    "<!--Similar to <tt>for</tt>. Executes a chunck of code until a certain condition is met.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5050\n"
+     ]
+    }
+   ],
+   "source": [
+    "gauss = 0\n",
+    "i = 1\n",
+    "\n",
+    "while i<=100:\n",
+    "    gauss += i\n",
+    "    i += 1\n",
+    "\n",
+    "print(gauss)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Nós sabemos que $lim_{n\\rightarrow +\\infty} \\sum_{i=1}^{n}{\\frac{1}{i}} = +\\infty$. Que significa que para qualquer positivo real $S$, podemos encontrar um inteiro $n$ de tal modo que $\\sum_{i=1}^{n}{\\frac{1}{i}} > n$. No código abaixo, vamos encontrar um tal $n$ para $S=10$.\n",
+    "\n",
+    "<!--We know that $lim_{n\\rightarrow +\\infty} \\sum_{i=1}^{n}{\\frac{1}{i}} = +\\infty$. That means that for any positive real $S$, one can find an integer $n$ such that $\\sum_{i=1}^{n}{\\frac{1}{i}} > n$. In the code below, we will find one such $n$ for $S=10$.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "n = 1835422\n"
+     ]
+    }
+   ],
+   "source": [
+    "S = 15 # target value for the sum\n",
+    "s = 0 # variable that will store the value of the running (partial) sum\n",
+    "i = 1\n",
+    "\n",
+    "while (s<S):\n",
+    "    s += 1/i\n",
+    "    i += 1\n",
+    "        \n",
+    "print(\"n = {0}\".format(i))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Functions - Funções"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "*Funções* são partes de códigos que executam alguma ação, e são especialmente úteis quando temos operações repetitivas durante diversos pontos no código. Em outras palavras funções são uma forma inteligente de reusar partes do código.\n",
+    "<!--*Functions* are chuncks of code that perform certain actions. They are extremely useful if an operation must be repeated throughout the code. In other words, functions are a straighforward way to reuse code.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Example 1 (trivial): a function that takes as arguments two real numbers and returns their sum\n",
+    "def my_sum(x, y):\n",
+    "    return x+y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3\n"
+     ]
+    }
+   ],
+   "source": [
+    "# testing my_sum\n",
+    "print(my_sum(2, 1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Example 2: improving my_sum\n",
+    "def my_sum(x, y=0):\n",
+    "    \"\"\"\n",
+    "    my_sum(x, y=0): takes two integers (x and y) and returns their sum\n",
+    "    \"\"\"\n",
+    "    \n",
+    "    if isinstance(x, (int, float)) and isinstance(y, (int, float)):\n",
+    "        return (x+y, \"{0} + {1} = {2}\".format(x, y, x+y))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(2, '2 + 0 = 2')\n"
+     ]
+    }
+   ],
+   "source": [
+    "# testing my_sum\n",
+    "s = my_sum(1, 2)\n",
+    "#print(type(s))\n",
+    "#print(s[0])\n",
+    "#print(s[1])\n",
+    "\n",
+    "#print(my_sum.__doc__)\n",
+    "print(my_sum(2))\n",
+    "#print(my_sum(2, \"Egídio\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'1 + 2 = 3'"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "**2.** Write a Python program to find those numbers which are divisible by 7 and multiple of 5, between 1500 and 2700 (both included)."
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def div7(x):\n    if (x%7 == 0):\n        return True\n    else:\n        return False\n    \ndef div5(x):\n    if (x%5 == 0):\n        return True\n    else:\n        return False\n\nJ = []\nfor x in range(1500, 2700+1):\n    if div7(x) and div5(x):\n        print(x)\n        J.append(x)",
-      "execution_count": 9,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "1505\n1540\n1575\n1610\n1645\n1680\n1715\n1750\n1785\n1820\n1855\n1890\n1925\n1960\n1995\n2030\n2065\n2100\n2135\n2170\n2205\n2240\n2275\n2310\n2345\n2380\n2415\n2450\n2485\n2520\n2555\n2590\n2625\n2660\n2695\n",
-          "name": "stdout"
-        }
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "s[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Example 3: sum of infinite series (see problem above)\n",
+    "def limit(S):\n",
+    "\n",
+    "    s = 0\n",
+    "    i = 0\n",
+    "\n",
+    "    while (s<S):\n",
+    "        i += 1\n",
+    "        s += 1/i\n",
+    "       \n",
+    "    return i"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "11\n",
+      "83\n",
+      "13562027\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(limit(3))\n",
+    "print(limit(5))\n",
+    "print(limit(17))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "16\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Example 4: evaluating a polynomial\n",
+    "def p(x, coef):\n",
+    "    return sum([c * x**i for i, c in enumerate(coef)])\n",
+    "\n",
+    "print(p(2,(2,1,3)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "coef = (2, 1, 3)\n",
+    "x = 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[2, 2, 12]"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "**3.** Write a Python program to check a triangle is equilateral, isosceles or scalene."
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "**4.** Write a Python program to find the median of three values."
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def mediana(x, y, z):\n    l = [x, y, z]\n    l.sort()\n    return l[1]",
-      "execution_count": 13,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "mediana(3, 1, 2)",
-      "execution_count": 18,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 18,
-          "data": {
-            "text/plain": "2"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "parcelas = [jp*(x**i) for i, jp in enumerate(coef)]\n",
+    "parcelas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "**5.** Write a Python program to calculate the sum and average of n integer numbers (input from the user). Input 0 to finish."
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def sumario():\n    \n    n = int(input(\"digite um número natural: \"))\n\n    s = 0\n    for i in range(n):\n        x = float(input(\"digite um número: \"))\n        s += x\n        \n    return (s, s/n)",
-      "execution_count": 28,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "sumario()",
-      "execution_count": 27,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": "digite um número natural: 3\ndigite um número: 5\ndigite um número: 2.5\ndigite um número: 1.5\n"
-        },
-        {
-          "output_type": "execute_result",
-          "execution_count": 27,
-          "data": {
-            "text/plain": "(9.0, 3.0)"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sum(parcelas)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "n! = n * (n-1)!, if n > 1 and f(1) = 1 "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Example 5: Recursion\n",
+    "def factorial(n):\n",
+    "    if n == 1:\n",
+    "        return 1\n",
+    "    else:\n",
+    "        return n * factorial(n-1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "24"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "**6.** Write a Python program to construct the following pattern, using a nested loop number: <br>\n1 <br>\n22 <br>\n333 <br>\n4444 <br>\n55555 <br>\n666666 <br>\n7777777 <br>\n88888888 <br>\n999999999"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# Jeito errado\nfor i in range(1, 10):\n    print(str(i)*i)",
-      "execution_count": 30,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "1\n22\n333\n4444\n55555\n666666\n7777777\n88888888\n999999999\n",
-          "name": "stdout"
-        }
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "factorial(4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Veja esse exemplo (artigo em inglês) de como pensar de forma recursiva usando Python.\n",
+    "Nele o autor Abhirag Awasthi, mostra como o Papai Noel programaria seus elfos para entregar os presentes de natal em cada casa sem ter de passar as instruções novamente para cada uma das casas ao redor do mundo.\n",
+    "https://realpython.com/python-thinking-recursively/"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Exercícios"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**1.** Da coluna de Marcelo Viana (IMPA) na Folha de São Paulo em 12/08/2018: <br>\n",
+    "*Funciona assim: considere um inteiro positivo N qualquer.*\n",
+    "- Se for par, divida por 2.\n",
+    "- Se for ímpar, multiplique por 3 e some 1.\n",
+    "- Substitua N pelo resultado obtido e siga repetindo esse procedimento.\n",
+    "\n",
+    "*Por exemplo, se começar com N=7 obterá, sucessivamente, 22, 11, 34, 17, 52, 26, 13, 40, 20, 10, 5, 16, 8, 4, 2, 1 e, a partir daí, a sequência só repete os números 4, 2, 1, ciclicamente.*"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def par(x):\n",
+    "    if (x%2 == 0):\n",
+    "        return True\n",
+    "    else:\n",
+    "        return False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def Marcelo_Viana(x):\n",
+    "    c = 0\n",
+    "    while x != 1:\n",
+    "        if par(x):\n",
+    "            x = x/2\n",
+    "        else:\n",
+    "            x = 3*x+1\n",
+    "        c += 1\n",
+    "    \n",
+    "    return c"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1: 0\n",
+      "2: 1\n",
+      "3: 7\n",
+      "4: 2\n",
+      "5: 5\n",
+      "6: 8\n",
+      "7: 16\n",
+      "8: 3\n",
+      "9: 19\n",
+      "10: 6\n",
+      "11: 14\n",
+      "12: 9\n",
+      "13: 9\n",
+      "14: 17\n"
+     ]
+    }
+   ],
+   "source": [
+    "for x in range(1, 15):\n",
+    "    print(\"{0}: {1}\".format(x, Marcelo_Viana(x)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**2.** Escreva um script em Python para encontrar os números divisíveis por 7 e multiplos de 5, estes devem estar entre 1500 e 2700 (incluindo os dois).\n",
+    "<!--Write a Python program to find those numbers which are divisible by 7 and multiple of 5, between 1500 and 2700 (both included).-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1505\n",
+      "1540\n",
+      "1575\n",
+      "1610\n",
+      "1645\n",
+      "1680\n",
+      "1715\n",
+      "1750\n",
+      "1785\n",
+      "1820\n",
+      "1855\n",
+      "1890\n",
+      "1925\n",
+      "1960\n",
+      "1995\n",
+      "2030\n",
+      "2065\n",
+      "2100\n",
+      "2135\n",
+      "2170\n",
+      "2205\n",
+      "2240\n",
+      "2275\n",
+      "2310\n",
+      "2345\n",
+      "2380\n",
+      "2415\n",
+      "2450\n",
+      "2485\n",
+      "2520\n",
+      "2555\n",
+      "2590\n",
+      "2625\n",
+      "2660\n",
+      "2695\n"
+     ]
+    }
+   ],
+   "source": [
+    "def div7(x):\n",
+    "    if (x%7 == 0):\n",
+    "        return True\n",
+    "    else:\n",
+    "        return False\n",
+    "    \n",
+    "def div5(x):\n",
+    "    if (x%5 == 0):\n",
+    "        return True\n",
+    "    else:\n",
+    "        return False\n",
+    "\n",
+    "J = []\n",
+    "for x in range(1500, 2700+1):\n",
+    "    if div7(x) and div5(x):\n",
+    "        print(x)\n",
+    "        J.append(x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**3.** Escreva um código em Python para checar se um triângulo é equilátero, isósceles ou escaleno.\n",
+    "<!--Write a Python program to check a triangle is equilateral, isosceles or scalene.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**4.** Escreva um programa em Python para encontrar a mediana dos valores 3,2 e 1.\n",
+    "<!--Write a Python program to find the median of three values.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def mediana(x, y, z):\n",
+    "    l = [x, y, z]\n",
+    "    l.sort()\n",
+    "    return l[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# Jeito certo\nfor i in range(1, 10):\n    for j in range(i):\n        print(i, end=\"\")\n    print(\"\\n\", end=\"\")",
-      "execution_count": 36,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "1\n22\n333\n4444\n55555\n666666\n7777777\n88888888\n999999999\n",
-          "name": "stdout"
-        }
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mediana(3, 1, 2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**5.** Escreva um programa em Python para calcular a soma e a média de números inteiros (input do usuário). Se o usuário digitar 0, termine o programa.\n",
+    "<!--Write a Python program to calculate the sum and average of n integer numbers (input from the user). Input 0 to finish.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def sumario():\n",
+    "    \n",
+    "    n = int(input(\"digite um número natural: \"))\n",
+    "\n",
+    "    s = 0\n",
+    "    for i in range(n):\n",
+    "        x = float(input(\"digite um número: \"))\n",
+    "        s += x\n",
+    "        \n",
+    "    return (s, s/n)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "digite um número natural:  2\n",
+      "digite um número:  53\n",
+      "digite um número:  22\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(75.0, 37.5)"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "**7.** Write a Python program to check the validity of password input by users. <br><br>\nValidation : <br><br>\n\nAt least 1 letter between [a-z] and 1 letter between [A-Z]. <br>\nAt least 1 number between [0-9]. <br>\nAt least 1 character from [$#@]. <br>\nMinimum length 6 characters. <br>\nMaximum length 16 characters."
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# At least 1 character from [$#@]. \ndef cond_0(s):\n    r = {\"$\", \"#\", \"@\"}\n    if r.intersection(set(s)) == set():\n        return False\n    else:\n        return True",
-      "execution_count": 51,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# Minimum length 6 characters & Maximum length 16 characters.\ndef cond_1(s):\n    if len(s) >= 6 and len(s) <= 16:\n        return True\n    else:\n        return False",
-      "execution_count": 57,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# At least 1 letter between [a-z] and 1 letter between [A-Z]. \ndef cond_2(s):\n    if s.lower() == s:\n        return False\n    elif s.upper() == s:\n        return False\n    else:\n        return True",
-      "execution_count": 3,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# At least 1 number between [0-9]\ndef cond_3(s):\n    for i in range(0, 10):\n        if str(i) in s:\n            return True\n    return False",
-      "execution_count": 19,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def password(s):\n    if cond_0(s) and cond_1(s) and cond_2(s) and cond_3(s):\n        return True\n    else:\n        return False",
-      "execution_count": 23,
-      "outputs": []
-    }
-  ],
-  "metadata": {
-    "kernelspec": {
-      "name": "python3",
-      "display_name": "Python 3",
-      "language": "python"
-    },
-    "language_info": {
-      "mimetype": "text/x-python",
-      "nbconvert_exporter": "python",
-      "name": "python",
-      "pygments_lexer": "ipython3",
-      "version": "3.5.4",
-      "file_extension": ".py",
-      "codemirror_mode": {
-        "version": 3,
-        "name": "ipython"
-      }
-    }
-  },
-  "nbformat": 4,
-  "nbformat_minor": 2
-}
\ No newline at end of file
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sumario()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**6.** Escreva um programa em Python que construa o resultado abaixo, usando ciclos condicionais agrupados: <!--Write a Python program to construct the following pattern, using a nested loop number:--> <br>\n",
+    "1 <br>\n",
+    "22 <br>\n",
+    "333 <br>\n",
+    "4444 <br>\n",
+    "55555 <br>\n",
+    "666666 <br>\n",
+    "7777777 <br>\n",
+    "88888888 <br>\n",
+    "999999999"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1\n",
+      "22\n",
+      "333\n",
+      "4444\n",
+      "55555\n",
+      "666666\n",
+      "7777777\n",
+      "88888888\n",
+      "999999999\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Jeito errado\n",
+    "for i in range(1, 10):\n",
+    "    print(str(i)*i)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1\n",
+      "22\n",
+      "333\n",
+      "4444\n",
+      "55555\n",
+      "666666\n",
+      "7777777\n",
+      "88888888\n",
+      "999999999\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Jeito certo\n",
+    "for i in range(1, 10):\n",
+    "    for j in range(i):\n",
+    "        print(i, end=\"\")\n",
+    "    print(\"\\n\", end=\"\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**7.** Escreva um programa em Python para validar uma senha inserida pelo usuário. <br><br>\n",
+    "A senha deve conter:<br>\n",
+    "\n",
+    "Pelo menos 1 letra entre [a-z] e 1 letra entre [A-Z]. <br>\n",
+    "Pelo menos 1 número entre [0-9]. <br>\n",
+    "Pelo menos 1 destes caracteres especiais [$#@]. <br>\n",
+    "Mínimo de 6 caracters. <br>\n",
+    "Máximo de 16 caracters.\n",
+    "\n",
+    "<!--Write a Python program to check the validity of password input by users. <br><br>\n",
+    "Validation : <br><br>\n",
+    "\n",
+    "At least 1 letter between [a-z] and 1 letter between [A-Z]. <br>\n",
+    "At least 1 number between [0-9]. <br>\n",
+    "At least 1 character from [$#@]. <br>\n",
+    "Minimum length 6 characters. <br>\n",
+    "Maximum length 16 characters.-->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# At least 1 character from [$#@]. \n",
+    "def cond_0(s):\n",
+    "    r = {\"$\", \"#\", \"@\"}\n",
+    "    if r.intersection(set(s)) == set():\n",
+    "        return False\n",
+    "    else:\n",
+    "        return True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Minimum length 6 characters & Maximum length 16 characters.\n",
+    "def cond_1(s):\n",
+    "    if len(s) >= 6 and len(s) <= 16:\n",
+    "        return True\n",
+    "    else:\n",
+    "        return False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# At least 1 letter between [a-z] and 1 letter between [A-Z]. \n",
+    "def cond_2(s):\n",
+    "    if s.lower() == s:\n",
+    "        return False\n",
+    "    elif s.upper() == s:\n",
+    "        return False\n",
+    "    else:\n",
+    "        return True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# At least 1 number between [0-9]\n",
+    "def cond_3(s):\n",
+    "    for i in range(0, 10):\n",
+    "        if str(i) in s:\n",
+    "            return True\n",
+    "    return False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def password(s):\n",
+    "    if cond_0(s) and cond_1(s) and cond_2(s) and cond_3(s):\n",
+    "        return True\n",
+    "    else:\n",
+    "        return False"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/0-pre-requisitos/2-math/algebra_linear_com_numpy.ipynb b/0-pre-requisitos/2-math/algebra_linear_com_numpy.ipynb
index 5befd80..54dc2d4 100755
--- a/0-pre-requisitos/2-math/algebra_linear_com_numpy.ipynb
+++ b/0-pre-requisitos/2-math/algebra_linear_com_numpy.ipynb
@@ -4,7 +4,21 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Numpy"
+    "# Algebra Linear"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Conceitos de algebra linear https://youtu.be/Y0ZyUhi0khY ou https://youtu.be/D4ewzYFM8LY"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Biblioteca Numpy"
    ]
   },
   {
@@ -20,7 +34,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Why `numpy`?"
+    "## Porque usar `numpy`? <!--Why `numpy`?-->\n",
+    "\n",
+    "Utilizando a biblioteca timeit conseguimos ver o tempo de processamento para o código Python criado e isso deixa claro o aumento de performance quando estamos usando a biblioteca Numpy."
    ]
   },
   {
@@ -72,14 +88,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Arrays"
+    "## Arrays - Matrizes"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "An `ndarray` is a (usually fixed-size) multidimensional container of items of the same type and size. The number of dimensions and items in an array is defined by its `shape`, which is a tuple of N positive integers that specify the sizes of each dimension. The type of items in the array is specified by a separate data-type object (`dtype`), one of which is associated with each ndarray."
+    "Um `ndarray` é um contêiner multidimensional (geralmente de tamanho fixo) de itens do mesmo tipo e tamanho. O número de dimensões e itens em uma matriz é definido por sua forma, que é uma tupla de N inteiros positivos que especificam os tamanhos de cada dimensão. O tipo de itens na matriz é especificado por um objeto de tipo de dados separado (`dtype`), um dos quais está associado a cada ndarray.\n",
+    "<!--An `ndarray` is a (usually fixed-size) multidimensional container of items of the same type and size. The number of dimensions and items in an array is defined by its `shape`, which is a tuple of N positive integers that specify the sizes of each dimension. The type of items in the array is specified by a separate data-type object (`dtype`), one of which is associated with each ndarray.-->"
    ]
   },
   {
@@ -107,7 +124,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Creating an array from a list:"
+    "Criando uma matriz a partir de uma lista:\n",
+    "<!--Creating an array from a list:-->"
    ]
   },
   {
@@ -216,7 +234,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Example of a 3-dimensional array"
+    "Exemplo de uma matriz tridimencional:\n",
+    "<!--Example of a 3-dimensional array-->"
    ]
   },
   {
@@ -270,7 +289,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Changing size (or shape)"
+    "### Changing size (or shape) - Mudando o tamanho ou forma da matriz"
    ]
   },
   {
@@ -406,7 +425,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Creating arrays"
+    "### Creating arrays - Criando Matrizes"
    ]
   },
   {
@@ -694,7 +713,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Accessing elements of an array"
+    "### Accessing elements of an array - Acessando elementos da matriz"
    ]
   },
   {
@@ -951,7 +970,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Array Methods"
+    "### Array Methods - Métodos para Matrizes"
    ]
   },
   {
@@ -1182,7 +1201,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### sorting"
+    "#### sorting - ordenação"
    ]
   },
   {
@@ -1230,7 +1249,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### statistics"
+    "#### statistics - estatísticos"
    ]
   },
   {
@@ -1971,11 +1990,17 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "* Arrays have exactly the same shape.\n",
+    "* Matrizes têm exatamente a mesma forma.\n",
+    "\n",
+    "* Matrizes têm o mesmo número de dimensões e o comprimento de cada dimensão é um comprimento comum ou 1.\n",
+    "\n",
+    "* Matriz com poucas dimensões pode ter sua forma prefixada com uma dimensão de comprimento 1, de modo que a propriedade declarada acima seja verdadeira.\n",
+    "\n",
+    "<!--* Arrays have exactly the same shape.\n",
     "\n",
     "* Arrays have the same number of dimensions and the length of each dimension is either a common length or 1.\n",
     "\n",
-    "* Array having too few dimensions can have its shape prepended with a dimension of length 1, so that the above stated property is true."
+    "* Array having too few dimensions can have its shape prepended with a dimension of length 1, so that the above stated property is true.-->"
    ]
   },
   {
@@ -2397,7 +2422,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Matrix Algebra ( `linalg`)"
+    "## Matrix Algebra ( `linalg`) - Algebra Matricial"
    ]
   },
   {
@@ -2715,7 +2740,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "ls: /home/nbuser/library: No such file or directory\r\n"
+      "ls: /home/nbuser/library: No such file or directory\n"
      ]
     }
    ],
@@ -2946,7 +2971,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Random arrays (`random`)"
+    "## Random arrays (`random`) - Matrizes Randomicas"
    ]
   },
   {
@@ -3282,7 +3307,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Exercise 1"
+    "#### Exercício 1"
    ]
   },
   {
@@ -3379,8 +3404,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Exercise 2: Law of Large Numbers\n",
-    "<a href=\"https://www.britannica.com/science/law-of-large-numbers\"><i>As the number of identically distributed, randomly generated variables increases, their sample mean (average) approaches their theoretical mean.</i></a>"
+    "#### Exercício 2: Law of Large Numbers - Lei dos grandes números\n",
+    "<a href=\"https://www.britannica.com/science/law-of-large-numbers\"><i>À medida que o número de variáveis geradas aleatoriamente distribuídas de forma idêntica aumenta, a média da amostra (média) aproxima-se da média teórica. <!--As the number of identically distributed, randomly generated variables increases, their sample mean (average) approaches their theoretical mean.--></i></a> (inglês)"
    ]
   },
   {
@@ -3431,7 +3456,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Exercise 3: Central Limit Theorem\n",
+    "#### Exercício 3: Central Limit Theorem - Teorema do Limite Central\n",
     "source: <a href=\"http://mathworld.wolfram.com/CentralLimitTheorem.html\">Wolfram MathWorld</a>"
    ]
   },
diff --git "a/0-pre-requisitos/2-math/calculo_num\303\251rico.ipynb" "b/0-pre-requisitos/2-math/calculo_num\303\251rico.ipynb"
index a66ec4d..53d9f22 100755
--- "a/0-pre-requisitos/2-math/calculo_num\303\251rico.ipynb"
+++ "b/0-pre-requisitos/2-math/calculo_num\303\251rico.ipynb"
@@ -1,429 +1,668 @@
 {
-  "cells": [
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "# Roots and Integration of real-valued functions\n\nDiscuss the relevant concepts and the computational implementation of methods to find roots of real-valued functions: \n- Bisection\n- Newton's Method (or Newton-Raphson)\n- Quasi-Newton (Secant)"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import matplotlib.pyplot as plt\nx = [x/10 for x in range(0, 21)]\ny = [x**3-1 for x in x]\nplt.plot(x, y, 'b')\nplt.axhline(y=0, linewidth=.5, color='k', marker='.')\nplt.show()",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import numpy as np\nimport matplotlib.pyplot as plt\nx = np.linspace(-3, 3)\ny = [x**3-1-3*x+1 for x in x]\nplt.plot(x, y, 'b')\nplt.axhline(y=0, linewidth=.5, color='k', marker='.')\nplt.show()",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Bracketing\n### Bisection"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def bisection(f, a, b, delta=1e-5, eps=1e-7):\n\n    # f: a function\n    # a: lower limit\n    # b: upper limit\n    \n    if f(a)*f(b) <= 0:\n        \n        x_low = a\n        x_high = b\n        e = 1 # abs(x_high - x_low)\n        d = 1 # f(M)\n        i = 0\n        #print(\"{joao:2d}: [{x_low:0.8f}, {x_high:0.8f}]\".format(joao = i, x_low = x_low, x_high = x_high))\n        \n        while abs(e)>eps*(1+abs(x_low)+abs(x_high)) or abs(d)>delta:\n            \n            i += 1\n            \n            midpoint = (x_low+x_high)/2\n            if f(x_low)*f(midpoint)<0:\n                x_high = midpoint\n            else:\n                x_low = midpoint\n                \n            midpoint = (x_low+x_high)/2\n            e = x_high-x_low\n            d = f(midpoint)\n            #print(\"{i:2d}: [{x_low:0.12f}, {x_high:0.12f}]\".format(i = i, x_low = x_low, x_high = x_high))\n            \n        return midpoint",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def func(x):\n    return x**3-1",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%time bisection(func, .4, 3)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# testing\n%time bisection(lambda x: x**3-1, .4, 3)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "collapsed": true
-      },
-      "cell_type": "markdown",
-      "source": "## Newton's Method"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "http://mathworld.wolfram.com/NewtonsMethod.html <br>\nhttp://tutorial.math.lamar.edu/Classes/CalcI/NewtonsMethod.aspx"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# derive\ndef derive(func, x, eps=1e-6):\n    \"derive: calculates the derivative of a real-valued function at a certain point of its domain.\"\n    if func(x) or func(x) == 0:\n        return (func(x+eps)-func(x-eps))/(2*eps)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# newton\ndef newton(func, x, eps=10**(-5), delta=10**(-7)):\n    \"newton: finds a root of a real-valued function using Newton's method.\"\n    \n    e = 1\n    d = abs(func(x))\n    i = 0\n    \n    x0 = x\n    \n    while e>eps or d>delta:\n        \n        i = i+1\n        x1 = x0-(func(x0)/derive(func, x0))\n        e = abs(x1-x0)\n        d = abs(func(x1))\n        print(\"interaction: \", i)\n        print(\"{0:.6f} -> {1:.6f}\".format(x0,x1))\n        print(\"e={0:.6f} d={1:.6f}\".format(e,d))\n        print(\"---------------------------------\")\n        x0 = x1\n        \n    return (x0, i)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%time newton(lambda w: w**3-1, 3)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Quasi-Newton"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Secant Method\nhttp://mathworld.wolfram.com/SecantMethod.html"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# quasi-newton (secant)\ndef secant(func, x0, x1, eps=10**(-5), delta=10**(-7)):\n    \"quasi-newton (secant): finds a root of a real-valued function using the secant method.\"\n    \n    e = 1\n    d = abs(func(x1))\n    i = 0\n    \n    while e>eps or d>delta:\n        \n        i = i+1\n        x2 = x1-(func(x1)*(x1-x0)/(func(x1)-func(x0)))\n        e = abs(x2-x1)\n        d = abs(func(x2))\n        print(\"interaction: \", i)\n        print(\"{0:.6f} -> {1:.6f}\".format(x1, x2))\n        print(\"e={0:.6f} d={1:.6f}\".format(e, d))\n        print(\"---------------------------------\")\n        x0 = x1\n        x1 = x2\n        \n    return (x2, i)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%time secant(lambda w: w**3-1, 4, 3)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## using `scipy.optimize`"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "from scipy import optimize as opt",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%time opt.bisect(lambda w: w**3-1, .4, 3)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%time opt.newton(lambda w: w**3-1, 3)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%time opt.newton(lambda w: w**3-1, 3, fprime=lambda w: 3*(w**2))",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "markdown",
-      "source": "## Application: Internal Rate of Return"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import matplotlib.pyplot as plt\n\nv = [-1000, 500, 500, 500, -200]\ndef vpl(v, r):\n        return sum([value*(1+r)**(-period) for period, value in enumerate(v)])\n\nx = [x/400 for x in range(101)]\ny = [vpl(v, r) for r in x]\nplt.plot(x, y, 'b')\nplt.axhline(y=0, linewidth=.5, color='k', marker='.')\nplt.xlim((0,.3))\nplt.show()",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "from scipy import optimize as opt\ndef irr(v, r0):\n    \n    def vpl(r):\n        return sum([value*(1+r)**(-t) for t,value in enumerate(v)])\n    \n    return opt.newton(vpl, r0)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# testing\nv = [-1000, 500, 500, 500, -200]\nirr(v, 0.05)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Integration"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import math",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "print(dir(math))",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "math.e",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "math.exp(2)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "math.pi",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "math.nan",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Rectangle method\n$\\int_{a}^{b}{f(x)dx} \\approx \\Delta x\\,\\sum_{i=1}^{n}{f(m_i)}$ where $\\Delta x = \\frac{b-a}{n}$ and $m_{i} = a + \\frac{\\Delta x}{2} i$"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def rectangle(f, a, b, n):\n    \n    step = (b-a)/n\n    I = 0\n    \n    for i in range(int(n)):\n        I += f(a+(2*i+1)*step/2)\n        \n    return I*step",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "1e5",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# test 1\nrectangle(lambda x: x**2, 0, 12, 1e5)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# test 1\nrectangle(lambda x: math.exp(x), 0, 1, 10)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Trapezoid rule\n$\\int_{a}^{b}{f(x)dx} \\approx \\frac{\\Delta x}{2}\\,\\sum_{i=1}^{n}{[f(x_{i-1})+f(x_{i})]} = \\frac{\\Delta x}{2}\\,\\left[f(x_{0})+2\\,f(x_{1})+2\\,f(x_{1})+...+2\\,f(x_{n-1})+f(x_{n})\\right]$ where $\\Delta x = \\frac{b-a}{n}$ and $x_{i} = a + \\Delta x\\,i$"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def trapezoid(f, a, b, n):\n    \n    step = (b - a)/n\n    I = f(a) + f(b)\n       \n    for i in range(1, int(n), 1):\n        I += 2*f(a+i*step)\n                \n    return I*step/2",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# test\ntrapezoid(lambda x: x**2, 0, 12, 1000)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# test\ntrapezoid(lambda x: math.exp(x), 0, 1, 10)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Simpson's rule\n[Reference from Wolfran's MathWorld](http://mathworld.wolfram.com/SimpsonsRule.html)\n\n$\\int_{a}^{b}{f(x)dx} \\approx \\frac{\\Delta x}{3}\\,\\left[f(x_{0})+4\\,f(x_{1})+2\\,f(x_{2})+4\\,f(x_{3})+2\\,f(x_{4})+...+2\\,f(x_{n-2})+4\\,f(x_{n-1})+f(x_{n})\\right]$ where $\\Delta x = \\frac{b-a}{n}$."
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def simpson(f, a, b, n):\n    \n    step = (b-a)/n\n    I = f(a)+f(b)\n       \n    for i in range(1, int(n), 2):\n        I += 4*f(a+i*step)\n    \n    for i in range(2, int(n-1), 2):\n        I += 2*f(a+i*step)\n                \n    return I*step/3",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# test\nsimpson(lambda x: x**2, 0, 12, 1e5)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# test\nsimpson(lambda x: math.exp(x), 0, 1, 10)",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "from scipy import integrate\n# help(integrate)",
-      "execution_count": 47,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "help(integrate.trapz)",
-      "execution_count": 50,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Help on function trapz in module numpy.lib.function_base:\n\ntrapz(y, x=None, dx=1.0, axis=-1)\n    Integrate along the given axis using the composite trapezoidal rule.\n    \n    Integrate `y` (`x`) along given axis.\n    \n    Parameters\n    ----------\n    y : array_like\n        Input array to integrate.\n    x : array_like, optional\n        The sample points corresponding to the `y` values. If `x` is None,\n        the sample points are assumed to be evenly spaced `dx` apart. The\n        default is None.\n    dx : scalar, optional\n        The spacing between sample points when `x` is None. The default is 1.\n    axis : int, optional\n        The axis along which to integrate.\n    \n    Returns\n    -------\n    trapz : float\n        Definite integral as approximated by trapezoidal rule.\n    \n    See Also\n    --------\n    sum, cumsum\n    \n    Notes\n    -----\n    Image [2]_ illustrates trapezoidal rule -- y-axis locations of points\n    will be taken from `y` array, by default x-axis distances between\n    points will be 1.0, alternatively they can be provided with `x` array\n    or with `dx` scalar.  Return value will be equal to combined area under\n    the red lines.\n    \n    \n    References\n    ----------\n    .. [1] Wikipedia page: http://en.wikipedia.org/wiki/Trapezoidal_rule\n    \n    .. [2] Illustration image:\n           http://en.wikipedia.org/wiki/File:Composite_trapezoidal_rule_illustration.png\n    \n    Examples\n    --------\n    >>> np.trapz([1,2,3])\n    4.0\n    >>> np.trapz([1,2,3], x=[4,6,8])\n    8.0\n    >>> np.trapz([1,2,3], dx=2)\n    8.0\n    >>> a = np.arange(6).reshape(2, 3)\n    >>> a\n    array([[0, 1, 2],\n           [3, 4, 5]])\n    >>> np.trapz(a, axis=0)\n    array([ 1.5,  2.5,  3.5])\n    >>> np.trapz(a, axis=1)\n    array([ 2.,  8.])\n\n",
-          "name": "stdout"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "",
-      "execution_count": null,
-      "outputs": []
-    }
-  ],
-  "metadata": {
-    "anaconda-cloud": {},
-    "kernelspec": {
-      "name": "python3",
-      "display_name": "Python 3",
-      "language": "python"
-    },
-    "language_info": {
-      "mimetype": "text/x-python",
-      "nbconvert_exporter": "python",
-      "name": "python",
-      "pygments_lexer": "ipython3",
-      "version": "3.5.4",
-      "file_extension": ".py",
-      "codemirror_mode": {
-        "version": 3,
-        "name": "ipython"
-      }
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Roots and Integration of real-valued functions\n",
+    "\n",
+    "Discussão sobre a implementação computacional e conceitos relevantes de métodos para encontrar a raíz de funções com valor real:\n",
+    "\n",
+    "Discuss the relevant concepts and the computational implementation of methods to find roots of real-valued functions: \n",
+    "- Bisection - Método da Bissecção\n",
+    "- Newton's Method (or Newton-Raphson) - Método de Newton-Raphson\n",
+    "- Quasi-Newton (Secant) - Método da Secante"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "x = [x/10 for x in range(0, 21)]\n",
+    "y = [x**3-1 for x in x]\n",
+    "plt.plot(x, y, 'b')\n",
+    "plt.axhline(y=0, linewidth=.5, color='k', marker='.')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "x = np.linspace(-3, 3)\n",
+    "y = [x**3-1-3*x+1 for x in x]\n",
+    "plt.plot(x, y, 'b')\n",
+    "plt.axhline(y=0, linewidth=.5, color='k', marker='.')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Bracketing\n",
+    "### Bisection - Bissecsção"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def bisection(f, a, b, delta=1e-5, eps=1e-7):\n",
+    "\n",
+    "    # f: a function\n",
+    "    # a: lower limit\n",
+    "    # b: upper limit\n",
+    "    \n",
+    "    if f(a)*f(b) <= 0:\n",
+    "        \n",
+    "        x_low = a\n",
+    "        x_high = b\n",
+    "        e = 1 # abs(x_high - x_low)\n",
+    "        d = 1 # f(M)\n",
+    "        i = 0\n",
+    "        #print(\"{joao:2d}: [{x_low:0.8f}, {x_high:0.8f}]\".format(joao = i, x_low = x_low, x_high = x_high))\n",
+    "        \n",
+    "        while abs(e)>eps*(1+abs(x_low)+abs(x_high)) or abs(d)>delta:\n",
+    "            \n",
+    "            i += 1\n",
+    "            \n",
+    "            midpoint = (x_low+x_high)/2\n",
+    "            if f(x_low)*f(midpoint)<0:\n",
+    "                x_high = midpoint\n",
+    "            else:\n",
+    "                x_low = midpoint\n",
+    "                \n",
+    "            midpoint = (x_low+x_high)/2\n",
+    "            e = x_high-x_low\n",
+    "            d = f(midpoint)\n",
+    "            #print(\"{i:2d}: [{x_low:0.12f}, {x_high:0.12f}]\".format(i = i, x_low = x_low, x_high = x_high))\n",
+    "            \n",
+    "        return midpoint"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def func(x):\n",
+    "    return x**3-1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%time bisection(func, .4, 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# testing\n",
+    "%time bisection(lambda x: x**3-1, .4, 3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Newton's Method - Método de Newton"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "http://mathworld.wolfram.com/NewtonsMethod.html <br>\n",
+    "http://tutorial.math.lamar.edu/Classes/CalcI/NewtonsMethod.aspx"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# derive\n",
+    "def derive(func, x, eps=1e-6):\n",
+    "    \"derive: calculates the derivative of a real-valued function at a certain point of its domain.\"\n",
+    "    if func(x) or func(x) == 0:\n",
+    "        return (func(x+eps)-func(x-eps))/(2*eps)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# newton\n",
+    "def newton(func, x, eps=10**(-5), delta=10**(-7)):\n",
+    "    \"newton: finds a root of a real-valued function using Newton's method.\"\n",
+    "    \n",
+    "    e = 1\n",
+    "    d = abs(func(x))\n",
+    "    i = 0\n",
+    "    \n",
+    "    x0 = x\n",
+    "    \n",
+    "    while e>eps or d>delta:\n",
+    "        \n",
+    "        i = i+1\n",
+    "        x1 = x0-(func(x0)/derive(func, x0))\n",
+    "        e = abs(x1-x0)\n",
+    "        d = abs(func(x1))\n",
+    "        print(\"interaction: \", i)\n",
+    "        print(\"{0:.6f} -> {1:.6f}\".format(x0,x1))\n",
+    "        print(\"e={0:.6f} d={1:.6f}\".format(e,d))\n",
+    "        print(\"---------------------------------\")\n",
+    "        x0 = x1\n",
+    "        \n",
+    "    return (x0, i)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%time newton(lambda w: w**3-1, 3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Quasi-Newton"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Secant Method - Método Secante\n",
+    "http://mathworld.wolfram.com/SecantMethod.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# quasi-newton (secant)\n",
+    "def secant(func, x0, x1, eps=10**(-5), delta=10**(-7)):\n",
+    "    \"quasi-newton (secant): finds a root of a real-valued function using the secant method.\"\n",
+    "    \n",
+    "    e = 1\n",
+    "    d = abs(func(x1))\n",
+    "    i = 0\n",
+    "    \n",
+    "    while e>eps or d>delta:\n",
+    "        \n",
+    "        i = i+1\n",
+    "        x2 = x1-(func(x1)*(x1-x0)/(func(x1)-func(x0)))\n",
+    "        e = abs(x2-x1)\n",
+    "        d = abs(func(x2))\n",
+    "        print(\"interaction: \", i)\n",
+    "        print(\"{0:.6f} -> {1:.6f}\".format(x1, x2))\n",
+    "        print(\"e={0:.6f} d={1:.6f}\".format(e, d))\n",
+    "        print(\"---------------------------------\")\n",
+    "        x0 = x1\n",
+    "        x1 = x2\n",
+    "        \n",
+    "    return (x2, i)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%time secant(lambda w: w**3-1, 4, 3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## using `scipy.optimize`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy import optimize as opt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%time opt.bisect(lambda w: w**3-1, .4, 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%time opt.newton(lambda w: w**3-1, 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%time opt.newton(lambda w: w**3-1, 3, fprime=lambda w: 3*(w**2))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Application: Internal Rate of Return"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "v = [-1000, 500, 500, 500, -200]\n",
+    "def vpl(v, r):\n",
+    "        return sum([value*(1+r)**(-period) for period, value in enumerate(v)])\n",
+    "\n",
+    "x = [x/400 for x in range(101)]\n",
+    "y = [vpl(v, r) for r in x]\n",
+    "plt.plot(x, y, 'b')\n",
+    "plt.axhline(y=0, linewidth=.5, color='k', marker='.')\n",
+    "plt.xlim((0,.3))\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy import optimize as opt\n",
+    "def irr(v, r0):\n",
+    "    \n",
+    "    def vpl(r):\n",
+    "        return sum([value*(1+r)**(-t) for t,value in enumerate(v)])\n",
+    "    \n",
+    "    return opt.newton(vpl, r0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# testing\n",
+    "v = [-1000, 500, 500, 500, -200]\n",
+    "irr(v, 0.05)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Integration"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import math"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "print(dir(math))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "math.e"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "math.exp(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "math.pi"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "math.nan"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Rectangle method\n",
+    "$\\int_{a}^{b}{f(x)dx} \\approx \\Delta x\\,\\sum_{i=1}^{n}{f(m_i)}$ where $\\Delta x = \\frac{b-a}{n}$ and $m_{i} = a + \\frac{\\Delta x}{2} i$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def rectangle(f, a, b, n):\n",
+    "    \n",
+    "    step = (b-a)/n\n",
+    "    I = 0\n",
+    "    \n",
+    "    for i in range(int(n)):\n",
+    "        I += f(a+(2*i+1)*step/2)\n",
+    "        \n",
+    "    return I*step"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "1e5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# test 1\n",
+    "rectangle(lambda x: x**2, 0, 12, 1e5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# test 1\n",
+    "rectangle(lambda x: math.exp(x), 0, 1, 10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Trapezoid rule\n",
+    "$\\int_{a}^{b}{f(x)dx} \\approx \\frac{\\Delta x}{2}\\,\\sum_{i=1}^{n}{[f(x_{i-1})+f(x_{i})]} = \\frac{\\Delta x}{2}\\,\\left[f(x_{0})+2\\,f(x_{1})+2\\,f(x_{1})+...+2\\,f(x_{n-1})+f(x_{n})\\right]$ where $\\Delta x = \\frac{b-a}{n}$ and $x_{i} = a + \\Delta x\\,i$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def trapezoid(f, a, b, n):\n",
+    "    \n",
+    "    step = (b - a)/n\n",
+    "    I = f(a) + f(b)\n",
+    "       \n",
+    "    for i in range(1, int(n), 1):\n",
+    "        I += 2*f(a+i*step)\n",
+    "                \n",
+    "    return I*step/2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# test\n",
+    "trapezoid(lambda x: x**2, 0, 12, 1000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# test\n",
+    "trapezoid(lambda x: math.exp(x), 0, 1, 10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Simpson's rule\n",
+    "[Reference from Wolfran's MathWorld](http://mathworld.wolfram.com/SimpsonsRule.html)\n",
+    "\n",
+    "$\\int_{a}^{b}{f(x)dx} \\approx \\frac{\\Delta x}{3}\\,\\left[f(x_{0})+4\\,f(x_{1})+2\\,f(x_{2})+4\\,f(x_{3})+2\\,f(x_{4})+...+2\\,f(x_{n-2})+4\\,f(x_{n-1})+f(x_{n})\\right]$ where $\\Delta x = \\frac{b-a}{n}$."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def simpson(f, a, b, n):\n",
+    "    \n",
+    "    step = (b-a)/n\n",
+    "    I = f(a)+f(b)\n",
+    "       \n",
+    "    for i in range(1, int(n), 2):\n",
+    "        I += 4*f(a+i*step)\n",
+    "    \n",
+    "    for i in range(2, int(n-1), 2):\n",
+    "        I += 2*f(a+i*step)\n",
+    "                \n",
+    "    return I*step/3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# test\n",
+    "simpson(lambda x: x**2, 0, 12, 1e5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# test\n",
+    "simpson(lambda x: math.exp(x), 0, 1, 10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy import integrate\n",
+    "# help(integrate)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Help on function trapz in module numpy.lib.function_base:\n",
+      "\n",
+      "trapz(y, x=None, dx=1.0, axis=-1)\n",
+      "    Integrate along the given axis using the composite trapezoidal rule.\n",
+      "    \n",
+      "    Integrate `y` (`x`) along given axis.\n",
+      "    \n",
+      "    Parameters\n",
+      "    ----------\n",
+      "    y : array_like\n",
+      "        Input array to integrate.\n",
+      "    x : array_like, optional\n",
+      "        The sample points corresponding to the `y` values. If `x` is None,\n",
+      "        the sample points are assumed to be evenly spaced `dx` apart. The\n",
+      "        default is None.\n",
+      "    dx : scalar, optional\n",
+      "        The spacing between sample points when `x` is None. The default is 1.\n",
+      "    axis : int, optional\n",
+      "        The axis along which to integrate.\n",
+      "    \n",
+      "    Returns\n",
+      "    -------\n",
+      "    trapz : float\n",
+      "        Definite integral as approximated by trapezoidal rule.\n",
+      "    \n",
+      "    See Also\n",
+      "    --------\n",
+      "    sum, cumsum\n",
+      "    \n",
+      "    Notes\n",
+      "    -----\n",
+      "    Image [2]_ illustrates trapezoidal rule -- y-axis locations of points\n",
+      "    will be taken from `y` array, by default x-axis distances between\n",
+      "    points will be 1.0, alternatively they can be provided with `x` array\n",
+      "    or with `dx` scalar.  Return value will be equal to combined area under\n",
+      "    the red lines.\n",
+      "    \n",
+      "    \n",
+      "    References\n",
+      "    ----------\n",
+      "    .. [1] Wikipedia page: http://en.wikipedia.org/wiki/Trapezoidal_rule\n",
+      "    \n",
+      "    .. [2] Illustration image:\n",
+      "           http://en.wikipedia.org/wiki/File:Composite_trapezoidal_rule_illustration.png\n",
+      "    \n",
+      "    Examples\n",
+      "    --------\n",
+      "    >>> np.trapz([1,2,3])\n",
+      "    4.0\n",
+      "    >>> np.trapz([1,2,3], x=[4,6,8])\n",
+      "    8.0\n",
+      "    >>> np.trapz([1,2,3], dx=2)\n",
+      "    8.0\n",
+      "    >>> a = np.arange(6).reshape(2, 3)\n",
+      "    >>> a\n",
+      "    array([[0, 1, 2],\n",
+      "           [3, 4, 5]])\n",
+      "    >>> np.trapz(a, axis=0)\n",
+      "    array([ 1.5,  2.5,  3.5])\n",
+      "    >>> np.trapz(a, axis=1)\n",
+      "    array([ 2.,  8.])\n",
+      "\n"
+     ]
     }
+   ],
+   "source": [
+    "help(integrate.trapz)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "anaconda-cloud": {},
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
   },
-  "nbformat": 4,
-  "nbformat_minor": 2
-}
\ No newline at end of file
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/0-pre-requisitos/2-math/linear_algebra.ipynb b/0-pre-requisitos/2-math/linear_algebra.ipynb
index 35b433f..6e0c8f1 100755
--- a/0-pre-requisitos/2-math/linear_algebra.ipynb
+++ b/0-pre-requisitos/2-math/linear_algebra.ipynb
@@ -2012,8 +2012,8 @@
  "metadata": {
   "filename": "linear_algebra.rst",
   "kernelspec": {
-   "display_name": "Python",
-   "language": "python3",
+   "display_name": "Python 3",
+   "language": "python",
    "name": "python3"
   },
   "language_info": {
@@ -2026,7 +2026,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.0"
+   "version": "3.6.8"
   },
   "title": "Linear Algebra"
  },
diff --git "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-I.ipynb" "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-I.ipynb"
index 649d31d..00ba88e 100755
--- "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-I.ipynb"
+++ "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-I.ipynb"
@@ -1,1128 +1,5916 @@
 {
-  "cells": [
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "# Optimization"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "!pip install numdifftools",
-      "execution_count": 118,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Requirement already satisfied: numdifftools in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (0.9.20)\nRequirement already satisfied: numpy>=1.9 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (1.15.2)\nRequirement already satisfied: scipy>=0.8 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (1.1.0)\nRequirement already satisfied: algopy>=0.4 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (0.5.7)\nRequirement already satisfied: setuptools>=9.0 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (40.4.3)\n\u001b[33mYou are using pip version 18.0, however version 18.1 is available.\nYou should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n",
-          "name": "stdout"
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import numpy as np\nimport timeit\nfrom scipy import optimize as opt\nimport matplotlib.pyplot as plt\nfrom mpl_toolkits.mplot3d.axes3d import get_test_data\nimport numdifftools as nd",
-      "execution_count": 119,
-      "outputs": []
-    },
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Optimization - Otimização\n",
+    "\n",
+    "Instalando a biblioteca `numdifftools` e suas dependências."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Scalar functions"
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: numdifftools in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (0.9.20)\n",
+      "Requirement already satisfied: numpy>=1.9 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (1.15.2)\n",
+      "Requirement already satisfied: scipy>=0.8 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (1.1.0)\n",
+      "Requirement already satisfied: algopy>=0.4 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (0.5.7)\n",
+      "Requirement already satisfied: setuptools>=9.0 in /home/nbuser/anaconda3_420/lib/python3.5/site-packages (from numdifftools) (40.4.3)\n",
+      "\u001b[33mYou are using pip version 18.0, however version 18.1 is available.\n",
+      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install numdifftools"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import timeit\n",
+    "from scipy import optimize as opt\n",
+    "import matplotlib.pyplot as plt\n",
+    "from mpl_toolkits.mplot3d.axes3d import get_test_data\n",
+    "import numdifftools as nd"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Scalar functions - Funções Escalares"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def f(x):\n",
+    "    return (x+3)*(x-1)**2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "X = np.arange(-5, 5, .1)\n",
+    "Y = f(X)\n",
+    "plt.plot(X, Y)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def f(x):\n    return (x+3)*(x-1)**2",
-      "execution_count": 120,
-      "outputs": []
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "567 µs ± 16.7 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%timeit opt.minimize_scalar(f, bracket=(-2, 2, 4), method='golden')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "scrolled": false,
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "X = np.arange(-5, 5, .1)\nY = f(X)\nplt.plot(X, Y)\nplt.show()",
-      "execution_count": 121,
-      "outputs": []
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "714 µs ± 33.8 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%timeit opt.minimize_scalar(f, bracket=(-2, 2, 4), method='brent')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Function to calculate first derivative of $f$ at $x_{0}$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def d1(x, f, h=1e-5):\n",
+    "    return (f(x+h)-f(x-h))/(2*h)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%timeit opt.minimize_scalar(f, bracket=(-2, 2, 4), method='golden')",
-      "execution_count": 122,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "567 µs ± 16.7 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n",
-          "name": "stdout"
-        }
+     "data": {
+      "text/plain": [
+       "79.99999999697138"
       ]
-    },
+     },
+     "execution_count": 125,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Test\n",
+    "d1(5, f)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Function to calculate <u>second</u> derivative of $f$ at $x_{0}$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def d2(x, f, h=1e-5):\n",
+    "    return (f(x+2*h)+f(x-2*h)-2*f(x))/(2*h)**2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%timeit opt.minimize_scalar(f, bracket=(-2, 2, 4), method='brent')",
-      "execution_count": 123,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "714 µs ± 33.8 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n",
-          "name": "stdout"
-        }
+     "data": {
+      "text/plain": [
+       "32.000002647691865"
       ]
-    },
+     },
+     "execution_count": 127,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Test\n",
+    "d2(5, f)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Newton-Raphson"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def my_newton(f, x0, h=1e-5, delta=1e-5, eps=1e-5):\n",
+    "    \n",
+    "    dif = 1\n",
+    "    der = 1\n",
+    "    i = 0\n",
+    "    \n",
+    "    while dif>eps or der>delta:\n",
+    "        \n",
+    "        i += 1\n",
+    "        d = d1(x0, f)\n",
+    "        x1 = x0 - (d/d2(x0, f))\n",
+    "        dif = abs(x1-x0)\n",
+    "        der = abs(d)\n",
+    "        x0 = x1\n",
+    "        if i > 100:\n",
+    "            break\n",
+    "    \n",
+    "    return x1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Function to calculate first derivative of $f$ at $x_{0}$"
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "74.6 µs ± 4.27 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%timeit my_newton(f, 10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Derivatives - Derivativas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df1 = nd.Derivative(f)\n",
+    "df2 = nd.Derivative(f, n=2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 131,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def d1(x, f, h=1e-5):\n    return (f(x+h)-f(x-h))/(2*h)",
-      "execution_count": 124,
-      "outputs": []
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "185 ms ± 10.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%timeit opt.minimize(f, 10, method='Newton-CG', jac=df1, hess=df2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Refresher of matrix algebra"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Quadratic form: $Q(x_{1}, x_{2}) = a_{1}\\,x_{1}^2 + a_{2}\\,x_{2}^2 + a_{3}\\,x_{1}\\,x_{2}$ </br></br>\n",
+    "\n",
+    "This a algebraic expression can be written with matrix notation:\n",
+    "$\n",
+    "   x=\n",
+    "  \\left[ {\\begin{array}{c}\n",
+    "   x_{1} \\\\\n",
+    "   x_{2} \\\\\n",
+    "  \\end{array} } \\right]\n",
+    "$\n",
+    " and  \n",
+    "$\n",
+    "   A=\n",
+    "  \\left[ {\\begin{array}{c}\n",
+    "   a_{1} & a_{3}/2 \\\\\n",
+    "   a_{3}/2 & a_{2} \\\\\n",
+    "  \\end{array} } \\right]\n",
+    "$\n",
+    " imply $Q(x)=x^{T}\\,A\\,x$. Notice that $A$ is a square, **symmetric** matrix. Therefore, there is a one-to-one relationship between quadratic forms and symmetric matrices.</br></br>\n",
+    " \n",
+    "*Definitions*: </br>\n",
+    "* A quadratic form is *positive definite* iff $Q(x)>0$ for any $x\\neq0$.\n",
+    "* A quadratic form is *negative definite* iff $Q(x)<0$ for any $x\\neq0$."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# Test\nd1(5, f)",
-      "execution_count": 125,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 125,
-          "data": {
-            "text/plain": "79.99999999697138"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        fig.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        event.shiftKey = false;\n",
+       "        // Send a \"J\" for go to next cell\n",
+       "        event.which = 74;\n",
+       "        event.keyCode = 74;\n",
+       "        manager.command_mode();\n",
+       "        manager.handle_keydown(event);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Function to calculate <u>second</u> derivative of $f$ at $x_{0}$"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def d2(x, f, h=1e-5):\n    return (f(x+2*h)+f(x-2*h)-2*f(x))/(2*h)**2",
-      "execution_count": 126,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# Test\nd2(5, f)",
-      "execution_count": 127,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 127,
-          "data": {
-            "text/plain": "32.000002647691865"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/html": [
+       "<img 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width=\"800\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Newton-Raphson"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def my_newton(f, x0, h=1e-5, delta=1e-5, eps=1e-5):\n    \n    dif = 1\n    der = 1\n    i = 0\n    \n    while dif>eps or der>delta:\n        \n        i += 1\n        d = d1(x0, f)\n        x1 = x0 - (d/d2(x0, f))\n        dif = abs(x1-x0)\n        der = abs(d)\n        x0 = x1\n        if i > 100:\n            break\n    \n    return x1",
-      "execution_count": 128,
-      "outputs": []
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib notebook\n",
+    "plt.rcParams['figure.figsize'] = [8, 3]\n",
+    "fig = plt.figure()\n",
+    "fig.suptitle('Definite Quadratic Forms', fontsize=16)\n",
+    "\n",
+    "x = np.linspace(-5, 5, 101)\n",
+    "y = np.linspace(-5, 5, 101)\n",
+    "X, Y = np.meshgrid(x, y)\n",
+    "\n",
+    "ax1 = fig.add_subplot(121, projection='3d')\n",
+    "ax1.plot_wireframe(X, Y, X**2+Y**2, rstride=10, cstride=10)\n",
+    "ax1.set_title('Positive Definite')\n",
+    "\n",
+    "ax2 = fig.add_subplot(122, projection='3d')\n",
+    "ax2.plot_wireframe(X, Y, -X**2-Y**2, rstride=10, cstride=10)\n",
+    "ax2.set_title('Negative Definite')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "*Definitions*: </br>\n",
+    "* A quadratic form is *positive semi-definite* iff $Q(x)\\geq0$ for any $x$.\n",
+    "* A quadratic form is *negative semi-definite* iff $Q(x)\\leq0$ for any $x$."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%timeit my_newton(f, 10)",
-      "execution_count": 129,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "74.6 µs ± 4.27 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n",
-          "name": "stdout"
-        }
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        fig.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        event.shiftKey = false;\n",
+       "        // Send a \"J\" for go to next cell\n",
+       "        event.which = 74;\n",
+       "        event.keyCode = 74;\n",
+       "        manager.command_mode();\n",
+       "        manager.handle_keydown(event);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Derivatives"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "df1 = nd.Derivative(f)\ndf2 = nd.Derivative(f, n=2)",
-      "execution_count": 130,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%timeit opt.minimize(f, 10, method='Newton-CG', jac=df1, hess=df2)",
-      "execution_count": 131,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "185 ms ± 10.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
-          "name": "stdout"
-        }
+     "data": {
+      "text/html": [
+       "<img 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width=\"800\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Refresher of matrix algebra"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Quadratic form: $Q(x_{1}, x_{2}) = a_{1}\\,x_{1}^2 + a_{2}\\,x_{2}^2 + a_{3}\\,x_{1}\\,x_{2}$ </br></br>\n\nThis a algebraic expression can be written with matrix notation:\n$\n   x=\n  \\left[ {\\begin{array}{c}\n   x_{1} \\\\\n   x_{2} \\\\\n  \\end{array} } \\right]\n$\n and  \n$\n   A=\n  \\left[ {\\begin{array}{c}\n   a_{1} & a_{3}/2 \\\\\n   a_{3}/2 & a_{2} \\\\\n  \\end{array} } \\right]\n$\n imply $Q(x)=x^{T}\\,A\\,x$. Notice that $A$ is a square, **symmetric** matrix. Therefore, there is a one-to-one relationship between quadratic forms and symmetric matrices.</br></br>\n \n*Definitions*: </br>\n* A quadratic form is *positive definite* iff $Q(x)>0$ for any $x\\neq0$.\n* A quadratic form is *negative definite* iff $Q(x)<0$ for any $x\\neq0$."
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib notebook\n",
+    "fig = plt.figure()\n",
+    "fig.suptitle('Semi-Definite Quadratic Forms', fontsize=16)\n",
+    "\n",
+    "ax1 = fig.add_subplot(121, projection='3d')\n",
+    "ax1.plot_wireframe(X, Y, (X+Y)**2, rstride=10, cstride=10)\n",
+    "ax1.set_title('Positive Semi-Definite')\n",
+    "\n",
+    "ax2 = fig.add_subplot(122, projection='3d')\n",
+    "ax2.plot_wireframe(X, Y, -(X+Y)**2, rstride=10, cstride=10)\n",
+    "ax2.set_title('Negative Semi-Definite')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "*Definitions*: </br>\n",
+    "* A quadratic form is *indefinite* iff $Q(x)>0$ for some $x$ and $Q(x)<0$ for another $x$."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%matplotlib notebook\nplt.rcParams['figure.figsize'] = [8, 3]\nfig = plt.figure()\nfig.suptitle('Definite Quadratic Forms', fontsize=16)\n\nx = np.linspace(-5, 5, 101)\ny = np.linspace(-5, 5, 101)\nX, Y = np.meshgrid(x, y)\n\nax1 = fig.add_subplot(121, projection='3d')\nax1.plot_wireframe(X, Y, X**2+Y**2, rstride=10, cstride=10)\nax1.set_title('Positive Definite')\n\nax2 = fig.add_subplot(122, projection='3d')\nax2.plot_wireframe(X, Y, -X**2-Y**2, rstride=10, cstride=10)\nax2.set_title('Negative Definite')\n\nplt.show()",
-      "execution_count": 132,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        fig.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        event.shiftKey = false;\n        // Send a \"J\" for go to next cell\n        event.which = 74;\n        event.keyCode = 74;\n        manager.command_mode();\n        manager.handle_keydown(event);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
-            "text/plain": "<IPython.core.display.Javascript object>"
-          },
-          "metadata": {}
-        },
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/html": "<img 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width=\"800\">",
-            "text/plain": "<IPython.core.display.HTML object>"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        fig.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        event.shiftKey = false;\n",
+       "        // Send a \"J\" for go to next cell\n",
+       "        event.which = 74;\n",
+       "        event.keyCode = 74;\n",
+       "        manager.command_mode();\n",
+       "        manager.handle_keydown(event);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "*Definitions*: </br>\n* A quadratic form is *positive semi-definite* iff $Q(x)\\geq0$ for any $x$.\n* A quadratic form is *negative semi-definite* iff $Q(x)\\leq0$ for any $x$."
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%matplotlib notebook\nfig = plt.figure()\nfig.suptitle('Semi-Definite Quadratic Forms', fontsize=16)\n\nax1 = fig.add_subplot(121, projection='3d')\nax1.plot_wireframe(X, Y, (X+Y)**2, rstride=10, cstride=10)\nax1.set_title('Positive Semi-Definite')\n\nax2 = fig.add_subplot(122, projection='3d')\nax2.plot_wireframe(X, Y, -(X+Y)**2, rstride=10, cstride=10)\nax2.set_title('Negative Semi-Definite')\n\nplt.show()",
-      "execution_count": 133,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        fig.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        event.shiftKey = false;\n        // Send a \"J\" for go to next cell\n        event.which = 74;\n        event.keyCode = 74;\n        manager.command_mode();\n        manager.handle_keydown(event);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
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+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "*Definitions*: </br>\n* A quadratic form is *indefinite* iff $Q(x)>0$ for some $x$ and $Q(x)<0$ for another $x$."
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib notebook\n",
+    "plt.rcParams['figure.figsize'] = [5, 3]\n",
+    "fig = plt.figure()\n",
+    "fig.suptitle('Indefinite Quadratic Forms', fontsize=16)\n",
+    "\n",
+    "ax = fig.add_subplot(111, projection='3d')\n",
+    "ax.plot_wireframe(X, Y, X**2-Y**2, rstride=10, cstride=10)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Testing definiteness"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def principal_minors(M):\n",
+    "    if M.ndim == 2 and np.all(M == M.transpose()):\n",
+    "        lpm = []\n",
+    "        for k in np.arange(0, M.shape[0], 1):\n",
+    "            lpm.append(np.linalg.det(M[0:k+1, 0:k+1]))\n",
+    "        return lpm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "A = np.array([[1, 2, 3], [2, 3, 4], [3, 4, 9]])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 137,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%matplotlib notebook\nplt.rcParams['figure.figsize'] = [5, 3]\nfig = plt.figure()\nfig.suptitle('Indefinite Quadratic Forms', fontsize=16)\n\nax = fig.add_subplot(111, projection='3d')\nax.plot_wireframe(X, Y, X**2-Y**2, rstride=10, cstride=10)\n\nplt.show()",
-      "execution_count": 134,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        fig.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        event.shiftKey = false;\n        // Send a \"J\" for go to next cell\n        event.which = 74;\n        event.keyCode = 74;\n        manager.command_mode();\n        manager.handle_keydown(event);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
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-            "text/plain": "<IPython.core.display.HTML object>"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "[1.0, -1.0, -4.000000000000001]"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Testing definiteness"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def principal_minors(M):\n    if M.ndim == 2 and np.all(M == M.transpose()):\n        lpm = []\n        for k in np.arange(0, M.shape[0], 1):\n            lpm.append(np.linalg.det(M[0:k+1, 0:k+1]))\n        return lpm",
-      "execution_count": 135,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "A = np.array([[1, 2, 3], [2, 3, 4], [3, 4, 9]])",
-      "execution_count": 136,
-      "outputs": []
-    },
+     },
+     "execution_count": 137,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "principal_minors(A)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 138,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def positive_definite(M):\n",
+    "    if M.ndim == 2 and np.all(M == M.transpose()):\n",
+    "        return np.all(np.array(principal_minors(M))>0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 139,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "principal_minors(A)",
-      "execution_count": 137,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 137,
-          "data": {
-            "text/plain": "[1.0, -1.0, -4.000000000000001]"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "False"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def positive_definite(M):\n    if M.ndim == 2 and np.all(M == M.transpose()):\n        return np.all(np.array(principal_minors(M))>0)",
-      "execution_count": 138,
-      "outputs": []
-    },
+     },
+     "execution_count": 139,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "positive_definite(A)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 140,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def negative_definite(M):\n",
+    "    if M.ndim == 2 and np.all(M == M.transpose()):\n",
+    "        n = M.shape[0]\n",
+    "        c = [(-1)**(i+1) for i in np.arange(0, n, 1)]\n",
+    "        return np.all((np.array(c)*np.array(principal_minors(M)))>0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 141,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "positive_definite(A)",
-      "execution_count": 139,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 139,
-          "data": {
-            "text/plain": "False"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "False"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def negative_definite(M):\n    if M.ndim == 2 and np.all(M == M.transpose()):\n        n = M.shape[0]\n        c = [(-1)**(i+1) for i in np.arange(0, n, 1)]\n        return np.all((np.array(c)*np.array(principal_minors(M)))>0)",
-      "execution_count": 140,
-      "outputs": []
-    },
+     },
+     "execution_count": 141,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "negative_definite(A)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def indefinite(M):\n",
+    "    if M.ndim == 2 and np.all(M == M.transpose()):\n",
+    "        if not positive_definite(M) and not negative_definite(M):\n",
+    "            n = M.shape[0]\n",
+    "            return np.all(np.array(principal_minors(M)) != 0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 143,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "negative_definite(A)",
-      "execution_count": 141,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 141,
-          "data": {
-            "text/plain": "False"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "True"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def indefinite(M):\n    if M.ndim == 2 and np.all(M == M.transpose()):\n        if not positive_definite(M) and not negative_definite(M):\n            n = M.shape[0]\n            return np.all(np.array(principal_minors(M)) != 0)",
-      "execution_count": 142,
-      "outputs": []
-    },
+     },
+     "execution_count": 143,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "indefinite(A)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Eigenvalues, Eigenvectors and Eigen Decomposition\n",
+    "\n",
+    "$A$: square matrix ($n \\times n$), $x$: column vector ($n \\times 1$), $\\lambda$: scalar. </br>\n",
+    "\n",
+    "*Definition*: $\\lambda$ is an **eigenvalue** of $A$ with corresponding $x$ **eigenvector** iff $A\\,x=\\lambda\\,x$.</br>\n",
+    "\n",
+    "Eigenvalues must solve $\\mathrm{det}(A-\\lambda\\,I)=0$.\n",
+    "\n",
+    "*Result*: If $A$ is a real symmetric matrix, all of its eigenvalues are real numbers, and eigenvectors corresponding to distinct eigenvalues are orthogonal.\n",
+    "\n",
+    "*Eigen Decomposition of Symmetric Matrices*: </br>\n",
+    "Let $P = [x_1, x_2, ..., x_n]$ and $D=diag(\\lambda_1, \\lambda_2, ..., \\lambda_n)$. Then $A = P\\,D\\,P^{-1}$.\n",
+    "\n",
+    "If $\\lambda_i>0, \\forall i$, then $A$ is **positive definite**. </br>\n",
+    "\n",
+    "If $\\lambda_i<0, \\forall i$, then $A$ is **negative definite**. </br>\n",
+    "\n",
+    "If $\\lambda_i\\geq0, \\forall i$, then $A$ is **positive semi-definite**. </br>\n",
+    "\n",
+    "If $\\lambda_i\\leq0, \\forall i$, then $A$ is **negative semi-definite**."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "indefinite(A)",
-      "execution_count": 143,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 143,
-          "data": {
-            "text/plain": "True"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "(array([12.14984759, -0.28900503,  1.13915745]),\n",
+       " array([[ 0.30595473,  0.90505749, -0.29540249],\n",
+       "        [ 0.43670868, -0.40912915, -0.80118592],\n",
+       "        [ 0.84597709, -0.11612179,  0.52042146]]))"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Eigenvalues, Eigenvectors and Eigen Decomposition\n\n$A$: square matrix ($n \\times n$), $x$: column vector ($n \\times 1$), $\\lambda$: scalar. </br>\n\n*Definition*: $\\lambda$ is an **eigenvalue** of $A$ with corresponding $x$ **eigenvector** iff $A\\,x=\\lambda\\,x$.</br>\n\nEigenvalues must solve $\\mathrm{det}(A-\\lambda\\,I)=0$.\n\n*Result*: If $A$ is a real symmetric matrix, all of its eigenvalues are real numbers, and eigenvectors corresponding to distinct eigenvalues are orthogonal.\n\n*Eigen Decomposition of Symmetric Matrices*: </br>\nLet $P = [x_1, x_2, ..., x_n]$ and $D=diag(\\lambda_1, \\lambda_2, ..., \\lambda_n)$. Then $A = P\\,D\\,P^{-1}$.\n\nIf $\\lambda_i>0, \\forall i$, then $A$ is **positive definite**. </br>\n\nIf $\\lambda_i<0, \\forall i$, then $A$ is **negative definite**. </br>\n\nIf $\\lambda_i\\geq0, \\forall i$, then $A$ is **positive semi-definite**. </br>\n\nIf $\\lambda_i\\leq0, \\forall i$, then $A$ is **negative semi-definite**."
-    },
+     },
+     "execution_count": 144,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.linalg.eig(A)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 145,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def pos_def(A):\n",
+    "    return (np.all(np.linalg.eig(A)[0]>0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 146,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "np.linalg.eig(A)",
-      "execution_count": 144,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 144,
-          "data": {
-            "text/plain": "(array([12.14984759, -0.28900503,  1.13915745]),\n array([[ 0.30595473,  0.90505749, -0.29540249],\n        [ 0.43670868, -0.40912915, -0.80118592],\n        [ 0.84597709, -0.11612179,  0.52042146]]))"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "False"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def pos_def(A):\n    return (np.all(np.linalg.eig(A)[0]>0))",
-      "execution_count": 145,
-      "outputs": []
-    },
+     },
+     "execution_count": 146,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pos_def(A)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Multivariate functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 147,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def f(x):\n",
+    "    return x[0]**2+x[1]**2-50*np.sin(.5*(x[0]+x[1]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 148,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = np.array([1, 2, 3])\n",
+    "y = np.array([20, 40, 60])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 149,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X, Y = np.meshgrid(x, y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 150,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "pos_def(A)",
-      "execution_count": 146,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 146,
-          "data": {
-            "text/plain": "False"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "array([[1, 2, 3],\n",
+       "       [1, 2, 3],\n",
+       "       [1, 2, 3]])"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Multivariate functions"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def f(x):\n    return x[0]**2+x[1]**2-50*np.sin(.5*(x[0]+x[1]))",
-      "execution_count": 147,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x = np.array([1, 2, 3])\ny = np.array([20, 40, 60])",
-      "execution_count": 148,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "X, Y = np.meshgrid(x, y)",
-      "execution_count": 149,
-      "outputs": []
-    },
+     },
+     "execution_count": 150,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "X",
-      "execution_count": 150,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 150,
-          "data": {
-            "text/plain": "array([[1, 2, 3],\n       [1, 2, 3],\n       [1, 2, 3]])"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "array([[20, 20, 20],\n",
+       "       [40, 40, 40],\n",
+       "       [60, 60, 60]])"
       ]
-    },
+     },
+     "execution_count": 151,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "Y",
-      "execution_count": 151,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 151,
-          "data": {
-            "text/plain": "array([[20, 20, 20],\n       [40, 40, 40],\n       [60, 60, 60]])"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        fig.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        event.shiftKey = false;\n",
+       "        // Send a \"J\" for go to next cell\n",
+       "        event.which = 74;\n",
+       "        event.keyCode = 74;\n",
+       "        manager.command_mode();\n",
+       "        manager.handle_keydown(event);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
-      "metadata": {
-        "scrolled": true,
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "%matplotlib notebook\nplt.rcParams['figure.figsize'] = [5, 3]\n\nx = np.linspace(-10, 10, 101)\ny = np.linspace(-10, 10, 101)\nX, Y = np.meshgrid(x, y)\n\nfig = plt.figure()\nfig.suptitle('$x^2+y^2-50\\,sin(.5(x+y))$', fontsize=16)\n\nax = fig.add_subplot(111, projection='3d')\nax.plot_wireframe(X, Y, f([X, Y]), rstride=10, cstride=10)\n\nplt.show()",
-      "execution_count": 152,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        fig.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        event.shiftKey = false;\n        // Send a \"J\" for go to next cell\n        event.which = 74;\n        event.keyCode = 74;\n        manager.command_mode();\n        manager.handle_keydown(event);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; 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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib notebook\n",
+    "plt.rcParams['figure.figsize'] = [5, 3]\n",
+    "\n",
+    "x = np.linspace(-10, 10, 101)\n",
+    "y = np.linspace(-10, 10, 101)\n",
+    "X, Y = np.meshgrid(x, y)\n",
+    "\n",
+    "fig = plt.figure()\n",
+    "fig.suptitle('$x^2+y^2-50\\,sin(.5(x+y))$', fontsize=16)\n",
+    "\n",
+    "ax = fig.add_subplot(111, projection='3d')\n",
+    "ax.plot_wireframe(X, Y, f([X, Y]), rstride=10, cstride=10)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 153,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true,
-        "scrolled": true
-      },
-      "cell_type": "code",
-      "source": "%matplotlib notebook\nplt.rcParams['figure.figsize'] = [5, 3]\nx = np.linspace(-10, 10, 101)\ny = np.linspace(-10, 10, 101)\nX, Y = np.meshgrid(x, y)\n\nfig = plt.figure()\n\nax = fig.add_subplot(111)\nax.contour(X, Y, f([X, Y]))\n\nplt.show()",
-      "execution_count": 153,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        fig.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        event.shiftKey = false;\n        // Send a \"J\" for go to next cell\n        event.which = 74;\n        event.keyCode = 74;\n        manager.command_mode();\n        manager.handle_keydown(event);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
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\" width=\"500\">",
-            "text/plain": "<IPython.core.display.HTML object>"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        fig.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        event.shiftKey = false;\n",
+       "        // Send a \"J\" for go to next cell\n",
+       "        event.which = 74;\n",
+       "        event.keyCode = 74;\n",
+       "        manager.command_mode();\n",
+       "        manager.handle_keydown(event);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import numpy as np\nfrom scipy.optimize import minimize",
-      "execution_count": 154,
-      "outputs": []
-    },
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"500\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib notebook\n",
+    "plt.rcParams['figure.figsize'] = [5, 3]\n",
+    "x = np.linspace(-10, 10, 101)\n",
+    "y = np.linspace(-10, 10, 101)\n",
+    "X, Y = np.meshgrid(x, y)\n",
+    "\n",
+    "fig = plt.figure()\n",
+    "\n",
+    "ax = fig.add_subplot(111)\n",
+    "ax.contour(X, Y, f([X, Y]))\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 154,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "from scipy.optimize import minimize"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Nelder-Mead"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 155,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Nelder-Mead"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.\n",
+      "         Current function value: -45.431122\n",
+      "         Iterations: 76\n",
+      "         Function evaluations: 137\n",
+      "[1.4541966  1.45419654]\n"
+     ]
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x0 = np.array([0, 0])\nres = minimize(f, x0, method='nelder-mead', options={'xtol': 1e-8, 'disp': True})\nprint(res.x)\nf(res.x)",
-      "execution_count": 155,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Optimization terminated successfully.\n         Current function value: -45.431122\n         Iterations: 76\n         Function evaluations: 137\n[1.4541966  1.45419654]\n",
-          "name": "stdout"
-        },
-        {
-          "output_type": "execute_result",
-          "execution_count": 155,
-          "data": {
-            "text/plain": "-45.43112199357746"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "-45.43112199357746"
       ]
-    },
+     },
+     "execution_count": 155,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x0 = np.array([0, 0])\n",
+    "res = minimize(f, x0, method='nelder-mead', options={'xtol': 1e-8, 'disp': True})\n",
+    "print(res.x)\n",
+    "f(res.x)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 156,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "res",
-      "execution_count": 156,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 156,
-          "data": {
-            "text/plain": " final_simplex: (array([[1.4541966 , 1.45419654],\n       [1.4541966 , 1.45419654],\n       [1.4541966 , 1.45419654]]), array([-45.43112199, -45.43112199, -45.43112199]))\n           fun: -45.43112199357746\n       message: 'Optimization terminated successfully.'\n          nfev: 137\n           nit: 76\n        status: 0\n       success: True\n             x: array([1.4541966 , 1.45419654])"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       " final_simplex: (array([[1.4541966 , 1.45419654],\n",
+       "       [1.4541966 , 1.45419654],\n",
+       "       [1.4541966 , 1.45419654]]), array([-45.43112199, -45.43112199, -45.43112199]))\n",
+       "           fun: -45.43112199357746\n",
+       "       message: 'Optimization terminated successfully.'\n",
+       "          nfev: 137\n",
+       "           nit: 76\n",
+       "        status: 0\n",
+       "       success: True\n",
+       "             x: array([1.4541966 , 1.45419654])"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Gradient and Hessian"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "fgrad = nd.Gradient(f)\nfhess = nd.Hessian(f)",
-      "execution_count": 157,
-      "outputs": []
-    },
+     },
+     "execution_count": 156,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "res"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Gradient and Hessian"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 157,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fgrad = nd.Gradient(f)\n",
+    "fhess = nd.Hessian(f)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 158,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "type(fgrad)",
-      "execution_count": 158,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 158,
-          "data": {
-            "text/plain": "numdifftools.core.Gradient"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "numdifftools.core.Gradient"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Conjugate Gradient"
-    },
+     },
+     "execution_count": 158,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(fgrad)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conjugate Gradient"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 159,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x0 = np.array([0, 0])\nres = minimize(f, x0, method='CG', jac=fgrad, options={'disp': True})\nprint(res.x)",
-      "execution_count": 159,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Optimization terminated successfully.\n         Current function value: -45.431122\n         Iterations: 3\n         Function evaluations: 8\n         Gradient evaluations: 8\n[1.45419657 1.45419657]\n",
-          "name": "stdout"
-        }
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.\n",
+      "         Current function value: -45.431122\n",
+      "         Iterations: 3\n",
+      "         Function evaluations: 8\n",
+      "         Gradient evaluations: 8\n",
+      "[1.45419657 1.45419657]\n"
+     ]
+    }
+   ],
+   "source": [
+    "x0 = np.array([0, 0])\n",
+    "res = minimize(f, x0, method='CG', jac=fgrad, options={'disp': True})\n",
+    "print(res.x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Broyden, Fletcher, Goldfarb, and Shanno (BFGS)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 160,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Broyden, Fletcher, Goldfarb, and Shanno (BFGS)"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.\n",
+      "         Current function value: -45.431122\n",
+      "         Iterations: 5\n",
+      "         Function evaluations: 7\n",
+      "         Gradient evaluations: 7\n",
+      "[1.45419657 1.45419657]\n"
+     ]
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x0 = np.array([0, 0])\nres = minimize(f, x0, method='BFGS', jac=fgrad, options={'gtol': 1e-8, 'disp': True})\nprint(res.x)\nf(res.x)",
-      "execution_count": 160,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Optimization terminated successfully.\n         Current function value: -45.431122\n         Iterations: 5\n         Function evaluations: 7\n         Gradient evaluations: 7\n[1.45419657 1.45419657]\n",
-          "name": "stdout"
-        },
-        {
-          "output_type": "execute_result",
-          "execution_count": 160,
-          "data": {
-            "text/plain": "-45.43112199357746"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "-45.43112199357746"
       ]
-    },
+     },
+     "execution_count": 160,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x0 = np.array([0, 0])\n",
+    "res = minimize(f, x0, method='BFGS', jac=fgrad, options={'gtol': 1e-8, 'disp': True})\n",
+    "print(res.x)\n",
+    "f(res.x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Newton-CG"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 161,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Newton-CG"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.\n",
+      "         Current function value: -45.431122\n",
+      "         Iterations: 5\n",
+      "         Function evaluations: 9\n",
+      "         Gradient evaluations: 13\n",
+      "         Hessian evaluations: 5\n",
+      "[1.45419658 1.45419658]\n"
+     ]
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x0 = np.array([0, 0])\nres = minimize(f, x0, method='Newton-CG', jac=fgrad, hess=fhess, options={'xtol': 1e-8, 'disp': True})\nprint(res.x)\nf(res.x)",
-      "execution_count": 161,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Optimization terminated successfully.\n         Current function value: -45.431122\n         Iterations: 5\n         Function evaluations: 9\n         Gradient evaluations: 13\n         Hessian evaluations: 5\n[1.45419658 1.45419658]\n",
-          "name": "stdout"
-        },
-        {
-          "output_type": "execute_result",
-          "execution_count": 161,
-          "data": {
-            "text/plain": "-45.43112199357747"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "-45.43112199357747"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "### Maximum Likelihood"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "mu = 18\nsigma = 5\nn = 30\nS = np.random.normal(loc=mu, scale=sigma, size=n)",
-      "execution_count": 162,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def likelihood(par):\n    # par[0]=mu\n    # par[1]=sigma\n    \n    v = 0\n    \n    for x in S:\n        v += -.5*((x-par[0])/par[1])**2-np.log(par[1])\n    \n    return -v",
-      "execution_count": 163,
-      "outputs": []
-    },
+     },
+     "execution_count": 161,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x0 = np.array([0, 0])\n",
+    "res = minimize(f, x0, method='Newton-CG', jac=fgrad, hess=fhess, options={'xtol': 1e-8, 'disp': True})\n",
+    "print(res.x)\n",
+    "f(res.x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Maximum Likelihood"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 162,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mu = 18\n",
+    "sigma = 5\n",
+    "n = 30\n",
+    "S = np.random.normal(loc=mu, scale=sigma, size=n)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 163,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def likelihood(par):\n",
+    "    # par[0]=mu\n",
+    "    # par[1]=sigma\n",
+    "    \n",
+    "    v = 0\n",
+    "    \n",
+    "    for x in S:\n",
+    "        v += -.5*((x-par[0])/par[1])**2-np.log(par[1])\n",
+    "    \n",
+    "    return -v"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 164,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x0 = np.array([1, 1])\nres = minimize(likelihood, x0, method='nelder-mead', options={'xtol': 1e-8, 'disp': True})",
-      "execution_count": 164,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Optimization terminated successfully.\n         Current function value: 62.562558\n         Iterations: 94\n         Function evaluations: 186\n",
-          "name": "stdout"
-        }
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.\n",
+      "         Current function value: 62.562558\n",
+      "         Iterations: 94\n",
+      "         Function evaluations: 186\n"
+     ]
+    }
+   ],
+   "source": [
+    "x0 = np.array([1, 1])\n",
+    "res = minimize(likelihood, x0, method='nelder-mead', options={'xtol': 1e-8, 'disp': True})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 165,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "res.x",
-      "execution_count": 165,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 165,
-          "data": {
-            "text/plain": "array([17.57308836,  4.88133418])"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "array([17.57308836,  4.88133418])"
       ]
-    },
+     },
+     "execution_count": 165,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "res.x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 166,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "S.mean()",
-      "execution_count": 166,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 166,
-          "data": {
-            "text/plain": "17.573088308542683"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "17.573088308542683"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Consumer´s problem with CES utility"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def utility(x, *args):\n    return -(x**.25+(args[0]-args[1]*x)**.25)",
-      "execution_count": 167,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def demand(m, p):\n    x = opt.minimize(utility, .3, args=(m, p), method=\"CG\").x[0]\n    return (x, m-p*x)",
-      "execution_count": 168,
-      "outputs": []
-    },
+     },
+     "execution_count": 166,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "S.mean()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Consumer´s problem with CES utility"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 167,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def utility(x, *args):\n",
+    "    return -(x**.25+(args[0]-args[1]*x)**.25)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 168,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def demand(m, p):\n",
+    "    x = opt.minimize(utility, .3, args=(m, p), method=\"CG\").x[0]\n",
+    "    return (x, m-p*x)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "demand(5, 2)",
-      "execution_count": 169,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 169,
-          "data": {
-            "text/plain": "(1.1062334943922492, 2.7875330112155017)"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "(1.1062334943922492, 2.7875330112155017)"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "price = np.arange(.1, 5, .1)",
-      "execution_count": 170,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Regressão Múltipla"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x1 = np.random.uniform(0, 100, size=20000)",
-      "execution_count": 171,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x2 = np.random.uniform(0, 100, size=20000)",
-      "execution_count": 172,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x2 = .9*x2+.1*x1",
-      "execution_count": 173,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "sigma = 5\ny = 10+.4*x1+.7*x2+np.random.normal(loc=0, scale=sigma, size=20000)",
-      "execution_count": 174,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def my_ols(beta):  \n    return np.sum((y-beta[0]-beta[1]*x1-beta[2]*x2)**2)   ",
-      "execution_count": 175,
-      "outputs": []
-    },
+     },
+     "execution_count": 169,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "demand(5, 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 170,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "price = np.arange(.1, 5, .1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Regressão Múltipla"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 171,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x1 = np.random.uniform(0, 100, size=20000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 172,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x2 = np.random.uniform(0, 100, size=20000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 173,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x2 = .9*x2+.1*x1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 174,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sigma = 5\n",
+    "y = 10+.4*x1+.7*x2+np.random.normal(loc=0, scale=sigma, size=20000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 175,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def my_ols(beta):  \n",
+    "    return np.sum((y-beta[0]-beta[1]*x1-beta[2]*x2)**2)   "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 176,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "opt.minimize(my_ols, (10.1, .5, .6), method=\"CG\")",
-      "execution_count": 176,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 176,
-          "data": {
-            "text/plain": "     fun: 497096.51526724786\n     jac: array([0.09375   , 0.31640625, 0.15625   ])\n message: 'Desired error not necessarily achieved due to precision loss.'\n    nfev: 626\n     nit: 24\n    njev: 123\n  status: 2\n success: False\n       x: array([9.91014709, 0.4020818 , 0.70068662])"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "     fun: 497096.51526724786\n",
+       "     jac: array([0.09375   , 0.31640625, 0.15625   ])\n",
+       " message: 'Desired error not necessarily achieved due to precision loss.'\n",
+       "    nfev: 626\n",
+       "     nit: 24\n",
+       "    njev: 123\n",
+       "  status: 2\n",
+       " success: False\n",
+       "       x: array([9.91014709, 0.4020818 , 0.70068662])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "markdown",
-      "source": "## OLS with matrices"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import io",
-      "execution_count": 178,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "DATA = np.loadtxt(\"data/regression.csv\", delimiter=\";\")",
-      "execution_count": 185,
-      "outputs": []
-    },
+     },
+     "execution_count": 176,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "opt.minimize(my_ols, (10.1, .5, .6), method=\"CG\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## OLS with matrices"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 178,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import io"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 185,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "DATA = np.loadtxt(\"data/regression.csv\", delimiter=\";\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 186,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "DATA",
-      "execution_count": 186,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 186,
-          "data": {
-            "text/plain": "array([[ 19.1503647 ,  19.86175115,  37.76143252],\n       [ 74.48652608,  36.51600696, 118.1015082 ],\n       [ 92.52296518,  65.04593036, 415.2253619 ],\n       ...,\n       [ 71.10202338,  84.71663564, 470.9957971 ],\n       [ 57.05130161,  63.70372631, 382.7933641 ],\n       [ 30.32013916,  58.94863735, 200.9883957 ]])"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "array([[ 19.1503647 ,  19.86175115,  37.76143252],\n",
+       "       [ 74.48652608,  36.51600696, 118.1015082 ],\n",
+       "       [ 92.52296518,  65.04593036, 415.2253619 ],\n",
+       "       ...,\n",
+       "       [ 71.10202338,  84.71663564, 470.9957971 ],\n",
+       "       [ 57.05130161,  63.70372631, 382.7933641 ],\n",
+       "       [ 30.32013916,  58.94863735, 200.9883957 ]])"
       ]
-    },
+     },
+     "execution_count": 186,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "DATA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 187,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "DATA.shape",
-      "execution_count": 187,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 187,
-          "data": {
-            "text/plain": "(500, 3)"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "(500, 3)"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "y = DATA[:, 2].reshape(500, 1)",
-      "execution_count": 188,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "X = DATA[:, 0:2].reshape(500, 2)",
-      "execution_count": 189,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "c = np.ones(500).reshape(500, 1)\nX = np.concatenate((c, X), axis=1)",
-      "execution_count": 192,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def my_ols(y, X):\n    \n    results = {}\n    \n    (n, k) = X.shape\n    results['n'] = n\n    results['k'] = k\n    \n    beta = np.linalg.inv(X.T @ X) @ X.T @ y\n    results['beta'] = beta\n    \n    e = y - X @ beta\n    results['residuas'] = e\n    \n    SSE = sum([e**2 for e in e])[0]\n    results['SSE'] = SSE\n    \n    sigma = np.sqrt(SSE/(n-k))\n    results['sigma'] = sigma\n    \n    V = sigma**2*np.linalg.inv(X.T @ X)\n    results['V'] = V\n    \n    stderr_beta = np.sqrt(np.diag(V))\n    results['stderr_beta'] = stderr_beta\n    \n    t = beta/stderr_beta\n    results['t'] = t\n    \n    # results['p-values'] = \n    \n    ybar = np.mean(y)\n    SQT = sum([(q-ybar)**2 for q in y])[0]\n    results['SQT'] = SQT\n    \n    results['R2'] = 1-(SSE/SQT)\n    \n    return results ",
-      "execution_count": 193,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "res = my_ols(y, X)",
-      "execution_count": 195,
-      "outputs": []
-    },
+     },
+     "execution_count": 187,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "DATA.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 188,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y = DATA[:, 2].reshape(500, 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 189,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X = DATA[:, 0:2].reshape(500, 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 192,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "c = np.ones(500).reshape(500, 1)\n",
+    "X = np.concatenate((c, X), axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 193,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def my_ols(y, X):\n",
+    "    \n",
+    "    results = {}\n",
+    "    \n",
+    "    (n, k) = X.shape\n",
+    "    results['n'] = n\n",
+    "    results['k'] = k\n",
+    "    \n",
+    "    beta = np.linalg.inv(X.T @ X) @ X.T @ y\n",
+    "    results['beta'] = beta\n",
+    "    \n",
+    "    e = y - X @ beta\n",
+    "    results['residuas'] = e\n",
+    "    \n",
+    "    SSE = sum([e**2 for e in e])[0]\n",
+    "    results['SSE'] = SSE\n",
+    "    \n",
+    "    sigma = np.sqrt(SSE/(n-k))\n",
+    "    results['sigma'] = sigma\n",
+    "    \n",
+    "    V = sigma**2*np.linalg.inv(X.T @ X)\n",
+    "    results['V'] = V\n",
+    "    \n",
+    "    stderr_beta = np.sqrt(np.diag(V))\n",
+    "    results['stderr_beta'] = stderr_beta\n",
+    "    \n",
+    "    t = beta/stderr_beta\n",
+    "    results['t'] = t\n",
+    "    \n",
+    "    # results['p-values'] = \n",
+    "    \n",
+    "    ybar = np.mean(y)\n",
+    "    SQT = sum([(q-ybar)**2 for q in y])[0]\n",
+    "    results['SQT'] = SQT\n",
+    "    \n",
+    "    results['R2'] = 1-(SSE/SQT)\n",
+    "    \n",
+    "    return results "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 195,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "res = my_ols(y, X)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 196,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "res",
-      "execution_count": 196,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 196,
-          "data": {
-            "text/plain": "{'R2': 0.5985995381650879,\n 'SQT': 9376178.724748027,\n 'SSE': 3763602.4703605347,\n 'V': array([[ 1.15445286e+02, -5.91775326e-01, -1.40469455e+00],\n        [-5.91775326e-01,  2.16566265e-02, -1.01166076e-02],\n        [-1.40469455e+00, -1.01166076e-02,  3.83194387e-02]]),\n 'beta': array([[46.56424501],\n        [ 3.13088995],\n        [ 1.65078469]]),\n 'k': 3,\n 'n': 500,\n 'residuas': array([[-101.5479714 ],\n        [-221.95191746],\n        [ -28.39493021],\n        [ -55.33220907],\n        [  46.99151994],\n        [ -61.49876145],\n        [ -10.97375688],\n        [  56.04286631],\n        [-107.07201378],\n        [ -22.64234823],\n        [  18.65252702],\n        [   4.20478851],\n        [  58.73792368],\n        [ -96.97502295],\n        [ -32.86295192],\n        [ -20.22262579],\n        [ -67.86712849],\n        [  31.87090306],\n        [-162.09171263],\n        [ -30.01260059],\n        [  11.30891441],\n        [ 158.79214349],\n        [-114.42340488],\n        [ 142.02318218],\n        [  -7.57932036],\n        [  -6.49910448],\n        [ -44.32843848],\n        [   6.77717352],\n        [  27.23886701],\n        [  39.42746732],\n        [-125.27544158],\n        [-312.31561908],\n        [  35.88072314],\n        [-104.09877123],\n        [ -79.13277739],\n        [  62.99108447],\n        [ -91.41741639],\n        [  18.04156839],\n        [  81.20209596],\n        [ 167.03597417],\n        [  42.0640298 ],\n        [ 105.40291713],\n        [  16.97150062],\n        [ -44.58504449],\n        [  21.74017311],\n        [-119.24943519],\n        [  44.37169876],\n        [  46.01439546],\n        [  76.43506709],\n        [  -3.24526726],\n        [-202.64255128],\n        [  31.20018425],\n        [ 189.10460729],\n        [ -23.35534431],\n        [ 111.06580827],\n        [ 122.03248408],\n        [  19.6059557 ],\n        [  85.72600805],\n        [ 199.40993468],\n        [ -15.16393386],\n        [  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-38.86438531],\n        [ -29.94311814],\n        [ -20.84379604],\n        [ -45.63977493],\n        [ 120.47849375],\n        [  54.38004088],\n        [  -4.38531758],\n        [ -33.28213529],\n        [  83.76194741],\n        [ 141.38514588],\n        [  66.76231509],\n        [-122.11997948],\n        [ -34.56647166],\n        [   6.10989168],\n        [-281.5787354 ],\n        [ 176.19837602],\n        [  44.85378175],\n        [  88.58657353],\n        [  33.0908565 ],\n        [ -38.92066434],\n        [  21.62952278],\n        [  -4.22175343],\n        [ -60.49997326],\n        [-109.4640204 ],\n        [ -60.48590219],\n        [ -27.57076231],\n        [  62.39724201],\n        [  61.39945488],\n        [-117.07550313],\n        [  31.65153877],\n        [  20.12100501],\n        [  85.92539889],\n        [ -61.86124012],\n        [  61.49792896],\n        [ 165.73461627],\n        [  37.26269992],\n        [ -21.53092624],\n        [ -65.38451959],\n        [ -68.93437777],\n        [ -99.90633439],\n        [ 160.65240439],\n        [  -5.26000289],\n        [  72.74214152],\n        [  85.47600172],\n        [ -75.87006958],\n        [ -82.28498281],\n        [ -53.84139672],\n        [  32.14703738],\n        [ 111.38677626],\n        [ -36.82556496],\n        [ 207.45035291],\n        [ -75.70162734],\n        [  -9.97591029],\n        [ 104.25785348],\n        [  39.10952468],\n        [  35.37869775],\n        [  61.97001728],\n        [  52.44663671],\n        [ -37.8163759 ]]),\n 'sigma': 87.02092153863731,\n 'stderr_beta': array([10.74454682,  0.14716191,  0.19575352]),\n 't': array([[4.33375607e+00, 3.16415072e+02, 2.37871820e+02],\n        [2.91393392e-01, 2.12751386e+01, 1.59940420e+01],\n        [1.53639303e-01, 1.12174729e+01, 8.43297595e+00]])}"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "{'R2': 0.5985995381650879,\n",
+       " 'SQT': 9376178.724748027,\n",
+       " 'SSE': 3763602.4703605347,\n",
+       " 'V': array([[ 1.15445286e+02, -5.91775326e-01, -1.40469455e+00],\n",
+       "        [-5.91775326e-01,  2.16566265e-02, -1.01166076e-02],\n",
+       "        [-1.40469455e+00, -1.01166076e-02,  3.83194387e-02]]),\n",
+       " 'beta': array([[46.56424501],\n",
+       "        [ 3.13088995],\n",
+       "        [ 1.65078469]]),\n",
+       " 'k': 3,\n",
+       " 'n': 500,\n",
+       " 'residuas': array([[-101.5479714 ],\n",
+       "        [-221.95191746],\n",
+       "        [ -28.39493021],\n",
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+       "        [  61.97001728],\n",
+       "        [  52.44663671],\n",
+       "        [ -37.8163759 ]]),\n",
+       " 'sigma': 87.02092153863731,\n",
+       " 'stderr_beta': array([10.74454682,  0.14716191,  0.19575352]),\n",
+       " 't': array([[4.33375607e+00, 3.16415072e+02, 2.37871820e+02],\n",
+       "        [2.91393392e-01, 2.12751386e+01, 1.59940420e+01],\n",
+       "        [1.53639303e-01, 1.12174729e+01, 8.43297595e+00]])}"
       ]
-    },
+     },
+     "execution_count": 196,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "res"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 197,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "res['R2']",
-      "execution_count": 197,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 197,
-          "data": {
-            "text/plain": "0.5985995381650879"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "0.5985995381650879"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "",
-      "execution_count": null,
-      "outputs": []
-    }
-  ],
-  "metadata": {
-    "kernelspec": {
-      "name": "python3",
-      "display_name": "Python 3",
-      "language": "python"
-    },
-    "language_info": {
-      "mimetype": "text/x-python",
-      "nbconvert_exporter": "python",
-      "name": "python",
-      "pygments_lexer": "ipython3",
-      "version": "3.5.4",
-      "file_extension": ".py",
-      "codemirror_mode": {
-        "version": 3,
-        "name": "ipython"
-      }
+     },
+     "execution_count": 197,
+     "metadata": {},
+     "output_type": "execute_result"
     }
+   ],
+   "source": [
+    "res['R2']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
   },
-  "nbformat": 4,
-  "nbformat_minor": 2
-}
\ No newline at end of file
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-II.ipynb" "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-II.ipynb"
index d051859..3900c73 100755
--- "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-II.ipynb"
+++ "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-II.ipynb"
@@ -1,539 +1,665 @@
 {
-  "cells": [
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "# Optimization with equality constraints"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import math\nimport numpy as np\nfrom scipy import optimize as opt",
-      "execution_count": 1,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "maximize $.4\\,\\log(x_1)+.6\\,\\log(x_2)$ s.t. $x_1+3\\,x_2=50$."
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "I = 50\np = np.array([1, 3])",
-      "execution_count": 2,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "U = lambda x: (.4*math.log(x[0])+.6*math.log(x[1]))",
-      "execution_count": 3,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x0 = (I/len(p))/np.array(p)",
-      "execution_count": 6,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "budget = ({'type': 'eq', 'fun': lambda x: I-np.sum(np.multiply(x, p))})",
-      "execution_count": 8,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "opt.minimize(lambda x: -U(x), x0, method='SLSQP', constraints=budget, tol=1e-08, \n                       options={'disp': True, 'ftol': 1e-08})",
-      "execution_count": 9,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Optimization terminated successfully.    (Exit mode 0)\n            Current function value: -2.5798439652115133\n            Iterations: 8\n            Function evaluations: 32\n            Gradient evaluations: 8\n",
-          "name": "stdout"
-        },
-        {
-          "output_type": "execute_result",
-          "execution_count": 9,
-          "data": {
-            "text/plain": "     fun: -2.5798439652115133\n     jac: array([-0.01999989, -0.06000018])\n message: 'Optimization terminated successfully.'\n    nfev: 32\n     nit: 8\n    njev: 8\n  status: 0\n success: True\n       x: array([20.00008839,  9.99997054])"
-          },
-          "metadata": {}
-        }
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Optimization with equality constraints"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import math\n",
+    "import numpy as np\n",
+    "from scipy import optimize as opt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "maximize $.4\\,\\log(x_1)+.6\\,\\log(x_2)$ s.t. $x_1+3\\,x_2=50$."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "I = 50\n",
+    "p = np.array([1, 3])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "U = lambda x: (.4*math.log(x[0])+.6*math.log(x[1]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x0 = (I/len(p))/np.array(p)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "budget = ({'type': 'eq', 'fun': lambda x: I-np.sum(np.multiply(x, p))})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.    (Exit mode 0)\n",
+      "            Current function value: -2.5798439652115133\n",
+      "            Iterations: 8\n",
+      "            Function evaluations: 32\n",
+      "            Gradient evaluations: 8\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "     fun: -2.5798439652115133\n",
+       "     jac: array([-0.01999989, -0.06000018])\n",
+       " message: 'Optimization terminated successfully.'\n",
+       "    nfev: 32\n",
+       "     nit: 8\n",
+       "    njev: 8\n",
+       "  status: 0\n",
+       " success: True\n",
+       "       x: array([20.00008839,  9.99997054])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def consumer(U, p, I):\n    budget = ({'type': 'eq', 'fun': lambda x: I-np.sum(np.multiply(x, p))})\n    x0 = (I/len(p))/np.array(p)\n    sol = opt.minimize(lambda x: -U(x), x0, method='SLSQP', constraints=budget, tol=1e-08, \n                       options={'disp': False, 'ftol': 1e-08})\n    if sol.status == 0:\n        return {'x': sol.x, 'V': -sol.fun, 'MgU': -sol.jac, 'mult': -sol.jac[0]/p[0]}\n    else:\n        return 0",
-      "execution_count": 16,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "consumer(U, p, I)",
-      "execution_count": 19,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 19,
-          "data": {
-            "text/plain": "{'MgU': array([0.01999989, 0.06000018]),\n 'V': 2.5798439652115133,\n 'mult': 0.01999989151954651,\n 'x': array([20.00008839,  9.99997054])}"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "opt.minimize(lambda x: -U(x), x0, method='SLSQP', constraints=budget, tol=1e-08, \n",
+    "                       options={'disp': True, 'ftol': 1e-08})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def consumer(U, p, I):\n",
+    "    budget = ({'type': 'eq', 'fun': lambda x: I-np.sum(np.multiply(x, p))})\n",
+    "    x0 = (I/len(p))/np.array(p)\n",
+    "    sol = opt.minimize(lambda x: -U(x), x0, method='SLSQP', constraints=budget, tol=1e-08, \n",
+    "                       options={'disp': False, 'ftol': 1e-08})\n",
+    "    if sol.status == 0:\n",
+    "        return {'x': sol.x, 'V': -sol.fun, 'MgU': -sol.jac, 'mult': -sol.jac[0]/p[0]}\n",
+    "    else:\n",
+    "        return 0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'MgU': array([0.01999989, 0.06000018]),\n",
+       " 'V': 2.5798439652115133,\n",
+       " 'mult': 0.01999989151954651,\n",
+       " 'x': array([20.00008839,  9.99997054])}"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "delta=.01",
-      "execution_count": 14,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "(consumer(U, p, I+delta)['V']-consumer(U, p, I-delta)['V'])/(2*delta)",
-      "execution_count": 17,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 17,
-          "data": {
-            "text/plain": "0.020000000351583225"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "consumer(U, p, I)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "delta=.01"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.020000000351583225"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "delta=.001",
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "numerador = (consumer(U,p+np.array([delta, 0]), I)['V']-consumer(U,p+np.array([-delta, 0]), I)['V'])/(2*delta)",
-      "execution_count": 20,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "denominador = (consumer(U, p, I+delta)['V']-consumer(U, p, I-delta)['V'])/(2*delta)",
-      "execution_count": 21,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "-numerador/denominador",
-      "execution_count": 22,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 22,
-          "data": {
-            "text/plain": "20.000666372514335"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "(consumer(U, p, I+delta)['V']-consumer(U, p, I-delta)['V'])/(2*delta)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "delta=.001"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "numerador = (consumer(U,p+np.array([delta, 0]), I)['V']-consumer(U,p+np.array([-delta, 0]), I)['V'])/(2*delta)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "denominador = (consumer(U, p, I+delta)['V']-consumer(U, p, I-delta)['V'])/(2*delta)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "20.000666372514335"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Cost function"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# Production function\nF = lambda x: (x[0]**.8)*(x[1]**.2)",
-      "execution_count": 23,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "w = np.array([5, 4])",
-      "execution_count": 24,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "y = 1",
-      "execution_count": 25,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "constraint = ({'type': 'eq', 'fun': lambda x: y-F(x)})",
-      "execution_count": 26,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x0 = np.array([.5, .5])",
-      "execution_count": 30,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "cost = opt.minimize(lambda x: w@x, x0, method='SLSQP', constraints=constraint, tol=1e-08, \n                       options={'disp': True, 'ftol': 1e-08})",
-      "execution_count": 31,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Optimization terminated successfully.    (Exit mode 0)\n            Current function value: 7.886966805999761\n            Iterations: 8\n            Function evaluations: 33\n            Gradient evaluations: 8\n",
-          "name": "stdout"
-        },
-        {
-          "output_type": "stream",
-          "text": "/home/nbuser/anaconda3_420/lib/python3.5/site-packages/ipykernel/__main__.py:2: RuntimeWarning: invalid value encountered in double_scalars\n  from ipykernel import kernelapp as app\n",
-          "name": "stderr"
-        }
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "-numerador/denominador"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Cost function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Production function\n",
+    "F = lambda x: (x[0]**.8)*(x[1]**.2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "w = np.array([5, 4])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y = 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "constraint = ({'type': 'eq', 'fun': lambda x: y-F(x)})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x0 = np.array([.5, .5])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.    (Exit mode 0)\n",
+      "            Current function value: 7.886966805999761\n",
+      "            Iterations: 8\n",
+      "            Function evaluations: 33\n",
+      "            Gradient evaluations: 8\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/nbuser/anaconda3_420/lib/python3.5/site-packages/ipykernel/__main__.py:2: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  from ipykernel import kernelapp as app\n"
+     ]
+    }
+   ],
+   "source": [
+    "cost = opt.minimize(lambda x: w@x, x0, method='SLSQP', constraints=constraint, tol=1e-08, \n",
+    "                       options={'disp': True, 'ftol': 1e-08})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.9999999999996633"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "F(cost.x)",
-      "execution_count": 33,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 33,
-          "data": {
-            "text/plain": "0.9999999999996633"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "F(cost.x)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "     fun: 7.886966805999761\n",
+       "     jac: array([5., 4.])\n",
+       " message: 'Optimization terminated successfully.'\n",
+       "    nfev: 33\n",
+       "     nit: 8\n",
+       "    njev: 8\n",
+       "  status: 0\n",
+       " success: True\n",
+       "       x: array([1.26191469, 0.39434834])"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "cost",
-      "execution_count": 34,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 34,
-          "data": {
-            "text/plain": "     fun: 7.886966805999761\n     jac: array([5., 4.])\n message: 'Optimization terminated successfully.'\n    nfev: 33\n     nit: 8\n    njev: 8\n  status: 0\n success: True\n       x: array([1.26191469, 0.39434834])"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cost"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Exercise"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = 2\n",
+    "u = lambda c: -np.exp(-a*c)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "R = 2\n",
+    "Z2 = np.array([.72, .92, 1.12, 1.32])\n",
+    "Z3 = np.array([.86, .96, 1.06, 1.16])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def U(x):\n",
+    "    states = len(Z2)*len(Z3)\n",
+    "    U = u(x[0])\n",
+    "    \n",
+    "    for z2 in Z2:\n",
+    "        for z3 in Z3:\n",
+    "            U += (1/states)*u(x[1]*R+x[2]*z2+x[3]*z3)\n",
+    "    \n",
+    "    return U"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "p = np.array([1, 1, .5, .5])\n",
+    "I = 4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'MgU': array([0.08731231, 0.08730633, 0.04365353, 0.04365407]),\n",
+       " 'V': -0.13096546963056768,\n",
+       " 'mult': 0.08731230534613132,\n",
+       " 'x': array([2.43826386, 0.96156249, 0.40056072, 0.79978658])}"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Exercise"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "a = 2\nu = lambda c: -np.exp(-a*c)",
-      "execution_count": 15,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "R = 2\nZ2 = np.array([.72, .92, 1.12, 1.32])\nZ3 = np.array([.86, .96, 1.06, 1.16])",
-      "execution_count": 37,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def U(x):\n    states = len(Z2)*len(Z3)\n    U = u(x[0])\n    \n    for z2 in Z2:\n        for z3 in Z3:\n            U += (1/states)*u(x[1]*R+x[2]*z2+x[3]*z3)\n    \n    return U",
-      "execution_count": 57,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "p = np.array([1, 1, .5, .5])\nI = 4",
-      "execution_count": 35,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# a=1\nconsumer(U, p, I)",
-      "execution_count": 39,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 39,
-          "data": {
-            "text/plain": "{'MgU': array([0.08731231, 0.08730633, 0.04365353, 0.04365407]),\n 'V': -0.13096546963056768,\n 'mult': 0.08731230534613132,\n 'x': array([2.43826386, 0.96156249, 0.40056072, 0.79978658])}"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# a=1\n",
+    "consumer(U, p, I)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'MgU': array([1.46733761e-05, 1.62503376e-05, 6.30933317e-06, 7.55005789e-06]),\n",
+       " 'V': -4.5597092009686085e-06,\n",
+       " 'mult': 1.467337608573871e-05,\n",
+       " 'x': array([ 2.54778275, -0.03185392,  1.48407021,  1.48407214])}"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# a=5\nconsumer(U, p, I)",
-      "execution_count": 55,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 55,
-          "data": {
-            "text/plain": "{'MgU': array([1.46733761e-05, 1.62503376e-05, 6.30933317e-06, 7.55005789e-06]),\n 'V': -4.5597092009686085e-06,\n 'mult': 1.467337608573871e-05,\n 'x': array([ 2.54778275, -0.03185392,  1.48407021,  1.48407214])}"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# a=5\n",
+    "consumer(U, p, I)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'MgU': array([0.01213578, 0.01212819, 0.00606456, 0.00606509]),\n",
+       " 'V': -0.009099936642525175,\n",
+       " 'mult': 0.012135779834352434,\n",
+       " 'x': array([2.55237217, 1.15077956, 0.19958579, 0.39411074])}"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# a=2\nconsumer(U, p, I)",
-      "execution_count": 58,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 58,
-          "data": {
-            "text/plain": "{'MgU': array([0.01213578, 0.01212819, 0.00606456, 0.00606509]),\n 'V': -0.009099936642525175,\n 'mult': 0.012135779834352434,\n 'x': array([2.55237217, 1.15077956, 0.19958579, 0.39411074])}"
-          },
-          "metadata": {}
-        }
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# a=2\n",
+    "consumer(U, p, I)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = np.arange(0.0, 2.0, 0.01)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f72504ab860>]"
       ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import matplotlib.pyplot as plt",
-      "execution_count": 3,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x = np.arange(0.0, 2.0, 0.01)",
-      "execution_count": 6,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "a = 2\nu = lambda c: -np.exp(-a*c)\nplt.plot(x, u(x))",
-      "execution_count": 12,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 12,
-          "data": {
-            "text/plain": "[<matplotlib.lines.Line2D at 0x7f72504ab860>]"
-          },
-          "metadata": {}
-        },
-        {
-          "output_type": "display_data",
-          "data": {
-            "image/png": 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\n",
-            "text/plain": "<matplotlib.figure.Figure at 0x7f725053ea58>"
-          },
-          "metadata": {}
-        }
+     "data": {
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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f725053ea58>"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "a = -2\nplt.plot(x, u(x))",
-      "execution_count": 16,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 16,
-          "data": {
-            "text/plain": "[<matplotlib.lines.Line2D at 0x7f724d2a1668>]"
-          },
-          "metadata": {}
-        },
-        {
-          "output_type": "display_data",
-          "data": {
-            "image/png": 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\n",
-            "text/plain": "<matplotlib.figure.Figure at 0x7f724d2824e0>"
-          },
-          "metadata": {}
-        }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "a = 2\n",
+    "u = lambda c: -np.exp(-a*c)\n",
+    "plt.plot(x, u(x))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f724d2a1668>]"
       ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
     },
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "markdown",
-      "source": "# Optimization with inequality constraints"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "f = lambda x: -x[0]**3+x[1]**2-2*x[0]*(x[2]**2)",
-      "execution_count": 13,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "constraints =({'type': 'eq', 'fun': lambda x: 2*x[0]+x[1]**2+x[2]-5}, \n              {'type': 'ineq', 'fun': lambda x: 5*x[0]**2-x[1]**2-x[2]-2})",
-      "execution_count": 8,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "constraints =({'type': 'eq', 'fun': lambda x: x[0]**3-x[1]})",
-      "execution_count": 10,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "x0 = np.array([.5, .5, 2])\nopt.minimize(f, x0, method='SLSQP', constraints=constraints, tol=1e-08, \n                       options={'disp': True, 'ftol': 1e-08})",
-      "execution_count": 18,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Optimization terminated successfully.    (Exit mode 0)\n            Current function value: -19.000000000000256\n            Iterations: 11\n            Function evaluations: 56\n            Gradient evaluations: 11\n",
-          "name": "stdout"
-        },
-        {
-          "output_type": "execute_result",
-          "execution_count": 18,
-          "data": {
-            "text/plain": "     fun: -19.000000000000256\n     jac: array([-21.,   0., -12.])\n message: 'Optimization terminated successfully.'\n    nfev: 56\n     nit: 11\n    njev: 11\n  status: 0\n success: True\n       x: array([ 1.0000000e+00, -2.6438182e-09,  3.0000000e+00])"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f724d2824e0>"
       ]
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "",
-      "execution_count": null,
-      "outputs": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
-  ],
-  "metadata": {
-    "kernelspec": {
-      "name": "python3",
-      "display_name": "Python 3",
-      "language": "python"
-    },
-    "language_info": {
-      "mimetype": "text/x-python",
-      "nbconvert_exporter": "python",
-      "name": "python",
-      "file_extension": ".py",
-      "version": "3.5.4",
-      "pygments_lexer": "ipython3",
-      "codemirror_mode": {
-        "version": 3,
-        "name": "ipython"
-      }
+   ],
+   "source": [
+    "a = -2\n",
+    "plt.plot(x, u(x))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Optimization with inequality constraints"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "f = lambda x: -x[0]**3+x[1]**2-2*x[0]*(x[2]**2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "constraints =({'type': 'eq', 'fun': lambda x: 2*x[0]+x[1]**2+x[2]-5}, \n",
+    "              {'type': 'ineq', 'fun': lambda x: 5*x[0]**2-x[1]**2-x[2]-2})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "constraints =({'type': 'eq', 'fun': lambda x: x[0]**3-x[1]})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.    (Exit mode 0)\n",
+      "            Current function value: -19.000000000000256\n",
+      "            Iterations: 11\n",
+      "            Function evaluations: 56\n",
+      "            Gradient evaluations: 11\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "     fun: -19.000000000000256\n",
+       "     jac: array([-21.,   0., -12.])\n",
+       " message: 'Optimization terminated successfully.'\n",
+       "    nfev: 56\n",
+       "     nit: 11\n",
+       "    njev: 11\n",
+       "  status: 0\n",
+       " success: True\n",
+       "       x: array([ 1.0000000e+00, -2.6438182e-09,  3.0000000e+00])"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
     }
+   ],
+   "source": [
+    "x0 = np.array([.5, .5, 2])\n",
+    "opt.minimize(f, x0, method='SLSQP', constraints=constraints, tol=1e-08, \n",
+    "                       options={'disp': True, 'ftol': 1e-08})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
   },
-  "nbformat": 4,
-  "nbformat_minor": 2
-}
\ No newline at end of file
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-III.ipynb" "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-III.ipynb"
index ff00af2..c87fe18 100755
--- "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-III.ipynb"
+++ "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-III.ipynb"
@@ -1,279 +1,582 @@
 {
-  "cells": [
-    {
-      "metadata": {
-        "collapsed": true
-      },
-      "cell_type": "markdown",
-      "source": "# Dynamic Optimization"
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "Imagine an infinitely-living individual who has an endowment of capital at the beginning of each period. This endowment is used to produce more goods according, and a fraction of it depreciates. The individual then decides what fraction of the output to consume, and the remaining becomes the endowment of capital available on the next period. Notice that there is just one good in this economy, which can be consumed or used in production (as capital).\n\nThe objective in period $t$ is to *maximize* the intertemporal utility\n$$U_{t} = \\sum_{s=0}^{+\\infty} \\beta^{s}\\,u(c_{t+s})$$\nsubject to\n$$k_{t+s}\\,(1-\\delta) + f(k_{t+s}) = c_{t+s} + k_{t+s+1},\\, t\\in\\mathcal{N}$$\n$k_{t+s}$ is the capital stock at the beginning of period $t+s$, $c_{t+s}$ is the consumption, $f()$ is a production function, $\\delta$ is the depreciation rate, and the discount rate is such that $0<\\beta<1$.\n\nAccording to [Bellman's Principle of Optimality](https://youtu.be/_zE5z-KZGRw) the solution to this problem must also solve\n$$V(k) = \\max \\{u(c)+\\beta\\,V(k^{\\prime})\\}$$\n$$s.t.\\;k^{\\prime}=f(k)+(1-\\delta)k-c$$\n\n*We want to find:*\n* a *value function* $V(k)$ that satisfies the conditions above\n* the associated *policy function* $h(k)$ that indicates what is the (intertemporal) optimal consumption $c$ given the amount of capital at the beginning of the period.\n\nFunctions:\n* $f(k)=k^\\alpha$\n* $u(c)=\\ln(c)$\n\nFirst order condition (wrt $k^{\\prime}$): $-u^{\\prime}(c)+\\beta\\,V^{\\prime}(k^{\\prime})=0$\n\nBenveniste-Scheinkman condition: $V^{\\prime}(k)=u^{\\prime}(c)\\,(1-\\delta+f^{\\prime}(k))$\n\nRe-arranging terms: \n$$k^{\\prime}+c=k^{\\alpha}+(1-\\delta)k$$\n$$c^{\\prime}=\\beta\\,c\\,\\left[1-\\delta+\\alpha\\,(k^{\\prime})^{\\alpha-1}\\right]$$\n\nIn steady state: $c=c^{\\prime}$ and $k=k^{\\prime}$\n\n$$k^{\\ast}=\\left[\\frac{\\alpha\\beta}{1-\\beta(1-\\delta)}\\right]^{\\frac{1}{1-\\alpha}}$$\n$$c^{\\ast}=(k^{\\ast})^{\\alpha}-\\delta k^{\\ast}$$\n\nParameters:\n* $\\alpha = .4$\n* $\\beta = .8$\n* $\\delta = .05$"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import math\nimport numpy as np\nfrom scipy import stats, optimize\nimport time\nimport matplotlib.pyplot as plt",
-      "execution_count": 2,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# parameters\nalpha = .4\nbeta = .8\ndelta = .05\npar = (alpha, beta, delta)",
-      "execution_count": 3,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# utility function\nu = lambda c: math.log(c)",
-      "execution_count": 4,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# production function\nf = lambda k: k**alpha",
-      "execution_count": 5,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# function to calculate distance between two lists with the same indices\ndef dist(V, W):\n    d = 0\n    for (_, v), (_, w) in zip(V.items(), W.items()):\n        d = d + (v-w)**2\n    return math.sqrt(d)",
-      "execution_count": 6,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 1: calculate steady-state"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "k_ss = (alpha*beta/(1-beta*(1-delta)))**(1/(1-alpha))\nc_ss = f(k_ss)-delta*k_ss\nprint(\"steady-state values:\\ncapital: {0:.1f}\\nconsumption: {1:.1f}\".format(k_ss, c_ss))",
-      "execution_count": 7,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "steady-state values:\ncapital: 1.6\nconsumption: 1.1\n",
-          "name": "stdout"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 2: define a grid for $k$ (and $k^{\\prime}$)"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "g_size = 1000\nkmin = 0\nkmax = k_ss*2\nstep = kmax/g_size\n\nk_grid = np.arange(kmin+step, kmax+step, step)",
-      "execution_count": 8,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 3: define initial value function over grid"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# V0 is dictionary. V0(k)=k\nV0 = {}\nfor k in k_grid:\n    V0[k] = math.log(k+1)",
-      "execution_count": 9,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 4: construct maximizer function"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# given a value of k and a (proposed) value function V, find k' that maximizes V over grid of k.  \n\ndef maximizer(k, V0, u, f, k_grid):\n    \n    i = 0\n    for K in k_grid:\n        \n        c = f(k)+(1-delta)*k-K\n        if c>0:\n            i += 1\n            v = u(c)+beta*V0[K]\n            if i == 1:\n                vmax = v\n                cmax = c\n                kmax = K\n            elif v>vmax:\n                vmax = v\n                cmax = c\n                kmax = K\n                \n    return (vmax, cmax, kmax)",
-      "execution_count": 10,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 5: iteration over value function"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def bellman(V0, u, f, k_grid, eps=1e-3):\n    \n    T = {}\n    T[0] = (1, 1)\n    t0 = time.time()\n    d = 1\n    i = 0\n    \n    while d>eps:\n        \n        V = {}\n        C = {}\n        K = {}\n        \n        i += 1\n               \n        for k in k_grid:\n            v = maximizer(k, V0, u, f, k_grid)\n            V[k] = v[0]\n            C[k] = v[1]\n            K[k] = v[2]\n            \n        d = abs(dist(V, V0))\n        V0 = V\n        T[i] = (d, time.time()-t0)\n        print('i: {0}, d = {1:.5f} ({2:.2%})'.format(i,d,(d/T[i-1][0])-1))\n        \n    print('i: {0}, d = {1:.5f})'.format(i,d))\n    return (V, C, K, T)",
-      "execution_count": 12,
-      "outputs": []
-    },
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Dynamic Optimization"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Imagine an infinitely-living individual who has an endowment of capital at the beginning of each period. This endowment is used to produce more goods according, and a fraction of it depreciates. The individual then decides what fraction of the output to consume, and the remaining becomes the endowment of capital available on the next period. Notice that there is just one good in this economy, which can be consumed or used in production (as capital).\n",
+    "\n",
+    "The objective in period $t$ is to *maximize* the intertemporal utility\n",
+    "$$U_{t} = \\sum_{s=0}^{+\\infty} \\beta^{s}\\,u(c_{t+s})$$\n",
+    "subject to\n",
+    "$$k_{t+s}\\,(1-\\delta) + f(k_{t+s}) = c_{t+s} + k_{t+s+1},\\, t\\in\\mathcal{N}$$\n",
+    "$k_{t+s}$ is the capital stock at the beginning of period $t+s$, $c_{t+s}$ is the consumption, $f()$ is a production function, $\\delta$ is the depreciation rate, and the discount rate is such that $0<\\beta<1$.\n",
+    "\n",
+    "According to [Bellman's Principle of Optimality](https://youtu.be/_zE5z-KZGRw) the solution to this problem must also solve\n",
+    "$$V(k) = \\max \\{u(c)+\\beta\\,V(k^{\\prime})\\}$$\n",
+    "$$s.t.\\;k^{\\prime}=f(k)+(1-\\delta)k-c$$\n",
+    "\n",
+    "*We want to find:*\n",
+    "* a *value function* $V(k)$ that satisfies the conditions above\n",
+    "* the associated *policy function* $h(k)$ that indicates what is the (intertemporal) optimal consumption $c$ given the amount of capital at the beginning of the period.\n",
+    "\n",
+    "Functions:\n",
+    "* $f(k)=k^\\alpha$\n",
+    "* $u(c)=\\ln(c)$\n",
+    "\n",
+    "First order condition (wrt $k^{\\prime}$): $-u^{\\prime}(c)+\\beta\\,V^{\\prime}(k^{\\prime})=0$\n",
+    "\n",
+    "Benveniste-Scheinkman condition: $V^{\\prime}(k)=u^{\\prime}(c)\\,(1-\\delta+f^{\\prime}(k))$\n",
+    "\n",
+    "Re-arranging terms: \n",
+    "$$k^{\\prime}+c=k^{\\alpha}+(1-\\delta)k$$\n",
+    "$$c^{\\prime}=\\beta\\,c\\,\\left[1-\\delta+\\alpha\\,(k^{\\prime})^{\\alpha-1}\\right]$$\n",
+    "\n",
+    "In steady state: $c=c^{\\prime}$ and $k=k^{\\prime}$\n",
+    "\n",
+    "$$k^{\\ast}=\\left[\\frac{\\alpha\\beta}{1-\\beta(1-\\delta)}\\right]^{\\frac{1}{1-\\alpha}}$$\n",
+    "$$c^{\\ast}=(k^{\\ast})^{\\alpha}-\\delta k^{\\ast}$$\n",
+    "\n",
+    "Parameters:\n",
+    "* $\\alpha = .4$\n",
+    "* $\\beta = .8$\n",
+    "* $\\delta = .05$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import math\n",
+    "import numpy as np\n",
+    "from scipy import stats, optimize\n",
+    "import time\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parameters\n",
+    "alpha = .4\n",
+    "beta = .8\n",
+    "delta = .05\n",
+    "par = (alpha, beta, delta)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# utility function\n",
+    "u = lambda c: math.log(c)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# production function\n",
+    "f = lambda k: k**alpha"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# function to calculate distance between two lists with the same indices\n",
+    "def dist(V, W):\n",
+    "    d = 0\n",
+    "    for (_, v), (_, w) in zip(V.items(), W.items()):\n",
+    "        d = d + (v-w)**2\n",
+    "    return math.sqrt(d)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 1: calculate steady-state"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Shazam!"
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "steady-state values:\n",
+      "capital: 1.6\n",
+      "consumption: 1.1\n"
+     ]
+    }
+   ],
+   "source": [
+    "k_ss = (alpha*beta/(1-beta*(1-delta)))**(1/(1-alpha))\n",
+    "c_ss = f(k_ss)-delta*k_ss\n",
+    "print(\"steady-state values:\\ncapital: {0:.1f}\\nconsumption: {1:.1f}\".format(k_ss, c_ss))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 2: define a grid for $k$ (and $k^{\\prime}$)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "g_size = 1000\n",
+    "kmin = 0\n",
+    "kmax = k_ss*2\n",
+    "step = kmax/g_size\n",
+    "\n",
+    "k_grid = np.arange(kmin+step, kmax+step, step)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 3: define initial value function over grid"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# V0 is dictionary. V0(k)=k\n",
+    "V0 = {}\n",
+    "for k in k_grid:\n",
+    "    V0[k] = math.log(k+1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 4: construct maximizer function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# given a value of k and a (proposed) value function V, find k' that maximizes V over grid of k.  \n",
+    "\n",
+    "def maximizer(k, V0, u, f, k_grid):\n",
+    "    \n",
+    "    i = 0\n",
+    "    for K in k_grid:\n",
+    "        \n",
+    "        c = f(k)+(1-delta)*k-K\n",
+    "        if c>0:\n",
+    "            i += 1\n",
+    "            v = u(c)+beta*V0[K]\n",
+    "            if i == 1:\n",
+    "                vmax = v\n",
+    "                cmax = c\n",
+    "                kmax = K\n",
+    "            elif v>vmax:\n",
+    "                vmax = v\n",
+    "                cmax = c\n",
+    "                kmax = K\n",
+    "                \n",
+    "    return (vmax, cmax, kmax)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 5: iteration over value function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def bellman(V0, u, f, k_grid, eps=1e-3):\n",
+    "    \n",
+    "    T = {}\n",
+    "    T[0] = (1, 1)\n",
+    "    t0 = time.time()\n",
+    "    d = 1\n",
+    "    i = 0\n",
+    "    \n",
+    "    while d>eps:\n",
+    "        \n",
+    "        V = {}\n",
+    "        C = {}\n",
+    "        K = {}\n",
+    "        \n",
+    "        i += 1\n",
+    "               \n",
+    "        for k in k_grid:\n",
+    "            v = maximizer(k, V0, u, f, k_grid)\n",
+    "            V[k] = v[0]\n",
+    "            C[k] = v[1]\n",
+    "            K[k] = v[2]\n",
+    "            \n",
+    "        d = abs(dist(V, V0))\n",
+    "        V0 = V\n",
+    "        T[i] = (d, time.time()-t0)\n",
+    "        print('i: {0}, d = {1:.5f} ({2:.2%})'.format(i,d,(d/T[i-1][0])-1))\n",
+    "        \n",
+    "    print('i: {0}, d = {1:.5f})'.format(i,d))\n",
+    "    return (V, C, K, T)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Shazam!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
     {
-      "metadata": {
-        "scrolled": true,
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "S = bellman(V0, u, f, k_grid)",
-      "execution_count": 13,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "i: 1, d = 11.47116 (1047.12%)\ni: 2, d = 8.71175 (-24.06%)\ni: 3, d = 6.23321 (-28.45%)\ni: 4, d = 4.50341 (-27.75%)\ni: 5, d = 3.30647 (-26.58%)\ni: 6, d = 2.46702 (-25.39%)\ni: 7, d = 1.86775 (-24.29%)\ni: 8, d = 1.43191 (-23.33%)\ni: 9, d = 1.10911 (-22.54%)\ni: 10, d = 0.86617 (-21.90%)\ni: 11, d = 0.68077 (-21.40%)\ni: 12, d = 0.53760 (-21.03%)\ni: 13, d = 0.42600 (-20.76%)\ni: 14, d = 0.33841 (-20.56%)\ni: 15, d = 0.26932 (-20.42%)\ni: 16, d = 0.21461 (-20.31%)\ni: 17, d = 0.17118 (-20.24%)\ni: 18, d = 0.13663 (-20.18%)\ni: 19, d = 0.10912 (-20.14%)\ni: 20, d = 0.08718 (-20.11%)\ni: 21, d = 0.06967 (-20.08%)\ni: 22, d = 0.05569 (-20.07%)\ni: 23, d = 0.04452 (-20.05%)\ni: 24, d = 0.03560 (-20.04%)\ni: 25, d = 0.02847 (-20.03%)\ni: 26, d = 0.02277 (-20.03%)\ni: 27, d = 0.01821 (-20.02%)\ni: 28, d = 0.01456 (-20.02%)\ni: 29, d = 0.01165 (-20.01%)\ni: 30, d = 0.00932 (-20.01%)\ni: 31, d = 0.00745 (-20.01%)\ni: 32, d = 0.00596 (-20.01%)\ni: 33, d = 0.00477 (-20.00%)\ni: 34, d = 0.00382 (-20.00%)\ni: 35, d = 0.00305 (-20.00%)\ni: 36, d = 0.00244 (-20.00%)\ni: 37, d = 0.00195 (-20.00%)\ni: 38, d = 0.00156 (-20.00%)\ni: 39, d = 0.00125 (-20.00%)\ni: 40, d = 0.00100 (-20.00%)\ni: 41, d = 0.00080 (-20.00%)\ni: 41, d = 0.00080)\n",
-          "name": "stdout"
-        }
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i: 1, d = 11.47116 (1047.12%)\n",
+      "i: 2, d = 8.71175 (-24.06%)\n",
+      "i: 3, d = 6.23321 (-28.45%)\n",
+      "i: 4, d = 4.50341 (-27.75%)\n",
+      "i: 5, d = 3.30647 (-26.58%)\n",
+      "i: 6, d = 2.46702 (-25.39%)\n",
+      "i: 7, d = 1.86775 (-24.29%)\n",
+      "i: 8, d = 1.43191 (-23.33%)\n",
+      "i: 9, d = 1.10911 (-22.54%)\n",
+      "i: 10, d = 0.86617 (-21.90%)\n",
+      "i: 11, d = 0.68077 (-21.40%)\n",
+      "i: 12, d = 0.53760 (-21.03%)\n",
+      "i: 13, d = 0.42600 (-20.76%)\n",
+      "i: 14, d = 0.33841 (-20.56%)\n",
+      "i: 15, d = 0.26932 (-20.42%)\n",
+      "i: 16, d = 0.21461 (-20.31%)\n",
+      "i: 17, d = 0.17118 (-20.24%)\n",
+      "i: 18, d = 0.13663 (-20.18%)\n",
+      "i: 19, d = 0.10912 (-20.14%)\n",
+      "i: 20, d = 0.08718 (-20.11%)\n",
+      "i: 21, d = 0.06967 (-20.08%)\n",
+      "i: 22, d = 0.05569 (-20.07%)\n",
+      "i: 23, d = 0.04452 (-20.05%)\n",
+      "i: 24, d = 0.03560 (-20.04%)\n",
+      "i: 25, d = 0.02847 (-20.03%)\n",
+      "i: 26, d = 0.02277 (-20.03%)\n",
+      "i: 27, d = 0.01821 (-20.02%)\n",
+      "i: 28, d = 0.01456 (-20.02%)\n",
+      "i: 29, d = 0.01165 (-20.01%)\n",
+      "i: 30, d = 0.00932 (-20.01%)\n",
+      "i: 31, d = 0.00745 (-20.01%)\n",
+      "i: 32, d = 0.00596 (-20.01%)\n",
+      "i: 33, d = 0.00477 (-20.00%)\n",
+      "i: 34, d = 0.00382 (-20.00%)\n",
+      "i: 35, d = 0.00305 (-20.00%)\n",
+      "i: 36, d = 0.00244 (-20.00%)\n",
+      "i: 37, d = 0.00195 (-20.00%)\n",
+      "i: 38, d = 0.00156 (-20.00%)\n",
+      "i: 39, d = 0.00125 (-20.00%)\n",
+      "i: 40, d = 0.00100 (-20.00%)\n",
+      "i: 41, d = 0.00080 (-20.00%)\n",
+      "i: 41, d = 0.00080)\n"
+     ]
+    }
+   ],
+   "source": [
+    "S = bellman(V0, u, f, k_grid)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "S[3]",
-      "execution_count": 16,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "execution_count": 16,
-          "data": {
-            "text/plain": "{0: (1, 1),\n 1: (11.471163339929898, 11.620864152908325),\n 2: (8.711751727405229, 24.175007581710815),\n 3: (6.233207992621637, 37.45667099952698),\n 4: (4.503406692265431, 50.7048454284668),\n 5: (3.306469822288683, 63.64902210235596),\n 6: (2.467018540510849, 76.81420135498047),\n 7: (1.8677475739998395, 89.01143765449524),\n 8: (1.4319148954993604, 100.75852632522583),\n 9: (1.1091069779636689, 113.11196255683899),\n 10: (0.86616526516008, 125.26574158668518),\n 11: (0.6807749115680007, 137.06682467460632),\n 12: (0.5375994977798054, 148.5941891670227),\n 13: (0.4260043505473527, 160.18138718605042),\n 14: (0.33841249069847884, 172.33310961723328),\n 15: (0.26931662426805536, 184.27857446670532),\n 16: (0.21460923643192942, 196.00503754615784),\n 17: (0.17117894724320826, 207.51750993728638),\n 18: (0.1366336975348204, 219.02280259132385),\n 19: (0.10911729721855218, 231.41397738456726),\n 20: (0.08717613476214513, 243.08990097045898),\n 21: (0.06966772355821278, 254.6827666759491),\n 22: (0.05568814245179515, 266.64171719551086),\n 23: (0.04452161208020133, 278.3515884876251),\n 24: (0.035598941252427484, 290.5835506916046),\n 25: (0.028467578026808594, 302.8230154514313),\n 26: (0.022766594712928367, 314.76684737205505),\n 27: (0.01820850416251944, 327.0457673072815),\n 28: (0.0145636707576875, 339.1297814846039),\n 29: (0.011649095366938398, 351.3482563495636),\n 30: (0.009317977551900567, 363.70199179649353),\n 31: (0.007453545960504198, 375.41989493370056),\n 32: (0.005962193499606321, 388.3381025791168),\n 33: (0.0047694662863360495, 400.3460953235626),\n 34: (0.0038154180630221098, 412.2888388633728),\n 35: (0.003052163370817199, 424.21188163757324),\n 36: (0.002441615428970485, 435.95243740081787),\n 37: (0.0019532613639854386, 448.54394912719727),\n 38: (0.0015626052734961952, 460.12600922584534),\n 39: (0.0012500874972857857, 472.09953689575195),\n 40: (0.0010000568097899912, 483.8269262313843),\n 41: (0.0008000134337702209, 495.6525139808655)}"
-          },
-          "metadata": {}
-        }
+     "data": {
+      "text/plain": [
+       "{0: (1, 1),\n",
+       " 1: (11.471163339929898, 11.620864152908325),\n",
+       " 2: (8.711751727405229, 24.175007581710815),\n",
+       " 3: (6.233207992621637, 37.45667099952698),\n",
+       " 4: (4.503406692265431, 50.7048454284668),\n",
+       " 5: (3.306469822288683, 63.64902210235596),\n",
+       " 6: (2.467018540510849, 76.81420135498047),\n",
+       " 7: (1.8677475739998395, 89.01143765449524),\n",
+       " 8: (1.4319148954993604, 100.75852632522583),\n",
+       " 9: (1.1091069779636689, 113.11196255683899),\n",
+       " 10: (0.86616526516008, 125.26574158668518),\n",
+       " 11: (0.6807749115680007, 137.06682467460632),\n",
+       " 12: (0.5375994977798054, 148.5941891670227),\n",
+       " 13: (0.4260043505473527, 160.18138718605042),\n",
+       " 14: (0.33841249069847884, 172.33310961723328),\n",
+       " 15: (0.26931662426805536, 184.27857446670532),\n",
+       " 16: (0.21460923643192942, 196.00503754615784),\n",
+       " 17: (0.17117894724320826, 207.51750993728638),\n",
+       " 18: (0.1366336975348204, 219.02280259132385),\n",
+       " 19: (0.10911729721855218, 231.41397738456726),\n",
+       " 20: (0.08717613476214513, 243.08990097045898),\n",
+       " 21: (0.06966772355821278, 254.6827666759491),\n",
+       " 22: (0.05568814245179515, 266.64171719551086),\n",
+       " 23: (0.04452161208020133, 278.3515884876251),\n",
+       " 24: (0.035598941252427484, 290.5835506916046),\n",
+       " 25: (0.028467578026808594, 302.8230154514313),\n",
+       " 26: (0.022766594712928367, 314.76684737205505),\n",
+       " 27: (0.01820850416251944, 327.0457673072815),\n",
+       " 28: (0.0145636707576875, 339.1297814846039),\n",
+       " 29: (0.011649095366938398, 351.3482563495636),\n",
+       " 30: (0.009317977551900567, 363.70199179649353),\n",
+       " 31: (0.007453545960504198, 375.41989493370056),\n",
+       " 32: (0.005962193499606321, 388.3381025791168),\n",
+       " 33: (0.0047694662863360495, 400.3460953235626),\n",
+       " 34: (0.0038154180630221098, 412.2888388633728),\n",
+       " 35: (0.003052163370817199, 424.21188163757324),\n",
+       " 36: (0.002441615428970485, 435.95243740081787),\n",
+       " 37: (0.0019532613639854386, 448.54394912719727),\n",
+       " 38: (0.0015626052734961952, 460.12600922584534),\n",
+       " 39: (0.0012500874972857857, 472.09953689575195),\n",
+       " 40: (0.0010000568097899912, 483.8269262313843),\n",
+       " 41: (0.0008000134337702209, 495.6525139808655)}"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Exploring the results"
-    },
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "S[3]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Exploring the results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 240,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "V = S[0]\nX = []\nY = []\nZ = []\n\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(V[k])\n        Z.append(V0[k])\n        \nplt.plot(X, Y, color=\"green\", linewidth=2, label=\"Optimum\")\nplt.plot(X, Z, \"--\", color=\"gray\", linewidth=1, label=\"Initial guess\")\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$V$\", fontsize=14)\nplt.title(\"Value Function\")\nplt.legend(loc='lower right')\nplt.show()",
-      "execution_count": 240,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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IIC4uzvvFitRRRbaIVQdX8cHWD1i0bRHbjm0rt19MSAzXdr2WMd3GcEXHKzT5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\nFEYURkREJEKlpaWUlpb6XUbC0zEjCiMiIiK+Uhh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-            "text/plain": "<matplotlib.figure.Figure at 0x7f3ba03b75c0>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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IIC4uzvvFitRRRbaIVQdX8cHWD1i0bRHbjm0rt19MSAzXdr2WMd3GcEXHKzT5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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f3ba03b75c0>"
       ]
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "V = S[0]\n",
+    "X = []\n",
+    "Y = []\n",
+    "Z = []\n",
+    "\n",
+    "for k in k_grid:\n",
+    "    if k < 1.5*k_ss:\n",
+    "        X.append(k)\n",
+    "        Y.append(V[k])\n",
+    "        Z.append(V0[k])\n",
+    "        \n",
+    "plt.plot(X, Y, color=\"green\", linewidth=2, label=\"Optimum\")\n",
+    "plt.plot(X, Z, \"--\", color=\"gray\", linewidth=1, label=\"Initial guess\")\n",
+    "plt.xlabel(\"$k$\", fontsize=14)\n",
+    "plt.ylabel(\"$V$\", fontsize=14)\n",
+    "plt.title(\"Value Function\")\n",
+    "plt.legend(loc='lower right')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 229,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "C = S[1]\nX = []\nY = []\nZ = []\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(C[k])\n        Z.append(f(k)-delta*k)\n\nplt.plot(X, Y, color=\"blue\", linewidth=2, label=\"capital stock: $k$\")\nplt.plot(X, Z, \"--\", color=\"gray\", linewidth=1, label=\"net product: $f(k)-\\delta k$\")\nplt.plot([k_ss], [c_ss], marker='o', color='r')\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$c$\", fontsize=14)\nplt.title(\"Policy Function: $c$\")\nplt.legend(loc='lower right')\nplt.show()",
-      "execution_count": 229,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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brbX35ny/1hjTF5gMKJSIBIBjx47xxRdfsGbNGlJTU09s6z5o0CBiYmKoVq18\nfyR9/z289RbMmAGHD3v2RUbCo4/CTTeV6yVFpAwCNpSUQi+g4L+DPgWe90MtIlKE6tWrs337dtq3\nb0/Hjh1p1apVmSaqFmffPnjmGXjySc/2sDC3PfywYdpjRCQQVaZQ0hQoMH+ePUC4MaaGtfaoH2oS\nkXyMMUyYMKHCzr9gATzyiBshyc7Oa69eHQYOhGefhU6dKuzyIlJGlSmUiIifZGVlsXHjRlavXs2Q\nIUOoXr26z66dnQ3ffQczZ8Lf/164f8wYeOklPZNGJBhUplCyG2hSoK0JkHaqUZLJkycTERHh0RYf\nH098fHz5VihSiWRlZbFp0yZWrlzJmjVryMjIoFGjRhw8eJDGjRv7pIbUVBgxwq2aya9ZMzexdfhw\n6NPHJ6WIVGoJCQkkJCR4tKWmppb7dUxFLr8rL8aYbOBya+2ckxzzJDDEWtstX9t/gPrW2qHFvCYW\nSExMTCQ2Nra8yxaplDZs2HAiiBw5coSGDRvSuXNnOnfuzGmnnebVE3fLIjvbTV597z23A2tWVl5f\nSIjbCO3VV90tGxGpOElJScTFxQHEWWuTyuOcATtSYoypA7QFcn/CxRhjugH7rbXbjDFPAFHW2ty9\nSP4JTDLGPAW8BgwERgJFBhIRKZ3PP/+cjIwM4uLi6Ny5M02aNKnwIJJr7Vq4806YP9+zPTQUnn7a\nLevV/iIiwStgQwnQA1gE2JyvZ3PaXweux01sPfHAcGvtZmPMJbjVNrcD24HfW2uL2JlAREpr7Nix\n1KpVy2dBxFqYPt3NF1m71rOvaVO47DK45Rbo3t0n5YhIBQrYUGKt/YqT7DhrrR1fRNvXQFxF1iVS\nmSUnJ1O3bl1q1apV7DG1a9f2SS1Hj7rn0kyfDh995NlXvbpb8nvrre6WjYhUDgEbSkTEN9LS0li+\nfDkrVqxg9+7dDBkyhJ49e/q1pjffdIEjLc2zvWdPuOoqtwNrTIx/ahORiqNQIlIFHTlyhFWrVrF8\n+XK2bNlCtWrVaN++PRdccAFt27b1S0179sAHH8D77xfeDr5mTfjLX9xTe0Wk8lIoEalivv76a776\n6iustcTExDB8+HA6duxIjRo1/FbThx+6SaqHDnm2n3ce3HUXXHQR1Knjn9pExHcUSkSqmObNmzNo\n0CA6d+5MXT/uKLZzJ7z4ohsdWbnSs69lS5gwwT3Jt5wfhyMiAUz/u4tUMaeffjqnn366366flQWf\nfgrXXguwRFNWAAAgAElEQVT793v2de/u9hg56yzw0eIeEQkgCiUilURGRgarVq0iJCSE7gG4PvbA\nAXjwQXj3XUhO9uw791y48kqYONHNHxGRqkmhRCSIZWdns3HjRn755RfWrFlDZmYm3bt3D6hQ8ttv\nbrOze++FjRs9+2JiYN48OOMM/9QmIoFFoUQkCCUnJ7Ns2TKWL1/OoUOHiIyM5IILLqBr166Eh4f7\nuzwAjh93k1RffRWOHPHsu+IK93X55ZrAKiJ5FEpEgszWrVv597//Ta1atejSpQvdunUjKirKZzus\nnkpKCsyeDf/4Byxb5tkXFQWzZsE55/inNhEJbAolIkGmRYsWjB49mrZt21ItgJampKTAjTfCnDme\nD8kDuO46iI+H/v31oDwRKV7g/EQTEa+EhIRwRgBNwti5001efeYZ2L7ds69lS3juOTeJVUTkVBRK\nRAKEtZaNGzeyfPlyLr300oAaBSnOrFluae/hw3ltoaEwebLbDv7ss7W0V0S8F/g/9UQqubS0NJKS\nkli2bBmpqak0btyY1NRUGjVq5O/SirRpE8yc6b6Skjz7unZ1E1t79PBPbSIS3BRKRPwgd1Tk559/\nZu3atVSrVo0uXboQGxtL8+bNA2bSakFTp8L//V/hOSNnnw0zZkCnTn4pS0QqCYUSET945513WLdu\nHaeddhpDhgyha9eufn32zMls3w5vvAEJCbBihWdfjx5w9dXuib4BWr6IBBGFEhE/6NmzJ3369CE6\nOjpgR0XAbQc/ahSkpXm2jxjhJrbGxPinLhGpnBRKRPzAn8+eOZUtW+A//3EjI8uXe/b17u2W906Y\nACEhfilPRCoxhRKRcpacnExGRgbR0dH+LqXEZs6E3/0OMjI82zt1chuitW3rn7pEpGpQKBEpB9Za\n1q9fz5IlS9i4cSMxMTFce+21/i7LK/v3u0mqCQnw88+efb16uTkjEyZoO3gRqXgKJSJlkJGRwbJl\ny/jxxx85cOAAUVFRjBgxgk5BsgxlxQoYMqTwpmd9+sCbb0KbNv6pS0SqJoUSkVI4fPgwX375JcuW\nLSMrK4vOnTtzxRVX0KJFC3+XdkoHD7rbNG+/DV9/7dkXGwtjx8KkSRAW5p/6RKTqUigRKYVq1aqx\nceNGevfuTY8ePahXr56/S/LKL7/AxRfD7t2e7U2auGfW9Ozpn7pEREChRKRUwsLCmDRpUkAv582V\nmQkffOBux8yd69l3xhlwzTVwww0umIiI+JNCiUgpBUMg+e03uPRS+PJLz/boaPcQvZ499WwaEQkc\n2mlApIB9+/Yxb948tm7d6u9SSiU7G776yq2YadLEM5BERcE990BiIpxzjgKJiAQWjZSI4Jb0btu2\nje+//541a9ZQp04dWrdu7e+ySuzIEbjkEli0yLO9WjV48UUYP949xVdEJBAplEiVZq1l9erVfPfd\nd+zYsYPIyEiGDRtG165dqVYteP732LDBPZ/mn/+EvXvz2uvVg6uucqtpYmP9V5+IiDeC56euSDnb\nvn07s2fPJiUlhVatWhEfH0+7du2CYq5IrkOH4Npr3W6r+YWGwj/+AePGQe3a/qlNRKSkAjqUGGMm\nAXcDTYFfgNustT+d5Pg7gZuBlkAK8B5wn7X2qA/KlSBTr149IiMjGT58eFDsL5LfoUNuoupTT8G6\ndXntISEwaBD86U9w7rn+q09EpDQCNpQYY0YDzwI3Aj8Ck4FPjTHtrbUpRRw/BngCuA74HmgPvA5k\n44KNiIeIiAhGjx7t7zJK5NAhN1H1rbfcyppcoaHwyCPuYXlRUX4rT0SkTMq8+sYY09UYU7tAW4ey\nnhcXQl6y1r5hrV2DGwE5DFxfzPG9gW+ttf+11m611n4GJADaDkqCnrWweDEMGAAvveQZSDp2hIUL\n4f77FUhEJLiVKZQYY/6IG8X4uEBXU2PMk2U4b3UgDvg8t81aa4HPcOGjKN8BccaYs3POEQMMBeaV\ntg4JXunp6Xz66accPHjQ36WUydGj8MwzLnj07ev5wLybboIffoCVK6F/f//VKCJSXsp6+6YB7nZJ\nRP5Ga+1XxpgmxphLrLWlCQWRQCiwp0D7HqDIURhrbYIxJhL41riZiqHAP621T5Xi+hKk0tPTWbx4\nMT///DOhoaG0bt2a+vXr+7usUklOhpEjCz+fpn59+O9/3dwREZHKpKyhpLq19p2iOqy1M40xf8NH\nIxXGmH7A/bjbPD8CbYEXjDG7rLWP+qIG8Z+CYaRPnz6cc8451KpVy9+llUh2Nnz+ObzyCnz4IRw/\nntfXrx9cfz1ceaVW1IhI5VTWUNLIGHO6tXZDMf3HSnneFCALKPg0jibA7sKHA/AI8Ia19t853680\nxtQFXgJOGkomT55MRITHYA/x8fHEx8eXtG7xsd9++41vv/026MMIuEAycqR7Tk1+YWHuib4jR/qn\nLhGRhIQEEhISPNpSU1PL/TplDSVTgc+MMbcWc5umbmlOaq09boxJBAYCcwBybskMBF4o5mW1cStt\n8svOfW3OnJQiPf/888RqZ6mgtH//fpYuXcq5555Lr169gjKM7N0Lr78O06bBli157aed5lbT3HAD\ntG3rt/JERIr8h3pSUhJxcXHlep0yhRJrbZIx5kFgljFmHfAhsAxIA/pSylCS4zlgRk44yV0SXBuY\nAWCMeQPYbq29P+f4ucBkY8wyYAnQDjd6MudkgUSCW3R0NHfddRdhYWH+LqXErHXLe194wfM2DcBz\nz7ldWIPwbYmIlFqZ9ymx1r5tjFkNPIWb05G7HeZC4OoynHdmzsTVR3C3bZYBg621yTmHtAAy873k\nL7iRkb8AzYFk3CjLg6WtQYJDsAUSa92qmcceg3kFxhcHDIA//EGTWEWkaiqXzdOstUnARTkhIgbY\na63dXA7nnQ5ML6ZvQIHvcwPJX8p6XQkcWVlZWGuD6jk0xTlyBGbMcM+n+d//PPtuuQXuuku3aUSk\naivXn/Q5O60W2m1VpKSstaxcuZJFixbRvXt3zjvvPH+XVCZpaTBwoOc+I+CW9z76qLtVIyJS1QX/\nPz+l0tmwYQOfffYZu3fvpl27drRr187fJZXa+vVuZORf/3LBJFevXnDzzTBqFATh3FwRkQqhUCIB\nY+/evSxcuJBff/2V6Ohoxo8fT8uWLf1dVqls2AATJ8KCBZ7tNWrAe+/BpZf6py4RkUCmUCJ+d+zY\nMRYsWEBSUhL169fnqquuomPHjrhV4MHFWli0CK65Bnbn21GnRg0YPRruvhvOPNN/9YmIBDKFEvG7\natWqkZyczEUXXUTPnj0JDQ31d0kllp4Ob74J//gHrFqV196gAdx3H4wfD5GR/qtPRCQYKJSI34WE\nhHDdddcF5cgIwPffw7BhsG+fZ3tMDHz6qVbUiIh4q0xPCRYpL8EYSHbvhilT3BN68weSvn3hnXdg\nzRoFEhGRktBIifiEtTYog0dRfvkFnn3WBY/8O7F26eJu4XTv7r/aRESCmUZKpEJlZWXxww8/8Npr\nr5GVleXvcsps7lw4+2wXPnIDSWgoXH01fPGFAomISFlopEQqzKZNm/jkk09ISUkhLi6OrKysoJzE\nai18+SU8/7wLJbkaNICbbnJLf6Oj/VaeiEiloVAi5S41NZUFCxawatUqoqOjueGGG2jWrJm/yyqV\nTz6B+++HZcs82/v0cZNY69TxT10iIpWRQomUm+zsbJYsWcKiRYuoUaMGI0aM4MwzzwzKuSTZ2e45\nNRMmuJGSXM2bw223we23aydWEZHyplAi5Wbp0qUsWLCAnj17MmDAAGrUqOHvkkrs6FF4+203kTX/\nfiOdO8MDD8DIkVC9uv/qExGpzBRKpNx0796dqKiooL1VM3Mm3HGH506sAEOGuLkkQTgdRkQkqGj1\njZSb0NDQoAwkR4+6nVivvtozkPTtCx9+CB99pEAiIuILGimRKistDV5+2a2q2bkzr/388+Gpp9yT\nfEVExHcUSsRr1loyMjKoFeQzPLOy4PHH3byR1FTPvhEj3KZoYWH+qU1EpCrT7RvxSlpaGgkJCbz+\n+utkZ2f7u5xSO3wYbrkF/vznvEBijAsjP/wAs2YpkIiI+ItGSuSkrLUnVtWEhYVx6aWXEhISfFk2\nLQ2mT4fnnoPk5Lz2666DP/4ROnTwW2kiIpJDoUSKlZqayty5c9mwYQPdu3dn8ODB1KxZ099llUhK\nCrzwAvz973DwoGffk0/CH/7gn7pERKQwhRIp0vLly5k3bx5hYWFcc801tA3Cx92uWAH9+nk+wdcY\nGDUK7rsPunXzW2kiIlIEhRIpZPny5cyaNYsuXbowdOjQoJvYmpEB//oX/OlPeaMj1arBtde6WzXt\n2/u3PhERKZpCiRTSsWNHRo8ezRlnnOHvUkrkyBF45RW3nDf/Et+YGPj8c2jd2m+liYiIF4JvxqJU\nuGrVqgVVILEWXnzRhY877vAMJJddBosWKZCIiAQDhRIJatbClCkwcaLnbqyXXw5JSTB7NrRs6bfy\nRESkBHT7RoKStTB/vps3kpiY1z5iBDz0kCaxiogEI42UVEHHjx/n22+/JSsry9+llMoXX0CfPjB0\nqGcguesut/mZAomISHDSSEkVk5yczLvvvsvBgweJiYkhKirK3yV57eBB99C8Tz/1bO/WDR55BIYN\n809dIiJSPgJ6pMQYM8kYs8kYc8QY84Mx5uxTHB9hjJlmjNlpjMkwxqwxxlzsq3oD3bJly3jllVcA\nuOGGG4IqkOzcCVde6RlIOnWCd991c0cuu8ztQSIiIsErYEdKjDGjgWeBG4EfgcnAp8aY9tbalCKO\nrw58BuwGrgB2Aq2AgwWPrWoyMzOZP38+iYmJdO/enaFDh1K9enV/l+WVgwfdEt+pU92SX4AaNdzS\n3zFjIDTUv/WJiEj5CdhQggshL1lr3wAwxtwMXAJcDzxdxPG/B+oDvay1uZMltvqi0ECWlpbGzJkz\n2b17N8OGDSM2NtbfJXnlyBH4xz/giSfgwIG89nr14M03Yfhw/9UmIiIVIyBv3+SMesQBn+e2WWst\nbiSkdzEvGwZ8D0w3xuw2xiw3xtxnjAnI9+grs2bN4tChQ4wfPz4oAklmJrz6qtt19d578wJJWBjc\neSds2KBAIiJSWQXqSEkkEArsKdC+Byjuea4xwADgLWAI0BZ4Efce/1IxZQa+YcOGUbNmTerUqePv\nUk4pPR0GDoQff8xrM8ZtD//II9Cqlf9qExGRiheooaQ0QnCh5cacUZWlxpgWwN2cIpRMnjyZiIgI\nj7b4+Hji4+MrqlafadSokb9L8MqGDTBhgmcgGTYMHnsMzjzTf3WJiAgkJCSQkJDg0Zaamlru1zHu\n93dgybl9cxi40lo7J1/7DCDCWjuiiNd8CRyz1g7K13YxMA+oYa3NLOI1sUBiYmJiUNzaqIwOHnTB\n44UX4Ngx1xYWBnPnwqBBJ3+tiIj4T1JSEnFxcQBx1tqk8jhnQM63sNYeBxKBgbltxhiT8/13xbxs\nMe6WTX4dgF1FBRLxr8xMmDYN2raFZ57JCyRNmsB77ymQiIhURQEZSnI8B9xgjBlnjDkD+CdQG5gB\nYIx5wxjzeL7jXwQaGmNeMMa0M8ZcAtwH/MPHdftcenq6v0vwmrXw8cfQtSvceivs2+faa9aEBx6A\n9eu1CZqISFUVsHNKrLUzjTGRwCNAE2AZMNham5xzSAsgM9/x240xg4HngV+AHTl/L2r5cKWRmJjI\n/PnzGT9+fMBvhrZnD4wbBwsWeLaPGeOW/urBeSIiVVvAhhIAa+10YHoxfQOKaFsCnFvRdQUCay1f\nfvklX3/9NT169KBp06b+Lumk0tPdw/K+/z6vrXdveP55OOcc/9UlIiKBI6BDiRQtOzubefPmkZSU\nxMCBA+nTpw8mQPdYtxYSEuCee9xW8QAREfDSSzBqlLaGFxGRPAolQeb48eO8//77rFu3juHDh9O9\ne3d/l1Ss//3PzRv55pu8tho14P333X4kIiIi+QXyRFcp4MiRI7z55pts3LiR+Pj4gA0khw7BXXdB\nbKxnILn0UlixQoFERESKppGSILJq1SpSUlIYN24cLVq08Hc5hVgLs2bBHXfAjh157W3bugfqDR3q\nv9pERCTwKZQEkbi4OM4444yA3DJ+40Z3q+aTT/Lacpf53nOPu20jIiJyMgolQSbQAsnRo/DXv7pd\nWTMy8tqHDHFP+Y2J8V9tIiISXBRKpNQyM+HCC+Hbb/Pamjd3t2quuEIra0REpGQ00VVK5cABuOaa\nvEASGuomt65eDVdeqUAiIiIlp5ESKbH334dJk9wOrbnmzYPBg/1Xk4iIBD+NlASY1NRUPvroIzIz\nA+8ZgsnJbsOzkSPzAkm9ejBjhgKJiIiUnUZKAsihQ4d4/fXXsdZy5MgR6tWr5++STnj3XZg4EVJS\n8tqGDYPp0yEAVyeLiEgQ0khJgPjtt9944403yMrKYty4cQETSPbuhauuciMkuYGkYUP4z39g9mwF\nEhERKT8KJQHg6NGjvP322xw5coRx48bRoEEDf5eEtfDf/0KnTvDee3ntV1wBq1ZBfLwms4qISPlS\nKPGzrKwsZs6cyf79+xk7diyNGjXyd0kcOOBCx9VXw759ri0y0oWU996DJk38W5+IiFROmlPiR9Za\n5syZw5YtW7jmmmto2rSpv0viiy/gd7+D7dvz2kaOhGnT4LTT/FeXiIhUfhop8aNDhw6xadMmLr/8\nctq0aePXWo4ehbvvdg/Lyw0kDRrAO++4Sa4KJCIiUtE0UuJH4eHh3HrrrYSFhfm1jpUrYcwY+N//\n8toGDnRLfTWRVUREfEUjJX7mz0BiLfz97xAXlxdIwsLg2WdhwQIFEhER8S2NlFRRBw7A+PFuWW+u\nzp3h7behWzf/1SUiIlWXRkqqoB9/hLPO8gwkd9wBP/+sQCIiIv6jUFKFWAt/+xv07Qtbtri2hg3h\no49ce82a/q1PRESqNt2+8ZH09HTq1q3rt+sfOADXXw8ffpjXdu65bnVNdLTfyhIRETlBIyU+sHLl\nSqZOnUpK/gfH+NDSpRAb6xlI7r0XvvxSgURERAKHRkoq2L59+5gzZw4dOnTwy26tb78NEyZARob7\nvmFDeOMNuOQSn5ciIiJyUhopqUDHjx9n5syZ1KtXj2HDhmF8+LCYzEyYPBnGjs0LJOecA8uWKZCI\niEhgUiipQB9//DH79+9n1KhR1KhRw2fX3bsXLrrITV7NNWECfPWVbteIiEjg0u2bCrJixQqWLVvG\n8OHDOc2He7QvXQrDh8O2be776tXdBmk33eSzEkREREoloEdKjDGTjDGbjDFHjDE/GGPO9vJ1Vxtj\nso0xsyq6xqKkpqYyb948OnfuTDcfbvwxe7Zb7psbSJo2dZNZFUhERCQYBGwoMcaMBp4FHgLOAn4B\nPjXGRJ7ida2BvwJfV3CJxdqwYQNhYWFccsklPplHYq3bGn7ECDh82LX16gWJiW7Zr4iISDAI5Ns3\nk4GXrLVvABhjbgYuAa4Hni7qBcaYEOAt4M/A+UCEb0r1FBsbS+fOnX0yj+T4cZg0CV55Ja8tPh5e\ne02boYmISHAJyJESY0x1IA74PLfNWmuBz4DeJ3npQ8Aea+2/K7bCU6voQGItLF4Mffp4BpKHHnLL\ngBVIREQk2ATqSEkkEArsKdC+B+hQ1AuMMX2B8UClf3rLsWNuNc2bb+a1hYW50ZFrrvFfXSIiImUR\nqKGkRIwxdYE3gBustQf8XU9FSk+HK6+EBQvy2iIj4YMP3CRXERGRYBWooSQFyAKaFGhvAuwu4vjT\ngVbAXJM3szQEwBhzDOhgrd1U3MUmT55MRITn9JP4+Hji4+NLV30F2b8fhg6FJUvy2i67zO1H0qaN\n/+oSEZHKLSEhgYSEBI+21NTUcr+OcVM1Ao8x5gdgibX2jpzvDbAVeMFa+9cCx4YBbQuc4jGgLnA7\nsN5am1nENWKBxMTERGJjYyvgXZSf3bth0CBYvtx9X78+zJ2r0REREfGPpKQk4uLiAOKstUnlcc5A\nHSkBeA6YYYxJBH7ErcapDcwAMMa8AWy31t5vrT0GrMr/YmPMQdz82NUVWeSOHTuoVasWDRs2rLBr\nbNkCF14Iv/7qvm/SxN2+6dq1wi4pUqG2bt3qtwdUioh3IiMjadmypU+vGbChxFo7M2dPkkdwt22W\nAYOttck5h7QACo1++FJmZiazZs2iYcOGXFMBM0ythUWL4NprYedO19ayJXz2GbRrV+6XE/GJrVu3\n0rFjRw7nbqojIgGpdu3arF692qfBJGBDCYC1djowvZi+Aad47fgKKSqfJUuWcODAAUaPHl3u587I\ncPuNfPhhXluHDrBwoZ5fI8EtJSWFw4cP89Zbb9GxY0d/lyMiRVi9ejVjx44lJSVFoSQYHDp0iK+/\n/pqzzz673J9tc+wYjBwJ8+bltXXvDp9+Cj58jI5IherYsWPAz+USEd8KyM3TgsGiRYsIDQ2lX79+\n5Xre48fh6qs9A8kdd7jbOAokIiJSmWmkpBRSUlJYtmwZgwYNolatWuV23sxMN3/kgw/c97Vqwccf\nQznnHhERkYCkUFIKixYtIjw8nB49epTbOQ8dgquucrdoAGrUgDlzFEhERKTq0O2bEtq/fz+rVq2i\nX79+VKtWPpnuu++gefO8QFK9Osya5ZYBi4iIVBUaKSmhhg0bcuONN9KkScHNZktn1Sq49FI3UgJQ\nrRq8+67buVVERKQqUSgphWbNmpXLebZtg8GD4UDO03qio90ISTneFRIREQkaun3jJ//9r3tezfbt\n7vu4OFi5UoFEREpnxowZhISEsHXr1qA4b0WZMmUKISEh7N+/39+lSCkolPjB7NluY7SsLPd927Zu\nlU29ev6tS0SClzGGvOeROt9//z0PP/wwaWlp5Xre0iiPWrxRXvUWdPfdd3PRRRdx++23l/u5JY9C\niY8tXQpjxrgt5AG6ddOmaCJSduPGjePIkSMeu29+9913PPLIIxw8eNCPlQVeLaXx1FNPkZ2dTXh4\nuL9LqdQUSnxo5Uq45BLIfeTHmDEupMTE+LcuEQl+xhjCwsI82gLpKfCBVEtphIaGsnbtWvrq0ewV\nSqHERz78EM46C3btct/37g2vvgoVMMooIgFg586d/P73v6d58+bUrFmTmJgYJk6cSGame47o1q1b\nmThxImeccQa1a9cmMjKSUaNGsWXLFo/z5M6RWLt2LaNGjSIiIoLIyEjuvPNOjh49euK4gnM/Hn74\nYe69914AWrduTUhICKGhoSf6vb2+t9LT07nzzjtp06YNNWvWpEmTJgwaNIilS5eeshaApUuXMmTI\nECIiIqhXrx4XXnghS5YsKfHnWpQtW7bQtm1bunbtSnJy8on2tWvXsm3bNq/e3+bNm9mzZw/nnnuu\ntx+JlIJW35zC8ePHWbJkCbGxsdSuXbtU51ixAsaOdVvIA7Rq5XZtrVmzHAsVkYCxa9cuzj77bNLS\n0rjpppvo0KEDO3bs4L333uPw4cOEh4fz008/8cMPPxAfH0+LFi3YvHkz06dPp3///qxatYqaOT8g\ncudHjBo1ijZt2vDkk0/yww8/8MILL3Dw4EFmzJhx4rj8cymuvPJK1q1bxzvvvMPUqVNp1KgRAI0b\nNwbw+vreuummm5g1axa33XYbHTt2ZN++fXz77besWbPmlLWsWrWK888/n4iICP74xz9SrVo1Xnrp\nJfr163fiGWPefq4FbdiwgQEDBtC4cWMWLlxIgwYNTvR17NiRfv368cUXX5zy/S1evJjOnTvr9k1F\ns9ZW2S8gFrCJiYm2OElJSXbKlCl23759xR5zMp99Zm3duta6WSTW9upl7e7dpTqVSKWQmJhoT/X/\nXbAbN26crVatmk1KSir2mIyMjEJtS5YsscYY+9Zbb51omzJlijXG2BEjRngcO2nSJBsSEmKXL19u\nrbV2xowZNiQkxG7ZsuXEMc8880yhtpJev6jzFqV+/fr2tttuK7b/ZLVcfvnltmbNmnbz5s0n2nbt\n2mXDw8Ntv379TrR587lOmTLFhoSE2H379tnVq1fb5s2b2169etmDBw8WOjYkJMQOGDDgpO8r1y23\n3GInTZpkrbX2hx9+sA8++KBt2rTpic+/svHm/9PcY4BYW06/l3X75iSstfz444+0a9eOhg0blvj1\ny5a5OSTp6e777t3hiy+gnPZdE6kSevSAFi0q9qs8l+Jba5k9ezaXXXYZZ511VrHH1ahR48TfMzMz\n2b9/PzExMdSvX5+kpCSPY40xTJo0yaPttttuw1rLxx9/XKo6S3J9b9SvX58lS5awK/cetZeys7NZ\nuHAhI0aMoFWrVifamzZtypgxY/j2229JT0/3+nPNtXz5cvr160dMTAwLFy4kIiKi0DFZWVl8/vnn\nXtW5ePFi+vbty6JFi9i3bx/XXnst1lqys7O9f7NySrp9cxK7du1i9+7d9O/fv8Sv3bsXRo6E3Fu+\n7dq5eSXl+Pw+kSph927YscPfVXgvOTmZtLQ0OnfufNLjMjIyePzxx5kxYwY7duw4MRHUGENqamqh\n49u2bevx/emnn05ISAibN28uVZ0lvf6pPP3001x33XVER0cTFxfH0KFDGTduHG3atDnp65KTkzl8\n+DDt27cv1NexY0eys7PZtm0bjRo18upzBRcMhw0bRtOmTZk/f36pb73nSktLY+XKlWzYsIHIyEiG\n5my5vXv37jKdVwpTKDmJZcuWUbdu3UI/DE5lwwbo29f9MAWIjXXPt8n3DxMR8VLTppXjGgXdeuut\nvP7660yePJlevXoRERGBMYbRo0d79a/vsu7FUdbrF3TVVVdx/vnn88EHH7BgwQKeeeYZnnrqKT74\n4AMGDx5cplpLyhjDyJEjef3113nrrbe48cYby3S+77//noYNG7JmzRrWrl1Lq1ataNeuXTlVK/kp\nlBQjMzOTFStWcNZZZxES4v1drvR097Tf3EASHu52b1UgESmdn3/2dwUl07hxY8LDw1mxYsVJj3v/\n/S2VUCAAAB0MSURBVPe57rrrePrpp0+0HT16tNh9PNavX+9xe+PXX38lOzub1q1bF3uNkwWXkl7f\nG02aNOHmm2/m5ptvJiUlhbPOOovHHnuMwYMHF1tL48aNqV27NmvXri3Ut3r1akJCQoiOjqZOnTpe\nfa65/vrXvxIaGsrEiRMJDw/n6quvLvX7Wrx4MQMHDuTNN9/k6aef5rLLLmP16tVkZ2eX6PeDnJo+\nzWKsX7+eI0eO0K1bN69fk5YGvXq5vUfAzR357ju3Y6uIVA3GGC6//HLmzp170rkZoaGhhUYkXnjh\nBbJyt3rOx1rLtGnTCh1rjGHIkCHFXqNOnToARQaNklz/VLKzswvt1BoZGUlUVNSJZcvF1RISEsKg\nQYOYPXu2xxLhPXv2kJCQwHnnnUfdunW9/lxzGWN4+eWXGTlyJOPGjeOjjz4qdIy3S4IXL15Mr169\nAOjcuTP79u0DYNq0aRw5cuSUrxfvaaSkGL/88gtRUVGc5uVWq9bC7be7DdIAwsLcdvJe3P4UkUrm\n8ccf5//bu/foqKrz/+PvPYAmCAmXcFURFEGqghBZohCJF6CwEAEBRUBZIFpAUWxrgYU/DEsMYotf\n8EIBtVhtsVQr2qpFo1Yk3FYTwEIJoAtqgAgB5CaBQPL8/phJyJALMyGZmSSf11qzmHNmn3Oe2UzO\nPLPP2Xt/9tln3HrrrTz88MN06NCBvXv38u6775KamkpMTAz9+/fnrbfeIiYmhp/97GesWbOGzz//\nnLi4uBL3uXPnTu6++25+/vOfs3r1av70pz8xcuRIrr/++lLjiI+Px8yYNm0a9913H3Xq1GHAgAFE\nR0cHffyyHDt2jMsuu4whQ4bQqVMn6tWrx2effca///1v5s6de95Ynn32WVJSUujevTsTJkygVq1a\nLFq0iNzcXL+WnEDqtSjnHG+//TYDBw5k6NChfPzxx373CAbSJTgvL4/169eTnJxcuK7gkn5OTg7R\nulGwYlVUN56q+KCMLsEZGRm2Y8eOUjpCFffww2e7/UZHm61cGfCmIjVKTegSbGaWmZlpo0ePtmbN\nmll0dLS1bdvWJk2aZKdPnzYzsyNHjtjYsWOtadOmFhMTY/369bPt27dbmzZtbMyYMYX7KejimpGR\nYUOHDrXY2Fhr3LixPf7443bq1KnCcqV13Z01a5ZdfvnlVrt2bb/XDx8+HNDxA+kSnJuba7/5zW+s\nc+fOFhsba/Xr17fOnTvbwoULA4rFzGzjxo3Wt29fi4mJsXr16tmdd95p69atC7pei3YJLpCTk2O3\n3XabxcTE2Pr16wvXB9IlOCsry9q3b1+4/5ycHBswYIBNnz7dtmzZUua2VVm4ugQ7s6o99O+FcM51\nAdLS0tLo0qVLufezfDkMGnR2eeFCuMD7qkSqrfT0dOLj47nQv7uaIikpiZkzZ5KdnV2uoQlEyiOQ\nv9OCMkC8mQXfj7wEuqfkAn39tXe01gLPP6+EREREpDyUlFyA48dh+HD46Sfvct++8OtfhzcmERGR\nqkpJSTnl58Pjj58d1KlLF/jTnzTBnoiISHkpKSmnF16AN97wPr/4Yli2DIrM8yQiUiFmzJhBXl6e\n7ieRGkFJSTl88glMn352+cUX4aqrwhePiIhIdaCkJEiHDsHYsXDmjHd54kQYPz68MYmIiFQHEZ2U\nOOcmOud2OudynHNrnXNdyyj7kHNupXPukO/xWVnlS7Jp0yZWrFhR6utm3q6/BZNgJibC734XzBFE\nRESkNBGblDjn7gV+B8wAOgObgBXOudKGG+wJ/BlIBLoBmcCnzrkWgR5z8+bN7N+/v9TXlyyBlSu9\nzxs2hMWLNaeNiIhIRYnYpASYDCw0sz+aWQbwC+AEMKakwmY2ysx+b2bfmNl24CG87++OQA6Wn5/P\n999/X+o02zt3wi9+cXb59dc1p42IiEhFisikxDlXB4gHPi9YZ96hZ1OAmwPczSVAHeBQIIX3799P\nbm4urVq1KvZafj788peQm+tdHjUKBg4MMAoREREJSEQmJUAcUAvYd876fUDzAPfxPLAHbyJzXpmZ\nmXg8Hlq0KH61Z9kyeP997/OYGJg3T+ORiIiIVLRqOUuwc24KMAzoaWa5gWyTmZlJixYtqFOnjt/6\nkyfh2WfPLr/2msYjERERqQyRmpQcAPKAZuesbwb8UNaGzrlfAU8Bd5jZlkAONnnyZA4ePEi9evX4\n8MMPARg+fDjDhw/nl7+ELb69dO0KQ4YE9T5ERESqvKVLl7J06VK/dUeOHKnw40RkUmJmp51zaXhv\nUv0QwDnnfMvzS9vOOfcUMBXobWYbAj3ec889R0pKCkOGDOHaa68tXP/uu/Dqq97nUVHeVhJdthER\nkZqm4Id6UUVmCa4wEZmU+MwFlviSk/V4e+PUBZY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-            "text/plain": "<matplotlib.figure.Figure at 0x7f3ba08498d0>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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brbX35ny/1hjTF5gMKJSIBIBjx47xxRdfsGbNGlJTU09s6z5o0CBiYmKoVq18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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f3ba08498d0>"
       ]
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "C = S[1]\n",
+    "X = []\n",
+    "Y = []\n",
+    "Z = []\n",
+    "for k in k_grid:\n",
+    "    if k < 1.5*k_ss:\n",
+    "        X.append(k)\n",
+    "        Y.append(C[k])\n",
+    "        Z.append(f(k)-delta*k)\n",
+    "\n",
+    "plt.plot(X, Y, color=\"blue\", linewidth=2, label=\"capital stock: $k$\")\n",
+    "plt.plot(X, Z, \"--\", color=\"gray\", linewidth=1, label=\"net product: $f(k)-\\delta k$\")\n",
+    "plt.plot([k_ss], [c_ss], marker='o', color='r')\n",
+    "plt.xlabel(\"$k$\", fontsize=14)\n",
+    "plt.ylabel(\"$c$\", fontsize=14)\n",
+    "plt.title(\"Policy Function: $c$\")\n",
+    "plt.legend(loc='lower right')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 220,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "K = S[2]\nX = []\nY = []\n\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(K[k])\n\nplt.plot(X, Y, color=\"black\", linewidth=2)\nplt.plot(X, X, \"--\", color=\"gray\", linewidth=1)\nplt.plot([k_ss], [k_ss], marker='o', color='r')\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$k^{\\prime}$\", fontsize=14)\nplt.title(\"Policy Function: $k^{\\prime}$\")\nplt.show()",
-      "execution_count": 220,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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KEoy+JIsXL2b48OHHVUjOP/98Zs6cybXXXlum7ccbBRMRERHg0KFDZGRkBK1K8tlnnzFh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\n+uuv+8dGjBjBX//616A3TcvMzGTevHn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-            "text/plain": "<matplotlib.figure.Figure at 0x7f3ba03a0f28>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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QJCYm8pe//IXTTz+dzZs3+1vLq0oiUnxxE0wKsRpoUdRC/fr1o1atWgFjHTt2\npGPHjqGal4jEoF27dvHaa6/x1FNPsXXrVv/4SSedxOjRo3n44YepUKECK1asoFGjRqqSSNyYM2cO\nc+bMCRjbs2dPSPZledN+tDKzXKCDc25+Cdf7ENjrnPtTIa83BdauXbuWpk2bBmGmIhKPnHPMmTOH\nhx56iF27dvnHzYz27dszduxYLrzwwgjOUCT81q1bR7NmzQCaOefWFbV8cUVtxcTMqgHn4b2gFaCh\nmV0B7HLO/c/MxgJnOufu8y3fB/ge+BKogvcak+uBVmGfvIjEhdzcXP7xj38wYcIE3nvvvYDXbrnl\nFtLT06lfv36EZicSn6I2mABXAv/E25vEAeN9468A3YB6QN5PhMq+Zc4EDgKfATc655aHa8IiEj82\nb97M/fffz9KlSwPG27RpQ+/evbnlllvUHE0kBKK286tzbplzLsE5VyHfVzff612dczfkWf4Z51wj\n51w159zpzjmFEhEpsc8//5w///nPXHDBBQGhpG7durz11lvMnTuXKlWqBDRPE5HgieaKiYhI2Bw9\nepSnnnqKxx57jKNHj/rHzz77bPr27cu9997LkSNHSE9PZ+fOndSpU4dLL700gjMWiU8KJiJSrh08\neJBnnnmGadOmkZmZGfBaz549efLJJ6latSrLly9n5cqVJCYm8sADD+iOG5EQUTARkXLJ4/GwaNEi\n+vfvz6ZNm/zjFSpUYMCAAQwfPpxq1aqRmZnJq6++ys6dO9WXRCQMFExEpNx59913SU1N5aeffgoY\nb9asGS+99BJXXnklzjmWLFmiKolImCmYiEi58euvv9KvXz8yMjICxq+55hqmTZvGZZdd5h8zM/bt\n26cqiUiYKZiISNz7+eefGT16NLNnzw64m6Zx48b07NmTbt26FRg82rVrp1uCRcJMwURE4tahQ4d4\n5ZVXGDp0KLt37/aP16xZk2effZZu3bqdMHgolIiEn4KJiMSd3NxcpkyZwuDBgzlw4EDAa7fddhsv\nvPCCOraKRKmobbAmIlJSzjk++eQTbrjhBh566KGAUHLXXXexdetW5s+f7w8lmZmZ7N+/P1LTFZEC\nqGIiInHhs88+4/7772fNmjUB461atSItLY22bdv6x3Jycvx9Sa655hpuvvnmcE9XRAqhYCIiMW3N\nmjW88MILvPbaawEdWxs0aMDLL7/MDTfcELB8VlYWc+fOZefOnaSkpNCyZctwT1lETkDBRERi0sGD\nBxk+fDjJOvFWAAAgAElEQVTPPfcczjn/eP369enRowd9+/alevXq/nGPx8OyZcvUl0QkyimYiEhM\n+fXXX5k6dSovvvgiP/74o3+8QoUKDBo0iJEjR3LSSScFrFNQlUR9SUSik4KJiMSMRYsW0aNHj4Bn\n2lSpUoUBAwaQmprK7373uwLXW7VqFQkJCaqSiMQABRMRiWrOOd59911eeOEF3nvvvYDXmjdvzsyZ\nM7ngggtOuI22bdtSqVIlVUlEYoCCiYhEraysLB588EHmz58fMH7zzTczZMgQkpOTSUgouutBlSpV\nQjVFEQkyBRMRiTrff/89U6ZMYfr06fz666/+8Zo1azJhwgS6du2qrqwicUrBRESiRm5uLi+88AKD\nBw/m4MGD/vG6desyatQoOnXqRK1atY5bz+PxkJOTc9xFryISexRMRCTijh49yquvvsrkyZNZt25d\nwGt33XUXzz//PHXq1Clw3czMTObNm0e9evW4/fbbwzFdEQmhYgUTM+sBbHXOLQrxfESknNm4cSNd\nunRhw4YNAePdunWjb9++XHbZZQWul7d7a2JiIs2bNw/HdEUkxIpbMekFXGZmPwBTgJedc7tPvIqI\nSOHWrFnDlClTmD17Njk5Of7xc845hxkzZhzXsTWvY1US9SURiT/FDSaNgWZAK+BWYKiZvQNMds6t\nD9XkRCT+HDx4kGHDhjFx4sSAjq2XXHIJo0aNol27doVeK5K/SqK+JCLxp1jBxHk/Pdb4vsaaWVUg\nGW9IUTARkSLt3r2b9PR0pkyZclzH1sGDBzNixIgiL1796KOPWLNmjaokInGsVBe/OucOAR/4vkRE\nTqiwjq39+/fnwQcfLLRja34tWrSgSZMmqpKIxDHdlSMiIRGMjq351axZk5o1awZzmiISZYpumXgC\nZjbQzDaa2YN5xmqa2cNmdmbZpycisSgrK4v27dvTtm3bgFDSqlUrlixZwsqVK0scSkSkfChTMAHq\nAj8CHY4NOOf2AvOB+82scxm3LyIx5MiRI0ydOpWLL76YBQsW+Mdr1qzJyy+/zAcffMD1119/wjby\neS+IFZHyp6zBxIA/Oef+mHfQOfedc240cFUZty8iMSA3N5dJkyZx2mmn8eCDD/rbyNetW5fJkyfz\n448/0q1btxO2kfd4PCxZsoSFCxeGa9oiEoXKeo3JWGCQmY1xznnM7AJgIVAd+B749YRri0hMO1HH\n1o4dO/L8889z2mmnFbmdrKws5s6dy86dO0lOTsY5p2fhiJRTxe38egOQBKwCPnHO7QNwzu00s+eB\nIWY2DngceBf4DjgCvBGSWYtIxBXWsfXGG2+kb9++tG3btshteDweli1bpr4kIuJX3IpJPWCU79+5\nZvYV8C/f17+BicCjgMc51yfYkxSR6LF7926effZZnnzyyYCOrQ0aNGDGjBlcf/31xdpO3iqJ+pKI\nyDHFDSY7gBfwnrpJAlribbD2gO/1X4Cfgf+a2aXOuS+CPVERiazCOrZeeumljBgxgnbt2lGlSpVi\nbWvjxo3MmzdPVRIROU5xg8kaYLdzLhP4m+8LM6uNN6Qk+b5aA+3MbBewDHjDOff3oM9aRMImNzeX\n999/nz59+vDdd9/5xytUqMCQIUMYMWIElStXLtE2zznnHK677jpatGihKomIBChuS/rdeMNJ/vFf\n8V7suhDAzKoA1/JbWOkPKJiIxKhFixbRs2dPtmzZ4h+rVKkSd9xxBwMHDqRp06al2m7t2rVJTk4O\n1jRFJI4EtfOrc+4wsMT3JSIxavfu3fTt25dZs2YFjF977bXMnDmT888/P0IzE5F4V9Y+JiISR7Ky\nsnjooYf4/e9/HxBKLr/8cqZOncry5csVSkQkpPSsHBHBOcerr75KWlqavzkaQK1atXjuuee47777\nStRXJDMzk++//54WLVqEYroiEscUTETKsdzcXGbMmMHkyZPZuHFjwGu33XYbL774YrGf/AuQk5PD\n8uXL/X1J/vCHP1CpUqVgT1tE4piCiUg59d1339GtWzdWrFgRMH733XczZswYzjnnnBJtT31JRCQY\nFExEypmtW7cybdo0nnnmGQ4dOuQf/93vfsfkyZPp0KHDCdY+nrq3ikgwKZiIlBPZ2dmMHTuWxx9/\nPKBj6+9//3smTZpE69atT/jU34Js376dt956y/+Mm6SkJFVJRKRMFExE4tyRI0dYsGABjz/++HHX\nkfTu3ZuxY8dSvXr1Um27YsWKnHTSSaqSiEjQKJiIxLEVK1bQtWtX/vvf//rHKlSoQOfOnenZsydX\nXXVVmbZ/6qmn0rVrVz0JWESCRsFEJA4dPHiQoUOHMmnSpIDn2lx22WVkZGSUumNrQRRKRCSYFExE\n4sju3bsZOnQoM2fO5MiRI/7xJk2a0Lt3b+65554SP9dGRCScFExE4sSCBQtITU0lKyvLP1alShXG\njBlDWlpaqS5KzcnJ4fvvv6dRo0bBnKqISKHUkl4khjnneO+992jbti3t2rULCCW33XYbGzdupF+/\nfqUKJZmZmaSnp/O3v/2Nffv2BXPaIiKFUsVEJEZlZmaSmprKwoULA8Zbt27NtGnTStSxNa/83Vu7\nd+9OjRo1gjFlEZEiKZiIxJijR4+SkZHBwIEDg/Jcm7wyMzOZN2+eureKSMQomIjEiNzcXJ5//nmG\nDRvGgQMH/OOJiYkMGzaMTp06ceqpp5Zq2/mrJOpLIiKRomAiEgO+++47unbtysqVKwPG7777biZN\nmsRpp51Wpu3/+uuvfPLJJ6qSiEjERe3Fr2aWZGbzzWyrmeWaWbtirHOdma01s8Nm9q2Z3ReOuYqE\nysaNG7n77ru55JJLAkLJ9ddfz/z583nttdfKHEoA6tSpQ9++fUlJSVEoEZGIiuaKSTVgA/Ay8HZR\nC5tZA2AhMAW4G7gJmG5mmc65j0I3TZHgy87OZsyYMTzxxBMBz7Vp2LAhM2bMICUlJej7rFq1atC3\nKSJSUlEbTJxz7wPvA1jxruT7C7DZOTfQ9/03ZtYS6AcomEhMOHLkCAsXLmT06NEFPtfmySefpFq1\nahGanYhI6EVtMCmFa4DF+cY+ACZEYC4iJbZ8+XK6desW8FybihUrMnDgQB555JFSX9h6zP79+0v9\nsD4RkXCJ2mtMSqEesC3f2DagppmdFIH5iBTLgQMH6NOnDykpKQGh5LLLLmP16tU88cQTZQolHo+H\nJUuW8Nxzz/Hzzz8HY8oiIiETTxUTkZiya9cuhg0bRkZGBocPH/aPN27cmF69enHvvfeW+bk2WVlZ\nzJ07l507d5KUlMTpp59e1mmLiIRUPAWTn4HEfGOJwF7n3JEClvfr168ftWrVChjr2LEjHTt2DO4M\nRXwWLFhAjx49AioYZX2uTV4ej4dly5apL4mIBMWcOXOYM2dOwNiePXtCsi/L+0j0aGVmuUAH59z8\nEyzzJHCrc+6KPGOvA7Wdc60LWacpsHbt2rVBfQy8SGG2bt3K4MGDefXVVwPG27Zty7PPPhuUh+Xl\nr5IkJSXpFmARCbp169bRrFkzgGbOuXXB2m7UVkzMrBpwHnDsjpyGZnYFsMs59z8zGwuc6Zw71qvk\nJaCXmT0FzABuBP4EFBhKRMIpMzOTXr16MXfu3IDxsj7XJr+DBw8yY8YM6tSpoyqJiMSkqA0mwJXA\nPwHn+xrvG38F6Ib3Ytf6xxZ2zv1gZm3w3oWTBvwE3O+cy3+njkjYOOeYPXs2ffr0CfpzbQpy8skn\n06lTJ+rXr68qiYjEpKgNJs65ZZzgriHnXNcCxpYDzUI5L5HiyM3NZeXKlTz55JO89957/vHq1avT\nqVMnRowYEbQqSX4NGjQIyXZFRMIhaoOJSKwq7Lk2nTp1YtKkSWXuRyIiEs/iqY+JSETl5uYyceJE\nLr/88oBQkpiYyNy5c3n11VeDEkpi4YJ1EZHSUjARKaPs7Gxmz57N1VdfTd++fTl06BAA9evXZ8yY\nMXz55Ze0b98+KPvKysoiPT1djdJEJG7pVI5IGWzYsIEuXboc91ybhx56iLFjxwbtuTb5+5IkJOhv\nChGJTwomIqWQnZ3NE088wZgxY0L+9N+8fUlSUlJo2bKl7rgRkbilYCJSAgcOHGDixIlMnTqVLVu2\n+Mcvu+wyhgwZQocOHahatWpQ9qXurSJSHimYiBTTsmXL6NatG5s3b/aPVaxYkaFDhzJs2LAyP9cm\nL4/Hw/Tp09m+fTvJycnq3ioi5YaCiUgRDhw4wJAhQ3j++ecDxps0acLLL79MkyZNgr7PChUq0KxZ\nM8466yxVSUSkXFEwESnErl27GD58OBkZGf47bQBatmzJM888w9VXXx3Urq35XXnllSHbtohItFIw\nESnAvHnzSE1NZdu2bf6xqlWr+p/+q7tiRERCQ5+uInlkZWVxzz330KFDh4BQ0rp1azZu3Ejfvn0V\nSkREQkifsCLA1q1buf322znzzDN57bXX/ONt2rThp59+YtGiRTRq1Cho+/N4PPzzn/9kx44dQdum\niEg80KkcKdecc8yaNYs+ffqwZ88e/3itWrWYOHEi9957b9CvI8nbl+SUU07h9NNPD+r2RURimYKJ\nlFtbt24lNTWVRYsW+ceqVatGp06dGDlyZNCf/qu+JCIiRVMwkXJn06ZNDBkyhLfffjvggXj33HMP\nEydODMnTf9W9VUSkeBRMpNzIzc1l0qRJDB06NOD233r16jF16lTatWsXkv0uXbqU5cuXq0oiIlIM\nCiZSLmzatIlu3bqxcuVK/5iZ0a1bN55++umQVEmOycnJUZVERKSYFEwkrv38889MmzaNJ598MqBK\nkpaWxpgxY4L29N8Tuemmm0K+DxGReKFgInHpRE//nTlzJsnJyRGcnYiIFEbBROLO+vXr6dKlC599\n9lnAeDirJCIiUjpqsCZxIzs7m5EjR3LVVVf5Q0nFihW55557+Pjjj5k4cWJIQklWVha7du0K+nZF\nRMojVUwk5u3fv5/nn3+eqVOn8uOPP/rHr7jiCjIyMmjcuHFI9pu3L0mTJk247bbbQrIfEZHyRMFE\nYtrSpUvp1q0b33//vX+sYsWKDBs2jKFDh1K5cuWQ7DdvX5Lk5GSSkpJCsh8RkfJGwURi0v79+xky\nZAiTJ08OGG/cuDEzZ84MS5VEfUlERIJPwURiinOOf/7zn3Tv3j2gSpKUlMTYsWO59tprg/5sm2MK\nqpKoL4mISHApmEjMmDdvHv369QsIJFWrVmXs2LE89NBDJCSE9lru9evXk5CQoCqJiEgIKZhI1Nu1\naxdpaWm89tprAeNJSUnMmDGD8847LyzzaNWqFQkJCaqSiIiEkIKJRLV58+aRmprKtm3b/GMXXngh\naWlppKamhrxKklelSpXCti8RkfJKwUSiUkFVktq1azNx4kQ6d+4csutIREQkstRgTaLKgQMHSE9P\n5+KLLw4IJW3atOHLL7/k3nvvDVko8Xg8HDx4MCTbFhGR4lHFRKKCc45XXnmFvn37smfPHv94uKok\nmZmZzJs3j5o1a9KpU6eQ7UdERE5MwUQibuvWrfTo0YN33303YLxNmzZMmzaNM888M2T7zsnJYfny\n5f6+JDfeeGPI9iUiIkVTMJGIKaxKctNNN9GrVy/at28fliqJ+pKIiEQPBROJiIKqJPXq1WPq1Km0\na9cupPvOXyVRXxIRkeihYCJh5ZwjIyODfv36BVRJ7rnnHiZOnMipp54a8jmsWLGCVatWqUoiIhKF\nFEwkLDweD5MmTWLUqFHs27fPPx6uKklezZs356KLLlKVREQkCimYSMht2rSJrl27smrVqoDxcFZJ\n8qpSpYpCiYhIlFIfEwkZj8fDhAkTuPzyywNCSYsWLZg/fz6zZ88OeygREZHopoqJhERBVZKGDRsy\nc+ZMkpOTQ75/55y6w4qIxCBVTCSoCquSpKWl8dlnn4U8lOTk5LBkyRLefPNNnHMh3ZeIiASfKiYS\nNJGukuTtS5KUlKSqiYhIDFIwkTI7dsfN0KFDOXz4sH88LS2NMWPGUK1atZDuX31JRETih4KJlFp2\ndjbjxo1jypQpbN261T8eqSqJ+pKIiMQ+BRMplXXr1tGlSxc+//zzgPFwVUkAvvrqK/7+97+rSiIi\nEkcUTKREsrOzGT16NGPHjsXj8fjHGzduzMSJE8NSJTmmQYMG3HDDDTRv3lxVEhGROKFgIsVWUJXk\niiuuICMjg8aNG4d9PieffDItW7YM+35FRCR0dLuwFCk7O5sRI0bwhz/8wR9KKlasyKOPPsrq1asj\nEkpERCQ+qWIiJxRtVRIREYlvqphIgaKhSpKZmcnixYvVKE1EpBxRxUSOE+kqSf6+JC1btqRKlSoh\n36+IiESegon4FXTHTcWKFRk+fDhDhgyhcuXKIZ+D+pKIiJRvUR9MzKwX0B+oB2wEHnLOfVrIsvcB\nMwEHHOtFftg5d3I45hrLoq1Kor4kIiLlU1QHEzP7f8B4oAewGugHfGBm5zvndhay2h7gfH4LJrpA\n4QSioUqyc+dO/u///k9VEhERie5ggjeITHXOzQIwsweBNkA34OlC1nHOuR1hml9Mi3SV5JgqVapQ\nvXp1br/9dlVJRETKuai9K8fMKgHNgH8cG3Pe2zMWA81PsGp1M/vBzLaY2VwzuzjEU4050XDHTV7V\nq1enc+fOCiUiIhLVFZM6QAVgW77xbcAFhazzDd5qymdALWAA8C8zu9g5lxmqicaSaKmSiIiIFCRq\nKyal4Zz72Dn3qnPuM+fcCuAOYAeQGuGpRVy0VUlEREQKEs0Vk52AB0jMN54I/FycDTjncsxsPXDe\niZbr168ftWrVChjr2LEjHTt2LP5so1ikqyQ5OTl88803XHLJJSHfl4iIBN+cOXOYM2dOwNiePXtC\nsi+L5q6aZvYx8Ilzro/vewO2AJOcc88UY/0E4EtgkXOufwGvNwXWrl27lqZNmwZ38lEgGu64yduX\npGfPnpx22mkh36eIiITeunXraNasGUAz59y6YG03mismAM8CGWa2lt9uFz4ZyAAws1nAT865ob7v\nRwAfA98BtYGBwNnA9LDPPMKioUqSvy+JQomIiBQlqoOJc+5NM6sDPIb3FM4G4JY8twOfBeTkWeUU\nYBreZmy7gbVAc+fcf8I368iKtipJSkoKLVu2VF8SEREplqgOJgDOuSnAlEJeuyHf9w8DD4djXtEo\nGqskugVYRERKIuqDiRQtGqokAAcPHmTt2rWqkoiISKkpmMS4SFdJ8qpZsyZ9+vQJWxASEZH4E1d9\nTMqb9957j6uvvjqq+pIolIiISFmoYhKDPB4PkyZNYsiQIeTkeK/9VfdWERGJBwomMWbTpk107dqV\nVatW+cfatm3LW2+9FZZqxZ49e45rRiciIhIsOpUTIzweDxMmTODyyy8PCCVpaWm8+eabIQ8lHo+H\nJUuWMGnSJH744YeQ7ktERMovVUxiQEFVknPPPZcZM2aQnJwc8v1nZWUxd+5cdu7cSXJyMvXr1w/5\nPkVEpHxSMIly8+bN46677uLw4cP+sbS0NMaMGUO1atVCum+Px8OyZcvUl0RERMJGwSRKOed45ZVX\n6Nmzpz+URKpKor4kIiISLgomUWjr1q2kpqayaNEi/9jtt9/O7NmzQ14lAThy5AizZs2idu3aqpKI\niEhYKZhEEeccs2bNok+fPgGPk+7cuTMvvfQSJ598cljmcdJJJ9G5c2cSExNVJRERkbBSMIkSHo+H\nu+++mzfffNM/Vq9ePaZNm8Ztt90W9vmceeaZYd+niIiIbheOArt27eKuu+4KCCWdO3fmyy+/jEgo\nERERiRRVTCJs3rx5pKamsm3bNgASEhJ44403+POf/xzS/TrnMLOQ7kNERKSkVDGJoLFjx9KhQwd/\nKKlduzZz5swJeSjJzMxk6tSpfP/99yHdj4iISEmpYhIBBw4cYPDgwUyePNk/1qZNG6ZNmxbSazty\ncnJYvny5vy9JuC6mFRERKS4FkzBbvnw5Xbt2ZfPmzf6x4cOH89hjj4X01Ir6koiISCxQMAmj999/\nn7Zt2+LxeACoWrUqY8eOJS0tLWShRN1bRUQkliiYhEF2djaPP/44Y8eO9YeSli1bMmPGDBo1ahSy\n/TrnmDlzJllZWaqSiIhITFAwCTGPx8O9997L3/72N/9Y69atmT9/fshDgplxzTXXUKdOHVVJREQk\nJuiunBDatGkTKSkp/lBSoUIFRo0axTvvvBO2ysWll16qUCIiIjFDFZMQ2bRpE82bN+eXX34BvNWL\ncNwKLCIiEstUMQmBuXPnctVVV/lDScOGDVm6dKlCiYiISBFUMQmyd955h44dO3LkyBEAGjVqxMcf\nf8ypp54a9H0d60vSqFEj6tevH/Tti4iIhJsqJkE0ZswY7rjjDn8o6dChQ8hCSWZmJunp6axatcrf\nOVZERCTWqWISBNnZ2QwYMIBJkyb5x9q3b88bb7zBSSedFNR95e/eqr4kIiISTxRMyig7O5uuXbvy\n+uuv+8dGjBjBX//616A3TcvMzGTevHnq3ioiInFLwaQMfvnlF1q1asX69esBqFSpEs8880xIOrku\nX76cpUuXqkoiIiJxTcGklLZv307btm39oaRixYrMmjWLu+66KyT7q1ixoqokIiIS9xRMSmHHjh20\na9eOTz/9FIDTTjuNDz74gGbNmoVsn9dee23Iti0iIhItFExKaPfu3dx6662sXbsWgLp167Jw4cKQ\nhhIREZHyQsGkBPbu3ct1113HZ599BkCdOnVYsGABV111VYRnJiIiEh8UTIpp7969tGjRgi+++AKA\n2rVr8+GHH9KkSZOgbD8rKwsz00WtIiJSrqnBWjH88ssvpKSk+ENJjRo1WL58eVBCicfjYcmSJf5m\naSIiIuWZKiZFyM3N5b777mPDhg0A1KpVixUrVnDZZZeVedtZWVnMnTuXnTt3kpycTFJSUpm3KSIi\nEssUTIrw5JNPsmjRIsB7983ixYvLHEo8Hg/Lli1T91YREZF8FExOYOzYsQwbNgwAM+P111+ncePG\nZdpmQVUS9SURERHxUjApxOLFi/2hBGD48OHcfPPNZd7uN998Q0JCgqokIiIiBVAwKUBWVhadOnXC\nOQf89uybYEhKSlKVREREpBAKJvl4PB7uvvtutm/fDsCtt97Ko48+GrRn3yiQiIiIFE63C+fz2GOP\nsXTpUgB+97vfMWvWLBISdJhERETCQb9x81i9ejWjR48GvJWNN954gzp16pRoGzk5OezduzcU0xMR\nEYl7OpXjk5uby5AhQ/zXlYwePZqWLVuWaBuZmZnMmzePSpUqcf/99wft9I+IiEh5oWDik56ezpIl\nSwBo0KAB/fv3L/a6+fuStG3bVqFERESkFBRMgCNHjvhP4QC89NJLVKpUqVjr5u1LkpKSQsuWLXWB\nq4iISCkpmADz5s1j69atALRv355bbrmlyHXUvVVERCT4FEyAGTNm+P89atSoYq2zevVqVq1ape6t\nIiIiQaRgAuzYsQPwVkuK+8Tgq666ioYNG5KYmBjKqYmIiJQrul04j4EDBxZ72YoVKyqUiIiIBJmC\nic/5559P8+bNIz0NERGRck3BxOeOO+447hbf3NzcCM1GRESkfIr6YGJmvczsezM7ZGYfm9lVRSz/\nZzP72rf8RjO7tTj7adu2rf/fHo+HJUuW8MorryichMCcOXMiPYVyR8c8/HTMw0/HPD5EdTAxs/8H\njAdGAU2AjcAHZlZgn3gzuxZ4HUgHGgPzgLlmdvGJ9nP22WdzzTXXAN6+JNOmTWPVqlU0bNjQ3wlW\ngkcfHuGnYx5+Oubhp2MeH6I6mAD9gKnOuVnOuf8ADwIHgW6FLJ8GvOece9Y5941zbiSwDuh9op28\n/fbbACxZsoT09HQSEhJ44IEHSElJ0W3AIiIiYRS1twubWSWgGTDm2JhzzpnZYqCwq1Sb462w5PUB\n0P5E+9q5cyfTpk1T91YREZEIi+aKSR2gArAt3/g2oLAWq/VKuDwA77zzjqokIiIiUSBqKyZhUgXg\njDPOoGnTpmRmZpKZmRnpOcW9PXv2sG7dukhPo1zRMQ8/HfPw0zEPr6+//vrYP6sEc7sWrRd3+k7l\nHATudM7NzzOeAdRyzt1ewDo/AuOdc5PyjD0KtHfOHdfS1czuBl4L/uxFRETKjU7OudeDtbGorZg4\n546a2VrgRmA+gHkbjdwITCpktX8X8Hor33hBPgA6AT8Ah8s+axERkXKjCtAA7+/SoInaigmAmf1/\nQAbeu3FW471L50/Ahc65HWY2C/jJOTfUt3xzYCkwBFgEdAQGA02dc1+F/Q2IiIhIiURtxQTAOfem\nr2fJY0AisAG4xTm3w7fIWUBOnuX/7Ts984TvaxPe0zgKJSIiIjEgqismIiIiUr5E8+3CIiIiUs4o\nmIiIiEjUiPtgEq6HAMpvSnLMzew+M8s1M4/vv7lmdjCc8411ZpZkZvPNbKvv+LUrxjrXmdlaMzts\nZt+a2X3hmGu8KOkxN7OUPD/fuXl+5uuGa86xzMyGmNlqM9trZtvM7B0zO78Y6+nzvJRKc8yD9Xke\n18EkXA8BlN+U9Jj77MHbnffY1zmhnmecqYb3wvCeQJEXjZlZA2Ah8A/gCmAiMN3MWoVuinGnRMfc\nxwGN+O3n/Azn3PbQTC/uJAHPA1cDNwGVgA/NrGphK+jzvMxKfMx9yvx5HtcXv5rZx8Anzrk+vu8N\n+B8wyTn3dAHLvwGc7Jxrl2fs38B651zPME07ppXimN8HTHDOnRremcYnM8sFOuRtSljAMk8Btzrn\nLs8zNgdv48LWYZhmXCnmMU8BlgCnOOf2hm1yccr3h852INk5t7KQZfR5HkTFPOZB+TyP24pJnocA\n/uPYmPOmsKIeArg439gHJ1he8ijlMQeobmY/mNkWM9NfNKF3Dfo5jwQDNphZppl96PuLXkqnNt4K\n1K4TLKPP8+AqzjGHIHyex20wIYwPARS/0hzzb4BuQDu8XXgTgH+Z2ZmhmqQU+nNe08xOisB8yoMs\nIEuHvnUAAAQ2SURBVBW4E7gDbxVxqZk1juisYpCvCvscsLKIHlX6PA+SEhzzoHyeR3WDNYl/zrmP\ngY+Pfe8rtX6N90N8VKTmJRJMzrlvgW/zDH1sZufi7WatC49LZgpwMdAi0hMpR4p1zIP1eR7PFZOd\ngAdvx9i8EoGfC1nn5xIuL4FKc8wDOOdygPXAecGdmuRR2M/5XufckQjMp7xajX7OS8TMJgOtgeuc\nc1lFLK7P8yAo4TEPUNrP87gNJs65o8CxhwACAQ8B/Fchq/077/I+J3oIoORRymMewMwSgMvwlr4l\nNAr6Ob8Z/ZyHW2P0c15svl+Q7YHrnXNbirGKPs/LqBTHPP/6pfo8j/dTOc8CGeZ9SvGxhwCejPfB\ngFi+hwDivW1yqZk9zG8PAWwGPBDmeceyEh1zMxuBt/T3Hd6LqwYCZwPTwz7zGGVm1fD+RWK+oYZm\ndgWwyzn3PzMbC5zpnDt2yuAloJfv7pwZeD+8/4T3ryIphpIeczPrA3wPfIn3iawPANfj/UUpRTCz\nKXg/j9sBB8zsWCVkj3PusG+ZV4Ct+jwPjtIc86B9njvn4voLb5+BH4BDeJPylXleWwLMyLf8ncB/\nfMt/hvehgRF/H7H0VZJjjjfIfO9bNhNYAFwe6fcQS19ACpCL9zRa3q8ZvtdnAkvyrZOMt7p1CO/D\nLjtH+n3E0ldJjzkwwHecDwA78N65lhzp9xErX4Ucaw9wb55l9Hke4WMerM/zuO5jIiIiIrElbq8x\nERERkdijYCIiIiJRQ8FEREREooaCiYiIiEQNBRMRERGJGgomIiIiEjUUTERERCRqKJiIiIhI1Ij3\nlvQiEoPM7BTgSuB04Gfn3JIIT0lEwkQVExGJRufifUbHq0BShOci8v+3d4eqUoVRGIa/VcSgYjCZ\nDKLFZpNzjF6DYrUI3oBBMBkEi8ULsJwLEJPFcsQuJkWDHERQBItalmFG0AuYvVd4njKzmfLFl3/P\nnmFBfpIeGKmqzib5lORad79Yew+wDCcmwFT72fyR2Ou1hwDLESbAVHtJ3nb3j7WHAMsRJsBUV5Mc\nrj0CWJancoBxqup0kktJHm2vzyS5m6STfOnuhyvOA3bIiQkw0d729dU2Um5nEyYXktxcbRWwc8IE\nmGg/ydckn5PcSfKgu38nOZbkyZrDgN3yuDAwTlUdJjmR5HmS+939c+VJwEKcmACjVNXxJJeTvE9y\nLsnTqrq46ihgMcIEmOZKNl/Mv9fd15McJXn298OqOrXWMGD3hAkwzV6Sb939Znv9LpvbOqmq80lu\nrTUM2D1hAkyzn+TlP9e/knzYvr+R5GDxRcBihAkwzcn8Hx8HSb5X1eMkH7v7aJ1ZwBI8lQMAjOHE\nBAAYQ5gAAGMIEwBgDGECAIwhTACAMYQJADCGMAEAxhAmAMAYwgQAGEOYAABjCBMAYAxhAgCMIUwA\ngDH+AP80qw+Kyq1jAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f3ba03a0f28>"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Simulation"
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "K = S[2]\n",
+    "X = []\n",
+    "Y = []\n",
+    "\n",
+    "for k in k_grid:\n",
+    "    if k < 1.5*k_ss:\n",
+    "        X.append(k)\n",
+    "        Y.append(K[k])\n",
+    "\n",
+    "plt.plot(X, Y, color=\"black\", linewidth=2)\n",
+    "plt.plot(X, X, \"--\", color=\"gray\", linewidth=1)\n",
+    "plt.plot([k_ss], [k_ss], marker='o', color='r')\n",
+    "plt.xlabel(\"$k$\", fontsize=14)\n",
+    "plt.ylabel(\"$k^{\\prime}$\", fontsize=14)\n",
+    "plt.title(\"Policy Function: $k^{\\prime}$\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Simulation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 234,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "C = S[1]\nK = S[2]\n\nk0 = k_grid[30]\nX = [k0]\nY = [C[k0]]\nT = [0]\n\ns = 0\nt = 1\nwhile s<5:\n    T.append(t)\n    k = K[k0]\n    X.append(k)\n    c = C[k]\n    Y.append(c)\n    if k0 == k:\n        s += 1\n    k0 = k\n    t += 1\n    \nplt.plot(T, X, color=\"black\", linewidth=2, label=\"capital stock: $k_{t}$\")\nplt.plot(T, Y, color=\"red\", linewidth=1, label=\"consumption: $c_{t}$\")\nplt.plot([t], [k_ss], marker='o', color='black')\nplt.xlabel(\"$t$\", fontsize=14)\nplt.ylabel(\"$c_{t}$, $k_{t}$\", fontsize=14)\nplt.title(\"Path of $c$ and $k$ over time\")\nplt.legend(loc='lower right')\nplt.show()",
-      "execution_count": 234,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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PqVy5cpAjExGRsqLERELGyJEjef/99wGoVq0ac+fOpX79+kGOSkREylJYDBeW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\naVvCHP9BYH9Z1gM/Bg4DZ6oWtYiISIMSD1yO911aJTHfYwJ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-            "text/plain": "<matplotlib.figure.Figure at 0x7f3ba06697b8>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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PqVy5cpAjExGRsqLERELGyJEjef/99wGoVq0ac+fOpX79+kGOSkREylJYDBeW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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f3ba06697b8>"
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
-  ],
-  "metadata": {
-    "kernelspec": {
-      "name": "python3",
-      "display_name": "Python 3",
-      "language": "python"
-    },
-    "language_info": {
-      "mimetype": "text/x-python",
-      "nbconvert_exporter": "python",
-      "name": "python",
-      "file_extension": ".py",
-      "version": "3.5.4",
-      "pygments_lexer": "ipython3",
-      "codemirror_mode": {
-        "version": 3,
-        "name": "ipython"
-      }
-    }
+   ],
+   "source": [
+    "C = S[1]\n",
+    "K = S[2]\n",
+    "\n",
+    "k0 = k_grid[30]\n",
+    "X = [k0]\n",
+    "Y = [C[k0]]\n",
+    "T = [0]\n",
+    "\n",
+    "s = 0\n",
+    "t = 1\n",
+    "while s<5:\n",
+    "    T.append(t)\n",
+    "    k = K[k0]\n",
+    "    X.append(k)\n",
+    "    c = C[k]\n",
+    "    Y.append(c)\n",
+    "    if k0 == k:\n",
+    "        s += 1\n",
+    "    k0 = k\n",
+    "    t += 1\n",
+    "    \n",
+    "plt.plot(T, X, color=\"black\", linewidth=2, label=\"capital stock: $k_{t}$\")\n",
+    "plt.plot(T, Y, color=\"red\", linewidth=1, label=\"consumption: $c_{t}$\")\n",
+    "plt.plot([t], [k_ss], marker='o', color='black')\n",
+    "plt.xlabel(\"$t$\", fontsize=14)\n",
+    "plt.ylabel(\"$c_{t}$, $k_{t}$\", fontsize=14)\n",
+    "plt.title(\"Path of $c$ and $k$ over time\")\n",
+    "plt.legend(loc='lower right')\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
   },
-  "nbformat": 4,
-  "nbformat_minor": 2
-}
\ No newline at end of file
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-IV.ipynb" "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-IV.ipynb"
index 3f03ee6..b264fe8 100755
--- "a/0-pre-requisitos/2-math/otimiza\303\247\303\243o-IV.ipynb"
+++ "b/0-pre-requisitos/2-math/otimiza\303\247\303\243o-IV.ipynb"
@@ -1,315 +1,633 @@
 {
-  "cells": [
-    {
-      "metadata": {
-        "collapsed": true
-      },
-      "cell_type": "markdown",
-      "source": "# Dynamic Optimization with Uncertainty"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "import math\nimport numpy as np\nfrom scipy import stats, optimize\nimport time\nimport matplotlib.pyplot as plt",
-      "execution_count": 2,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# parameters\nalpha = .4\nbeta = .8\ndelta = .05\ntheta_H = 1.2\ntheta_L = .8\npi_H = .75\npi_L = .65",
-      "execution_count": 3,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# utility function\nu = lambda c: math.log(c)",
-      "execution_count": 4,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# production function\nf = lambda k, A: A*k**alpha",
-      "execution_count": 5,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# function to calculate distance between two dictionaries with the same indices\ndef dist(V, W):\n    d = 0\n    for (_, v), (_, w) in zip(V.items(), W.items()):\n        d = d + (v-w)**2\n    return math.sqrt(d)",
-      "execution_count": 17,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "nomes = ['Ana', 'Vitória', 'Elisa', 'Rayne']\nnumeros = [3, 6, 9]",
-      "execution_count": 9,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "for nome, num in zip(nomes, numeros):\n    print(nome)\n    print(num)",
-      "execution_count": 10,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "Ana\n3\nVitória\n6\nElisa\n9\n",
-          "name": "stdout"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 1: calculate steady-state"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def steadystate(alpha, beta, delta, theta, f):\n    k_ss = (theta*alpha*beta/(1-beta*(1-delta)))**(1/(1-alpha))\n    c_ss = f(k_ss, 1)-delta*k_ss\n    return (k_ss, c_ss)\n\nk_ss_L = steadystate(alpha, beta, delta, theta_L, f)[0]\nk_ss_H = steadystate(alpha, beta, delta, theta_H, f)[0]\nk_ss = (pi_L*k_ss_L+pi_H*k_ss_H)/(pi_L+pi_H)\nc_ss = (pi_L*f(k_ss, theta_L)+pi_H**f(k_ss, theta_H))/(pi_L+pi_H)-delta*k_ss\nprint(\"steady-state values:\\ncapital: {0:.1f}\\nconsumption: {1:.1f}\".format(k_ss, c_ss))",
-      "execution_count": 11,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "steady-state values:\ncapital: 1.7\nconsumption: 0.8\n",
-          "name": "stdout"
-        }
-      ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 2: define a grid for $k$ (and $k^{\\prime}$)"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "g_size = 1000\nkmin = 0\nkmax = max([k_ss_H, k_ss_L])*2\nstep = (kmax-kmin)/g_size\n\nk_grid = np.arange(kmin+step, kmax+step, step)",
-      "execution_count": 12,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 3: construct maximizer function"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# given a value of k, a state A and a (proposed) value function V,\n# find k' that maximizes V over grid of k.  \n\ndef maximizer(k, A, V0, u, f, k_grid):\n    \n    pi = pi_H\n    if A == theta_L:\n        pi = pi_L\n        \n    i = 0\n    for K in k_grid:\n        \n        c = f(k, A)+(1-delta)*k-K\n        if c>0:\n            i += 1\n            v = u(c)+beta*(pi*V0[(K,A)]+(1-pi)*V0[(K,2-A)])\n            if i == 1:\n                vmax = v\n                cmax = c\n                kmax = K\n            elif v>vmax:\n                vmax = v\n                cmax = c\n                kmax = K\n                \n    return (vmax, cmax, kmax)",
-      "execution_count": 13,
-      "outputs": []
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 4: define initial value function over grid"
-    },
-    {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "# V0 is dictionary. V0(k)=log(k+1)\nV0 = {}\nfor k in k_grid:\n    V0[(k, theta_L)] = math.log(k+1)\n    V0[(k, theta_H)] = math.log(k+2)",
-      "execution_count": 14,
-      "outputs": []
-    },
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Dynamic Optimization with Uncertainty"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import math\n",
+    "import numpy as np\n",
+    "from scipy import stats, optimize\n",
+    "import time\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parameters\n",
+    "alpha = .4\n",
+    "beta = .8\n",
+    "delta = .05\n",
+    "theta_H = 1.2\n",
+    "theta_L = .8\n",
+    "pi_H = .75\n",
+    "pi_L = .65"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# utility function\n",
+    "u = lambda c: math.log(c)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# production function\n",
+    "f = lambda k, A: A*k**alpha"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# function to calculate distance between two dictionaries with the same indices\n",
+    "def dist(V, W):\n",
+    "    d = 0\n",
+    "    for (_, v), (_, w) in zip(V.items(), W.items()):\n",
+    "        d = d + (v-w)**2\n",
+    "    return math.sqrt(d)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nomes = ['Ana', 'Vitória', 'Elisa', 'Rayne']\n",
+    "numeros = [3, 6, 9]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Step 5: iteration over value function"
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ana\n",
+      "3\n",
+      "Vitória\n",
+      "6\n",
+      "Elisa\n",
+      "9\n"
+     ]
+    }
+   ],
+   "source": [
+    "for nome, num in zip(nomes, numeros):\n",
+    "    print(nome)\n",
+    "    print(num)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 1: calculate steady-state"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "def bellman(V0, u, f, k_grid, eps=1e-3):\n    \n    T = {}\n    T[0] = (1, 1)\n    t0 = time.time()\n    d = 1\n    i = 0\n    \n    while d>eps:\n        \n        V = {}\n        C = {}\n        K = {}\n        \n        i += 1\n               \n        for k in k_grid:\n            for A in [theta_L, theta_H]:\n                v = maximizer(k, A, V0, u, f, k_grid)\n                V[(k, A)] = v[0]\n                C[(k, A)] = v[1]\n                K[(k, A)] = v[2]\n            \n        d = abs(dist(V, V0))\n        V0 = V\n        T[i] = (d, time.time()-t0)\n        print('i: {0}, d = {1:.5f} ({2:.2%})'.format(i,d,(d/T[i-1][0])-1))\n        \n    print('i: {0}, d = {1:.5f})'.format(i,d))\n    return (V, C, K, T)",
-      "execution_count": 15,
-      "outputs": []
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "steady-state values:\n",
+      "capital: 1.7\n",
+      "consumption: 0.8\n"
+     ]
+    }
+   ],
+   "source": [
+    "def steadystate(alpha, beta, delta, theta, f):\n",
+    "    k_ss = (theta*alpha*beta/(1-beta*(1-delta)))**(1/(1-alpha))\n",
+    "    c_ss = f(k_ss, 1)-delta*k_ss\n",
+    "    return (k_ss, c_ss)\n",
+    "\n",
+    "k_ss_L = steadystate(alpha, beta, delta, theta_L, f)[0]\n",
+    "k_ss_H = steadystate(alpha, beta, delta, theta_H, f)[0]\n",
+    "k_ss = (pi_L*k_ss_L+pi_H*k_ss_H)/(pi_L+pi_H)\n",
+    "c_ss = (pi_L*f(k_ss, theta_L)+pi_H**f(k_ss, theta_H))/(pi_L+pi_H)-delta*k_ss\n",
+    "print(\"steady-state values:\\ncapital: {0:.1f}\\nconsumption: {1:.1f}\".format(k_ss, c_ss))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 2: define a grid for $k$ (and $k^{\\prime}$)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "g_size = 1000\n",
+    "kmin = 0\n",
+    "kmax = max([k_ss_H, k_ss_L])*2\n",
+    "step = (kmax-kmin)/g_size\n",
+    "\n",
+    "k_grid = np.arange(kmin+step, kmax+step, step)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 3: construct maximizer function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# given a value of k, a state A and a (proposed) value function V,\n",
+    "# find k' that maximizes V over grid of k.  \n",
+    "\n",
+    "def maximizer(k, A, V0, u, f, k_grid):\n",
+    "    \n",
+    "    pi = pi_H\n",
+    "    if A == theta_L:\n",
+    "        pi = pi_L\n",
+    "        \n",
+    "    i = 0\n",
+    "    for K in k_grid:\n",
+    "        \n",
+    "        c = f(k, A)+(1-delta)*k-K\n",
+    "        if c>0:\n",
+    "            i += 1\n",
+    "            v = u(c)+beta*(pi*V0[(K,A)]+(1-pi)*V0[(K,2-A)])\n",
+    "            if i == 1:\n",
+    "                vmax = v\n",
+    "                cmax = c\n",
+    "                kmax = K\n",
+    "            elif v>vmax:\n",
+    "                vmax = v\n",
+    "                cmax = c\n",
+    "                kmax = K\n",
+    "                \n",
+    "    return (vmax, cmax, kmax)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 4: define initial value function over grid"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# V0 is dictionary. V0(k)=log(k+1)\n",
+    "V0 = {}\n",
+    "for k in k_grid:\n",
+    "    V0[(k, theta_L)] = math.log(k+1)\n",
+    "    V0[(k, theta_H)] = math.log(k+2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 5: iteration over value function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def bellman(V0, u, f, k_grid, eps=1e-3):\n",
+    "    \n",
+    "    T = {}\n",
+    "    T[0] = (1, 1)\n",
+    "    t0 = time.time()\n",
+    "    d = 1\n",
+    "    i = 0\n",
+    "    \n",
+    "    while d>eps:\n",
+    "        \n",
+    "        V = {}\n",
+    "        C = {}\n",
+    "        K = {}\n",
+    "        \n",
+    "        i += 1\n",
+    "               \n",
+    "        for k in k_grid:\n",
+    "            for A in [theta_L, theta_H]:\n",
+    "                v = maximizer(k, A, V0, u, f, k_grid)\n",
+    "                V[(k, A)] = v[0]\n",
+    "                C[(k, A)] = v[1]\n",
+    "                K[(k, A)] = v[2]\n",
+    "            \n",
+    "        d = abs(dist(V, V0))\n",
+    "        V0 = V\n",
+    "        T[i] = (d, time.time()-t0)\n",
+    "        print('i: {0}, d = {1:.5f} ({2:.2%})'.format(i,d,(d/T[i-1][0])-1))\n",
+    "        \n",
+    "    print('i: {0}, d = {1:.5f})'.format(i,d))\n",
+    "    return (V, C, K, T)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Shazam!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
     {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Shazam!"
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i: 1, d = 19.71450 (1871.45%)\n",
+      "i: 2, d = 12.85047 (-34.82%)\n",
+      "i: 3, d = 8.91404 (-30.63%)\n",
+      "i: 4, d = 6.43776 (-27.78%)\n",
+      "i: 5, d = 4.77451 (-25.84%)\n",
+      "i: 6, d = 3.61480 (-24.29%)\n",
+      "i: 7, d = 2.78258 (-23.02%)\n",
+      "i: 8, d = 2.16911 (-22.05%)\n",
+      "i: 9, d = 1.70649 (-21.33%)\n",
+      "i: 10, d = 1.35120 (-20.82%)\n",
+      "i: 11, d = 1.07450 (-20.48%)\n",
+      "i: 12, d = 0.85688 (-20.25%)\n",
+      "i: 13, d = 0.68456 (-20.11%)\n",
+      "i: 14, d = 0.54748 (-20.02%)\n",
+      "i: 15, d = 0.43812 (-19.98%)\n",
+      "i: 16, d = 0.35071 (-19.95%)\n",
+      "i: 17, d = 0.28078 (-19.94%)\n",
+      "i: 18, d = 0.22480 (-19.94%)\n",
+      "i: 19, d = 0.17998 (-19.94%)\n",
+      "i: 20, d = 0.14408 (-19.95%)\n",
+      "i: 21, d = 0.11533 (-19.95%)\n",
+      "i: 22, d = 0.09232 (-19.96%)\n",
+      "i: 23, d = 0.07389 (-19.96%)\n",
+      "i: 24, d = 0.05913 (-19.97%)\n",
+      "i: 25, d = 0.04732 (-19.97%)\n",
+      "i: 26, d = 0.03787 (-19.98%)\n",
+      "i: 27, d = 0.03030 (-19.98%)\n",
+      "i: 28, d = 0.02424 (-19.99%)\n",
+      "i: 29, d = 0.01940 (-19.99%)\n",
+      "i: 30, d = 0.01552 (-19.99%)\n",
+      "i: 31, d = 0.01242 (-19.99%)\n",
+      "i: 32, d = 0.00993 (-19.99%)\n",
+      "i: 33, d = 0.00795 (-19.99%)\n",
+      "i: 34, d = 0.00636 (-20.00%)\n",
+      "i: 35, d = 0.00509 (-20.00%)\n",
+      "i: 36, d = 0.00407 (-20.00%)\n",
+      "i: 37, d = 0.00326 (-20.00%)\n",
+      "i: 38, d = 0.00261 (-20.00%)\n",
+      "i: 39, d = 0.00208 (-20.00%)\n",
+      "i: 40, d = 0.00167 (-20.00%)\n",
+      "i: 41, d = 0.00133 (-20.00%)\n",
+      "i: 42, d = 0.00107 (-20.00%)\n",
+      "i: 43, d = 0.00085 (-20.00%)\n",
+      "i: 43, d = 0.00085)\n"
+     ]
+    }
+   ],
+   "source": [
+    "S = bellman(V0, u, f, k_grid)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Exploring the results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "scrolled": true,
-        "trusted": true
-      },
-      "cell_type": "code",
-      "source": "S = bellman(V0, u, f, k_grid)",
-      "execution_count": 18,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": "i: 1, d = 19.71450 (1871.45%)\ni: 2, d = 12.85047 (-34.82%)\ni: 3, d = 8.91404 (-30.63%)\ni: 4, d = 6.43776 (-27.78%)\ni: 5, d = 4.77451 (-25.84%)\ni: 6, d = 3.61480 (-24.29%)\ni: 7, d = 2.78258 (-23.02%)\ni: 8, d = 2.16911 (-22.05%)\ni: 9, d = 1.70649 (-21.33%)\ni: 10, d = 1.35120 (-20.82%)\ni: 11, d = 1.07450 (-20.48%)\ni: 12, d = 0.85688 (-20.25%)\ni: 13, d = 0.68456 (-20.11%)\ni: 14, d = 0.54748 (-20.02%)\ni: 15, d = 0.43812 (-19.98%)\ni: 16, d = 0.35071 (-19.95%)\ni: 17, d = 0.28078 (-19.94%)\ni: 18, d = 0.22480 (-19.94%)\ni: 19, d = 0.17998 (-19.94%)\ni: 20, d = 0.14408 (-19.95%)\ni: 21, d = 0.11533 (-19.95%)\ni: 22, d = 0.09232 (-19.96%)\ni: 23, d = 0.07389 (-19.96%)\ni: 24, d = 0.05913 (-19.97%)\ni: 25, d = 0.04732 (-19.97%)\ni: 26, d = 0.03787 (-19.98%)\ni: 27, d = 0.03030 (-19.98%)\ni: 28, d = 0.02424 (-19.99%)\ni: 29, d = 0.01940 (-19.99%)\ni: 30, d = 0.01552 (-19.99%)\ni: 31, d = 0.01242 (-19.99%)\ni: 32, d = 0.00993 (-19.99%)\ni: 33, d = 0.00795 (-19.99%)\ni: 34, d = 0.00636 (-20.00%)\ni: 35, d = 0.00509 (-20.00%)\ni: 36, d = 0.00407 (-20.00%)\ni: 37, d = 0.00326 (-20.00%)\ni: 38, d = 0.00261 (-20.00%)\ni: 39, d = 0.00208 (-20.00%)\ni: 40, d = 0.00167 (-20.00%)\ni: 41, d = 0.00133 (-20.00%)\ni: 42, d = 0.00107 (-20.00%)\ni: 43, d = 0.00085 (-20.00%)\ni: 43, d = 0.00085)\n",
-          "name": "stdout"
-        }
+     "data": {
+      "image/png": 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BCcB/nHMPe9wkEwGc04XD/KGwZUvOY40awWWXwciROtYalVUcjh/XyWgffaSX/LU7qlfXw0X+QGjXLkrfqIk2ERMQIpIAPAP0B9KAr0XkbefcOm9bZryyerWGwsyZeb9E168Pl14Ko0bp2ZlR91npH1j2B8Lnn+etAX7KKTp20K+fhkLHjjaobDwRSf/qugCbnHPfA4jIq0AKYAERR3buhBkzYNo0WLUq5/5TT9VewqhRumZC1IXC7t1a6vWjj7T0a+5jY6AFnC68EPr3j8HaHSZaRVJAnAFsz3U7DTjXo7aYMDp0SAeZp03TQ+/+lSVr1coJhT59ouxLdGamroXw3ns6Iy//YaNTT9UwuPBC7SnUr+9dW40pRCT9lws0yuYKbCQyFhgL0CjmF+eNXZmZGgbTpumpqYcP6/2nnKKnoo4erWUuTjnF23aelL17tbLf3Lla5W/37pzHKlbUw0b+ULBxBBMFIikg0oDcJdAaADvzb+ScmwxMBkhOTi4QICaybdoEL74IU6bAjz/m3N+jh4bCpZdG0TwF5/Q4mL+X8OWXOd0fgKQknaI9cKCedWSHjUyUiaSA+BpoJiKNgR3A5cCV3jbJlIUjR7SX8J//6ERfv6ZNNRSuvlpLXkSF9HQdQ5g7Vy+5l48rX16DYOBADYaon6Zt4l3EBIRzLkNE/gh8iJ7m+qJzbq3HzTKlsHKlhsL06VokD3RW86hR8Nvfaq8hKj4/f/4Z3nkH3npLB5pz1wE//fScQLjgAityZ2JKxAQEgHNuLjDX63aYkktP10CYPFmXFfBLTobf/Q4uv1yXJY54GzdqILz1lh46yj3A3LWrDpQMGqR1jaIi5Yw5eREVECZ6ffstPPusji3s36/31ayph5B++1v9HI1oWVm6rrI/FDZuzHmsYkXtHQwbpvU7YqIOuDHFs4AwJZaZqeOzzzyjp/f7desGf/gDjBgR4YuOnTihgyKzZ2so/PxzzmO1amkvISVFizlVrepZM43xigWEOWl79sALL8CkSbB1q95XqRJceSXcdBN06OBt+4p04oSeXzt7tk6+2Ls357GkJA2ElBSdjRe1xZyMKRsWECZo330HTzyhh5GOHNH7zjpLewvXXadfuiPS8eM6uDxrlvYUfv0157GWLfXc2uHDbTzBmHwsIEyRnNP17B97TD9b/WO1F18Mf/qTzvmKyPlex47pcS//4SP/wAhA69Y6RfvSS+Hssy0UjCmEBYQJKCND5y489ljOimynnKKDzrfcop+rEScrS5fZnDFDgyF3T6FtWw2EkSO1PLYxplgWECaPY8fg5Zfh4Yfhhx/0vtq19TDSTTdF4Ak8/lrgM2bAq6/mnbjWtq1Ouhg5UietGWNOigWEAXRM4T//gX//O6fQaNOm2lu49toIrBKxaRO88ooGw4YNOfcnJelo+RVXaIVUY0yJWUDEuUOH9GykiRNzzvJs0wbuvFOPyCQkeNu+PPbu1V7Cyy/nHPcCqFtXewpXXqnn2NqYgjFlwgIiTh06BP/zPzrG4D/Ts1Mn+Oc/YejQCBp4zsjQ2kcvvaSDzceP6/1Vq+raoldeqZPY7JRUY8qcBUScOXYMnn8eHngAfvlF7+vWDf71LxgwIIK+fG/YoOfTTpumqwiBNu7CC/WY17BhEXjcy5jYYgERJzIy9LN2wgTYtk3vO/dcuP9+/QIeEcGwf78eQpoyRcte+DVrBmPG6ClUDRsW9mxjTBmzgIhxzsHrr2sPwT+W26aN9iCGDImAYHBOxxMmTdLFp/0z8KpV03GFMWOge/cIaKgx8ccCIoZ9/TX89a860Q10zYV779WKqp4PPh84oGVfn38evvkm5/7zzoPrr9fxhSpVvGufMcYCIhalpcHf/w7//a/ePvVUuOcerarq+VhuaqqGwiuvaG1w0LOQrrsObrhBDycZYyKCBUQMSU+HRx/VuQxHjujM57/+Ff7xD4/XsTl6VMcWnn467yIRffrAjTdqHaSKFb1rnzEmoIgICBG5FJgAtAK6OOdSvW1RdHEO5syBP/8Ztm/X+y69FB55BBo39rBhO3fqIhHPPw+7d+t9tWrpuMLYsVoozxgTsSIiIIA1wHDgea8bEm1++AFuvlnXZQDo2BGefBJ69fKoQc7BkiXw1FNaDykjQ+9v314TbNSoCF8kwhjjFxEB4ZxbDyB2pkrQjh/XSW733aeHk6pXh4ce0iM2ngxAnzgBr72mwfD113pfuXJaB+lPf9L1Fezva0xUiYiAOBkiMhYYC9CoUSOPW+ONL7/UAef16/X2lVdqWHhSSO/gQS3i9MQTOce3atfWAec//AHi9G9kTCwIW0CIyDwg0EfYnc65t4J9HefcZGAyQHJysitm85hy5AjcdRc8/rhWtm7WTA/x9+vnQWN+/llrdTz7LOzbp/e1aqWj4lddZbOcjYkBYQsI55wXH2Mx46uvdGx340Y9cnPHHXD33ZCYGOaGfPeddlemTNG6HQA9esDtt8OgQRFUxMkYU1pRd4gp3hw/rrOgJ07UXkOrVvrZ3KVLmBuyZo0OeMyalbOsXEoKjB+vAWGMiTkR8XVPRC4RkTSgG/CeiHzodZsiwcaNWkjv3//W23fcAcuXhzkcVq3Sgea2bXUQunz5nAGQOXMsHIyJYRHRg3DOvQm86XU7IoVzWt365pvh8GGdyzBjBnTtGsZGrFypdTne9P1ZKlbUgefbb4cGDcLYEGOMVyIiIEyOAwd0DtnMmXr7qqt0HDhsM6FXrdLBjTlz9HZiojbo9tuhfv0wNcIYEwksICLIunVadWLjRl0P59lntcJ1WHz/vZ4iNWOGdmEqVYJx43SM4fTTw9QIY0wksYCIELNmab269HQtx/3GG2GqW/fzzzr4PHmyTnY75RT4/e91wMOTiRXGmEhhAeGxjAytvDpxot6+4gp44YUwVLrev193+sQTmkoiulLbhAmQlBTinRtjooEFhIcOHNDSRB98oCcHTZyoVSlCWpEiI0NnPv/rXzkF9FJSdGm5Nm1CuGNjTLSxgPDI9u06r2z1al0O4fXXoXfvEO/0k090pvPq1Xq7Z08t+dq9e4h3bIyJRhYQHli2TJf7/PFHaNFCK7GedVYId7hpE9x2G7zlq2iSlKTdleHDrYCeMaZQETFRLp58/LH2FH78Efr21cJ7IQuH9HQdbD77bA2HqlXhwQd1ktuIERYOxpgiWQ8ijN58U9eDPn5cT1/9z3/0pKGQePttnWm3bZsGwXXXwQMP2CmrxpigWQ8iTKZO1VXejh/XgegpU0IUDlu36qBzSoqGQ4cOWunvxRctHIwxJ8UCIgyefVbPIM3M1JOHnnwyBEVPMzJ0Qeqzz9beQ7VqunjP0qUeVPYzxsQCO8QUYpMnw0036c8TJ8Ktt4ZgJ2vX6iEk/0pul12m8xusNIYxphSsBxFC06ZptQrQtXXKPBwyMnTQuWNHDYcGDWDuXC3kZOFgjCkl60GEyGuv6QI/zulUg5tvLuMdrF6tvYZly/T2DTfoIaYaNcp4R8aYeGU9iBD45BOtwpqVpZUr/va3MnzxrCxd0a1TJw2HRo3gww/1WJaFgzGmDFkPooytWaPzzzIydNLyXXeV4Yv/+KOOdn/8sd4eO1Z7DWGrBW6MiScR0YMQkUdFZIOIrBKRN0WkptdtKomdO2HgQK2xNGKEDkqX2Vy0d9+Fdu00HOrU0TOVnn/ewsEYEzIRERDAx0Ab51w74Fvg7x6356Slp8PgwVpjqVs3HaAuk1NZjx3TiRNDhmhxvX79dFGfIUPK4MWNMaZwEREQzrmPnHMZvptfAVG1pqVzerRnxQpo2lS/3FeqVAYvvH271uX43/+FChX0cNKHH9oZSsaYsChyDEJEGjnntoWrMT7XAzMLe1BExgJjARo1ahSuNhXp6ad1IbYqVbTkUd26ZfCi8+bp4hC7d+tA9OzZ0LlzGbywMcYEp7gexAYRuUtEKpZ2RyIyT0TWBLik5NrmTiADmF7Y6zjnJjvnkp1zyfXq1Stts0pt0SK45Rb9+cUXdSJzqTgHDz0EF12k4XDhhXq2koWDMSbMijuL6S/AfcB1IvJX59ycku7IOdevqMdF5FpgMHCBc86VdD/h9OuvWnwvI0ND4rLLSvmCR47A9dfDq6/q7bvu0ktCQqnbaowxJ6vIHoRzbjLQDHgDmCkiH4pIi7JuhIgMAG4HhjrnDpf164eCc7p0c1oadO0KDz9cyhf8+Wc4/3wNh2rV4J134J57LByMMZ4pdpDaOXfAOXcr0BY4AawSkYkiUq0M2/E0UA34WERWisikMnztkJgxQytaVKkC//2vjiGX2OrVWlDvq6/gzDP1uNXgwWXWVmOMKYmgJ8o5574FBovIRcDjwFUicrtzbmppG+Gca1ra1winbdtyCvA99VQpF/z56COdNHHokHZF5syB3/ymTNppjDGlcdKnuTrnPgTaAQ8Bj4vI4jJvVQTzH1rav1+XXLj++lK82MyZ2lM4dEgHM+bPt3AwxkSMoHsQIlIVaIMeamrju5QDzg1N0yLT669rwdQaNWDSpFLMlH7uOe2GOKcj3I8+GoJFIowxpuSKmwfxEDmB0BAQYDewGlgF/Bf4JsRtjBj79+ukZtBB6dNOK8GLOKcluv/5T7390ENw++22PrQxJuIU14MYiAbBM77rVc65H0Peqgg1YYLWy+vaVWdOl/hF7r1XewuTJmmZbmOMiUBFBoRz7pxwNSTSbdoEzzyjX/Sfe66ER4PuuUfDISEBpk+HUaPKvJ3GGFNW7KB3kP7+dzhxQqttt29fghe4917tPZQrZ+FgjIkKFhBBWLxYSyFVqgT33VeCF3joIbj7bg2HadMsHIwxUcECIgj/+Ide33KLLvt8UiZP1hcQgZdfhiuvLPP2GWNMKFhAFGPRIvj8cz2tdfz4k3zyW2/ppAnQgYurry7z9hljTKhYQBTjwQf1+o9/PMklnxct0slvWVl6eOnGG0PSPmOMCRULiCKsWKGT4ipXhr/85SSeuGmTrvh29KieD3v33SFrozHGhIoFRBH8FVpvvPEkFgE6cEBrcPz6q5bRePZZmwRnjIlKFhCF2LFDy2qUL5+zIFCxsrJ0nGHdOl05aPp0K9dtjIlaFhCFeOEFyMyESy45iTOX7r5b13GoWVMHqKtXD2kbjTEmlCwgAjhxQs9OBfjDH4J80rvvwv3361yHmTOhaVRVMDfGmAIsIAJ45x2tudSqFfTpE8QT0tJgzBj9+aGHdB1pY4yJchERECJyn4is8q0m95GI1PeyPdOm6fXvfhfE+HJmJlx1FezZAxddBLfdFvL2GWNMOEREQACPOufaOefaA+8Cd3nVkF9/1VNby5WDK64I4gkPPAALFmjt76lTbU0HY0zMiIhPM+fcgVw3qwDOq7bMng3Hj8P558Pppxez8YoVWoRPRLsdp54aljYaY0w4BL2iXKiJyAPANcB+4LwithsLjAVo1KhRmbdj+nS9vuqqYjY8cULXG83M1FWE+vUr87YYY4yXxLnwfFkXkXlAoDXY7nTOvZVru78Dic65YqcfJycnu9TU1DJr4y+/6JGiU07Rn4s8S/X+++Ff/4LGjWH1aqhSpczaYYwxoSQiy5xzycVtF7YehHMu2K/YM4D3gLDXp3j/fV0R9LzzigmHtWv10BLohAkLB2NMDIqIMQgRaZbr5lBggxfteO89vR40qIiNnIObbtJDTDfcABdcEJa2GWNMuEXKGMTDItICyAK2AuPC3YATJ+DDD/XnIgNi1iyt/12nDjzySFjaZowxXoiIgHDOjfC6DV98oXX2zj5bhxUCSk/Pmefw4INQq1bY2meMMeEWEYeYIsH77+t1kb2HRx+F7duhY0f47W/D0i5jjPGKBYTP55/rdaFnq+7aBY89pj8/+aRVaTXGxDwLCODgQVi2TD/zu3UrZKOHH4ZDh2DgQOjVK6ztM8YYL1hAAF9+qfPdOnWCatUCbJCWBs88oz/ff39Y22aMMV6xgEBLKQH07l3IBg8+CMeOwaWXQocOYWuXMcZ4yQICWLpUr7t3D/DgL7/ASy/pzxMmhKtJxhjjubgPCOd0/AEgOdDE82eegaNHYcgQPQfWGGPiRNwHxNatsHcv1KsXYGnRw4dzxh7Gjw9724yOVLZtAAAVgklEQVQxxktxHxD+3kPHjgEWB5oyRRcC6tIFevYMd9OMMcZTFhC+gOjUKd8DzsFTT+nPt94axNJyxhgTW+I+IFat0usCJyctWADffgv168Pw4WFvlzHGeC3uA2KDr25sq1b5HnjhBb2+7jooHxElq4wxJqziOiCOHYMfftBlpJs2zfXA3r269ihYzSVjTNyK64DYvBmysrR6a8WKuR549VVNj/79iyjtaowxsS2uA2LjRr1u0SLfAzNn6vXo0WFtjzHGRJK4Dgj/+EOegNi5ExYu1C5FSoon7TLGmEgQUQEhIreJiBORuuHYX8AexOzZeorrxRcXszC1McbEtogJCBFpCPQHtoVrn99/r9d5Bqj9h5dGjQpXM4wxJiJFTEAATwB/A1y4drhjh15nl9j45RdYvFgPLw0eHK5mGGNMRIqIgBCRocAO59w3QWw7VkRSRSR1165dJd6nczkBccYZvjs//FCv+/aFqlVL/NrGGBMLwjYDTETmAacFeOhO4B/AhcG8jnNuMjAZIDk5ucS9jV9/1TNZq1fPlQUffKDXF19c0pc1xpiYEbaAcM4FXO1ZRNoCjYFvROsdNQCWi0gX59xPoWpPgd5DZmZOD2LAgFDt1hhjoobnNSScc6uBU/23RWQLkOyc2x3K/RYIiGXLtHJrUhI0bx7KXRtjTFSIiDEIL/gDon593x3+3sPFF1vlVmOMIQJ6EPk555LCsZ8CPQj/wtTnnx+O3RtjTMSL2x7Ezp16fcYZQEYGfPml3mELAxljDBDHAZGnB/HNN5CerjPmTgt0opUxxsSfuA2In3znR51+OrBokd7o0cOz9hhjTKSJ24DYu1eva9cm5/BS9+6etccYYyJN3AbEr7/qde3awIoVeiM52bP2GGNMpInLgMjMhH379Oea5Q/p2tPly0Pr1t42zBhjIkhcBsT+/VqLqUYNSFi7Sm+0bp1vWTljjIlvcRkQ/sNLtWoBy5frjQ4dPGuPMcZEorgMCP8Ada1awMqVesMCwhhj8ojLgMgzQL1+vd5o08az9hhjTCSKy4A4cECvq1dHB6gh37qjxhhj4jIg0tP1ukr5Y7B7N1SpkqtqnzHGGIjTgDh8WK+rZPjOdW3e3Cq4GmNMPnEZEP4eROXDe/QHW//BGGMKiMuAyO5BHPpZf7CAMMaYAuIyILLHIA74an5bQBhjTAERERAiMkFEdojISt9lYCj35+9BVD7g60E0bhzK3RljTFSKpBXlnnDOTQzHjgr0ILKXlTPGGOMXET2IcMsOiH2+gDj9dO8aY4wxESqSehB/FJFrgFTgVufcr4E2EpGxwFiARo0alWhH2YeY3CGoU8eK9JmgnDhxgrS0NI4ePep1U4wJSmJiIg0aNKBChQolen7YAkJE5gGB1vO8E3gOuA9wvuvHgOsDvY5zbjIwGSA5OdmVpC3ZPQjS7fCSCVpaWhrVqlUjKSkJsXkzJsI559izZw9paWk0LuE4a9gCwjnXL5jtROQF4N1QtiW7B8Fhm0Ftgnb06FELBxM1RIQ6deqwa9euEr9GRIxBiEjuQYBLgDWh3F+eHoQFhDkJFg4mmpT232ukjEH8W0Tao4eYtgA3hnJnbdpAxT07qfnjPgsIY4wpRET0IJxzo51zbZ1z7ZxzQ51zP4Zyf6+8AqmDJ9CI7TYGYaJKWloaKSkpNGvWjLPOOos///nPHD9+vMjn7Nu3j2effTb79s6dOxk5cmSomxqUzz77jMGDB3vdjEKVpn1z5sxh3bp12bfvuusu5s2bV+RzBg4cyL59+wr8zbwSEQHhiR079Np6ECZKOOcYPnw4w4YN47vvvuPbb7/l0KFD3HnnnUU+L/+HTf369Zk9e3aomxvRMjMzQ76P/AFx77330q9f0UOxc+fOpWbNmhYQnvvZN4v6tEAnVhlTDJHQXIowf/58EhMTue666wBISEjgiSee4MUXX+Tw4cNMmTKFlJQUBgwYQIsWLbjnnnsAuOOOO9i8eTPt27dn/PjxbNmyhTa+BbKmTJnCsGHDGDJkCI0bN+bpp5/m8ccfp0OHDnTt2pW9vuUX+/btS2pqKgC7d+8mKSnppJ4fjL179zJs2DDatWtH165dWbVqFQBt27Zl3759OOeoU6cOU6dOBWD06NEFvpF/9tln9O7dm0suuYSzzz6bcePGkZWVBUDVqlW56667OPfcc/nyyy/55JNP6NChA23btuX666/n2LFjAHzwwQe0bNmSnj178sYbb2S/9oQJE5g4MWcub5s2bdiyZQsAU6dOpV27dpxzzjmMHj2axYsX8/bbbzN+/Hjat2/P5s2bGTNmDLNnz+b999/nsssuy9PmIUOGAJCUlMTu3bsL/M1Gjx7NW2+9lf2cq666irfffjvo321JxW9A+P/h1q7tbTuMCdLatWvp1KlTnvuqV69Oo0aN2LRpEwBLly5l+vTprFy5klmzZpGamsrDDz/MWWedxcqVK3n00UcLvO6aNWuYMWMGS5cu5c4776Ry5cqsWLGCbt26ZX8YFyWY50+aNIlJkyYV+Tp33303HTp0YNWqVTz44INcc801APTo0YNFixaxdu1amjRpwsKFCwH46quv6Nq1a4HXWbp0KY899hirV69m8+bN2R/y6enptGnThiVLlpCcnMyYMWOYOXMmq1evJiMjg+eee46jR49yww038M4777Bw4UJ++umnYt//2rVreeCBB5g/fz7ffPMNTz31FN27d2fo0KE8+uijrFy5krPOOit7+/79+/PVV1+R7jtbZubMmYwaNSrPa+b/m/3ud7/jpZdeAmD//v0sXryYgQNDWpEIiOeA8K87WquWt+0w0cm50FyK3KULeFZK7vv79+9PnTp1qFSpEsOHD+eLL74o9q2cd955VKtWjXr16lGjRo3sb7Nt27bN/oZc2uePGzeOcePGFfk6X3zxBaNHjwbg/PPPZ8+ePezfv59evXqxYMECFixYwO9//3tWr17Njh07qF27NlWrVi3wOl26dKFJkyYkJCRwxRVXZP8OEhISGDFiBAAbN26kcePGNPcV6rz22mtZsGABGzZsoHHjxjRr1gwR4eqrry72/c+fP5+RI0dSt25dAGoX86WzfPnyDBgwgHfeeYeMjAzee+89UlJSinxOnz592LRpE7/88guvvPIKI0aMoHz50J9jFJ8BkZUF+/frzzVretsWY4LUunXr7MM8fgcOHGD79u3Z31DzB0gwpzlWzFVJoFy5ctm3y5UrR0ZGBqAfav5DNflnkgfz/GC4AAEpIvTu3ZuFCxeycOFC+vbtS7169Zg9eza9evUK+DqF/Q4SExNJSEgodF+FPd8v9+8Acn4PhQV3UUaNGsVrr73G/Pnz6dy5M9WqVSv2OaNHj2b69Om89NJL2YcZQy0+A2L/fv22Vr06+P7BGBPpLrjgAg4fPpx92CYzM5Nbb72VMWPGULlyZQA+/vhj9u7dy5EjR5gzZw49evSgWrVqHDx4sFT7TkpKYtmyZQAhG+Du3bs306dPB/S4fN26dalevToNGzZk9+7dfPfddzRp0oSePXsyceLEQgNi6dKl/PDDD2RlZTFz5kx69uxZYJuWLVuyZcuW7ENz06ZNo0+fPrRs2ZIffviBzZs3A/DKK69kPycpKYnly5cDsHz5cn744QdA/y6vvfYae/boAmT+cZeifu99+/Zl+fLlvPDCCwUOLxX23DFjxvDkk08C+mUhHOIzIPzjD3Z4yUQREeHNN99k1qxZNGvWjObNm5OYmMiDDz6YvU3Pnj0ZPXo07du3Z8SIESQnJ1OnTh169OhBmzZtGD9+fIn2fdttt/Hcc8/RvXt3du/efdLPD2YMYsKECaSmptKuXTvuuOMOXn755ezHzj333OzDQb169WLHjh0BP/gBunXrxh133EGbNm1o3Lgxl1xySYFtEhMTeemll7j00ktp27Yt5cqVY9y4cSQmJjJ58mQGDRpEz549OfPMM7OfM2LECPbu3Uv79u157rnnstvTunVr7rzzTvr06cM555zDLbfcAsDll1/Oo48+SocOHbIDxy8hIYHBgwfz/vvvBzyNNtDf7De/+Q2tWrUKW+8BQIrqakW65ORkl7/LHZTUVOjcGTp0AN83AmOKs379elq1auV1Mwo1ZcoUUlNTefrpp71uimc+++wzJk6cyLvvhrRajycOHz5M27ZtWb58OTVq1Aj6eYH+3YrIMudccnHPjc8ehA1QG2OiyLx582jZsiU333zzSYVDaUVKqY3wOnBAr6tX97YdxpShMWPGMGbMGK+b4am+ffvSt29fr5tR5vr168e2bdvCvt/47EFkV+ur4m07jDEmgsVnQPjrfVtAGGNMoeIzIKwHYYwxxYrPgMheMaiyt+0wxpgIFp8BYT0IE6Virdz3lClT+OMf/xjwMX/p66LkLiIYLvFUAjw+A8J6ECYKxVu5b3/p63CxEuAFRUxAiMjNIrJRRNaKyL9DujPrQZhS8qDad8yW+965cycDBgygWbNm/O1vf8u+31/6GuC+++6jZcuW9O/fnyuuuCJP2e1Zs2bRpUsXmjdvnl3pNTcrAV5yETEPQkTOA1KAds65YyJyakh3aD0IE4WCLfe9Zs0aKleuTOfOnRk0aBAPP/wwa9asYeXKlQAFKrSuWbOGFStWcPToUZo2bcojjzzCihUr+Otf/8rUqVP5y1/+UmS7gnm+v8xGoIquK1euZMWKFVSsWJEWLVpw880307Bhw+zHU1NTef3111mxYgUZGRl07Ngxz+8hIyODpUuXMnfuXO65556Ah2yWLl3KunXrOPPMMxkwYABvvPEGI0eOzC4Bfu+993L06FGaNWvGJ598QvPmzbnmmmt47rnnGDduHDfccAPz58+nadOmAWsn5ecvAb5o0SLq1q3L3r17qV27NkOHDmXw4MEFDvH179+fG2+8kfT0dKpUqVJoCfDcf8fPP/+cJ554gpSUlOwS4LnLk5SFSOlB/B542Dl3DMA590tI92Y9CFNKHlT7jtly3xdccAE1atQgMTGRs88+m61bt+Z5/IsvviAlJYVKlSpRrVq17Nf3Gz58OACdOnUqtL1WArxkIiUgmgO9RGSJiHwuIp0L21BExopIqoik7tq1q2R7s3kQJgrFarnv3M9PSEgo8Jzi6sX5nx/ouX5WArxkwhYQIjJPRNYEuKSgh7pqAV2B8cBrUshv1zk32TmX7JxLrlevXska4+9B2CEmE0Vivdx3YXr27Mk777zD0aNHOXToEO+9995Jv4aVAC+ZsAWEc66fc65NgMtbQBrwhlNLgSygbsgaYz0IE4Vivdx3YTp37szQoUM555xzGD58OMnJySddsM5KgJeQc87zCzAOuNf3c3NgO75S5EVdOnXq5EqkRw/natVy7rvvSvZ8E5fWrVvndROK9NJLL7mbbrrJ62aExMGDB51zzqWnp7tOnTq5ZcuWBf3cTz/91A0aNChUTfNUenq6a9Kkidu3b1+h2wT6dwukuiA+myPiLCbgReBFEVkDHAeu9b2J0Ahi4M4YEznGjh3LunXrOHr0KNdeey0dO3b0ukmemzdvHtdffz233HJLyEqAx+eCQcaUQKQvGGRMILZgkDFhEs1fqEz8Ke2/VwsIY4KUmJjInj17LCRMVHDOsWfPHhITE0v8GpEyBmFMxGvQoAFpaWmUeP6NMWGWmJhIgwYNSvx8CwhjglShQgUaN27sdTOMCRs7xGSMMSYgCwhjjDEBWUAYY4wJKKrnQYjILmBrsRsGVhc4+ZoB0cveb2yLt/cL8feey/L9numcK7aYXVQHRGmISGowE0Vihb3f2BZv7xfi7z178X7tEJMxxpiALCCMMcYEFM8BMdnrBoSZvd/YFm/vF+LvPYf9/cbtGIQxxpiixXMPwhhjTBEsIIwxxgQU0wEhIgNEZKOIbBKROwI8XlFEZvoeXyIiSeFvZdkK4j2PEZFdIrLSd/mdF+0sCyLyooj84ltoKtDjIiL/4/tdrBKRqF9lJoj33FdE9uf6+94V7jaWFRFpKCKfish6EVkrIn8OsE1M/Y2DfM/h+xsHs+xcNF6ABGAz0AQ4BfgGODvfNn8AJvl+vhyY6XW7w/CexwBPe93WMnq/vYGOwJpCHh8IvA8I0BVY4nWbw/Ce+wLvet3OMnqvpwMdfT9XA74N8O85pv7GQb7nsP2NY7kH0QXY5Jz73jl3HHgVSMm3TQrwsu/n2cAFIiJhbGNZC+Y9xwzn3AJgbxGbpABTnfoKqCkip4endaERxHuOGc65H51zy30/HwTWA2fk2yym/sZBvuewieWAOAPYnut2GgV/0dnbOOcygP1AnbC0LjSCec8AI3zd8dki0jA8TfNEsL+PWNNNRL4RkfdFpLXXjSkLvsO/HYAl+R6K2b9xEe8ZwvQ3juWACNQTyH9ObzDbRJNg3s87QJJzrh0wj5weVCyKtb9vMJajdXbOAf4XmONxe0pNRKoCrwN/cc4dyP9wgKdE/d+4mPcctr9xLAdEGpD723EDYGdh24hIeaAG0d19L/Y9O+f2OOeO+W6+AHQKU9u8EMy/gZjinDvgnDvk+3kuUEFE6nrcrBITkQroB+V059wbATaJub9xce85nH/jWA6Ir4FmItJYRE5BB6HfzrfN28C1vp9HAvOdbxQoShX7nvMdnx2KHuOMVW8D1/jOdOkK7HfO/eh1o0JJRE7zj6OJSBf0//geb1tVMr738X/Aeufc44VsFlN/42Deczj/xjG75KhzLkNE/gh8iJ7d86Jzbq2I3AukOufeRv8Q00RkE9pzuNy7FpdekO/5TyIyFMhA3/MYzxpcSiLyCnpGR10RSQPuBioAOOcmAXPRs1w2AYeB67xpadkJ4j2PBH4vIhnAEeDyKP7S0wMYDawWkZW++/4BNIKY/RsH857D9je2UhvGGGMCiuVDTMYYY0rBAsIYY0xAFhDGGGMCsoAwxhgTkAWEMcaYgCwgjDHGBGQBYUwZEpFHRORjr9thTFmwgDCmbLUHVha7lTFRwALCmLJ1DrDC60YYUxYsIIwpIyJyGvAbfD0IEakiIq+KyPJYWK3QxB8LCGPKTge0Ns5GEWkBLEVrXvVwzm3xsmHGlIQFhDFlpz2wGhgGLAZecM5d7Zw74m2zjCkZK9ZnTBkRkZlAf7SS7lDn3OceN8mYUrEehDFlpz3wBlp+O5qXrjUGsB6EMWVCRCoDB4GuQDNgMtDbvwC9MdEoZhcMMibMzkHXQl7jnPtaRFoB74hIF+fcDo/bZkyJ2CEmY8rGOcB3uQak7wIWAW/7ehfGRB07xGSMMSYg60EYY4wJyALCGGNMQBYQxhhjArKAMMYYE5AFhDHGmIAsIIwxxgRkAWGMMSYgCwhjjDEB/T9XYTDHF4rw7AAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Exploring the results"
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "V = S[0]\n",
+    "X = []\n",
+    "Y = []\n",
+    "Z = []\n",
+    "\n",
+    "for k in k_grid:\n",
+    "    if k < 1.5*k_ss:\n",
+    "        X.append(k)\n",
+    "        Y.append(V[(k, theta_L)])\n",
+    "        Z.append(V[(k, theta_H)])\n",
+    "        \n",
+    "plt.plot(X, Y, color=\"red\", linewidth=2, label=\"Optimum: low productivity\")\n",
+    "plt.plot(X, Z, color=\"blue\", linewidth=2, label=\"Optimum: high productivity\")\n",
+    "plt.xlabel(\"$k$\", fontsize=14)\n",
+    "plt.ylabel(\"$V$\", fontsize=14)\n",
+    "plt.title(\"Value Function\")\n",
+    "plt.legend(loc='lower right')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "V = S[0]\nX = []\nY = []\nZ = []\n\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(V[(k, theta_L)])\n        Z.append(V[(k, theta_H)])\n        \nplt.plot(X, Y, color=\"red\", linewidth=2, label=\"Optimum: low productivity\")\nplt.plot(X, Z, color=\"blue\", linewidth=2, label=\"Optimum: high productivity\")\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$V$\", fontsize=14)\nplt.title(\"Value Function\")\nplt.legend(loc='lower right')\nplt.show()",
-      "execution_count": 12,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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\n",
-            "text/plain": "<Figure size 432x288 with 1 Axes>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
       ]
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "C = S[1]\n",
+    "X = []\n",
+    "Y = []\n",
+    "Z = []\n",
+    "for k in k_grid:\n",
+    "    if k < 1.5*k_ss:\n",
+    "        X.append(k)\n",
+    "        Y.append(C[(k, theta_L)])\n",
+    "        Z.append(C[(k, theta_H)])\n",
+    "\n",
+    "plt.plot(X, Y, color=\"red\", linewidth=2, label=\"consumption: low productivity\")\n",
+    "plt.plot(X, Z, color=\"blue\", linewidth=2, label=\"consumption: high productivity\")\n",
+    "plt.xlabel(\"$k$\", fontsize=14)\n",
+    "plt.ylabel(\"$c$\", fontsize=14)\n",
+    "plt.title(\"Policy Function: $c$\")\n",
+    "plt.legend(loc='lower right')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "C = S[1]\nX = []\nY = []\nZ = []\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(C[(k, theta_L)])\n        Z.append(C[(k, theta_H)])\n\nplt.plot(X, Y, color=\"red\", linewidth=2, label=\"consumption: low productivity\")\nplt.plot(X, Z, color=\"blue\", linewidth=2, label=\"consumption: high productivity\")\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$c$\", fontsize=14)\nplt.title(\"Policy Function: $c$\")\nplt.legend(loc='lower right')\nplt.show()",
-      "execution_count": 13,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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\n",
-            "text/plain": "<Figure size 432x288 with 1 Axes>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
       ]
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "K = S[2]\n",
+    "X = []\n",
+    "Y = []\n",
+    "Z = []\n",
+    "W = []\n",
+    "\n",
+    "for k in k_grid:\n",
+    "    if k < 1.5*k_ss:\n",
+    "        X.append(k)\n",
+    "        Y.append(K[(k, theta_L)])\n",
+    "        Z.append(K[(k, theta_H)])\n",
+    "        W.append(k)\n",
+    "\n",
+    "plt.plot(X, Y, color=\"red\", linewidth=2)\n",
+    "plt.plot(X, Z, color=\"blue\", linewidth=2)\n",
+    "plt.plot(X, W, '--', color=\"gray\", linewidth=1)\n",
+    "plt.xlabel(\"$k$\", fontsize=14)\n",
+    "plt.ylabel(\"$k^{\\prime}$\", fontsize=14)\n",
+    "plt.title(\"Policy Function: $k^{\\prime}$\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Simulation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def shox(A, pi_H, pi_L, theta_H, theta_L):\n",
+    "    \n",
+    "    if A == 1.5:\n",
+    "        pi = pi_H\n",
+    "    else:\n",
+    "        pi = pi_L\n",
+    "    \n",
+    "    x = np.random.binomial(1,pi_H)\n",
+    "    \n",
+    "    return A*x+(2-A)*(1-x)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "K = S[2]\nX = []\nY = []\nZ = []\nW = []\n\nfor k in k_grid:\n    if k < 1.5*k_ss:\n        X.append(k)\n        Y.append(K[(k, theta_L)])\n        Z.append(K[(k, theta_H)])\n        W.append(k)\n\nplt.plot(X, Y, color=\"red\", linewidth=2)\nplt.plot(X, Z, color=\"blue\", linewidth=2)\nplt.plot(X, W, '--', color=\"gray\", linewidth=1)\nplt.xlabel(\"$k$\", fontsize=14)\nplt.ylabel(\"$k^{\\prime}$\", fontsize=14)\nplt.title(\"Policy Function: $k^{\\prime}$\")\nplt.show()",
-      "execution_count": 14,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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\n",
-            "text/plain": "<Figure size 432x288 with 1 Axes>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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46623nB63e/duLFy4EDExMQA8Lxo7duxAREQErrzySiQkJFyW4ak9e/YgLy9P0woCUgzRMBi17NmzR/i3uGNbLBZ89dVXABzFxBfs2LED0dHRWLJkid88jb1794JSqqu+nuPJnMbrr7+OtWvXOg0dmc1mvPDCC9i4caPqcd3d3SgsLMTVV18tvOYN0Vi2bBkiIiIuS0+De/BXXXWVS58f7TkxdzBEI8DZvXu3sKm9WByKi4uFB9YforFr1y6sWLECYWFhfvM09u3bh4iICMyfP1/3ZyMjIxEUFOT2SJFSin379gFwfh9KSkrQ29vr9Lh9+/bBYrF4TTQaGxtx+vRpQWwTEhLQ19eH4eFht88dKBw/fhydnZ1211gPhqdhMCoxm83Yt28frrzySgD2I/ndu3cL//a1aLS1taG0tFRol788jX379mHRokW6Sm05hBCPlE2eP39eCA9qEQMtx+3ZswdhYWFYunSp8JonhfnAgQMAIIyyPe3FBAK8/xii4YghGgHMmTNncPHiRdxyyy0A7I3Nnj17kJaWBsD3xvrw4cMAgCVLlgDwj9Hp7u5GcXExli1b5vI5PLF7HxcCwHOicfDgQcyfP99uTxBPXuODBw8iIiICBQUFdue+nPIae/bsweTJk5GZmenS543wlMGo5MiRIwAgLMLHO7XVasX+/ftlxcQXHDp0CMHBwViwYAEAIDQ0FFFRUT41OocOHYLVanVLNDyRANYqGpRSYT+Mzs5OxYUSh4eHUVRUhEWLFtm97mnRWLBggeCh+Su86C+sViv27duHFStWuHwOfs0uRaE1RCOAOXr0KJKSkjBz5kyEhYUJRun8+fO4ePEili5ditjYWJ+LxsGDBzF79mxER0cLr/k6mbpv3z4EBQUJ3o4rJCUlub1Q3759+zB9+nQA6qJRVlaGlpYWTJ8+HZRSxRHqqVOnMDAwgIULF9q9zke27l7jgYEBHDt2zO66XW6eRnl5Obq6uhyEWQ8xMTEICQm5JBd6NEQjgDly5AgWLlwIQggSExOFTl1YWAgAmD9/vt3rvsBsNuPo0aMOxtrXZZuHDh3C7Nmz3VqhNjEx0S3BbW5uRkVFhbBukdq5Dh48CABOj+XepVQ0QkJCEB0d7bZoFBUVYXh42Gv5kkBA3H9chffJS3EfEkM0ApSenh6cPn1aMB4JCQnCA1pYWIjIyEhMmzbN5w/uyZMn0dvba2d0AN96GpRSFBcXY968eW6dx11Po7i4GABw3XXXAVAXjcLCQsTFxWHx4sWqxx49ehQpKSnCLHsxnrjGXLzkPI1AFQ1KKdavX4++vj5NxxcWFiIiIkLwEF3FE57qaMQvokEIGUcI2U0IOUsIOU0I+U+ZYwgh5M+EkAuEkBOEkLn+aOtopaioCFarVXChpZ7GnDlzEBISYicmvuDo0aMA4ODa+9LTqKmpQXt7O+bMmePWedwV3GPHjgEAFixYgOjoaNVzFRUVYe7cuUhKSgKg7mlw71KKJ0Tj8OHDyM3NtZtBH+jx+a+//hrf+c53hGXenVFYWIjZs2dr2gtcDcPT8CxmAD+ilE4DsBjAfxBCpLJ+E4BJtv++C+A13zZxdMONM082c3GwWCwoLi4WXGu18NQTTzyBp556yqPtOnbsGBISEhxGwr70NPgIf+5c98YZSUlJ6Ovrw8DAgMvtyM3NRUJCgqoBGRoawvHjx4VwIiAvGhcvXsTZs2cVY+2euMZyHhoP8QWqp8GfBy3L6VitVhw7dsyt0BTH8DQ8CKW0kVJ6zPbvbgBnAWRJDrsNwDuUcRhAAiEkw8dNHbUcO3YM2dnZSE1NBTAyki8rK0Nvb6/Q8dWM1QcffGA3o9wTFBcXY86cOQ4jYV8ueldcXIygoCDk5+e7dR5no34t7eDejtp9OH36NAYHB52KRklJCSiligbNXdG4ePEiKisrhVJbTnBwMOLi4gLW0zh+/DgAbbsPnjt3Dj09PW6HNgFDNLwGISQHwBwARyRvZQGoFf1dB0dh4ef4LiGkkBBSeKlusSjl5MmTdkaRexTSJJ6SsTKZTDCZTB59qIeHh3HixAnZEX58fLzPjM6xY8cwdepUREVFuXUeNQPujK6uLly4cEGTaEgLF5S+kxu/2bNny57HXdE4ceIEADiIhifO7U/4dWtra3N6rCeS4BwjPOUFCCExAD4G8CSlVFpj6Bi0BajceSilayml8yml8/nI+1JmaGgIZWVlmDVrlvAaD0+VlJQgMjISU6ZMEV7v7e11WAJCT0fSSmlpKQYHB2VzCfHx8RgaGnI51KMH8QjfHbin4Yqw8uurVTQSEhKQm5uL6OhohISEKIpGSkoKMjLkHW53DTtvs5JoBKKnYbVaBTHUch9LSkoQHh6OqVOnuv3dSUlJ6Ozs9MvmY97Eb6JBCAkFE4z3KKWfyBxSB2Cc6O+xABp80bbRTmlpKcxms4OnYbFYcOjQIUyfPh3BwcHC64BjEpMbiJ6eHo/twaCWS/BVMrW5uRn19fVu5zMA9zwN6bXgonHo0CHcd999dpP3ioqKMG/ePBBCVEs1jx8/joKCAtkkOOAZ0UhMTMTYsWMd3gvUPTUqKyvR09MDQNsA6eTJk5gxY4au/cCV4M9PIF43NfxVPUUAvAngLKX0jwqHbQFwv62KajGALkppo88aOYrhIyexaHCjXFhY6CAmgKPh46IBeM7bKC4uRlRUFCZPnuzwnifKNs1mM06ePGn32m233YYnn3xS+NtZCEcP7ngaJSUlSEtLQ3p6OoAR0fjnP/+JDRs2CElZi8WCU6dO2bVXTjTMZjNOnTol6wWIP9ff3++yN6cmSoHqafDnITU1VdN9lIZ93cGd52c04y9P4woA3wFwDSGkxPbfKkLI9wgh37MdsxVABYALAP4XwA/81NZRx8mTJxEaGmpnnLk4mM1mu7CVmqcRFMRuv6dE49ixY5g1a5bg5YjxhKfx9ttvY86cOcICgJRS7Ny5UxjVAyypDAAzZ850+Xs4/Nq50ulPnz5t14bExET09vYKOym2trYCYLOPBwcHMWPGDLtjpaJx/vx5DAwMqIpGSkoKANfup8ViwcmTJxXFNlA9Df6cL1u2zOl1aWtrQ2Njo8dEw53nZzTjr+qp/ZRSQimdRSmdbftvK6X0dUrp67ZjKKX0PyileZTSfEppoT/aOho5efIkpk2bZldHzo0yIO+BiI3Q4OAgSktLhXJdrUamtbVVWB9JCqUUJ0+eVDRqnhCN4uJiWCwWNDYyh7O2tha9vb2CAQaYsU5JSdG9U58c8fHxIIToDk9ZrVacOXPGQQiAkVJpfs25yDkTDbV8A4eLhvh6aKW8vBz9/f2q9y8QPY0TJ05g8uTJyMrKcmq8uRfraU/jUkuG+716ykA/ci60kmjIhafOnDkDs9mMa665BoD2kdCLL76Ia6+9Vjax19LSgo6ODkybNk32s8nJyQDc82rOnj0LYMQoSv8GmBEWG2B3CAoKQmJiou6RYk1NDXp7e2VFg4eOeJu5aIhnHyuJRmhoqOL1Bdy7xmfOnAEAxWuXnJwszAMKJEpLSzF9+nQkJyejq6sLZrNZ8Vi5sK87GOEpg1FBZ2cn6urqHB5sbpRSU1OFJdHFr0tFAwCWL18OQLuROX36NIaGhmRHTmVlZQCgWHXCR8HulETzdnODy/9ua2sDpRSUUo+KBuBa2aSS9yBG7Gnk5OQI27YqfeeJEycwdepU1b1B3PE0SktLAajfP0ppQBnA4eFhXLhwAVOnTtU06j958iSSk5OFPJS7uFNIMZoxRCPA4MZZui4O9zSUPBBxaKGsrAxBQUHCulVaRYMbFjnD78zoJCYmIigoyCWDBrDRGs9lSD0Ni8WCrq4u1NXV4eLFix7JZ3BcmaB16tQpAOqiIfY0pCLH59yIK6zOnTvntAyUexquikZWVpbiAo+8lN3V++cPKioqYDabMXXqVOHaqN1L7sErVafpxchpGIwKuGhIK5QSEhIQHBxslwQHgIiICERERNiNds6dO4ecnBwkJiYiLCxMk2gMDAygqqoKgLJoREZGYty4cQ7vAWxWcVJSkstGhwsE4Ohp8NfkRvju4kp46vTp08jKyrILGXIDEhsbi8jISLS1tcFsNqOsrExWNKxWq7Dr29DQECorK4W5N0q4E54qLS1VFSV3vBh/IR7IOLs23Ev1VGgKAMLCwhAdHW2IhoF/OXfuHIKDg5Gbm2v3enBwMLZs2YJnnnnG4TPScMe5c+cwZcoUEEKQnJysycicP38elLK5lXKGo7S0FJMnTxYqsuRISUlxOTwlFQhKKc6cOYPx48cLr3lDNJKSklwKT8kJAW9bSkoKWltbceHCBQwNDSkey73DiooKWCwW2VJmMaGhoYiLi9Nt2CmlmkUjkFZc4KIxZcoUp/mFhoYG9PT0eGRSnxhXnp/RjiEaAUZZWRlyc3NlV+BctWqV7GxhbqQAZiDOnTsnGKDk5GRNIyHeAQFlT8NZh0tNTXXL04iMjERubi5aW1vR3NyMjo4OYWc+LhppaWnCqNIT6PU0rFYrzp49qyoaXKiVyoOlsXAl71KOlJQU3Z6GyWRCV1eX6v0LxPBUaWkpMjMzERcX59TTOH/+PABg0qRJHm2DK57qaMcQjQBDbPC1kpqaKhj6hoYG9Pb22omGFiOjJho8dOVMNMTipZczZ85g6tSpGDNmDFpbW4VwlVg0zp496/YeCFL4SFFp+1Up1dXV6O/vd2hHWFgYnnnmGTz88MPCdeBiIA07SXMT586dA6BNNJKTk3VfY/GIXO284jYFAuKBjDNPw1uiYXgaBn7FarXi/PnzTmPbUsaMGSMkkbkB4ufQIxrZ2dmIjY11EI0LFy7AarU6bZc74amzZ89i2rRpDgb3iiuuAAAh3OONkaI4v+CMCxcuAJA3Pi+++CKWLl0qXPPy8nJkZGTYbYsLQJhjIr5nqampDsl0OVzxNJwVMQAsNxYTExMw4SkecuPPZHx8PIKDg1U9jbCwMMWcnKsYnoaBX6mrq0N/f79LngY3QNJQhx7RmDp1qmyISYvR4e1oa2vTPGrnDAwMoLa2FpMnTxZEo7y8HOHh4Zg2bRrCwsJw4cIFtLa2YuLEibrO7Qy9tfbl5eUAoNoOcU5D7jipaJSVlWkeKLjizZWWliI6OhpZWbKLSAu4E170Nc3Nzejs7BSeSb6ml5qnkZeXJ7uagTtcisujG6IRQEi9BK2MGTMGXV1dGBoawrlz5xAVFSUYiKSkJGGegxKUUpSVlQmiIR1tanXtU1JShPJYPVRVVYFSiry8PMEonj9/Hrm5uQgODkZKSoqwd7anRUNv1dCFCxcQGRmpuBItMDJRrqysDHl5eQ7vJyQkICQkxM7T0DpQ0DoIEKOliAFwL7zoa+T6itq1OX/+vMe9VGDE81PrX4GGIRoBhJ7YthiexGxpacG5c+cwadIkwUAkJyfDbDarhl8aGxvR29uLSZMmyYpGRUUFxowZYzdBTQ5XK3D46J2LxsDAAE6cOCEIREpKirAEhJwRdgc+UdJkMmk6/sKFC8jLy3NaRcbPKSdyQUFBgnfY1dUFk8mk+Z6npKSgu7tb18rFFRUVmgymO+FFX1NRUQEAdlWGSqN+q9WK8vJyr4hGWloahoaGAnIJFiUM0QggysrKEBMTozqKlUMc7pCOqLRMeqqsrATAOqDcaLO8vFyTsXa1AkdsALjBraioEL6TezDA6BENNcTVXUqeUVpaGpqbm3UPFPTO1bBYLKiqqnLYnleOQApPVVZWghCC7Oxs4TUlT6Ourg4DAwNeEw1A+/MTCBiiEUBw46x3xioXDZPJhKqqKrvRlxYjIzba3NMQu9tiA66GqxPEysvLER0djTFjxgjnAGDnaQCQTSq7i55Ob7VaUVFR4TREJv4NSteNFy9wwdYqhnqvcUNDA4aHhx3m/SidO1BEo6KiAmPHjrVbdkWpssxblVOAIRoGfkbriFAKH+GXlJRgaGjI7hxaSim54eJ7kg8ODgob2wwNDaG2tlaz0XH2XXJUVFQgNzcXhBBV0fB0PgNgVUNxcXGaOn1jYyP6+/udtkPsaTgTDT4LPycnR1N79XoafECg5blKSUlBb28v+vv7NZ3bn1RWVjo8k+np6TCZTA75BUPvbMA/AAAgAElEQVQ09GGIRoBAKUVVVZVm4yGGexo8WSzuTHxxtqamJsXPV1ZWIisrCxEREQ4hpqqqKlitVl3hKVdyGuJQFEf6mqdDU5y0tDRNnZ6X22r1NJKTkxXLaMWeRlJSEuLi4jS1Va8w8wGB1vCUnnP7k4qKCofflJ6eLptf4JV4zqrHXMEQDQO/0drait7eXpc8jfj4eISGhgqiIT6HFtEQd0BpMlsu4ahEVFQUIiIidBkdSqngaYi/Pzg4WIhXe9PTALSLhjhhr4YWkRszZgx6e3uFVXC1otfTqKysRFBQkLAcixqBsv7UwMAAGhoaZEUDcHzWq6urkZ2d7bR6zBWSk5MRHBxsiIaB79EbphBDCEFqaioaGxsdkoMxMTGIiYkRNjaSQ+zqS70FrYaSt0NvXLyxsREDAwPC+RMSEhAUFIScnBxhKZXRIhoXLlxAaGio0wliUVFRCA8PV20v9w6PHTvmkmho9ebkYv9KBIpoVFdXA3AcyCiJhqsevBZ4JZwhGgY+h4uGK54GMGLs5QxERkaGomgMDg6irq5O+F5piKKiogKRkZGa9yCQK9lVQ+rJBAcHIzEx0U6kZsyYgYiICMyfP1/zefWgx9PIzs5GSEiI6nGEEDz33HN4/PHHFY/hoqHXuwwPD0dCQoIwx8MZcrF/JVwNL/oapTyNM0/DW2h9fgIF9afbYNQgTka7AjdCcgYoPT1dMTxVU1MDSqmDaIg9DZ6k1oLeWn85T+ahhx6yW8J61qxZ6Ovr89g+CFLS0tLQ3t6O4eFh2YUiOTU1NZpHrHKrEYsRb1erdxScmZmJhoYGTcdWVFTgxhtv1HRsoKx0Ky4RFyMnGv39/WhubjZEQweGpxEgVFVV6UqISuHGXm5UqeZpSDtgTEwMIiIihE4gzjdoQU2g5KiqqnIIqb300ku4//777Y7zlmAAI8lMZ6P36upqTbkBLbgjGhkZGZpEo7+/H42NjZo9mcTERISGhuq6f/6goqICERERDt5vfHw8wsPD7drPQ1neCk8B6qJRXFys2SscLRiiESBUVla6HJoC1D0NNdGQuvqEEGEkSynV3a7MzEw0NjZqXn+qpqYG6enpmmLu3kJLBczg4CAaGxs9NmLlIg/oD0lq9TR4yFOr6AcFBWkWJH9SWVmJnJwch4EEIQTp6el2zzoXDV94GnJLiaxcuRK//vWvvfbd3sAQjQDB3WSdmqeRnp6Onp4eYe6FmMrKSoSFhSEzM1N4LSsrC/X19ejq6kJPT4+u0XVWVhaGh4c1J1Nramo8Nnp3FS2iUV9fDwAea2tUVJSwLItegyYWdTVcKa7g9340U11drfibMjIy/OJpDAwMOCzV09XVhba2NsGbDxQM0QgA3JmjwXHmaQDyZbfcaIvLETMzM1FfX4/a2loA0LWcNBcfrYantrbW48tV60WLaHhjxMpnwDtb00tKZmYmhoeHnZbd8vunR+j4vR/NqD0z0vBoVVUVQkJCdC/Nowel54df/9F+PaUYohEAmEwmDAwMuBWeuuGGG3D//fdj7ty5Du/xDiMXoqqtrcXYsWPtXsvKykJDQ4NLosEnUGkJcVBKA8bTqKmpAeA5TwNgBk5PvojDhdnZNa6trRVCTlrh9360Mjg4iObmZs2iUV1djXHjxnl8SXQxSs9PXV0dgMATDaN6SgeUUlBKvTIJSA1PGKRx48bhH//4h+x7ahP8amtrsWLFCrvXMjMz0dfXh1OnTgnn1ooeT6O9vR39/f1+F43o6GhER0dr8jSkAusOL7/8sktLaotFY9asWYrH1dbWIjMz02mJsPTcFy9eRE9Pj24PyBdwQ6wmGq2trUIlnDfnaHCceRotLS0YHBxEeHi4V9vhKQxPQwf33nuvQ9WOL3DWEdxFydOwWCyor693+F7uLRw+fBjBwcG6RqoZGRkghGgarXKx9Hd4CmAdX61qqKamBhkZGR7t+AsXLsSiRYt0f46LhtqETcC10J8eT9EfcEOsJN7p6emglAplw96eowGMiIb0+eFtBUbv9ZTDEA0dFBUVobCw0Offy0XDk6NYMcnJyQgJCXEwMk1NTbBYLIqiceTIEWRkZOhy7UNDQzFmzBhNnoY3Qj6u4qwiyZPltu7CRdyZIaqrq9P9TPF7P1pDKlo8DYA920NDQ2hoaPC6aKSmpiI4ONjhfohFY7ReTzkM0dAIpRT19fXCZDdfUldXh/DwcLvVUT1JUFCQ7EhaSazE4Q9XvACtJaGu5Ey8xbhx4+w6uZSamhqvGx+t8GdF7RpTSl3yNLTmS/yFs2dGLBq8wszbz1dwcDCysrIcnp+6ujph3pUhGpcgnZ2d6OvrQ39/v+7tNN2Fjwi9OYFNbq6GUgcUl9+60uG0lm3W1NQgPDzcbs6Cvxg/fjxqa2tl55eMloS9GLEwV1VV4emnnxY2qgJG8kWuioba/bv66qvxX//1Xy602n1qa2uRlJSEqKgo2fe5aDQ2Ngq/wRur20oZP3684DlzamtrhfAjH6AFAoZoaETcSdRGnN7AlTCCXuRG/0qiERkZKSzp7W1PY+zYsT4vPMDFi4Atyc8ZP348hoeHZZPhLS0tGBgYGDWeBmA/K/zjjz/GH/7wB5SVlQnvu+rFxcbGIjY2VvH+UUpx5MgRHD582MWWu4cz7ykzMxNBQUGoqakR+rTH+1Z9PSCxEVLR4J7ezJkzERUVZXgalyLimyodMXgbX4jG+PHjhQogTm1tLaKiomT3fOCjM1c9DV4xoobPR++NjcCTTwLjxgG33Wb3Fv+dcgMGZ8lXfyAWZv5/8f11J/Sn5il2dXWhv79fmDjoa+RKxMWEhoYiKysLVVVVnvc0SkqA73wHmDABkHha48aNQ11dneCp8sjFuHHjAmLCpBhDNDQidh99KRpWqxX19fVeN0g5OTm4ePGi3QY1vAPKhcV4R3OlXVqre3wmGk1NwFNPATNmAEFBwO7dzNsQwdshd++5UfZFmEMr4uVauEESi4Y7xRVqE/z467W1tXbhMF9RV1fnVAizs7NRXV2N+vp6REZGIiEhwfUvrK0FnngCyM8Hbr6Z/f+NN2SfH7GnKhbtsWPHGqJxKcJvalhYmE/DU62trRgaGvK6aPDQiniEqNYBueF3daQKqCdTLRYLGhoavPu7Dx0CrrgCmDIFsFiA06eBP/4RmDoVkCz5oOZpcPET53r8zdixY2GxWOxi9+J7W1tbi5CQEKEcVA9qE/z468PDw04HBZ6mr68PbW1tTp/JnJwcVFVVoa6uDllZWa7lCnt7gTVrgNmzgZgY4O23gaoq4JlnmKfq5PkRe6dZWVlGTuNSpL6+HqmpqbIJLW/i7XJbDp/gJA1hKHVAd8NTgHryr7m5GVar1XuG+PPPgVtvBf7v/wWam4FXXgH4fJPISMBsBoaHhcMTExMRHR0t3PvOzk7cddddMJlMaGhoACHEJQPsLfhM8srKSsXwVFZWlkszobloyHkS4hGzNNzpbbTOZ8rOzkZdXR2qq6td61cnTwLTpgHnzwPFxcDzzwPz5wN8kmRsrINoSD1VsafBr6fWRTz9jd9EgxDyFiGkmRBySuH9qwghXYSQEtt/z/q6jWLq6+uRlZV1yYoG9zR4RzebzWhsbFTsgHfddRd+/OMfa958SQwXKLWF2rw2eh8eBn76U+Dxx5lw3HMPIJ2QRwgbPYo6PiHE7t4fPnwYH3zwAXbs2IGGhgakpaXpmlntbfiSMxUVFYqehqulphMmTMDw8LCstyF+zV+i4ayv5OTkwGKxoKSkRH9IsagIWLkS+N3vgA0bALnwqQbRaGhoQFBQENLT0zF27FgMDw+P+n1KOP70NP4OwNnuL/sopbNt/z3ngzYpwpPRzur1vfG9gPdFIyUlBZGRkYJh4fFwpU41c+ZM/O53v3PJtY+Li0NKSoqwwZIc3Ph4dCE5i4UlKo8dY0lLtdnWsbGAZNVf8b3nolZRUYGGhgb/h6b27AGGhoQ/s7OzQQhBUVERBgcHQQixM+J8EOQK3IuRu3/19fVCuauvk+Fac0t8gDQwMKDvGqxfD9x4I/D668DddysfJ/PsJCQkIDo6Wnh++EAjODjYTuADAb+JBqX0KwDt/vp+vYg9jYaGBgyLQhfepK6uDiEhIXab8ngDQghycnIEw+LRkX5fH4sBi8jLy1PtJPz7PSoaP/whS3pv2QI4m/uhMFoUjxQBZjj9LhoffABcfTVw9KjwUnh4OLKysrB//34AbEvcxsZGoWKtqalJ+7Vtt++mfBdFufvX0NCA3NxcpKam+tzT0DrQEJdGaxaNt94CfvlLViRx++3qx0q8VMDRU21sbBTaya+n2iBqNDHacxpLCCHHCSHbCCEzlA4ihHyXEFJICCn0hos3MDCA1tZWQTSsVqvPZsTyZJ0v5ipkZ2fbeRqAB4x2fz+wYgVLMIvIzc1V7ST8+10Jf8ny+uvAzp3A5s1ARITz42VEY9y4cTCZTMKGS8CIp+HNpbVVOXoU+I//ACZNcmhvbm4uSkpKAABLly4FwMIjfO8UTdf2/HmW2L1wQXiJrwqr5GlkZmbaPUu+orGxEdHR0YiNjVU9TlyRp8mD37UL+NnPgO3bgZkznR/PPQ3JyhFST5U/MxMmTAAhBBdE13g0M5pF4xiAbEppAYC/ANikdCCldC2ldD6ldL43Zg9zgeDhKcB3Zbe+HMWKPQ2+pIhbxpBS4LvfZQZHMos+Ly8PNTU1ih5bY2MjUlJSPLNj3/79rNJl82YgPl7bZ2RGi9zY1NXVCaJRVlaG5uZm/3gaLS3At74F/O//AgUFDu2dMGGCkFzlolFdXa19QGCxAA89BAwM2N2/kJAQZGdnK3oaWVlZQlmrLxEbYjXEW8E69TS6uoD77wfee49V2WkhJAQIDWUDJhFST4M/M+Hh4Rg/frwhGu5CKb1IKe2x/XsrgFBCSIo/2iKeBKQWz/UGmsII584B77zj9ndlZ2ejra0NPT09aGxsBCHEvbDY5s0scfjcc7KjYKvVqii+Wg2AU9ragHvvZeGFiRO1f07G0+BhjcrKSsHwtrS0gFLqe9GgFHjgAZbIv/12IC7OYW6AeP+VxYsXA2CioXlA8MorbN7KihUO1yIvL8+hD1gsFjQ1NSEzM1MYgPhynTaxIXYGv5dOReOnPwW+8Q3guuv0NUbh+TGZTLh48SJMJpPd9c/LyzNEw10IIenElmUlhCwEa6tvF32yIR6ZTZgwASEhITh37pzPvls1jEAp8IMfAGvXOr739dcs8asRcdktH+mHhobqbLGN/n6WQ3j1VSAtzcGgOYvjeizk89hjbDT+jW/o+5xMp588eTIA4Ny5c2hsbESEKMylaqxMJuCzz7R97/79wNmzzo/bvBmoqQF++1v2t4xo8AFOcnIy8vLyEBwcjKqqKm2hv7IyVkr69ttAQoLsuaX3rrm5GRaLRfA0BgYG0Nzc7Py3eAg9A42cnByhekmRffvYfXvxRf2NUXl+Dhw4AEqpXVsnTpx4eeQ0CCHqwUP1z24EcAjAFEJIHSHkEULI9wgh37Md8i0ApwghxwH8GcDd1NfLy9rgszjT09MREhKCvLw8u3V8vMXg4CDa29vVH+zPPwcKC5kbbf9h4MEHWRxfI+IJfroSpXK89BKwYAFwzTWyBk0tmQp4yNP48ku2htQLL+j/rEwFTGZmJqKjo1FWVobGxka7vS5UReMnP9FmePr7meewSTESyxgcBJ5+Gnj55ZG5ASqeRlZWFkJCQjB27Fg7L0nx+lIKPPww8KtfAXl57FrI3L/29na7FQS4R56ZmSkIli9Hz3oGGrfeeivuvvtu5TLpgQE24PjLX5ho6kXm+eGisXfvXgBwEI3W1la766mVTz/91GH/cW/irqexV/qCWsJaDKX0HkppBqU0lFI6llL6JqX0dUrp67b3X6WUzqCUFlBKF1NKD7rZVpdpampCcHCwsDT55MmTfeJp8FGaomiYzcCPf8yMoqRT4/nngawsRzFRYaItfMNH0i4b7ZYWFtr43e/Y3zIGjW9YJDe6slqtQpjDZSwWNjv3f/7HcR6GFmRGioQQTJ48GUeOHMHg4CCuuOIK4T3Fth4/Dmzc6Hh/5Pjzn9n6V86Ofe01Nmt95UrV9nLDzUMwU6ZMQWlpKZqamhAaGoqkpCT583/8MROw73+f/a3ixYhFX1zyOn36dADAWS1ekwfo7u5Gb2+v5mf23nvvxXvvvad8wAsvsGVlVq92rUEyObFJkyYBAPbs2QMADuEpQH/Yu66uDt/85jexbt0619rpAi6JBiHkVkLIzwFEE0Kks1s2uN+s0UVTUxPGjBkjVDBNmTIF58+fd3kGZ3NzM/7yl784jffy2LOiaGzcCIwZA9x5p32n7u5mYaG1a9mIyWzW1K7U1FSkpKTg7NmzzsNiajz/PMsj8G004+IcOlBQUBByc3NlPY22tjaYzWb3PI1//hOIinK908sYYYANGPhGXPn5+YiNjUVwcLDy8u0//zmrbnImBO3twO9/z0KNasf29jKv5fnn7V+XMezp6emIiIgQRGP69Ok4e/asMEdAtiLPbGalpc8/z/IZ/NwyOQ1AXjQyMjKQnZ2NyMhIn4mGR0vEef/5/e9dP4fM8xMdHY2xY8cKz4+4rXzAptcz497d6dOnXW+rTlz1NI4DaAWQAuDvhJBKQshBQshHAHwzgcGHmEwmOwM6efJkDA4OulxBtXHjRjzxxBNOO5SqaJjNLHzw3HMjBoOL0N//Dlx7LTPaMh1ewGIBJMI3bdo0nD592iFRp5n6epaUF6/yKRPeAJTLbt2e2EcpC9384hdsdrcrKIjGlClThOUzMjMzkZeXh/T0dPnlOMrKWCHA0087F41XXmHLmsyfr37s3/4GLFsGSPf+lhGNoKAgbNiwAT/60Y8AsHvb19cn7Lgoy4YNbCByww2q55YrCOHPKx9gTZ06FWfOnFH71R5DNeRmsQC33OIQLlLkH/9g815EhQS6cfL8SJedcdXT4KFzX11nQKdocK+CUlpNKV0LYDWl9BpK6QQA3wbwewDXeL6Z/qWpqcnOcE+xld65GqLincvZ6EBVND74ABg7FrjqKlbeFx7OJtFZrcwAPfkkOy4uTjlE9eSTLPcgYvr06SgqKsLw8LBrRvvll1mJorjNMkYHYNexrKzMYQ0jt+eIHD0KdHSw2buuouJpcDIyMrB8+XKhMsmBv/0NePRRNpFQLOpSurqAv/6VzQWIj1e+X319bPS7Zo3jewqDg9WrV2Pq1KkAmGgArExY0Yv8y19YWE8stjKiHxcXh/T0dDtjZTKZkJycLBRPTJs2TXZgVFxc7PGqKtWBxtatLPensse7gNXKwoT/+Z/uNcjJ8yMtMomOjkZGRoZum8JF4+zZsz6rVNPraXxCCBECxLZZ3Zw2SulhSqmG4G1gYTKZ7EYF4ioaV88HaBcN2bLXN94A/t//G/mbG+Zjx4CwMGDJEvvXpbS0AOvWsRi6iGnTpgmzhnWHp9rbWWnrU0/Zv847kOShzs/Px8DAgINL7nao4dVXWZjHnQmRMjFpwFE0XnnlFXz00UeOn+/uBt59l61xFRrK7klfHxOEd9+1P/Zvf2MCN3Gi8v0CmAe3aBGLtUtR8ObE8DwDb7sDhYXsuZCKrUKb8vPzcfLkSeFvaT+ZPn06qqur0SMa4RcXF2Pu3Ln48ssvVduqF9WBxmuvsf9rye9t28au5ZVXutcgJ6Ih107u5euB25LOzk7ZDcK8gd5edQGAQ20nISQTwD6PtGiUQSl1CE+lpaUhNjbW5QoqfnNPnZJdq1GgqakJSUlJCJcmcktLWejjlltGXuMd22RiYSk+UlQauf7tb2xmtOQ9p4ZFjddeY5sXSRfCCwlh39XXZ/fyLFuIRWx4ABUDUF/PVqUV89RTLBzHMZnYqPKhh/S1XYpM9Qsw0uljY2MRExOj/Pn161mIg18Lfn+Ki+0rqaxWNgD44Q/tj5NitbJZ9U8/Lf99amJjIzk5Wci9yN7b119nIicNtSl4MbNmzcKZM2dgtuXMpKIh9mw4fJb4UdGSJ56Al0A77I1RWck8z0WLtInGn/7EPHB3t1ZWeH54lEJuQJSfn4/Tp0/r2odELBS+ClHpFY2HAcwjhAhDXELIbABHAQRGkbFOOjo6MDw8bNcZCCFCaMUV9HgasqP9detYOa14tnR8PDMa7e2ArcoLgLwxGRpiovGjHzl0JN7RARnDcvAgS+rKQSkbQX/ve/Lvy4yEp02bhqCgIAfRMJlMiIuLs5sHAYCJwyefjPzd3888G/FyFevWsXkZSpVBWlEYKcbHxyMtLU1dUCll3o5Y4Lh4t7fbX/Pdu1lJ59y59sdJ+fxzdtyyZfLfqUE0gJFBgcNz1d0NfPQRK7XVeO78/HwMDg4KnqKcpwHYV1DxZ//48eNO26oHXu3nsIDmm28C/+f/sLlCzkTj9GlWon3nne43yImnKvf85Ofno7+/X9fChSaTCfG2VQ58VXSgSzQopX0A7gCwhhByJSHkdjAP4y1Kqcqyj4GLUl7BFVeSwzvO+fPnVbc8la1gMpuZcX7kEfvXecdua7M3mFxMxOzcydYqkhl9ZWVlCWv3OHz32rUshCHHmTOssmfBAvn3ZQxPZGQkJk2a5CAazc3NjntTUMoSlOI69i1bWPv5bzCb2WhZSdj0oCAaADBv3jwhTyCLraQSV1018pr4/oiv+dtvM0PNjZ2S8X/vPTZvQGkErFbwIIIPChyM1qefAsuXM+MqRSH0lZ+fD2DEU5SKRl5eHkJCQuxGwLyMnK+J5SlkS8StVnbdHnhAPVfE+fOfWZmxKyXaUhSen+zsbCQnJ8s+P0qetxomkwkFBQWIi4sbPZ4GIeQLQsiLhJC7CSFTAZwD8F0AnwNYD+C7lFK/7nXhTbiBlxqxOXPmoKGhQXcckVKK5uZmjB8/HhaLRTUvIutp7NzJwk+2mm8BbmzkPA1pZ/nkE+Cb35QVFEIIpk2bhpiYGPvwS18fq99XmnzEz6mUR9AYFweYYXHI4xw5wgzm0NDI5ki8yoW3acsWdm1mz5Zvgx5URGPjxo1Yv3698me5lyE28OL7093NKnouXmQexL33Oh4nZmAA+OILh33LHdqrlmy3oSga69ezEbkcCvdO7Cn29fWhp6fHrp+EhoZi8uTJdoMr3l/Ky8s9OiFNtq8cPMjKrmfPlh88iTGbmaflbliTo/D8hISE4OzZs3iSF6qImDFjBgghukUjLS1NsejAG2jxNIoBFAB4GcAZAN0AfgzAAjYn45w4OX6poeRpzLWFE4qLi3Wdr7OzE0NDQ7jmGlZkpuStUErlZ2Vv3MhmDUvh4iD1NKQd3mxmS1CsXq04+lq+fDlmSw3vli1sdrCSaHz8MXDHHfLv8XbIdKL8/HyUl5ejV7R0uqxovPMOGzHy39nZyZbcePDBkd9w+DCwapVyG/SgIhpxcXHKK6l2d7OZ6PfdZ/+6OHwIsH+XlwPZ2UCKaEk1HpIbGBh5bccOZvjU1gELC2O5CPHnZLjjjjvw2GOPCaNaAEBDA1tyRpwjE6Nw78Seotrg6tixY8Lf4mVF9BhHZ8h6p1wICXHuaezbx0psXdyYygGV5yc1NVV2Ic6oqCjk5eW5JBp8Do4vcCoalNKfUkpvpJRmAMgAW95jM4AdAJYDOAKgmxDiu9klPoSLhvSB5EZVr2jwzrV8+XIEBwcrikZ3dzf6+/vtxaq/nxn8u+5y/IB4JCsNT4k7y/79rGNMmKDYkV588UVhqQOB995jo2e5jldezsoZRTOkFdsnIT8/H5RShxCGnWhQypbW+Pa3R9rc1MS2Z83MHGlTR4e9AXYHlU6vypdfAkuXst8rRizqAPt3R4e9Vyg+VnytuBfnDA15jaysLKxdu9Y+X/T++2zRw8hI3eflnqKSaMyfPx91dXVCPzKZTMIaZ57Ka5jNZrS1tdk/M9xz4F6cM9HYtMn5Phl6cPH5kfO8lRgcHERnZyfS0tJw991345lnnvHJlrF6cxomSul2Sun/UErvppROBRALYAXY+lCXHCaTCaGhoUhMTLR7PT4+Hrm5uXajKK3nA9gyyVOmTFEUHVkPZ/t2ljCVS8KKY+ZqifBt20ZGlAodKSgoyH62cF8fi9N/+9vMgEtHsx9/zDqc2n7TCnFxPuLlBsRisaC1tdXeABQXs89PmsSSwTyhnJTE/ubeT3s7ILlPLhMezkJIot3wNLFlC5ukJ0Us6sDIb5Brr/SeffaZNoOmMa/hwOefq8+cj4hgIUGZazFr1ixUVFQIyXCpaMybNw8AUFRUBIANCBYsWICEhASPiUZbWxsopfbPzKFDbCtWvuGSmmjwQYmnRUPrZEIR+fn5uHDhAvoly6rLwb22tLQ0XH/99fjhD3/ok3133P4GSmk/pfQQpfQNTzRotNHU1IS0tDTZbU3nzp3rsqeRlpaGxYsX49ChQ7KTcmQ9nH/9SzmureZpiA1QY+PITNeICJYsVEnGA2AVPvPmsXNxoy3GWWhK3D4Jubm5SEpKwuHDhwEA7e3tsFqt9gbgX/8aWaVWXIWUlGRvDKS/3R0I0d/xLRY2kezmmx3fE4enCLH/DUrHAsy77O7WFjbRMFfDge5uVpJ6jcqcXEIUBWnBggWglOLzzz8HIB+eIoQIS2fwcEpBQYHuvqMEN552z8zWrfahSrVJrsePs7k0cvNfXEWhesoZBQUFsFqtOHHihNNjlbw7bzNql0YfLUjnaIiZM2cOysvL0aVjUUDxjV66dCna29tlk+F8B0JhTSNKmaehNMtZzdMQt088utUS6wWYd3LTTezf8fH2eY3aWrbJkrhSSKl9Mp2IEIIlS5bg0KFDABQMwOefjxhi/v1i0RB7Gp4SDUB/iOHQIbZIpGg7UQGxqPOFJJXaK75nHR3sGC3zBjSW3dqxcyeweDEzcs7OLXMt+Gz4rVu3AnCciBoTE4Np06ahsLAQQ/TGbmIAACAASURBVENDQjhl0aJFKC4u1jSidgbvU3bfvW2bvWioPefbt7Nj3Z2bIcbF8BRfOZn3BzVkf7cPMETDCdzTkGPOnDkA9JUPilfMXWKbtS33gHDREB6IM2fYaEhaNcVR8jSkhsRZzkMKpfYdUOppfPIJC3c523dDxaAtWbIEZ86cQUdHh6NomExsIiOfocvby40p/5tS/4vGF18oJ+LFOY0JE+x/g9yx/Frp+U2uiIZ0RK7z3AkJCZgxYwa6u7uRkJDgOBEVLK9RVFRkd2+XLVuG4eFhj0zyE4dpALBJoLW1rKSco/acf/klcP31brfDDq3PTl8f81Bt8C2l9YiG4WmMMlpaWhSVfIFtTsKBAwc0n89kMiE1NVVY0C0hIQEHDzqu+s5FI4Undr/4gnkZSqOh+HhmkHp77bc0lXYWqaFyJhrnzrHwFd8bWZxDAFiug3shaqiETvhWpIcPH3YUjZ07WVktrzaRhqfCw9mM8/5+ZSPsKnpF49//Vt7hTSzqXDS05DT0/Ca9OQ3pgEANlfvHBz9KxmvevHlobGwUwlFpaWnCsvL79rm/kITDM7N9OxMBcY5N6Tnv7WWVY848Zb3ExMjuE+7At7/tsEHX0qVLZW2CFEM0RiGUUrS0tCgue52SkoL8/Hzs3r1b8znFE6CCgoKEvIaUlpYWxMfHj5Tmbd9uv/KolLg4oLqaGSG5+QEcvZ7Gjh3se8XLkohFo7XVfnFCtfYpGJ0FCxYgODgYhw4dcnS5d+2yj7dLE+G8Tc3NLFEbHe28LVrRIxpdXWw2sU0AHYiPZ14TpayQwVlOw5U8jd6cxrlz7L6K1tNSROX+cdFXMl48hPXxxx8DYPc2MTERM2fO9JhohISEjCwhsnOn/V4jgPI8ja++YsUlzsJzegkJGVlEVAmzmX2/ZCHFJUuWoK6uDrW1tapfYTKZEBMTg6ioKE+0WDMeEw1CyHhCyCUlQhcvXsTQ0NCIaHz4ISt5FXH11VfjwIEDqjO7xUhnzS5duhSnT5922LHLTqwGB1m8XC1ZGRfHltOQGhhxZ+EhHPHo1plo7N3LRvocaXhKq1FTGQXHxMRg1qxZOHjwIJqbmxEUFDSyQdDu3fa/W+xp8N+RkMDWGJIKprvoSYTv3ctyA9KlTzhxcayNycnywic9Vhye0loRpjc8tWcPu7da8yUK98+ZaMybNw8JCQn4xLYEDB8QLFu2DAcPHhTWrnIVXqJNCGHP+J49jp6D0nO+Y4fnQ1McZ8/PiRPs/Y4Ou5f59XQWopKdm+IDPGnkqwAcJ4Qs9+A5/YpDMvrdd9kkIBFXXXUV+vv7NcdmpaKxfPlyUEodvJXm5uaR7/36a7ZTm7T2X0xcHBMXad2/OKna08NGP+K4s7NSxL17gRUr7I8XC1xHhzaj5sSgXXHFFTh06BBqa2uF8B2qq1mbRYsoOoSn+GuVlZ4NTfE2a91+c+dOtoeJ2rlqa+3zMFpFw1vhKTnjqnZuhfs3efJkZGdnj6xbZjbbhWWCg4NxzTXXCDPA+fO/bNky9PT0uF16azev5/x5NsqX7oUREyO/IdmBA/bPtydx9vzs389WUJCIRkFBASIjI52GqNSiIN7Ek6LxMIBPALzk7MBAwU40KGWjfV5nb2PFihUghAhbOGo5pzhHsnTpUsTFxQnVJ+LjhAfiq6/YukBqcEGRGpiICJZoGxyUN/BqonHmDBstics9pZ6G1pi7k9DJDTfcgL6+Pnz22Wcj12f3bseRsLR6ir/mDdHIy2NGSAu7dqmLRnw8K28Wi4bStXM1PKVk2BsaHEObSiNyJVTuHyEEJ06cwC9+8Qv2wqOPss2cRKy0hYsiIyMRbQshrrAZ65069rGXw040+G+Sek+8hFr6G1pa5Oc9eQJnz8/+/WwLA4lohIaGYvHixU7D3gEpGoQQYS0FSunfKaVrKKWL1D4TSNiJRnk5i99LbnBSUhIKCgo05TV6e3vR399vd6NDQ0Nx/fXXY+vWrXbzNezERYto8GUtpJ4GL6uVq6wC1EVDyc3no6f+fmYIlWYSi3HiaVx99dUIDw9HR0eHfT5DHBoTt1f8W3h4ytOiMXMmy1NooaICEK0Q7AAX9eRke+Fzlgj3RE6jtpbtICjm/HlWXMC35HWGk/sXFxc3sqnQ7t2sgkkEFw3xnKfMzEwUFBQ4DJi0Ul1dLVTcOYiG0m+QPutaPWVXUHt+KGVRi1tvdbApAHDTTTfhxIkTqKurUzx9S0vLSKGMD3HX09grfYEQ4sEZMv7FTjQOHWIrgEo8DYB1iP379zudr9Ha2goADjd61apVaGhoECb0UErR2trKvtdsZt/tbFMYHnZSC3foFY29ex07oLh6inc4N2PiANu57CrbdwkGQO53c09HPEqPj2dG2xuiobaS8a9/zUSTL6KoloTnos49jZYW5v3JJWCl1VPu5jTa29l5xEtM7NnDwjJac0BaQ191dUBNjUM/ycvLw4QJExwqEVetWqWp78hx00034eGHHx4RDR5OVRIN6bNutbLfJK429CRqz09lJQtNzZkjKxqrbBVt27Ztk/24nY3wMS6JBiHkVkLIzwFE8y1gRWyQ+0wg4iAaN90ke4Nvu+02DA8PK95gjpJo3GibsMdHXJ2dnTCbzex7S0rYcghyaxRJiYuTP85VT6OoCFi40P41cXhKbzmokyQt7yhjxoxh5zaZWC5H2t7OTvYfr5bh4SlPjxhzc1kb5JKZw8PAs8+OGOSEBHUDHBLCRIWLBi9akPuMuHhBj6eRkCA7qBEEQ2z0T5xg+5FrRWuSnZefy7Rj7dq1eOGFF+xeW7VqFSwWC3bs2KG9LTZqamrwr3/9C729veyZqapiwqG0t7f0We/qYqKttvyNO6h5GjU1bKfGxERZmzJ9+nSMHz9e0Qvr7u62L9LxIa56GscBtAJIAfB3QkglIeQgIeQjAMMea52faWlpQVRUFIvBHjzI6tllOsPixYuRmpqKzZLKKrnzAXC40RkZGZg/f75Qkmh33P792reejI9Xn2EsZ+TVRKOtje1vLT3elbWeoqLYyFplLScuGhkZGWzfjjlzHDt0fDwLt8TEMEMMMGPZ1OR5TyM4GJgyheV2pPCOzkVDazEAFw3pasTS41zJaUydytoqnRsgbitHuoS+lrZrKQo4eJCJkYwhvO6664TVnTmLFy9GQkKC7hBVf38/ent7MWxbJn/MmDFs+fzFi9XnMomFz5uhKYCFK8vKHJPv4u9WEA1CCFatWoV///vfspWZSrbEF+gSDULIdYSQhZTSakrpWgCrKaXXUEonAPg2gN8DUKkLDSyERFNvL6tpv/ZaWdEIDg7Grbfeiq1bt2JIxSgqeRoAcN9996GoqAhnzpyxfyCKipQ3NpLCjZLc63o9DYtF3nV31dMghI2sVHY7nDhxIrZs2YJHH32UVYzJ/e74eFYFI51rAnheNADl0SLv6G1t+kSD5zQAddFwxdPIzGQehaTuX1Y09BrMSZPYNsPOOHCArRAg5/HIEBISghtvvBGff/65IABa4H2JI4jGIpWUqtxEV2+KRnQ0S7KXy2xqyvuOgmgAwDe+8Q309PRg165dDu85TP71IXo9jT8CEOIFlNKvAIAQkg9gmFJ6mFKqcx2D0YsgGidOsFFDYiIbNcjsWXD77bfj4sWLqglxO9GQuPr33HMPgoOD8e6779qLxrFjI1uBOiM9HRg71vF1tcSrkmh0dbE4vNxIX5rT0Mrcuez3qHDLLbcgOTlZWTQiI5mHIZ1rAvhWNLhR1CMa3BOMjWUiqvQZaXhK6zUmBCgoYAvwybXVHdGYMYPljdQmq/X2AmfPsol1GkUDYM9+S0sLvvjiC82f4X1p4sSJANwQDW88M2LUnp/ERNam7m77fJONlStXIikpCe+8847De/z3p6amsi0L+JL7PkCvaEwCsF/m9YUA3nW/OaMLQTSKi1mohBD2kCm43omJiXj77bdVzxccHIyE2lrmRotIS0vDjTfeiPXr14+scBsTw2L14nkKamzaJL+nxaRJrDPr8TQ6O+WNijtLkc+Z41Q0BJREgxDWBvHv4LkNb4mGXDLTlfDUihVs8BEUxIRDqb3x8SyP0tvL/q8nUVtQwAY5Sm0Vv6bn3oWFsfCX2l4PFRWsGiszU5do3HjjjUhJSZE1jkpwo/nf//3feOihh5A/ZQoTS7U8jfRZ9+RS+kqoPT+JiWxQFhsr2wfDw8Nx9913Y9OmTQ6FAsLAMi4OeOMNtmioj9ArGp0A5IJo+wFojKEEDsIEu5ISZvAARXcyIiICDzzwAD755BPFLWBbW1uRnJyMoOJiVjsv4YEHHkBdXR3efZfpb2pjIxMMmV2+ZAkNlY/nzpvHwlx6REPJqMTGMmNmsegfqWnwNACw5dv7+9UTmr4MT504oZwn0ONp/O53IwMApfwTwO7j9OmswikuTl+iVs7T6OhwrPxzJTTj7P7xcyYlKYsGpcxrEXnrYWFhuOeee7BlyxZ0KIRqpHCjOW/ePLz11luIKCtj8yLUlgPxdXgKGHl+pIi/WyVEdf/992NgYAAfffSR3ev896e1tbHoxyj2NDYB+InM68G2/y4Z7NadKi4e2XdapUM8/vjjGB4eVvQ2WltbWWjq+HH28EpiuLfffjvGjh2LgwcPIjY2FmGnTmkPTakxbx7r7HpFg4/gxfBRMs+R6PU0jh+XdcXtOHUKmDVLPaEpJxreMADjxrH2StcBEo/eXRmxqokGwLysL77QL4RK4am8vJHnllJlT1INraLBZ1/L5ff6+1myXpKTeOCBBzA4OKjZ23DIDzoLTQGO8zR8IRoLFrC2SREPuFREY+HChZgyZQreeOMNu3lcra2tCA8PRyTfVkFyPb2JXtH4LwALCCGfEULmAAAhJAbAzwHIyGng0tvbi4GBAYxJSmIPeUEBe0MhPAUAU6dOxVVXXYXXX39dNqknTMbhnVoiPqGhoXjiiScAuJDPUCMjg41eT5xwNEKRkcyISGvw1TqUeEaznk6XlMQSwc5cabmqLen3+yo8RQibtStdB4gLhR5PQ0x8vPpnFi5ki1TqPe+0aSzxKs67dXSwIgT+vPX2sudBqwfLcSYaXIh4vkaun/DQpsTIzZ07F8uXL8eLL76oaY+N1tZWEEJGdtQsLQXy89U/lJdnX4jhC9HIy2P3QjpJTzzQUBENQgieeuopfP3119i+fbvwOh/QEr6B1GgVDUppO4DFts8VEUIGAXQBuBHAM55vnv/g7t9Es5kll7nbm5ioGq996qmnUF1dLYSYxLS2tiKVi0ZSkqxL+dhjjyEmJsY+l+IJ5s2T9zQIYXFg6WhIbSTK8xquJBK15DWcjYKVPA05z8gTyIkGN8SuioY0LyNlwQI2a1vv9Q0PZ+0Slwl3dNh7Gq4ay1mzWG5MqUJQ7J0qeeTcOEqMHCEEzz33HBobG/HGG843AW1paUFycjKCeehOy7O4aBEr5eYDOl+IhtKgQ2N4CgAefPBB5OTk4NlnnxW8DSEKcvw4y4+O4vAUKKX1lNJvAMgGK7O9GcBkSqnzXUMCCC4aEzo7R0JTgHq8FsDNN9+M+fPn49e//rWDt9Ha2oqJvPpn+nTZ0UFCQgLefPNN/PQnP2EJNGejJ61wj0WukyxfzpYqEaPWofgI25WwzNy5rOOq4awzT5zIJt5xEhKAjz7y3iStpUuVRUNPIlzMc8+p72MxfTqb2+KK97RoEZsvwZGGp1w1llFRLM+kNGFNLPZK/UTB0wDYWlRXX301XnjhBVx0MpFQCPWKz+ts0JCQwBL1PMfgC9EAlJ8fjaIRFhaGX/ziFygsLMSmTZsA2ESDD0CvuWb0ehpiKKW1lNItlNJtNg/kkoKLRnpTk71oOLnBhBD86le/QlVVFV5//XXhdavVira2NkwfHmahruRkxdHBnXfeidtXrmTi4qm18ufNY+eTSxQqiYZSJ5w9m1U3ueJpXHmlw0rBDjgzAC+9BKxePfI3Ic73KHeH+fOZoZQL+bjqacydq/6ZkBB2jCuisWLFyP0cHGQj63Hj3BcNgFXnKd0/8Xl1ehqcF198Ec3NzXj++edVm+EgGlp/09KlI4Lq6Z0elVDyNDTkNDgPPPAAZsyYgaeffhqDg4NobW3F5Kgo5lnOmDG6PY3LBZ5oi6+ttR/tO/E0ALYmzvXXX4+f/exnqKioAAB0dHTAarViYm8vE42UFPXRgZaRkx4WLmSb7cgll5cuZaN/8cxTtU64YgWr7HHF+CxaxDwotXWMfDUC1EpkJBv5ixf9a293z9PQwpIlgCv7Py9fztZgonTEOCUne0Y0rrqKnVsOLeEpFU8DYBtyPfjgg3j55ZdxQSX35bDCq9b+smTJiGj46jmbP595N3zQYbXat1eDaISEhOBPf/oTKioq8PLLL6OlpQWzrNaRAWggeBqXOm025Y6oqGBKztFwgwkhWLduHYKDg/Hggw/CbDYLIpTZ3s5iwyqeBgDPP9AZGcqLp8XFsRp8cdhILa+wbBnreK60MTKSjaDV9grwtGB6gqVL7UfYPE/gqqehhV/9CnjGhVRhdja7zmVlIyFEcS7OnfZyL0auAk5LeKqjg1XgqRi5559/HhEREbjrrrsUk+Ie8TR8JRrR0axA4euv2d/d3SyCwJfB0WBTADYXbPXq1VizZg26u7sxDmDhtpSUy8PTIIS8RQhpJoTIBkgJ48+EkAuEkBOEEA+UEWmnra0NSUFBIF1drBNyNHgaADBu3Dj89a9/xb59+/DMM88IohHb388MuDPR8LXh5KNTjlqHSklhD2t4uP4KHEB9tOrsu/3FddexPcA5HR1sIcmBAbZirTfaGxmpbdl5OVasYNdYvMZRe/uI9+Fqe7Oy2HOpNmENUPc0cnJUn/2MjAysX78excX/v707D4+iyhc+/j1ZSMgiW1TAoDDKmoUEwyagzqCyCEREHdCgoIg41wW9+IBXRR65zMiAKMyMjguIcB3Qq7KI6MzL6/W+yoAOWxQQN8iYBAZjhyWsCcl5/zjVSafT3elO0l1N+vd5njxJKpXqX1dV16/OUufs5J577qHKLUE5R3gdUFZW0xvK389L167mqfbCwtCeZ67nj/vr+pk0AF599VVSrVEf2kZFmf+NoJLGckyvK29GYJ5A7wpMBV4KQUzVSktL6Z+cjOrVy9wZOfmZNADy8vJ48MEHef7551m4cCEA8WfOmJO7vuqpUF84f/WruhdFX69/zTWNu1s935LGtdeaHmbOYTScA/61bWsedGzqOaYby3kT4KyeatnSdBQ4darx+9fb8XOvnvJ0IXS2BdVzkRs9ejS//e1vWbVqFVOnTq2VOI4dO0ZlZSVX7dsHH35oEre/87ooZeZo+etfA3/avjGuvx7+9jfzs3sHkgCSRrt27Vi3bh29evXisgsuqEkaDkfdB1CDxLakYY1b5evqmwus0MZWoLVSKkhTbNXlcDi4Mj6+dtUUBHSAAZ577jlGjBhR3euhxalT5oMVbiWNa681xWfnMOC+GsKhcUlj4EDT6+PkSc9/D8fqqeRk0134009rX6TatWv6ucmbwtCh5ibg55/r3v03Nmlce61p03Lnb+8pP5IGwMyZM5k9ezZLly5l7NixlFrbc3ZSSa6sNEPXO88Xf4/B8OHw1lvmmEaF6BI4aJApnXnqqh7gNSU9PZ09e/ZwcVyced/x8abEH8hUv40Qzm0alwCuj+EWWcvqUEpNVUptU0ptc55QjeVwOMiIiqqbNAIoaYB5YO+9995j5MiRtGzZkpgTJ/wraYT6wpmUZJ4NcF4M6ntWYvRocOkdFpCEBNO33NscCuFY0oCau0VnfM6xyMIx1s6dzQCWrg8INlXSuP56Mye6+/Ma/vae6trVr6Th7Im4ePFiPvzwQ7Kzs9myZUt1VW/i2bMmaQT6fm64wcwuGMrjFh9v2lM+/rhuvO3bm/k1KisD26brdkLYrhHOScPTbYPH8pfW+hWtdY7WOqepxpd3OBx0q6iomzScD7bVNxSGi/j4eNavX8/3331n2kj8KWnYceEcNsxcZPwZZiIuznwIGio3FzzNP6K1edo8VNUGgbjhBlOt4XpsnCWNcDRmjBnEsqmTRvv2puOEa2mjvNx8OWcv9Kek4Wd1ykMPPcTmzZuJjo5myJAhzJkzB4C4M2fMMPCB3mClppr4Q9Hd1pWn8wdMd+iOHc3cOYFwfd8hbNcI56RRBKaDgCUVqDvKX5CUlpZy2cmTdZNGbKy5U/rii4C2Fx0dTcfk5Jqhveu7M7CjimbYsJq63rg4816DZcwY2LCh7gQ1ZWVmHwXztRsqJ8c0en/xRe0LcTgnjbNnay6OTZU0AG66qXbSd68i8lXSuOQSs56vYdbd9O3bl507d5KXl8cmq+2txalTDStpgDnXQ33cbrwR3n/fc8eJX//aVJkFwrUKWUoaAKwH7rR6UQ0AjmmtD4XqxSt//pmWlZXmLsDd+PGwalXgG3Xvm330qPciaUMGlGus3r3NB3nr1uAnrMsuM3d87l1vw7E9wyk6Gm69FV56qeZCHM4ljZwc01PPGV/nzuYhxaZIGs6SorO04L7NDh3Mna/73a/z+NZXPetBq1atWL58OXv37uW/336b6GPHardpBGLiRPMeQql7dzPa8Lp1dUs5t90G777reZY/b1yvEZFQ0lBKrQK2AN2VUkVKqXuUUtOUUtOsVTYC+4HvgVeB34QqtjNnznDJ6dMcSUnx3Lg2YQK8/XbgdZCuJ3d0tO8pNOtriA4Gpcwdzx//GJoLYW4urFlTe1m4tmc4TZhQu6SRkhL6ag5/RUXBvHk1c7fk5cHrr5s70sbu4x49TFWU89kD9/M1MdGUdNxHrXUe3wYkDafu3btzy403ml9++qlhw9lkZZnJi0LN/fxxuvxyc4PqqYOBN5FW0tBaT9Bad9Bax2qtU7XWS7XWf9Za/9n6u9Za/5vW+nKtdYbWup4Bi5qOw+HgcuBU+/aeV+jWzdRB+uo26ol76cHXB8euO+68PFOEDsWF+4474M03/X8SPRwMHGiez3DGePfdDXsAL1QmTzZ3uGAeqnTekTbFPp44EZYtMz97Khnfey+89lpNaaSy0vSYc05725iL3JEj5vOTkGAmKgvX0qm78ePNd0/7/847a/ZnfaqqTNufa9Jo7iWNcFZaWsoVQPmll3pf6fbb4Y03Atuw+92Yrw+OXRfP7GxzkQnFa3ftaqrE3nuvZlk4V0+BuXu/++6aARMvuqj2w5/h7t57TZtRXFzjt3XPPaYevqzMc8l48GBzcXNWQTqnEI6KavxFznmeXHyxecAvnG80XF16qeny6+mcmTgRNm40bR71cX+qvLFJOACSNDxwljS4/HLvK911F6xfH9iJ735BDMeShlLmjqchYx41xLRptbvuhntJA+Dpp2H6dLujaJjbb4cHH2yabXXoYJ4HefNNz8dNKZg61bQBQe3SSGOThvP1Lr7YzKURzjca7j78sM50z4B5P2PHwvLl9W8jkFqLJiZJwwNn0ojt0cP7Sikppk5+6VL/N+yeCFJT/RtmOtRmzIBFi0LzWmPGmHkjdu0yv4d7SeN8d8EFMH9+021v2jT4wx+8tytMngwffGC6xrrXwTdVSePAgfC/0fCX8yaqvgZx98/JL38JTz4Z3NgskjQ8cFZPJTpn6/PmgQfMXZS/PR7cE8FvfgNLltR9Mrqy0nR7TU4OKO4mExsbuteOjTVJau5c8/v5UNIQNYYONdUkK1d6TvZt2pjOFS+/XPv879PHdILwMMOlX1yTRlVV87nR6NfPdElevdr3eu7VgRddZAZCDQFJGh4cP3SI1kCrnj19r5iTY6qw/H0y2v3uICPDjBj7ktuwWseOmTvCUA1xYLdp00y9d36+vSUsETilYM4c+PZb78ftwQfNZ6SwsOb8HzXKVG8tXtyw13WtnoLmc8449+fcub5vRm38nETIVSkwav9+DihFgj+D0P3hD2YI68OH61/XU2Ph7NlmUiHXRqxIu9tOSIDHHoP/+A97uhqLxhk50syT4q23YVqaeRp69uya81op+NOf4NlnTTIJlGtJA5rXOfPLX5r39V//5X0dGz8nkjQ8aFFYSJG/vUt69TL1tv/+7/Wv66m+PiPD9N12/f9IrNd/4AEoKDD135GUMJsDpUz389Gjva+zcKGphnU9tl27muPekE4FzbWkAWZ/PvcczJrlu6OMlDTCR9K//sXhQIa6fvpp8xT1hg2+1/N2oP/zP81DPR984Hu95qxFC9OnPxITZnMQF+d7lNkLLzS9rNwTy6xZplpy48bAXs+9pBGOY5U1Rt++5mby0Uc9/11KGuGldWkppYFctBMTzQVv2jTffay9XRCTkkxRdPJkM6VopFbRDBxoujHn5NgdiQiG4cPNPB+u4uNNe8d99wU0enStpJGcbEZYaG7mzoXNm+uOmgBS0gg37crKOBnoaLnXXguTJpkGPm/zRPhKBoMHmx4mo0ebaVcjMWmA2X8Nna1OnJ+uuw7GjTOJw9+JhJzVU5071344tDlx3kzefz8cdBurVUoa4eXCM2eo6Ngx8H+cO9c0+t18c80k8q7qq3oZO9ZUdc2fH3nVUyKyPfusadO64w7/JhNyHVX3uuuCHp5tBg40bT5XXw07dtQst7EaV5KGG11VRWplJdrT6Lb1UQpeecUMYHfTTbVPfuezFxdc4Hsb990HL7xguuIKESni401jekKCuVAeqmdA60jqYThrlhl4ctgwMz8K2Pr+JWm4KfvxR84BSQ0paYAZC2blSlNs7tnTPKSjNRw/7v+zFw8/HPphm4WwW0ICvPqqGepkyBAzJ7s3kdZh4te/NsOPOJ/AdzikpBEuyvbs4UfMBO4NFhNjGvdWr4bf/c4Unz/5JLJOciEaQinzvM4zz8Att5ivb7+tvU5VlSnF11dqb25yckxp7J13zHhbNg3JL0nDzal9+xqfNJwGTfQsjAAAEg1JREFUDza9ocaONY1Z4TrvghDh5vbbzei1OTlmWuEBA8wDoPv314yW2xx7TNWne3dzA7prlxm7zgaSNNyc27+ffwJtm+oCHxNjHmD64YfAp3MUIpIlJJj6/IIC+P3vTdVuv37mGYZIac/wRCkzpYBNYmx75XD1z3/yI/CrpihpuEpMhCuuaNptChEJkpJM76GrrzZD9nz/vd0RRTRJGm5iDh5suuopIUTTio+H9HS7o4hoUj3lJr6kpGmrp4QQohmRpOHmgiNHOJKUREyMFMKEEMKdJA1XZ8+SePo0FSkpdkcihBBhSZKGq+JiHC1a0EaShhBCeCRJw1VREf+KiZFGcCGE8EKShqviYoq0lkZwIYTwQpKGq+JiCs6dk5KGEEJ4IUnDRVVhIfvPnpWkIYQQXkjScFFx4ABFyIN9QgjhjSQNF1WFhRQjD/YJIYQ3kjRcRB06RDFS0hBCCG8kaThVVRHjcHAQSRpCCOGNJA2nkhIqWrakHKmeEkIIbyRpOBUXczw5GZCShhBCeCNJw6m4mCMtWxIdHU2rVq3sjkYIIcKSDOXqVFTE4RYtaNu2LUopu6OJGBUVFRQVFXHmzBm7QxFNJD4+ntTUVGJjY+0ORQSBbUlDKTUcWAxEA69prZ91+/skYAFQbC36o9b6taAFVFzMoagoac8IsaKiIpKTk+ncubMk62ZAa43D4aCoqIguXbrYHY4IAluqp5RS0cCfgBFAL2CCUqqXh1Xf0lpnWV/BSxgAxcUUVlZKe0aInTlzhnbt2knCaCaUUrRr105Kjs2YXW0a/YDvtdb7tdblwGog16ZYjKNHOXj6tCQNG0jCaF7keDZvdiWNS4BCl9+LrGXuximlvlRKvaOU6uRtY0qpqUqpbUqpbSUlJQ0OquzECUkaQgjhg11Jw9OtiHb7/X2gs9Y6E9gEvOFtY1rrV7TWOVrrnAsvvLDBQZWVlUmbhhBC+GBX0igCXEsOqcBB1xW01g6t9Vnr11eBK4MZUGVlJWfLy6WkIYQQPtiVNP4BdFVKdVFKtQDGA+tdV1BKdXD5dQzwdTADKi8vB+TBPtFwV111FQBHjx7lxRdf9Ot/kpKS/FovkG16UlBQQHp6ekD/s2nTJiZOnNjg1xTNky1JQ2t9DngA+CsmGbyttd6jlHpGKTXGWu0hpdQepVQ+8BAwKZgxlVdUAJI0RMP9/e9/Bxp/gfckGNusT35+PtnZ2SF9TRH+bHtOQ2u9Edjotmy2y8+PA4+HKh5nSUPaNOwzffp0du3a1aTbzMrK4oUXXqh3vRUrVrBw4UKUUmRmZrJy5UpuuukmCgsLOXPmDA8//DBTp06loKCA4cOH079/f3bu3Em3bt1YsWIFCQkJJCUlceLECWbNmsUPP/xAVlYW119/PQsWLPC4LW9OnjzJbbfdRlFREZWVlTz11FOsWbOmzjYXLVrEsmXLAJgyZQrTp0/3+n7mzp1b/bf9+/czbtw4XnnlFfr27es1jvz8fCZPnszZs2e577776NixI/PmzZPeURFOngi3SPVU5NqzZw/z5s1j8+bNpKSkUFpaCsCyZcto27Ytp0+fpm/fvowbNw6Ab775hqVLlzJo0CDuvvtuXnzxRWbMmFG9vWeffZbdu3fXSoCetuXtXPvoo4/o2LEjH3zwAQDHjh2jf//+tba5fft2Xn/9dT7//HO01vTv359rrrmG7Oxsj+/n+PHj1bGPHz+e119/naysLABGjhzJa6+9RseOHWvFkZ+fz0UXXcSwYcOYMmUKeXl5ABw5coQ2bdo0er+L85MkDYskDfv5UyIIho8//phbbrmFlJQUoKa0uWTJEtasWQNAYWEh3333He3bt6dTp04MGjQIgLy8PJYsWVIraXjiaVvezrWMjAxmzJjBzJkzGTVqFEOGDOHIkSO11vnss88YO3YsiYmJANx88818+umnZGdne3w/x48fp6SkhNzcXN59913S0tKqt7VxY60CP2CGdykoKGDChAm8/PLLDBw4sPpvjzzyCMuXL/f5fkXzJQMWWiokaUQsrXWdKpdPPvmETZs2sWXLluq6fedTzu7r1ldd42tbnnTr1o3t27eTkZHB448/zjPPPOMx5kDeD0CrVq3o1KkTmzdv9hkvwN69e+nbty8xMTFER0dXL//oo4/Yt28fCxcurHcbonmSpGEpLy+nRWwsLVu2tDsUEWJDhw7l7bffxuFwAFBaWsqxY8do06YNCQkJ7Nu3j61bt1av/+OPP7JlyxYAVq1axeDBg2ttLzk5mbKysurffW3Lk4MHD5KQkEBeXh4zZsxgx44ddbZ59dVXs3btWk6dOsXJkydZs2YNQ4YM8fp+AFq0aMHatWtZsWIFf/nLX3zGkJ+fz1VXXcXq1auZPHkyhw8fBiAlJaU6LhGZJGlYysvLSbbm0xCRJS0tjSeeeIJrrrmG3r178+ijjzJ8+HDOnTtHZmYmTz31FAMGDKhev2fPnrzxxhtkZmZSWlrK/fffX2t77dq1Y9CgQaSnp/PYY4/53JYnX331Ff369SMrK4t58+bx5JNP1tlmnz59mDRpEv369aN///5MmTKluqeTp/fjlJiYyIYNG3j++edZt24dYNo0Dh6s9ZgU+fn5pKen061bN+bPn89tt91GRUUFX375Jb17927U/hbnN+WrmHs+ysnJ0du2bQv4/7Z26MBbcXE8X1DQ9EEJr77++mt69uxpdxh+KygoYNSoUezevdvuUGyxfv163n33XWbNmuXzuJ1vxzXSKaW2a61z/FlXGsIt5eXlJEl7hhA+jRkzhjFjxtS/omi2pHrKItVTwh+dO3eO2FKGECBJo1p5RYUkDSGEqIckDcvDcXH8cMUVdochhBBhTZKG5eeoKCpkTmMhhPBJkoYQQgi/SdIQQgjhN0kaQggh/CZJQwghhN8kaQghhPCbJA0hzkOeZvJzTjcrRDBJ0hDiPOQpaTinmxUimCRpCIGZHjUzM5PevXszceJEABYtWkR6ejrp6enVE0QVFBTQs2dP7r33XtLS0rjhhhs4ffo0J0+e5MYbb6R3796kp6fz1ltvVa+fnp5e/ToLFy5kzpw5FBQU0KNHD6ZMmUJ6ejp33HEHmzZtYtCgQXTt2pUvvvii+v979OjBXXfdRWZmJrfccgunTp2qNaXsY489BkBSUlL16wQSe30OHjzIuHHjyM7OpkePHtWxiQiltW5WX1deeaVuiNatW+uHHnqoQf8rGm7v3r21F0DTf9Vj9+7dulu3brqkpERrrbXD4dDbtm3T6enp+sSJE7qsrEz36tVL79ixQx84cEBHR0frnTt3aq21vvXWW/XKlSv1O++8o6dMmVK9zaNHj2qttT5w4IBOS0urXr5gwQL99NNPV2/nyy+/1JWVlbpPnz568uTJuqqqSq9du1bn5uZW/z+gP/vsM6211pMnT9YLFiyos12ttU5MTNRa64Bj11rrESNG6OLi4jr7pqKiQmdmZur3339fa631yZMn9fHjx3VpaanPfVrnuIqwBmzTfl5jpaQhwksw0kY9PE2P6jqdalJSUvV0qgBdunSpnl/7yiuvpKCggIyMDDZt2sTMmTP59NNPadWqVb2v26VLFzIyMoiKiiItLY2hQ4eilCIjI4MClyH63aeX/eyzz3xuN9DYwUz56j5HOMDatWvp2bMno0aNAiAhIYHk5GQeeeSRet+faJ4kaYiIpz1Mj6p9JJu4uLjqn6Ojozl37pzXKVpjYmKoqqqqXt91mlfX7URFRVX/HhUVxblz56r/Fuj0soHG7suuXbvqTBolU75GNkkaIuJ5mh7V13SqnniaohXg4osv5qeffsLhcHD27Fk2bNgQcHyeppd1n/7VVaCx+9K+fXv27NlT/XtJSYlM+RrhJGmIiOdpelRf06l64mmKVoDY2Fhmz55N//79GTVqFD169Ag4Pk/Ty7pP/+oq0NjB85SvAJMmTeLw4cOkpaWRlZXFli1bZMrXCCfTvVratGnDnXfeyeLFi4MQlfBGpgX1LRynl/Vnylc5rucXme5VCBE0MuVrZJPqKUtubm51rxIhwoVMLyvCjZQ0LMuXL7c7BCGECHtS0hBCCOE3SRrCds2tM0akk+PZvEnSELaKj4/H4XDIhaaZ0FrjcDiIj4+3OxQRJNKmIWyVmppKUVERJSUldocimkh8fDypqal2hyGCRJKGsFVsbCxdunSxOwwhhJ+kekoIIYTfJGkIIYTwmyQNIYQQfmt2Y08ppUqAfzbw31OAn5swnKYicQUuXGOTuAIjcQWuIbFdprW+0J8Vm13SaAyl1DZ/B+0KJYkrcOEam8QVGIkrcMGOTaqnhBBC+E2ShhBCCL9J0qjtFbsD8ELiCly4xiZxBUbiClxQY5M2DSGEEH6TkoYQQgi/SdIQQgjhN0kagFJquFLqG6XU90qpWTbG0Ukp9T9Kqa+VUnuUUg9by+copYqVUrusr5E2xVeglPrKimGbtaytUur/KKW+s763CXFM3V32yy6l1HGl1HQ79plSaplS6iel1G6XZR73jzKWWOfcl0qpPjbEtkAptc96/TVKqdbW8s5KqdMu++7PIY7L67FTSj1u7bNvlFLDQhzXWy4xFSildlnLQ7m/vF0jQneeaa0j+guIBn4AfgG0APKBXjbF0gHoY/2cDHwL9ALmADPCYF8VACluy34PzLJ+ngXMt/lY/gu4zI59BlwN9AF217d/gJHAh4ACBgCf2xDbDUCM9fN8l9g6u65nQ1wej531WcgH4oAu1uc2OlRxuf39OWC2DfvL2zUiZOeZlDSgH/C91nq/1rocWA3k2hGI1vqQ1nqH9XMZ8DVwiR2xBCAXeMP6+Q3gJhtjGQr8oLVu6IgAjaK1/n9Aqdtib/snF1ihja1Aa6VUh1DGprX+m9b6nPXrViDk45l72Wfe5AKrtdZntdYHgO8xn9+QxqWUUsBtwKpgvLYvPq4RITvPJGmYHV7o8nsRYXChVkp1BrKBz61FD1jFy2WhrgJyoYG/KaW2K6WmWssu1lofAnNCAxfZFBvAeGp/kMNhn3nbP+F23t2NuSN16qKU2qmU+l+l1BAb4vF07MJlnw0BDmutv3NZFvL95XaNCNl5JknDFNvc2doPWSmVBLwLTNdaHwdeAi4HsoBDmKKxHQZprfsAI4B/U0pdbVMcdSilWgBjgP+2FoXLPvMmbM47pdQTwDngTWvRIeBSrXU28CjwF6XUBSEMyduxC5d9NoHaNych318erhFeV/WwrFH7TJKGybydXH5PBQ7aFAtKqVjMyfCm1vo9AK31Ya11pda6CniVIBXJ66O1Pmh9/wlYY8Vx2Fnctb7/ZEdsmES2Q2t92IoxLPYZ3vdPWJx3Sqm7gFHAHdqqBLeqfxzWz9sxbQfdQhWTj2Nn+z5TSsUANwNvOZeFen95ukYQwvNMkgb8A+iqlOpi3a2OB9bbEYhVV7oU+FprvchluWsd5Fhgt/v/hiC2RKVUsvNnTCPqbsy+usta7S5gXahjs9S6+wuHfWbxtn/WA3davVsGAMec1QuhopQaDswExmitT7ksv1ApFW39/AugK7A/hHF5O3brgfFKqTilVBcrri9CFZflOmCf1rrIuSCU+8vbNYJQnmehaPEP9y9MD4NvMXcIT9gYx2BM0fFLYJf1NRJYCXxlLV8PdLAhtl9geq7kA3uc+wloB/xf4Dvre1sbYksAHEArl2Uh32eYpHUIqMDc4d3jbf9gqg3+ZJ1zXwE5NsT2Paa+23mu/dlad5x1jPOBHcDoEMfl9dgBT1j77BtgRCjjspYvB6a5rRvK/eXtGhGy80yGERFCCOE3qZ4SQgjhN0kaQggh/CZJQwghhN8kaQghhPCbJA0hhBB+k6QhhBDCb5I0hAgBpdRCpdRHdschRGNJ0hAiNPoS+qeXhWhy8nCfEEFkjRN0Eoh1WbxXa51mU0hCNIqUNIQIrkpgoPVzf8wkOoPtC0eIxomxOwAhmjOtdZU1AF8Z8A8tRXtxnpOShhDBlw3kS8IQzYEkDSGCLwvYaXcQQjQFSRpCBF9vzFDWQpz3JGkIEXwxQA+lVEelVGu7gxGiMSRpCBF8T2BmhCwCfmdzLEI0ijynIYQQwm9S0hBCCOE3SRpCCCH8JklDCCGE3yRpCCGE8JskDSGEEH6TpCGEEMJvkjSEEEL4TZKGEEIIv/1/oaWlk/+j55UAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
       ]
-    },
-    {
-      "metadata": {},
-      "cell_type": "markdown",
-      "source": "## Simulation"
-    },
-    {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "def shox(A, pi_H, pi_L, theta_H, theta_L):\n    \n    if A == 1.5:\n        pi = pi_H\n    else:\n        pi = pi_L\n    \n    x = np.random.binomial(1,pi_H)\n    \n    return A*x+(2-A)*(1-x)",
-      "execution_count": 15,
-      "outputs": []
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "np.random.seed(1910)\n",
+    "C = S[1]\n",
+    "K = S[2]\n",
+    "\n",
+    "k0 = k_grid[30]\n",
+    "a0 = theta_H\n",
+    "n = 200\n",
+    "\n",
+    "X = [k0]\n",
+    "Y = [C[(k0, a0)]]\n",
+    "A = [a0]\n",
+    "T = [0]\n",
+    "\n",
+    "s = 0\n",
+    "for t in np.arange(0,n):\n",
+    "    T.append(t)\n",
+    "    a0 = shox(a0, pi_H, pi_L, theta_H, theta_L)\n",
+    "    A.append(a0)\n",
+    "    k = K[(k0, a0)]\n",
+    "    X.append(k)\n",
+    "    c = C[(k, a0)]\n",
+    "    Y.append(c)\n",
+    "    k0 = k\n",
+    "    \n",
+    "plt.plot(T, X, color=\"black\", linewidth=1.5, label=\"capital stock: $k_{t}$\")\n",
+    "plt.plot(T, Y, color=\"red\", linewidth=1, label=\"consumption: $c_{t}$\")\n",
+    "plt.xlabel(\"$t$\", fontsize=14)\n",
+    "plt.ylabel(\"$c_{t}$, $k_{t}$\", fontsize=14)\n",
+    "plt.title(\"Path of $c$ and $k$ over time\")\n",
+    "plt.legend(loc=\"lower center\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 164,
+   "metadata": {},
+   "outputs": [
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "np.random.seed(1910)\nC = S[1]\nK = S[2]\n\nk0 = k_grid[30]\na0 = theta_H\nn = 200\n\nX = [k0]\nY = [C[(k0, a0)]]\nA = [a0]\nT = [0]\n\ns = 0\nfor t in np.arange(0,n):\n    T.append(t)\n    a0 = shox(a0, pi_H, pi_L, theta_H, theta_L)\n    A.append(a0)\n    k = K[(k0, a0)]\n    X.append(k)\n    c = C[(k, a0)]\n    Y.append(c)\n    k0 = k\n    \nplt.plot(T, X, color=\"black\", linewidth=1.5, label=\"capital stock: $k_{t}$\")\nplt.plot(T, Y, color=\"red\", linewidth=1, label=\"consumption: $c_{t}$\")\nplt.xlabel(\"$t$\", fontsize=14)\nplt.ylabel(\"$c_{t}$, $k_{t}$\", fontsize=14)\nplt.title(\"Path of $c$ and $k$ over time\")\nplt.legend(loc=\"lower center\")\nplt.show()",
-      "execution_count": 16,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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\n",
-            "text/plain": "<Figure size 432x288 with 1 Axes>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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GBvpltJsSNk88AZSVATfeGOaJ4lyoVFUBhw8D79imCJXe3ug2CMC+Lz+DvZ96PNrNYEAi\n9oorgMrKME/EQsUPFioMo8G+n5/Eltf+Fcljg9FuSliMjQG//S1tPJgQ7t0e50LlsceoFPrl74wd\nodL52LNw/f5/ot2MuKehAXjpJXL7hA0LFT9YqDCMD1ICL75Fk1HaSPQno3B4+WWguxu45x4LThbH\nQmV8HPjNb4C//VsgqTA2XD8NDcDZjjzMSXd2H50N/PKXVC7/7rstOFlaGkXkxum9pgULFYbx4a23\ngNNtsbNqDocnngBWr6a/sMnJifrkHC127SLB94EPAMiLjb7xxz8CAwl5yJlydh91OlICv/gF9Q21\ngHNYCBHX95oWLFQYxocnngBSi5Ww/Z6e6DYmDPr7gR07gHvvteiEcWxRefppyphatw4zpvkoC5Wn\nnwaKl+cjode5fXQ2UFVFe2hZYrVUieN7TQsWKgzjwdgY8LvfATe8PzZWzeHwpz9Rccvt2y06YZxW\nzJyYoN/yzjtpsYukJFo6R7FvNDcDb74JrNycB4yM0B8TFXbsICPbli0WnpSFihe8148Pn/vcjGXX\nl7Iy4Ic/DP7+++8n33Egtm8PPnHU14cuFvToo8D8+YFff+op+gsEf48ZfL/Hyy8DXV3A+z6SB/wI\nqD8/hs9sC/4Zsfg9AFpxb95M57fkehxZgafwLHAbgBT/12drv3r9daCzk4SKyv1Tj6Dhv68Admuf\nw+7v8cc/UnD0tw+9E9/Fs8BtAkgN/j20cOL10CKa32PHDuCWW+h+s+x7NP4QeDYDqPd+3SnXw2qE\nlM5Pv7QCIcQGAIcOHTqEDRs2RLs5TJT44AeB48fpD+npwH/+J/DZz0a7WYYZHAQKC4FvfhP44hct\nOumuXcD11wPnz4dZOc5Z/P3fU0ZHbS1mqtGuXg1cdx3wgx9EpU1bt9LGki98eQ/wjncA1dXA8uVR\naUs8U1cHlJdTZt1dd1l44ve+lyx3zzxj4UntpaqqChs3bgSAjVLKKivPza4fRhdNj72Enp0Ho90M\nW5mYoAnp9tuVJ/LyHOv6efVV8gbcdpuFJ43DtMnJSbJeTLt9VKLYN7q6gDfeAO64AzET2BuvPPcc\nkJwMvOtdFp+YXT9esFBhQiIl0PvpL+Pk//l5tJtiK/v3U+zszTcrT+TnO3YC2LGDFthLllh40jgU\nKm+/TdVG77jD54UoCpVXXgGmppR+ykIlquzYAVx7Le0uYSksVLxgocKE5Nw5oHXMhYTe7qDHtRzr\nQMtr1RFqlfW8+CLgcgGXX648kZfnyKyfyUla6W0LEVtjmDgUKq++St1guk+oRFGovPgisHYtMG8e\nZjaVcWA/dTp9fcDu3RZbLVVYqHjBQoUJyauvAj3IR8pQ8MGw+lMPY+Kmm+HUsKcXXwTe+U4gMVF5\nwqGun337gI4OGwZQddkYRwPozp0UljPdJ1Ty8qJS52JqityT01a/zExqnAP7qdN55RUqBPje99pw\nchYqXrBQYUKycycJlfSR4ELlaIMLhYnd3r58h9DWBhw6RNH70zjU9bNjB+B2074jlpKaSg75SA6g\nUtJsYJLhYWB8yNz7+/vJ9XPTTRovRknEVlWRCJ0WKkI4tp86nZ07yb26YIENJ2eh4gULFSYoExOU\n7NGX6ELWaGDXT2cncLzJhfTxgbAmlmjx8sv06BUU51DXz3PP0SrPzwoQLmrFzAgOoCfK34Oja8xX\nrDv0oYcwlOXG2Jjx977+OrnRNDdzjJJQefFFugRXXeXTFgf2UycjJQkVTRFrBTk5isp23lhqByxU\nmKAcPEgW7qKl+cieDDwYvvYa0AUX/ceBq7sXXwQ2bQKKijyedOBKtbUVOHWKXFi2EEGhMjkJnG3J\nwUR78NioYByvy0Wu7ENKwoTh9+7cSamnmpnYeXn0O0xOmm6bGV54gSbH5GSftjisnzqd2lrg4kWb\nhQoADAzY9AHOgoUKE5SdOyk0Yf46F/JkD6YmpgIft0AJ7Os2P7FEg8lJ8jdPm9NVHLhS3b2bHq+9\n1qYPiKBQOXYMaB13IWPYXH+SEnj7rHnx/OqrZE3RdGVGIV6nq4vij/z6aX6+4/qp09m5kyyWW7fa\n9AFxGLgeDBYqTFBefZXqWqXOyUcCJAaa/G8c1Qy68hplUnCYUDlxgpp8ww0+L0Rp1RwOu3eT33zO\nHJs+IIJCZdcuio3KGjPXn06eBC70m+uTjY1UQy3gijkKacGvvUb3ml/NDraoRJxXXwWuvHJGT1gO\nCxUvWKgwAbl0iXYSvvFGEioA0F/nv3KrqaEKjRtvUiYFh63u9uwhU7pfCqqa+umgwWLXLhKWthFB\nobJ7N9ANF3ImzQmV3buBgSRzQuUvfyFLyvXXBzggCkJlzx5yQ5WWarSFhUrEmJwk0agZu2QVLFS8\nYKHCBGTfPorluu46IH0eDfiX6v0H/J07qdrzlTc70/WzZw9w2WVUMd8LdTJyiPBqbgbOnrXR7QNE\nTKhMTgJ//SuQ6HYhF/2mMnd27QIWrDcnVP76V6qSX1gY4IAoCRXNje/Y9RNRqqro57YtPgVgoeID\nCxUmIHv30ni8fDmQPZ9EyHCz/4C4cyeZQbOL0oG0NEcJFSmDTAAOq/ppe3wKELG4nSNHKIh75WYS\nGr0XjV2DqSnK2ll/vTnxvHcvcPXVQQ6IcN/o6wOOHg3STx3SR2cDO3fS5tl+FlgrcdgiyW5YqDAB\n2buX0iATEoDsBTRhjLR4D/jqRD/tbnC5HHVz1dYCLS1BVqqAYyaB3buBlSt9MpesxuWKiBDdtYss\nXKu3Ur8bqDP2mSdOUPDplnem04kMtLm7Gzh9OoRQUYNpI1T0be9euteCChWnVlp0GH/9K10Hr8wr\nq0lPp7pFDlr02QkLFUaTqSkqdqUO1tlzszGJBEy0e4uQ2lqqoXLllcoT+fmOurn27KFYhM2bNV50\n2KrG9vgUACgoIAVgM7t30zXJrVBcjg3G+tTu3UBKilJvxGCffPttegwqVJKTqSpshETsnj0kQBcv\n1ngxP598ZZcuRaQt8YyUtCfY9HhnF0JE7F5zAixUGE1On6YxWB2sE5IS0CvyMdnlPWnv30+P02bQ\nCK24rWLPHopFUDWJF+qq2QEWlaYm4Px5m90+AF3fS5dgqoKaTiYn6bpce+2MJW+02Vif2rWLJpP0\ndBjuk3v3kihYuDDEgRF0uajuSc1UaYe5KJ3MuXO0brG86rMWDhtL7YSFCqPJ3r3k8vH0ww4k5UP4\n3Dj79lEmwnTQocNcPwHjUwAqlJCT44gJQLUCaFqGrKSggB5tHECrqymGcPNmILec3G+jrfo/T0rK\nVrvmGuUJgwP+W2+RJSbkVhC5uRHpGyMjtCAI2E9ZqESMffvo8bLLIvBhbFGZJuaFihDiy0KI/UKI\nfiFEmxDiT0KIpTre9zdCiGohxLAQ4qgQwrdMEhOEvXuBNWuArKyZ5wZT8pHQ7y1C9u3zWV04yPXT\n2korpIATAOCYom8HD9JuuiUlNn+QS8misXEAPXiQRMKGDUBaXhoGkYFJA9Vp6+tp76bpfmlAqExM\nUJ8O6vZRiZBF5cABMmAF7Ke8g3JIxken0FPTHXZNpP37gaVLZ35yW3G5WKgoxLxQAbAFwCMArgBw\nI4BkAK8IIXyTSacRQlwN4EkAPwWwDsCzAJ4RQqy0v7mzg7fe8h+sh9NcSBmYGfDHxoDDh32EioPM\nlXv30uP0ylsLh5TRP3iQtgCwnQhYVA4cAJYtm8nQ7Et0QXbp/zx11WtGqBw/DgwOxpZQ2bOHskzW\nrg3SDsAR/TRanPnJ68hfXICzL9WGdR6/hZmdFBQ4Ziy1m5gXKlLKW6SUv5ZSVkspjwP4CID5ADYG\nedtnAbwopfx/UsozUsqvAagC8Bn7W+x8urq0sx7GMvOROjSzajt6FBgd9UnTMzApRDtJYf9+Kp41\nb16QgxyQ+illBIVKhCwqnt9lINkF0WNMqCxYABQXK08Y6JNvvUU1gTYGG11UItQ31Mkx4CaTLFRC\ncryFfNMVOeb77cgIpc1HVKiwRQWAA4SKBnkAJIBgI89VAF71ee5l5XkmBGq8w1U+v9Z4jgvpIzNC\nZf9+Sn5Yt87jIDVGRYcKqc7ahNe3/ZcFLTaHrsndAa6fmhqaoyLiN8+3t6jf2BgJYM/vMpTmQlK/\n/s/bv9+8lW/vXnI5+RX/0yJCQqWqKoRwSk2lBsd4P40mB2rJEpjc12n6HEeOUAHMiAkVB1mn7cZR\nQkUIIQA8DOANKeWpIIfOAdDm81yb8jwTgv37AbcbqKjwfl7m5iNrfObG2bePREpamsdB+fnk6A+R\nKjkwAIihQRSMNlnYcv3otkI4wPVz8CA96rIChEtSEk3QNq30Tp4kK53ndRnNcCFlUN+APT4OHDqk\nYeXr6aGc+xDs22cg9TQCQqWjg/Yd2rAh+m1xMntOKS7LMPrtvn2kCdessahRoSgooGs6YXzn79mG\no4QKgB8BWAng7mg3ZDZz5AgNjH5ZDwUu5EzOrNo0/bUufSXLjx4FOlGIuSnmVzjhcP481erSZVGJ\n8Qng4EGgvDxIuXersTHI78AByjbztNKNZbuQrnMH5RMngOFhDYvK1FTIcuR9fdQvdLvQ8vJsL/h2\n+DA9slAxz+gocKQ6FWOpWVT0yST79gHr11N9noigjqVsKUNStBugFyHEowBuAbBFStkS4vBWAMU+\nzxUrzwfl85//PHLV+hkK27dvx/bt2w201tkcOQLcrSEFEwvykYMBjA+N49JoMs6eBb76VZ+DPG+u\nBQsCfsbhw8B8UYi8iegIFdUKocuiEuMDRcTiU1RsDPI7eBBYtQrIyJh5birXhaxafZ+3bx/FcnhN\n7J7iWbNgDnHkCD2uX6+zsapQmZoidWUDVVUUVByyposD+mm0OHGCjBJT7sKwhcqtt1rYsFB4Bq67\n3RH84NA89dRTeOqpp7ye67NRtDtCqCgi5TYAW6WU9Tre8haAGwD8wOO5m5Tng/LQQw9hQ8jly+yl\nu5vSO73iThRSiik+oa+uF8da6MbxmyB1xjBUVQFlBYVI6DoabpNNcfAgubbUsSAgMb5SnZoiV8e/\n/EsEP9RGi4qm6HK5kDOhX6isWeMtdLyESpAZv6qK3JjLl+tsbF4e+RAHBmaKA1pMVRXdiyF1UIz3\n02hSVUXiNaWk0HS/7e2lKtwRXxAAMRlQq7V4r6qqwkab/M8x7/oRQvwIwD0APghgUAhRrPyleRzz\nuBDi3z3e9n0A7xZCfEEIsUwI8Q1QltCjkWy7Ezl2jB61hEraXBrw++t6cOQIxe8tWeJzkE7XT1UV\nkFoa3gonHHRbIfLyyJcwOmp7m8xw5gyFA0UkkFbFJovKyAilB/t+lwS3C3myB1MToWNM/AJpAUN9\ncu1aCsPRRQQqF1dV6XD7AI4I+o4WVVXAihVAgrvA9HhzVFlPaY2LtqGz38YDMS9UAPwdgBwAuwE0\ne/zd5XFMGTwCZaWUb4GEzScBHAFwB4DbQgTgMiDzd1qahgABkD6XrCVDjd04epRWrn4pk7m5FNwS\nZNAcGaGgybxF0REqk5NkhdAlVGJ8Y0LVhRVRI6BNFpWjR8lE73tdkotdSIBEf0MfRnpHcDz7apx9\n+pjf+/v7qaqt3662BoSKod/R5r2g+vooo0tXmxwQ9B0tqqoUd16heYvK0aMUSLtsmbVtC0oESgE4\nhZgXKlLKBCllosbfrzyOuV5K+TGf9/1BSrlcSpkupVwjpXw58q13HkeO0N43WqtKdd+V4WayqGgW\noEpIoAE8yKRw/DiJheJVhWQ2j7C14swZKuql26ICRHUSOPUPP8a5eVs1X6uqoi0MgoReWI9NFpWq\nKup3q1d7P59WQv2u70I3anecwOpLb6Ht+QN+7z9+nDwxfhN7VhadOEibBwepdpAhoWKzaV6NmdFt\nUWGh4sfEBFmJN2wAXS+TC6MjR4DKSpt3TPYlNZU2vmSLSuwLFSayHD0a2Lyp7rsy2NiNU6eCmEFD\n5P+rPuPSdUqaSoRXDIbSeSO0g/L5bz6F6qW3ab52/MAI5jYf1Hzt2LEgFUvtwqZCVMeO0YrVK90d\nQEYpCZXBhm507SJLymRrh+b7k5I0YkyECNknjx2jeB9DQkUNcOzwb4sVVFWRe1XXKp6DaTU5fZos\nuBs2ICwo9Cy3AAAgAElEQVSLypEjEXb7qHDRNwAsVBgPxsbIJRNo4kt3pWMEqWg63oOJiRBCJcig\nWVUFrFwJpMxVhEqE3T8HD9J+HbriHyPk+jn8ahcWnnsJcsq/UF51pxuZGMJQ55DX81LSBBuxug4q\nLheN/kNDoY81wPHj2t9FteQNNXZj6oji8tHoM8ePk0hJTdU4eYg+efgwrZZXrTLQ4OxsylW1qf8a\nipnJyyPrJNfc8KKqih7XrcOMUDFYEnt8PPi4aCssVACwUGE8OH2abspAAkQkCPQl5KPtdA+E8DfR\nT6PDojK9wgHCHujHRiWG2i/pHoCCWY38UC0qNptfqzvdSMUY+psGvJ6XEjjSRCv37jPeK/e2Nvrp\nIi5UbNjvJ5joyiknoTLW2o2ciyRUknq0LSrh9MlVqwKInEAIQX3YRouKoVRpgN0/Phw+DCxerOwb\nVVBAQi5EPR1fTp+mRVxULCpcnRYACxXGA9UnHmziu5SUD9HbjcWLvXdW9iLIDsrj47TytVKonPzP\n55FRnI2GKn0TxqlTBlbOmZnki7DZ6qOKkd6z7V7P19cD9SP0Wn+N9/dTM7QCTs52YUOQX10dGQS0\n+l6mOwOjSMF4axfm99GXTh3w/i2kDGyRmW6zHvFsFLfbFqEyOkoTpO5VvOqGilIWXaxy8iTFlgAw\nPd7oGRdtgy0qAFioMB4cOUKBmdnZgY8ZTHUhHz3BB9AgZvbqahqE168HLXOSksIeXM900yA9N6k9\nxJE0p3R2kutJF0LYNhmptLcD5/q0xciJE0AH6LXBi96vHT9O9UJCFgOzGhssKseP06OW6FIteaL6\nFApkFzqEGxmD3n2mvp4WymaEyugo/c6mhYoN4uDsWYqZ0S2oi4ro0cZ+6kROnfK419V+a/B6HT1K\n95hNpXKCwxYVACxUGA+OHg29ghtJz4cL3cHNoEFurlNKgnhlJWZM52EO9MdaaZBO7AotVNTP1y1U\nAJoE2kOf2ywnT86IkaE6f6EymE6vjTZ6t0F1ddhUFDUwNlhUjh0j70VpqfbrA0kuzDu3GwBwrvQ6\n5IwZtC4F6ZOqy9NUDIJNrh/D/VS1qNjYT51GXx/Q1OQh9grNBe8HzHCMBGxRAcBChfHg5MnQboSx\nLLKoBBUqQVw/1dVAcfFMjKoVQuVAnbKa1DFInzpFRpzFiw18gM0WlRMngIFkWu2NNfkLleXr0tCP\nbEy2+E/OEXf7ALS0TEiwXKisWaOxv5TCYKoLi8aqcQmZGFtzGfIn/H+LYEInmFCprqZHQ+JVxaa+\nceoUMGfOjCYMSX4+pdKxRWUav+tqwqIiZRQzfgAWKgosVBgA5KlpawtdPnwyJ1+f6+fSJVqm+lBd\nTVUipwkjZRCggeTQ6UyMJ6XpFipLlxrcWMxmi8qJE8CSlcnoFi6/tNsTJ8j61JPkhvSYhCYm6LtE\nxW+ekGC5STpofAmA4QyasS9krUZSaTGyMIjh7mG/9wcSOtPt1Qi4rq6mS6xbFHhik+vn5EmDwikh\nge4ltqhMc+oU9Yfp9O60NIo5MzDeNDfT4VETKi4XFfmJ0crYkYKFCgOAzN+Aj4jQIKnIhcKEbsyb\nF+SgILt+nj6tIVTCGOhbW4GeXoHxfH1iwvAEAETEolJZCfQmuYFObzFSXU2vDaS6kdQ989rZs5SJ\nEBWhAlhanXZkhIrwBbMOjWdRn+opXY20eWTC7zk3029CWpdcLvrBNFKq/fqkEdT+OxW6vL8RvGIr\n9FJUxBYVD06epNiS9HSPJw2ON2rp/Ki6foC4j1NhocIAoAlRCLI2BGPjDz6M5OefCbxyBQJuTDg5\nSROsl9UmTKGi+vITivUJFdMTgE0rVSlnhMpAutsr7bamhhZSlZXAUKYbKf0zr0Ut40fFwuq0p07R\nPB9MdE3kklCRlWuQsYDiMfrO0+8xMkL9KqhoC1JGv7rawEaEvrjd1LEtTAseGwPOnTNY00VtC1tU\nptHM7jPoSjl9mgLWy8qsbZtuWKgAYKHCKJw+DZSX+6w+NEhbtgAFN/tupuJDAF/wxYs08XqtXsMo\naw3QYJSaCqSUhRYTXV3k3jJlUentpRnEYhobKVulshIYznQj1UOMnDhBj5WVwGiuGxmDM68dPw7M\nm2fSXWEFFlpU1Iyf6TRSLfLpi+Zesxo5i5QsqDrqN9XVpBXMCBVVPJu2qNiQFnz+PFnT2KISHpqL\nEoMLozNnaPEW8YB1Fd7vBwALFUYhrFWlL8XF9OgjHNTgNqstKsuW6bOomA6aVFM/bYhF8BQjY7lu\nZA7NTDQnT9I8WFQETOa7kTPibVGJmtsHsNSicuwYpcUHrMsDZedbAAveuxquZWoWVMf0+4EQFogA\nA76meDaCDWX0TWWmqW1hiwoAqslTX6/xGxq0qJw5E+GNCH1hiwoAFiqMQlh+el/y8ym1pq3N6+nq\napqMvDIzCgspbsBkOfbpVZMO98ypU7QyCuXe8sPGPV1OnKD4vvnzgUmXGzmj3haVaSuD2428CW8R\nE9QCYTcWWlT0fJfV//cDeOuLTyN/kQsZhRkYQjomlCyoM2fo9wtW/yfQNdQUz0ZQU14tFipu98yp\ndcMWlWnUmDsrLCpRFSpqxWG2qDDxzsgIUFtroVBJSKBB00eonD5NE4JXfIvJ2gYAxXdMB8fqECon\nT1JasqEy6cCMRcWG1eqJE2QJSEgARJEbrsmO6cQUz8DfpBI3cjCA0f5RjI6SJSDqKz2LBs+zZ0N/\nl/xFLlz13fdP/7870Y2p9s7p9y9ZEuJDsrMp66O11evp06dJKJqOQSgooA5toUAwFfANzGQgWRzY\n60RUq5SfADUgVPr6qLtE9T5LSiKxwkKFiXfOnaOxzTLXD0DuHw2LiubAAZhyq3R00P07LVQGBoDh\n4YDHGyqd74mNFhXPNiXPdSMDwxhsH8TkJMUqqL9XaunMfj81NSTSDFuGrER1/Rjc4M0XVXQZ/S79\nqW4kKllQZ8/qeL8QVJgkQJ8MGhwejMREsi5Z6BY03U+LiuhGjnM3AUBir6KCRKgXqsDW0W/PnKHH\nqAoVwFI3q1NhocLoTk02hI9FRcoA7qUwhIqXL19HCXFTGT8AjXYZGZZbVKT0nmRVMdJztgP19RS7\nq1oKMsrp+/Wd78DZs/RcSCuCnbhcFPE5MBD62CCoosvodxnKKERKXwempkho6xI6GuJZtfKFhYXV\naScmaII0bVEBOE4FQe71wkKq76Sj38aMULHQzepUWKgwqK6m+1eN27IEn0mhvZ3KqlhpUfGqMhtC\nqAwMUPGmsNJQLbaodHZSxo86SWcvnNnvRxUj6gQ8nelykV7Lzp6JWY4KFlmZfL+nXkay3Ugb7ERT\nE7kudQsVD9ePlBoFCM1gYd+oqaF51JRQ4f1+pjl1KsB1VQc5HRP/mTOUWRcsyDsi2FzHyQmwUGGs\nGax98REqatCi3+dkZlLQiEmhsnQpkJyMkHEk58/To2krhA21VM6do0e1nL8qRoYutuPcOaqeO38+\nvaZmuow0dExbYUy7K6xgzhx69In5MIpZ0TWR70b2iL+gC4qP60cVz5YIFYtcP6p105SgZosKALJE\n1tUF6BMGFkZRD6RVmTMn7PvM6bBQYawxf/tSXOw1YJ4+Te78RYt8jgtjY0Ivk786AAUYpH1FgWFs\nWNWo4kltk2spfYfRRpqAFy+m3wwAMt0ZGEQGJprb9cVk2I2FQsWU6CosRN44/U5JSVQDKCQ+4jks\nUeCJxRaVzMyZn9cQeXn0Y8T56vviRQrV8RtrAMMWFRYqsQELlThnaopuSFssKh7BrWfO0MChuceO\nSaFy/ryH8EhNpc3yglhU8vPDcG/ZZFEpKZkJ+EvNSUUfcjDR0qEpRnoSab+fmBAq+fl0MVtawjrN\nuXPmrFwJxW7ky26cPjmJhQtpfg6JKlSUQMrqahKCpsWrioUxKufP031iylomBNdSAYk9IMB11bkx\n4eQk9c2YEColJXSfhRm47mRYqMQ5DQ2kJWyxqADTK1gvUeGLCaEyPk7mXa9VUxAxYXZCnMYmi4pv\nm3qT6HO0xEh/qhtTrR1oa4sBoaJm0VhkUTFK6jw3EiBR/Wa3/vfPmUMdR9mD6vx5ssQY2qBSCwtd\nPzU1ASwBeuFaKqipoWuquR9ZRgb9hbhe9fUU+xQTQmXOHPJnWbhNg9NgoRLnBF19hIMaM2KTUKmv\np1WPXqES9PP1YJNFxVeo9KcVQXR1oK7O/7XBTDfGlSJnUc34UZkzJyyLSn8/6RwzQiV9PsVjtB7v\n0P9+H/FcWxumKFBxu8MqWuiJalEJqy1xblE5f55Sk1W3qR867uWYyfgBZvyAYVovnQwLlTintpYW\nxwsWWHxij0lhagq4cCHIAGzCdO4b3wHAfotKf79l261LqS2ehjLdmGyltFvfCXg0242s4RgSKiUl\nYVlU1LghM0Ilq5ziefImO40LFaXNNTW0u27YWFSdVrUShi2o2aIS/DcsKaEUwCCcOUPeZDWYPaqU\nlNBjHMepsFCJc2prqSpn2OZvXwoLSQG1taGpieb3gELFxIRXU0NxCV4VRQMIlf5+WkSHPQEAlk0C\nnZ1U+dJXcIx67PfjOwFP5LvhRgeKimYqa0eVMF0/4dSDyV9KFhU3DFhU1JVpWxuktNiiAoTt/tG0\nEpppS5xbVEK6z+bODWmdOHOG+mVAq0wk8RHY8QgLlTjHslWlL0lJJFba27WtH57MnUsCwMDuxDU1\nZN71CqIMIFRU91bYFhXA0qBJwP83mXSRGNFK2ZVFRcYmZrtRg/xMcvYs/axmRFfugjxMIBFudOi/\nrllZtD14Wxs6O4FLlyzq+xb1DbVPcIyKeaamdAhQHRaV2lob3OFmycqiP3b9MPGKZatKLZQsi5oa\nMq4ETCGdO5ceDawYNH35qlDxiY4POzVZPTdg2Wo1UJuE2z0tRnwzP5LmuJGPXqxYPG5JG8Jmzhz6\nPSYnTb1dd0VZDRKSEtCTUICS5M7p7hMSIaaLvtXW0lOx5PqpqaGaQKb3HQJINHV1mb4mTke13ga9\n13VYVC5coIVQzBCmm9XpsFCJc2prbbKoANNC5fx58vUG3AxQnWlCrHI80TTvFhWRVaa/3+vpsFOT\nAVssKp6pySpJJW5k4xJWLRrxe0+KUmJ/dYl1+8qExZw5NCGaLO8dbpp1b7IbS3I7kGBkFPMQz4BF\nfT89nS6kBUKlvFxnqnUgiopIqMdpyXVdVqmSEvp9AsSbTU1RLZaYEipxXkuFhUoc09tLe13ZJlSU\n/X50+YwBWg7pYGoqQMBcAKtH2IG0wMxkZKFFRatNaWUkRtaU+E96mQvotRWFMWLaV4P8TJikffc5\nMsNwphsVWQZ/C6U6bW0tGUJycsx/vhcWxIaEnfGjtgOI2ziVkNZbIKQFt7mZ1ju2jYtmCDPDzumw\nUIljVPN3JFw/QT/D5aJoXp0WlZYWqnGgaVEB/AbpsFOTPc9voUVFS6hklgcWIxVXl+C863Js3BAj\nhZ/CqE7b3U3BxOH0vfJnHsbqP/6rsTd5uH4snYjmzTNkEdQiZLaKHuJ8v5+amhDWW2BGYAe4Xhcu\n0GNMWVTY9cPEK5b66bUoLoZUXD9BB2AhaJWjc6BXzfZ+k1wA94wlFhX1/BasVKWkNmn9JmWbitGa\ntgAbK/3N0pkr5mNx1z7kX7s27DZYghrta2Kld/EiPYYzGeRsWYus9QYvrCKebREqOi2CWqhWQrao\nhIcuq5RqUQnQb1WhomtbhkgR5xaVcLyhjMOprSXTt8tl0wcUF0P09GAEY1i0KET+swGhcv48aRu/\nicblAhISvPZzsSQ1WcVn912zdHWRNUGrTVnLS5E1fDHsz4gIqan0m5v4TVShEvHJQAkArsUUNm+2\ncJ02bx5w5Ijptwe0EholJwdIS4vb1XdNDbBpU4iDQlhwa2vpVs/IsL59ppkzh8yQo6MhzEWzE7ao\nxDFqarJtu/AqK243OvStcgxYVObNo/HYi8REuqE9zmNJarJKaWlYq2YVdcUWUz5ws5gM8rtwgUJ+\nwgpwNkNxMTA+jqGmHmt/f7VvmNyPxbIK0UKEbd1xKoGKKPohRNDU+gsXYvDeVN1VISxl4/3D2P/t\nv6CnpjsCjYocLFTiGFtTk4FpoVKMNkuFStDBqLQUaGyc/m9AN5EZyspoc6QwqaujR8urAUcDk7VU\n1KwK20RyIJQ+WaSnTxph3jxgcNAv40wvqpXQkrgIi/qp0+jspH1QdV3XILVUYi41GdBdRr/leCcu\nf/BGXPzN2xFoVORgoRLH2JqaDExPCsty25CdHeJYA8GIQX35PkKlrs7ClXtpKZlfw9zTpa6O6jfZ\n5nKLJCYtKhcvRikGQBnwi9FmvUUF8Op7RghoJTTbFpPtcDKGkgOC1FKJaaES4l67MFKCSSSgZGJ2\nCVUWKnHKxARNmLYKFSWwb1VhW4gDQQNHb68uERBSqHisJuvryXJhycpdnYzCNKtfvGhhm6KNySC/\nqAkVRTzPS2zT3l3XLOrJTPYNSyfHOBUqqqVSV78KYFEZHaVLGHNCxe2m+LsQ91pdUxJaUIKCIRYq\nzCzAkn1FQpGaiv7EPCzJ0SlUgJBWlf5+0jMBB6OyMj+LimUbi4W5alapq4uxjIJwMJE2KWUUhUpW\nFsaS0rEiv9XafVzU/muyb6iC2hLUeJmpKYtO6Azq6oDsbCA3V8fBASwqdXXUP2MuRiUxkVLPQ9xr\ndXVAa1IZkttml1BloRKn2J6arNCUshDF+Tr28NEpVOrr6TGg+CgtJUe1Eitg6QSgrpotECqzIj4F\nIIvKwADFZ+iks5MOj8qqVQh0p8zB4mwd4tkIKSk0kZi0qFjaJ0pLaSvmOKulUl9P44IuS2VJCXVE\nn/3FYrKGiooON2t9PdCTPftilFioxCm1tWRJtHsb8xVDh7D11a+GPlCnUAkZiOpj9bDUopKRQYEl\nYQoV1fUzKzCxBX3UUpMV2kUx5qXbUGJ+3jxTfWN8nLp9rFn+nIYhsRegOu2FC2S8UH/CmEJH4Hpd\nHTBcwEKFmSXU1dHNmJxs/2fpWuFkZ1PUqw6LSlLSzPzoh8cgfekSxb5aKsbC9P/39pKxZ9a4fkxU\np422UFnduRsbD/yP9Sc2mb6uemkstagAcSdUVIuKLgJUp62tpXOEtd+SXei0qEzNU4SKyVT5WISF\nSjhIiTcWfxj7vvp8tFtimPr6MHdptRqd1Wnr62kcDhhf4BEroLqJLLVehClUZlVqMmBaqGRn00aR\n0UCkpSI9w4ZIZpP1S0K6M43idtMKJM6EiimLio+FIiZrqKiEECpSKgu5ijKqHjiLNqZkoRIGE5MC\nC2peQ/Ih5+WsNzTY7/YxjA6hEtKVk5JCmR0eQsXS7xlmjQrVmjBrhEp+PlXKNLDPTdRqqNiNSRGr\nilfL+mlCgl/222xHDbLX/RsWFJCY8+m3MZmarKK6fgIESXd2AsPDQOZyZQU6i64/C5UwaG0F6rAA\nxSN10W6KYQyZSSOFTotKyEleGaTr6mjMtjQN1QKLSlrazDY5jkcIEm+qKtTBhQuzyPXlybx5NFuM\njBh6W309zZuZmRa2Jc5SlA1bTwNUp41poTJ/PgX/BqhOq/4GrnWKUJlF15+FShg0NJBQyetzllCZ\nmqI+HFOuH8AaiwowPUjX19PcYam/ubSUsikMTkYqavtnlTVhwYIZU5EOopaabDdqbIjBXZRtyQKL\nU6FiaPHlU0tlcNCGmDYrUTtJgHtNtczNXVdMgx5bVBiA+sFFlCO97WK0m2KItjbKNIi5G1IVKgGC\nwNTsiJCDulJLxdLUZBWTk5HKrMr4UVmwYGaUDIFaQyVmV63hYLLomy3WTYNCRY6M4o0vPoOW/c6c\n3OrqKG5NDT3Rhc/CSP25Ym4Bp6Kq+wD3Wn09kJ4OFBYpZmQWKgxA/aAtdQFESxPNog7BltgNK5g7\nN+h+KWp2hF6LiqWpyZ7nBkyvVmdVsTeV8nLdQqWjg/zos+43AALW2fn9kgfx/P/ZFfBttlpUdGZ+\n9PdO4Zr/uh31v/iLxQ2JDCGD7LXwCX5W5/WYFSp5ebQ7doB7zctaO8v2e2KhEgYNDcBw0QKIqSlH\n7VYaszdkiIJquv3QpaVAby86L16yfgIIs+jbrCr2prJgAfnNdWx/oBbUmpVCJSeH0pk8xgI5JXHL\n+e+jdN/Tmm9RMzVsEdSjo7ozPxq70tGCOSgZvWBxQyKDqfuqvJw6pCLm1HHR0pg2qwlivfSyILNQ\nYVQaGoDJsnL6jwEffbSpr6fAvWilhwZEnb0C/JaqUAkpsDz25LF8AlBrdJsQKoODFGs5K4UKoCug\ndtalZ/vis0rvvdiLTAyheLBW8/CuLtJ3trkodfbTxkagFgvh6nOmUDEl9ioqZm5K0HheVERJbDFL\neXnQ8XH6N/DZSsTpsFAJg4YGIGWx0jN0mr5jAUOlpiPJ3LmUMnhBe7CsqwMKC3VkRyiDdMlUoz0T\nYphpqLPOmqD+yDrugcZGun55eTa3KVr49I2Ow/TvvG7tPm2bG9aEULmACmS0aguqWMeURUUNlFLG\nm4aGGLQy+xLEouL1G6hCZZbs98RCJQwaG4E5Fekkwx0kVGL2hkxMpFm8Vnuw1L1qUmy3ZWiwJw7H\npFl11loT1OAAHVbFxkY6POZEslX4WFT6TlA/SWu7qDlp2NYnio1lfjQ2Ah1ZFUi46DyLiuktCFSh\noow3MTsueqIKFZ/Yo+Fhiv/ysqiMjc2a/Z5YqJhkbIzqqJSVIag5LhaJyRoqKhUVQS0qutqdloaR\n7EKUotGe72nSonLxIs0dhjITnEBSEk3QOsR6U1OMxwCES1mZ1+8wfI76iRgd1awqWl9Prga32+J2\nqCkwBiwqlworaMY3mXofLUxvQZCXR/5vJ1lUyssxvTeIB37xe2Wzq+gbCxWTqFm0ZWUwlJ4ZCzhV\nqBhJN+7LKsWilEZkZ1vYNhWTQqWxkeYOQ5kJTkHnPTDrhcqiRTQ4DA8DAKbqPfqJhqXQ1ro6Bvpp\nYyMwXlox0ygHEZb7zGO8icnaUr4EcLP6/QYsVCKPEGKLEGKHEKJJCDElhNgW4vitynGef5NCiCKr\n2uSVOeMgoTIyQgkaMXtDqgOHj2lTSmM7IbellGFRqk3BZGVlVIxmdNTQ25qbZ6E1RSWAVXH35V9C\nzfPV0/9XXT+zlkWL6FERJYmtjTifXknPaQhwW2r9qBioGNzQAIhFyiY3ARYKsUpYWxAo401/P1VF\niNlxUSWAUKmrI7E7vQgoLCRTHQuViJIJ4AiATwPQuyWkBLAEwBzlr0RKqV172ATq9S8tBQ3S9fWO\nCFxSF1gxbVHp7wd6erye7u42lh3Rs+kmTK3faEMDQZORlAFjaQIxq60JGmJ9oHkA1x74Lhoe/gMA\nuj2am2fxbwAAixfTY00NACCjqxEdruXk29EQALbU+lFZtAg4f17XoY2NQNbyUnLjGezX0SasLQgq\nKoDa2tgt2eCL201V3XwWBY2NtGdhSoryhBCzar+nWNzM2g8p5UsAXgIAIQwZSTuklNrVw8KkoYGy\nVLOzQYP0+DjtGxHjo3DM35Dq1qW1tYDLNf20UfPu1qf/weKGebBkCT2eOwesWKH7bU1Nhg53FgsW\nkAoZG5seLTuONCEbQNJFmiw7Oug2mdUWlTlzgIyMaYGQd6kRDfNXASnaLs36euC977WpLUuW0Aw2\nNERtCsDAANDXB8ybn0g3mMMsKmHFlixcCNTXo+HiJIDE2O+bQmguCjQXQUHc6E7DKRYVMwgAR4QQ\nzUKIV4QQV1t5ci9/poH0zGijTvgxe0P6pAyqxJTAKinxmoz0MustKlJ6reD6qqk8eU77OQAzyTCz\n9jcAaCJZuBCoqYGUgHtM8XUtXOjXp8fHyQ1r272oWndCWEjU61JaCkdObmFZ6SoqgIkJ9BxvhBAO\ncc3qFSpLlgBnz0auXTYyW4VKC4BPAXg/gDsANADYLYRYZ9UHeKl4hwmVoiKyHsYkLheZqXwGy+Zm\nCkItsizKKAyEoEng3DndbxkcpFWrIwZCM2jsQzJ4jmbAkksk6FS346wWKgD1jZoa9Df0IQcDSF5Y\nOu1i8ERNArKtT3ha/oKgXhenCpWmpjB+Q2VhNHzqAkpKqIxTzKOxZYVm/NvSpbSYckBIQihmpVCR\nUp6VUv5USnlYSvm2lPLjAPYC+LxVn+ElVHJyKM3NASnKMZ+CJ4TmYNncTIaMhFjpsYsXG7KoqHuf\nzdpJWu1UHvfAxEUSKm7Zjv7GfjQ1UQhETIhNO1FiQ9Rib1nLFKHS2EiuMQW1T9gmVIqKgKyskP3U\nS0BqWH5inbAsleois7Y2tsdFTzR2K9f8DZYupewzB23vEghHxKhYxH4Am0Md9PnPfx65ublez23f\nvh3bt2/3eq6hAbj9do8nHJL5E9OpySoag2XMZcwsWQL85je6D5/1bo+0NIrP8LgHRHMTJpCIJEyi\n6fXzaGragJKSWZqe7cmiRUBdHfqOXgQAFKwtpQlD3dhHccnYLlSEoH6qw6IyXTq+ooIC2Xt7HVE+\nWHWfmb6v0tKAuXOR0nwBZTbF3lvOggV0jQYGgOxsjI7SLgCaQgUg94/FKuypp57CU0895fVcX1+f\npZ/hSTwJlXUgl1BQHnroIWzYsCHoMSMjFBjode0dUvStqQm49tpotyIEFRXA8897PRVzQmXxYpp0\nRkd1bQ5i+6QUC/iYpFM7m3AmcwNWDR5Az/5zaOzbELuxUVayeDEwMYHEfXsxBYGitSVA+yS9duGC\nl1BJTqaMFVvbosOiMn1dPGPE1q+3sWHW0NpK+i+sBcDChcg5esE5FhVPN2tlZeCxpbycTJhnzwI3\n3GBpE7QW71VVVdi40R61FyuG9KAIITKFEGs9YkwWKv8vU17/thDicY/j/1EIsU0IsUgIsUoI8TCA\n6wA8akV7VFOpV8c2kAoYTVpaHDBZVlTQTejhWw3LD20HS5YYSlFuaiIPYVaWze2KJuputApZ/c3o\nnkyHxz0AACAASURBVFuJbuHC6MnzszuY2BOllorr+G50JBQjJSuFBouEBK/+EhF3pg6LSkNDAKHi\nAFRLZThjg6yogHvwgnNEtCpUlGsU0K2clER9cRYE1DpCqADYBOAwgEOg+ij/BaAKwL8qr88B4Ckb\nUpRjjgHYDWA1gBuklLutaIxX8JnK8uXUcWK4/LS663tMTfhaVFSQL1+9AxGjFhVAtziNi0l66VLg\nzJnp/7pGmjBZPA/NGUuQfPHc7C/2pjJ/PpCUhLlNB9CVpnzh5GQSKx4CICJ9YvFiGrCUSrlaeF0X\nt5sy2hwmVML5HUfmVKB8ykExKiUltOJR7rWgv8EsyfxxhFCRUr4upUyQUib6/H1Mef2jUsrrPY7/\nrpRyiZQyU0rpllLeIKX8q1Xt0TS1rVhBFgADmSCRRs0yKCmJbjtCstC7QmZAH2w0mTuXBnSd1zsu\nhMqKFVSxt6cHk2OTKJpsQULpXPQWLUF2exxZVJKSgPJyJE2Noz/XQ5n5BIlHRHyrmT9KATotvISK\nml7tIKGSmhqe+6wjqwIlaMV8d2AxF1MIQQvjaqr43NREQ5FPaCWxdCkLlXilpYUErZcZf/lyeqyu\n1nxPLOCYOAkf06btaZxmUFOUdVpUZn1FVmDmHjh9Gp2n2pGESaQunIeJBYtRcukcBgbi4DdQUdw/\nI26PZfrChX6un4gJlQD9dGiIqj57WboWLYrpBZcn6m8Yzl5J7ZkVGEUKFiQ5KDvGR6gE/A2WLqVx\ndHw8su2zGBYqJmhp0bBKFBSQ2fT06ai0SQ+qUIl5i0pGBjVSGSxjVmAZqKUSczE2drBsGY2W1dXo\nPqEUe1sxD8krl6BItiMb/fHh+gGmhYqc5/GFly2j8UHZxyoiQkVNUQ7QT72KvamsWgWcPGlzw6zB\nivtq0+euQdLYMIo3L7amUZFgxYrpvhR0EbR0KTA5abmF7PW/eRR7y+6y9JzBYKFiAk2hAnip3Fik\npYWqm3tUpo9dPAbLmBUqS5bosqjExR43AFURLC8HTp9GfzXNgAWr5yJvE00Ai3F+9v8GCiOl9J1T\nKjwUQGUlcOkSUF+P4WHKMLW9T6spygH6qWa8XWUlKQCf/bZiEUvciYmJSExOsGcHa7tYsYKuT3t7\n8N/AM0XZQtobR7Gu+YWIFZNjoWKCgEJFVbk20lHTj6lLQ6beq2YZOOKG9BEqqalUUy+m8ExRDkJX\nF1le42KSVsT6aC3VUClYUYR515L7YTHOx57YtInOXLKoZC7zESoAcOIEWpRCCRH5PYJY/jSrBavt\ndIBVJS4WAFp4hBoEFSpqLJ3FQuWErETG1GDEaoexUDFBUKFy5oxtKnO4uQfuxbl444HnTL3fEanJ\nKpWVtAocHrbED20LS5bQtda5l0pcDKiKWJ9qaEJ7YgkSUxKRV5GPbuHCuoxzSEuLdgMjQ9/qa7DT\n9QG4bvCoRVJWRttDnDgRWSthkBTllhYKwvTas3DZMgoIPnEiAo0Lj7gJ0PZl8WIgKQmy+nRw95dq\nUbNYqBwcmRHdkYCFiglaW4O4foaHbVOZbWP5aMJclPYcN/V+1aLiCCorSQScDnEjRhM1RTnEIGBF\nrQfHsHw5UFuLtJZadKfNzCDNGUtQmeqMAE0rWLXFhZu6foP5q7JnnhSC+nWkhYqaojzkb4ltbaWC\nwl6kpJDLIMaFSn8/edLi4r7yJTkZWLQIo0eqMTISQqzZkPlzrHMuhtPyWKjEKsPDVF06oEUFsM39\n09ICHMdqFDYfM/1+x9zUK1fSozKox2S7586lMuPHgwvHpiYq6lVcHKF2RRMlTX9x0+u4lDtz0aYW\nL8HCgt4oNixG8BAq6ekBUkrt+ExAc1IJuOhS2hnLxJWlUosVKzBxnGIiQwoVj/pG4TI1BbS1C/TM\nXcVCJVYJWoukrIxsqDYF1La2AsewBpkX4sCikpNDe1rEslARAli3Djh6NOhhzc20ak2Khw0rFLFe\nONqM0YKZ0XNN1eOoPPdMtFoVO1RWAtXVaGmcjJw7s7KSlLJGP21p0bCoqO85cWI6Q8mXV//jIJ5z\nfxSTE9qvR4JZv9FnKFasQOJ5WhQHHR9XraIfq7vbko/t6aGYu5HFkROzLFQMogbBaU74CQkzKYg2\n0NoKnExYg8T6i4DBDaAcU5XWE4/VZ8y2e9064MiRoIfElR+9oAAoLAQAyLkeXzpmtr2OMqtWAaOj\nmDxbE7k+kZ5OLjmNfqrp+gGonV1dtOOfBkm7XsGtnb9EYmv0ao/ElUtVi+XLkd7RgExcCv4brFN2\nngmxoNKLOgdiVSXNdRGo0cKjh0HUi6R5cwO0orTJotLSAjQXrqb/GFSyjqlK60llJaaOn0BfXwxP\n9OvWUdDvwEDAQ2I2xsYmJpeRVSV5QRx9ab0obpiM2hOR7RMBBHXAxIAg7iIAEG3KgFJVZVEDjdPU\nRJmA6elRa0J0UayXV+WdRkpKkOOWLqUfKcSCSi/qXJK2qZK2OonAHncsVAwSshaJjbVUWluBwdLl\n5EMIERfhS0TTIa1i1SokNNQjG/2x2+61a+kxyPVwVGyQBVwqpQE0Y0msqssoUlQEFBaisDXCQmXt\nWuDYMa+MxOFhMsxqLroWLaKaAAGESnJ3G/3j8GEbGquPuE1NVlFSlC/PCWHBT0wk4WmxUMnbvIr+\nEQH3DwsVg6g+3YC+5RUrgppMw/3sgrmp1EGPGQuodUxVWk+UVd0qnIzdiX7lSorADzIItLXFSSCt\nQkchDaC5K+N5FgmAkvlT2hcFi8qlS16p9G2K1tAcExITqW8HmIQy+mPDohLXQiU7G51p87AmWcfC\nWEcsnV5aWiiEMGOBmwY2FiqxR0BTqYrqD7ThBp72J69ebViotLTQfBrO5l0RZ/lyTIkEVCLCg7oR\nUlJoQA8gVKamSLMGdBXOQpqW34gDiVfAfVl5tJsSk4wtrcTyiShYVACvfhrSjR0k8yd3iIVKLHAh\new2KM/pDH7huHXDqFLlqwsQrU2xVZDJ/WKgYJKRQWbSIUlYPHrT8s6c7yJo15GoIEJGvhaOq0qqk\np6O3cDHWJZ9Ednbow6PG2rUBVytdXbTVRjxZVLZ+ZjUum3gb2e44qe5mkO65lViCc5hXGLyisaUU\nF5Mi8einqgk/pFDRKGDpGm9FS9llVJ/FBuuxHhyVxWgTl7X9GdceeyT0gevWUdDrqVNhf6ZXAHaE\n0thZqBgkpFARAti0yXKhMjXl0UHWrKFqR/X1ut/v1DiJxtxKrE+O7XoOWLeOLFwTE34vqeb1eBIq\nTHCaXZVIxgQWjFpbhCskPgG1ra0U7hbQyrp+PbmLfIqFDXcNIRf9aN94Cz0RhTgVKePPUqmJ3pXn\naiUJwwL3j1dKu1pBfGQk7PMGg4WKQUIKFcAWodLdTfPgtOsHMOT+cerqo2/rNoxtuCrazQjOunV0\no2qUKQ+5amXijrUf34S2Iy2Y967KyH6wj1BpaSEBHTBz/LLL6HH/fq+nu06R+p64/GoKVoiC+6e3\nl7wYfF/pJDubKhRbEFDr5frxqCBuJyxUDDAxAXR06BQqTU0eCefh45VeXFqqqyKqJ061qGz52Ydx\n7Z5vRrsZwVH9/xqrFbaoML4kZqSieO0cJCVH2A+7di25arq6AASpoaKSl0eB+/v2eT3de4Y6dfbS\nErK6RMGioo6HfF8ZQEfNJz149Zv16+mcaiVxm2ChYoC2NjI5hhQq6krk0CHLPtsr8E0Icv8Y6HRO\ntag4ApeLqhJrXI+2NiAry2fTN4aJBj6FvwKWz/fkiiv8hMpgDakE18o5wIYNUbGo8ALABGosnYHY\nRl9GRqgy7bRQSUuj8wYt5BI+LFQMELQqrSdlZYDbDRw4YNln+7kQrrwSePNNXZ1ubAzo7HSmRcUx\nbNjgZyIH6LrxYMrEBEuWkGpW+mnA8vmeXH45TW7Dw9NPjda1YgKJcC0poH5fU0O+mAiiChV2/Rhg\n3TpSGQ0Npk8RNKXdRmwTKkKIDR7/zhVC5Nn1WZFCt1CxIaC2tZU2MJuuwrhlC5lJLlwI+V6+qSPA\nNdcAb7/tl/7X1sa/OxMjJCYCV10F7NkDQIfrByCLysSEl3tnqrkVHQnFSEhKIKECRNz909pKi/mY\nzgaMNdRrFcYCOmRKu01YKlSEEBuFEHcJIQoBvNvjpUEAdwkhtlr5eZGmpYUCz4qKdBysCpUwzGy+\nn+3VOTZvJkGkDDrBULMHeWVvI1u20KrTxwweb8XemBhnyxbgzTcxNT6pz/WzZg0pAg9rYUJ7K3pT\nlcFo2TKKZdExDlmJel85qtxCtJk7FygvD+taRSs5wGqLyiWQQDkI4D4hxMNCiNsAZEkpfwKgwuLP\niygtLeTRSUzUcfCmTaQQGhst+Wy/QSU/nyKudXQ61aKiS2Ax5tiwgQJRfK4Hu36YmGLLFqCvD31v\nnpjJIgxGcjL1bY84lZSeNlzKUjp1YiLwjncAu3fb1mQt2FJpki1bgDfeMP321la65Mq+oxHDUqEi\npTwjpfyYlLIcwEsAjgN4P4DDQogTAN5l5edFGl0rEJVNm+jRojgVTX/yli2GLCosVGwkOZnihnyu\nBw+oTExxxRVAcjKGX6F+qms88wmozbzUipE8j0593XXA3r2219LwhBcAJtmyhdx0QTZRDUbIlHab\nsPPjnpNSPial/FspZQWA6wDcY+Pn2Y4hM/7cucD8+ZaZRDX9yVu2UDEm1WQSgPZ2ss7aHJjNqKsV\npZLn5CSls/OAysQM6enApk1I2Eural0i+oorKBauowMAkDfSislCjzdeey0wOuqXHWQn7FI1yZYt\nND699ZaptxtarFtI2EJFCPElIcRRIcTfeTyXA2ClEGI6z0RK2SGl9K/F7CDa2w3eHDfeCOzcacln\na3aQa66hxxCmPL6pI8SWLRRVr5Spjsfy+YwD2LIFOcf2AJD6hMrll9PjW29BTkkUTrRClHi8cc0a\nckXv2mVHazVhS6VJli2j+AWTC2hdAdg2YIVFpQhAHYD3qU9IKfsBPAvg40KID1nwGTFBe7tB98lN\nNwEnT4Zd+G14mLL//DpIaamu4CjD7WbMceWV5MBVrgdnWzExyZYtyOhpxprsCzNZhMEoL6e/V15B\nf2M/0jGC5PkenTohAdi6NWJCRUpefJlGCFrgmhQqulLabcAKoSIA3Cml9MzygZTyvJTymwAus+Az\nYoK2NoMT/vXX0+Orr4b9uUAAk5uOOBUWKhEiM5MCD32ECg+oTEyxeTOmIHBzps7JSgjglluAF19E\n10lK+8hc6DNbXXcdped71Fuxi54e2l+P7yuTXHMNuelGjW+KGS1LlhVC5dsAHhBCJAKAEGKZEOKc\nEKJFCLEXwGILPiPqjIzQPoCGbo6iIiqyE6b7J2hK2NatVBFVKYutBa8+IogqHKXkMt9MbJKfj8bc\nSmyBgVX1zTcDtbUYf43ek7PEp1Nfey3VEDIZ+2AEtlSGyZYtNKEZrJyubgQZjfFMt1ARQlwvhPi6\nEOJGIcR0mR0pZSeARwB8WQiRBuD/AngBwL8D+CWAu61tcnRQ4siMWyZuuoksKmHUUwlaZOfmmyk4\n6sUXA76fLSoR5MYbKSX95Em0tVFBKi6fz8QatZs/hMx1S/S/4brrgJQUFDz7cwBK+XxPKitpG+YI\nuH94ARAm69eT9deg++fSJdI3brdN7QqCEYvKHABfB/AKgB4hxDEhxH8LIf4WgBvA9wF8A8CklPIf\npZSPSCl/osSrOB7TZvwbbySloQRYmv3shIQA27HPnUt7Cz37rOZ7p6ZIZLFQiRDXXUeDwI4dbMli\nYpZr//xPuPbFB/S/ITMT2LoVhefewjDSkFOa4/16QgJwww3ASy9Z21AN2KUaJklJVPvm5ZcNvS2a\nZS6MCJUOAD8EUApKM34dwFUAfgHgNIAaALcASBVCRHj/cvsxfZG2bAFSU8OKU+noIBUbMHf9ttto\ngNDwOfb0UAVsvqkjRFoa8K53ATt2cK0HZnZx880AgM6kORAJGiVht22jatxNTbY2o62Nsqy5fH4Y\nbNsG/PWvNEHoxClC5SCAx6WUzVLK30op/0FKuRZAAYDbQILlEkisHBVCdAghnhZC3Gl9syOPepEM\nm73S06ncvUH16vvZQT932zayy2lUh+Rib1HgttuAffswVt/KfnRm9qAIld60AJ365psp6+255yz/\n6M7qDpx+ivYTUhcAXD4/DG69lWonvPCC7rc4QqhIKXuklH677Ekpe6WUz0spH5BSXg0gF8BNoLiV\nXABftKy1UaStjUoFmCqaduutwF/+AvT1mfrskK6bykqgokLT/cPl86PALbcACQlYfv55tqgws4dl\ny9CaXo6hrACd2uUil8KOHZZ/9In7Hsa8D74DQ51D7FK1gnnzqHq6gWvV3k7iUDMEwWYsr0wrpRyR\nUr4mpfw3KeVNUsorrf6MaBBWQOr7308R8c8/b/qzg1pUhCCryo4dfkG7vCFhFCgsBDZvxtUdz/Lv\nzswehMCBT/4MPX//YOBjtm2jRZnJEu2BSGxvRjYu4ci/7eBib1axbRslYfjs+B6I9nYa2nTtdWcx\nEa7Y71wM11DxpKyMioH9/vem3q4rGHbbNvIN++ze295OVqCcnADvY2xh6tbbsGXsVZTmD0a7KQxj\nGbc+fAPe/bXLAx+wbRtNfK+8YunnpvZT2mXSb/+XY7+s4rbbSFDq3FAymtmjLFR0Enb++J13UsCr\niZVGSIsKQEG7RUXAr3/t9bQqsNifG1m6r9mGdIxgVUt4xf4YxlEsXEiuaIvdPxmDHRhCOta3v4Se\nc50sVKxg9WpgwQLd14qFigMI+yLdeSdl5fz5z4beNjUFdHbq+OzkZODDHyah4pH9E60CPfFO1vol\nOPbvz2PxJ6+PdlMYJrJs20ZubhOVTwORO9qOQ0s/CAGJdw/8jsc0K1BDBp55hgJrQ8BCxQGEHcC1\nYAHVOzHo/unuJrGiK9voYx+jNzzzzPRTXOwtOqSlAWu+/B4UlHMOJRNn3HMPjUMWWlXyJzowuWIV\nDrvfhXvwvxyjYhX33kshAzqqp7NQiXEsK5p2552UDtavvwaeoYq4y5fTPg6PPTb9FEfIMwwTUVau\nBK66ymscCofBjiFkYRDJJW6M3XUvNmMvFkzWWnLuuOeyy8hVp+NasVCJcXp6yDIW9kW65x7aTevx\nx3W/xXD9lvvuI3V84cL0+9miwjBMRLnvPgqorasL+1TdZ2i1lja/CJd9cxuO3vgFrLssOezzMiD3\nz333UWkLdbLRYHJSZwiCTbBQ0YFlJZvnzaNU5UcfJTONDgzvMXTnnVSy8ee0JwcLFYZhIs5dd1HZ\n/V/8IuxTDdTQBJpZ7kZKfibW7vwvJFWUhX1eRuHee0mw+CRieGIoBMEGWKjowNKKfJ/9LHD2rO70\nvfZ22pohL0/n+TMzgY98BPjxjzHcOYiBAXb9MAwTYbKygLvvJqGiI1AzGJcu0GotdwmvuGyhoAC4\n/XZy/wTYPDfaFc6TovOxMcznPuenCpY0A88CmP+dMuCnPwz+/vvvBxoaAr9+993Ahg3AI48A7363\n/+v19cBnPjP93xvOAH9OBMRtHsc8+igwf37gz1i8GOjuRuLVV+BZLMSVPwTwO4/Xy8qAH4b5PbZv\np79A+HwPTUJ9j6eeor9A8PeYgb/HDPw9iGh/j54eev3nPwc+8YnA5wjxPUrPUy0i17Igy3m+HoTZ\n73HffcBNNwGvvUaqxOd7FHfSHLj2awCW6/geFiNkAAUVbwghNgA4dOjQIWzYsMHrtUceAf7pn4Dh\nYYvqkTz+OFk9zp4FlgTfav3++4E33gCOHjX4GR/9KMZe2Ins9hrsO5yKdetMt5ZhGMY4UtKOyu3t\nNICZLGm6+z3fxfoXvoVc2WtxA5lppASuuIImuLff9pvofvtbWmP39gK5udqnqKqqwsaNGwFgo5Sy\nSvsoc7DrRwdqnIdlRdM+8AHyx3zrWyEPNZ1t9MADSO5oxofwa3b9MAwTeYQA/uM/gJMngSeeMH+e\n9nZ0J7Pbx1bUa7V/P/DHP/q9HO0K5yxUdGB5im9aGvDVrwK/+hVw4kTQQ3VVpdVi+XJc3HAH/hn/\ngcK8CXPtZBiGCYfLL6cEgq99DRgZMXWKxJ4ODKRFKYoznrj+euCd7wS+8hVgwnvOUBfM0apwzkJF\nB7ZkznziE7Tj8YNBNvhCePVbev7uQTRseB+SJ80NEAzDMGHzrW9RUTGTcQ1p/e3/v717j7Kzqu8w\n/vxyIxcll0aSiiDQKIqrjcmgEoWCF8pC1xqtIjQS0FIRBK0NdlG0aoqiBRWqVlDRVoyW6aJolaux\nsLC2kkjXjCAoxKJcGiGXCckQM0mAZPeP9wycHOacORNnzrvPzPNZ611Z572cd8/aOe/5nv2+e2/6\nZ9ii0hIXXwxr1z5rXJWye48aVJowKpU0ZQpcdBFcf33xEEqDc+9rl7DF717Ma7s/WzyBL0llOPxw\nOPtsuPBCeOSRYR8+ffsmnphli0pLLFoEp59e/IDu7X16tUGlDYza6K6nnFL8x/jABwadanv3bti8\n2XFQJLW5iy6CadPgvPOGfejMXRvZPceLYMt8+tPFoCkXXPD0KoNKG9i0aZQGupkwAa68En72M1ix\n4lmbN28uHsYua5AdSRoRs2bBpZcW3UeamFdmQEowZ/cmJszzItgy8+bBpz5V3P65/XbAoJK9Xbtg\n2zaYO3eUTnDkkfCJT8All8Btt+21adij0kpSrk49FY47rrgN9NhjTR2yfeN2prODSc/3IthS73lP\nMQ/QmWfCtm0GlWZExDERcV1E/CYi9kREZxPHHBcR3RGxMyJ+GRHv3Jdzb95c/DtqQQWKQVqOPRZO\nOw3Wr3969bDn+ZGkXEUUv9L7+uCtbx30dnetLWuLi+C0g70IttTEiXDVVbBuHbvffgq/7XvKoNKE\nGcCdwDnAkCPURcQhwA3ArcBC4PPA1yLi+OGeuCVBZeLEYpyBPXugsxP6+wFbVCSNMYcdVkyAt3p1\n8Wt9iAFH++4vLoIzDvUi2HJHHAHXXsuEW37A5/grnje3vMFh2yKopJS+n1L6WErpe0AzPbnfC/w6\npXR+SmltSuly4Fpg+XDPPfDg86gGFSgmLLzhhmJwpNNOgz172LgRJk8ub5AdSRpxr3lN8Wt95Uo4\n55yGE7T2P1i0qMx6kS0qpTj+eB6+4Eu8j8s57JH6vVNH21id6+co4JaadauAfxjuG7UsqEAxB1BX\nF7zlLfDud7P5wCs54IBJpQ2yI0mjYunSYk6SM8+Exx8vgsvkyc/abde6okVlzotbcQHWYOZ95Ezu\nf+kf8cK3vqq0MozVoDIf2FCzbgOwf0Tsl1La1ewb9fYWsxe3rFWjs7P4pfGud9F5cB83zb0a2K9F\nJ5ekFjnjjOLC+o53FBPxrVwJhxyy1y67H93IlpjN7OnPDjFqjalTYcGp5YUUaJNbP2Xq7S1mwW5p\nq8ayZfCd7/Cyh27kskf/rIUnlqQWOukkuPVWeOghWLgQvvnNvZ9b2bSJLZN8PmW8G6stKuuB2iHa\n5gGPD9Wasnz5cmZWTQ95zz0wefJSoMHU2qOhs5Pui75PPPFka88rSa10zDHFWFLvf38xKur118OX\nvwxz5jBpy0a2TfP5lNx0dXXR1dW117q+vr5RO1+kIZ66zk1E7AHeklK6rsE+FwMnppQWVq27GpiV\nUnpjnWMWA93d3d0sXrz46fXLlsG6dfDDH47UXyBJGtQ11xTjrEybBh/9KHf+7TXsmDqbJb/5dtkl\n0xB6enro6OgA6Egp9Yzke7fFrZ+ImBERCyPi5ZVVh1VeH1TZ/vcR8Y2qQ75c2eeSiDg8Is4BTgIu\nG+65e3tb9CCtJI13J58Md98NRx8N557Lyx+7jSdm2qIy3rVFUAGOBH4KdFOMo3Ip0ANcWNk+Hzho\nYOeU0oPAm4A3UIy/shz4i5RSbU+gIQ08oyJJaoEDDyyG2l+7llsWfpDfdp5adolUsrZ4RiWl9J80\nCFUppT8fZN2PgI7f9dy2qEhSCRYs4A13frbsUigD7dKiUhqDiiRJ5TGoNLBzJ2zfblCRJKksBpUG\nWjLPjyRJqsug0kBLh8+XJEnPYlBpYCCo2OtHkqRyGFQasEVFkqRyGVQa2Ly5mNDzuc8tuySSJI1P\nBpUGBromt3RCQkmS9DSDSgOOoSJJUrkMKg04fL4kSeUyqDRgi4okSeUyqDSwebNBRZKkMhlUGrBF\nRZKkchlUGjCoSJJULoNKHf39xeLDtJIklcegUocTEkqSVD6DSh0Ony9JUvkMKnXYoiJJUvkMKnXY\noiJJUvkMKnX09sJ++8GMGWWXRJKk8cugUsfA8PlOSChJUnkMKnU4hookSeUzqNTh8PmSJJXPoFKH\nLSqSJJXPoFKHQUWSpPIZVOoYeJhWkiSVx6AyiJRsUZEkKQcGlUH098POnQYVSZLKZlAZhMPnS5KU\nB4PKIBw+X5KkPBhUBmFQkSQpDwaVQQwEFXv9SJJULoPKIHp7YepUmD697JJIkjS+GVQGMTB8vhMS\nSpJULoPKIBxDRZKkPBhUBmFQkSQpDwaVQTh8viRJeTCoDMIWFUmS8mBQGYRBRZKkPBhUaqT0TK8f\nSZJULoNKjR07YNcug4okSTkwqNTYurX416AiSVL5DCo1BoKKvX4kSSqfQaWGLSqSJOXDoFLDFhVJ\nkvJhUKmxdWsxGaETEkqSVD6DSo2tW73tI0lSLgwqNbZu9baPJEm5MKjUsEVFkqR8GFRqGFQkScqH\nQaVGX59BRZKkXLRNUImIcyPigYjYERFrIuIVDfZ9Z0TsiYjdlX/3RER/M+exRUWSpHy0RVCJiFOA\nS4EVwCLgLmBVRDSKFH3A/Krlhc2cy4dpJUnKR1sEFWA58JWU0sqU0n3A2UA/cEaDY1JKaVNKaWNl\n2dTMiZ56yhYVSZJykX1QiYjJQAdw68C6lFICbgGWNDj0ORHxYEQ8HBHfjYgjmj2nQUWSpDxk3ZKY\nEQAACnhJREFUH1SAucBEYEPN+g0Ut3QGs5aitaUTOJXi77w9Ip7f1AkNKpIkZWFS2QUYDSmlNcCa\ngdcRsRq4FziL4jmXhgwqkiTloR2CSi+wG5hXs34esL6ZN0gpPRURPwUWDL33cs46ayYTqtqali5d\nytKlS5ssriRJY1dXVxddXV17revr6xu180XxuEfeImIN8JOU0gcqrwN4GPhCSukzTRw/Afg5cGNK\n6a/r7LMY6J46tZsdOxaPXOElSRrjenp66OjoAOhIKfWM5Hu3Q4sKwGXAVRHRDdxB0QtoOnAVQESs\nBNallD5cef1Rils/9wOzgPOBg4GvDXWiWbNGofSSJGmftEVQSSldUxkz5eMUt3zuBE6o6nL8AuCp\nqkNmA1dSPGy7BegGllS6Njc0e/ZIllySJP0u2iKoAKSUrgCuqLPtdTWvzwPO25fz2KIiSVI+2qF7\ncksZVCRJyodBpcbMmWWXQJIkDTCo1LBFRZKkfBhUahhUJEnKh0GlhkFFkqR8GFRqGFQkScqHQaWG\nQUWSpHwYVGoYVCRJyodBpYbdkyVJyodBpcaUKWWXQJIkDTCoSJKkbBlUJElStgwqkiQpWwYVSZKU\nLYOKJEnKlkFFkiRly6AiSZKyZVCRJEnZMqhIkqRsGVQkSVK2DCqSJClbBhVJkpQtg4okScqWQUWS\nJGXLoCJJkrJlUJEkSdkyqEiSpGwZVCRJUrYMKpIkKVsGFUmSlC2DiiRJypZBRZIkZcugIkmSsmVQ\nkSRJ2TKoSJKkbBlUJElStgwqkiQpWwYVSZKULYOKJEnKlkFFkiRly6AiSZKyZVCRJEnZMqhIkqRs\nGVQkSVK2DCqSJClbBhVJkpQtg4okScqWQUWSJGXLoCJJkrJlUJEkSdkyqEiSpGy1TVCJiHMj4oGI\n2BERayLiFUPs//aIuLey/10RcWKryqo8dHV1lV0EjSDrc+yxTtWMtggqEXEKcCmwAlgE3AWsioi5\ndfZ/NXA18FXg5cD3gO9GxBGtKbFy4EVwbLE+xx7rVM1oi6ACLAe+klJamVK6Dzgb6AfOqLP/XwI3\np5QuSymtTSl9DOgB3tea4kqSpJGQfVCJiMlAB3DrwLqUUgJuAZbUOWxJZXu1VQ32lyRJGco+qABz\ngYnAhpr1G4D5dY6ZP8z9JUlShiaVXYCMTAW49957yy6HRkhfXx89PT1lF0MjxPoce6zTsaPqu3Pq\nSL93OwSVXmA3MK9m/TxgfZ1j1g9zf4BDAJYtWzb8EipbHR0dZRdBI8j6HHus0zHnEOD2kXzD7INK\nSunJiOgGXg9cBxARUXn9hTqHrR5k+/GV9fWsAk4FHgR2/m6lliRpXJlKEVJWjfQbR/Fcat4i4mTg\nKorePndQ9AI6CXhJSmlTRKwE1qWUPlzZfwnwQ+BDwI3AUuACYHFK6Rct/wMkSdI+yb5FBSCldE1l\nzJSPU9zCuRM4IaW0qbLLC4CnqvZfHRHvAD5ZWf4XeLMhRZKk9tIWLSqSJGl8aofuyZIkaZwyqEiS\npGwZVBj+hIfKQ0SsiIg9NcsvqrbvFxGXR0RvRGyLiGsj4oAyy6y9RcQxEXFdRPymUn+dg+zz8Yh4\nJCL6I+I/ImJBzfbZEfEvEdEXEVsi4msRMaN1f4UGDFWfEfH1QT6zN9XsY31mIiI+FBF3RMTjEbEh\nIv49Il5cs8+Q19mIOCgiboyI7RGxPiI+HRFN549xH1SGO+GhsnMPxQPW8yvL0VXbPge8CXgb8MfA\n84Fvt7qAamgGxcPx5wDPemAuIv6GYo6u9wCvBLZTfD6nVO12NfBSiiEJ3kRR118Z3WKrjob1WXEz\ne39ml9Zstz7zcQzwj8CrgDcAk4EfRMS0qn0aXmcrgeQmis47RwHvBN5F0TmmOSmlcb0Aa4DPV70O\nYB1wftllcxmy7lYAPXW27Q/sAv60at3hwB7glWWX3WXQOtsDdNasewRYXlOvO4CTK69fWjluUdU+\nJ1D0Apxf9t80npc69fl14DsNjnmJ9ZnvQjGlzR7g6MrrIa+zwInAk8Dcqn3OArYAk5o577huUdnH\nCQ+VlxdVmpl/FRHfioiDKus7KBJ8dd2uBR7Gum0LEXEoxS/u6jp8HPgJz9ThUcCWlNJPqw69heLX\n/KtaVFQNz3GV2wj3RcQVETGnatsSrM+czaKoi8cqr5u5zh4F3J1S6q16n1XATOBlzZx0XAcV9m3C\nQ+VjDUUT4gkUgwEeCvyocj97PvBE5YutmnXbPuZTXBQbfT7nAxurN6aUdlNcSK3n/NwMnA68Djgf\nOBa4qTLaOFif2arU0eeA/07PjEnWzHW23iTB0GSdtsWAb9JgUkrVQzXfExF3AA8BJ+M0CFJ2UkrX\nVL38eUTcDfwKOA64rZRCqVlXAEew93OALTHeW1T2ZcJDZSql1Af8ElhAUX9TImL/mt2s2/axnuKZ\nsUafz/VAbQ+DicAcrOfspZQeoLgOD/Tksj4zFBFfBN4IHJdSeqRqUzPX2XqTBEOTdTqug0pK6Ulg\nYMJDYK8JD0d09keNvoh4DvAHFA9gdlM8gFddt4cDB9N4ckplovIltp6963B/imcVBj6fq4FZEbGo\n6tDXUwScn7SoqNpHEfEC4PeARyurrM/MVELKm4HXppQertnc6Dpb/Rn9w5qetH8C9AFNTWvjrR+4\nDLiqMkPzwISH0ykmQVTGIuIzwPUUt3sOBC6k+ND8a0rp8Yj4J+CyiNgCbKOYTfvHKaU7yiqz9lZ5\nnmgBxRcRwGERsRB4LKX0fxT3xD8SEfdTzGz+CYpeed8DSCndFxGrgK9GxHuBKRTdKbtSSv4Cb7FG\n9VlZVlB0XV1f2e8SilbQVWB95iYirqDoPt4JbI+IgZaQvpTSziGus/9T2fcHFIHkm5XhBn6f4nP8\nxUpjwdDK7u6Uw0LR5/9Bim6Pq4Ejyy6TS1P11kXxpbWD4inzq4FDq7bvR3GR6618gP4NOKDscrvs\nVYfHUnRl3F2z/HPVPn9H0UrWT/GFtqDmPWYB36L4hbYF+Cowvey/bTwujeoTmAp8nyKk7AR+DXwJ\neJ71medSpy53A6dX7TPkdRY4CLgB+C3Fg7SXABOaLYeTEkqSpGyN62dUJElS3gwqkiQpWwYVSZKU\nLYOKJEnKlkFFkiRly6AiSZKyZVCRJEnZMqhIkqRsGVQkSVK2DCqSJClbBhVJbSEiXleZnFDSOGJQ\nkdQuTqKYpE7SOGJQkdQujgZ+VHYhJLWWQUVS9iJiFvAy4L/KLouk1jKoSMpWRLwtIm7mmZaUsyLi\npog4psxySWqdSCmVXQZJaigiPgmclFI6vOyySGotW1QktYPX4G0faVwyqEjKWkRMAl6BQUUalwwq\nknLXAUzFHj/SuGRQkZS7VwOPppQeAIiIwyJiasllktQiBhVJuTsK+HHV6w+mlHaWVRhJrWVQkZS7\nicBAa8ppwM3lFkdSK9k9WVLWImIR8BngLuBnKaVvlFwkSS1kUJEkSdny1o8kScqWQUWSJGXLoCJJ\nkrJlUJEkSdkyqEiSpGwZVCRJUrYMKpIkKVsGFUmSlC2DiiRJypZBRZIkZcugIkmSsmVQkSRJ2TKo\nSJKkbP0/5A0l25iCnOYAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f0485b3da90>"
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
-      "metadata": {
-        "trusted": false
-      },
-      "cell_type": "code",
-      "source": "import numpy.ma as ma\n\nmask_H = []\nmask_L = []\nK_H = []\nK_L = []\nB = list(A)\nB.append(B[n])\n\nY = []\n\nfor i, a in enumerate(A):\n    \n    b = B[i+1]\n    \n    if a == theta_H and b == theta_H:\n        mask_H.append(0)\n        mask_L.append(1)\n    elif a == theta_L and b == theta_L:\n        mask_H.append(1)\n        mask_L.append(0)\n    elif a != b:\n        mask_H.append(0)\n        mask_L.append(0)\n        \n    K_H.append(k_ss_H)\n    K_L.append(k_ss_L)\n    Y.append(f(X[i], a))\n\nX_H = ma.masked_array(X, mask=mask_H)\nX_L = ma.masked_array(X, mask=mask_L)\n\nY_H = ma.masked_array(Y, mask=mask_H)\nY_L = ma.masked_array(Y, mask=mask_L)\n\nplt.plot(T, X_H, color=\"blue\", lw=1)\nplt.plot(T, X_L, color=\"red\", lw=1)\nplt.plot(T, K_H, '--', color=\"blue\", lw=.5)\nplt.plot(T, K_L, '--', color=\"red\", lw=.5)\nplt.xlabel(\"$t$\", fontsize=14)\nplt.ylabel(\"$k_{t}$\", fontsize=14)\nplt.title(\"Path of $k$ over time\")\nplt.show()\n\nplt.plot(T, Y_H, color=\"blue\", lw=1)\nplt.plot(T, Y_L, color=\"red\", lw=1)\nplt.xlabel(\"$t$\", fontsize=14)\nplt.ylabel(\"$k_{t}$\", fontsize=14)\nplt.title(\"Path of $k$ over time\")\nplt.show()",
-      "execution_count": 164,
-      "outputs": [
-        {
-          "data": {
-            "image/png": 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GBvpltJsSNk88AZSVATfeGOaJ4lyoVFUBhw8D79imCJXe3ug2CMC+Lz+DvZ96PNrNYEAi\n9oorgMrKME/EQsUPFioMo8G+n5/Eltf+Fcljg9FuSliMjQG//S1tPJgQ7t0e50LlsceoFPrl74wd\nodL52LNw/f5/ot2MuKehAXjpJXL7hA0LFT9YqDCMD1ICL75Fk1HaSPQno3B4+WWguxu45x4LThbH\nQmV8HPjNb4C//VsgqTA2XD8NDcDZjjzMSXd2H50N/PKXVC7/7rstOFlaGkXkxum9pgULFYbx4a23\ngNNtsbNqDocnngBWr6a/sMnJifrkHC127SLB94EPAMiLjb7xxz8CAwl5yJlydh91OlICv/gF9Q21\ngHNYCBHX95oWLFQYxocnngBSi5Ww/Z6e6DYmDPr7gR07gHvvteiEcWxRefppyphatw4zpvkoC5Wn\nnwaKl+cjode5fXQ2UFVFe2hZYrVUieN7TQsWKgzjwdgY8LvfATe8PzZWzeHwpz9Rccvt2y06YZxW\nzJyYoN/yzjtpsYukJFo6R7FvNDcDb74JrNycB4yM0B8TFXbsICPbli0WnpSFihe8148Pn/vcjGXX\nl7Iy4Ic/DP7+++8n33Egtm8PPnHU14cuFvToo8D8+YFff+op+gsEf48ZfL/Hyy8DXV3A+z6SB/wI\nqD8/hs9sC/4Zsfg9AFpxb95M57fkehxZgafwLHAbgBT/12drv3r9daCzk4SKyv1Tj6Dhv68Admuf\nw+7v8cc/UnD0tw+9E9/Fs8BtAkgN/j20cOL10CKa32PHDuCWW+h+s+x7NP4QeDYDqPd+3SnXw2qE\nlM5Pv7QCIcQGAIcOHTqEDRs2RLs5TJT44AeB48fpD+npwH/+J/DZz0a7WYYZHAQKC4FvfhP44hct\nOumuXcD11wPnz4dZOc5Z/P3fU0ZHbS1mqtGuXg1cdx3wgx9EpU1bt9LGki98eQ/wjncA1dXA8uVR\naUs8U1cHlJdTZt1dd1l44ve+lyx3zzxj4UntpaqqChs3bgSAjVLKKivPza4fRhdNj72Enp0Ho90M\nW5mYoAnp9tuVJ/LyHOv6efVV8gbcdpuFJ43DtMnJSbJeTLt9VKLYN7q6gDfeAO64AzET2BuvPPcc\nkJwMvOtdFp+YXT9esFBhQiIl0PvpL+Pk//l5tJtiK/v3U+zszTcrT+TnO3YC2LGDFthLllh40jgU\nKm+/TdVG77jD54UoCpVXXgGmppR+ykIlquzYAVx7Le0uYSksVLxgocKE5Nw5oHXMhYTe7qDHtRzr\nQMtr1RFqlfW8+CLgcgGXX648kZfnyKyfyUla6W0LEVtjmDgUKq++St1guk+oRFGovPgisHYtMG8e\nZjaVcWA/dTp9fcDu3RZbLVVYqHjBQoUJyauvAj3IR8pQ8MGw+lMPY+Kmm+HUsKcXXwTe+U4gMVF5\nwqGun337gI4OGwZQddkYRwPozp0UljPdJ1Ty8qJS52JqityT01a/zExqnAP7qdN55RUqBPje99pw\nchYqXrBQYUKycycJlfSR4ELlaIMLhYnd3r58h9DWBhw6RNH70zjU9bNjB+B2074jlpKaSg75SA6g\nUtJsYJLhYWB8yNz7+/vJ9XPTTRovRknEVlWRCJ0WKkI4tp86nZ07yb26YIENJ2eh4gULFSYoExOU\n7NGX6ELWaGDXT2cncLzJhfTxgbAmlmjx8sv06BUU51DXz3PP0SrPzwoQLmrFzAgOoCfK34Oja8xX\nrDv0oYcwlOXG2Jjx977+OrnRNDdzjJJQefFFugRXXeXTFgf2UycjJQkVTRFrBTk5isp23lhqByxU\nmKAcPEgW7qKl+cieDDwYvvYa0AUX/ceBq7sXXwQ2bQKKijyedOBKtbUVOHWKXFi2EEGhMjkJnG3J\nwUR78NioYByvy0Wu7ENKwoTh9+7cSamnmpnYeXn0O0xOmm6bGV54gSbH5GSftjisnzqd2lrg4kWb\nhQoADAzY9AHOgoUKE5SdOyk0Yf46F/JkD6YmpgIft0AJ7Os2P7FEg8lJ8jdPm9NVHLhS3b2bHq+9\n1qYPiKBQOXYMaB13IWPYXH+SEnj7rHnx/OqrZE3RdGVGIV6nq4vij/z6aX6+4/qp09m5kyyWW7fa\n9AFxGLgeDBYqTFBefZXqWqXOyUcCJAaa/G8c1Qy68hplUnCYUDlxgpp8ww0+L0Rp1RwOu3eT33zO\nHJs+IIJCZdcuio3KGjPXn06eBC70m+uTjY1UQy3gijkKacGvvUb3ml/NDraoRJxXXwWuvHJGT1gO\nCxUvWKgwAbl0iXYSvvFGEioA0F/nv3KrqaEKjRtvUiYFh63u9uwhU7pfCqqa+umgwWLXLhKWthFB\nobJ7N9ANF3ImzQmV3buBgSRzQuUvfyFLyvXXBzggCkJlzx5yQ5WWarSFhUrEmJwk0agZu2QVLFS8\nYKHCBGTfPorluu46IH0eDfiX6v0H/J07qdrzlTc70/WzZw9w2WVUMd8LdTJyiPBqbgbOnrXR7QNE\nTKhMTgJ//SuQ6HYhF/2mMnd27QIWrDcnVP76V6qSX1gY4IAoCRXNje/Y9RNRqqro57YtPgVgoeID\nCxUmIHv30ni8fDmQPZ9EyHCz/4C4cyeZQbOL0oG0NEcJFSmDTAAOq/ppe3wKELG4nSNHKIh75WYS\nGr0XjV2DqSnK2ll/vTnxvHcvcPXVQQ6IcN/o6wOOHg3STx3SR2cDO3fS5tl+FlgrcdgiyW5YqDAB\n2buX0iATEoDsBTRhjLR4D/jqRD/tbnC5HHVz1dYCLS1BVqqAYyaB3buBlSt9MpesxuWKiBDdtYss\nXKu3Ur8bqDP2mSdOUPDplnem04kMtLm7Gzh9OoRQUYNpI1T0be9euteCChWnVlp0GH/9K10Hr8wr\nq0lPp7pFDlr02QkLFUaTqSkqdqUO1tlzszGJBEy0e4uQ2lqqoXLllcoT+fmOurn27KFYhM2bNV50\n2KrG9vgUACgoIAVgM7t30zXJrVBcjg3G+tTu3UBKilJvxGCffPttegwqVJKTqSpshETsnj0kQBcv\n1ngxP598ZZcuRaQt8YyUtCfY9HhnF0JE7F5zAixUGE1On6YxWB2sE5IS0CvyMdnlPWnv30+P02bQ\nCK24rWLPHopFUDWJF+qq2QEWlaYm4Px5m90+AF3fS5dgqoKaTiYn6bpce+2MJW+02Vif2rWLJpP0\ndBjuk3v3kihYuDDEgRF0uajuSc1UaYe5KJ3MuXO0brG86rMWDhtL7YSFCqPJ3r3k8vH0ww4k5UP4\n3Dj79lEmwnTQocNcPwHjUwAqlJCT44gJQLUCaFqGrKSggB5tHECrqymGcPNmILec3G+jrfo/T0rK\nVrvmGuUJgwP+W2+RJSbkVhC5uRHpGyMjtCAI2E9ZqESMffvo8bLLIvBhbFGZJuaFihDiy0KI/UKI\nfiFEmxDiT0KIpTre9zdCiGohxLAQ4qgQwrdMEhOEvXuBNWuArKyZ5wZT8pHQ7y1C9u3zWV04yPXT\n2korpIATAOCYom8HD9JuuiUlNn+QS8misXEAPXiQRMKGDUBaXhoGkYFJA9Vp6+tp76bpfmlAqExM\nUJ8O6vZRiZBF5cABMmAF7Ke8g3JIxken0FPTHXZNpP37gaVLZ35yW3G5WKgoxLxQAbAFwCMArgBw\nI4BkAK8IIXyTSacRQlwN4EkAPwWwDsCzAJ4RQqy0v7mzg7fe8h+sh9NcSBmYGfDHxoDDh32EioPM\nlXv30uP0ylsLh5TRP3iQtgCwnQhYVA4cAJYtm8nQ7Et0QXbp/zx11WtGqBw/DgwOxpZQ2bOHskzW\nrg3SDsAR/TRanPnJ68hfXICzL9WGdR6/hZmdFBQ4Ziy1m5gXKlLKW6SUv5ZSVkspjwP4CID5ADYG\nedtnAbwopfx/UsozUsqvAagC8Bn7W+x8urq0sx7GMvOROjSzajt6FBgd9UnTMzApRDtJYf9+Kp41\nb16QgxyQ+illBIVKhCwqnt9lINkF0WNMqCxYABQXK08Y6JNvvUU1gTYGG11UItQ31Mkx4CaTLFRC\ncryFfNMVOeb77cgIpc1HVKiwRQWAA4SKBnkAJIBgI89VAF71ee5l5XkmBGq8w1U+v9Z4jgvpIzNC\nZf9+Sn5Yt87jIDVGRYcKqc7ahNe3/ZcFLTaHrsndAa6fmhqaoyLiN8+3t6jf2BgJYM/vMpTmQlK/\n/s/bv9+8lW/vXnI5+RX/0yJCQqWqKoRwSk2lBsd4P40mB2rJEpjc12n6HEeOUAHMiAkVB1mn7cZR\nQkUIIQA8DOANKeWpIIfOAdDm81yb8jwTgv37AbcbqKjwfl7m5iNrfObG2bePREpamsdB+fnk6A+R\nKjkwAIihQRSMNlnYcv3otkI4wPVz8CA96rIChEtSEk3QNq30Tp4kK53ndRnNcCFlUN+APT4OHDqk\nYeXr6aGc+xDs22cg9TQCQqWjg/Yd2rAh+m1xMntOKS7LMPrtvn2kCdessahRoSgooGs6YXzn79mG\no4QKgB8BWAng7mg3ZDZz5AgNjH5ZDwUu5EzOrNo0/bUufSXLjx4FOlGIuSnmVzjhcP481erSZVGJ\n8Qng4EGgvDxIuXersTHI78AByjbztNKNZbuQrnMH5RMngOFhDYvK1FTIcuR9fdQvdLvQ8vJsL/h2\n+DA9slAxz+gocKQ6FWOpWVT0yST79gHr11N9noigjqVsKUNStBugFyHEowBuAbBFStkS4vBWAMU+\nzxUrzwfl85//PHLV+hkK27dvx/bt2w201tkcOQLcrSEFEwvykYMBjA+N49JoMs6eBb76VZ+DPG+u\nBQsCfsbhw8B8UYi8iegIFdUKocuiEuMDRcTiU1RsDPI7eBBYtQrIyJh5birXhaxafZ+3bx/FcnhN\n7J7iWbNgDnHkCD2uX6+zsapQmZoidWUDVVUUVByyposD+mm0OHGCjBJT7sKwhcqtt1rYsFB4Bq67\n3RH84NA89dRTeOqpp7ye67NRtDtCqCgi5TYAW6WU9Tre8haAGwD8wOO5m5Tng/LQQw9hQ8jly+yl\nu5vSO73iThRSiik+oa+uF8da6MbxmyB1xjBUVQFlBYVI6DoabpNNcfAgubbUsSAgMb5SnZoiV8e/\n/EsEP9RGi4qm6HK5kDOhX6isWeMtdLyESpAZv6qK3JjLl+tsbF4e+RAHBmaKA1pMVRXdiyF1UIz3\n02hSVUXiNaWk0HS/7e2lKtwRXxAAMRlQq7V4r6qqwkab/M8x7/oRQvwIwD0APghgUAhRrPyleRzz\nuBDi3z3e9n0A7xZCfEEIsUwI8Q1QltCjkWy7Ezl2jB61hEraXBrw++t6cOQIxe8tWeJzkE7XT1UV\nkFoa3gonHHRbIfLyyJcwOmp7m8xw5gyFA0UkkFbFJovKyAilB/t+lwS3C3myB1MToWNM/AJpAUN9\ncu1aCsPRRQQqF1dV6XD7AI4I+o4WVVXAihVAgrvA9HhzVFlPaY2LtqGz38YDMS9UAPwdgBwAuwE0\ne/zd5XFMGTwCZaWUb4GEzScBHAFwB4DbQgTgMiDzd1qahgABkD6XrCVDjd04epRWrn4pk7m5FNwS\nZNAcGaGgybxF0REqk5NkhdAlVGJ8Y0LVhRVRI6BNFpWjR8lE73tdkotdSIBEf0MfRnpHcDz7apx9\n+pjf+/v7qaqt3662BoSKod/R5r2g+vooo0tXmxwQ9B0tqqoUd16heYvK0aMUSLtsmbVtC0oESgE4\nhZgXKlLKBCllosbfrzyOuV5K+TGf9/1BSrlcSpkupVwjpXw58q13HkeO0N43WqtKdd+V4WayqGgW\noEpIoAE8yKRw/DiJheJVhWQ2j7C14swZKuql26ICRHUSOPUPP8a5eVs1X6uqoi0MgoReWI9NFpWq\nKup3q1d7P59WQv2u70I3anecwOpLb6Ht+QN+7z9+nDwxfhN7VhadOEibBwepdpAhoWKzaV6NmdFt\nUWGh4sfEBFmJN2wAXS+TC6MjR4DKSpt3TPYlNZU2vmSLSuwLFSayHD0a2Lyp7rsy2NiNU6eCmEFD\n5P+rPuPSdUqaSoRXDIbSeSO0g/L5bz6F6qW3ab52/MAI5jYf1Hzt2LEgFUvtwqZCVMeO0YrVK90d\nQEYpCZXBhm507SJLymRrh+b7k5I0YkyECNknjx2jeB9DQkUNcOzwb4sVVFWRe1XXKp6DaTU5fZos\nuBs2ICwo9Cy3AAAgAElEQVSLypEjEXb7qHDRNwAsVBgPxsbIJRNo4kt3pWMEqWg63oOJiRBCJcig\nWVUFrFwJpMxVhEqE3T8HD9J+HbriHyPk+jn8ahcWnnsJcsq/UF51pxuZGMJQ55DX81LSBBuxug4q\nLheN/kNDoY81wPHj2t9FteQNNXZj6oji8tHoM8ePk0hJTdU4eYg+efgwrZZXrTLQ4OxsylW1qf8a\nipnJyyPrJNfc8KKqih7XrcOMUDFYEnt8PPi4aCssVACwUGE8OH2abspAAkQkCPQl5KPtdA+E8DfR\nT6PDojK9wgHCHujHRiWG2i/pHoCCWY38UC0qNptfqzvdSMUY+psGvJ6XEjjSRCv37jPeK/e2Nvrp\nIi5UbNjvJ5joyiknoTLW2o2ciyRUknq0LSrh9MlVqwKInEAIQX3YRouKoVRpgN0/Phw+DCxerOwb\nVVBAQi5EPR1fTp+mRVxULCpcnRYACxXGA9UnHmziu5SUD9HbjcWLvXdW9iLIDsrj47TytVKonPzP\n55FRnI2GKn0TxqlTBlbOmZnki7DZ6qOKkd6z7V7P19cD9SP0Wn+N9/dTM7QCTs52YUOQX10dGQS0\n+l6mOwOjSMF4axfm99GXTh3w/i2kDGyRmW6zHvFsFLfbFqEyOkoTpO5VvOqGilIWXaxy8iTFlgAw\nPd7oGRdtgy0qAFioMB4cOUKBmdnZgY8ZTHUhHz3BB9AgZvbqahqE168HLXOSksIeXM900yA9N6k9\nxJE0p3R2kutJF0LYNhmptLcD5/q0xciJE0AH6LXBi96vHT9O9UJCFgOzGhssKseP06OW6FIteaL6\nFApkFzqEGxmD3n2mvp4WymaEyugo/c6mhYoN4uDsWYqZ0S2oi4ro0cZ+6kROnfK419V+a/B6HT1K\n95hNpXKCwxYVACxUGA+OHg29ghtJz4cL3cHNoEFurlNKgnhlJWZM52EO9MdaaZBO7AotVNTP1y1U\nAJoE2kOf2ywnT86IkaE6f6EymE6vjTZ6t0F1ddhUFDUwNlhUjh0j70VpqfbrA0kuzDu3GwBwrvQ6\n5IwZtC4F6ZOqy9NUDIJNrh/D/VS1qNjYT51GXx/Q1OQh9grNBe8HzHCMBGxRAcBChfHg5MnQboSx\nLLKoBBUqQVw/1dVAcfFMjKoVQuVAnbKa1DFInzpFRpzFiw18gM0WlRMngIFkWu2NNfkLleXr0tCP\nbEy2+E/OEXf7ALS0TEiwXKisWaOxv5TCYKoLi8aqcQmZGFtzGfIn/H+LYEInmFCprqZHQ+JVxaa+\nceoUMGfOjCYMSX4+pdKxRWUav+tqwqIiZRQzfgAWKgosVBgA5KlpawtdPnwyJ1+f6+fSJVqm+lBd\nTVUipwkjZRCggeTQ6UyMJ6XpFipLlxrcWMxmi8qJE8CSlcnoFi6/tNsTJ8j61JPkhvSYhCYm6LtE\nxW+ekGC5STpofAmA4QyasS9krUZSaTGyMIjh7mG/9wcSOtPt1Qi4rq6mS6xbFHhik+vn5EmDwikh\nge4ltqhMc+oU9Yfp9O60NIo5MzDeNDfT4VETKi4XFfmJ0crYkYKFCgOAzN+Aj4jQIKnIhcKEbsyb\nF+SgILt+nj6tIVTCGOhbW4GeXoHxfH1iwvAEAETEolJZCfQmuYFObzFSXU2vDaS6kdQ989rZs5SJ\nEBWhAlhanXZkhIrwBbMOjWdRn+opXY20eWTC7zk3029CWpdcLvrBNFKq/fqkEdT+OxW6vL8RvGIr\n9FJUxBYVD06epNiS9HSPJw2ON2rp/Ki6foC4j1NhocIAoAlRCLI2BGPjDz6M5OefCbxyBQJuTDg5\nSROsl9UmTKGi+vITivUJFdMTgE0rVSlnhMpAutsr7bamhhZSlZXAUKYbKf0zr0Ut40fFwuq0p07R\nPB9MdE3kklCRlWuQsYDiMfrO0+8xMkL9KqhoC1JGv7rawEaEvrjd1LEtTAseGwPOnTNY00VtC1tU\nptHM7jPoSjl9mgLWy8qsbZtuWKgAYKHCKJw+DZSX+6w+NEhbtgAFN/tupuJDAF/wxYs08XqtXsMo\naw3QYJSaCqSUhRYTXV3k3jJlUentpRnEYhobKVulshIYznQj1UOMnDhBj5WVwGiuGxmDM68dPw7M\nm2fSXWEFFlpU1Iyf6TRSLfLpi+Zesxo5i5QsqDrqN9XVpBXMCBVVPJu2qNiQFnz+PFnT2KISHpqL\nEoMLozNnaPEW8YB1Fd7vBwALFUYhrFWlL8XF9OgjHNTgNqstKsuW6bOomA6aVFM/bYhF8BQjY7lu\nZA7NTDQnT9I8WFQETOa7kTPibVGJmtsHsNSicuwYpcUHrMsDZedbAAveuxquZWoWVMf0+4EQFogA\nA76meDaCDWX0TWWmqW1hiwoAqslTX6/xGxq0qJw5E+GNCH1hiwoAFiqMQlh+el/y8ym1pq3N6+nq\napqMvDIzCgspbsBkOfbpVZMO98ypU7QyCuXe8sPGPV1OnKD4vvnzgUmXGzmj3haVaSuD2428CW8R\nE9QCYTcWWlT0fJfV//cDeOuLTyN/kQsZhRkYQjomlCyoM2fo9wtW/yfQNdQUz0ZQU14tFipu98yp\ndcMWlWnUmDsrLCpRFSpqxWG2qDDxzsgIUFtroVBJSKBB00eonD5NE4JXfIvJ2gYAxXdMB8fqECon\nT1JasqEy6cCMRcWG1eqJE2QJSEgARJEbrsmO6cQUz8DfpBI3cjCA0f5RjI6SJSDqKz2LBs+zZ0N/\nl/xFLlz13fdP/7870Y2p9s7p9y9ZEuJDsrMp66O11evp06dJKJqOQSgooA5toUAwFfANzGQgWRzY\n60RUq5SfADUgVPr6qLtE9T5LSiKxwkKFiXfOnaOxzTLXD0DuHw2LiubAAZhyq3R00P07LVQGBoDh\n4YDHGyqd74mNFhXPNiXPdSMDwxhsH8TkJMUqqL9XaunMfj81NSTSDFuGrER1/Rjc4M0XVXQZ/S79\nqW4kKllQZ8/qeL8QVJgkQJ8MGhwejMREsi5Z6BY03U+LiuhGjnM3AUBir6KCRKgXqsDW0W/PnKHH\nqAoVwFI3q1NhocLoTk02hI9FRcoA7qUwhIqXL19HCXFTGT8AjXYZGZZbVKT0nmRVMdJztgP19RS7\nq1oKMsrp+/Wd78DZs/RcSCuCnbhcFPE5MBD62CCoosvodxnKKERKXwempkho6xI6GuJZtfKFhYXV\naScmaII0bVEBOE4FQe71wkKq76Sj38aMULHQzepUWKgwqK6m+1eN27IEn0mhvZ3KqlhpUfGqMhtC\nqAwMUPGmsNJQLbaodHZSxo86SWcvnNnvRxUj6gQ8nelykV7Lzp6JWY4KFlmZfL+nXkay3Ugb7ERT\nE7kudQsVD9ePlBoFCM1gYd+oqaF51JRQ4f1+pjl1KsB1VQc5HRP/mTOUWRcsyDsi2FzHyQmwUGGs\nGax98REqatCi3+dkZlLQiEmhsnQpkJyMkHEk58/To2krhA21VM6do0e1nL8qRoYutuPcOaqeO38+\nvaZmuow0dExbYUy7K6xgzhx69In5MIpZ0TWR70b2iL+gC4qP60cVz5YIFYtcP6p105SgZosKALJE\n1tUF6BMGFkZRD6RVmTMn7PvM6bBQYawxf/tSXOw1YJ4+Te78RYt8jgtjY0Ivk786AAUYpH1FgWFs\nWNWo4kltk2spfYfRRpqAFy+m3wwAMt0ZGEQGJprb9cVk2I2FQsWU6CosRN44/U5JSVQDKCQ+4jks\nUeCJxRaVzMyZn9cQeXn0Y8T56vviRQrV8RtrAMMWFRYqsQELlThnaopuSFssKh7BrWfO0MChuceO\nSaFy/ryH8EhNpc3yglhU8vPDcG/ZZFEpKZkJ+EvNSUUfcjDR0qEpRnoSab+fmBAq+fl0MVtawjrN\nuXPmrFwJxW7ky26cPjmJhQtpfg6JKlSUQMrqahKCpsWrioUxKufP031iylomBNdSAYk9IMB11bkx\n4eQk9c2YEColJXSfhRm47mRYqMQ5DQ2kJWyxqADTK1gvUeGLCaEyPk7mXa9VUxAxYXZCnMYmi4pv\nm3qT6HO0xEh/qhtTrR1oa4sBoaJm0VhkUTFK6jw3EiBR/Wa3/vfPmUMdR9mD6vx5ssQY2qBSCwtd\nPzU1ASwBeuFaKqipoWuquR9ZRgb9hbhe9fUU+xQTQmXOHPJnWbhNg9NgoRLnBF19hIMaM2KTUKmv\np1WPXqES9PP1YJNFxVeo9KcVQXR1oK7O/7XBTDfGlSJnUc34UZkzJyyLSn8/6RwzQiV9PsVjtB7v\n0P9+H/FcWxumKFBxu8MqWuiJalEJqy1xblE5f55Sk1W3qR867uWYyfgBZvyAYVovnQwLlTintpYW\nxwsWWHxij0lhagq4cCHIAGzCdO4b3wHAfotKf79l261LqS2ehjLdmGyltFvfCXg0242s4RgSKiUl\nYVlU1LghM0Ilq5ziefImO40LFaXNNTW0u27YWFSdVrUShi2o2aIS/DcsKaEUwCCcOUPeZDWYPaqU\nlNBjHMepsFCJc2prqSpn2OZvXwoLSQG1taGpieb3gELFxIRXU0NxCV4VRQMIlf5+WkSHPQEAlk0C\nnZ1U+dJXcIx67PfjOwFP5LvhRgeKimYqa0eVMF0/4dSDyV9KFhU3DFhU1JVpWxuktNiiAoTt/tG0\nEpppS5xbVEK6z+bODWmdOHOG+mVAq0wk8RHY8QgLlTjHslWlL0lJJFba27WtH57MnUsCwMDuxDU1\nZN71CqIMIFRU91bYFhXA0qBJwP83mXSRGNFK2ZVFRcYmZrtRg/xMcvYs/axmRFfugjxMIBFudOi/\nrllZtD14Wxs6O4FLlyzq+xb1DbVPcIyKeaamdAhQHRaV2lob3OFmycqiP3b9MPGKZatKLZQsi5oa\nMq4ETCGdO5ceDawYNH35qlDxiY4POzVZPTdg2Wo1UJuE2z0tRnwzP5LmuJGPXqxYPG5JG8Jmzhz6\nPSYnTb1dd0VZDRKSEtCTUICS5M7p7hMSIaaLvtXW0lOx5PqpqaGaQKb3HQJINHV1mb4mTke13ga9\n13VYVC5coIVQzBCmm9XpsFCJc2prbbKoANNC5fx58vUG3AxQnWlCrHI80TTvFhWRVaa/3+vpsFOT\nAVssKp6pySpJJW5k4xJWLRrxe0+KUmJ/dYl1+8qExZw5NCGaLO8dbpp1b7IbS3I7kGBkFPMQz4BF\nfT89nS6kBUKlvFxnqnUgiopIqMdpyXVdVqmSEvp9AsSbTU1RLZaYEipxXkuFhUoc09tLe13ZJlSU\n/X50+YwBWg7pYGoqQMBcAKtH2IG0wMxkZKFFRatNaWUkRtaU+E96mQvotRWFMWLaV4P8TJikffc5\nMsNwphsVWQZ/C6U6bW0tGUJycsx/vhcWxIaEnfGjtgOI2ziVkNZbIKQFt7mZ1ju2jYtmCDPDzumw\nUIljVPN3JFw/QT/D5aJoXp0WlZYWqnGgaVEB/AbpsFOTPc9voUVFS6hklgcWIxVXl+C863Js3BAj\nhZ/CqE7b3U3BxOH0vfJnHsbqP/6rsTd5uH4snYjmzTNkEdQiZLaKHuJ8v5+amhDWW2BGYAe4Xhcu\n0GNMWVTY9cPEK5b66bUoLoZUXD9BB2AhaJWjc6BXzfZ+k1wA94wlFhX1/BasVKWkNmn9JmWbitGa\ntgAbK/3N0pkr5mNx1z7kX7s27DZYghrta2Kld/EiPYYzGeRsWYus9QYvrCKebREqOi2CWqhWQrao\nhIcuq5RqUQnQb1WhomtbhkgR5xaVcLyhjMOprSXTt8tl0wcUF0P09GAEY1i0KET+swGhcv48aRu/\nicblAhISvPZzsSQ1WcVn912zdHWRNUGrTVnLS5E1fDHsz4gIqan0m5v4TVShEvHJQAkArsUUNm+2\ncJ02bx5w5Ijptwe0EholJwdIS4vb1XdNDbBpU4iDQlhwa2vpVs/IsL59ppkzh8yQo6MhzEWzE7ao\nxDFqarJtu/AqK243OvStcgxYVObNo/HYi8REuqE9zmNJarJKaWlYq2YVdcUWUz5ws5gM8rtwgUJ+\nwgpwNkNxMTA+jqGmHmt/f7VvmNyPxbIK0UKEbd1xKoGKKPohRNDU+gsXYvDeVN1VISxl4/3D2P/t\nv6CnpjsCjYocLFTiGFtTk4FpoVKMNkuFStDBqLQUaGyc/m9AN5EZyspoc6QwqaujR8urAUcDk7VU\n1KwK20RyIJQ+WaSnTxph3jxgcNAv40wvqpXQkrgIi/qp0+jspH1QdV3XILVUYi41GdBdRr/leCcu\nf/BGXPzN2xFoVORgoRLH2JqaDExPCsty25CdHeJYA8GIQX35PkKlrs7ClXtpKZlfw9zTpa6O6jfZ\n5nKLJCYtKhcvRikGQBnwi9FmvUUF8Op7RghoJTTbFpPtcDKGkgOC1FKJaaES4l67MFKCSSSgZGJ2\nCVUWKnHKxARNmLYKFSWwb1VhW4gDQQNHb68uERBSqHisJuvryXJhycpdnYzCNKtfvGhhm6KNySC/\nqAkVRTzPS2zT3l3XLOrJTPYNSyfHOBUqqqVSV78KYFEZHaVLGHNCxe2m+LsQ91pdUxJaUIKCIRYq\nzCzAkn1FQpGaiv7EPCzJ0SlUgJBWlf5+0jMBB6OyMj+LimUbi4W5alapq4uxjIJwMJE2KWUUhUpW\nFsaS0rEiv9XafVzU/muyb6iC2hLUeJmpKYtO6Azq6oDsbCA3V8fBASwqdXXUP2MuRiUxkVLPQ9xr\ndXVAa1IZkttml1BloRKn2J6arNCUshDF+Tr28NEpVOrr6TGg+CgtJUe1Eitg6QSgrpotECqzIj4F\nIIvKwADFZ+iks5MOj8qqVQh0p8zB4mwd4tkIKSk0kZi0qFjaJ0pLaSvmOKulUl9P44IuS2VJCXVE\nn/3FYrKGiooON2t9PdCTPftilFioxCm1tWRJtHsb8xVDh7D11a+GPlCnUAkZiOpj9bDUopKRQYEl\nYQoV1fUzKzCxBX3UUpMV2kUx5qXbUGJ+3jxTfWN8nLp9rFn+nIYhsRegOu2FC2S8UH/CmEJH4Hpd\nHTBcwEKFmSXU1dHNmJxs/2fpWuFkZ1PUqw6LSlLSzPzoh8cgfekSxb5aKsbC9P/39pKxZ9a4fkxU\np422UFnduRsbD/yP9Sc2mb6uemkstagAcSdUVIuKLgJUp62tpXOEtd+SXei0qEzNU4SKyVT5WISF\nSjhIiTcWfxj7vvp8tFtimPr6MHdptRqd1Wnr62kcDhhf4BEroLqJLLVehClUZlVqMmBaqGRn00aR\n0UCkpSI9w4ZIZpP1S0K6M43idtMKJM6EiimLio+FIiZrqKiEECpSKgu5ijKqHjiLNqZkoRIGE5MC\nC2peQ/Ih5+WsNzTY7/YxjA6hEtKVk5JCmR0eQsXS7xlmjQrVmjBrhEp+PlXKNLDPTdRqqNiNSRGr\nilfL+mlCgl/222xHDbLX/RsWFJCY8+m3MZmarKK6fgIESXd2AsPDQOZyZQU6i64/C5UwaG0F6rAA\nxSN10W6KYQyZSSOFTotKyEleGaTr6mjMtjQN1QKLSlrazDY5jkcIEm+qKtTBhQuzyPXlybx5NFuM\njBh6W309zZuZmRa2Jc5SlA1bTwNUp41poTJ/PgX/BqhOq/4GrnWKUJlF15+FShg0NJBQyetzllCZ\nmqI+HFOuH8AaiwowPUjX19PcYam/ubSUsikMTkYqavtnlTVhwYIZU5EOopaabDdqbIjBXZRtyQKL\nU6FiaPHlU0tlcNCGmDYrUTtJgHtNtczNXVdMgx5bVBiA+sFFlCO97WK0m2KItjbKNIi5G1IVKgGC\nwNTsiJCDulJLxdLUZBWTk5HKrMr4UVmwYGaUDIFaQyVmV63hYLLomy3WTYNCRY6M4o0vPoOW/c6c\n3OrqKG5NDT3Rhc/CSP25Ym4Bp6Kq+wD3Wn09kJ4OFBYpZmQWKgxA/aAtdQFESxPNog7BltgNK5g7\nN+h+KWp2hF6LiqWpyZ7nBkyvVmdVsTeV8nLdQqWjg/zos+43AALW2fn9kgfx/P/ZFfBttlpUdGZ+\n9PdO4Zr/uh31v/iLxQ2JDCGD7LXwCX5W5/WYFSp5ebQ7doB7zctaO8v2e2KhEgYNDcBw0QKIqSlH\n7VYaszdkiIJquv3QpaVAby86L16yfgIIs+jbrCr2prJgAfnNdWx/oBbUmpVCJSeH0pk8xgI5JXHL\n+e+jdN/Tmm9RMzVsEdSjo7ozPxq70tGCOSgZvWBxQyKDqfuqvJw6pCLm1HHR0pg2qwlivfSyILNQ\nYVQaGoDJsnL6jwEffbSpr6fAvWilhwZEnb0C/JaqUAkpsDz25LF8AlBrdJsQKoODFGs5K4UKoCug\ndtalZ/vis0rvvdiLTAyheLBW8/CuLtJ3trkodfbTxkagFgvh6nOmUDEl9ioqZm5K0HheVERJbDFL\neXnQ8XH6N/DZSsTpsFAJg4YGIGWx0jN0mr5jAUOlpiPJ3LmUMnhBe7CsqwMKC3VkRyiDdMlUoz0T\nYphpqLPOmqD+yDrugcZGun55eTa3KVr49I2Ow/TvvG7tPm2bG9aEULmACmS0aguqWMeURUUNlFLG\nm4aGGLQy+xLEouL1G6hCZZbs98RCJQwaG4E5Fekkwx0kVGL2hkxMpFm8Vnuw1L1qUmy3ZWiwJw7H\npFl11loT1OAAHVbFxkY6POZEslX4WFT6TlA/SWu7qDlp2NYnio1lfjQ2Ah1ZFUi46DyLiuktCFSh\noow3MTsueqIKFZ/Yo+Fhiv/ysqiMjc2a/Z5YqJhkbIzqqJSVIag5LhaJyRoqKhUVQS0qutqdloaR\n7EKUotGe72nSonLxIs0dhjITnEBSEk3QOsR6U1OMxwCES1mZ1+8wfI76iRgd1awqWl9Prga32+J2\nqCkwBiwqlworaMY3mXofLUxvQZCXR/5vJ1lUyssxvTeIB37xe2Wzq+gbCxWTqFm0ZWUwlJ4ZCzhV\nqBhJN+7LKsWilEZkZ1vYNhWTQqWxkeYOQ5kJTkHnPTDrhcqiRTQ4DA8DAKbqPfqJhqXQ1ro6Bvpp\nYyMwXlox0ygHEZb7zGO8icnaUr4EcLP6/QYsVCKPEGKLEGKHEKJJCDElhNgW4vitynGef5NCiCKr\n2uSVOeMgoTIyQgkaMXtDqgOHj2lTSmM7IbellGFRqk3BZGVlVIxmdNTQ25qbZ6E1RSWAVXH35V9C\nzfPV0/9XXT+zlkWL6FERJYmtjTifXknPaQhwW2r9qBioGNzQAIhFyiY3ARYKsUpYWxAo401/P1VF\niNlxUSWAUKmrI7E7vQgoLCRTHQuViJIJ4AiATwPQuyWkBLAEwBzlr0RKqV172ATq9S8tBQ3S9fWO\nCFxSF1gxbVHp7wd6erye7u42lh3Rs+kmTK3faEMDQZORlAFjaQIxq60JGmJ9oHkA1x74Lhoe/gMA\nuj2am2fxbwAAixfTY00NACCjqxEdruXk29EQALbU+lFZtAg4f17XoY2NQNbyUnLjGezX0SasLQgq\nKoDa2tgt2eCL201V3XwWBY2NtGdhSoryhBCzar+nWNzM2g8p5UsAXgIAIQwZSTuklNrVw8KkoYGy\nVLOzQYP0+DjtGxHjo3DM35Dq1qW1tYDLNf20UfPu1qf/weKGebBkCT2eOwesWKH7bU1Nhg53FgsW\nkAoZG5seLTuONCEbQNJFmiw7Oug2mdUWlTlzgIyMaYGQd6kRDfNXASnaLs36euC977WpLUuW0Aw2\nNERtCsDAANDXB8ybn0g3mMMsKmHFlixcCNTXo+HiJIDE2O+bQmguCjQXQUHc6E7DKRYVMwgAR4QQ\nzUKIV4QQV1t5ci9/poH0zGijTvgxe0P6pAyqxJTAKinxmoz0MustKlJ6reD6qqk8eU77OQAzyTCz\n9jcAaCJZuBCoqYGUgHtM8XUtXOjXp8fHyQ1r272oWndCWEjU61JaCkdObmFZ6SoqgIkJ9BxvhBAO\ncc3qFSpLlgBnz0auXTYyW4VKC4BPAXg/gDsANADYLYRYZ9UHeKl4hwmVoiKyHsYkLheZqXwGy+Zm\nCkItsizKKAyEoEng3DndbxkcpFWrIwZCM2jsQzJ4jmbAkksk6FS346wWKgD1jZoa9Df0IQcDSF5Y\nOu1i8ERNArKtT3ha/oKgXhenCpWmpjB+Q2VhNHzqAkpKqIxTzKOxZYVm/NvSpbSYckBIQihmpVCR\nUp6VUv5USnlYSvm2lPLjAPYC+LxVn+ElVHJyKM3NASnKMZ+CJ4TmYNncTIaMhFjpsYsXG7KoqHuf\nzdpJWu1UHvfAxEUSKm7Zjv7GfjQ1UQhETIhNO1FiQ9Rib1nLFKHS2EiuMQW1T9gmVIqKgKyskP3U\nS0BqWH5inbAsleois7Y2tsdFTzR2K9f8DZYupewzB23vEghHxKhYxH4Am0Md9PnPfx65ublez23f\nvh3bt2/3eq6hAbj9do8nHJL5E9OpySoag2XMZcwsWQL85je6D5/1bo+0NIrP8LgHRHMTJpCIJEyi\n6fXzaGragJKSWZqe7cmiRUBdHfqOXgQAFKwtpQlD3dhHccnYLlSEoH6qw6IyXTq+ooIC2Xt7HVE+\nWHWfmb6v0tKAuXOR0nwBZTbF3lvOggV0jQYGgOxsjI7SLgCaQgUg94/FKuypp57CU0895fVcX1+f\npZ/hSTwJlXUgl1BQHnroIWzYsCHoMSMjFBjode0dUvStqQm49tpotyIEFRXA8897PRVzQmXxYpp0\nRkd1bQ5i+6QUC/iYpFM7m3AmcwNWDR5Az/5zaOzbELuxUVayeDEwMYHEfXsxBYGitSVA+yS9duGC\nl1BJTqaMFVvbosOiMn1dPGPE1q+3sWHW0NpK+i+sBcDChcg5esE5FhVPN2tlZeCxpbycTJhnzwI3\n3GBpE7QW71VVVdi40R61FyuG9KAIITKFEGs9YkwWKv8vU17/thDicY/j/1EIsU0IsUgIsUoI8TCA\n6wA8akV7VFOpV8c2kAoYTVpaHDBZVlTQTejhWw3LD20HS5YYSlFuaiIPYVaWze2KJuputApZ/c3o\nnkyHxz0AACAASURBVFuJbuHC6MnzszuY2BOllorr+G50JBQjJSuFBouEBK/+EhF3pg6LSkNDAKHi\nAFRLZThjg6yogHvwgnNEtCpUlGsU0K2clER9cRYE1DpCqADYBOAwgEOg+ij/BaAKwL8qr88B4Ckb\nUpRjjgHYDWA1gBuklLutaIxX8JnK8uXUcWK4/LS663tMTfhaVFSQL1+9AxGjFhVAtziNi0l66VLg\nzJnp/7pGmjBZPA/NGUuQfPHc7C/2pjJ/PpCUhLlNB9CVpnzh5GQSKx4CICJ9YvFiGrCUSrlaeF0X\nt5sy2hwmVML5HUfmVKB8ykExKiUltOJR7rWgv8EsyfxxhFCRUr4upUyQUib6/H1Mef2jUsrrPY7/\nrpRyiZQyU0rpllLeIKX8q1Xt0TS1rVhBFgADmSCRRs0yKCmJbjtCstC7QmZAH2w0mTuXBnSd1zsu\nhMqKFVSxt6cHk2OTKJpsQULpXPQWLUF2exxZVJKSgPJyJE2Noz/XQ5n5BIlHRHyrmT9KATotvISK\nml7tIKGSmhqe+6wjqwIlaMV8d2AxF1MIQQvjaqr43NREQ5FPaCWxdCkLlXilpYUErZcZf/lyeqyu\n1nxPLOCYOAkf06btaZxmUFOUdVpUZn1FVmDmHjh9Gp2n2pGESaQunIeJBYtRcukcBgbi4DdQUdw/\nI26PZfrChX6un4gJlQD9dGiIqj57WboWLYrpBZcn6m8Yzl5J7ZkVGEUKFiQ5KDvGR6gE/A2WLqVx\ndHw8su2zGBYqJmhp0bBKFBSQ2fT06ai0SQ+qUIl5i0pGBjVSGSxjVmAZqKUSczE2drBsGY2W1dXo\nPqEUe1sxD8krl6BItiMb/fHh+gGmhYqc5/GFly2j8UHZxyoiQkVNUQ7QT72KvamsWgWcPGlzw6zB\nivtq0+euQdLYMIo3L7amUZFgxYrpvhR0EbR0KTA5abmF7PW/eRR7y+6y9JzBYKFiAk2hAnip3Fik\npYWqm3tUpo9dPAbLmBUqS5bosqjExR43AFURLC8HTp9GfzXNgAWr5yJvE00Ai3F+9v8GCiOl9J1T\nKjwUQGUlcOkSUF+P4WHKMLW9T6spygH6qWa8XWUlKQCf/bZiEUvciYmJSExOsGcHa7tYsYKuT3t7\n8N/AM0XZQtobR7Gu+YWIFZNjoWKCgEJFVbk20lHTj6lLQ6beq2YZOOKG9BEqqalUUy+m8ExRDkJX\nF1le42KSVsT6aC3VUClYUYR515L7YTHOx57YtInOXLKoZC7zESoAcOIEWpRCCRH5PYJY/jSrBavt\ndIBVJS4WAFp4hBoEFSpqLJ3FQuWErETG1GDEaoexUDFBUKFy5oxtKnO4uQfuxbl444HnTL3fEanJ\nKpWVtAocHrbED20LS5bQtda5l0pcDKiKWJ9qaEJ7YgkSUxKRV5GPbuHCuoxzSEuLdgMjQ9/qa7DT\n9QG4bvCoRVJWRttDnDgRWSthkBTllhYKwvTas3DZMgoIPnEiAo0Lj7gJ0PZl8WIgKQmy+nRw95dq\nUbNYqBwcmRHdkYCFiglaW4O4foaHbVOZbWP5aMJclPYcN/V+1aLiCCorSQScDnEjRhM1RTnEIGBF\nrQfHsHw5UFuLtJZadKfNzCDNGUtQmeqMAE0rWLXFhZu6foP5q7JnnhSC+nWkhYqaojzkb4ltbaWC\nwl6kpJDLIMaFSn8/edLi4r7yJTkZWLQIo0eqMTISQqzZkPlzrHMuhtPyWKjEKsPDVF06oEUFsM39\n09ICHMdqFDYfM/1+x9zUK1fSozKox2S7586lMuPHgwvHpiYq6lVcHKF2RRMlTX9x0+u4lDtz0aYW\nL8HCgt4oNixG8BAq6ekBUkrt+ExAc1IJuOhS2hnLxJWlUosVKzBxnGIiQwoVj/pG4TI1BbS1C/TM\nXcVCJVYJWoukrIxsqDYF1La2AsewBpkX4sCikpNDe1rEslARAli3Djh6NOhhzc20ak2Khw0rFLFe\nONqM0YKZ0XNN1eOoPPdMtFoVO1RWAtXVaGmcjJw7s7KSlLJGP21p0bCoqO85cWI6Q8mXV//jIJ5z\nfxSTE9qvR4JZv9FnKFasQOJ5WhQHHR9XraIfq7vbko/t6aGYu5HFkROzLFQMogbBaU74CQkzKYg2\n0NoKnExYg8T6i4DBDaAcU5XWE4/VZ8y2e9064MiRoIfElR+9oAAoLAQAyLkeXzpmtr2OMqtWAaOj\nmDxbE7k+kZ5OLjmNfqrp+gGonV1dtOOfBkm7XsGtnb9EYmv0ao/ElUtVi+XLkd7RgExcCv4brFN2\nngmxoNKLOgdiVSXNdRGo0cKjh0HUi6R5cwO0orTJotLSAjQXrqb/GFSyjqlK60llJaaOn0BfXwxP\n9OvWUdDvwEDAQ2I2xsYmJpeRVSV5QRx9ab0obpiM2hOR7RMBBHXAxIAg7iIAEG3KgFJVZVEDjdPU\nRJmA6elRa0J0UayXV+WdRkpKkOOWLqUfKcSCSi/qXJK2qZK2OonAHncsVAwSshaJjbVUWluBwdLl\n5EMIERfhS0TTIa1i1SokNNQjG/2x2+61a+kxyPVwVGyQBVwqpQE0Y0msqssoUlQEFBaisDXCQmXt\nWuDYMa+MxOFhMsxqLroWLaKaAAGESnJ3G/3j8GEbGquPuE1NVlFSlC/PCWHBT0wk4WmxUMnbvIr+\nEQH3DwsVg6g+3YC+5RUrgppMw/3sgrmp1EGPGQuodUxVWk+UVd0qnIzdiX7lSorADzIItLXFSSCt\nQkchDaC5K+N5FgmAkvlT2hcFi8qlS16p9G2K1tAcExITqW8HmIQy+mPDohLXQiU7G51p87AmWcfC\nWEcsnV5aWiiEMGOBmwY2FiqxR0BTqYrqD7ThBp72J69ebViotLTQfBrO5l0RZ/lyTIkEVCLCg7oR\nUlJoQA8gVKamSLMGdBXOQpqW34gDiVfAfVl5tJsSk4wtrcTyiShYVACvfhrSjR0k8yd3iIVKLHAh\new2KM/pDH7huHXDqFLlqwsQrU2xVZDJ/WKgYJKRQWbSIUlYPHrT8s6c7yJo15GoIEJGvhaOq0qqk\np6O3cDHWJZ9Ednbow6PG2rUBVytdXbTVRjxZVLZ+ZjUum3gb2e44qe5mkO65lViCc5hXGLyisaUU\nF5Mi8einqgk/pFDRKGDpGm9FS9llVJ/FBuuxHhyVxWgTl7X9GdceeyT0gevWUdDrqVNhf6ZXAHaE\n0thZqBgkpFARAti0yXKhMjXl0UHWrKFqR/X1ut/v1DiJxtxKrE+O7XoOWLeOLFwTE34vqeb1eBIq\nTHCaXZVIxgQWjFpbhCskPgG1ra0U7hbQyrp+PbmLfIqFDXcNIRf9aN94Cz0RhTgVKePPUqmJ3pXn\naiUJwwL3j1dKu1pBfGQk7PMGg4WKQUIKFcAWodLdTfPgtOsHMOT+cerqo2/rNoxtuCrazQjOunV0\no2qUKQ+5amXijrUf34S2Iy2Y967KyH6wj1BpaSEBHTBz/LLL6HH/fq+nu06R+p64/GoKVoiC+6e3\nl7wYfF/pJDubKhRbEFDr5frxqCBuJyxUDDAxAXR06BQqTU0eCefh45VeXFqqqyKqJ061qGz52Ydx\n7Z5vRrsZwVH9/xqrFbaoML4kZqSieO0cJCVH2A+7di25arq6AASpoaKSl0eB+/v2eT3de4Y6dfbS\nErK6RMGioo6HfF8ZQEfNJz149Zv16+mcaiVxm2ChYoC2NjI5hhQq6krk0CHLPtsr8E0Icv8Y6HRO\ntag4ApeLqhJrXI+2NiAry2fTN4aJBj6FvwKWz/fkiiv8hMpgDakE18o5wIYNUbGo8ALABGosnYHY\nRl9GRqgy7bRQSUuj8wYt5BI+LFQMELQqrSdlZYDbDRw4YNln+7kQrrwSePNNXZ1ubAzo7HSmRcUx\nbNjgZyIH6LrxYMrEBEuWkGpW+mnA8vmeXH45TW7Dw9NPjda1YgKJcC0poH5fU0O+mAiiChV2/Rhg\n3TpSGQ0Npk8RNKXdRmwTKkKIDR7/zhVC5Nn1WZFCt1CxIaC2tZU2MJuuwrhlC5lJLlwI+V6+qSPA\nNdcAb7/tl/7X1sa/OxMjJCYCV10F7NkDQIfrByCLysSEl3tnqrkVHQnFSEhKIKECRNz909pKi/mY\nzgaMNdRrFcYCOmRKu01YKlSEEBuFEHcJIQoBvNvjpUEAdwkhtlr5eZGmpYUCz4qKdBysCpUwzGy+\nn+3VOTZvJkGkDDrBULMHeWVvI1u20KrTxwweb8XemBhnyxbgzTcxNT6pz/WzZg0pAg9rYUJ7K3pT\nlcFo2TKKZdExDlmJel85qtxCtJk7FygvD+taRSs5wGqLyiWQQDkI4D4hxMNCiNsAZEkpfwKgwuLP\niygtLeTRSUzUcfCmTaQQGhst+Wy/QSU/nyKudXQ61aKiS2Ax5tiwgQJRfK4Hu36YmGLLFqCvD31v\nnpjJIgxGcjL1bY84lZSeNlzKUjp1YiLwjncAu3fb1mQt2FJpki1bgDfeMP321la65Mq+oxHDUqEi\npTwjpfyYlLIcwEsAjgN4P4DDQogTAN5l5edFGl0rEJVNm+jRojgVTX/yli2GLCosVGwkOZnihnyu\nBw+oTExxxRVAcjKGX6F+qms88wmozbzUipE8j0593XXA3r2219LwhBcAJtmyhdx0QTZRDUbIlHab\nsPPjnpNSPial/FspZQWA6wDcY+Pn2Y4hM/7cucD8+ZaZRDX9yVu2UDEm1WQSgPZ2ss7aHJjNqKsV\npZLn5CSls/OAysQM6enApk1I2Eural0i+oorKBauowMAkDfSislCjzdeey0wOuqXHWQn7FI1yZYt\nND699ZaptxtarFtI2EJFCPElIcRRIcTfeTyXA2ClEGI6z0RK2SGl9K/F7CDa2w3eHDfeCOzcacln\na3aQa66hxxCmPL6pI8SWLRRVr5Spjsfy+YwD2LIFOcf2AJD6hMrll9PjW29BTkkUTrRClHi8cc0a\nckXv2mVHazVhS6VJli2j+AWTC2hdAdg2YIVFpQhAHYD3qU9IKfsBPAvg40KID1nwGTFBe7tB98lN\nNwEnT4Zd+G14mLL//DpIaamu4CjD7WbMceWV5MBVrgdnWzExyZYtyOhpxprsCzNZhMEoL6e/V15B\nf2M/0jGC5PkenTohAdi6NWJCRUpefJlGCFrgmhQqulLabcAKoSIA3Cml9MzygZTyvJTymwAus+Az\nYoK2NoMT/vXX0+Orr4b9uUAAk5uOOBUWKhEiM5MCD32ECg+oTEyxeTOmIHBzps7JSgjglluAF19E\n10lK+8hc6DNbXXcdped71Fuxi54e2l+P7yuTXHMNuelGjW+KGS1LlhVC5dsAHhBCJAKAEGKZEOKc\nEKJFCLEXwGILPiPqjIzQPoCGbo6iIiqyE6b7J2hK2NatVBFVKYutBa8+IogqHKXkMt9MbJKfj8bc\nSmyBgVX1zTcDtbUYf43ek7PEp1Nfey3VEDIZ+2AEtlSGyZYtNKEZrJyubgQZjfFMt1ARQlwvhPi6\nEOJGIcR0mR0pZSeARwB8WQiRBuD/AngBwL8D+CWAu61tcnRQ4siMWyZuuoksKmHUUwlaZOfmmyk4\n6sUXA76fLSoR5MYbKSX95Em0tVFBKi6fz8QatZs/hMx1S/S/4brrgJQUFDz7cwBK+XxPKitpG+YI\nuH94ARAm69eT9deg++fSJdI3brdN7QqCEYvKHABfB/AKgB4hxDEhxH8LIf4WgBvA9wF8A8CklPIf\npZSPSCl/osSrOB7TZvwbbySloQRYmv3shIQA27HPnUt7Cz37rOZ7p6ZIZLFQiRDXXUeDwI4dbMli\nYpZr//xPuPbFB/S/ITMT2LoVhefewjDSkFOa4/16QgJwww3ASy9Z21AN2KUaJklJVPvm5ZcNvS2a\nZS6MCJUOAD8EUApKM34dwFUAfgHgNIAaALcASBVCRHj/cvsxfZG2bAFSU8OKU+noIBUbMHf9ttto\ngNDwOfb0UAVsvqkjRFoa8K53ATt2cK0HZnZx880AgM6kORAJGiVht22jatxNTbY2o62Nsqy5fH4Y\nbNsG/PWvNEHoxClC5SCAx6WUzVLK30op/0FKuRZAAYDbQILlEkisHBVCdAghnhZC3Gl9syOPepEM\nm73S06ncvUH16vvZQT932zayy2lUh+Rib1HgttuAffswVt/KfnRm9qAIld60AJ365psp6+255yz/\n6M7qDpx+ivYTUhcAXD4/DG69lWonvPCC7rc4QqhIKXuklH677Ekpe6WUz0spH5BSXg0gF8BNoLiV\nXABftKy1UaStjUoFmCqaduutwF/+AvT1mfrskK6bykqgokLT/cPl86PALbcACQlYfv55tqgws4dl\ny9CaXo6hrACd2uUil8KOHZZ/9In7Hsa8D74DQ51D7FK1gnnzqHq6gWvV3k7iUDMEwWYsr0wrpRyR\nUr4mpfw3KeVNUsorrf6MaBBWQOr7308R8c8/b/qzg1pUhCCryo4dfkG7vCFhFCgsBDZvxtUdz/Lv\nzswehMCBT/4MPX//YOBjtm2jRZnJEu2BSGxvRjYu4ci/7eBib1axbRslYfjs+B6I9nYa2nTtdWcx\nEa7Y71wM11DxpKyMioH9/vem3q4rGHbbNvIN++ze295OVqCcnADvY2xh6tbbsGXsVZTmD0a7KQxj\nGbc+fAPe/bXLAx+wbRtNfK+8YunnpvZT2mXSb/+XY7+s4rbbSFDq3FAymtmjLFR0Enb++J13UsCr\niZVGSIsKQEG7RUXAr3/t9bQqsNifG1m6r9mGdIxgVUt4xf4YxlEsXEiuaIvdPxmDHRhCOta3v4Se\nc50sVKxg9WpgwQLd14qFigMI+yLdeSdl5fz5z4beNjUFdHbq+OzkZODDHyah4pH9E60CPfFO1vol\nOPbvz2PxJ6+PdlMYJrJs20ZubhOVTwORO9qOQ0s/CAGJdw/8jsc0K1BDBp55hgJrQ8BCxQGEHcC1\nYAHVOzHo/unuJrGiK9voYx+jNzzzzPRTXOwtOqSlAWu+/B4UlHMOJRNn3HMPjUMWWlXyJzowuWIV\nDrvfhXvwvxyjYhX33kshAzqqp7NQiXEsK5p2552UDtavvwaeoYq4y5fTPg6PPTb9FEfIMwwTUVau\nBK66ymscCofBjiFkYRDJJW6M3XUvNmMvFkzWWnLuuOeyy8hVp+NasVCJcXp6yDIW9kW65x7aTevx\nx3W/xXD9lvvuI3V84cL0+9miwjBMRLnvPgqorasL+1TdZ2i1lja/CJd9cxuO3vgFrLssOezzMiD3\nz333UWkLdbLRYHJSZwiCTbBQ0YFlJZvnzaNU5UcfJTONDgz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-            "text/plain": "<matplotlib.figure.Figure at 0x7f0485b3da90>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        },
-        {
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UV/cqK7/7HZx+emfmTKbIkKzcdJNKv37ta3u3VWqdyopD2ERzoh2LFqlL73ld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-            "text/plain": "<matplotlib.figure.Figure at 0x7f04859977f0>"
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
+     "data": {
+      "image/png": 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UV/cqK7/7HZx+emfmTKbIkKzcdJNKv37ta3u3VWqdyopD2ERzoh2LFqlL73ld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\nKVgRERGRUPs/+yZ/uz+HgI8AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f04859977f0>"
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
-  ],
-  "metadata": {
-    "kernelspec": {
-      "name": "python3",
-      "display_name": "Python 3",
-      "language": "python"
-    },
-    "language_info": {
-      "mimetype": "text/x-python",
-      "nbconvert_exporter": "python",
-      "name": "python",
-      "pygments_lexer": "ipython3",
-      "version": "3.5.4",
-      "file_extension": ".py",
-      "codemirror_mode": {
-        "version": 3,
-        "name": "ipython"
-      }
-    }
+   ],
+   "source": [
+    "import numpy.ma as ma\n",
+    "\n",
+    "mask_H = []\n",
+    "mask_L = []\n",
+    "K_H = []\n",
+    "K_L = []\n",
+    "B = list(A)\n",
+    "B.append(B[n])\n",
+    "\n",
+    "Y = []\n",
+    "\n",
+    "for i, a in enumerate(A):\n",
+    "    \n",
+    "    b = B[i+1]\n",
+    "    \n",
+    "    if a == theta_H and b == theta_H:\n",
+    "        mask_H.append(0)\n",
+    "        mask_L.append(1)\n",
+    "    elif a == theta_L and b == theta_L:\n",
+    "        mask_H.append(1)\n",
+    "        mask_L.append(0)\n",
+    "    elif a != b:\n",
+    "        mask_H.append(0)\n",
+    "        mask_L.append(0)\n",
+    "        \n",
+    "    K_H.append(k_ss_H)\n",
+    "    K_L.append(k_ss_L)\n",
+    "    Y.append(f(X[i], a))\n",
+    "\n",
+    "X_H = ma.masked_array(X, mask=mask_H)\n",
+    "X_L = ma.masked_array(X, mask=mask_L)\n",
+    "\n",
+    "Y_H = ma.masked_array(Y, mask=mask_H)\n",
+    "Y_L = ma.masked_array(Y, mask=mask_L)\n",
+    "\n",
+    "plt.plot(T, X_H, color=\"blue\", lw=1)\n",
+    "plt.plot(T, X_L, color=\"red\", lw=1)\n",
+    "plt.plot(T, K_H, '--', color=\"blue\", lw=.5)\n",
+    "plt.plot(T, K_L, '--', color=\"red\", lw=.5)\n",
+    "plt.xlabel(\"$t$\", fontsize=14)\n",
+    "plt.ylabel(\"$k_{t}$\", fontsize=14)\n",
+    "plt.title(\"Path of $k$ over time\")\n",
+    "plt.show()\n",
+    "\n",
+    "plt.plot(T, Y_H, color=\"blue\", lw=1)\n",
+    "plt.plot(T, Y_L, color=\"red\", lw=1)\n",
+    "plt.xlabel(\"$t$\", fontsize=14)\n",
+    "plt.ylabel(\"$k_{t}$\", fontsize=14)\n",
+    "plt.title(\"Path of $k$ over time\")\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
   },
-  "nbformat": 4,
-  "nbformat_minor": 2
-}
\ No newline at end of file
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}