![\"Python\"](\"images/python-logo.png\"){kind=logo}
\n",
+ "\n",
+ "\n",
+ "Python is a\n",
+ "\n",
+ "- general purpose programming language\n",
+ "- interpreted, not compiled\n",
+ "- both **dynamically typed** _and_ **strongly typed**\n",
+ "- supports multiple programming paradigms: object oriented, functional\n",
+ "- comes in 2 main versions in use today: 2.7 and 3.x\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "## Python's Interactive Console : The Interpreter\n",
+ "\n",
+ "***\n",
+ "- The Python interpreter is a console that allows interactive development\n",
+ "- We are currently using the Jupyter notebook, which uses an advanced Python interpreter called IPython\n",
+ "- This gives us much more power and flexibility\n",
+ "\n",
+ "**Let's try it out !**\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Hello Data World!\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"Hello Data World!\") #As usual with any language we start with with the print function"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# What are we going to learn today?\n",
+ "***\n",
+ "- CHAPTER 1 - **Python Basics**\n",
+ " - **Strings**\n",
+ " - Creating a String, variable assignments\n",
+ " - String Indexing & Slicing\n",
+ " - String Concatenation & Repetition\n",
+ " - Basic Built-in String Methods\n",
+ " - **Numbers**\n",
+ " - Types of Numbers\n",
+ " - Basic Arithmetic\n",
+ " \n",
+ "\n",
+ "\n",
+ "- CHAPTER 2 - **Data Types & Data Structures**\n",
+ " - Lists\n",
+ " - Dictionaries\n",
+ " - Sets & Booleans\n",
+ "\n",
+ "\n",
+ "- CHAPTER 3 - **Python Programming Constructs**\n",
+ " - Loops & Iterative Statements\n",
+ " - if,elif,else statements\n",
+ " - for loops, while loops\n",
+ " - Comprehensions\n",
+ " - Exception Handling\n",
+ " - Modules, Packages, \n",
+ " - File I/O operations\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Your turn print = \"Hello Data Science World!\"\n",
+ "print(\"Hello Data Science World!\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Double-click __here__ for the solution.\n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# CHAPTER - 1 : Python Basics\n",
+ "***\n",
+ "Let's understand \n",
+ "- Basic data types\n",
+ "- Variables and Scoping\n",
+ "- Modules, Packages and the **`import`** statement\n",
+ "- Operators\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "![\"Concept-Alert\"](\"images/python_string.png\")
\n",
+ "![\"Concept-Alert\"](\"images/variable.png\")
\n",
+ "![\"Concept-Alert\"](\"images/indexing.png\")
\n",
+ "![\"Concept-Alert\"](\"images/string_concat.png\")
\n",
+ "![\"Concept-Alert\"](\"images/string-slicing-in-python.png\")
\n",
+ "![\"Concept-Alert\"](\"images/numbers.png\")
\n",
+ "\n", + "Having worked with string we will turn our attention to numbers\n", + "We'll learn about the following topics:\n", + "\n", + " 1.) Types of Numbers in Python\n", + " 2.) Basic Arithmetic\n", + " 3.) Object Assignment in Python" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Types of numbers\n", + "***\n", + "Python has various \"types\" of numbers (numeric literals). We'll mainly focus on integers and floating point numbers.\n", + "\n", + "Integers are just whole numbers, positive or negative. For example: 2 and -2 are examples of integers.\n", + "\n", + "Floating point numbers in Python are notable because they have a decimal point in them, or use an exponential (e) to define the number. For example 2.0 and -2.1 are examples of floating point numbers. 4E2 (4 times 10 to the power of 2) is also an example of a floating point number in Python.\n", + "\n", + "Throughout this course we will be mainly working with integers or simple float number types.\n", + "\n", + "Here is a table of the two main types we will spend most of our time working with some examples:\n", + "\n", + "
| Examples | \n", + "Number \"Type\" | \n", + "
|---|---|
| 1,2,-5,1000 | \n", + "Integers | \n", + "
| 1.2,-0.5,2e2,3E2 | \n", + "Floating-point numbers | \n", + "
![\"Concept-Alert\"](\"images/py.png\")
\n",
+ "\n", + "\n", + "# CHAPTER - 2 : Data Types & Data Structures\n", + "***\n", + "- Everything in Python is an \"object\", including integers/floats\n", + "- Most common and important types (classes)\n", + " - \"Single value\": None, int, float, bool, str, complex\n", + " - \"Multiple values\": list, tuple, set, dict\n", + "\n", + "
![\"Concept-Alert\"](\"images/datatypes.png\")
\n",
+ "\n", + "\n", + "- Single/Multiple isn't a real distinction, this is for explanation\n", + "- There are many others, but these are most frequently used" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Identifying Data Types\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2017-09-25T05:47:32.052311Z", + "start_time": "2017-09-25T05:47:32.041864Z" + }, + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "
![\"Concept-Alert\"](\"images/python-list.jpeg\")
\n",
+ "\n", + "\n", + "Lists are constructed with brackets [] and commas separating every element in the list.\n", + "\n", + "Let's go ahead and see how we can construct lists!" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Assign a list to an variable named my_list\n", + "my_list = [1,2,3]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We just created a list of integers, but lists can actually hold different object types. For example:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "my_list = [1,2,3,4,5,6,7]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1, 2, 3, 4, 5, 6, 7]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "my_list" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Just like strings, the len() function will tell you how many items are in the sequence of the list." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "7" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(my_list)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#Create a list which includes a numbers, floating point, strings and character" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Double-click __here__ for the solution.\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "### Adding New Elements to a list\n", + "***\n", + "We use two special commands to add new elements to a list. Let's make a new list to remind ourselves of how this works:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "my_list = ['one','two','three',4,5]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['one', 'two', 'three', 4, 5]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "my_list" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "my_list.append(\"six\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['one', 'two', 'three', 4, 5, 'six']" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "my_list" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1, 2.3, ['a', 'b'], 'New York', 3.1]\n" + ] + } + ], + "source": [ + "# append a value to the end of the list\n", + "l = [1, 2.3, ['a', 'b'], 'New York']\n", + "l.append(3.1)\n", + "print(l)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "l = [1, 2, 3]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "ename": "IndexError", + "evalue": "list index out of range", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/var/folders/0n/nb074wzd4kl1nmdvkbdnpgym0000gn/T/ipykernel_27358/1388274891.py\u001b[0m in \u001b[0;36m
**Other `list` operations**
\n",
+ "\n",
+ "***\n",
+ "- **`.append`**: add element to end of list\n",
+ "- **`.insert`**: insert element at given index\n",
+ "- **`.extend`**: extend one list with another list"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Mini Challenge\n",
+ "***\n",
+ "Now that you have understood how to access elements in a list. Can you access the last element of l which is a list and find the last element of that list."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "l = [1, 2.3, ['a', 'b'], 'New York']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#print Last element of the list\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Double-click __here__ for the solution.\n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "# Dictionaries\n",
+ "***\n",
+ "Now we're going to switch gears and learn about *mappings* called *dictionaries* in Python. If you're familiar with other languages you can think of these Dictionaries as hash tables. \n",
+ "\n",
+ "This section will serve as a brief introduction to dictionaries and consist of:\n",
+ "\n",
+ " 1.) Constructing a Dictionary\n",
+ " 2.) Accessing objects from a dictionary\n",
+ " 3.) Nesting Dictionaries\n",
+ " 4.) Basic Dictionary Methods\n",
+ "\n",
+ "![\"Concept-Alert\"](\"images/dictionaries-in-python.jpeg\")
\n",
+ "\n", + "\n", + "A Python dictionary consists of a key and then an associated value. That value can be almost any Python object.\n", + "\n", + "\n", + "## Constructing a Dictionary\n", + "Let's see how we can construct dictionaries to get a better understanding of how they work!" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "# Make a dictionary with {} and : to signify a key and a value\n", + "my_dict = {'key1':'value1','key2':'value2'} " + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'key1': 'value1', 'key2': 'value2'}\n" + ] + } + ], + "source": [ + "print(my_dict)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'value2'" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Call values by their key\n", + "my_dict['key2']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can effect the values of a key as well. For instance:" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'key1': 123, 'key2': 'value2'}" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "my_dict['key1']=123\n", + "my_dict\n" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "my_dict['key1'] - 123" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "# Subtract 123 from the value\n", + "my_dict['key1'] = my_dict['key1'] - 123" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Check\n", + "my_dict['key1']" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'key1': 0, 'key2': 'value2'}" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "my_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "my_new_dict = {'name': [\"darshil\", 'jac', 'rahul'], \"surname\": [\"parmar\",'asd','asdas'], \"age\": [25,26,27]}" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rahul'" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "my_new_dict['name'][-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "my_new_dict['country'] = ['india', 'us', 'india']" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'name': ['darshil', 'jac', 'rahul'],\n", + " 'surname': ['parmar', 'asd', 'asdas'],\n", + " 'age': [25, 26, 27],\n", + " 'country': ['india', 'us', 'india']}" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "my_new_dict" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A quick note, Python has a built-in method of doing a self subtraction or addition (or multiplication or division). We could have also used += or -= for the above statement. For example:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "my_dict['key1'] = my_dict['key1'] + 123" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "246" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Set the object equal to itself minus 123 \n", + "my_dict['key1'] += 123\n", + "my_dict['key1']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now its your turn to get hands-on with Dictionary, create a empty dicts. Create a new key calle animal and assign a value 'Dog' to it..\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create a new dictionary\n", + "d = {}\n", + "# Create a new key through assignment\n", + "d['animal'] = 'Dog'" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "ExecuteTime": { + "end_time": "2017-09-25T05:47:45.662927Z", + "start_time": "2017-09-25T05:47:45.654794Z" + }, + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "# Set and Booleans\n", + "***\n", + "There are two other object types in Python that we should quickly cover. Sets and Booleans. \n", + "\n", + "## Sets\n", + "\n", + "Sets are an unordered collection of *unique* elements. We can construct them by using the set() function. Let's go ahead and make a set to see how it works" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "#### Set Theory\n", + "
![](\"images/sets2.png\")
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "l = [1,1,1,1,1,2,3,3,3]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[1, 1, 1, 1, 1, 2, 3, 3, 3]"
+ ]
+ },
+ "execution_count": 73,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "l"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "l_sets = set(l)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{1, 2, 3}"
+ ]
+ },
+ "execution_count": 75,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "l_sets"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{1}"
+ ]
+ },
+ "execution_count": 76,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "x = set()\n",
+ "\n",
+ "# We add to sets with the add() method\n",
+ "x.add(1)\n",
+ "\n",
+ "#Show\n",
+ "x"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 77,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x.add(2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 81,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{1, 2}"
+ ]
+ },
+ "execution_count": 81,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "x"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Note the curly brackets. This does not indicate a dictionary! Although you can draw analogies as a set being a dictionary with only keys.\n",
+ "\n",
+ "We know that a set has only unique entries. So what happens when we try to add something that is already in a set?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{1, 2}"
+ ]
+ },
+ "execution_count": 82,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Add a different element\n",
+ "x.add(2)\n",
+ "\n",
+ "#Show\n",
+ "x"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 94,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{1, 2, 3}"
+ ]
+ },
+ "execution_count": 94,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Try to add the same element\n",
+ "x.add(3)\n",
+ "\n",
+ "#Show\n",
+ "x"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Try adding 2 to x\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Double-click __here__ for the solution.\n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Notice how it won't place another 1 there. That's because a set is only concerned with unique elements! We can cast a list with multiple repeat elements to a set to get the unique elements. For example:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 95,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Create a list with repeats\n",
+ "l = [1,1,2,2,3,4,5,6,1,1]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 107,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{1, 2, 3, 4, 5, 6}"
+ ]
+ },
+ "execution_count": 107,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Cast as set to get unique values\n",
+ "set(l)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "# Python Tuples\n",
+ "***\n",
+ "Tuples are used to store multiple items in a single variable.\n",
+ "\n",
+ "Tuple is one of 4 built-in data types in Python used to store collections of data, the other 3 are List, Set, and Dictionary, all with different qualities and usage.\n",
+ "\n",
+ "A tuple is a collection which is ordered and unchangeable.\n",
+ "\n",
+ "Tuples are written with round brackets."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 98,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "source": [
+ "\n",
+ "# Python Programming Constructs\n",
+ "***\n",
+ "We'll be talking about\n",
+ "- Conditional Statements\n",
+ "- Looping\n",
+ "- Comprehensions"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# If,elif,else Statements\n",
+ "\n",
+ "if Statements in Python allows us to tell the computer to perform alternative actions based on a certain set of results.\n",
+ "\n",
+ "Verbally, we can imagine we are telling the computer:\n",
+ "\n",
+ "\"Hey if this case happens, perform some action\"\n",
+ "\n",
+ "We can then expand the idea further with elif and else statements, which allow us to tell the computer:\n",
+ "\n",
+ "\"Hey if this case happens, perform some action. Else if another case happens, perform some other action. Else-- none of the above cases happened, perform this action\"\n",
+ "\n",
+ "![](\"images/python-if-else.png\")
\n",
+ "\n",
+ "Let's go ahead and look at the syntax format for if statements to get a better idea of this:\n",
+ "\n",
+ " if case1:\n",
+ " perform action1\n",
+ " elif case2:\n",
+ " perform action2\n",
+ " else: \n",
+ " perform action 3"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 126,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "a = 4\n",
+ "b = 2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 123,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "False"
+ ]
+ },
+ "execution_count": 123,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "a > b"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "if a > b {\n",
+ " asdasd\n",
+ " \n",
+ "}\n",
+ "else{\n",
+ " asdasd\n",
+ " \n",
+ "}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 127,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "a is greater than b\n"
+ ]
+ }
+ ],
+ "source": [
+ "if a > b:\n",
+ " print(\"a is greater than b\")\n",
+ "elif b > a:\n",
+ " print(\"b is greater than a\")\n",
+ "else:\n",
+ " print(\"a and b are equal\")\n",
+ " print(\"asdas\")\n",
+ " \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 128,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2017-09-25T05:49:17.584649Z",
+ "start_time": "2017-09-25T05:49:17.562599Z"
+ },
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "a is greater than b\n"
+ ]
+ }
+ ],
+ "source": [
+ "a = 6\n",
+ "b = 2\n",
+ "\n",
+ "if a > b:\n",
+ " print(\"a is greater than b\")\n",
+ "elif b > a:\n",
+ " # we are inside the elif block\n",
+ " print(\"b is greater than a\")\n",
+ "else:\n",
+ " # we are inside the else block\n",
+ " print(\"a and b are equal\")\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Indentation\n",
+ "***\n",
+ "It is important to keep a good understanding of how indentation works in Python to maintain the structure and order of your code. We will touch on this topic again when we start building out functions!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# For Loops\n",
+ "***\n",
+ "A **for** loop acts as an iterator in Python, it goes through items that are in a *sequence* or any other iterable item. Objects that we've learned about that we can iterate over include strings,lists,tuples, and even built in iterables for dictionaries, such as the keys or values.\n",
+ "\n",
+ "We've already seen the **for** statement a little bit in past lectures but now lets formalize our understanding.\n",
+ "\n",
+ "Here's the general format for a **for** loop in Python:\n",
+ "\n",
+ " for item in object:\n",
+ " statements to do stuff\n",
+ " \n",
+ "![](\"images/forloop.jpeg\")
\n",
+ "\n",
+ "The variable name used for the item is completely up to the coder, so use your best judgment for choosing a name that makes sense and you will be able to understand when revisiting your code. This item name can then be referenced inside you loop, for example if you wanted to use if statements to perform checks.\n",
+ "\n",
+ "Let's go ahead and work through several example of **for** loops using a variety of data object types.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 134,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "users = list(range(10))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 135,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]"
+ ]
+ },
+ "execution_count": 135,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "users"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 136,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "This is my 0 user\n",
+ "This is my 1 user\n",
+ "This is my 2 user\n",
+ "This is my 3 user\n",
+ "This is my 4 user\n",
+ "This is my 5 user\n",
+ "This is my 6 user\n",
+ "This is my 7 user\n",
+ "This is my 8 user\n",
+ "This is my 9 user\n"
+ ]
+ }
+ ],
+ "source": [
+ "for user in users:\n",
+ " print(f\"This is my {user} user\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 140,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0"
+ ]
+ },
+ "execution_count": 140,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "27 % 9 "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 142,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "This is an even number 2\n",
+ "This is an even number 4\n",
+ "This is an odd number 5\n",
+ "This is an even number 6\n",
+ "This is an even number 8\n",
+ "This is an odd number 7\n",
+ "This is an odd number 9\n",
+ "This is an even number 10\n"
+ ]
+ }
+ ],
+ "source": [
+ "#Simple program to find the even numbers in a list\n",
+ "\n",
+ "list_1 = [2,4,5,6,8,7,9,10] # Initialised the list\n",
+ "\n",
+ "for number in list_1: # Selects one element in list_1 \n",
+ " if number % 2 == 0: # Checks if it is even. IF even, only then goes to next step else performs above step and continues iteration\n",
+ " print(f\"This is an even number {number}\") # prints no if even. end=' ' prints the nos on the same line with a space in between. Try deleting this command & seeing the difference.\n",
+ " else:\n",
+ " print(f\"This is an odd number {number}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now its time for you to code again can you create a list of 10 numbers iterate through the list and print the square of each number."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Write your \"for_loop\" and print all elements\n",
+ "list_1 = [2,4,5,6,8,7,9,10]\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Double-click __here__ for the solution.\n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "# While loops\n",
+ "***\n",
+ "The **while** statement in Python is one of most general ways to perform iteration. A **while** statement will repeatedly execute a single statement or group of statements as long as the condition is true. The reason it is called a 'loop' is because the code statements are looped through over and over again until the condition is no longer met.\n",
+ "\n",
+ "The general format of a while loop is:\n",
+ "\n",
+ " while test:\n",
+ " code statement\n",
+ " else:\n",
+ " final code statements\n",
+ " \n",
+ "![](\"images/whileloop.png\")
\n",
+ "\n", + "\n", + "\n", + "Let’s look at a few simple while loops in action. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "x is currently: 11 x is still less than 10, adding 1 to x\n" + ] + } + ], + "source": [ + "x = 11\n", + "\n", + "while x > 10:\n", + " print ('x is currently: ',x,end=' ') #end=' ' to put print below statement on the same line after thsi statement\n", + " print (' x is still less than 10, adding 1 to x')\n", + " x = x - 1 # this adds 1 to x " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "
\n",
+ "\n", + "\n", + "## Modules, Packages, and `import`\n", + "***\n", + "A module is a collection of functions and variables that have been bundled together in a single file. Module helps us: \n", + "- Used for code organization, packaging and reusability\n", + "- Module: A Python file\n", + "- Package: A folder with an ``__init__.py`` file\n", + "- Namespace is based on file's directory path\n", + "\n", + "Module's are usually organised around a theme. Let's see how to use a module. To access our module we will import it using python's import statement. Math module provides access to the mathematical functions. " + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "metadata": { + "ExecuteTime": { + "end_time": "2017-09-25T05:46:46.840463Z", + "start_time": "2017-09-25T05:46:46.832495Z" + }, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "8.0" + ] + }, + "execution_count": 149, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# import the math module\n", + "import math\n", + "\n", + "# use the log10 function in the math module\n", + "math.pow(2,3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n",
+ "\n", + "\n", + "### Mini Challenges\n", + "***\n", + "Can you compute the square of a 3 assigned to a variable a using the math module?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#wite your code\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Double-click __here__ for the solution.\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "ExecuteTime": { + "end_time": "2017-09-19T10:03:27.500870Z", + "start_time": "2017-09-19T10:03:27.495827Z" + }, + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Comprehensions\n", + "***\n", + "- Python provides syntactic sugar to write small loops to generate lists/sets/tuples/dicts in one line\n", + "- These are called comprehensions, and can greatly increase development speed and readability\n", + "\n", + "Syntax:\n", + "```\n", + " sequence = [expression(element) for element in iterable if condition]\n", + "```\n", + "\n", + "The brackets used for creating the comprehension define what type of object is created.\n", + "\n", + "Use **[ ]** for lists, **()** for _generators_, **{}** for sets and dicts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### `list` Comprehension" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Ravi', 'Pooja', 'Vijay', 'Kiran']" + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "names = [\"Ravi\", \"Pooja\", \"Vijay\", \"Kiran\"]\n", + "names" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [], + "source": [ + "new_list = []\n", + "for name in names:\n", + " new_list.append(\"Hello \" + name)" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Hello Ravi', 'Hello Pooja', 'Hello Vijay', 'Hello Kiran']" + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "new_list" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Hello Ravi', 'Hello Pooja', 'Hello Vijay', 'Hello Kiran']\n" + ] + } + ], + "source": [ + "names = [\"Ravi\", \"Pooja\", \"Vijay\", \"Kiran\"]\n", + "hello = [\"Hello \" + name for name in names]\n", + "print(hello)" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[32, 10, 54, 32]\n", + "[(55, 3025), (87, 7569), (99, 9801)]\n" + ] + } + ], + "source": [ + "numbers = [55, 32, 87, 99, 10, 54, 32]\n", + "even = [num for num in numbers if num % 2 == 0]\n", + "print(even)\n", + "\n", + "odd_squares = [(num, num * num) for num in numbers if num % 2 == 1]\n", + "print(odd_squares)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exception Handling\n", + "***\n", + "#### try and except\n", + "\n", + "The basic terminology and syntax used to handle errors in Python is the **try** and **except** statements. The code which can cause an exception to occue is put in the *try* block and the handling of the exception is the implemented in the *except* block of code. The syntax form is:\n", + "\n", + "
![](\"images/try_except_else_finally.webp\")
\n",
+ "\n",
+ "We can also just check for any exception with just using except: To get a better understanding of all this lets check out an example: We will look at some code that opens and writes a file:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 159,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'asdasd' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m/var/folders/0n/nb074wzd4kl1nmdvkbdnpgym0000gn/T/ipykernel_27358/2488089185.py\u001b[0m in \u001b[0;36m![](\"images/exception.png\")
\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "## File I/O : Helps you read your files\n",
+ "***\n",
+ "- Python provides a `file` object to read text/binary files.\n",
+ "- This is similar to the `FileStream` object in other languages.\n",
+ "- Since a `file` is a resource, it must be closed after use. This can be done manually, or using a context manager (**`with`** statement)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Create a file in the current directory
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 175,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open(\"myfile.txt\",'w') as f:\n",
+ " f.write(\"This is my file \\n\")\n",
+ " f.write(\"Second line \\n\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 177,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/Users/darshil/Documents/DataWithDarshil/Python Course/Code/DWD - Python Code/2. Python Basics\n"
+ ]
+ }
+ ],
+ "source": [
+ "with open('myfile.txt', 'w') as f:\n",
+ " f.write(\"This is my first file!\\n\")\n",
+ " f.write(\"Second line!\\n\")\n",
+ " f.write(\"Last line!\\n\")\n",
+ "\n",
+ "\n",
+ "# let's verify if it was really created.\n",
+ "# For that, let's find out which directory we're working from\n",
+ "import os\n",
+ "print(os.path.abspath(os.curdir))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Read the newly created file
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 178,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "This is my first file!\n",
+ "\n",
+ "Second line!\n",
+ "\n",
+ "Last line!\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "with open(\"myfile.txt\",'r') as f:\n",
+ " for line in f:\n",
+ " print(line)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 179,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "f.close()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# read the file we just created\n",
+ "with open('myfile.txt', 'r') as f:\n",
+ " for line in f:\n",
+ " print(line)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Mini Challenge - 5\n",
+ "***\n",
+ "Can you create a list of 10 numbers iterate through the list and print the square of each number ?"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# In-session Recap Time\n",
+ "***\n",
+ "* Python Basics\n",
+ " * Variables and Scoping\n",
+ " * Modules, Packages and Imports\n",
+ " * Data Types & Data Structures\n",
+ " * Python Programming Constructs\n",
+ "* Data Types & Data Structures\n",
+ " * Lists\n",
+ " * Dictionaries\n",
+ " * Sets & Booleans\n",
+ "* Python Prograamming constructs\n",
+ " * Loops and Conditional Statements\n",
+ " * Exception Handling\n",
+ " * File I/O"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Thank You\n",
+ "***\n",
+ "### Coming up next...\n",
+ "\n",
+ "- **Python Functions and Object Oriendted Programming**: How to write modular functions to enable code reuse\n",
+ "- **NumPy**: Learn the basis of most numeric computation in Python"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "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": "3.10.6"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
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+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 5
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+Second line!
+Last line!
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "33419f32",
+ "metadata": {},
+ "source": [
+ "## What are we going to learn today?\n",
+ "***\n",
+ "- **Modular Programming in Python**\n",
+ " - Functions\n",
+ " - What is a function ?\n",
+ " - `def` statement\n",
+ " - Function arguments\n",
+ " - `return` values\n",
+ " - `lambda` functions\n", + " \n", + " - Object Oriented Programming\n", + " - Objects\n", + " - Class\n", + " - Attributes\n", + " - Methods\n", + " - Instance vs Class vs Static Methods\n" + ] + }, + { + "cell_type": "markdown", + "id": "a513409d", + "metadata": {}, + "source": [ + "# Modular Programming in Python\n", + "***\n", + "- Like all programming languages, Python provides various constructs to enable code reuse
\n", + "\n", + "- Python provides functions/methods, classes and modules for reuse" + ] + }, + { + "cell_type": "markdown", + "id": "b2cd468d", + "metadata": {}, + "source": [ + "\n", + "## What is a function?\n", + "***\n", + "\n", + "Formally, a function is a useful device that groups together a set of statements so they can be run more than once. We can also specify parameters that can serve as inputs to the functions.\n", + "\n", + "On a more fundamental level, functions allow us to not have to repeatedly write the same code again and again. If you remember back to the lessons on strings and lists, remember that we used a function len() to get the length of a string. Since checking the length of a sequence is a common task you would want to write a function that can do this repeatedly at command.\n", + "\n", + "Functions will be one of most basic levels of reusing code in Python, and it will also allow us to start thinking of program design (we will dive much deeper into the ideas of design when we learn about Object Oriented Programming).\n" + ] + }, + { + "cell_type": "markdown", + "id": "e9c773b0", + "metadata": {}, + "source": [ + "## Function Definition\n", + "***\n", + "In the syntax below:\n", + "- **def** is the keyword used to define functions\n", + "- arg1...argn, \\*args and \\*\\*kwargs are function parameters (and are optional)\n", + "- The expression after the `return` keyword is the value returned to the caller (optional)\n", + "\n", + "
![](\"images/py_func.png\")
\n",
+ "\n",
+ "Now lets look at how we can create a function in python"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "45f00ad7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def name_of_function(arg1,arg2):\n",
+ " '''\n",
+ " This is where the function's Document String (doc-string) goes\n",
+ " '''\n",
+ " # Do stuff here\n",
+ " #return desired result"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "745e3fbd",
+ "metadata": {},
+ "source": [
+ "## def Statements\n",
+ "\n",
+ "We begin with def then a \n",
+ "space followed by the name of the function. Try to keep names relevant, for example len() is a good name for a length() function. Also be careful with names, you wouldn't want to call a function the same name as a built-in function in Python (such as len).\n",
+ "\n",
+ "Next come a pair of parenthesis with a number of arguments separated by a comma. These arguments are the inputs for your function. You'll be able to use these inputs in your function and reference them. After this you put a colon.\n",
+ "\n",
+ "Now here is the important step, you must indent to begin the code inside your function correctly. Python makes use of whitespace to organize code. Lots of other programing languages do not do this, so keep that in mind.\n",
+ "\n",
+ "Next you'll see the doc-string, this is where you write a basic description of the function. Using iPython and iPython Notebooks, you'll be ab;e to read these doc-strings by pressing Shift+Tab after a function name. Doc strings are not necessary for simple functions, but its good practice to put them in so you or other people can easily understand the code you write.\n",
+ "\n",
+ "After all this you begin writing the code you wish to execute.\n",
+ "\n",
+ "The best way to learn functions is by going through examples. So let's try to go through examples that relate back to the various objects and data structures we learned about before."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "14107dd6",
+ "metadata": {},
+ "source": [
+ "### Example 1: A simple print 'hello' function\n",
+ "In this example we take our first steps to write a working function which prints out 'hello'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "f052cc60",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def say_my_name():\n",
+ " print(\"Darshil\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "66c32757",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Darshil\n"
+ ]
+ }
+ ],
+ "source": [
+ "say_my_name()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "d38dacf5",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "hello\n"
+ ]
+ }
+ ],
+ "source": [
+ "def say_hello():\n",
+ " print('hello')\n",
+ "\n",
+ "#call the function \n",
+ "\n",
+ "say_hello()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6b68128c",
+ "metadata": {},
+ "source": [
+ "## Function Arguments\n",
+ "***\n",
+ "- Parameters may or may not have default values (in the example below, 'argn' has default value 3)\n",
+ "- A function parameter can be passed either by position or by key/name\n",
+ "- A function can accept a variable number of positional arguments (\\*args)\n",
+ "- A function can accept a variable number of keyword arguments (\\*\\*kwargs)\n",
+ "- Function parameters are passed by object reference\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "417fb704",
+ "metadata": {},
+ "source": [
+ "### Default Arguments / Keyword Arguments\n",
+ "***\n",
+ "- Default arguments are those arguments which can be changed but their value remains the same if not given. An example of the same is given below. \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "b837c74f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2\n"
+ ]
+ }
+ ],
+ "source": [
+ "def double_the_number(num=1):\n",
+ " return num * 2\n",
+ "\n",
+ "print(double_the_number())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "03b868c5",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "16"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "double_the_number(8)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "82195777",
+ "metadata": {},
+ "source": [
+ "## Positional Arguments\n",
+ "***\n",
+ "- Positional arguments are those which are not followed by an equal sign (=) and default value. In this we need to provide an argument while calling the function, else we get an error. Here is an example below"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "4731355f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2\n"
+ ]
+ }
+ ],
+ "source": [
+ "def double_the_number(num):\n",
+ " return num*2\n",
+ "\n",
+ "print(double_the_number(1))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "ddb8e158",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "16"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "double_the_number(8)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "ce742e13",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def database_columns(*args):\n",
+ " for arg in args:\n",
+ " print(arg)\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "6c8790d6",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "name\n",
+ "age\n",
+ "height\n",
+ "asdas\n",
+ "aasd\n"
+ ]
+ }
+ ],
+ "source": [
+ "database_columns(\"name\", \"age\", \"height\",'asdas', 'aasd')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "id": "208f22d7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def database_columns(**kwargs):\n",
+ " for value in kwargs.items():\n",
+ " print(value)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "37cfcf31",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "('name', 'Darshil')\n",
+ "('age', '25')\n"
+ ]
+ }
+ ],
+ "source": [
+ "database_columns(name=\"Darshil\", age=\"25\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "64a8fd1e",
+ "metadata": {},
+ "source": [
+ "\n",
+ "## Important Tip\n",
+ "***\n",
+ "- **Positional arguments** will always **precede** **Keyword arguments** while specifying both of them together in the same function. Below is an example of this"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "f436a594",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def function_name(arg1, arg2, argn=3, *args, **kwargs):\n",
+ " print(\"This is a function.\")\n",
+ " # Function body here\n",
+ " return value"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "77205bb4",
+ "metadata": {},
+ "source": [
+ "## `return` Values\n",
+ "***\n",
+ "\n",
+ "A Return value is a value that is returned after performing a specific operation in a function. Some advantages and usecases of return values are as follows.\n",
+ "- Unlike some other languages, Python allows returning multiple values \n",
+ "- However, the multiple values is just a tuple of values\n",
+ "- Because of this, the tuple can simply be 'opened' into multiple variables\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "id": "81347fc1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def get_my_name(name):\n",
+ " return name *3\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "id": "bb52059f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "name = get_my_name(\"darshil\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "id": "579eff32",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'darshildarshildarshil'"
+ ]
+ },
+ "execution_count": 48,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "name"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "dcdd0dba",
+ "metadata": {},
+ "source": [
+ "## Lambda\n",
+ "***\n",
+ "One of Pythons most useful (and for beginners, confusing) tools is the lambda expression. Lambda expressions allow us to create \"anonymous\" functions. This basically means we can quickly make ad-hoc functions without needing to properly define a function using def.\n",
+ "\n",
+ "Function objects returned by running lambda expressions work exactly the same as those created and assigned by defs. There is key difference that makes lambda useful in specialized roles:\n",
+ "\n",
+ "**Lambda's body is a single expression, not a block of statements.**\n",
+ "* Python supports the creation of anonymous functions at runtime, using a construct called **`lambda`**\n",
+ "* This approach is most commonly used when passing a simple function as an argument to another function.\n",
+ "\n",
+ "Now Lets slowly break down a lambda expression by deconstructing a function:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "id": "0e78ff15",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "4"
+ ]
+ },
+ "execution_count": 49,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "def square(num):\n",
+ " result = num**2\n",
+ " return result\n",
+ "square(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f8280fd0",
+ "metadata": {},
+ "source": [
+ "We can actually write this in one line (although it would be bad style to do so)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "a0440221",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def square(num): return num**2"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "905726f5",
+ "metadata": {},
+ "source": [
+ "This is the form of a function that a lambda expression intends to replicate. A lambda expression can then be written as:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "dcf00652",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "square_lambda = lambda num: num**2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "id": "91b97489",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "4"
+ ]
+ },
+ "execution_count": 51,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "square_lambda(2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "e51315ab",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "4"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "square_lambda = lambda num: num**2\n",
+ "\n",
+ "square_lambda(2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "e731fb0e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "4"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "add_lambda = lambda a,b: a+b\n",
+ "\n",
+ "add_lambda(2,2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5086143b",
+ "metadata": {},
+ "source": [
+ "# Object Oriented Programming\n",
+ "***\n",
+ "\n",
+ "Object Oriented Programming (OOP) tends to be one of the major obstacles for beginners when they are first starting to learn Python.\n",
+ "\n",
+ "There are many,many tutorials and lessons covering OOP so feel free to Google search other lessons too. \n",
+ "\n",
+ "For this lesson we will construct our knowledge of OOP in Python by building on the following topics:\n",
+ "\n",
+ "* Objects\n",
+ "* Using the *class* keyword\n",
+ "* Creating class attributes\n",
+ "* Creating methods in a class\n",
+ "* Learning about Special Methods for classes\n",
+ "\n",
+ "What we will basically be doing is exploring how we could create an Object type like a list. We've already learned about how to create functions. So lets explore Objects in general:\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "20083a5b",
+ "metadata": {},
+ "source": [
+ "## Objects\n",
+ "***\n",
+ "\n",
+ "In Python, everything is an object. Remember from previous lectures we can use type() to check the type of object something is:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "id": "2fdf9063",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "s = \"my name is darshil\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "id": "d4b33e81",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'MY NAME IS DARSHIL'"
+ ]
+ },
+ "execution_count": 55,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "s.upper()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "id": "a8b60878",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n", + "The data type or dtype describes the kind of elements that are contained within the array.\n", + "\n", + "* **bool**: Boolean values\n", + "
\n", + "\n", + "* **int**: Integer values. Can be int16, int32, or int64.\n", + "\n", + "\n", + "* **float**: Floating point values. Can be float16, float32, or float64.\n", + "
\n", + "\n", + "\n", + "* ** string**: Text. Can be string or unicode (this distinction is greatly simplified in Python 3)" + ] + }, + { + "cell_type": "markdown", + "id": "2091298b", + "metadata": {}, + "source": [ + "## Let's try it ourselves!\n", + "***\n", + "### Create a vector from the list [10, 20, 30]. Print the dtype and shape." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "7fba5517", + "metadata": {}, + "outputs": [], + "source": [ + "my_list = [10, 20, 30]\n", + "\n", + "arr = np.array(my_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "a68c901a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3,)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "arr.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d5dccc53", + "metadata": {}, + "outputs": [], + "source": [ + "list_of_lists = [[5, 10, 15], [20, 25, 30], [35, 40, 45]]\n", + "twod_array = np.array(list_of_lists)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "33ffe32b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3, 3)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "twod_array.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "c4eda0d9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "int64\n", + "(3,)\n" + ] + } + ], + "source": [ + "my_list = [10, 20, 30]\n", + "\n", + "arr = np.array(my_list)\n", + "\n", + "print(arr.dtype)\n", + "print(arr.shape)" + ] + }, + { + "cell_type": "markdown", + "id": "3bc8e4ab", + "metadata": {}, + "source": [ + "# NumPy Built-in methods" + ] + }, + { + "cell_type": "markdown", + "id": "3d486524", + "metadata": {}, + "source": [ + "## `arange`\n", + "***\n", + "arange(**[start,]** ***stop[, step,][, dtype]***) : Returns an array with evenly spaced elements as per the interval. The interval mentioned is half opened i.e. **[Start, Stop)** (similar to the Python **`range()`** function)." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "28889285", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 3, 6, 9])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "\n", + "np.arange(0, 10, 3)" + ] + }, + { + "cell_type": "markdown", + "id": "74978123", + "metadata": {}, + "source": [ + "## `zeros` and `ones`\n", + "***\n", + "Generate arrays of all zeros and ones" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "8aa7839b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0., 0., 0.],\n", + " [0., 0., 0.]])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.zeros((2, 3))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "4e3eff79", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.]])" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.ones((2, 5))" + ] + }, + { + "cell_type": "markdown", + "id": "f3b264db", + "metadata": {}, + "source": [ + "## `linspace`\n", + "***\n", + "Linspace: Return **evenly spaced** numbers over a specified interval.\n", + "\n", + " linspace(start, stop, num=50, endpoint=True, retstep=False)\n", + "\n", + "* Will return `num` number of values\n", + "* Equally spaced samples in the closed interval [start, stop] or the half-open interval [start, stop)\n", + "* Closed or half-open interval depends on whether 'endpoint' is True or False." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "ad881b6a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0. , 1.66666667, 3.33333333, 5. , 6.66666667,\n", + " 8.33333333, 10. ])" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# divide into 7 interval from 0 to 10\n", + "np.linspace(0, 10, 7)" + ] + }, + { + "cell_type": "markdown", + "id": "c19c847f", + "metadata": {}, + "source": [ + "\n", + "\n", + "## How do I generate Random Numbers?\n", + "***\n", + "
\n", + "Numpy also has lots of ways to create random number arrays of given shape\n", + "\n", + "- **`rand`**:\n", + "\n", + "`numpy.random.rand(d0, d1, …, dn)` Create an array of the given shape and populate it with random samples from a **uniform distribution**\n", + "\n", + "- **`randn`**: \n", + "\n", + "`numpy.random.randn(d0, d1, …, dn)`creates an array of specified shape and fills it with random values as per **standard normal distribution**.\n", + "\n", + "If positive arguments are provided, randn generates an array of shape (d0, d1, …, dn), filled with random floats sampled from a univariate “normal” (Gaussian) distribution of mean 0 and variance 1 (if any of the d_i are floats, they are first converted to integers by truncation).\n", + "\n", + "A single float randomly sampled from the distribution is returned if no argument is provided.\n", + "\n", + "- **`randint`**: \n", + "\n", + "Return random integers from the “discrete uniform” distribution of the specified dtype in the “half-open” interval [low, high). If high is None (the default), then results are from [0, low)." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "9bf56c2f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.6131258 , 0.23897206, 0.11549765, 0.83423578],\n", + " [0.1604556 , 0.20666809, 0.58085897, 0.30308941],\n", + " [0.23075721, 0.91418951, 0.82369072, 0.86131527]])" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# random number (uniform distribution) array of shape (3 , 4)\n", + "\n", + "np.random.rand(3, 4)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "aaa6144e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-1.1059393 0.75426369 1.28806142]\n", + " [ 0.85788773 0.37334307 0.47490309]]\n" + ] + } + ], + "source": [ + "# random number (standard normal distribution) array of shape (2, 3)\n", + "\n", + "print (np.random.randn(2, 3))" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "7d11b355", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([30, 10, 19, 7, 33, 38, 31, 21, 9, 14])" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 10 random integers between 4 (inclusive) to 40 (exclusive)\n", + "\n", + "np.random.randint(4, 40, 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "ca70f895", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[17, 23, 19, 26],\n", + " [36, 13, 15, 27],\n", + " [26, 37, 9, 20],\n", + " [41, 9, 16, 0]])" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 10 random integers upto 50 (exclusive). This makes the start value default to 0.\n", + "# The size parameter dictates the return array shape\n", + "\n", + "np.random.randint(50, size=(4,4))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a8b792c0", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Tutorials/Python_Data_Engineering/4. Python Advance/Pandas Basics.ipynb b/Tutorials/Python_Data_Engineering/4. Python Advance/Pandas Basics.ipynb new file mode 100644 index 0000000000..56de24f350 --- /dev/null +++ b/Tutorials/Python_Data_Engineering/4. Python Advance/Pandas Basics.ipynb @@ -0,0 +1,6700 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "8625f6ad", + "metadata": {}, + "source": [ + "# Introduction to\n", + "***\n", + "\n", + "Image source:https://en.wikipedia.org/wiki/Pandas_(software)\n", + "***\n", + "The most widely used Python library for data science" + ] + }, + { + "cell_type": "markdown", + "id": "9510287e", + "metadata": {}, + "source": [ + "It has nothing to do with cute bears. Instead it stands for **Pan**el **da**ta - **Pandas**\n", + "***\n", + "\n", + "Image source:https://wallpaper-house.com/wallpaper-id-399850.php" + ] + }, + { + "cell_type": "markdown", + "id": "165a0622", + "metadata": {}, + "source": [ + "\n", + "\n", + "## Why Pandas ?\n", + "***\n", + "
![](\"images/why-pandas.jpg\")
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a4cbfb74",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "## Features of Pandas\n",
+ "***\n",
+ "![](\"images/pandas-features.jpg\")
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3712337c",
+ "metadata": {},
+ "source": [
+ "\n",
+ "# Pandas Data Structures\n",
+ "***\n",
+ "![](\"images/pandas-datastructures.jpg\")
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "07251010",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "# Pandas Series\n",
+ "***\n",
+ "* Very similar to a NumPy array.\n",
+ "\n",
+ "* What differentiates the NumPy array from a Series, is that a Series can have axis labels, meaning it can be indexed by a label, instead of just a number location."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6548d8ef",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "## How to create a Series?\n",
+ "***\n",
+ "You can convert a list, numpy array, or dictionary to a Series. To create a series you call the function pd.Series(). Let's see an example of the same.\n",
+ "\n",
+ "We will create a series from \n",
+ "- list\n",
+ "- numpy array \n",
+ "- dictionary"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "b5305527",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "14f8fdc5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "my_list = [10, 20, 30]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "9b8a00fb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "series = pd.Series(my_list)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "ba60ced1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([10, 20, 30])"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "series.values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "0f2ac6ba",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0 10\n",
+ "1 20\n",
+ "2 30\n",
+ "dtype: int64\n",
+ "RangeIndex(start=0, stop=3, step=1)\n",
+ "[10 20 30]\n"
+ ]
+ }
+ ],
+ "source": [
+ "#creating a pandas series from a list\n",
+ "import pandas as pd\n",
+ "\n",
+ "my_list = [10, 20, 30]\n",
+ "series = pd.Series(my_list)\n",
+ "\n",
+ "print(series)\n",
+ "print(series.index)\n",
+ "print(series.values)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "3d1a06dd",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "a 10\n",
+ "b 20\n",
+ "c 30\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# creating a series from numPy Array\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "\n",
+ "index = ['a','b','c']\n",
+ "arr = np.array([10,20,30])\n",
+ "\n",
+ "pd.Series(data=arr,index=index)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "90cad633",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "a 10\n",
+ "b 20\n",
+ "c 30\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# creating a series from dictionary\n",
+ "import pandas as pd\n",
+ "\n",
+ "d = {'a':10, 'b':20, 'c':30}\n",
+ "pd.Series(d)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5ab23c51",
+ "metadata": {},
+ "source": [
+ "\n",
+ "## Using Index in a Series\n",
+ "***\n",
+ "* The key to using a Series is understanding its index.\n",
+ "\n",
+ "* Pandas makes use of these index names or numbers by allowing for **fast lookups** of information (works like a hash table or dictionary).\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "d51f8368",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Custom index\n",
+ "import pandas as pd\n",
+ "ser1 = pd.Series([1,2,3,4], index=['USA', 'Germany','USSR', 'Japan']) \n",
+ "ser2 = pd.Series([1,2,5,4], index=['USA', 'Germany','Italy', 'Japan']) \n",
+ "\n",
+ "# get the value of 'USA'\n",
+ "print(ser1['USA'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "9b2c8099",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "USA 1\n",
+ "Germany 2\n",
+ "Italy 5\n",
+ "Japan 4\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ser2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "9339516c",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Germany 4.0\n",
+ "Italy NaN\n",
+ "Japan 8.0\n",
+ "USA 2.0\n",
+ "USSR NaN\n",
+ "dtype: float64\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(ser1 + ser2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6b33b9da",
+ "metadata": {},
+ "source": [
+ "# DataFrame Basics\n",
+ "\n",
+ "***\n",
+ "\n",
+ "We'll talk about\n",
+ "- How to create a DataFrame, the primary data structure in pandas \n",
+ "- How to find the shape and rank of the created or existing DataFrames\n",
+ "- How to read DataFrames from a file\n",
+ "- What are indexes, and how do they work in the domain of Pandas DataFrames"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "566a9e43",
+ "metadata": {},
+ "source": [
+ "## What are DataFrames?\n",
+ "\n",
+ "***\n",
+ "\n",
+ "DataFrames are a way to store data in rectangular grids that can easily be overviewed. Each row of these grids corresponds to measurements or values of an instance, while each column is a vector containing data for a specific variable. This means that a data frame’s rows do not need to contain, but can contain, the same type of values: they can be numeric, character, logical, etc.\n",
+ "\n", + "\n", + "Data frames in Python come within the Pandas library, and they are defined as a two-dimensional labeled data structures with columns of potentially different types.\n", + "
\n", + "\n", + "In general, you could say that the Pandas data frame consists of three main components: the data, the index, and the columns.\n" + ] + }, + { + "cell_type": "markdown", + "id": "54d87221", + "metadata": {}, + "source": [ + "**Creating DataFrames manually**\n", + "\n", + "The function that you will use is the Pandas Dataframe() function: it requires you to pass the data that you want to put in, the indices and the columns.\n", + "\n", + "Remember that the data that is contained within the data frame doesn’t have to be homogenous." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "676e99a2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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+ "\n",
+ "\n",
+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " 0 1 2\n",
+ "0 1 2 3\n",
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+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "\n",
+ "df = pd.DataFrame([[1, 2, 3],\n",
+ " [3, 4, 5],\n",
+ " [5, 6, 7],\n",
+ " [7, 8, 9]])\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "52e2ee83",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Shape: (4, 3)\n",
+ "Index: RangeIndex(start=0, stop=4, step=1)\n"
+ ]
+ },
+ {
+ "data": {
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+ ],
+ "source": [
+ "df = pd.DataFrame([[1, 2, 3], [3, 4, 5], [5, 6, 7], [7, 8, 9]])\n",
+ "\n",
+ "print(\"Shape:\", df.shape)\n",
+ "print(\"Index:\", df.index)\n",
+ "\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "46a3fd23",
+ "metadata": {},
+ "source": [
+ "**Understanding the Index**\n",
+ "\n",
+ "Before you start with adding, deleting and renaming the components of your DataFrame, you first need to know how you can select these elements.\n",
+ "\n",
+ "This is where Indexes come into play, just the way you can use an idex page in a book to locate your chapters, you can use the loc() or iloc() function in pandas to access data in particular columns of your DataFrame.\n",
+ "\n",
+ "We will learn about how these functions work and their subtle differences in the next sections."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "f6d3db63",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df2 = pd.DataFrame([[1, 2, 3], [3, 4, 5], [5, 6, 7], [7, 8, 9]],\n",
+ " index= ['a','b','c','d'], columns=['x','y','z'])"
+ ]
+ },
+ {
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+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "142b0d80",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
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+ "text": [
+ "Shape: (4, 3)\n",
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+ },
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | x | \n", + "y | \n", + "z | \n", + "
|---|---|---|---|
| a | \n", + "1 | \n", + "2 | \n", + "3 | \n", + "
| b | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "
| c | \n", + "5 | \n", + "6 | \n", + "7 | \n", + "
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+ "\n",
+ "\n",
+ " \n",
+ "
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+ ],
+ "text/plain": [
+ " x y z\n",
+ "a 1 2 3\n",
+ "b 3 4 5\n",
+ "c 5 6 7\n",
+ "d 7 8 9"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df2 = pd.DataFrame([[1, 2, 3], [3, 4, 5], [5, 6, 7], [7, 8, 9]],\n",
+ " index=['a', 'b', 'c', 'd'], columns=['x', 'y', 'z'])\n",
+ "\n",
+ "print(\"Shape:\", df.shape)\n",
+ "print(\"Index:\", df.index)\n",
+ "\n",
+ "df2"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b67e13d2",
+ "metadata": {},
+ "source": [
+ "# The Weather Dataset: Reading DataFrames from Files\n",
+ "***\n",
+ "The Weather Dataset is a time-series data set with per-hour information about the weather conditions at a particular location. It records Temperature, Dew Point Temperature, Relative Humidity, Wind Speed, Visibility, Pressure, and Conditions.\n",
+ "\n",
+ "| \n", + " | x | \n", + "y | \n", + "z | \n", + "
|---|---|---|---|
| a | \n", + "1 | \n", + "2 | \n", + "3 | \n", + "
| b | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "
| c | \n", + "5 | \n", + "6 | \n", + "7 | \n", + "
| d | \n", + "7 | \n", + "8 | \n", + "9 | \n", + "
![\"Weather\"](\"images/weather.jpg\")
\n",
+ "\n",
+ "This data is available as a CSV file. We are going to use Pandas DataFrames and analyse this dataset.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 132,
+ "id": "25031878",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Shape: (8784, 8)\n",
+ "Index: RangeIndex(start=0, stop=8784, step=1)\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Read the data into a data frame\n",
+ "\n",
+ "weather_df = pd.read_csv(\"data/weather_2012.csv\") # \n",
+ "\n",
+ "print(\"Shape:\", weather_df.shape)\n",
+ "print(\"Index:\", weather_df.index)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 133,
+ "id": "4083f8b9",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date/Time Temp (C) Dew Point Temp (C) Rel Hum (%) \\\n",
+ "0 2012-01-01 00:00:00 -1.8 -3.9 86 \n",
+ "1 2012-01-01 01:00:00 -1.8 -3.7 87 \n",
+ "2 2012-01-01 02:00:00 -1.8 -3.4 89 \n",
+ "3 2012-01-01 03:00:00 -1.5 -3.2 88 \n",
+ "4 2012-01-01 04:00:00 -1.5 -3.3 88 \n",
+ "\n",
+ " Wind Spd (km/h) Visibility (km) Stn Press (kPa) Weather \n",
+ "0 4 8.0 101.24 Fog \n",
+ "1 4 8.0 101.24 Fog \n",
+ "2 7 4.0 101.26 Freezing Drizzle,Fog \n",
+ "3 6 4.0 101.27 Freezing Drizzle,Fog \n",
+ "4 7 4.8 101.23 Fog "
+ ]
+ },
+ "execution_count": 133,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 134,
+ "id": "a0c7ac1c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 2012-01-01 00:00:00\n",
+ "1 2012-01-01 01:00:00\n",
+ "2 2012-01-01 02:00:00\n",
+ "3 2012-01-01 03:00:00\n",
+ "4 2012-01-01 04:00:00\n",
+ "Name: Date/Time, dtype: object"
+ ]
+ },
+ "execution_count": 134,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df['Date/Time'].head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b4ec2280",
+ "metadata": {},
+ "source": [
+ "**Let's convert the `Date/Time` column datatype from `object` to `timestamp` so that we can access the month directly using the attribute `dt.month`**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 135,
+ "id": "b262f280",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "weather_df['Date/Time'] = pd.to_datetime(weather_df['Date/Time'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 136,
+ "id": "de39c0b4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 2012-01-01 00:00:00\n",
+ "1 2012-01-01 01:00:00\n",
+ "2 2012-01-01 02:00:00\n",
+ "3 2012-01-01 03:00:00\n",
+ "4 2012-01-01 04:00:00\n",
+ "Name: Date/Time, dtype: datetime64[ns]"
+ ]
+ },
+ "execution_count": 136,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df['Date/Time'].head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bbbfde20",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "# How to Analyze DataFrames?\n",
+ "***\n",
+ "The following functions help you understand and explore summaries of your data without having to view the whole DataFrame"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b03bfa44",
+ "metadata": {},
+ "source": [
+ "## `.info()`\n",
+ "***\n",
+ "Provides a summary of a DataFrame: rows, columns, data types of columns (if automatically detected) and the memory usage.\n",
+ "\n",
+ "For detailed summaries of the the DataFrame, you can pass optional arguments verbose=True and null_counts=True to the .info() method to output information for all of the columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "7459dd26",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "
|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2012-01-01 00:00:00 | \n", + "-1.8 | \n", + "-3.9 | \n", + "86 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "
| 1 | \n", + "2012-01-01 01:00:00 | \n", + "-1.8 | \n", + "-3.7 | \n", + "87 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "
| 2 | \n", + "2012-01-01 02:00:00 | \n", + "-1.8 | \n", + "-3.4 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "101.26 | \n", + "Freezing Drizzle,Fog | \n", + "
| 3 | \n", + "2012-01-01 03:00:00 | \n", + "-1.5 | \n", + "-3.2 | \n", + "88 | \n", + "6 | \n", + "4.0 | \n", + "101.27 | \n", + "Freezing Drizzle,Fog | \n", + "
| 4 | \n", + "2012-01-01 04:00:00 | \n", + "-1.5 | \n", + "-3.3 | \n", + "88 | \n", + "7 | \n", + "4.8 | \n", + "101.23 | \n", + "Fog | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date/Time Temp (C) Dew Point Temp (C) Rel Hum (%) \\\n",
+ "0 2012-01-01 00:00:00 -1.8 -3.9 86 \n",
+ "1 2012-01-01 01:00:00 -1.8 -3.7 87 \n",
+ "2 2012-01-01 02:00:00 -1.8 -3.4 89 \n",
+ "3 2012-01-01 03:00:00 -1.5 -3.2 88 \n",
+ "4 2012-01-01 04:00:00 -1.5 -3.3 88 \n",
+ "\n",
+ " Wind Spd (km/h) Visibility (km) Stn Press (kPa) Weather \n",
+ "0 4 8.0 101.24 Fog \n",
+ "1 4 8.0 101.24 Fog \n",
+ "2 7 4.0 101.26 Freezing Drizzle,Fog \n",
+ "3 6 4.0 101.27 Freezing Drizzle,Fog \n",
+ "4 7 4.8 101.23 Fog "
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df.head(5)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4c81995a",
+ "metadata": {},
+ "source": [
+ "## `.index`\n",
+ "***\n",
+ "This attribute provides the `index` of the dataframe.\n",
+ "\n",
+ "Indexing identifies data using known indicators that allows intuitive getting and setting of subsets of the data set.\n",
+ "\n",
+ "A major advantage of Pandas over NumPy is that each of the columns and rows has a label. Working with column positions is possible, but it can be hard to keep track of which number corresponds to which column.\n",
+ "\n",
+ "We can work with labels using the **pandas.DataFrame.loc** method, which allows us to index using labels instead of positions."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "id": "15d21e37",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "RangeIndex(start=0, stop=8784, step=1)"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df.index"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "be7947d7",
+ "metadata": {},
+ "source": [
+ "## `.unique()`\n",
+ "***\n",
+ "This method, which belongs to the `Series` object, can be useful when trying to identify unique values in a column.\n",
+ "- Uniques are returned in order of appearance. \n",
+ "- It is significantly faster than numpy.unique and includes N/A values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "8d4a2d56",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 Fog\n",
+ "1 Fog\n",
+ "2 Freezing Drizzle,Fog\n",
+ "3 Freezing Drizzle,Fog\n",
+ "4 Fog\n",
+ " ... \n",
+ "8779 Snow\n",
+ "8780 Snow\n",
+ "8781 Snow\n",
+ "8782 Snow\n",
+ "8783 Snow\n",
+ "Name: Weather, Length: 8784, dtype: object"
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df['Weather']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "a0d5c1e6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['Fog', 'Freezing Drizzle,Fog', 'Mostly Cloudy', 'Cloudy', 'Rain',\n",
+ " 'Rain Showers', 'Mainly Clear', 'Snow Showers', 'Snow', 'Clear',\n",
+ " 'Freezing Rain,Fog', 'Freezing Rain', 'Freezing Drizzle',\n",
+ " 'Rain,Snow', 'Moderate Snow', 'Freezing Drizzle,Snow',\n",
+ " 'Freezing Rain,Snow Grains', 'Snow,Blowing Snow', 'Freezing Fog',\n",
+ " 'Haze', 'Rain,Fog', 'Drizzle,Fog', 'Drizzle',\n",
+ " 'Freezing Drizzle,Haze', 'Freezing Rain,Haze', 'Snow,Haze',\n",
+ " 'Snow,Fog', 'Snow,Ice Pellets', 'Rain,Haze', 'Thunderstorms,Rain',\n",
+ " 'Thunderstorms,Rain Showers', 'Thunderstorms,Heavy Rain Showers',\n",
+ " 'Thunderstorms,Rain Showers,Fog', 'Thunderstorms',\n",
+ " 'Thunderstorms,Rain,Fog',\n",
+ " 'Thunderstorms,Moderate Rain Showers,Fog', 'Rain Showers,Fog',\n",
+ " 'Rain Showers,Snow Showers', 'Snow Pellets', 'Rain,Snow,Fog',\n",
+ " 'Moderate Rain,Fog', 'Freezing Rain,Ice Pellets,Fog',\n",
+ " 'Drizzle,Ice Pellets,Fog', 'Drizzle,Snow', 'Rain,Ice Pellets',\n",
+ " 'Drizzle,Snow,Fog', 'Rain,Snow Grains', 'Rain,Snow,Ice Pellets',\n",
+ " 'Snow Showers,Fog', 'Moderate Snow,Blowing Snow'], dtype=object)"
+ ]
+ },
+ "execution_count": 40,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df['Weather'].unique()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b8fa7a76",
+ "metadata": {},
+ "source": [
+ "\n",
+ "## Mini - Challenge - 1\n",
+ "***\n",
+ "Find all the unique Wind Speed values recorded in the dataset"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9a05cf7b",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1c09bb26",
+ "metadata": {},
+ "source": [
+ "## `.nunique()`\n",
+ "***\n",
+ "This method belongs to the `Series` object and can be useful when trying to identify the number of unique values in a column. \n",
+ "- Excludes NA values by default\n",
+ "- Always returns an integer value"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "id": "84d7b715",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "50"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df['Weather'].nunique()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5b4da5b7",
+ "metadata": {},
+ "source": [
+ "## `.value_counts()`\n",
+ "***\n",
+ "This method, which belongs to the `Series` object, can be useful when trying to identify unique values and their counts in a column\n",
+ "- The resulting object will be in descending order so that the first element is the most frequently-occurring element. \n",
+ "- Excludes NA values by default."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "id": "da5bcded",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Mainly Clear 2106\n",
+ "Mostly Cloudy 2069\n",
+ "Cloudy 1728\n",
+ "Clear 1326\n",
+ "Snow 390\n",
+ "Rain 306\n",
+ "Rain Showers 188\n",
+ "Fog 150\n",
+ "Rain,Fog 116\n",
+ "Drizzle,Fog 80\n",
+ "Snow Showers 60\n",
+ "Drizzle 41\n",
+ "Snow,Fog 37\n",
+ "Snow,Blowing Snow 19\n",
+ "Rain,Snow 18\n",
+ "Thunderstorms,Rain Showers 16\n",
+ "Haze 16\n",
+ "Drizzle,Snow,Fog 15\n",
+ "Freezing Rain 14\n",
+ "Freezing Drizzle,Snow 11\n",
+ "Freezing Drizzle 7\n",
+ "Snow,Ice Pellets 6\n",
+ "Freezing Drizzle,Fog 6\n",
+ "Snow,Haze 5\n",
+ "Freezing Fog 4\n",
+ "Snow Showers,Fog 4\n",
+ "Moderate Snow 4\n",
+ "Rain,Snow,Ice Pellets 4\n",
+ "Freezing Rain,Fog 4\n",
+ "Freezing Drizzle,Haze 3\n",
+ "Rain,Haze 3\n",
+ "Thunderstorms,Rain 3\n",
+ "Thunderstorms,Rain Showers,Fog 3\n",
+ "Freezing Rain,Haze 2\n",
+ "Drizzle,Snow 2\n",
+ "Rain Showers,Snow Showers 2\n",
+ "Thunderstorms 2\n",
+ "Moderate Snow,Blowing Snow 2\n",
+ "Rain Showers,Fog 1\n",
+ "Thunderstorms,Moderate Rain Showers,Fog 1\n",
+ "Snow Pellets 1\n",
+ "Rain,Snow,Fog 1\n",
+ "Moderate Rain,Fog 1\n",
+ "Freezing Rain,Ice Pellets,Fog 1\n",
+ "Drizzle,Ice Pellets,Fog 1\n",
+ "Thunderstorms,Rain,Fog 1\n",
+ "Rain,Ice Pellets 1\n",
+ "Rain,Snow Grains 1\n",
+ "Thunderstorms,Heavy Rain Showers 1\n",
+ "Freezing Rain,Snow Grains 1\n",
+ "Name: Weather, dtype: int64"
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df['Weather'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d783bc0b",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "## Mini-Challenge - 2\n",
+ "***\n",
+ "\n",
+ "Find the number of times when the weather was exactly 'Clear'\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "28986064",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bdb8577c",
+ "metadata": {},
+ "source": [
+ "\n",
+ "### How can we get the count for Clear ?\n",
+ "***\n",
+ "\n",
+ "In order to get only the number of times when the weather was exactly 'Clear' , we need to used Square brackets after `.value_counts` \n",
+ "eg. `.value_counts()[3]`"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5f9e5831",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ff6375b6",
+ "metadata": {},
+ "source": [
+ "## Mini-Challenge - 3\n",
+ "***\n",
+ "**Try one more time..!!**\n",
+ "\n",
+ "Find the number of times when the wind speed was exactly 4 km/h"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "95e44737",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "id": "85244521",
+ "metadata": {},
+ "source": [
+ "\n",
+ "# Data Manipulation : Gets you desired results\n",
+ "***\n",
+ "The true power of the Pandas DataFrame is the ease and flexibility of manipulating data to get your desired results.\n",
+ "\n",
+ "Pandas is best at handling tabular data sets comprising different variable types (integer, float, double, etc.). \n",
+ "\n",
+ "In addition, the pandas library can also be used to perform even the most naive of tasks such as loading data or doing feature engineering on time series data."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "db9eec72",
+ "metadata": {},
+ "source": [
+ "## Selection (Part 1)\n",
+ "***\n",
+ "How do you select particular rows/columns from the DataFrame ?\n",
+ "\n",
+ "The DataFrame object supports indexing operations just like the Python `list` class and the Pandas Series object, but is much faster and more powerful.\n",
+ "\n",
+ "Note that when you extract a single row or column, you get a one-dimensional object as output. That is called a pandas Series. The values on the left are just labels taken from the dataframe index. \n",
+ "\n",
+ "On the other hand, when we extract portions of a pandas dataframe, we get a two-dimensional DataFrame type of object. Something to keep in mind for later."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0409bd6a",
+ "metadata": {},
+ "source": [
+ "### How to get the Weather column from the \"weather_df\" dataframe"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "id": "2c1c4da7",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "
|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2012-01-01 00:00:00 | \n", + "-1.8 | \n", + "-3.9 | \n", + "86 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "
| 1 | \n", + "2012-01-01 01:00:00 | \n", + "-1.8 | \n", + "-3.7 | \n", + "87 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "
| 2 | \n", + "2012-01-01 02:00:00 | \n", + "-1.8 | \n", + "-3.4 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "101.26 | \n", + "Freezing Drizzle,Fog | \n", + "
| 3 | \n", + "2012-01-01 03:00:00 | \n", + "-1.5 | \n", + "-3.2 | \n", + "88 | \n", + "6 | \n", + "4.0 | \n", + "101.27 | \n", + "Freezing Drizzle,Fog | \n", + "
| 4 | \n", + "2012-01-01 04:00:00 | \n", + "-1.5 | \n", + "-3.3 | \n", + "88 | \n", + "7 | \n", + "4.8 | \n", + "101.23 | \n", + "Fog | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Weather Temp (C)\n",
+ "0 Fog -1.8\n",
+ "1 Fog -1.8\n",
+ "2 Freezing Drizzle,Fog -1.8\n",
+ "3 Freezing Drizzle,Fog -1.5\n",
+ "4 Fog -1.5"
+ ]
+ },
+ "execution_count": 47,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "two_cols = weather_df[['Weather', 'Temp (C)']] # Take a good look at those brackets. There are two sets of them\n",
+ " # to access more than one columns. \n",
+ "print(type(two_cols))\n",
+ "two_cols.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "542e8c2b",
+ "metadata": {},
+ "source": [
+ "**Keep in mind Whenever you need to take more than two columns need to put double sqaure like above example**"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5abf9159",
+ "metadata": {},
+ "source": [
+ "## **Get the first 25 rows from the \"weather_df\" dataframe**\n",
+ "***\n",
+ "**Important**: This slicing would work even if the row index had non-numeric labels, because slicing works here the same way as a list"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "id": "c65b59e3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | Weather | \n", + "Temp (C) | \n", + "
|---|---|---|
| 0 | \n", + "Fog | \n", + "-1.8 | \n", + "
| 1 | \n", + "Fog | \n", + "-1.8 | \n", + "
| 2 | \n", + "Freezing Drizzle,Fog | \n", + "-1.8 | \n", + "
| 3 | \n", + "Freezing Drizzle,Fog | \n", + "-1.5 | \n", + "
| 4 | \n", + "Fog | \n", + "-1.5 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date/Time Temp (C) Dew Point Temp (C) Rel Hum (%) \\\n",
+ "0 2012-01-01 00:00:00 -1.8 -3.9 86 \n",
+ "1 2012-01-01 01:00:00 -1.8 -3.7 87 \n",
+ "2 2012-01-01 02:00:00 -1.8 -3.4 89 \n",
+ "3 2012-01-01 03:00:00 -1.5 -3.2 88 \n",
+ "4 2012-01-01 04:00:00 -1.5 -3.3 88 \n",
+ "5 2012-01-01 05:00:00 -1.4 -3.3 87 \n",
+ "6 2012-01-01 06:00:00 -1.5 -3.1 89 \n",
+ "7 2012-01-01 07:00:00 -1.4 -3.6 85 \n",
+ "8 2012-01-01 08:00:00 -1.4 -3.6 85 \n",
+ "9 2012-01-01 09:00:00 -1.3 -3.1 88 \n",
+ "10 2012-01-01 10:00:00 -1.0 -2.3 91 \n",
+ "11 2012-01-01 11:00:00 -0.5 -2.1 89 \n",
+ "12 2012-01-01 12:00:00 -0.2 -2.0 88 \n",
+ "13 2012-01-01 13:00:00 0.2 -1.7 87 \n",
+ "14 2012-01-01 14:00:00 0.8 -1.1 87 \n",
+ "15 2012-01-01 15:00:00 1.8 -0.4 85 \n",
+ "16 2012-01-01 16:00:00 2.6 -0.2 82 \n",
+ "17 2012-01-01 17:00:00 3.0 0.0 81 \n",
+ "18 2012-01-01 18:00:00 3.8 1.0 82 \n",
+ "19 2012-01-01 19:00:00 3.1 1.3 88 \n",
+ "20 2012-01-01 20:00:00 3.2 1.3 87 \n",
+ "21 2012-01-01 21:00:00 4.0 1.7 85 \n",
+ "22 2012-01-01 22:00:00 4.4 1.9 84 \n",
+ "23 2012-01-01 23:00:00 5.3 2.0 79 \n",
+ "24 2012-01-02 00:00:00 5.2 1.5 77 \n",
+ "\n",
+ " Wind Spd (km/h) Visibility (km) Stn Press (kPa) Weather \n",
+ "0 4 8.0 101.24 Fog \n",
+ "1 4 8.0 101.24 Fog \n",
+ "2 7 4.0 101.26 Freezing Drizzle,Fog \n",
+ "3 6 4.0 101.27 Freezing Drizzle,Fog \n",
+ "4 7 4.8 101.23 Fog \n",
+ "5 9 6.4 101.27 Fog \n",
+ "6 7 6.4 101.29 Fog \n",
+ "7 7 8.0 101.26 Fog \n",
+ "8 9 8.0 101.23 Fog \n",
+ "9 15 4.0 101.20 Fog \n",
+ "10 9 1.2 101.15 Fog \n",
+ "11 7 4.0 100.98 Fog \n",
+ "12 9 4.8 100.79 Fog \n",
+ "13 13 4.8 100.58 Fog \n",
+ "14 20 4.8 100.31 Fog \n",
+ "15 22 6.4 100.07 Fog \n",
+ "16 13 12.9 99.93 Mostly Cloudy \n",
+ "17 13 16.1 99.81 Cloudy \n",
+ "18 15 12.9 99.74 Rain \n",
+ "19 15 12.9 99.68 Rain \n",
+ "20 19 25.0 99.50 Cloudy \n",
+ "21 20 25.0 99.39 Cloudy \n",
+ "22 24 19.3 99.32 Rain Showers \n",
+ "23 30 25.0 99.31 Cloudy \n",
+ "24 35 25.0 99.26 Rain Showers "
+ ]
+ },
+ "execution_count": 48,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df[:25]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "11191254",
+ "metadata": {},
+ "source": [
+ "\n",
+ "**How to get the first 3 alternating rows from the \"weather_df\" dataframe, but only the Visibility and Relative Humidity columns**\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "id": "7f85863b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "
|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2012-01-01 00:00:00 | \n", + "-1.8 | \n", + "-3.9 | \n", + "86 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "
| 1 | \n", + "2012-01-01 01:00:00 | \n", + "-1.8 | \n", + "-3.7 | \n", + "87 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "
| 2 | \n", + "2012-01-01 02:00:00 | \n", + "-1.8 | \n", + "-3.4 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "101.26 | \n", + "Freezing Drizzle,Fog | \n", + "
| 3 | \n", + "2012-01-01 03:00:00 | \n", + "-1.5 | \n", + "-3.2 | \n", + "88 | \n", + "6 | \n", + "4.0 | \n", + "101.27 | \n", + "Freezing Drizzle,Fog | \n", + "
| 4 | \n", + "2012-01-01 04:00:00 | \n", + "-1.5 | \n", + "-3.3 | \n", + "88 | \n", + "7 | \n", + "4.8 | \n", + "101.23 | \n", + "Fog | \n", + "
| 5 | \n", + "2012-01-01 05:00:00 | \n", + "-1.4 | \n", + "-3.3 | \n", + "87 | \n", + "9 | \n", + "6.4 | \n", + "101.27 | \n", + "Fog | \n", + "
| 6 | \n", + "2012-01-01 06:00:00 | \n", + "-1.5 | \n", + "-3.1 | \n", + "89 | \n", + "7 | \n", + "6.4 | \n", + "101.29 | \n", + "Fog | \n", + "
| 7 | \n", + "2012-01-01 07:00:00 | \n", + "-1.4 | \n", + "-3.6 | \n", + "85 | \n", + "7 | \n", + "8.0 | \n", + "101.26 | \n", + "Fog | \n", + "
| 8 | \n", + "2012-01-01 08:00:00 | \n", + "-1.4 | \n", + "-3.6 | \n", + "85 | \n", + "9 | \n", + "8.0 | \n", + "101.23 | \n", + "Fog | \n", + "
| 9 | \n", + "2012-01-01 09:00:00 | \n", + "-1.3 | \n", + "-3.1 | \n", + "88 | \n", + "15 | \n", + "4.0 | \n", + "101.20 | \n", + "Fog | \n", + "
| 10 | \n", + "2012-01-01 10:00:00 | \n", + "-1.0 | \n", + "-2.3 | \n", + "91 | \n", + "9 | \n", + "1.2 | \n", + "101.15 | \n", + "Fog | \n", + "
| 11 | \n", + "2012-01-01 11:00:00 | \n", + "-0.5 | \n", + "-2.1 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "100.98 | \n", + "Fog | \n", + "
| 12 | \n", + "2012-01-01 12:00:00 | \n", + "-0.2 | \n", + "-2.0 | \n", + "88 | \n", + "9 | \n", + "4.8 | \n", + "100.79 | \n", + "Fog | \n", + "
| 13 | \n", + "2012-01-01 13:00:00 | \n", + "0.2 | \n", + "-1.7 | \n", + "87 | \n", + "13 | \n", + "4.8 | \n", + "100.58 | \n", + "Fog | \n", + "
| 14 | \n", + "2012-01-01 14:00:00 | \n", + "0.8 | \n", + "-1.1 | \n", + "87 | \n", + "20 | \n", + "4.8 | \n", + "100.31 | \n", + "Fog | \n", + "
| 15 | \n", + "2012-01-01 15:00:00 | \n", + "1.8 | \n", + "-0.4 | \n", + "85 | \n", + "22 | \n", + "6.4 | \n", + "100.07 | \n", + "Fog | \n", + "
| 16 | \n", + "2012-01-01 16:00:00 | \n", + "2.6 | \n", + "-0.2 | \n", + "82 | \n", + "13 | \n", + "12.9 | \n", + "99.93 | \n", + "Mostly Cloudy | \n", + "
| 17 | \n", + "2012-01-01 17:00:00 | \n", + "3.0 | \n", + "0.0 | \n", + "81 | \n", + "13 | \n", + "16.1 | \n", + "99.81 | \n", + "Cloudy | \n", + "
| 18 | \n", + "2012-01-01 18:00:00 | \n", + "3.8 | \n", + "1.0 | \n", + "82 | \n", + "15 | \n", + "12.9 | \n", + "99.74 | \n", + "Rain | \n", + "
| 19 | \n", + "2012-01-01 19:00:00 | \n", + "3.1 | \n", + "1.3 | \n", + "88 | \n", + "15 | \n", + "12.9 | \n", + "99.68 | \n", + "Rain | \n", + "
| 20 | \n", + "2012-01-01 20:00:00 | \n", + "3.2 | \n", + "1.3 | \n", + "87 | \n", + "19 | \n", + "25.0 | \n", + "99.50 | \n", + "Cloudy | \n", + "
| 21 | \n", + "2012-01-01 21:00:00 | \n", + "4.0 | \n", + "1.7 | \n", + "85 | \n", + "20 | \n", + "25.0 | \n", + "99.39 | \n", + "Cloudy | \n", + "
| 22 | \n", + "2012-01-01 22:00:00 | \n", + "4.4 | \n", + "1.9 | \n", + "84 | \n", + "24 | \n", + "19.3 | \n", + "99.32 | \n", + "Rain Showers | \n", + "
| 23 | \n", + "2012-01-01 23:00:00 | \n", + "5.3 | \n", + "2.0 | \n", + "79 | \n", + "30 | \n", + "25.0 | \n", + "99.31 | \n", + "Cloudy | \n", + "
| 24 | \n", + "2012-01-02 00:00:00 | \n", + "5.2 | \n", + "1.5 | \n", + "77 | \n", + "35 | \n", + "25.0 | \n", + "99.26 | \n", + "Rain Showers | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date/Time Visibility (km)\n",
+ "0 2012-01-01 00:00:00 8.0\n",
+ "2 2012-01-01 02:00:00 4.0\n",
+ "4 2012-01-01 04:00:00 4.8\n",
+ "6 2012-01-01 06:00:00 6.4\n",
+ "8 2012-01-01 08:00:00 8.0"
+ ]
+ },
+ "execution_count": 54,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df[['Date/Time','Visibility (km)']][0:10:2]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "2f192d40",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | Date/Time | \n", + "Visibility (km) | \n", + "
|---|---|---|
| 0 | \n", + "2012-01-01 00:00:00 | \n", + "8.0 | \n", + "
| 2 | \n", + "2012-01-01 02:00:00 | \n", + "4.0 | \n", + "
| 4 | \n", + "2012-01-01 04:00:00 | \n", + "4.8 | \n", + "
| 6 | \n", + "2012-01-01 06:00:00 | \n", + "6.4 | \n", + "
| 8 | \n", + "2012-01-01 08:00:00 | \n", + "8.0 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Rel Hum (%) Visibility (km)\n",
+ "0 True True\n",
+ "2 True True\n",
+ "4 True True"
+ ]
+ },
+ "execution_count": 40,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# solution 1\n",
+ "result1 = weather_df[:6:2][['Rel Hum (%)', 'Visibility (km)']]\n",
+ "\n",
+ "# solution 2\n",
+ "result2 = weather_df[['Rel Hum (%)', 'Visibility (km)']][:6:2]\n",
+ "\n",
+ "# are they the same?\n",
+ "result1 == result2"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "33b6fb74",
+ "metadata": {},
+ "source": [
+ "#### So which of the two solutions should you use?\n",
+ "***\n",
+ "**Answer**: Neither. Because we're indexing more than once (Chained Indexing).\n",
+ "When you use chained indexing, the order and type of the indexing operation partially determine whether the result is a slice into the original object, or a copy of the slice.\n",
+ "\n",
+ "Let's analyse (break down) one of the above solutions."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "id": "f1cfdeaa",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# first indexing\n",
+ "df1 = weather_df[:6:2]\n",
+ "\n",
+ "# second indexing\n",
+ "df2 = df1[['Rel Hum (%)', 'Visibility (km)']]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1c006874",
+ "metadata": {},
+ "source": [
+ "While both results are correct in this **read-only** case, chained indexing may give unpredictable behaviours when **writing** to a dataframe.\n",
+ "\n",
+ "This is because indexing could either return a \"view\" (of slices of the dataframe), or a copy of the dataframe."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "87c37c97",
+ "metadata": {},
+ "source": [
+ "## Selection (Part 2)\n",
+ "***\n",
+ "Pandas provides a powerful way to work with both rows and columns together, optionally using their label indices or numeric indices.\n",
+ "\n",
+ "- **`.loc :`**| \n", + " | Rel Hum (%) | \n", + "Visibility (km) | \n", + "
|---|---|---|
| 0 | \n", + "True | \n", + "True | \n", + "
| 2 | \n", + "True | \n", + "True | \n", + "
| 4 | \n", + "True | \n", + "True | \n", + "
\n", + "Purely label-location based indexer for selection by label (but may also be used with a boolean array).
\n", + "**Important: If you use slicing in loc, it will return the end index as well**\n", + "
\n", + "\n", + "- **`.iloc:`**
\n", + "Purely integer-location based indexing for selection by position (but may also be used with a boolean array).\n", + "\n", + "Allowed inputs are:\n", + "- A single label, e.g. 5 or 'a'\n", + "- A list or array of labels, e.g. ['a', 'b', 'c']\n", + "- A slice object with labels, e.g. 'a':'f'\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "24df3544", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Visibility (km) Rel Hum (%)\n",
+ "0 8.0 86\n",
+ "1 8.0 87\n",
+ "2 4.0 89\n",
+ "3 4.0 88\n",
+ "4 4.8 88\n",
+ "5 6.4 87"
+ ]
+ },
+ "execution_count": 55,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df.loc[0:5, ['Visibility (km)','Rel Hum (%)']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "id": "3707e956",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | Visibility (km) | \n", + "Rel Hum (%) | \n", + "
|---|---|---|
| 0 | \n", + "8.0 | \n", + "86 | \n", + "
| 1 | \n", + "8.0 | \n", + "87 | \n", + "
| 2 | \n", + "4.0 | \n", + "89 | \n", + "
| 3 | \n", + "4.0 | \n", + "88 | \n", + "
| 4 | \n", + "4.8 | \n", + "88 | \n", + "
| 5 | \n", + "6.4 | \n", + "87 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Visibility (km) Rel Hum (%)\n",
+ "0 8.0 86\n",
+ "1 8.0 87\n",
+ "2 4.0 89\n",
+ "3 4.0 88\n",
+ "4 4.8 88"
+ ]
+ },
+ "execution_count": 60,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df[['Visibility (km)','Rel Hum (%)']].iloc[0:5]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3572455d",
+ "metadata": {},
+ "source": [
+ "\n",
+ "## Mini-Challenge - 4\n",
+ "***\n",
+ "\n",
+ "Get the first 3 alternating rows from the `weather_df` dataframe, but only the Visibility and Relative Humidity columns\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "id": "9d8a5716",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Using loc or iloc\n",
+ "# NOTE: slice is `:5:2`, not 6 !\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "21d2bd82",
+ "metadata": {},
+ "source": [
+ "\n",
+ "## Filtering\n",
+ "***\n",
+ "\n",
+ "\n",
+ "Image Source:https://pixabay.com/en/yashica-filter-camera-vintage-711794/\n",
+ "| \n", + " | Visibility (km) | \n", + "Rel Hum (%) | \n", + "
|---|---|---|
| 0 | \n", + "8.0 | \n", + "86 | \n", + "
| 1 | \n", + "8.0 | \n", + "87 | \n", + "
| 2 | \n", + "4.0 | \n", + "89 | \n", + "
| 3 | \n", + "4.0 | \n", + "88 | \n", + "
| 4 | \n", + "4.8 | \n", + "88 | \n", + "
\n", + "\n", + "Anything that takes in data, processes it, and provides an output\n", + "\n", + "Input Data ⟶ Filter ⟶ Output Data\n", + "\n", + "Filtering rows of a DataFrame is an almost mandatory task for Data Analysis with Python. Given a Data Frame, we may not be interested in the entire dataset but only in specific rows." + ] + }, + { + "cell_type": "markdown", + "id": "1a63c913", + "metadata": {}, + "source": [ + "### Find all instances when snow was recorded\n", + "***\n", + "Whether or not it snowed can be found out using the Weather column.\n", + "\n", + "Note that this routine does not filter a dataframe on its contents. The filter is applied to the labels of the index." + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "2c9a161a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Fog', 'Freezing Drizzle,Fog', 'Mostly Cloudy', 'Cloudy', 'Rain',\n", + " 'Rain Showers', 'Mainly Clear', 'Snow Showers', 'Snow', 'Clear',\n", + " 'Freezing Rain,Fog', 'Freezing Rain', 'Freezing Drizzle',\n", + " 'Rain,Snow', 'Moderate Snow', 'Freezing Drizzle,Snow',\n", + " 'Freezing Rain,Snow Grains', 'Snow,Blowing Snow', 'Freezing Fog',\n", + " 'Haze', 'Rain,Fog', 'Drizzle,Fog', 'Drizzle',\n", + " 'Freezing Drizzle,Haze', 'Freezing Rain,Haze', 'Snow,Haze',\n", + " 'Snow,Fog', 'Snow,Ice Pellets', 'Rain,Haze', 'Thunderstorms,Rain',\n", + " 'Thunderstorms,Rain Showers', 'Thunderstorms,Heavy Rain Showers',\n", + " 'Thunderstorms,Rain Showers,Fog', 'Thunderstorms',\n", + " 'Thunderstorms,Rain,Fog',\n", + " 'Thunderstorms,Moderate Rain Showers,Fog', 'Rain Showers,Fog',\n", + " 'Rain Showers,Snow Showers', 'Snow Pellets', 'Rain,Snow,Fog',\n", + " 'Moderate Rain,Fog', 'Freezing Rain,Ice Pellets,Fog',\n", + " 'Drizzle,Ice Pellets,Fog', 'Drizzle,Snow', 'Rain,Ice Pellets',\n", + " 'Drizzle,Snow,Fog', 'Rain,Snow Grains', 'Rain,Snow,Ice Pellets',\n", + " 'Snow Showers,Fog', 'Moderate Snow,Blowing Snow'], dtype=object)" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "weather_df['Weather'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "26e97317", + "metadata": {}, + "outputs": [], + "source": [ + "snowed_filter = weather_df['Weather'].str.lower().str.contains('snow')" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "70a00220", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 False\n", + "1 False\n", + "2 False\n", + "3 False\n", + "4 False\n", + " ... \n", + "8779 True\n", + "8780 True\n", + "8781 True\n", + "8782 True\n", + "8783 True\n", + "Name: Weather, Length: 8784, dtype: bool" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "snowed_filter" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "cc289646", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date/Time Temp (C) Dew Point Temp (C) Rel Hum (%) \\\n",
+ "41 2012-01-02 17:00:00 -2.1 -9.5 57 \n",
+ "44 2012-01-02 20:00:00 -5.6 -13.4 54 \n",
+ "45 2012-01-02 21:00:00 -5.8 -12.8 58 \n",
+ "47 2012-01-02 23:00:00 -7.4 -14.1 59 \n",
+ "48 2012-01-03 00:00:00 -9.0 -16.0 57 \n",
+ "... ... ... ... ... \n",
+ "8779 2012-12-31 19:00:00 0.1 -2.7 81 \n",
+ "8780 2012-12-31 20:00:00 0.2 -2.4 83 \n",
+ "8781 2012-12-31 21:00:00 -0.5 -1.5 93 \n",
+ "8782 2012-12-31 22:00:00 -0.2 -1.8 89 \n",
+ "8783 2012-12-31 23:00:00 0.0 -2.1 86 \n",
+ "\n",
+ " Wind Spd (km/h) Visibility (km) Stn Press (kPa) Weather \n",
+ "41 22 25.0 99.66 Snow Showers \n",
+ "44 24 25.0 100.07 Snow Showers \n",
+ "45 26 25.0 100.15 Snow Showers \n",
+ "47 17 19.3 100.27 Snow Showers \n",
+ "48 28 25.0 100.35 Snow Showers \n",
+ "... ... ... ... ... \n",
+ "8779 30 9.7 100.13 Snow \n",
+ "8780 24 9.7 100.03 Snow \n",
+ "8781 28 4.8 99.95 Snow \n",
+ "8782 28 9.7 99.91 Snow \n",
+ "8783 30 11.3 99.89 Snow \n",
+ "\n",
+ "[583 rows x 8 columns]"
+ ]
+ },
+ "execution_count": 108,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df[snowed_filter]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 109,
+ "id": "a7d018ca",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "
|---|---|---|---|---|---|---|---|---|
| 41 | \n", + "2012-01-02 17:00:00 | \n", + "-2.1 | \n", + "-9.5 | \n", + "57 | \n", + "22 | \n", + "25.0 | \n", + "99.66 | \n", + "Snow Showers | \n", + "
| 44 | \n", + "2012-01-02 20:00:00 | \n", + "-5.6 | \n", + "-13.4 | \n", + "54 | \n", + "24 | \n", + "25.0 | \n", + "100.07 | \n", + "Snow Showers | \n", + "
| 45 | \n", + "2012-01-02 21:00:00 | \n", + "-5.8 | \n", + "-12.8 | \n", + "58 | \n", + "26 | \n", + "25.0 | \n", + "100.15 | \n", + "Snow Showers | \n", + "
| 47 | \n", + "2012-01-02 23:00:00 | \n", + "-7.4 | \n", + "-14.1 | \n", + "59 | \n", + "17 | \n", + "19.3 | \n", + "100.27 | \n", + "Snow Showers | \n", + "
| 48 | \n", + "2012-01-03 00:00:00 | \n", + "-9.0 | \n", + "-16.0 | \n", + "57 | \n", + "28 | \n", + "25.0 | \n", + "100.35 | \n", + "Snow Showers | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 8779 | \n", + "2012-12-31 19:00:00 | \n", + "0.1 | \n", + "-2.7 | \n", + "81 | \n", + "30 | \n", + "9.7 | \n", + "100.13 | \n", + "Snow | \n", + "
| 8780 | \n", + "2012-12-31 20:00:00 | \n", + "0.2 | \n", + "-2.4 | \n", + "83 | \n", + "24 | \n", + "9.7 | \n", + "100.03 | \n", + "Snow | \n", + "
| 8781 | \n", + "2012-12-31 21:00:00 | \n", + "-0.5 | \n", + "-1.5 | \n", + "93 | \n", + "28 | \n", + "4.8 | \n", + "99.95 | \n", + "Snow | \n", + "
| 8782 | \n", + "2012-12-31 22:00:00 | \n", + "-0.2 | \n", + "-1.8 | \n", + "89 | \n", + "28 | \n", + "9.7 | \n", + "99.91 | \n", + "Snow | \n", + "
| 8783 | \n", + "2012-12-31 23:00:00 | \n", + "0.0 | \n", + "-2.1 | \n", + "86 | \n", + "30 | \n", + "11.3 | \n", + "99.89 | \n", + "Snow | \n", + "
583 rows × 8 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date/Time Temp (C) Dew Point Temp (C) Rel Hum (%) \\\n",
+ "41 2012-01-02 17:00:00 -2.1 -9.5 57 \n",
+ "44 2012-01-02 20:00:00 -5.6 -13.4 54 \n",
+ "45 2012-01-02 21:00:00 -5.8 -12.8 58 \n",
+ "47 2012-01-02 23:00:00 -7.4 -14.1 59 \n",
+ "48 2012-01-03 00:00:00 -9.0 -16.0 57 \n",
+ "... ... ... ... ... \n",
+ "8779 2012-12-31 19:00:00 0.1 -2.7 81 \n",
+ "8780 2012-12-31 20:00:00 0.2 -2.4 83 \n",
+ "8781 2012-12-31 21:00:00 -0.5 -1.5 93 \n",
+ "8782 2012-12-31 22:00:00 -0.2 -1.8 89 \n",
+ "8783 2012-12-31 23:00:00 0.0 -2.1 86 \n",
+ "\n",
+ " Wind Spd (km/h) Visibility (km) Stn Press (kPa) Weather \n",
+ "41 22 25.0 99.66 Snow Showers \n",
+ "44 24 25.0 100.07 Snow Showers \n",
+ "45 26 25.0 100.15 Snow Showers \n",
+ "47 17 19.3 100.27 Snow Showers \n",
+ "48 28 25.0 100.35 Snow Showers \n",
+ "... ... ... ... ... \n",
+ "8779 30 9.7 100.13 Snow \n",
+ "8780 24 9.7 100.03 Snow \n",
+ "8781 28 4.8 99.95 Snow \n",
+ "8782 28 9.7 99.91 Snow \n",
+ "8783 30 11.3 99.89 Snow \n",
+ "\n",
+ "[583 rows x 8 columns]"
+ ]
+ },
+ "execution_count": 109,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Basically, we want a way to \"filter out\" records that have the word \"snow\" (case insensitive) in the last column\n",
+ "\n",
+ "snowed_filter = weather_df['Weather'].str.lower().str.contains('snow')\n",
+ "weather_df[snowed_filter]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c71c34ac",
+ "metadata": {},
+ "source": [
+ "**Find all instances when wind speed was above 24 and visibility was 25**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 110,
+ "id": "229d5815",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "
|---|---|---|---|---|---|---|---|---|
| 41 | \n", + "2012-01-02 17:00:00 | \n", + "-2.1 | \n", + "-9.5 | \n", + "57 | \n", + "22 | \n", + "25.0 | \n", + "99.66 | \n", + "Snow Showers | \n", + "
| 44 | \n", + "2012-01-02 20:00:00 | \n", + "-5.6 | \n", + "-13.4 | \n", + "54 | \n", + "24 | \n", + "25.0 | \n", + "100.07 | \n", + "Snow Showers | \n", + "
| 45 | \n", + "2012-01-02 21:00:00 | \n", + "-5.8 | \n", + "-12.8 | \n", + "58 | \n", + "26 | \n", + "25.0 | \n", + "100.15 | \n", + "Snow Showers | \n", + "
| 47 | \n", + "2012-01-02 23:00:00 | \n", + "-7.4 | \n", + "-14.1 | \n", + "59 | \n", + "17 | \n", + "19.3 | \n", + "100.27 | \n", + "Snow Showers | \n", + "
| 48 | \n", + "2012-01-03 00:00:00 | \n", + "-9.0 | \n", + "-16.0 | \n", + "57 | \n", + "28 | \n", + "25.0 | \n", + "100.35 | \n", + "Snow Showers | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 8779 | \n", + "2012-12-31 19:00:00 | \n", + "0.1 | \n", + "-2.7 | \n", + "81 | \n", + "30 | \n", + "9.7 | \n", + "100.13 | \n", + "Snow | \n", + "
| 8780 | \n", + "2012-12-31 20:00:00 | \n", + "0.2 | \n", + "-2.4 | \n", + "83 | \n", + "24 | \n", + "9.7 | \n", + "100.03 | \n", + "Snow | \n", + "
| 8781 | \n", + "2012-12-31 21:00:00 | \n", + "-0.5 | \n", + "-1.5 | \n", + "93 | \n", + "28 | \n", + "4.8 | \n", + "99.95 | \n", + "Snow | \n", + "
| 8782 | \n", + "2012-12-31 22:00:00 | \n", + "-0.2 | \n", + "-1.8 | \n", + "89 | \n", + "28 | \n", + "9.7 | \n", + "99.91 | \n", + "Snow | \n", + "
| 8783 | \n", + "2012-12-31 23:00:00 | \n", + "0.0 | \n", + "-2.1 | \n", + "86 | \n", + "30 | \n", + "11.3 | \n", + "99.89 | \n", + "Snow | \n", + "
583 rows × 8 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date/Time Temp (C) Dew Point Temp (C) Rel Hum (%) \\\n",
+ "23 2012-01-01 23:00:00 5.3 2.0 79 \n",
+ "24 2012-01-02 00:00:00 5.2 1.5 77 \n",
+ "25 2012-01-02 01:00:00 4.6 0.0 72 \n",
+ "26 2012-01-02 02:00:00 3.9 -0.9 71 \n",
+ "27 2012-01-02 03:00:00 3.7 -1.5 69 \n",
+ "\n",
+ " Wind Spd (km/h) Visibility (km) Stn Press (kPa) Weather \n",
+ "23 30 25.0 99.31 Cloudy \n",
+ "24 35 25.0 99.26 Rain Showers \n",
+ "25 39 25.0 99.26 Cloudy \n",
+ "26 32 25.0 99.26 Mostly Cloudy \n",
+ "27 33 25.0 99.30 Mostly Cloudy "
+ ]
+ },
+ "execution_count": 110,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = weather_df[(weather_df['Wind Spd (km/h)'] > 24) & (weather_df['Visibility (km)']== 25)]\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0cb274fd",
+ "metadata": {},
+ "source": [
+ "## Summary / Cheatsheet: Selection/Indexing/Filtering\n",
+ "***\n",
+ "This is a handy reminder for what syntax will get what result.\n",
+ "\n",
+ "Syntax | Function | Remarks\n",
+ ":--- | :--- | :---\n",
+ "**`df['some_label']`** | Get the (single) Column referenced by name `some_label` | A **str** is provided\n",
+ "**`df[['label1', 'label2']]`** | Get multiple columns referenced by given names | A **list** is provided \n",
+ "**`df[start:end:step]`** | Get corresponding rows (same as list slicing) | A **slicing operator**| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "
|---|---|---|---|---|---|---|---|---|
| 23 | \n", + "2012-01-01 23:00:00 | \n", + "5.3 | \n", + "2.0 | \n", + "79 | \n", + "30 | \n", + "25.0 | \n", + "99.31 | \n", + "Cloudy | \n", + "
| 24 | \n", + "2012-01-02 00:00:00 | \n", + "5.2 | \n", + "1.5 | \n", + "77 | \n", + "35 | \n", + "25.0 | \n", + "99.26 | \n", + "Rain Showers | \n", + "
| 25 | \n", + "2012-01-02 01:00:00 | \n", + "4.6 | \n", + "0.0 | \n", + "72 | \n", + "39 | \n", + "25.0 | \n", + "99.26 | \n", + "Cloudy | \n", + "
| 26 | \n", + "2012-01-02 02:00:00 | \n", + "3.9 | \n", + "-0.9 | \n", + "71 | \n", + "32 | \n", + "25.0 | \n", + "99.26 | \n", + "Mostly Cloudy | \n", + "
| 27 | \n", + "2012-01-02 03:00:00 | \n", + "3.7 | \n", + "-1.5 | \n", + "69 | \n", + "33 | \n", + "25.0 | \n", + "99.30 | \n", + "Mostly Cloudy | \n", + "
is provided\n", + "**`df[boolean array/df]`** | Get corresponding rows (same as list slicing) | A **filter object** is provided\n", + "**`df.loc [row_sel, col_sel]`** | Select specified rows and columns (by labels) | \n", + "**`df.iloc[row_sel, col_sel]`** | Select specified rows and columns (by index) | \n" + ] + }, + { + "cell_type": "markdown", + "id": "778279bd", + "metadata": {}, + "source": [ + "\n", + "## Working with Columns\n", + "***\n", + "- We will learn how to carry out Series operations on DataFrame Columns\n", + "- How to add or update columns within a DataFrame\n", + "- How to rename specific columns\n", + "- How to delete or drop a column that is no longer required for analysis" + ] + }, + { + "cell_type": "markdown", + "id": "d2d19a9b", + "metadata": {}, + "source": [ + "### Series Operations\n", + "***\n", + "A series is a one-dimensional ndarray with axis labels (including time series).\n", + "\n", + "Labels need not be unique but must be a hashable type. The object supports both integer- and label-based indexing and provides a host of methods for performing operations involving the index. Statistical methods from ndarray have been overridden to automatically exclude missing data (currently represented as NaN).\n", + "\n", + "Operations between Series (+, -, /, , *) align values based on their associated index values– they need not be the same length. The result index after operation will be the sorted union of the two indexes." + ] + }, + { + "cell_type": "markdown", + "id": "a5337789", + "metadata": {}, + "source": [ + "Add 10 to the values in the column \"Wind Spd (km/h)\" using the \"+\" operator" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "0db14d87", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 2.0\n", + "1 2.0\n", + "2 3.5\n", + "3 3.0\n", + "4 3.5\n", + "Name: Wind Spd (km/h), dtype: float64" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "weather_df[\"Wind Spd (km/h)\"].head() * 2 / 4" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "6179ab6b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 14\n", + "1 14\n", + "2 17\n", + "3 16\n", + "4 17\n", + "Name: Wind Spd (km/h), dtype: int64" + ] + }, + "execution_count": 112, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "add_10 = weather_df[\"Wind Spd (km/h)\"] + 10\n", + "add_10.head()" + ] + }, + { + "cell_type": "markdown", + "id": "1c47b133", + "metadata": {}, + "source": [ + "Multiply the values in the 'Visibility (km)' column by 2 using the asterisk (*) operator" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "edb980af", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 16.0\n", + "1 16.0\n", + "2 8.0\n", + "3 8.0\n", + "4 9.6\n", + "Name: Visibility (km), dtype: float64" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mult_2 = weather_df['Visibility (km)'] * 2\n", + "mult_2.head()" + ] + }, + { + "cell_type": "markdown", + "id": "e373fca5", + "metadata": {}, + "source": [ + "Add the \"Temp (C)\" and \"Dew Point Temp (C)\" columns as series \"temperature\"\n", + "\n", + "THis can be done by simply passing the column names and using the \"+\" operator" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "9057193e", + "metadata": {}, + "outputs": [], + "source": [ + "weather_df['new_temp_col'] = weather_df[\"Temp (C)\"] + weather_df[\"Dew Point Temp (C)\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "c8fbd51a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date/Time Temp (C) Dew Point Temp (C) Rel Hum (%) \\\n",
+ "0 2012-01-01 00:00:00 -1.8 -3.9 86 \n",
+ "1 2012-01-01 01:00:00 -1.8 -3.7 87 \n",
+ "2 2012-01-01 02:00:00 -1.8 -3.4 89 \n",
+ "3 2012-01-01 03:00:00 -1.5 -3.2 88 \n",
+ "4 2012-01-01 04:00:00 -1.5 -3.3 88 \n",
+ "\n",
+ " Wind Spd (km/h) Visibility (km) Stn Press (kPa) Weather \\\n",
+ "0 4 8.0 101.24 Fog \n",
+ "1 4 8.0 101.24 Fog \n",
+ "2 7 4.0 101.26 Freezing Drizzle,Fog \n",
+ "3 6 4.0 101.27 Freezing Drizzle,Fog \n",
+ "4 7 4.8 101.23 Fog \n",
+ "\n",
+ " new_temp_col \n",
+ "0 -5.7 \n",
+ "1 -5.5 \n",
+ "2 -5.2 \n",
+ "3 -4.7 \n",
+ "4 -4.8 "
+ ]
+ },
+ "execution_count": 115,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 116,
+ "id": "8bc2ccaf",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 -5.7\n",
+ "1 -5.5\n",
+ "2 -5.2\n",
+ "3 -4.7\n",
+ "4 -4.8\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 116,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "temperature = weather_df[\"Temp (C)\"] + weather_df[\"Dew Point Temp (C)\"]\n",
+ "temperature.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "37d83840",
+ "metadata": {},
+ "source": [
+ "## Apply / Call Functions"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f65567e6",
+ "metadata": {},
+ "source": [
+ "## `.apply()`\n",
+ "***\n",
+ "\n",
+ "You can pass any number of arguments to the function that apply is calling through either unnamed arguments, passed as a tuple to the args parameter, or through other keyword arguments internally captured as a dictionary by the kwds parameter.\n",
+ "\n",
+ "Invoke function on values of Series. Can be a NumPy function that applies to the entire Series or a Python function that only works on single values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 117,
+ "id": "cace021f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Applying custom functions\n",
+ "\n",
+ "def times2(value):\n",
+ " return value * 2\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 118,
+ "id": "839dc3c2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 8.0\n",
+ "1 8.0\n",
+ "2 4.0\n",
+ "3 4.0\n",
+ "4 4.8\n",
+ "Name: Visibility (km), dtype: float64"
+ ]
+ },
+ "execution_count": 118,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df['Visibility (km)'].head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 119,
+ "id": "de42c7ce",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 16.0\n",
+ "1 16.0\n",
+ "2 8.0\n",
+ "3 8.0\n",
+ "4 9.6\n",
+ "Name: Visibility (km), dtype: float64"
+ ]
+ },
+ "execution_count": 119,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df['Visibility (km)'].apply(times2).head()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ca8e9f51",
+ "metadata": {},
+ "source": [
+ "## `.describe()`\n",
+ "***\n",
+ "\n",
+ "The above function is used to summarize the central tendency, dispersion and shape of a dataset’s distribution, excluding NaN values."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 120,
+ "id": "dfa794af",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "count 8784.000000\n",
+ "mean 27.664447\n",
+ "std 12.622688\n",
+ "min 0.200000\n",
+ "25% 24.100000\n",
+ "50% 25.000000\n",
+ "75% 25.000000\n",
+ "max 48.300000\n",
+ "Name: Visibility (km), dtype: float64"
+ ]
+ },
+ "execution_count": 120,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df['Visibility (km)'].describe()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0776b0f2",
+ "metadata": {},
+ "source": [
+ "### Adding/Updating Columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 121,
+ "id": "e9f53d34",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "weather_df[\"Visibility (m)\"] = weather_df[\"Visibility (km)\"] * 1000 "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "id": "867937d4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "new_temp_col | \n", + "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2012-01-01 00:00:00 | \n", + "-1.8 | \n", + "-3.9 | \n", + "86 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "-5.7 | \n", + "
| 1 | \n", + "2012-01-01 01:00:00 | \n", + "-1.8 | \n", + "-3.7 | \n", + "87 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "-5.5 | \n", + "
| 2 | \n", + "2012-01-01 02:00:00 | \n", + "-1.8 | \n", + "-3.4 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "101.26 | \n", + "Freezing Drizzle,Fog | \n", + "-5.2 | \n", + "
| 3 | \n", + "2012-01-01 03:00:00 | \n", + "-1.5 | \n", + "-3.2 | \n", + "88 | \n", + "6 | \n", + "4.0 | \n", + "101.27 | \n", + "Freezing Drizzle,Fog | \n", + "-4.7 | \n", + "
| 4 | \n", + "2012-01-01 04:00:00 | \n", + "-1.5 | \n", + "-3.3 | \n", + "88 | \n", + "7 | \n", + "4.8 | \n", + "101.23 | \n", + "Fog | \n", + "-4.8 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date/Time Temp (C) Dew Point Temp (C) Rel Hum (%) \\\n",
+ "0 2012-01-01 00:00:00 -1.8 -3.9 86 \n",
+ "1 2012-01-01 01:00:00 -1.8 -3.7 87 \n",
+ "2 2012-01-01 02:00:00 -1.8 -3.4 89 \n",
+ "3 2012-01-01 03:00:00 -1.5 -3.2 88 \n",
+ "4 2012-01-01 04:00:00 -1.5 -3.3 88 \n",
+ "\n",
+ " Wind Spd (km/h) Visibility (km) Stn Press (kPa) Weather \\\n",
+ "0 4 8.0 101.24 Fog \n",
+ "1 4 8.0 101.24 Fog \n",
+ "2 7 4.0 101.26 Freezing Drizzle,Fog \n",
+ "3 6 4.0 101.27 Freezing Drizzle,Fog \n",
+ "4 7 4.8 101.23 Fog \n",
+ "\n",
+ " Visibility (m) \n",
+ "0 8000.0 \n",
+ "1 8000.0 \n",
+ "2 4000.0 \n",
+ "3 4000.0 \n",
+ "4 4800.0 "
+ ]
+ },
+ "execution_count": 48,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "visibility_in_meter = weather_df[\"Visibility (km)\"] * 1000 \n",
+ "weather_df[\"Visibility (m)\"] = visibility_in_meter\n",
+ "\n",
+ "weather_df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "fea27c10",
+ "metadata": {},
+ "source": [
+ "### Renaming Columns"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7c5a8be6",
+ "metadata": {},
+ "source": [
+ "## `.rename()`\n",
+ "***\n",
+ "\n",
+ "Alter Series index labels or name. It will replace the existing names with the names you provide, in the order you provide.\n",
+ "\n",
+ "You can also assign the names by index.\n",
+ "\n",
+ "The rename() method allows you to relabel an axis based on some mapping (a dict or Series) or an arbitrary function."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 123,
+ "id": "41c81d6a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "Visibility (m) | \n", + "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2012-01-01 00:00:00 | \n", + "-1.8 | \n", + "-3.9 | \n", + "86 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "8000.0 | \n", + "
| 1 | \n", + "2012-01-01 01:00:00 | \n", + "-1.8 | \n", + "-3.7 | \n", + "87 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "8000.0 | \n", + "
| 2 | \n", + "2012-01-01 02:00:00 | \n", + "-1.8 | \n", + "-3.4 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "101.26 | \n", + "Freezing Drizzle,Fog | \n", + "4000.0 | \n", + "
| 3 | \n", + "2012-01-01 03:00:00 | \n", + "-1.5 | \n", + "-3.2 | \n", + "88 | \n", + "6 | \n", + "4.0 | \n", + "101.27 | \n", + "Freezing Drizzle,Fog | \n", + "4000.0 | \n", + "
| 4 | \n", + "2012-01-01 04:00:00 | \n", + "-1.5 | \n", + "-3.3 | \n", + "88 | \n", + "7 | \n", + "4.8 | \n", + "101.23 | \n", + "Fog | \n", + "4800.0 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date/Time Temp (C) Dew Point Temp (C) Rel Hum (%) \\\n",
+ "0 2012-01-01 00:00:00 -1.8 -3.9 86 \n",
+ "1 2012-01-01 01:00:00 -1.8 -3.7 87 \n",
+ "2 2012-01-01 02:00:00 -1.8 -3.4 89 \n",
+ "3 2012-01-01 03:00:00 -1.5 -3.2 88 \n",
+ "4 2012-01-01 04:00:00 -1.5 -3.3 88 \n",
+ "\n",
+ " Wind Spd (km/h) Visibility (km) Stn Press (kPa) Weather \\\n",
+ "0 4 8.0 101.24 Fog \n",
+ "1 4 8.0 101.24 Fog \n",
+ "2 7 4.0 101.26 Freezing Drizzle,Fog \n",
+ "3 6 4.0 101.27 Freezing Drizzle,Fog \n",
+ "4 7 4.8 101.23 Fog \n",
+ "\n",
+ " new_temp_col Visibility (meters) \n",
+ "0 -5.7 8000.0 \n",
+ "1 -5.5 8000.0 \n",
+ "2 -5.2 4000.0 \n",
+ "3 -4.7 4000.0 \n",
+ "4 -4.8 4800.0 "
+ ]
+ },
+ "execution_count": 123,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Notice the \"inplace=True\" parameter. This means the renaming has been assigned in the old DataFrame itself\n",
+ "\n",
+ "weather_df.rename(columns={'Visibility (m)': 'Visibility (meters)'}, inplace=True)\n",
+ "weather_df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "787cbd61",
+ "metadata": {},
+ "source": [
+ "### Deleting Columns\n",
+ "\n",
+ "## `.drop()`\n",
+ "***\n",
+ "\n",
+ "Return new object with labels in requested axis removed.\n",
+ "\n",
+ "Note that Pandas uses zero based numbering, so 0 is the first row, 1 is the second row, etc.\n",
+ "You can select ranges relative to the top or drop relative to the bottom of the DataFrame as well.\n",
+ "\n",
+ "- Note: Specifying both labels and index or columns will raise a ValueError."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 124,
+ "id": "56e7c070",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "new_temp_col | \n", + "Visibility (meters) | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2012-01-01 00:00:00 | \n", + "-1.8 | \n", + "-3.9 | \n", + "86 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "-5.7 | \n", + "8000.0 | \n", + "
| 1 | \n", + "2012-01-01 01:00:00 | \n", + "-1.8 | \n", + "-3.7 | \n", + "87 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "-5.5 | \n", + "8000.0 | \n", + "
| 2 | \n", + "2012-01-01 02:00:00 | \n", + "-1.8 | \n", + "-3.4 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "101.26 | \n", + "Freezing Drizzle,Fog | \n", + "-5.2 | \n", + "4000.0 | \n", + "
| 3 | \n", + "2012-01-01 03:00:00 | \n", + "-1.5 | \n", + "-3.2 | \n", + "88 | \n", + "6 | \n", + "4.0 | \n", + "101.27 | \n", + "Freezing Drizzle,Fog | \n", + "-4.7 | \n", + "4000.0 | \n", + "
| 4 | \n", + "2012-01-01 04:00:00 | \n", + "-1.5 | \n", + "-3.3 | \n", + "88 | \n", + "7 | \n", + "4.8 | \n", + "101.23 | \n", + "Fog | \n", + "-4.8 | \n", + "4800.0 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date/Time Temp (C) Dew Point Temp (C) Rel Hum (%) \\\n",
+ "0 2012-01-01 00:00:00 -1.8 -3.9 86 \n",
+ "1 2012-01-01 01:00:00 -1.8 -3.7 87 \n",
+ "2 2012-01-01 02:00:00 -1.8 -3.4 89 \n",
+ "3 2012-01-01 03:00:00 -1.5 -3.2 88 \n",
+ "4 2012-01-01 04:00:00 -1.5 -3.3 88 \n",
+ "... ... ... ... ... \n",
+ "8779 2012-12-31 19:00:00 0.1 -2.7 81 \n",
+ "8780 2012-12-31 20:00:00 0.2 -2.4 83 \n",
+ "8781 2012-12-31 21:00:00 -0.5 -1.5 93 \n",
+ "8782 2012-12-31 22:00:00 -0.2 -1.8 89 \n",
+ "8783 2012-12-31 23:00:00 0.0 -2.1 86 \n",
+ "\n",
+ " Wind Spd (km/h) Visibility (km) Stn Press (kPa) Weather \\\n",
+ "0 4 8.0 101.24 Fog \n",
+ "1 4 8.0 101.24 Fog \n",
+ "2 7 4.0 101.26 Freezing Drizzle,Fog \n",
+ "3 6 4.0 101.27 Freezing Drizzle,Fog \n",
+ "4 7 4.8 101.23 Fog \n",
+ "... ... ... ... ... \n",
+ "8779 30 9.7 100.13 Snow \n",
+ "8780 24 9.7 100.03 Snow \n",
+ "8781 28 4.8 99.95 Snow \n",
+ "8782 28 9.7 99.91 Snow \n",
+ "8783 30 11.3 99.89 Snow \n",
+ "\n",
+ " new_temp_col \n",
+ "0 -5.7 \n",
+ "1 -5.5 \n",
+ "2 -5.2 \n",
+ "3 -4.7 \n",
+ "4 -4.8 \n",
+ "... ... \n",
+ "8779 -2.6 \n",
+ "8780 -2.2 \n",
+ "8781 -2.0 \n",
+ "8782 -2.0 \n",
+ "8783 -2.1 \n",
+ "\n",
+ "[8784 rows x 9 columns]"
+ ]
+ },
+ "execution_count": 124,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Since we have not mentioned inplace=True, it returns a new dataframe.\n",
+ "weather_df.drop(labels=['Visibility (meters)'], axis=1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "74f7a0ab",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "## Sorting\n",
+ "***\n",
+ "\n",
+ "## `.sort_values()`\n",
+ "***\n",
+ "\n",
+ "Sort by the values along either axis, in a user specified order. The order can be specified by selecting true or false for the \"ascending\" parameter."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "id": "01d1e220",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "new_temp_col | \n", + "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2012-01-01 00:00:00 | \n", + "-1.8 | \n", + "-3.9 | \n", + "86 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "-5.7 | \n", + "
| 1 | \n", + "2012-01-01 01:00:00 | \n", + "-1.8 | \n", + "-3.7 | \n", + "87 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "-5.5 | \n", + "
| 2 | \n", + "2012-01-01 02:00:00 | \n", + "-1.8 | \n", + "-3.4 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "101.26 | \n", + "Freezing Drizzle,Fog | \n", + "-5.2 | \n", + "
| 3 | \n", + "2012-01-01 03:00:00 | \n", + "-1.5 | \n", + "-3.2 | \n", + "88 | \n", + "6 | \n", + "4.0 | \n", + "101.27 | \n", + "Freezing Drizzle,Fog | \n", + "-4.7 | \n", + "
| 4 | \n", + "2012-01-01 04:00:00 | \n", + "-1.5 | \n", + "-3.3 | \n", + "88 | \n", + "7 | \n", + "4.8 | \n", + "101.23 | \n", + "Fog | \n", + "-4.8 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 8779 | \n", + "2012-12-31 19:00:00 | \n", + "0.1 | \n", + "-2.7 | \n", + "81 | \n", + "30 | \n", + "9.7 | \n", + "100.13 | \n", + "Snow | \n", + "-2.6 | \n", + "
| 8780 | \n", + "2012-12-31 20:00:00 | \n", + "0.2 | \n", + "-2.4 | \n", + "83 | \n", + "24 | \n", + "9.7 | \n", + "100.03 | \n", + "Snow | \n", + "-2.2 | \n", + "
| 8781 | \n", + "2012-12-31 21:00:00 | \n", + "-0.5 | \n", + "-1.5 | \n", + "93 | \n", + "28 | \n", + "4.8 | \n", + "99.95 | \n", + "Snow | \n", + "-2.0 | \n", + "
| 8782 | \n", + "2012-12-31 22:00:00 | \n", + "-0.2 | \n", + "-1.8 | \n", + "89 | \n", + "28 | \n", + "9.7 | \n", + "99.91 | \n", + "Snow | \n", + "-2.0 | \n", + "
| 8783 | \n", + "2012-12-31 23:00:00 | \n", + "0.0 | \n", + "-2.1 | \n", + "86 | \n", + "30 | \n", + "11.3 | \n", + "99.89 | \n", + "Snow | \n", + "-2.1 | \n", + "
8784 rows × 9 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date/Time Temp (C) Dew Point Temp (C) Rel Hum (%) \\\n",
+ "4695 2012-07-14 15:00:00 33.0 16.8 38 \n",
+ "4143 2012-06-21 15:00:00 33.0 19.0 44 \n",
+ "4696 2012-07-14 16:00:00 32.9 15.3 35 \n",
+ "5199 2012-08-04 15:00:00 32.8 18.8 44 \n",
+ "4694 2012-07-14 14:00:00 32.7 15.3 35 \n",
+ "\n",
+ " Wind Spd (km/h) Visibility (km) Stn Press (kPa) Weather \\\n",
+ "4695 22 48.3 101.31 Mainly Clear \n",
+ "4143 24 24.1 100.20 Mainly Clear \n",
+ "4696 24 48.3 101.26 Mainly Clear \n",
+ "5199 17 24.1 101.39 Clear \n",
+ "4694 28 48.3 101.35 Mainly Clear \n",
+ "\n",
+ " Visibility (meters) \n",
+ "4695 48300.0 \n",
+ "4143 24100.0 \n",
+ "4696 48300.0 \n",
+ "5199 24100.0 \n",
+ "4694 48300.0 "
+ ]
+ },
+ "execution_count": 53,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "sorted_by_temp = weather_df.sort_values('Temp (C)', ascending=False) # can be inplace as well\n",
+ "sorted_by_temp.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "968bcb72",
+ "metadata": {},
+ "source": [
+ "### Which were the top 10 hottest values and their counts?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "id": "6f42580e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "16.6 65\n",
+ "1.1 58\n",
+ "0.8 47\n",
+ "1.5 45\n",
+ "19.3 44\n",
+ "21.1 43\n",
+ "2.6 43\n",
+ "0.4 41\n",
+ "1.3 40\n",
+ "14.6 39\n",
+ "Name: Temp (C), dtype: int64"
+ ]
+ },
+ "execution_count": 54,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "sorted_value_counts = weather_df['Temp (C)'].value_counts().sort_values(ascending=False)\n",
+ "sorted_value_counts.iloc[:10]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "id": "88f51a30",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1 -7.371505\n",
+ "2 -4.225000\n",
+ "3 3.121237\n",
+ "4 7.009306\n",
+ "5 16.237769\n",
+ "6 20.134028\n",
+ "7 22.790054\n",
+ "8 22.279301\n",
+ "9 16.484444\n",
+ "10 10.954973\n",
+ "11 0.931389\n",
+ "12 -3.306317\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 56,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# One Solution\n",
+ "mean_temperatures = {}\n",
+ "\n",
+ "for month in range(1, 13):\n",
+ " mean_temperatures[month] = weather_df.loc[weather_df['Date/Time'].dt.month == month, 'Temp (C)'].mean()\n",
+ "\n",
+ "pd.Series(mean_temperatures)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "fdbf58e0",
+ "metadata": {},
+ "source": [
+ "\n",
+ "# Pivot Tables : Excellent way to Summarize your Data!\n",
+ "***\n",
+ "- A pivot table is a tool that allows you to reorganize and summarize selected columns and rows of data in a dataframe | \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "Visibility (meters) | \n", + "
|---|---|---|---|---|---|---|---|---|---|
| 4695 | \n", + "2012-07-14 15:00:00 | \n", + "33.0 | \n", + "16.8 | \n", + "38 | \n", + "22 | \n", + "48.3 | \n", + "101.31 | \n", + "Mainly Clear | \n", + "48300.0 | \n", + "
| 4143 | \n", + "2012-06-21 15:00:00 | \n", + "33.0 | \n", + "19.0 | \n", + "44 | \n", + "24 | \n", + "24.1 | \n", + "100.20 | \n", + "Mainly Clear | \n", + "24100.0 | \n", + "
| 4696 | \n", + "2012-07-14 16:00:00 | \n", + "32.9 | \n", + "15.3 | \n", + "35 | \n", + "24 | \n", + "48.3 | \n", + "101.26 | \n", + "Mainly Clear | \n", + "48300.0 | \n", + "
| 5199 | \n", + "2012-08-04 15:00:00 | \n", + "32.8 | \n", + "18.8 | \n", + "44 | \n", + "17 | \n", + "24.1 | \n", + "101.39 | \n", + "Clear | \n", + "24100.0 | \n", + "
| 4694 | \n", + "2012-07-14 14:00:00 | \n", + "32.7 | \n", + "15.3 | \n", + "35 | \n", + "28 | \n", + "48.3 | \n", + "101.35 | \n", + "Mainly Clear | \n", + "48300.0 | \n", + "
\n", + "\n", + "- Pivot tables provide an easy way to subset by one column and then apply a calculation like a sum or a mean
\n", + "\n", + "- Pivot tables first groups and only then applies a calculation" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "cd343b08", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " A B C D\n",
+ "0 foo one x 1\n",
+ "1 foo one y 3\n",
+ "2 foo two x 2\n",
+ "3 bar two y 5\n",
+ "4 bar one x 4\n",
+ "5 bar one y 1"
+ ]
+ },
+ "execution_count": 126,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = {\n",
+ " 'A': ['foo','foo','foo','bar','bar','bar'],\n",
+ " 'B': ['one','one','two','two','one','one'],\n",
+ " 'C': ['x','y','x','y','x','y'],\n",
+ " 'D': [1, 3, 2, 5, 4, 1]\n",
+ "}\n",
+ "\n",
+ "df = pd.DataFrame(data)\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 127,
+ "id": "48ed6493",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | A | \n", + "B | \n", + "C | \n", + "D | \n", + "
|---|---|---|---|---|
| 0 | \n", + "foo | \n", + "one | \n", + "x | \n", + "1 | \n", + "
| 1 | \n", + "foo | \n", + "one | \n", + "y | \n", + "3 | \n", + "
| 2 | \n", + "foo | \n", + "two | \n", + "x | \n", + "2 | \n", + "
| 3 | \n", + "bar | \n", + "two | \n", + "y | \n", + "5 | \n", + "
| 4 | \n", + "bar | \n", + "one | \n", + "x | \n", + "4 | \n", + "
| 5 | \n", + "bar | \n", + "one | \n", + "y | \n", + "1 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ "C x y\n",
+ "A \n",
+ "bar 4 6\n",
+ "foo 3 3"
+ ]
+ },
+ "execution_count": 127,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pivot_df = df.pivot_table(\n",
+ " values='D', # We want to aggregate the values of which column?\n",
+ " index='A', # We want to use which column as the new index?\n",
+ " columns=['C'], # We want to use the values of which column as the new columns? (optional)\n",
+ " aggfunc=np.sum) # What aggregation function to use ?\n",
+ "\n",
+ "\n",
+ "pivot_df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 128,
+ "id": "7a902fe0",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| C | \n", + "x | \n", + "y | \n", + "
|---|---|---|
| A | \n", + "\n", + " | \n", + " |
| bar | \n", + "4 | \n", + "6 | \n", + "
| foo | \n", + "3 | \n", + "3 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ "C A x y\n",
+ "0 bar 4 6\n",
+ "1 foo 3 3"
+ ]
+ },
+ "execution_count": 128,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# convert it back to a simple index\n",
+ "\n",
+ "pivot_df.reset_index()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ceaed435",
+ "metadata": {},
+ "source": [
+ "### What is the mean temperature recorded by month?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 129,
+ "id": "980117de",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| C | \n", + "A | \n", + "x | \n", + "y | \n", + "
|---|---|---|---|
| 0 | \n", + "bar | \n", + "4 | \n", + "6 | \n", + "
| 1 | \n", + "foo | \n", + "3 | \n", + "3 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Temp (C) Date/Time\n",
+ "0 -1.8 2012-01-01 00:00:00\n",
+ "1 -1.8 2012-01-01 01:00:00\n",
+ "2 -1.8 2012-01-01 02:00:00\n",
+ "3 -1.5 2012-01-01 03:00:00\n",
+ "4 -1.5 2012-01-01 04:00:00\n",
+ "... ... ...\n",
+ "8779 0.1 2012-12-31 19:00:00\n",
+ "8780 0.2 2012-12-31 20:00:00\n",
+ "8781 -0.5 2012-12-31 21:00:00\n",
+ "8782 -0.2 2012-12-31 22:00:00\n",
+ "8783 0.0 2012-12-31 23:00:00\n",
+ "\n",
+ "[8784 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 129,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df[['Temp (C)','Date/Time']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 139,
+ "id": "776adcc7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 1\n",
+ "1 1\n",
+ "2 1\n",
+ "3 1\n",
+ "4 1\n",
+ " ..\n",
+ "8779 12\n",
+ "8780 12\n",
+ "8781 12\n",
+ "8782 12\n",
+ "8783 12\n",
+ "Name: Date/Time, Length: 8784, dtype: int64"
+ ]
+ },
+ "execution_count": 139,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df['Date/Time'].dt.month"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 138,
+ "id": "b252e335",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | Temp (C) | \n", + "Date/Time | \n", + "
|---|---|---|
| 0 | \n", + "-1.8 | \n", + "2012-01-01 00:00:00 | \n", + "
| 1 | \n", + "-1.8 | \n", + "2012-01-01 01:00:00 | \n", + "
| 2 | \n", + "-1.8 | \n", + "2012-01-01 02:00:00 | \n", + "
| 3 | \n", + "-1.5 | \n", + "2012-01-01 03:00:00 | \n", + "
| 4 | \n", + "-1.5 | \n", + "2012-01-01 04:00:00 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "
| 8779 | \n", + "0.1 | \n", + "2012-12-31 19:00:00 | \n", + "
| 8780 | \n", + "0.2 | \n", + "2012-12-31 20:00:00 | \n", + "
| 8781 | \n", + "-0.5 | \n", + "2012-12-31 21:00:00 | \n", + "
| 8782 | \n", + "-0.2 | \n", + "2012-12-31 22:00:00 | \n", + "
| 8783 | \n", + "0.0 | \n", + "2012-12-31 23:00:00 | \n", + "
8784 rows × 2 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Temp (C)\n",
+ "Date/Time \n",
+ "1 -7.371505\n",
+ "2 -4.225000\n",
+ "3 3.121237\n",
+ "4 7.009306\n",
+ "5 16.237769\n",
+ "6 20.134028\n",
+ "7 22.790054\n",
+ "8 22.279301\n",
+ "9 16.484444\n",
+ "10 10.954973\n",
+ "11 0.931389\n",
+ "12 -3.306317"
+ ]
+ },
+ "execution_count": 138,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "mean_temperature_df = weather_df.pivot_table(values='Temp (C)', index=weather_df['Date/Time'].dt.month, aggfunc=np.mean)\n",
+ "mean_temperature_df # the numbers 1 to 12 denote the respective months from January to December."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6b038761",
+ "metadata": {},
+ "source": [
+ "\n",
+ "# Group By\n",
+ "***\n",
+ "The groupby method allows you to group rows of data together and call aggregate functions that applies to the whole group.\n",
+ "\n",
+ "Any groupby operation involves one of the following operations on the original object. They are −\n",
+ "- Splitting the Object\n",
+ "- Applying a function\n",
+ "- Combining the results\n",
+ "\n",
+ "In many situations, we split the data into sets and we apply some functionality on each subset. In the apply functionality, we can perform the following operations −\n",
+ "\n",
+ "- Aggregation − computing a summary statistic\n",
+ "- Transformation − perform some group-specific operation\n",
+ "- Filtration − discarding the data with some condition"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 143,
+ "id": "3feaddd6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | Temp (C) | \n", + "
|---|---|
| Date/Time | \n", + "\n", + " |
| 1 | \n", + "-7.371505 | \n", + "
| 2 | \n", + "-4.225000 | \n", + "
| 3 | \n", + "3.121237 | \n", + "
| 4 | \n", + "7.009306 | \n", + "
| 5 | \n", + "16.237769 | \n", + "
| 6 | \n", + "20.134028 | \n", + "
| 7 | \n", + "22.790054 | \n", + "
| 8 | \n", + "22.279301 | \n", + "
| 9 | \n", + "16.484444 | \n", + "
| 10 | \n", + "10.954973 | \n", + "
| 11 | \n", + "0.931389 | \n", + "
| 12 | \n", + "-3.306317 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date/Time Temp (C) Dew Point Temp (C) Rel Hum (%) Wind Spd (km/h) \\\n",
+ "0 1 -7.371505 -12.294758 68.383065 18.108871 \n",
+ "1 2 -4.225000 -9.221695 68.956897 14.837644 \n",
+ "2 3 3.121237 -3.488575 64.862903 14.514785 \n",
+ "3 4 7.009306 -1.934583 56.150000 17.369444 \n",
+ "4 5 16.237769 8.080780 61.760753 12.846774 \n",
+ "5 6 20.134028 11.738056 60.643056 14.681944 \n",
+ "6 7 22.790054 14.595430 62.017473 11.887097 \n",
+ "7 8 22.279301 15.644758 67.943548 13.931452 \n",
+ "8 9 16.484444 10.757917 71.165278 14.108333 \n",
+ "9 10 10.954973 6.533468 75.731183 15.475806 \n",
+ "10 11 0.931389 -4.179306 69.984722 13.973611 \n",
+ "11 12 -3.306317 -6.129032 81.299731 17.614247 \n",
+ "\n",
+ " Visibility (km) Stn Press (kPa) \n",
+ "0 22.100269 101.005349 \n",
+ "1 25.182184 101.142414 \n",
+ "2 26.177957 101.335255 \n",
+ "3 31.777083 100.716833 \n",
+ "4 29.418548 101.057164 \n",
+ "5 32.104167 100.784222 \n",
+ "6 33.655108 100.828333 \n",
+ "7 30.192608 100.927097 \n",
+ "8 30.603472 101.087903 \n",
+ "9 25.111022 100.909368 \n",
+ "10 26.077083 101.658306 \n",
+ "11 19.733199 101.174409 "
+ ]
+ },
+ "execution_count": 143,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_df.groupby(weather_df['Date/Time'].dt.month).agg(np.mean).reset_index()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "id": "e12ff8db",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "
|---|---|---|---|---|---|---|---|
| 0 | \n", + "1 | \n", + "-7.371505 | \n", + "-12.294758 | \n", + "68.383065 | \n", + "18.108871 | \n", + "22.100269 | \n", + "101.005349 | \n", + "
| 1 | \n", + "2 | \n", + "-4.225000 | \n", + "-9.221695 | \n", + "68.956897 | \n", + "14.837644 | \n", + "25.182184 | \n", + "101.142414 | \n", + "
| 2 | \n", + "3 | \n", + "3.121237 | \n", + "-3.488575 | \n", + "64.862903 | \n", + "14.514785 | \n", + "26.177957 | \n", + "101.335255 | \n", + "
| 3 | \n", + "4 | \n", + "7.009306 | \n", + "-1.934583 | \n", + "56.150000 | \n", + "17.369444 | \n", + "31.777083 | \n", + "100.716833 | \n", + "
| 4 | \n", + "5 | \n", + "16.237769 | \n", + "8.080780 | \n", + "61.760753 | \n", + "12.846774 | \n", + "29.418548 | \n", + "101.057164 | \n", + "
| 5 | \n", + "6 | \n", + "20.134028 | \n", + "11.738056 | \n", + "60.643056 | \n", + "14.681944 | \n", + "32.104167 | \n", + "100.784222 | \n", + "
| 6 | \n", + "7 | \n", + "22.790054 | \n", + "14.595430 | \n", + "62.017473 | \n", + "11.887097 | \n", + "33.655108 | \n", + "100.828333 | \n", + "
| 7 | \n", + "8 | \n", + "22.279301 | \n", + "15.644758 | \n", + "67.943548 | \n", + "13.931452 | \n", + "30.192608 | \n", + "100.927097 | \n", + "
| 8 | \n", + "9 | \n", + "16.484444 | \n", + "10.757917 | \n", + "71.165278 | \n", + "14.108333 | \n", + "30.603472 | \n", + "101.087903 | \n", + "
| 9 | \n", + "10 | \n", + "10.954973 | \n", + "6.533468 | \n", + "75.731183 | \n", + "15.475806 | \n", + "25.111022 | \n", + "100.909368 | \n", + "
| 10 | \n", + "11 | \n", + "0.931389 | \n", + "-4.179306 | \n", + "69.984722 | \n", + "13.973611 | \n", + "26.077083 | \n", + "101.658306 | \n", + "
| 11 | \n", + "12 | \n", + "-3.306317 | \n", + "-6.129032 | \n", + "81.299731 | \n", + "17.614247 | \n", + "19.733199 | \n", + "101.174409 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date/Time Temp (C) Dew Point Temp (C) Rel Hum (%) Wind Spd (km/h) \\\n",
+ "0 1 -7.371505 -12.294758 68.383065 18.108871 \n",
+ "1 2 -4.225000 -9.221695 68.956897 14.837644 \n",
+ "2 3 3.121237 -3.488575 64.862903 14.514785 \n",
+ "3 4 7.009306 -1.934583 56.150000 17.369444 \n",
+ "4 5 16.237769 8.080780 61.760753 12.846774 \n",
+ "5 6 20.134028 11.738056 60.643056 14.681944 \n",
+ "6 7 22.790054 14.595430 62.017473 11.887097 \n",
+ "7 8 22.279301 15.644758 67.943548 13.931452 \n",
+ "8 9 16.484444 10.757917 71.165278 14.108333 \n",
+ "9 10 10.954973 6.533468 75.731183 15.475806 \n",
+ "10 11 0.931389 -4.179306 69.984722 13.973611 \n",
+ "11 12 -3.306317 -6.129032 81.299731 17.614247 \n",
+ "\n",
+ " Visibility (km) Stn Press (kPa) Visibility (meters) \n",
+ "0 22.100269 101.005349 22100.268817 \n",
+ "1 25.182184 101.142414 25182.183908 \n",
+ "2 26.177957 101.335255 26177.956989 \n",
+ "3 31.777083 100.716833 31777.083333 \n",
+ "4 29.418548 101.057164 29418.548387 \n",
+ "5 32.104167 100.784222 32104.166667 \n",
+ "6 33.655108 100.828333 33655.107527 \n",
+ "7 30.192608 100.927097 30192.607527 \n",
+ "8 30.603472 101.087903 30603.472222 \n",
+ "9 25.111022 100.909368 25111.021505 \n",
+ "10 26.077083 101.658306 26077.083333 \n",
+ "11 19.733199 101.174409 19733.198925 "
+ ]
+ },
+ "execution_count": 62,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "mean_temperature_df2 = weather_df.groupby(weather_df['Date/Time'].dt.month).agg(np.mean).reset_index()\n",
+ "mean_temperature_df2"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5947bf66",
+ "metadata": {},
+ "source": [
+ "\n",
+ "# Concat, Merge and Join \n",
+ "| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Visibility (meters) | \n", + "
|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "1 | \n", + "-7.371505 | \n", + "-12.294758 | \n", + "68.383065 | \n", + "18.108871 | \n", + "22.100269 | \n", + "101.005349 | \n", + "22100.268817 | \n", + "
| 1 | \n", + "2 | \n", + "-4.225000 | \n", + "-9.221695 | \n", + "68.956897 | \n", + "14.837644 | \n", + "25.182184 | \n", + "101.142414 | \n", + "25182.183908 | \n", + "
| 2 | \n", + "3 | \n", + "3.121237 | \n", + "-3.488575 | \n", + "64.862903 | \n", + "14.514785 | \n", + "26.177957 | \n", + "101.335255 | \n", + "26177.956989 | \n", + "
| 3 | \n", + "4 | \n", + "7.009306 | \n", + "-1.934583 | \n", + "56.150000 | \n", + "17.369444 | \n", + "31.777083 | \n", + "100.716833 | \n", + "31777.083333 | \n", + "
| 4 | \n", + "5 | \n", + "16.237769 | \n", + "8.080780 | \n", + "61.760753 | \n", + "12.846774 | \n", + "29.418548 | \n", + "101.057164 | \n", + "29418.548387 | \n", + "
| 5 | \n", + "6 | \n", + "20.134028 | \n", + "11.738056 | \n", + "60.643056 | \n", + "14.681944 | \n", + "32.104167 | \n", + "100.784222 | \n", + "32104.166667 | \n", + "
| 6 | \n", + "7 | \n", + "22.790054 | \n", + "14.595430 | \n", + "62.017473 | \n", + "11.887097 | \n", + "33.655108 | \n", + "100.828333 | \n", + "33655.107527 | \n", + "
| 7 | \n", + "8 | \n", + "22.279301 | \n", + "15.644758 | \n", + "67.943548 | \n", + "13.931452 | \n", + "30.192608 | \n", + "100.927097 | \n", + "30192.607527 | \n", + "
| 8 | \n", + "9 | \n", + "16.484444 | \n", + "10.757917 | \n", + "71.165278 | \n", + "14.108333 | \n", + "30.603472 | \n", + "101.087903 | \n", + "30603.472222 | \n", + "
| 9 | \n", + "10 | \n", + "10.954973 | \n", + "6.533468 | \n", + "75.731183 | \n", + "15.475806 | \n", + "25.111022 | \n", + "100.909368 | \n", + "25111.021505 | \n", + "
| 10 | \n", + "11 | \n", + "0.931389 | \n", + "-4.179306 | \n", + "69.984722 | \n", + "13.973611 | \n", + "26.077083 | \n", + "101.658306 | \n", + "26077.083333 | \n", + "
| 11 | \n", + "12 | \n", + "-3.306317 | \n", + "-6.129032 | \n", + "81.299731 | \n", + "17.614247 | \n", + "19.733199 | \n", + "101.174409 | \n", + "19733.198925 | \n", + "
\n", + "\n", + "***\n", + "There are 3 key ways of combining DataFrames together:\n", + "\n", + "- **Concatenation**: Concatenation glues together DataFrames. Keep in mind that dimensions should match along the axis you are concatenating on
\n", + "- **Merging**: The merge function allows you to merge DataFrames together using a similar logic as merging SQL Tables together
\n", + "- **Join**: Join is a convenient method for combining the columns of two potentially differently-indexed DataFrames into a single result DataFrame" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "id": "b12a84a6", + "metadata": {}, + "outputs": [], + "source": [ + "df1 = pd.DataFrame({\n", + " 'A': ['A0', 'A1', 'A2', 'A3'],\n", + " 'B': ['B0', 'B1', 'B2', 'B3'],\n", + " 'C': ['C0', 'C1', 'C2', 'C3'],\n", + " 'D': ['D0', 'D1', 'D2', 'D3']\n", + "}, index=[0, 1, 2, 3])\n", + "\n", + "df2 = pd.DataFrame({\n", + " 'A': ['A4', 'A5', 'A6', 'A7'],\n", + " 'B': ['B4', 'B5', 'B6', 'B7'],\n", + " 'C': ['C4', 'C5', 'C6', 'C7'],\n", + " 'D': ['D4', 'D5', 'D6', 'D7']\n", + "}, index=[4, 5, 6, 7])\n", + "\n", + "df3 = pd.DataFrame({\n", + " 'A': ['A8', 'A9', 'A10', 'A11'],\n", + " 'B': ['B8', 'B9', 'B10', 'B11'],\n", + " 'C': ['C8', 'C9', 'C10', 'C11'],\n", + " 'E': ['D8', 'D9', 'D10', 'D11']\n", + "}, index=[8, 9, 10, 11])" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "id": "ac18001d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " A B C D\n",
+ "0 A0 B0 C0 D0\n",
+ "1 A1 B1 C1 D1\n",
+ "2 A2 B2 C2 D2\n",
+ "3 A3 B3 C3 D3"
+ ]
+ },
+ "execution_count": 146,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 147,
+ "id": "3cea4334",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | A | \n", + "B | \n", + "C | \n", + "D | \n", + "
|---|---|---|---|---|
| 0 | \n", + "A0 | \n", + "B0 | \n", + "C0 | \n", + "D0 | \n", + "
| 1 | \n", + "A1 | \n", + "B1 | \n", + "C1 | \n", + "D1 | \n", + "
| 2 | \n", + "A2 | \n", + "B2 | \n", + "C2 | \n", + "D2 | \n", + "
| 3 | \n", + "A3 | \n", + "B3 | \n", + "C3 | \n", + "D3 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " A B C D\n",
+ "4 A4 B4 C4 D4\n",
+ "5 A5 B5 C5 D5\n",
+ "6 A6 B6 C6 D6\n",
+ "7 A7 B7 C7 D7"
+ ]
+ },
+ "execution_count": 147,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 148,
+ "id": "083c5362",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | A | \n", + "B | \n", + "C | \n", + "D | \n", + "
|---|---|---|---|---|
| 4 | \n", + "A4 | \n", + "B4 | \n", + "C4 | \n", + "D4 | \n", + "
| 5 | \n", + "A5 | \n", + "B5 | \n", + "C5 | \n", + "D5 | \n", + "
| 6 | \n", + "A6 | \n", + "B6 | \n", + "C6 | \n", + "D6 | \n", + "
| 7 | \n", + "A7 | \n", + "B7 | \n", + "C7 | \n", + "D7 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " A B C E\n",
+ "8 A8 B8 C8 D8\n",
+ "9 A9 B9 C9 D9\n",
+ "10 A10 B10 C10 D10\n",
+ "11 A11 B11 C11 D11"
+ ]
+ },
+ "execution_count": 148,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df3"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "id": "ee1b163f",
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | A | \n", + "B | \n", + "C | \n", + "E | \n", + "
|---|---|---|---|---|
| 8 | \n", + "A8 | \n", + "B8 | \n", + "C8 | \n", + "D8 | \n", + "
| 9 | \n", + "A9 | \n", + "B9 | \n", + "C9 | \n", + "D9 | \n", + "
| 10 | \n", + "A10 | \n", + "B10 | \n", + "C10 | \n", + "D10 | \n", + "
| 11 | \n", + "A11 | \n", + "B11 | \n", + "C11 | \n", + "D11 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " A B C D E\n",
+ "0 A0 B0 C0 D0 NaN\n",
+ "1 A1 B1 C1 D1 NaN\n",
+ "2 A2 B2 C2 D2 NaN\n",
+ "3 A3 B3 C3 D3 NaN\n",
+ "4 A4 B4 C4 D4 NaN\n",
+ "5 A5 B5 C5 D5 NaN\n",
+ "6 A6 B6 C6 D6 NaN\n",
+ "7 A7 B7 C7 D7 NaN\n",
+ "8 A8 B8 C8 NaN D8\n",
+ "9 A9 B9 C9 NaN D9\n",
+ "10 A10 B10 C10 NaN D10\n",
+ "11 A11 B11 C11 NaN D11"
+ ]
+ },
+ "execution_count": 65,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# if you don't specify an axis, it defaults to axis=0, which means it appends to rows\n",
+ "pd.concat([df1, df2, df3])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "id": "e317e77c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | A | \n", + "B | \n", + "C | \n", + "D | \n", + "E | \n", + "
|---|---|---|---|---|---|
| 0 | \n", + "A0 | \n", + "B0 | \n", + "C0 | \n", + "D0 | \n", + "NaN | \n", + "
| 1 | \n", + "A1 | \n", + "B1 | \n", + "C1 | \n", + "D1 | \n", + "NaN | \n", + "
| 2 | \n", + "A2 | \n", + "B2 | \n", + "C2 | \n", + "D2 | \n", + "NaN | \n", + "
| 3 | \n", + "A3 | \n", + "B3 | \n", + "C3 | \n", + "D3 | \n", + "NaN | \n", + "
| 4 | \n", + "A4 | \n", + "B4 | \n", + "C4 | \n", + "D4 | \n", + "NaN | \n", + "
| 5 | \n", + "A5 | \n", + "B5 | \n", + "C5 | \n", + "D5 | \n", + "NaN | \n", + "
| 6 | \n", + "A6 | \n", + "B6 | \n", + "C6 | \n", + "D6 | \n", + "NaN | \n", + "
| 7 | \n", + "A7 | \n", + "B7 | \n", + "C7 | \n", + "D7 | \n", + "NaN | \n", + "
| 8 | \n", + "A8 | \n", + "B8 | \n", + "C8 | \n", + "NaN | \n", + "D8 | \n", + "
| 9 | \n", + "A9 | \n", + "B9 | \n", + "C9 | \n", + "NaN | \n", + "D9 | \n", + "
| 10 | \n", + "A10 | \n", + "B10 | \n", + "C10 | \n", + "NaN | \n", + "D10 | \n", + "
| 11 | \n", + "A11 | \n", + "B11 | \n", + "C11 | \n", + "NaN | \n", + "D11 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " A B C D A B C D A B C E\n",
+ "0 A0 B0 C0 D0 NaN NaN NaN NaN NaN NaN NaN NaN\n",
+ "1 A1 B1 C1 D1 NaN NaN NaN NaN NaN NaN NaN NaN\n",
+ "2 A2 B2 C2 D2 NaN NaN NaN NaN NaN NaN NaN NaN\n",
+ "3 A3 B3 C3 D3 NaN NaN NaN NaN NaN NaN NaN NaN\n",
+ "4 NaN NaN NaN NaN A4 B4 C4 D4 NaN NaN NaN NaN\n",
+ "5 NaN NaN NaN NaN A5 B5 C5 D5 NaN NaN NaN NaN\n",
+ "6 NaN NaN NaN NaN A6 B6 C6 D6 NaN NaN NaN NaN\n",
+ "7 NaN NaN NaN NaN A7 B7 C7 D7 NaN NaN NaN NaN\n",
+ "8 NaN NaN NaN NaN NaN NaN NaN NaN A8 B8 C8 D8\n",
+ "9 NaN NaN NaN NaN NaN NaN NaN NaN A9 B9 C9 D9\n",
+ "10 NaN NaN NaN NaN NaN NaN NaN NaN A10 B10 C10 D10\n",
+ "11 NaN NaN NaN NaN NaN NaN NaN NaN A11 B11 C11 D11"
+ ]
+ },
+ "execution_count": 66,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# axis=1 means concat along columns\n",
+ "\n",
+ "pd.concat([df1, df2, df3], axis=1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ab66d7e9",
+ "metadata": {},
+ "source": [
+ "## Join\n",
+ "***\n",
+ "Simply join two DFs having potentially different row indices\n",
+ "\n",
+ "You can do both inner as well as outer joins using the join function in pandas\n",
+ "- Parameters {‘inner’, ‘outer’}, default ‘outer’. Outer for union and inner for intersection."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 150,
+ "id": "eb1e89e2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Join\n",
+ "left_df = pd.DataFrame({\n",
+ " 'A': ['A0', 'A1', 'A2'],\n",
+ " 'B': ['B0', 'B1', 'B2']\n",
+ "}, index=['K0', 'K1', 'K2']) \n",
+ "\n",
+ "right_df = pd.DataFrame({\n",
+ " 'C': ['C0', 'C2', 'C3'],\n",
+ " 'D': ['D0', 'D2', 'D3']\n",
+ "}, index=['K0', 'K2', 'K3'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 151,
+ "id": "b806acee",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | A | \n", + "B | \n", + "C | \n", + "D | \n", + "A | \n", + "B | \n", + "C | \n", + "D | \n", + "A | \n", + "B | \n", + "C | \n", + "E | \n", + "
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| 1 | \n", + "A1 | \n", + "B1 | \n", + "C1 | \n", + "D1 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 2 | \n", + "A2 | \n", + "B2 | \n", + "C2 | \n", + "D2 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 3 | \n", + "A3 | \n", + "B3 | \n", + "C3 | \n", + "D3 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 4 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "A4 | \n", + "B4 | \n", + "C4 | \n", + "D4 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 5 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "A5 | \n", + "B5 | \n", + "C5 | \n", + "D5 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 6 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "A6 | \n", + "B6 | \n", + "C6 | \n", + "D6 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 7 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "A7 | \n", + "B7 | \n", + "C7 | \n", + "D7 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 8 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "A8 | \n", + "B8 | \n", + "C8 | \n", + "D8 | \n", + "
| 9 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "A9 | \n", + "B9 | \n", + "C9 | \n", + "D9 | \n", + "
| 10 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "A10 | \n", + "B10 | \n", + "C10 | \n", + "D10 | \n", + "
| 11 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "A11 | \n", + "B11 | \n", + "C11 | \n", + "D11 | \n", + "
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+ "\n",
+ "\n",
+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " A B\n",
+ "K0 A0 B0\n",
+ "K1 A1 B1\n",
+ "K2 A2 B2"
+ ]
+ },
+ "execution_count": 151,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "left_df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 152,
+ "id": "8a6aefe4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | A | \n", + "B | \n", + "
|---|---|---|
| K0 | \n", + "A0 | \n", + "B0 | \n", + "
| K1 | \n", + "A1 | \n", + "B1 | \n", + "
| K2 | \n", + "A2 | \n", + "B2 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " C D\n",
+ "K0 C0 D0\n",
+ "K2 C2 D2\n",
+ "K3 C3 D3"
+ ]
+ },
+ "execution_count": 152,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "right_df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 153,
+ "id": "56904954",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | C | \n", + "D | \n", + "
|---|---|---|
| K0 | \n", + "C0 | \n", + "D0 | \n", + "
| K2 | \n", + "C2 | \n", + "D2 | \n", + "
| K3 | \n", + "C3 | \n", + "D3 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " A B C D\n",
+ "K0 A0 B0 C0 D0\n",
+ "K1 A1 B1 NaN NaN\n",
+ "K2 A2 B2 C2 D2\n",
+ "K3 NaN NaN C3 D3"
+ ]
+ },
+ "execution_count": 153,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "left_df.join(right_df, how='outer')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 154,
+ "id": "f30467a5",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | A | \n", + "B | \n", + "C | \n", + "D | \n", + "
|---|---|---|---|---|
| K0 | \n", + "A0 | \n", + "B0 | \n", + "C0 | \n", + "D0 | \n", + "
| K1 | \n", + "A1 | \n", + "B1 | \n", + "NaN | \n", + "NaN | \n", + "
| K2 | \n", + "A2 | \n", + "B2 | \n", + "C2 | \n", + "D2 | \n", + "
| K3 | \n", + "NaN | \n", + "NaN | \n", + "C3 | \n", + "D3 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " A B C D\n",
+ "K0 A0 B0 C0 D0\n",
+ "K2 A2 B2 C2 D2"
+ ]
+ },
+ "execution_count": 154,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "left_df.join(right_df, how='inner')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3a17ccad",
+ "metadata": {},
+ "source": [
+ "## Merge\n",
+ "\n",
+ "Many a times you will be working with multiple dataframes all at once.\n",
+ "\n",
+ "The merge function allows them to be combined into a single data frame"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 155,
+ "id": "06a6449d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Merging on multiple keys\n",
+ "left = pd.DataFrame({\n",
+ " 'key1': ['K0', 'K0', 'K1', 'K2'],\n",
+ " 'key2': ['K0', 'K1', 'K0', 'K1'],\n",
+ " 'A': ['A0', 'A1', 'A2', 'A3'],\n",
+ " 'B': ['B0', 'B1', 'B2', 'B3']\n",
+ "})\n",
+ " \n",
+ "right = pd.DataFrame({\n",
+ " 'key1': ['K0', 'K1', 'K1', 'K2'],\n",
+ " 'key2': ['K0', 'K0', 'K0', 'K0'],\n",
+ " 'C': ['C0', 'C1', 'C2', 'C3'],\n",
+ " 'D': ['D0', 'D1', 'D2', 'D3']\n",
+ "})\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 156,
+ "id": "d309cc2c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | A | \n", + "B | \n", + "C | \n", + "D | \n", + "
|---|---|---|---|---|
| K0 | \n", + "A0 | \n", + "B0 | \n", + "C0 | \n", + "D0 | \n", + "
| K2 | \n", + "A2 | \n", + "B2 | \n", + "C2 | \n", + "D2 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " key1 key2 A B\n",
+ "0 K0 K0 A0 B0\n",
+ "1 K0 K1 A1 B1\n",
+ "2 K1 K0 A2 B2\n",
+ "3 K2 K1 A3 B3"
+ ]
+ },
+ "execution_count": 156,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "left"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 157,
+ "id": "bc53d840",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | key1 | \n", + "key2 | \n", + "A | \n", + "B | \n", + "
|---|---|---|---|---|
| 0 | \n", + "K0 | \n", + "K0 | \n", + "A0 | \n", + "B0 | \n", + "
| 1 | \n", + "K0 | \n", + "K1 | \n", + "A1 | \n", + "B1 | \n", + "
| 2 | \n", + "K1 | \n", + "K0 | \n", + "A2 | \n", + "B2 | \n", + "
| 3 | \n", + "K2 | \n", + "K1 | \n", + "A3 | \n", + "B3 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " key1 key2 C D\n",
+ "0 K0 K0 C0 D0\n",
+ "1 K1 K0 C1 D1\n",
+ "2 K1 K0 C2 D2\n",
+ "3 K2 K0 C3 D3"
+ ]
+ },
+ "execution_count": 157,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "right"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "id": "28b4955e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | key1 | \n", + "key2 | \n", + "C | \n", + "D | \n", + "
|---|---|---|---|---|
| 0 | \n", + "K0 | \n", + "K0 | \n", + "C0 | \n", + "D0 | \n", + "
| 1 | \n", + "K1 | \n", + "K0 | \n", + "C1 | \n", + "D1 | \n", + "
| 2 | \n", + "K1 | \n", + "K0 | \n", + "C2 | \n", + "D2 | \n", + "
| 3 | \n", + "K2 | \n", + "K0 | \n", + "C3 | \n", + "D3 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " key1 key2 A B C D\n",
+ "0 K0 K0 A0 B0 C0 D0\n",
+ "1 K0 K1 A1 B1 NaN NaN\n",
+ "2 K1 K0 A2 B2 C1 D1\n",
+ "3 K1 K0 A2 B2 C2 D2\n",
+ "4 K2 K1 A3 B3 NaN NaN"
+ ]
+ },
+ "execution_count": 70,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# other options are 'inner', 'left', 'right'\n",
+ "pd.merge(left, right, how='left', on=['key1', 'key2'])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ff097c0f",
+ "metadata": {},
+ "source": [
+ "# Further Reading\n",
+ "***\n",
+ "- Pandas documentation: http://pandas.pydata.org/\n",
+ "- 10 minutes to pandas: https://pandas.pydata.org/pandas-docs/stable/10min.html\n",
+ "- Cookbook- Useful Pandas Recipes: https://pandas.pydata.org/pandas-docs/stable/cookbook.html\n",
+ "- Pandas and Python Top 10: http://manishamde.github.io/blog/2013/03/07/pandas-and-python-top-10/\n",
+ "- Intro to Pandas Data Structures: http://www.gregreda.com/2013/10/26/"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ac0bae8a",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "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": "3.10.6"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Tutorials/Python_Data_Engineering/4. Python Advance/data/weather_2012.csv b/Tutorials/Python_Data_Engineering/4. Python Advance/data/weather_2012.csv
new file mode 100644
index 0000000000..54330cfc25
--- /dev/null
+++ b/Tutorials/Python_Data_Engineering/4. Python Advance/data/weather_2012.csv
@@ -0,0 +1,8785 @@
+Date/Time,Temp (C),Dew Point Temp (C),Rel Hum (%),Wind Spd (km/h),Visibility (km),Stn Press (kPa),Weather
+2012-01-01 00:00:00,-1.8,-3.9,86,4,8.0,101.24,Fog
+2012-01-01 01:00:00,-1.8,-3.7,87,4,8.0,101.24,Fog
+2012-01-01 02:00:00,-1.8,-3.4,89,7,4.0,101.26,"Freezing Drizzle,Fog"
+2012-01-01 03:00:00,-1.5,-3.2,88,6,4.0,101.27,"Freezing Drizzle,Fog"
+2012-01-01 04:00:00,-1.5,-3.3,88,7,4.8,101.23,Fog
+2012-01-01 05:00:00,-1.4,-3.3,87,9,6.4,101.27,Fog
+2012-01-01 06:00:00,-1.5,-3.1,89,7,6.4,101.29,Fog
+2012-01-01 07:00:00,-1.4,-3.6,85,7,8.0,101.26,Fog
+2012-01-01 08:00:00,-1.4,-3.6,85,9,8.0,101.23,Fog
+2012-01-01 09:00:00,-1.3,-3.1,88,15,4.0,101.2,Fog
+2012-01-01 10:00:00,-1.0,-2.3,91,9,1.2,101.15,Fog
+2012-01-01 11:00:00,-0.5,-2.1,89,7,4.0,100.98,Fog
+2012-01-01 12:00:00,-0.2,-2.0,88,9,4.8,100.79,Fog
+2012-01-01 13:00:00,0.2,-1.7,87,13,4.8,100.58,Fog
+2012-01-01 14:00:00,0.8,-1.1,87,20,4.8,100.31,Fog
+2012-01-01 15:00:00,1.8,-0.4,85,22,6.4,100.07,Fog
+2012-01-01 16:00:00,2.6,-0.2,82,13,12.9,99.93,Mostly Cloudy
+2012-01-01 17:00:00,3.0,0.0,81,13,16.1,99.81,Cloudy
+2012-01-01 18:00:00,3.8,1.0,82,15,12.9,99.74,Rain
+2012-01-01 19:00:00,3.1,1.3,88,15,12.9,99.68,Rain
+2012-01-01 20:00:00,3.2,1.3,87,19,25.0,99.5,Cloudy
+2012-01-01 21:00:00,4.0,1.7,85,20,25.0,99.39,Cloudy
+2012-01-01 22:00:00,4.4,1.9,84,24,19.3,99.32,Rain Showers
+2012-01-01 23:00:00,5.3,2.0,79,30,25.0,99.31,Cloudy
+2012-01-02 00:00:00,5.2,1.5,77,35,25.0,99.26,Rain Showers
+2012-01-02 01:00:00,4.6,0.0,72,39,25.0,99.26,Cloudy
+2012-01-02 02:00:00,3.9,-0.9,71,32,25.0,99.26,Mostly Cloudy
+2012-01-02 03:00:00,3.7,-1.5,69,33,25.0,99.3,Mostly Cloudy
+2012-01-02 04:00:00,2.9,-2.3,69,32,25.0,99.26,Mostly Cloudy
+2012-01-02 05:00:00,2.6,-2.3,70,32,25.0,99.21,Mostly Cloudy
+2012-01-02 06:00:00,2.3,-2.6,70,26,25.0,99.18,Mostly Cloudy
+2012-01-02 07:00:00,2.0,-2.9,70,33,25.0,99.14,Mostly Cloudy
+2012-01-02 08:00:00,1.9,-3.3,68,39,24.1,99.14,Mostly Cloudy
+2012-01-02 09:00:00,1.8,-3.7,67,44,24.1,99.14,Mostly Cloudy
+2012-01-02 10:00:00,1.5,-4.1,66,43,24.1,99.18,Mostly Cloudy
+2012-01-02 11:00:00,2.2,-3.5,66,30,24.1,99.19,Mostly Cloudy
+2012-01-02 12:00:00,1.7,-6.2,56,48,24.1,99.21,Mainly Clear
+2012-01-02 13:00:00,1.1,-6.5,57,37,24.1,99.27,Mostly Cloudy
+2012-01-02 14:00:00,1.1,-6.8,56,33,24.1,99.33,Mostly Cloudy
+2012-01-02 15:00:00,0.0,-7.0,59,33,24.1,99.41,Mostly Cloudy
+2012-01-02 16:00:00,-0.7,-8.7,55,24,24.1,99.5,Mostly Cloudy
+2012-01-02 17:00:00,-2.1,-9.5,57,22,25.0,99.66,Snow Showers
+2012-01-02 18:00:00,-4.1,-11.4,57,28,25.0,99.86,Mostly Cloudy
+2012-01-02 19:00:00,-4.8,-12.1,57,24,25.0,100.0,Mostly Cloudy
+2012-01-02 20:00:00,-5.6,-13.4,54,24,25.0,100.07,Snow Showers
+2012-01-02 21:00:00,-5.8,-12.8,58,26,25.0,100.15,Snow Showers
+2012-01-02 22:00:00,-7.0,-14.7,54,20,25.0,100.26,Cloudy
+2012-01-02 23:00:00,-7.4,-14.1,59,17,19.3,100.27,Snow Showers
+2012-01-03 00:00:00,-9.0,-16.0,57,28,25.0,100.35,Snow Showers
+2012-01-03 01:00:00,-9.7,-17.2,54,20,25.0,100.43,Cloudy
+2012-01-03 02:00:00,-10.5,-15.8,65,22,12.9,100.53,Snow Showers
+2012-01-03 03:00:00,-11.3,-18.7,54,33,25.0,100.61,Snow Showers
+2012-01-03 04:00:00,-12.6,-20.1,53,24,25.0,100.68,Cloudy
+2012-01-03 05:00:00,-12.9,-19.1,60,22,25.0,100.76,Snow Showers
+2012-01-03 06:00:00,-13.3,-19.3,61,19,25.0,100.85,Snow Showers
+2012-01-03 07:00:00,-14.0,-19.5,63,19,25.0,100.95,Snow
+2012-01-03 08:00:00,-14.8,-21.3,58,26,24.1,101.07,Mostly Cloudy
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+2012-01-03 12:00:00,-14.9,-22.6,52,20,24.1,101.34,Mainly Clear
+2012-01-03 13:00:00,-15.1,-22.4,54,22,24.1,101.34,Mainly Clear
+2012-01-03 14:00:00,-14.9,-22.9,50,22,24.1,101.38,Mainly Clear
+2012-01-03 15:00:00,-14.8,-22.2,53,19,24.1,101.44,Mainly Clear
+2012-01-03 16:00:00,-15.3,-22.9,52,22,24.1,101.51,Mainly Clear
+2012-01-03 17:00:00,-15.8,-23.2,53,22,24.1,101.58,Mainly Clear
+2012-01-03 18:00:00,-16.3,-23.8,52,24,25.0,101.64,Mainly Clear
+2012-01-03 19:00:00,-16.9,-24.8,50,24,25.0,101.74,Clear
+2012-01-03 20:00:00,-17.3,-25.4,49,24,25.0,101.82,Mainly Clear
+2012-01-03 21:00:00,-17.0,-24.6,52,15,25.0,101.86,Mostly Cloudy
+2012-01-03 22:00:00,-17.1,-24.6,52,20,25.0,101.86,Mostly Cloudy
+2012-01-03 23:00:00,-17.3,-24.2,55,17,25.0,101.87,Mostly Cloudy
+2012-01-04 00:00:00,-17.5,-24.2,56,13,25.0,101.88,Mostly Cloudy
+2012-01-04 01:00:00,-17.9,-24.1,58,11,25.0,101.86,Mainly Clear
+2012-01-04 02:00:00,-18.1,-23.8,61,15,25.0,101.89,Mainly Clear
+2012-01-04 03:00:00,-18.5,-24.6,59,13,25.0,101.88,Mainly Clear
+2012-01-04 04:00:00,-18.5,-24.6,59,13,25.0,101.82,Mainly Clear
+2012-01-04 05:00:00,-18.6,-24.0,62,9,25.0,101.77,Mainly Clear
+2012-01-04 06:00:00,-18.5,-24.1,61,11,25.0,101.74,Cloudy
+2012-01-04 07:00:00,-18.2,-24.1,60,11,25.0,101.75,Cloudy
+2012-01-04 08:00:00,-17.8,-24.2,57,17,24.1,101.73,Mostly Cloudy
+2012-01-04 09:00:00,-16.8,-22.5,61,9,24.1,101.68,Mostly Cloudy
+2012-01-04 10:00:00,-15.2,-20.6,63,7,24.1,101.54,Mostly Cloudy
+2012-01-04 11:00:00,-14.2,-21.1,56,13,24.1,101.41,Mostly Cloudy
+2012-01-04 12:00:00,-13.7,-21.7,51,11,24.1,101.25,Snow
+2012-01-04 13:00:00,-12.4,-20.1,53,11,24.1,101.07,Cloudy
+2012-01-04 14:00:00,-11.3,-19.0,53,7,19.3,100.97,Snow
+2012-01-04 15:00:00,-10.2,-16.3,61,11,9.7,100.89,Snow
+2012-01-04 16:00:00,-9.4,-15.5,61,13,19.3,100.79,Snow
+2012-01-04 17:00:00,-8.9,-13.2,71,9,4.8,100.76,Snow
+2012-01-04 18:00:00,-8.9,-12.6,75,11,9.7,100.69,Snow
+2012-01-04 19:00:00,-8.4,-12.7,71,9,16.1,100.65,Snow
+2012-01-04 20:00:00,-7.8,-12.1,71,9,16.1,100.61,Snow
+2012-01-04 21:00:00,-7.6,-11.6,73,7,11.3,100.54,Snow
+2012-01-04 22:00:00,-9.5,-12.7,77,6,9.7,100.5,Snow
+2012-01-04 23:00:00,-9.6,-12.6,79,6,9.7,100.42,Snow
+2012-01-05 00:00:00,-8.8,-11.7,79,4,9.7,100.32,Snow
+2012-01-05 01:00:00,-7.5,-10.2,81,0,9.7,100.29,Snow
+2012-01-05 02:00:00,-5.4,-8.3,80,9,8.0,100.28,Snow
+2012-01-05 03:00:00,-5.0,-7.7,81,11,9.7,100.24,Snow
+2012-01-05 04:00:00,-4.1,-6.5,83,9,4.8,100.21,Snow
+2012-01-05 05:00:00,-7.0,-9.5,82,4,4.0,100.19,Snow
+2012-01-05 06:00:00,-8.2,-10.7,82,6,6.4,100.26,Snow
+2012-01-05 07:00:00,-7.1,-9.7,82,9,9.7,100.31,Snow
+2012-01-05 08:00:00,-6.1,-9.1,79,11,9.7,100.39,Snow
+2012-01-05 09:00:00,-6.6,-10.1,76,9,24.1,100.42,Mainly Clear
+2012-01-05 10:00:00,-6.0,-10.0,73,17,48.3,100.45,Mainly Clear
+2012-01-05 11:00:00,-5.6,-10.2,70,22,48.3,100.41,Mainly Clear
+2012-01-05 12:00:00,-4.7,-9.6,69,20,48.3,100.38,Mainly Clear
+2012-01-05 13:00:00,-4.4,-9.7,66,26,48.3,100.4,Mainly Clear
+2012-01-05 14:00:00,-5.1,-10.7,65,22,48.3,100.46,Mainly Clear
+2012-01-05 15:00:00,-4.3,-12.0,55,26,48.3,100.52,Mainly Clear
+2012-01-05 16:00:00,-5.0,-12.7,55,19,24.1,100.6,Mainly Clear
+2012-01-05 17:00:00,-6.7,-14.1,56,11,25.0,100.65,Mainly Clear
+2012-01-05 18:00:00,-7.1,-14.4,56,11,25.0,100.71,Clear
+2012-01-05 19:00:00,-9.2,-15.4,61,7,25.0,100.8,Clear
+2012-01-05 20:00:00,-9.8,-15.7,62,9,25.0,100.83,Clear
+2012-01-05 21:00:00,-9.0,-14.8,63,13,25.0,100.83,Clear
+2012-01-05 22:00:00,-9.9,-15.7,63,7,25.0,100.85,Cloudy
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+2012-01-06 03:00:00,-10.6,-16.0,64,0,9.7,100.76,Snow
+2012-01-06 04:00:00,-11.3,-16.1,68,15,3.2,100.7,Snow
+2012-01-06 05:00:00,-11.8,-16.0,71,19,2.8,100.61,Snow
+2012-01-06 06:00:00,-12.0,-16.2,71,22,4.8,100.58,Snow
+2012-01-06 07:00:00,-14.4,-16.3,85,22,2.4,100.52,Snow
+2012-01-06 08:00:00,-12.3,-16.2,73,24,11.3,100.51,Snow
+2012-01-06 09:00:00,-12.5,-16.7,71,26,19.3,100.53,Snow
+2012-01-06 10:00:00,-12.3,-16.3,72,28,16.1,100.47,Snow
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+2012-01-06 15:00:00,-11.5,-14.4,79,19,12.9,100.06,Snow
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+2012-01-07 00:00:00,-8.7,-11.7,79,6,16.1,100.13,Cloudy
+2012-01-07 01:00:00,-8.5,-11.4,80,0,19.3,100.11,Cloudy
+2012-01-07 02:00:00,-8.1,-11.1,79,4,19.3,100.15,Cloudy
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+2012-01-07 08:00:00,-6.4,-9.0,82,9,8.0,100.1,"Freezing Drizzle,Fog"
+2012-01-07 09:00:00,-6.1,-8.7,82,7,9.7,100.15,"Freezing Rain,Fog"
+2012-01-07 10:00:00,-5.7,-8.0,84,7,8.0,100.13,Freezing Rain
+2012-01-07 11:00:00,-5.4,-7.7,84,9,9.7,100.08,Freezing Drizzle
+2012-01-07 12:00:00,-5.5,-7.8,84,13,9.7,100.05,Freezing Drizzle
+2012-01-07 13:00:00,-4.8,-7.2,83,15,9.7,100.07,Freezing Rain
+2012-01-07 14:00:00,-4.4,-6.9,83,6,8.0,100.09,Snow
+2012-01-07 15:00:00,-3.7,-6.1,83,11,8.0,100.09,Snow
+2012-01-07 16:00:00,-3.6,-5.9,84,0,8.0,100.15,Snow
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+2012-01-07 19:00:00,-3.0,-5.0,86,6,8.0,100.41,Snow
+2012-01-07 20:00:00,-1.8,-3.7,87,4,9.7,100.48,Snow
+2012-01-07 21:00:00,-1.3,-3.1,88,0,6.4,100.5,Snow
+2012-01-07 22:00:00,-1.5,-3.0,89,4,4.0,100.54,Fog
+2012-01-07 23:00:00,0.4,-1.5,87,22,9.7,100.62,Snow
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+2012-01-08 03:00:00,-3.5,-8.3,69,32,25.0,101.13,Mainly Clear
+2012-01-08 04:00:00,-4.4,-9.2,69,22,25.0,101.21,Mainly Clear
+2012-01-08 05:00:00,-5.9,-10.5,70,13,25.0,101.33,Mainly Clear
+2012-01-08 06:00:00,-5.8,-10.8,68,13,25.0,101.47,Cloudy
+2012-01-08 07:00:00,-5.6,-10.3,69,11,25.0,101.59,Cloudy
+2012-01-08 08:00:00,-5.9,-10.7,69,11,24.1,101.7,Snow
+2012-01-08 09:00:00,-6.4,-11.9,65,17,24.1,101.81,Snow
+2012-01-08 10:00:00,-6.5,-11.6,67,17,9.7,101.89,Snow
+2012-01-08 11:00:00,-7.1,-12.6,65,22,24.1,101.92,Snow
+2012-01-08 12:00:00,-6.7,-11.9,66,15,24.1,101.9,Snow
+2012-01-08 13:00:00,-6.5,-12.4,63,15,24.1,101.94,Cloudy
+2012-01-08 14:00:00,-6.5,-12.0,65,19,24.1,101.97,Mostly Cloudy
+2012-01-08 15:00:00,-6.6,-12.9,61,20,48.3,102.04,Mostly Cloudy
+2012-01-08 16:00:00,-6.6,-13.3,59,20,24.1,102.09,Mostly Cloudy
+2012-01-08 17:00:00,-7.2,-13.8,59,17,25.0,102.17,Mainly Clear
+2012-01-08 18:00:00,-8.1,-14.1,62,17,25.0,102.23,Mainly Clear
+2012-01-08 19:00:00,-8.0,-13.9,62,15,25.0,102.26,Mostly Cloudy
+2012-01-08 20:00:00,-8.3,-13.7,65,15,25.0,102.28,Mostly Cloudy
+2012-01-08 21:00:00,-8.3,-13.9,64,11,25.0,102.26,Mostly Cloudy
+2012-01-08 22:00:00,-8.7,-14.0,65,7,25.0,102.22,Mostly Cloudy
+2012-01-08 23:00:00,-9.0,-13.9,68,7,25.0,102.22,Mostly Cloudy
+2012-01-09 00:00:00,-9.2,-14.3,66,6,25.0,102.17,Mostly Cloudy
+2012-01-09 01:00:00,-9.8,-14.5,68,0,25.0,102.13,Mostly Cloudy
+2012-01-09 02:00:00,-9.0,-14.1,66,4,25.0,102.15,Mostly Cloudy
+2012-01-09 03:00:00,-8.8,-13.2,70,0,25.0,102.11,Cloudy
+2012-01-09 04:00:00,-8.5,-13.2,69,9,25.0,102.02,Cloudy
+2012-01-09 05:00:00,-8.4,-12.7,71,11,25.0,101.93,Cloudy
+2012-01-09 06:00:00,-7.7,-11.9,72,11,25.0,101.86,Cloudy
+2012-01-09 07:00:00,-6.8,-11.0,72,15,25.0,101.8,Mostly Cloudy
+2012-01-09 08:00:00,-5.9,-10.5,70,13,16.1,101.74,Snow
+2012-01-09 09:00:00,-5.4,-9.2,75,11,12.9,101.68,Snow
+2012-01-09 10:00:00,-4.8,-8.3,76,9,16.1,101.64,Snow
+2012-01-09 11:00:00,-3.7,-7.2,77,7,24.1,101.54,Snow
+2012-01-09 12:00:00,-2.5,-6.6,73,9,24.1,101.4,Cloudy
+2012-01-09 13:00:00,-1.7,-5.8,74,7,24.1,101.27,Cloudy
+2012-01-09 14:00:00,-1.4,-5.1,76,7,24.1,101.2,Cloudy
+2012-01-09 15:00:00,-1.0,-5.1,74,9,24.1,101.13,Mostly Cloudy
+2012-01-09 16:00:00,-1.3,-5.7,72,11,24.1,101.05,Mostly Cloudy
+2012-01-09 17:00:00,-1.4,-5.8,72,15,24.1,100.96,Mostly Cloudy
+2012-01-09 18:00:00,-1.0,-5.6,71,20,25.0,100.9,Mostly Cloudy
+2012-01-09 19:00:00,-1.1,-5.8,70,19,25.0,100.83,Mostly Cloudy
+2012-01-09 20:00:00,-1.5,-6.2,70,15,25.0,100.77,Mostly Cloudy
+2012-01-09 21:00:00,-1.7,-6.3,71,11,25.0,100.64,Mostly Cloudy
+2012-01-09 22:00:00,-0.3,-6.3,64,19,25.0,100.54,Mostly Cloudy
+2012-01-09 23:00:00,-0.2,-6.1,64,17,25.0,100.45,Cloudy
+2012-01-10 00:00:00,2.5,-5.2,57,30,25.0,100.38,Cloudy
+2012-01-10 01:00:00,2.3,-3.4,66,35,25.0,100.28,Snow
+2012-01-10 02:00:00,1.4,-2.5,75,19,6.4,100.23,Snow
+2012-01-10 03:00:00,1.6,-2.0,77,28,25.0,100.16,Snow
+2012-01-10 04:00:00,1.2,-1.7,81,26,25.0,100.07,Cloudy
+2012-01-10 05:00:00,0.8,-1.2,86,30,9.7,100.02,"Rain,Snow"
+2012-01-10 06:00:00,0.7,-1.2,87,30,8.0,100.04,Snow
+2012-01-10 07:00:00,1.5,-0.7,85,20,8.0,100.08,Snow
+2012-01-10 08:00:00,1.2,-1.1,85,24,16.1,100.11,Cloudy
+2012-01-10 09:00:00,1.6,-0.8,84,17,19.3,100.23,Cloudy
+2012-01-10 10:00:00,2.0,-0.9,81,24,24.1,100.27,Mostly Cloudy
+2012-01-10 11:00:00,2.6,-1.1,77,22,24.1,100.29,Mainly Clear
+2012-01-10 12:00:00,1.4,-3.1,72,30,24.1,100.32,Mostly Cloudy
+2012-01-10 13:00:00,0.7,-5.4,64,26,24.1,100.36,Mostly Cloudy
+2012-01-10 14:00:00,-0.2,-6.2,64,26,24.1,100.45,Mainly Clear
+2012-01-10 15:00:00,-1.4,-7.9,61,30,24.1,100.65,Mainly Clear
+2012-01-10 16:00:00,-3.1,-10.9,55,30,24.1,100.81,Mostly Cloudy
+2012-01-10 17:00:00,-4.0,-12.0,54,17,24.1,100.91,Mostly Cloudy
+2012-01-10 18:00:00,-4.9,-12.7,54,15,25.0,101.04,Mostly Cloudy
+2012-01-10 19:00:00,-5.7,-13.8,53,15,25.0,101.15,Mostly Cloudy
+2012-01-10 20:00:00,-6.4,-14.3,53,13,25.0,101.24,Mostly Cloudy
+2012-01-10 21:00:00,-6.6,-13.6,57,9,25.0,101.32,Mostly Cloudy
+2012-01-10 22:00:00,-7.3,-14.7,55,13,25.0,101.34,Mostly Cloudy
+2012-01-10 23:00:00,-8.6,-15.6,57,19,25.0,101.44,Mostly Cloudy
+2012-01-11 00:00:00,-9.5,-16.8,55,17,25.0,101.43,Mostly Cloudy
+2012-01-11 01:00:00,-10.7,-17.8,56,17,25.0,101.49,Clear
+2012-01-11 02:00:00,-12.0,-18.9,56,19,25.0,101.57,Clear
+2012-01-11 03:00:00,-12.7,-19.4,57,19,25.0,101.64,Clear
+2012-01-11 04:00:00,-13.4,-20.1,57,17,25.0,101.66,Clear
+2012-01-11 05:00:00,-13.9,-21.0,55,19,25.0,101.66,Mainly Clear
+2012-01-11 06:00:00,-14.4,-21.1,57,20,25.0,101.72,Mainly Clear
+2012-01-11 07:00:00,-14.4,-21.0,57,13,25.0,101.77,Mostly Cloudy
+2012-01-11 08:00:00,-14.7,-21.4,57,15,24.1,101.8,Mostly Cloudy
+2012-01-11 09:00:00,-14.3,-20.8,58,15,24.1,101.81,Mostly Cloudy
+2012-01-11 10:00:00,-13.9,-20.9,55,11,19.3,101.89,Cloudy
+2012-01-11 11:00:00,-13.4,-20.8,54,15,24.1,101.78,Mostly Cloudy
+2012-01-11 12:00:00,-12.7,-20.4,53,17,24.1,101.68,Cloudy
+2012-01-11 13:00:00,-12.2,-20.0,52,19,24.1,101.63,Mostly Cloudy
+2012-01-11 14:00:00,-11.4,-19.4,52,20,24.1,101.56,Mostly Cloudy
+2012-01-11 15:00:00,-11.6,-19.9,50,20,24.1,101.61,Mostly Cloudy
+2012-01-11 16:00:00,-11.8,-20.9,47,20,24.1,101.6,Mostly Cloudy
+2012-01-11 17:00:00,-11.9,-20.1,51,26,24.1,101.56,Mostly Cloudy
+2012-01-11 18:00:00,-12.0,-19.9,52,24,25.0,101.51,Mostly Cloudy
+2012-01-11 19:00:00,-11.8,-19.2,54,30,25.0,101.43,Mostly Cloudy
+2012-01-11 20:00:00,-11.2,-18.1,57,24,25.0,101.4,Cloudy
+2012-01-11 21:00:00,-11.2,-16.5,65,19,25.0,101.32,Cloudy
+2012-01-11 22:00:00,-10.8,-16.0,65,22,25.0,101.29,Cloudy
+2012-01-11 23:00:00,-10.7,-15.7,67,20,25.0,101.19,Mostly Cloudy
+2012-01-12 00:00:00,-10.0,-15.2,66,19,25.0,101.17,Mostly Cloudy
+2012-01-12 01:00:00,-9.8,-15.2,65,24,25.0,101.13,Mostly Cloudy
+2012-01-12 02:00:00,-9.4,-15.0,64,26,25.0,101.08,Cloudy
+2012-01-12 03:00:00,-9.0,-14.7,63,33,25.0,101.02,Cloudy
+2012-01-12 04:00:00,-8.5,-14.1,64,22,25.0,100.93,Cloudy
+2012-01-12 05:00:00,-8.0,-13.7,64,30,25.0,100.81,Cloudy
+2012-01-12 06:00:00,-7.6,-13.1,65,28,25.0,100.76,Cloudy
+2012-01-12 07:00:00,-7.3,-12.7,65,28,16.1,100.69,Snow Showers
+2012-01-12 08:00:00,-7.1,-11.3,72,33,6.4,100.61,Snow
+2012-01-12 09:00:00,-6.8,-10.5,75,33,3.2,100.54,Snow
+2012-01-12 10:00:00,-6.2,-9.6,77,35,4.8,100.46,Snow
+2012-01-12 11:00:00,-6.0,-9.5,76,32,2.0,100.35,Snow
+2012-01-12 12:00:00,-5.8,-8.9,79,32,4.8,100.22,Snow
+2012-01-12 13:00:00,-5.8,-8.6,81,33,1.2,100.09,Snow
+2012-01-12 14:00:00,-5.7,-8.5,81,28,1.2,99.97,Snow
+2012-01-12 15:00:00,-5.2,-7.6,83,26,0.8,99.9,Moderate Snow
+2012-01-12 16:00:00,-4.9,-7.3,83,33,0.6,99.88,Moderate Snow
+2012-01-12 17:00:00,-5.1,-7.6,83,33,1.0,99.83,Snow
+2012-01-12 18:00:00,-5.4,-8.1,81,35,1.2,99.76,Snow
+2012-01-12 19:00:00,-5.0,-7.6,82,30,4.0,99.72,Snow
+2012-01-12 20:00:00,-5.0,-7.8,81,28,6.4,99.64,Snow
+2012-01-12 21:00:00,-4.7,-7.6,80,24,6.4,99.56,Snow
+2012-01-12 22:00:00,-4.1,-6.8,81,26,25.0,99.47,Snow
+2012-01-12 23:00:00,-4.6,-7.0,83,28,3.2,99.4,Snow
+2012-01-13 00:00:00,-5.1,-7.5,83,28,2.4,99.3,Snow
+2012-01-13 01:00:00,-5.0,-7.7,81,24,4.8,99.24,Snow
+2012-01-13 02:00:00,-4.8,-7.5,81,22,25.0,99.22,Snow
+2012-01-13 03:00:00,-4.5,-6.9,83,19,4.8,99.19,"Freezing Drizzle,Snow"
+2012-01-13 04:00:00,-5.0,-7.4,83,24,11.3,99.13,Cloudy
+2012-01-13 05:00:00,-5.1,-7.7,82,20,12.9,99.06,Cloudy
+2012-01-13 06:00:00,-5.4,-7.8,83,22,16.1,98.94,Cloudy
+2012-01-13 07:00:00,-5.1,-7.7,82,22,16.1,98.84,Cloudy
+2012-01-13 08:00:00,-5.1,-7.5,83,26,8.0,98.69,Freezing Rain
+2012-01-13 09:00:00,-5.0,-7.3,84,32,4.8,98.56,"Freezing Rain,Snow Grains"
+2012-01-13 10:00:00,-4.8,-7.2,83,26,12.9,98.44,Freezing Drizzle
+2012-01-13 11:00:00,-4.8,-7.3,83,28,9.7,98.22,Freezing Rain
+2012-01-13 12:00:00,-4.8,-7.5,81,24,2.0,98.07,Snow
+2012-01-13 13:00:00,-4.9,-7.3,83,20,1.2,97.99,Snow
+2012-01-13 14:00:00,-4.8,-7.0,85,6,2.0,98.07,Snow
+2012-01-13 15:00:00,-4.3,-6.5,85,13,8.0,98.1,Snow
+2012-01-13 16:00:00,-3.7,-6.0,84,11,6.4,98.16,Snow
+2012-01-13 17:00:00,-2.9,-4.8,87,15,1.6,98.23,Snow
+2012-01-13 18:00:00,-1.7,-3.3,89,26,16.1,98.32,Snow
+2012-01-13 19:00:00,-2.5,-4.5,86,33,2.0,98.6,Snow
+2012-01-13 20:00:00,-3.2,-5.1,87,32,2.0,98.89,Snow
+2012-01-13 21:00:00,-4.8,-7.9,79,37,4.8,99.09,"Snow,Blowing Snow"
+2012-01-13 22:00:00,-5.5,-10.1,70,32,12.9,99.28,Snow
+2012-01-13 23:00:00,-7.6,-11.2,75,35,9.7,99.51,"Snow,Blowing Snow"
+2012-01-14 00:00:00,-8.9,-13.1,72,39,9.7,99.67,"Snow,Blowing Snow"
+2012-01-14 01:00:00,-9.7,-14.3,69,24,12.9,99.85,Snow
+2012-01-14 02:00:00,-11.2,-15.5,70,28,9.7,100.01,"Snow,Blowing Snow"
+2012-01-14 03:00:00,-12.0,-16.2,71,24,8.0,100.16,"Snow,Blowing Snow"
+2012-01-14 04:00:00,-13.4,-18.9,63,20,16.1,100.26,Snow
+2012-01-14 05:00:00,-14.3,-19.8,63,24,25.0,100.39,Cloudy
+2012-01-14 06:00:00,-15.2,-20.6,63,24,25.0,100.6,Cloudy
+2012-01-14 07:00:00,-16.8,-22.2,63,26,25.0,100.73,Mostly Cloudy
+2012-01-14 08:00:00,-17.9,-23.5,62,20,24.1,100.84,Mostly Cloudy
+2012-01-14 09:00:00,-18.0,-23.6,61,19,24.1,100.97,Cloudy
+2012-01-14 10:00:00,-18.0,-23.9,60,22,24.1,101.08,Mostly Cloudy
+2012-01-14 11:00:00,-17.8,-23.9,59,20,24.1,101.14,Mostly Cloudy
+2012-01-14 12:00:00,-17.5,-23.8,58,20,48.3,101.16,Mostly Cloudy
+2012-01-14 13:00:00,-17.1,-24.1,55,17,48.3,101.18,Mainly Clear
+2012-01-14 14:00:00,-16.7,-23.4,56,17,48.3,101.2,Mostly Cloudy
+2012-01-14 15:00:00,-16.7,-23.4,56,22,48.3,101.24,Mostly Cloudy
+2012-01-14 16:00:00,-16.7,-24.3,52,19,24.1,101.3,Mostly Cloudy
+2012-01-14 17:00:00,-17.4,-24.4,54,13,25.0,101.36,Mostly Cloudy
+2012-01-14 18:00:00,-17.7,-24.3,56,20,25.0,101.46,Mainly Clear
+2012-01-14 19:00:00,-18.3,-24.4,59,17,25.0,101.56,Mainly Clear
+2012-01-14 20:00:00,-19.6,-25.8,58,13,25.0,101.62,Mainly Clear
+2012-01-14 21:00:00,-20.0,-25.9,59,11,25.0,101.65,Mostly Cloudy
+2012-01-14 22:00:00,-19.9,-26.0,58,13,25.0,101.74,Mostly Cloudy
+2012-01-14 23:00:00,-20.3,-26.2,59,9,25.0,101.79,Mostly Cloudy
+2012-01-15 00:00:00,-21.2,-26.8,61,11,25.0,101.81,Cloudy
+2012-01-15 01:00:00,-21.1,-26.6,61,9,25.0,101.86,Cloudy
+2012-01-15 02:00:00,-21.4,-26.6,63,9,25.0,101.99,Cloudy
+2012-01-15 03:00:00,-20.7,-26.1,62,4,25.0,102.04,Cloudy
+2012-01-15 04:00:00,-21.0,-26.6,61,0,25.0,102.12,Cloudy
+2012-01-15 05:00:00,-21.3,-26.5,63,6,25.0,102.19,Mostly Cloudy
+2012-01-15 06:00:00,-23.2,-28.5,62,7,25.0,102.28,Mostly Cloudy
+2012-01-15 07:00:00,-22.8,-28.0,62,9,25.0,102.37,Mainly Clear
+2012-01-15 08:00:00,-23.3,-28.5,62,7,24.1,102.45,Clear
+2012-01-15 09:00:00,-22.2,-27.8,60,9,48.3,102.57,Mainly Clear
+2012-01-15 10:00:00,-20.6,-26.8,58,9,48.3,102.66,Mainly Clear
+2012-01-15 11:00:00,-19.3,-26.1,55,9,48.3,102.68,Mainly Clear
+2012-01-15 12:00:00,-18.0,-25.5,52,13,48.3,102.67,Mainly Clear
+2012-01-15 13:00:00,-16.8,-24.2,53,20,48.3,102.65,Mainly Clear
+2012-01-15 14:00:00,-16.0,-23.4,53,26,48.3,102.66,Mainly Clear
+2012-01-15 15:00:00,-15.4,-22.8,53,24,48.3,102.71,Clear
+2012-01-15 16:00:00,-15.1,-22.8,52,24,48.3,102.79,Clear
+2012-01-15 17:00:00,-16.2,-23.2,55,15,25.0,102.85,Clear
+2012-01-15 18:00:00,-16.3,-22.9,57,17,25.0,102.89,Clear
+2012-01-15 19:00:00,-16.3,-22.7,58,20,25.0,102.94,Clear
+2012-01-15 20:00:00,-16.7,-22.4,61,17,25.0,102.98,Clear
+2012-01-15 21:00:00,-16.9,-22.2,63,15,25.0,103.02,Clear
+2012-01-15 22:00:00,-16.9,-21.7,66,17,25.0,103.07,Clear
+2012-01-15 23:00:00,-16.9,-21.4,68,15,25.0,103.09,Clear
+2012-01-16 00:00:00,-17.1,-21.9,66,15,25.0,103.09,Clear
+2012-01-16 01:00:00,-17.8,-22.7,65,6,25.0,103.05,Clear
+2012-01-16 02:00:00,-18.5,-23.0,68,6,25.0,103.08,Clear
+2012-01-16 03:00:00,-19.2,-23.8,67,6,25.0,103.07,Clear
+2012-01-16 04:00:00,-18.7,-23.5,66,0,25.0,103.05,Clear
+2012-01-16 05:00:00,-19.1,-23.3,69,0,25.0,103.02,Clear
+2012-01-16 06:00:00,-18.7,-23.2,68,0,25.0,103.01,Clear
+2012-01-16 07:00:00,-17.9,-21.5,73,4,48.3,102.96,Mainly Clear
+2012-01-16 08:00:00,-17.9,-22.6,67,9,48.3,102.9,Mostly Cloudy
+2012-01-16 09:00:00,-14.4,-20.7,59,22,48.3,102.75,Cloudy
+2012-01-16 10:00:00,-13.6,-18.7,65,19,48.3,102.62,Mostly Cloudy
+2012-01-16 11:00:00,-12.7,-17.7,66,20,48.3,102.44,Mostly Cloudy
+2012-01-16 12:00:00,-10.7,-16.9,60,19,48.3,102.17,Mostly Cloudy
+2012-01-16 13:00:00,-10.1,-16.1,61,13,48.3,101.92,Cloudy
+2012-01-16 14:00:00,-9.0,-13.8,68,13,48.3,101.71,Mostly Cloudy
+2012-01-16 15:00:00,-8.0,-13.8,63,17,48.3,101.49,Cloudy
+2012-01-16 16:00:00,-7.1,-14.1,57,9,48.3,101.41,Cloudy
+2012-01-16 17:00:00,-7.6,-14.8,56,4,25.0,101.34,Mostly Cloudy
+2012-01-16 18:00:00,-12.5,-17.5,66,15,25.0,101.31,Mainly Clear
+2012-01-16 19:00:00,-14.8,-19.1,70,15,25.0,101.23,Mainly Clear
+2012-01-16 20:00:00,-14.0,-18.3,70,13,25.0,101.19,Cloudy
+2012-01-16 21:00:00,-12.9,-17.1,71,11,25.0,101.12,Cloudy
+2012-01-16 22:00:00,-12.2,-16.5,70,9,25.0,101.05,Cloudy
+2012-01-16 23:00:00,-11.5,-15.7,71,7,25.0,100.98,Cloudy
+2012-01-17 00:00:00,-10.8,-15.0,71,9,25.0,100.94,Cloudy
+2012-01-17 01:00:00,-10.4,-14.6,71,9,25.0,100.88,Cloudy
+2012-01-17 02:00:00,-9.7,-13.7,73,9,25.0,100.84,Cloudy
+2012-01-17 03:00:00,-9.2,-13.2,73,6,25.0,100.84,Cloudy
+2012-01-17 04:00:00,-9.0,-12.2,78,6,6.4,100.8,Freezing Drizzle
+2012-01-17 05:00:00,-8.3,-10.4,85,6,3.6,100.75,"Freezing Drizzle,Snow"
+2012-01-17 06:00:00,-7.7,-9.9,84,6,2.4,100.72,"Freezing Drizzle,Snow"
+2012-01-17 07:00:00,-7.5,-9.6,85,9,2.0,100.69,Snow
+2012-01-17 08:00:00,-7.4,-9.6,84,9,2.4,100.65,Snow
+2012-01-17 09:00:00,-7.0,-9.5,82,15,4.0,100.59,Snow
+2012-01-17 10:00:00,-6.5,-9.0,82,15,1.2,100.6,Snow
+2012-01-17 11:00:00,-6.1,-8.5,83,15,2.4,100.53,Snow
+2012-01-17 12:00:00,-5.3,-7.9,82,19,2.8,100.38,Snow
+2012-01-17 13:00:00,-5.1,-7.7,82,22,2.4,100.23,Snow
+2012-01-17 14:00:00,-4.3,-6.5,85,22,1.6,100.05,Snow
+2012-01-17 15:00:00,-3.7,-6.0,84,24,1.2,99.9,Snow
+2012-01-17 16:00:00,-3.5,-6.0,83,28,1.2,99.69,Snow
+2012-01-17 17:00:00,-3.6,-5.9,84,22,1.6,99.57,Snow
+2012-01-17 18:00:00,-3.5,-5.8,84,22,2.4,99.38,Snow
+2012-01-17 19:00:00,-3.3,-5.6,84,24,4.8,99.22,"Freezing Drizzle,Snow"
+2012-01-17 20:00:00,-3.6,-5.7,85,24,3.2,98.98,Freezing Rain
+2012-01-17 21:00:00,-2.9,-4.9,86,26,2.8,98.71,Freezing Rain
+2012-01-17 22:00:00,-1.6,-3.2,89,17,3.2,98.47,Freezing Rain
+2012-01-17 23:00:00,-0.6,-2.1,90,7,2.8,98.32,"Freezing Rain,Fog"
+2012-01-18 00:00:00,2.1,0.7,90,11,8.0,98.31,Fog
+2012-01-18 01:00:00,3.7,-2.1,66,83,25.0,98.36,Mostly Cloudy
+2012-01-18 02:00:00,0.5,-4.0,72,70,25.0,98.62,Mostly Cloudy
+2012-01-18 03:00:00,-3.5,-8.2,70,57,25.0,99.0,Mostly Cloudy
+2012-01-18 04:00:00,-6.1,-10.9,69,48,25.0,99.36,Snow
+2012-01-18 05:00:00,-7.7,-12.4,69,46,19.3,99.7,Snow
+2012-01-18 06:00:00,-8.5,-13.9,65,39,19.3,100.0,Mostly Cloudy
+2012-01-18 07:00:00,-9.8,-15.4,64,39,19.3,100.22,Mainly Clear
+2012-01-18 08:00:00,-10.9,-16.6,63,35,24.1,100.43,Mainly Clear
+2012-01-18 09:00:00,-11.2,-17.2,61,43,24.1,100.65,Mainly Clear
+2012-01-18 10:00:00,-11.2,-17.2,61,35,24.1,100.78,Mainly Clear
+2012-01-18 11:00:00,-11.1,-17.7,58,39,24.1,100.92,Mainly Clear
+2012-01-18 12:00:00,-11.0,-17.8,57,37,24.1,101.0,Mainly Clear
+2012-01-18 13:00:00,-10.6,-17.8,55,32,24.1,101.09,Mainly Clear
+2012-01-18 14:00:00,-10.3,-17.6,55,28,48.3,101.19,Mainly Clear
+2012-01-18 15:00:00,-10.4,-18.0,54,30,48.3,101.32,Mainly Clear
+2012-01-18 16:00:00,-10.6,-18.4,53,26,48.3,101.45,Mainly Clear
+2012-01-18 17:00:00,-11.3,-18.8,54,26,48.3,101.54,Clear
+2012-01-18 18:00:00,-12.0,-18.2,60,22,25.0,101.67,Clear
+2012-01-18 19:00:00,-12.7,-18.7,61,22,25.0,101.78,Clear
+2012-01-18 20:00:00,-13.4,-19.2,62,17,25.0,101.83,Clear
+2012-01-18 21:00:00,-13.7,-19.3,63,17,25.0,101.89,Clear
+2012-01-18 22:00:00,-14.2,-19.8,62,13,25.0,101.92,Clear
+2012-01-18 23:00:00,-14.9,-19.9,66,6,25.0,101.93,Clear
+2012-01-19 00:00:00,-16.6,-20.9,69,7,25.0,101.94,Clear
+2012-01-19 01:00:00,-15.2,-18.4,76,4,25.0,101.89,Clear
+2012-01-19 02:00:00,-14.3,-17.4,77,6,25.0,101.86,Clear
+2012-01-19 03:00:00,-18.0,-21.6,73,6,25.0,101.83,Clear
+2012-01-19 04:00:00,-15.4,-18.3,78,7,25.0,101.81,Clear
+2012-01-19 05:00:00,-16.6,-19.9,76,6,25.0,101.85,Clear
+2012-01-19 06:00:00,-15.3,-19.7,69,6,25.0,101.83,Clear
+2012-01-19 07:00:00,-14.6,-19.2,68,6,24.1,101.84,Clear
+2012-01-19 08:00:00,-13.7,-18.4,68,19,48.3,101.84,Clear
+2012-01-19 09:00:00,-12.7,-17.2,69,17,48.3,101.73,Clear
+2012-01-19 10:00:00,-11.7,-17.2,64,20,48.3,101.68,Mainly Clear
+2012-01-19 11:00:00,-11.0,-16.9,62,26,48.3,101.56,Mostly Cloudy
+2012-01-19 12:00:00,-8.8,-15.4,59,15,48.3,101.42,Mostly Cloudy
+2012-01-19 13:00:00,-7.3,-14.7,55,20,48.3,101.22,Mostly Cloudy
+2012-01-19 14:00:00,-7.0,-14.9,53,20,48.3,101.03,Mostly Cloudy
+2012-01-19 15:00:00,-6.7,-15.0,52,26,48.3,100.88,Cloudy
+2012-01-19 16:00:00,-6.7,-14.9,52,24,24.1,100.76,Cloudy
+2012-01-19 17:00:00,-6.9,-14.7,54,17,24.1,100.7,Cloudy
+2012-01-19 18:00:00,-5.0,-12.9,54,19,25.0,100.66,Cloudy
+2012-01-19 19:00:00,-3.6,-12.7,49,30,25.0,100.61,Snow
+2012-01-19 20:00:00,-3.7,-11.9,53,30,16.1,100.63,Snow
+2012-01-19 21:00:00,-5.0,-8.4,77,24,2.0,100.6,Snow
+2012-01-19 22:00:00,-4.2,-9.3,68,32,25.0,100.51,Snow
+2012-01-19 23:00:00,-4.1,-8.9,69,26,25.0,100.47,Snow
+2012-01-20 00:00:00,-4.1,-8.6,71,26,25.0,100.5,Mostly Cloudy
+2012-01-20 01:00:00,-4.1,-8.3,73,20,25.0,100.54,Snow
+2012-01-20 02:00:00,-3.9,-8.1,73,22,9.7,100.64,Snow
+2012-01-20 03:00:00,-4.8,-9.9,67,19,25.0,100.75,Mostly Cloudy
+2012-01-20 04:00:00,-6.0,-10.2,72,19,16.1,100.87,Snow
+2012-01-20 05:00:00,-6.3,-12.2,63,33,25.0,100.98,Snow
+2012-01-20 06:00:00,-7.6,-14.3,59,28,25.0,101.13,Cloudy
+2012-01-20 07:00:00,-8.6,-15.6,57,28,25.0,101.27,Mostly Cloudy
+2012-01-20 08:00:00,-10.4,-16.2,62,33,24.1,101.47,Mainly Clear
+2012-01-20 09:00:00,-12.2,-18.1,61,32,24.1,101.59,Clear
+2012-01-20 10:00:00,-13.7,-20.3,57,33,24.1,101.72,Mainly Clear
+2012-01-20 11:00:00,-14.2,-21.2,55,32,24.1,101.84,Clear
+2012-01-20 12:00:00,-15.2,-22.1,56,30,24.1,101.88,Clear
+2012-01-20 13:00:00,-15.8,-23.7,51,30,24.1,101.96,Clear
+2012-01-20 14:00:00,-15.5,-24.1,48,30,48.3,101.98,Mainly Clear
+2012-01-20 15:00:00,-15.0,-23.9,47,30,48.3,102.09,Mainly Clear
+2012-01-20 16:00:00,-14.8,-24.1,45,24,48.3,102.15,Mainly Clear
+2012-01-20 17:00:00,-15.4,-24.3,46,17,48.3,102.21,Mainly Clear
+2012-01-20 18:00:00,-15.9,-24.3,48,13,25.0,102.27,Mainly Clear
+2012-01-20 19:00:00,-16.3,-24.2,51,13,25.0,102.33,Mainly Clear
+2012-01-20 20:00:00,-16.9,-24.8,50,9,25.0,102.34,Mainly Clear
+2012-01-20 21:00:00,-18.5,-25.6,54,9,25.0,102.37,Mainly Clear
+2012-01-20 22:00:00,-18.1,-25.1,54,9,25.0,102.36,Mainly Clear
+2012-01-20 23:00:00,-17.4,-24.5,54,6,25.0,102.37,Mostly Cloudy
+2012-01-21 00:00:00,-16.4,-23.7,53,6,25.0,102.29,Cloudy
+2012-01-21 01:00:00,-16.1,-23.6,52,0,25.0,102.26,Cloudy
+2012-01-21 02:00:00,-15.3,-22.8,53,0,25.0,102.27,Cloudy
+2012-01-21 03:00:00,-15.9,-21.9,60,7,25.0,102.23,Cloudy
+2012-01-21 04:00:00,-15.3,-21.8,58,7,25.0,102.18,Cloudy
+2012-01-21 05:00:00,-14.8,-22.9,50,11,25.0,102.08,Cloudy
+2012-01-21 06:00:00,-14.3,-22.0,52,9,25.0,101.98,Cloudy
+2012-01-21 07:00:00,-13.9,-22.1,50,9,25.0,102.04,Cloudy
+2012-01-21 08:00:00,-14.0,-21.8,52,9,25.0,102.06,Cloudy
+2012-01-21 09:00:00,-15.9,-21.0,65,13,24.1,102.11,Snow
+2012-01-21 10:00:00,-16.3,-21.4,65,17,24.1,102.12,Snow
+2012-01-21 11:00:00,-15.9,-21.2,64,19,24.1,102.09,Snow
+2012-01-21 12:00:00,-14.6,-20.3,62,15,24.1,102.03,Mostly Cloudy
+2012-01-21 13:00:00,-13.4,-19.8,59,15,24.1,102.01,Mainly Clear
+2012-01-21 14:00:00,-12.5,-19.7,55,13,24.1,102.01,Clear
+2012-01-21 15:00:00,-11.8,-18.9,56,11,24.1,102.06,Clear
+2012-01-21 16:00:00,-11.6,-18.8,55,7,48.3,102.11,Clear
+2012-01-21 17:00:00,-12.1,-19.8,53,11,48.3,102.16,Clear
+2012-01-21 18:00:00,-13.0,-20.2,55,6,25.0,102.24,Clear
+2012-01-21 19:00:00,-13.4,-19.9,58,4,25.0,102.27,Clear
+2012-01-21 20:00:00,-18.5,-24.4,60,4,25.0,102.36,Clear
+2012-01-21 21:00:00,-16.0,-20.8,66,9,25.0,102.47,Clear
+2012-01-21 22:00:00,-17.6,-23.3,61,0,25.0,102.52,Clear
+2012-01-21 23:00:00,-17.4,-21.7,69,0,25.0,102.54,Mainly Clear
+2012-01-22 00:00:00,-18.3,-22.5,70,0,25.0,102.57,Clear
+2012-01-22 01:00:00,-17.5,-21.3,72,4,25.0,102.64,Clear
+2012-01-22 02:00:00,-18.5,-22.6,70,0,25.0,102.71,Clear
+2012-01-22 03:00:00,-18.4,-23.0,67,0,16.1,102.75,Cloudy
+2012-01-22 04:00:00,-17.2,-21.5,69,0,25.0,102.79,Mainly Clear
+2012-01-22 05:00:00,-19.5,-23.4,71,6,16.1,102.84,Mainly Clear
+2012-01-22 06:00:00,-19.0,-22.9,71,6,0.8,102.85,Freezing Fog
+2012-01-22 07:00:00,-18.6,-22.8,69,6,12.9,102.91,Mainly Clear
+2012-01-22 08:00:00,-18.5,-22.0,74,4,24.1,102.98,Mainly Clear
+2012-01-22 09:00:00,-16.2,-19.2,78,7,48.3,103.01,Mostly Cloudy
+2012-01-22 10:00:00,-14.5,-17.2,80,9,8.0,103.02,Fog
+2012-01-22 11:00:00,-13.0,-15.5,81,6,8.0,103.04,Fog
+2012-01-22 12:00:00,-11.5,-15.4,73,9,8.0,102.97,Haze
+2012-01-22 13:00:00,-11.2,-16.0,68,11,8.0,102.86,Haze
+2012-01-22 14:00:00,-9.4,-14.8,65,9,16.1,102.74,Cloudy
+2012-01-22 15:00:00,-8.7,-14.5,63,9,16.1,102.65,Cloudy
+2012-01-22 16:00:00,-8.0,-14.7,59,6,19.3,102.6,Cloudy
+2012-01-22 17:00:00,-9.5,-15.8,60,19,19.3,102.57,Cloudy
+2012-01-22 18:00:00,-10.4,-16.1,63,19,19.3,102.52,Mostly Cloudy
+2012-01-22 19:00:00,-10.4,-16.2,62,19,19.3,102.47,Mostly Cloudy
+2012-01-22 20:00:00,-12.3,-16.8,69,15,19.3,102.44,Mainly Clear
+2012-01-22 21:00:00,-12.9,-17.2,70,15,16.1,102.38,Clear
+2012-01-22 22:00:00,-13.2,-17.0,73,13,16.1,102.33,Mostly Cloudy
+2012-01-22 23:00:00,-13.3,-17.1,73,9,16.1,102.28,Mainly Clear
+2012-01-23 00:00:00,-12.9,-17.0,71,11,25.0,102.22,Mostly Cloudy
+2012-01-23 01:00:00,-12.9,-17.2,70,11,25.0,102.14,Mainly Clear
+2012-01-23 02:00:00,-13.2,-17.1,72,13,25.0,102.1,Mostly Cloudy
+2012-01-23 03:00:00,-12.1,-16.0,73,13,25.0,101.99,Cloudy
+2012-01-23 04:00:00,-11.2,-15.2,72,11,25.0,101.88,Cloudy
+2012-01-23 05:00:00,-9.9,-13.9,73,11,25.0,101.79,Cloudy
+2012-01-23 06:00:00,-8.8,-12.8,73,7,25.0,101.76,Cloudy
+2012-01-23 07:00:00,-8.1,-12.1,73,13,25.0,101.67,Mostly Cloudy
+2012-01-23 08:00:00,-7.2,-11.1,74,11,24.1,101.69,Mostly Cloudy
+2012-01-23 09:00:00,-4.9,-9.2,72,11,48.3,101.59,Mostly Cloudy
+2012-01-23 10:00:00,-3.6,-7.9,72,9,48.3,101.58,Mostly Cloudy
+2012-01-23 11:00:00,1.2,-3.2,72,11,48.3,101.49,Cloudy
+2012-01-23 12:00:00,2.3,-2.4,71,6,48.3,101.33,Cloudy
+2012-01-23 13:00:00,2.5,-1.5,75,22,48.3,101.14,Cloudy
+2012-01-23 14:00:00,2.7,-1.1,76,26,48.3,101.01,Rain
+2012-01-23 15:00:00,2.7,-0.9,77,30,24.1,100.86,Rain
+2012-01-23 16:00:00,3.1,-0.3,78,28,24.1,100.71,Cloudy
+2012-01-23 17:00:00,3.1,-0.4,78,28,16.1,100.61,Rain
+2012-01-23 18:00:00,3.0,1.2,88,19,4.0,100.54,"Rain,Fog"
+2012-01-23 19:00:00,3.2,1.4,88,22,8.0,100.43,"Rain,Fog"
+2012-01-23 20:00:00,2.9,1.2,89,26,9.7,100.32,"Drizzle,Fog"
+2012-01-23 21:00:00,3.3,1.7,89,24,11.3,100.22,Drizzle
+2012-01-23 22:00:00,3.6,2.2,91,28,25.0,100.1,Cloudy
+2012-01-23 23:00:00,4.0,2.5,90,22,25.0,100.08,Cloudy
+2012-01-24 00:00:00,3.5,2.3,92,17,12.9,100.04,Rain
+2012-01-24 01:00:00,3.1,1.9,92,19,16.1,100.04,Cloudy
+2012-01-24 02:00:00,3.1,2.1,93,9,9.7,100.09,Rain
+2012-01-24 03:00:00,5.0,3.6,91,19,9.7,100.19,Rain
+2012-01-24 04:00:00,4.2,1.2,81,30,25.0,100.25,Cloudy
+2012-01-24 05:00:00,3.7,-0.2,76,41,25.0,100.37,Cloudy
+2012-01-24 06:00:00,3.4,-0.6,75,28,25.0,100.45,Cloudy
+2012-01-24 07:00:00,2.9,-1.1,75,26,16.1,100.49,Cloudy
+2012-01-24 08:00:00,3.0,-1.7,71,28,19.3,100.52,Mostly Cloudy
+2012-01-24 09:00:00,2.9,-1.8,71,30,24.1,100.6,Cloudy
+2012-01-24 10:00:00,3.0,-2.0,70,35,24.1,100.65,Cloudy
+2012-01-24 11:00:00,3.1,-1.9,70,33,24.1,100.7,Cloudy
+2012-01-24 12:00:00,3.2,-2.3,67,30,24.1,100.72,Cloudy
+2012-01-24 13:00:00,2.8,-2.4,69,39,24.1,100.73,Cloudy
+2012-01-24 14:00:00,2.4,-2.4,71,35,24.1,100.75,Rain
+2012-01-24 15:00:00,1.9,-2.2,74,26,19.3,100.8,Snow
+2012-01-24 16:00:00,1.7,-2.4,74,30,24.1,100.82,Cloudy
+2012-01-24 17:00:00,1.6,-2.8,73,26,24.1,100.88,Snow Showers
+2012-01-24 18:00:00,1.5,-2.9,72,22,25.0,100.95,Snow Showers
+2012-01-24 19:00:00,1.5,-3.2,71,32,25.0,101.01,Snow Showers
+2012-01-24 20:00:00,1.3,-3.2,72,19,25.0,101.06,Cloudy
+2012-01-24 21:00:00,1.1,-3.0,74,20,25.0,101.11,Mostly Cloudy
+2012-01-24 22:00:00,1.1,-3.4,72,22,25.0,101.13,Mostly Cloudy
+2012-01-24 23:00:00,1.0,-3.4,72,28,25.0,101.16,Snow Showers
+2012-01-25 00:00:00,0.5,-4.6,69,28,25.0,101.2,Cloudy
+2012-01-25 01:00:00,-0.1,-5.2,68,22,25.0,101.26,Mostly Cloudy
+2012-01-25 02:00:00,-0.4,-5.9,66,20,25.0,101.37,Mostly Cloudy
+2012-01-25 03:00:00,-0.5,-6.2,65,24,25.0,101.45,Cloudy
+2012-01-25 04:00:00,-0.7,-6.0,67,24,25.0,101.52,Cloudy
+2012-01-25 05:00:00,-1.7,-7.7,64,33,25.0,101.58,Mostly Cloudy
+2012-01-25 06:00:00,-2.8,-9.0,62,35,25.0,101.66,Mostly Cloudy
+2012-01-25 07:00:00,-3.9,-10.0,63,37,25.0,101.79,Mostly Cloudy
+2012-01-25 08:00:00,-4.7,-10.9,62,26,24.1,101.94,Mostly Cloudy
+2012-01-25 09:00:00,-5.2,-11.3,62,28,24.1,102.05,Cloudy
+2012-01-25 10:00:00,-5.3,-11.4,62,22,24.1,102.09,Mostly Cloudy
+2012-01-25 11:00:00,-5.3,-11.9,60,19,24.1,102.14,Mostly Cloudy
+2012-01-25 12:00:00,-5.0,-11.8,59,20,24.1,102.06,Mostly Cloudy
+2012-01-25 13:00:00,-4.7,-11.7,58,20,24.1,102.01,Mainly Clear
+2012-01-25 14:00:00,-4.5,-11.0,60,22,24.1,101.98,Mainly Clear
+2012-01-25 15:00:00,-4.4,-11.2,59,22,24.1,101.94,Mainly Clear
+2012-01-25 16:00:00,-4.4,-11.3,59,19,24.1,101.96,Mostly Cloudy
+2012-01-25 17:00:00,-4.8,-11.4,60,20,24.1,102.01,Mainly Clear
+2012-01-25 18:00:00,-5.1,-11.4,61,11,25.0,102.07,Mainly Clear
+2012-01-25 19:00:00,-5.4,-11.5,62,13,25.0,102.14,Mostly Cloudy
+2012-01-25 20:00:00,-4.9,-11.6,59,7,25.0,102.07,Mostly Cloudy
+2012-01-25 21:00:00,-5.4,-11.1,64,7,25.0,102.01,Mostly Cloudy
+2012-01-25 22:00:00,-5.5,-11.3,64,0,25.0,101.99,Mostly Cloudy
+2012-01-25 23:00:00,-5.4,-11.4,63,6,25.0,102.01,Mostly Cloudy
+2012-01-26 00:00:00,-5.9,-11.7,64,6,25.0,101.99,Mostly Cloudy
+2012-01-26 01:00:00,-7.0,-12.1,67,4,25.0,101.95,Clear
+2012-01-26 02:00:00,-8.2,-12.6,71,6,25.0,101.99,Clear
+2012-01-26 03:00:00,-8.1,-12.5,71,0,25.0,101.97,Clear
+2012-01-26 04:00:00,-8.5,-13.5,67,0,25.0,101.95,Clear
+2012-01-26 05:00:00,-9.0,-13.9,68,6,25.0,102.02,Clear
+2012-01-26 06:00:00,-11.2,-15.0,73,6,25.0,102.06,Clear
+2012-01-26 07:00:00,-10.6,-14.4,74,6,24.1,102.01,Mainly Clear
+2012-01-26 08:00:00,-9.2,-13.3,72,6,24.1,102.08,Clear
+2012-01-26 09:00:00,-7.9,-12.4,70,11,24.1,102.01,Mainly Clear
+2012-01-26 10:00:00,-5.7,-12.4,59,11,24.1,102.04,Mainly Clear
+2012-01-26 11:00:00,-5.0,-12.1,57,7,24.1,102.05,Mainly Clear
+2012-01-26 12:00:00,-4.6,-12.5,54,11,24.1,101.88,Mainly Clear
+2012-01-26 13:00:00,-4.0,-12.0,54,15,24.1,101.71,Mostly Cloudy
+2012-01-26 14:00:00,-3.4,-12.5,49,11,24.1,101.6,Mostly Cloudy
+2012-01-26 15:00:00,-3.0,-14.1,42,13,24.1,101.53,Mostly Cloudy
+2012-01-26 16:00:00,-3.8,-12.2,52,19,24.1,101.52,Cloudy
+2012-01-26 17:00:00,-4.3,-12.2,54,20,24.1,101.4,Cloudy
+2012-01-26 18:00:00,-4.7,-13.7,49,24,25.0,101.28,Cloudy
+2012-01-26 19:00:00,-4.5,-13.5,49,17,25.0,101.25,Cloudy
+2012-01-26 20:00:00,-4.6,-13.0,52,17,25.0,101.15,Snow Showers
+2012-01-26 21:00:00,-5.2,-12.1,58,20,25.0,100.99,Snow
+2012-01-26 22:00:00,-5.3,-10.2,68,22,16.1,100.92,Snow
+2012-01-26 23:00:00,-5.8,-9.1,77,22,6.4,100.81,Snow
+2012-01-27 00:00:00,-5.7,-8.8,79,28,4.8,100.68,Snow
+2012-01-27 01:00:00,-5.5,-8.3,81,24,2.4,100.58,Snow
+2012-01-27 02:00:00,-5.5,-8.2,81,26,3.2,100.47,Snow
+2012-01-27 03:00:00,-5.3,-8.1,81,28,4.0,100.33,Snow
+2012-01-27 04:00:00,-4.9,-7.6,81,26,2.4,100.13,Snow
+2012-01-27 05:00:00,-4.0,-6.6,82,22,16.1,99.98,Snow
+2012-01-27 06:00:00,-2.1,-4.2,86,19,19.3,99.8,Snow
+2012-01-27 07:00:00,-0.8,-2.9,86,22,16.1,99.61,Freezing Rain
+2012-01-27 08:00:00,0.3,-1.7,86,20,12.9,99.47,Freezing Rain
+2012-01-27 09:00:00,0.7,-1.4,86,17,12.9,99.34,Rain
+2012-01-27 10:00:00,0.6,-1.2,88,17,8.0,99.18,"Rain,Fog"
+2012-01-27 11:00:00,0.7,-1.0,88,20,2.4,99.08,"Drizzle,Fog"
+2012-01-27 12:00:00,0.7,-0.9,89,20,2.8,98.91,"Drizzle,Fog"
+2012-01-27 13:00:00,0.7,-1.0,88,22,3.2,98.76,"Drizzle,Fog"
+2012-01-27 14:00:00,0.5,-1.3,88,20,2.4,98.69,"Drizzle,Fog"
+2012-01-27 15:00:00,0.3,-1.6,87,19,2.4,98.65,"Drizzle,Fog"
+2012-01-27 16:00:00,-0.3,-2.3,86,19,8.0,98.74,"Freezing Drizzle,Fog"
+2012-01-27 17:00:00,-0.6,-2.3,88,22,2.8,98.97,Snow
+2012-01-27 18:00:00,-0.3,-1.8,90,11,2.4,99.13,Snow
+2012-01-27 19:00:00,0.1,-1.6,88,30,12.9,99.31,Snow
+2012-01-27 20:00:00,-0.7,-2.7,86,32,16.1,99.54,Cloudy
+2012-01-27 21:00:00,-1.3,-3.9,82,19,24.1,99.75,Cloudy
+2012-01-27 22:00:00,-1.5,-4.4,81,19,25.0,99.88,Mostly Cloudy
+2012-01-27 23:00:00,-1.6,-4.5,81,20,25.0,100.03,Mainly Clear
+2012-01-28 00:00:00,-1.5,-4.3,81,19,25.0,100.19,Mainly Clear
+2012-01-28 01:00:00,-0.2,-2.9,82,22,25.0,100.34,Snow Showers
+2012-01-28 02:00:00,0.2,-2.6,81,24,25.0,100.49,Mostly Cloudy
+2012-01-28 03:00:00,0.4,-3.0,78,17,25.0,100.59,Mostly Cloudy
+2012-01-28 04:00:00,0.1,-3.4,77,15,25.0,100.64,Mostly Cloudy
+2012-01-28 05:00:00,0.3,-2.7,80,19,25.0,100.72,Mostly Cloudy
+2012-01-28 06:00:00,-1.7,-5.4,76,9,25.0,100.79,Mostly Cloudy
+2012-01-28 07:00:00,-1.2,-4.6,78,11,25.0,100.85,Mainly Clear
+2012-01-28 08:00:00,-2.1,-5.1,80,7,48.3,100.91,Mainly Clear
+2012-01-28 09:00:00,-1.6,-4.5,81,13,24.1,100.93,Mostly Cloudy
+2012-01-28 10:00:00,-1.1,-4.4,78,13,48.3,100.94,Cloudy
+2012-01-28 11:00:00,-0.6,-3.6,80,6,48.3,100.9,Cloudy
+2012-01-28 12:00:00,-0.3,-3.4,80,7,48.3,100.74,Mostly Cloudy
+2012-01-28 13:00:00,0.9,-3.5,72,4,48.3,100.58,Cloudy
+2012-01-28 14:00:00,1.2,-3.5,71,9,48.3,100.48,Cloudy
+2012-01-28 15:00:00,1.2,-3.7,70,15,48.3,100.28,Cloudy
+2012-01-28 16:00:00,1.4,-3.7,69,22,48.3,100.14,Cloudy
+2012-01-28 17:00:00,1.2,-3.5,71,11,48.3,100.16,Cloudy
+2012-01-28 18:00:00,1.6,-3.4,69,9,25.0,100.08,Cloudy
+2012-01-28 19:00:00,2.2,-2.6,71,19,19.3,100.09,Snow
+2012-01-28 20:00:00,1.7,-1.2,81,24,19.3,100.05,Snow
+2012-01-28 21:00:00,2.1,-1.7,76,24,25.0,99.95,Mainly Clear
+2012-01-28 22:00:00,2.3,-2.0,73,37,25.0,99.85,Mostly Cloudy
+2012-01-28 23:00:00,1.2,-1.7,81,52,16.1,99.87,"Rain,Snow"
+2012-01-29 00:00:00,1.5,-5.0,62,57,25.0,99.96,Mainly Clear
+2012-01-29 01:00:00,0.9,-5.3,63,52,25.0,100.09,Mainly Clear
+2012-01-29 02:00:00,0.3,-5.8,64,52,25.0,100.21,Mainly Clear
+2012-01-29 03:00:00,-0.2,-6.0,65,43,25.0,100.34,Mainly Clear
+2012-01-29 04:00:00,-0.9,-7.0,63,43,25.0,100.47,Mainly Clear
+2012-01-29 05:00:00,-1.5,-7.8,62,43,25.0,100.59,Mainly Clear
+2012-01-29 06:00:00,-2.0,-8.1,63,44,25.0,100.68,Mainly Clear
+2012-01-29 07:00:00,-1.9,-8.2,62,32,24.1,100.74,Mainly Clear
+2012-01-29 08:00:00,-2.2,-8.3,63,32,24.1,100.81,Mostly Cloudy
+2012-01-29 09:00:00,-2.1,-8.5,62,32,24.1,100.88,Cloudy
+2012-01-29 10:00:00,-1.8,-8.3,61,24,24.1,100.87,Mostly Cloudy
+2012-01-29 11:00:00,-0.8,-7.7,59,33,24.1,100.84,Mainly Clear
+2012-01-29 12:00:00,0.1,-7.6,56,37,24.1,100.77,Mainly Clear
+2012-01-29 13:00:00,0.5,-8.8,50,33,24.1,100.7,Mostly Cloudy
+2012-01-29 14:00:00,0.4,-7.9,54,19,24.1,100.63,Mostly Cloudy
+2012-01-29 15:00:00,0.2,-7.5,56,17,24.1,100.65,Mostly Cloudy
+2012-01-29 16:00:00,0.7,-8.3,51,20,24.1,100.67,Mostly Cloudy
+2012-01-29 17:00:00,-0.7,-8.4,56,11,24.1,100.74,Mainly Clear
+2012-01-29 18:00:00,-1.1,-9.3,54,17,25.0,100.77,Mainly Clear
+2012-01-29 19:00:00,-1.6,-9.3,56,17,25.0,100.81,Mainly Clear
+2012-01-29 20:00:00,-2.0,-9.1,58,17,25.0,100.83,Mainly Clear
+2012-01-29 21:00:00,-1.7,-8.4,60,9,25.0,100.85,Mainly Clear
+2012-01-29 22:00:00,-2.3,-7.0,70,15,25.0,100.84,Mainly Clear
+2012-01-29 23:00:00,-3.4,-7.6,73,15,25.0,100.85,Clear
+2012-01-30 00:00:00,-3.7,-8.8,68,11,25.0,100.89,Clear
+2012-01-30 01:00:00,-4.4,-10.0,65,15,25.0,100.92,Mainly Clear
+2012-01-30 02:00:00,-5.1,-10.0,68,15,25.0,100.99,Clear
+2012-01-30 03:00:00,-6.1,-10.3,72,11,25.0,101.07,Clear
+2012-01-30 04:00:00,-7.7,-11.8,72,11,25.0,101.19,Clear
+2012-01-30 05:00:00,-7.9,-13.8,63,13,25.0,101.33,Clear
+2012-01-30 06:00:00,-8.9,-15.1,61,15,25.0,101.47,Clear
+2012-01-30 07:00:00,-9.8,-16.0,61,15,25.0,101.55,Clear
+2012-01-30 08:00:00,-10.5,-17.0,59,9,48.3,101.68,Clear
+2012-01-30 09:00:00,-9.5,-16.6,56,13,48.3,101.75,Mainly Clear
+2012-01-30 10:00:00,-8.8,-16.0,56,17,48.3,101.82,Mostly Cloudy
+2012-01-30 11:00:00,-7.7,-14.7,57,19,48.3,101.86,Mostly Cloudy
+2012-01-30 12:00:00,-7.0,-14.2,56,22,48.3,101.83,Mainly Clear
+2012-01-30 13:00:00,-7.5,-15.2,54,22,48.3,101.8,Mainly Clear
+2012-01-30 14:00:00,-6.7,-15.0,52,22,48.3,101.81,Clear
+2012-01-30 15:00:00,-6.9,-15.3,51,22,48.3,101.83,Mainly Clear
+2012-01-30 16:00:00,-7.3,-15.8,51,17,48.3,101.86,Mostly Cloudy
+2012-01-30 17:00:00,-7.4,-15.7,51,13,48.3,101.9,Mostly Cloudy
+2012-01-30 18:00:00,-7.4,-15.6,52,15,25.0,101.94,Mainly Clear
+2012-01-30 19:00:00,-8.8,-15.9,56,7,25.0,101.96,Mainly Clear
+2012-01-30 20:00:00,-9.5,-16.0,59,4,25.0,101.95,Mainly Clear
+2012-01-30 21:00:00,-8.4,-15.5,57,4,25.0,101.96,Mostly Cloudy
+2012-01-30 22:00:00,-7.8,-15.2,55,4,25.0,101.98,Mostly Cloudy
+2012-01-30 23:00:00,-8.6,-13.8,66,6,25.0,101.96,Mostly Cloudy
+2012-01-31 00:00:00,-7.0,-13.1,62,7,25.0,101.92,Mostly Cloudy
+2012-01-31 01:00:00,-7.1,-13.2,62,6,25.0,101.88,Cloudy
+2012-01-31 02:00:00,-6.5,-13.1,59,11,25.0,101.81,Snow
+2012-01-31 03:00:00,-6.8,-12.4,64,15,19.3,101.76,Snow
+2012-01-31 04:00:00,-7.1,-12.4,66,17,8.0,101.71,Snow
+2012-01-31 05:00:00,-7.1,-12.2,67,17,9.7,101.7,Snow
+2012-01-31 06:00:00,-7.0,-11.8,69,13,6.4,101.65,Snow
+2012-01-31 07:00:00,-9.6,-13.5,73,17,12.9,101.6,Snow
+2012-01-31 08:00:00,-9.8,-13.9,72,19,16.1,101.61,Snow
+2012-01-31 09:00:00,-10.1,-14.4,71,17,24.1,101.59,Snow
+2012-01-31 10:00:00,-9.7,-14.2,70,19,19.3,101.54,Cloudy
+2012-01-31 11:00:00,-9.3,-14.2,67,20,19.3,101.46,Cloudy
+2012-01-31 12:00:00,-8.6,-13.3,69,22,4.0,101.36,Snow
+2012-01-31 13:00:00,-8.3,-12.3,73,20,1.6,101.29,Snow
+2012-01-31 14:00:00,-8.4,-12.1,75,20,1.2,101.23,Snow
+2012-01-31 15:00:00,-8.2,-12.0,74,17,1.0,101.22,Snow
+2012-01-31 16:00:00,-8.0,-11.5,76,20,1.0,101.2,Snow
+2012-01-31 17:00:00,-7.7,-11.1,77,19,1.0,101.19,Snow
+2012-01-31 18:00:00,-7.8,-11.2,77,20,1.6,101.18,Snow
+2012-01-31 19:00:00,-7.7,-10.9,78,19,1.6,101.14,Snow
+2012-01-31 20:00:00,-7.4,-10.7,77,20,1.6,101.09,Snow
+2012-01-31 21:00:00,-7.1,-10.5,77,20,12.9,101.02,Cloudy
+2012-01-31 22:00:00,-7.1,-10.4,77,19,9.7,100.95,Snow
+2012-01-31 23:00:00,-6.8,-9.9,79,22,9.7,100.86,"Freezing Drizzle,Snow"
+2012-02-01 00:00:00,-6.7,-9.7,79,19,11.3,100.82,Snow
+2012-02-01 01:00:00,-6.7,-9.5,80,15,9.7,100.69,Snow
+2012-02-01 02:00:00,-6.8,-9.3,82,19,4.8,100.61,Freezing Drizzle
+2012-02-01 03:00:00,-6.5,-9.0,82,15,4.8,100.56,Freezing Rain
+2012-02-01 04:00:00,-5.8,-8.2,83,17,8.0,100.48,Freezing Rain
+2012-02-01 05:00:00,-5.8,-8.5,81,19,8.0,100.42,Freezing Drizzle
+2012-02-01 06:00:00,-5.4,-8.0,82,15,8.0,100.34,Freezing Rain
+2012-02-01 07:00:00,-5.5,-8.2,81,13,9.7,100.33,Freezing Rain
+2012-02-01 08:00:00,-5.5,-8.5,79,11,11.3,100.36,Cloudy
+2012-02-01 09:00:00,-5.7,-8.6,80,15,12.9,100.36,Cloudy
+2012-02-01 10:00:00,-5.7,-8.5,81,13,8.0,100.35,Haze
+2012-02-01 11:00:00,-5.8,-8.3,82,9,4.0,100.36,"Freezing Drizzle,Haze"
+2012-02-01 12:00:00,-5.5,-8.0,83,11,2.0,100.31,"Freezing Drizzle,Haze"
+2012-02-01 13:00:00,-5.0,-7.7,81,11,2.0,100.28,"Freezing Drizzle,Haze"
+2012-02-01 14:00:00,-4.9,-7.4,83,9,2.0,100.34,"Freezing Rain,Haze"
+2012-02-01 15:00:00,-4.9,-7.5,82,6,2.8,100.41,"Freezing Rain,Haze"
+2012-02-01 16:00:00,-4.5,-7.2,81,0,4.8,100.47,Haze
+2012-02-01 17:00:00,-4.3,-7.1,81,0,6.4,100.61,"Snow,Haze"
+2012-02-01 18:00:00,-4.0,-6.9,80,0,4.0,100.68,"Snow,Haze"
+2012-02-01 19:00:00,-3.9,-6.7,81,6,4.0,100.78,"Snow,Haze"
+2012-02-01 20:00:00,-3.6,-6.4,81,4,4.8,100.85,"Snow,Haze"
+2012-02-01 21:00:00,-4.3,-7.2,80,15,4.0,100.99,"Snow,Haze"
+2012-02-01 22:00:00,-5.0,-8.2,78,15,12.9,101.12,Snow
+2012-02-01 23:00:00,-4.9,-8.1,78,0,12.9,101.22,Snow
+2012-02-02 00:00:00,-5.0,-8.2,78,7,12.9,101.32,Snow
+2012-02-02 01:00:00,-5.5,-9.2,75,9,25.0,101.36,Mostly Cloudy
+2012-02-02 02:00:00,-6.3,-9.6,77,4,16.1,101.45,Snow Showers
+2012-02-02 03:00:00,-5.6,-9.1,76,6,25.0,101.52,Snow Showers
+2012-02-02 04:00:00,-5.5,-8.8,78,4,16.1,101.59,Snow Showers
+2012-02-02 05:00:00,-5.2,-9.5,72,9,16.1,101.62,Snow Showers
+2012-02-02 06:00:00,-6.0,-11.8,63,13,25.0,101.63,Snow Showers
+2012-02-02 07:00:00,-6.9,-12.8,63,22,24.1,101.67,Snow
+2012-02-02 08:00:00,-7.6,-13.2,64,19,12.9,101.74,Snow
+2012-02-02 09:00:00,-7.7,-13.6,63,19,19.3,101.82,Snow
+2012-02-02 10:00:00,-8.2,-13.7,65,17,24.1,101.87,Mostly Cloudy
+2012-02-02 11:00:00,-8.3,-14.2,62,19,24.1,101.89,Mostly Cloudy
+2012-02-02 12:00:00,-8.1,-13.3,66,13,24.1,101.86,Mostly Cloudy
+2012-02-02 13:00:00,-7.4,-12.7,66,9,24.1,101.86,Mostly Cloudy
+2012-02-02 14:00:00,-6.7,-12.0,66,9,24.1,101.85,Mostly Cloudy
+2012-02-02 15:00:00,-6.7,-12.1,65,9,24.1,101.9,Mostly Cloudy
+2012-02-02 16:00:00,-6.6,-11.7,67,11,24.1,101.94,Mostly Cloudy
+2012-02-02 17:00:00,-7.1,-12.0,68,13,24.1,101.99,Mostly Cloudy
+2012-02-02 18:00:00,-7.7,-12.5,68,7,25.0,102.08,Mostly Cloudy
+2012-02-02 19:00:00,-7.0,-12.2,66,6,25.0,102.13,Mostly Cloudy
+2012-02-02 20:00:00,-8.9,-12.8,73,4,25.0,102.22,Mostly Cloudy
+2012-02-02 21:00:00,-7.2,-11.0,74,4,25.0,102.26,Snow
+2012-02-02 22:00:00,-8.0,-11.5,76,7,25.0,102.29,Snow
+2012-02-02 23:00:00,-7.2,-11.1,74,7,25.0,102.31,Mostly Cloudy
+2012-02-03 00:00:00,-9.7,-12.5,80,4,25.0,102.33,Mostly Cloudy
+2012-02-03 01:00:00,-11.0,-13.5,82,0,25.0,102.35,Mainly Clear
+2012-02-03 02:00:00,-10.2,-12.7,82,0,25.0,102.39,Mainly Clear
+2012-02-03 03:00:00,-11.6,-14.0,82,0,25.0,102.4,Mainly Clear
+2012-02-03 04:00:00,-12.6,-15.1,82,7,16.1,102.42,Mainly Clear
+2012-02-03 05:00:00,-11.2,-13.2,85,9,9.7,102.47,Fog
+2012-02-03 06:00:00,-11.8,-14.1,83,7,16.1,102.51,Mainly Clear
+2012-02-03 07:00:00,-11.3,-13.7,82,9,16.1,102.59,Mostly Cloudy
+2012-02-03 08:00:00,-10.6,-13.3,80,9,19.3,102.62,Mostly Cloudy
+2012-02-03 09:00:00,-8.8,-11.9,78,6,24.1,102.62,Mostly Cloudy
+2012-02-03 10:00:00,-6.8,-10.2,77,7,19.3,102.61,Cloudy
+2012-02-03 11:00:00,-6.3,-10.0,75,11,6.4,102.57,Snow
+2012-02-03 12:00:00,-6.2,-9.5,77,11,16.1,102.46,Snow
+2012-02-03 13:00:00,-4.8,-8.3,76,6,16.1,102.34,Snow
+2012-02-03 14:00:00,-3.8,-7.4,76,7,16.1,102.27,Snow
+2012-02-03 15:00:00,-2.9,-7.8,69,19,19.3,102.25,Snow
+2012-02-03 16:00:00,-3.3,-7.3,74,13,16.1,102.21,Snow
+2012-02-03 17:00:00,-3.4,-7.0,76,11,19.3,102.19,Cloudy
+2012-02-03 18:00:00,-3.7,-7.1,77,7,19.3,102.17,Snow
+2012-02-03 19:00:00,-3.8,-7.2,77,9,25.0,102.17,Snow
+2012-02-03 20:00:00,-4.2,-7.7,77,11,25.0,102.16,Mostly Cloudy
+2012-02-03 21:00:00,-4.7,-8.0,78,7,25.0,102.17,Mostly Cloudy
+2012-02-03 22:00:00,-5.3,-8.6,78,0,25.0,102.1,Cloudy
+2012-02-03 23:00:00,-3.7,-6.7,80,6,25.0,102.03,Snow
+2012-02-04 00:00:00,-4.5,-6.8,84,9,2.0,102.02,Snow
+2012-02-04 01:00:00,-4.5,-6.7,85,11,25.0,101.98,Mostly Cloudy
+2012-02-04 02:00:00,-4.0,-7.4,77,20,25.0,102.07,Mostly Cloudy
+2012-02-04 03:00:00,-4.9,-10.5,65,15,25.0,102.11,Mostly Cloudy
+2012-02-04 04:00:00,-7.1,-12.7,64,13,25.0,102.16,Mainly Clear
+2012-02-04 05:00:00,-8.1,-13.3,66,15,25.0,102.21,Mainly Clear
+2012-02-04 06:00:00,-9.4,-13.9,70,9,25.0,102.27,Clear
+2012-02-04 07:00:00,-11.0,-14.7,74,7,48.3,102.25,Clear
+2012-02-04 08:00:00,-11.6,-15.6,72,9,48.3,102.31,Clear
+2012-02-04 09:00:00,-9.6,-14.1,70,13,48.3,102.37,Clear
+2012-02-04 10:00:00,-8.4,-13.7,66,6,48.3,102.32,Mainly Clear
+2012-02-04 11:00:00,-7.6,-13.6,62,0,48.3,102.29,Clear
+2012-02-04 12:00:00,-6.6,-13.2,59,4,48.3,102.21,Mainly Clear
+2012-02-04 13:00:00,-6.3,-12.7,60,13,48.3,102.11,Mainly Clear
+2012-02-04 14:00:00,-6.0,-12.7,59,6,48.3,102.05,Mainly Clear
+2012-02-04 15:00:00,-5.4,-12.6,57,11,48.3,102.01,Mainly Clear
+2012-02-04 16:00:00,-5.7,-12.8,57,9,48.3,101.99,Clear
+2012-02-04 17:00:00,-6.2,-13.5,56,11,48.3,101.97,Clear
+2012-02-04 18:00:00,-6.6,-13.7,57,9,25.0,101.96,Clear
+2012-02-04 19:00:00,-7.7,-14.0,61,7,25.0,101.97,Clear
+2012-02-04 20:00:00,-8.8,-14.4,64,6,25.0,101.97,Clear
+2012-02-04 21:00:00,-9.9,-14.5,69,6,25.0,101.97,Clear
+2012-02-04 22:00:00,-10.3,-14.9,69,0,25.0,101.93,Clear
+2012-02-04 23:00:00,-10.1,-14.3,71,0,25.0,101.89,Clear
+2012-02-05 00:00:00,-11.9,-15.3,76,6,25.0,101.89,Clear
+2012-02-05 01:00:00,-12.1,-15.0,79,6,25.0,101.87,Clear
+2012-02-05 02:00:00,-14.4,-17.1,80,6,25.0,101.88,Clear
+2012-02-05 03:00:00,-12.9,-15.7,79,6,25.0,101.86,Clear
+2012-02-05 04:00:00,-14.9,-17.9,78,6,25.0,101.86,Clear
+2012-02-05 05:00:00,-14.2,-17.0,79,7,25.0,101.91,Clear
+2012-02-05 06:00:00,-14.7,-17.5,79,4,19.3,101.93,Clear
+2012-02-05 07:00:00,-15.7,-18.6,78,4,24.1,101.93,Clear
+2012-02-05 08:00:00,-15.0,-17.5,81,4,24.1,101.95,Clear
+2012-02-05 09:00:00,-13.5,-16.1,81,0,24.1,101.97,Clear
+2012-02-05 10:00:00,-11.1,-13.4,83,9,0.8,101.97,Freezing Fog
+2012-02-05 11:00:00,-10.5,-12.4,86,11,12.9,101.95,Cloudy
+2012-02-05 12:00:00,-8.7,-11.7,79,9,24.1,101.82,Mainly Clear
+2012-02-05 13:00:00,-7.2,-12.1,68,13,24.1,101.72,Mainly Clear
+2012-02-05 14:00:00,-5.5,-11.8,61,20,24.1,101.63,Cloudy
+2012-02-05 15:00:00,-5.3,-11.4,62,15,24.1,101.55,Cloudy
+2012-02-05 16:00:00,-4.7,-10.7,63,6,19.3,101.48,Cloudy
+2012-02-05 17:00:00,-4.2,-10.0,64,9,25.0,101.43,Cloudy
+2012-02-05 18:00:00,-3.9,-9.7,64,15,25.0,101.41,Cloudy
+2012-02-05 19:00:00,-3.1,-8.6,66,15,25.0,101.34,Cloudy
+2012-02-05 20:00:00,-2.8,-8.0,67,24,25.0,101.25,Mostly Cloudy
+2012-02-05 21:00:00,-2.5,-7.7,67,26,25.0,101.18,Cloudy
+2012-02-05 22:00:00,-2.1,-6.7,71,28,25.0,101.06,Cloudy
+2012-02-05 23:00:00,-1.5,-5.7,73,30,25.0,100.93,Cloudy
+2012-02-06 00:00:00,-0.7,-5.2,72,30,25.0,100.86,Cloudy
+2012-02-06 01:00:00,-0.8,-5.2,72,24,25.0,100.8,Cloudy
+2012-02-06 02:00:00,0.1,-4.7,70,32,25.0,100.75,Snow
+2012-02-06 03:00:00,0.1,-3.3,78,30,25.0,100.77,Cloudy
+2012-02-06 04:00:00,0.8,-3.7,72,35,25.0,100.68,Snow
+2012-02-06 05:00:00,1.0,-3.8,70,26,25.0,100.7,Cloudy
+2012-02-06 06:00:00,1.1,-3.6,71,32,25.0,100.63,Cloudy
+2012-02-06 07:00:00,1.2,-3.5,71,37,24.1,100.62,Mostly Cloudy
+2012-02-06 08:00:00,1.1,-3.8,70,33,24.1,100.63,Mostly Cloudy
+2012-02-06 09:00:00,1.1,-3.6,71,32,24.1,100.62,Cloudy
+2012-02-06 10:00:00,1.4,-3.3,71,32,24.1,100.6,Cloudy
+2012-02-06 11:00:00,1.9,-2.8,71,35,24.1,100.57,Cloudy
+2012-02-06 12:00:00,2.6,-2.4,70,22,24.1,100.5,Cloudy
+2012-02-06 13:00:00,2.6,-2.9,67,32,24.1,100.47,Cloudy
+2012-02-06 14:00:00,3.0,-3.3,63,33,24.1,100.45,Mostly Cloudy
+2012-02-06 15:00:00,3.3,-3.3,62,30,24.1,100.46,Cloudy
+2012-02-06 16:00:00,3.3,-3.1,63,17,24.1,100.47,Cloudy
+2012-02-06 17:00:00,2.9,-2.8,66,13,25.0,100.51,Cloudy
+2012-02-06 18:00:00,3.2,-2.8,65,11,25.0,100.57,Cloudy
+2012-02-06 19:00:00,3.1,-2.6,66,13,25.0,100.62,Cloudy
+2012-02-06 20:00:00,2.6,-2.6,69,11,25.0,100.65,Cloudy
+2012-02-06 21:00:00,3.0,-2.2,69,15,25.0,100.67,Cloudy
+2012-02-06 22:00:00,2.7,-2.6,68,13,25.0,100.68,Mostly Cloudy
+2012-02-06 23:00:00,2.2,-2.9,69,13,25.0,100.7,Mostly Cloudy
+2012-02-07 00:00:00,1.9,-3.1,69,13,25.0,100.77,Cloudy
+2012-02-07 01:00:00,1.8,-3.4,68,15,25.0,100.82,Mostly Cloudy
+2012-02-07 02:00:00,1.5,-4.4,65,15,25.0,100.89,Mostly Cloudy
+2012-02-07 03:00:00,0.8,-5.0,65,19,25.0,100.94,Snow Showers
+2012-02-07 04:00:00,-1.0,-8.3,58,19,25.0,101.03,Mostly Cloudy
+2012-02-07 05:00:00,-1.9,-8.4,61,15,25.0,101.14,Mainly Clear
+2012-02-07 06:00:00,-2.9,-8.8,64,20,25.0,101.27,Mostly Cloudy
+2012-02-07 07:00:00,-5.5,-12.6,57,17,24.1,101.39,Mainly Clear
+2012-02-07 08:00:00,-6.1,-12.8,59,17,24.1,101.53,Mainly Clear
+2012-02-07 09:00:00,-6.2,-13.3,57,19,24.1,101.64,Mainly Clear
+2012-02-07 10:00:00,-6.2,-13.4,57,19,24.1,101.69,Mainly Clear
+2012-02-07 11:00:00,-6.0,-13.7,54,11,24.1,101.74,Mainly Clear
+2012-02-07 12:00:00,-5.6,-13.1,55,13,24.1,101.73,Mainly Clear
+2012-02-07 13:00:00,-5.2,-14.3,49,15,24.1,101.73,Clear
+2012-02-07 14:00:00,-5.1,-15.1,45,15,24.1,101.79,Clear
+2012-02-07 15:00:00,-4.8,-15.4,43,19,24.1,101.85,Clear
+2012-02-07 16:00:00,-5.0,-16.4,40,22,24.1,101.88,Clear
+2012-02-07 17:00:00,-5.9,-17.6,39,19,48.3,101.94,Clear
+2012-02-07 18:00:00,-7.3,-17.4,44,11,25.0,102.03,Clear
+2012-02-07 19:00:00,-8.2,-17.8,46,9,25.0,102.09,Clear
+2012-02-07 20:00:00,-9.2,-18.4,47,11,25.0,102.12,Clear
+2012-02-07 21:00:00,-9.6,-18.9,47,13,25.0,102.15,Clear
+2012-02-07 22:00:00,-10.8,-20.1,46,9,25.0,102.21,Clear
+2012-02-07 23:00:00,-11.8,-20.8,47,9,25.0,102.21,Clear
+2012-02-08 00:00:00,-13.8,-21.5,52,4,25.0,102.21,Clear
+2012-02-08 01:00:00,-11.9,-20.6,48,9,25.0,102.21,Clear
+2012-02-08 02:00:00,-12.1,-20.4,50,6,25.0,102.2,Clear
+2012-02-08 03:00:00,-12.4,-20.4,51,11,25.0,102.15,Clear
+2012-02-08 04:00:00,-14.0,-21.0,55,4,25.0,102.13,Clear
+2012-02-08 05:00:00,-12.6,-21.2,49,0,25.0,102.11,Clear
+2012-02-08 06:00:00,-12.4,-21.1,48,9,25.0,102.06,Mainly Clear
+2012-02-08 07:00:00,-11.7,-18.0,59,15,24.1,102.07,Mainly Clear
+2012-02-08 08:00:00,-10.8,-17.0,60,13,48.3,102.09,Mainly Clear
+2012-02-08 09:00:00,-9.6,-15.1,64,15,48.3,102.07,Mainly Clear
+2012-02-08 10:00:00,-8.2,-14.6,60,17,48.3,102.04,Mainly Clear
+2012-02-08 11:00:00,-6.3,-13.7,56,17,48.3,101.93,Mainly Clear
+2012-02-08 12:00:00,-4.6,-12.9,52,20,48.3,101.76,Clear
+2012-02-08 13:00:00,-3.3,-12.9,47,32,48.3,101.63,Clear
+2012-02-08 14:00:00,-2.4,-12.2,47,24,48.3,101.54,Mainly Clear
+2012-02-08 15:00:00,-1.8,-12.8,43,32,48.3,101.45,Mainly Clear
+2012-02-08 16:00:00,-1.6,-11.9,45,22,48.3,101.37,Mainly Clear
+2012-02-08 17:00:00,-2.1,-12.0,47,17,48.3,101.31,Mainly Clear
+2012-02-08 18:00:00,-2.5,-12.6,46,19,24.1,101.27,Mainly Clear
+2012-02-08 19:00:00,-3.2,-12.4,49,22,25.0,101.28,Clear
+2012-02-08 20:00:00,-3.3,-12.1,51,22,25.0,101.26,Clear
+2012-02-08 21:00:00,-3.1,-10.3,57,26,25.0,101.25,Mainly Clear
+2012-02-08 22:00:00,-3.6,-8.6,68,17,25.0,101.22,Mainly Clear
+2012-02-08 23:00:00,-3.6,-8.1,71,20,25.0,101.19,Clear
+2012-02-09 00:00:00,-4.0,-8.3,72,13,25.0,101.17,Clear
+2012-02-09 01:00:00,-3.4,-7.9,71,13,25.0,101.16,Clear
+2012-02-09 02:00:00,-3.9,-8.0,73,11,25.0,101.17,Clear
+2012-02-09 03:00:00,-3.5,-7.9,72,24,25.0,101.12,Clear
+2012-02-09 04:00:00,-3.4,-8.0,70,26,25.0,101.1,Clear
+2012-02-09 05:00:00,-4.1,-8.3,73,20,25.0,101.11,Clear
+2012-02-09 06:00:00,-4.9,-8.9,73,20,25.0,101.13,Clear
+2012-02-09 07:00:00,-5.4,-9.1,75,17,24.1,101.19,Mainly Clear
+2012-02-09 08:00:00,-4.9,-8.8,74,20,24.1,101.23,Clear
+2012-02-09 09:00:00,-3.5,-8.0,71,22,24.1,101.25,Mainly Clear
+2012-02-09 10:00:00,-2.5,-7.8,67,28,24.1,101.26,Mainly Clear
+2012-02-09 11:00:00,-1.2,-7.3,63,24,24.1,101.27,Clear
+2012-02-09 12:00:00,-0.1,-7.3,58,24,48.3,101.19,Clear
+2012-02-09 13:00:00,0.7,-7.1,56,26,48.3,101.13,Clear
+2012-02-09 14:00:00,1.5,-6.3,56,30,24.1,101.05,Clear
+2012-02-09 15:00:00,2.4,-6.2,53,24,48.3,101.03,Clear
+2012-02-09 16:00:00,2.7,-6.5,51,22,48.3,101.01,Clear
+2012-02-09 17:00:00,2.0,-6.3,54,20,48.3,101.02,Clear
+2012-02-09 18:00:00,1.6,-6.6,54,22,24.1,101.06,Clear
+2012-02-09 19:00:00,0.4,-5.9,63,20,25.0,101.1,Clear
+2012-02-09 20:00:00,0.5,-6.6,59,17,25.0,101.11,Clear
+2012-02-09 21:00:00,0.2,-5.5,65,22,25.0,101.13,Clear
+2012-02-09 22:00:00,0.8,-4.7,67,28,25.0,101.11,Clear
+2012-02-09 23:00:00,0.1,-4.9,69,26,25.0,101.1,Clear
+2012-02-10 00:00:00,0.4,-3.5,75,22,25.0,101.12,Clear
+2012-02-10 01:00:00,0.1,-4.1,73,19,25.0,101.13,Clear
+2012-02-10 02:00:00,0.0,-4.3,73,22,25.0,101.15,Clear
+2012-02-10 03:00:00,-1.0,-4.3,78,17,25.0,101.13,Clear
+2012-02-10 04:00:00,-0.8,-4.4,77,20,25.0,101.1,Clear
+2012-02-10 05:00:00,-0.8,-4.3,77,22,25.0,101.07,Clear
+2012-02-10 06:00:00,-0.7,-4.0,78,22,25.0,101.07,Clear
+2012-02-10 07:00:00,-0.5,-3.9,78,20,24.1,101.09,Mostly Cloudy
+2012-02-10 08:00:00,-0.9,-4.2,78,17,24.1,101.12,Mostly Cloudy
+2012-02-10 09:00:00,-0.1,-3.5,78,19,24.1,101.12,Cloudy
+2012-02-10 10:00:00,0.9,-3.7,71,28,24.1,101.1,Mostly Cloudy
+2012-02-10 11:00:00,1.4,-4.1,67,20,24.1,101.08,Cloudy
+2012-02-10 12:00:00,1.4,-3.9,68,24,24.1,100.97,Cloudy
+2012-02-10 13:00:00,1.3,-4.7,64,24,24.1,100.92,Cloudy
+2012-02-10 14:00:00,1.1,-3.5,71,30,24.1,100.91,Cloudy
+2012-02-10 15:00:00,1.3,-4.0,68,28,24.1,100.94,Cloudy
+2012-02-10 16:00:00,1.0,-4.1,69,30,24.1,100.9,Cloudy
+2012-02-10 17:00:00,0.9,-4.8,66,22,25.0,100.87,Cloudy
+2012-02-10 18:00:00,0.4,-4.8,68,17,25.0,100.92,Cloudy
+2012-02-10 19:00:00,0.0,-5.2,68,17,25.0,100.91,Mostly Cloudy
+2012-02-10 20:00:00,-0.2,-5.2,69,15,25.0,100.88,Snow Showers
+2012-02-10 21:00:00,-0.4,-4.7,73,13,25.0,100.84,Cloudy
+2012-02-10 22:00:00,-0.7,-3.0,84,11,16.1,100.78,Snow
+2012-02-10 23:00:00,-0.9,-2.4,90,6,9.7,100.76,"Snow,Fog"
+2012-02-11 00:00:00,-1.4,-2.3,94,9,6.4,100.78,"Snow,Fog"
+2012-02-11 01:00:00,-7.4,-8.9,89,24,3.6,100.83,Snow
+2012-02-11 02:00:00,-8.6,-11.0,83,30,8.0,100.91,Snow
+2012-02-11 03:00:00,-9.5,-12.4,79,22,6.4,100.93,Snow
+2012-02-11 04:00:00,-10.8,-13.4,81,22,16.1,100.98,Snow
+2012-02-11 05:00:00,-11.5,-14.4,79,20,16.1,100.99,Snow
+2012-02-11 06:00:00,-12.2,-14.8,81,24,9.7,101.0,Snow
+2012-02-11 07:00:00,-13.0,-15.7,80,20,12.9,100.96,Snow
+2012-02-11 08:00:00,-13.7,-17.1,75,20,16.1,101.01,Snow
+2012-02-11 09:00:00,-13.7,-19.1,64,20,24.1,101.04,Cloudy
+2012-02-11 10:00:00,-13.4,-18.8,64,19,24.1,101.05,Snow
+2012-02-11 11:00:00,-13.1,-18.8,62,11,24.1,101.03,Snow
+2012-02-11 12:00:00,-12.8,-17.2,70,9,19.3,100.97,Snow
+2012-02-11 13:00:00,-12.1,-16.4,70,7,24.1,100.85,Mostly Cloudy
+2012-02-11 14:00:00,-11.3,-17.4,61,6,48.3,100.76,Mainly Clear
+2012-02-11 15:00:00,-10.8,-18.8,52,11,48.3,100.73,Mainly Clear
+2012-02-11 16:00:00,-10.4,-18.3,52,6,48.3,100.7,Mainly Clear
+2012-02-11 17:00:00,-10.5,-17.0,59,4,25.0,100.68,Mainly Clear
+2012-02-11 18:00:00,-12.8,-17.9,66,4,25.0,100.72,Clear
+2012-02-11 19:00:00,-14.0,-21.2,54,7,25.0,100.74,Clear
+2012-02-11 20:00:00,-14.4,-19.9,63,9,25.0,100.73,Clear
+2012-02-11 21:00:00,-13.9,-18.6,68,7,25.0,100.71,Clear
+2012-02-11 22:00:00,-13.5,-18.2,68,6,25.0,100.7,Clear
+2012-02-11 23:00:00,-14.5,-20.8,59,13,25.0,100.68,Clear
+2012-02-12 00:00:00,-15.0,-22.4,53,11,25.0,100.66,Clear
+2012-02-12 01:00:00,-15.3,-23.1,51,11,25.0,100.62,Mostly Cloudy
+2012-02-12 02:00:00,-15.9,-23.7,51,6,25.0,100.6,Clear
+2012-02-12 03:00:00,-16.8,-23.9,54,9,25.0,100.57,Mainly Clear
+2012-02-12 04:00:00,-16.6,-23.8,54,11,25.0,100.6,Cloudy
+2012-02-12 05:00:00,-16.4,-22.8,58,11,25.0,100.59,Snow
+2012-02-12 06:00:00,-16.7,-23.3,57,15,25.0,100.6,Snow
+2012-02-12 07:00:00,-16.7,-23.5,56,19,24.1,100.64,Snow
+2012-02-12 08:00:00,-16.9,-24.1,54,17,24.1,100.68,Cloudy
+2012-02-12 09:00:00,-16.7,-24.6,50,17,24.1,100.72,Snow
+2012-02-12 10:00:00,-16.6,-25.1,48,17,48.3,100.73,Mostly Cloudy
+2012-02-12 11:00:00,-16.1,-25.3,45,20,48.3,100.72,Mainly Clear
+2012-02-12 12:00:00,-14.8,-23.8,46,24,48.3,100.61,Mainly Clear
+2012-02-12 13:00:00,-13.9,-23.2,45,20,48.3,100.55,Mainly Clear
+2012-02-12 14:00:00,-13.2,-23.0,44,26,48.3,100.52,Mainly Clear
+2012-02-12 15:00:00,-12.5,-22.8,42,28,48.3,100.51,Mainly Clear
+2012-02-12 16:00:00,-12.0,-21.9,44,32,48.3,100.54,Mainly Clear
+2012-02-12 17:00:00,-12.0,-22.1,43,26,25.0,100.56,Mainly Clear
+2012-02-12 18:00:00,-12.3,-20.1,52,24,25.0,100.57,Mostly Cloudy
+2012-02-12 19:00:00,-11.9,-19.3,54,24,25.0,100.58,Mostly Cloudy
+2012-02-12 20:00:00,-11.3,-18.9,53,22,25.0,100.58,Cloudy
+2012-02-12 21:00:00,-10.8,-18.8,52,24,25.0,100.55,Cloudy
+2012-02-12 22:00:00,-10.6,-17.9,55,26,25.0,100.55,Cloudy
+2012-02-12 23:00:00,-10.3,-17.3,56,20,25.0,100.53,Cloudy
+2012-02-13 00:00:00,-10.0,-16.3,60,19,25.0,100.48,Snow
+2012-02-13 01:00:00,-9.4,-16.5,56,22,25.0,100.37,Cloudy
+2012-02-13 02:00:00,-8.8,-15.7,57,24,25.0,100.33,Cloudy
+2012-02-13 03:00:00,-8.8,-14.6,63,20,25.0,100.31,Cloudy
+2012-02-13 04:00:00,-8.4,-14.6,61,20,25.0,100.3,Cloudy
+2012-02-13 05:00:00,-8.0,-15.0,57,22,25.0,100.33,Cloudy
+2012-02-13 06:00:00,-7.9,-14.5,59,22,25.0,100.37,Cloudy
+2012-02-13 07:00:00,-7.9,-14.5,59,22,24.1,100.44,Cloudy
+2012-02-13 08:00:00,-8.0,-13.5,65,24,48.3,100.54,Cloudy
+2012-02-13 09:00:00,-7.5,-14.6,57,20,48.3,100.56,Cloudy
+2012-02-13 10:00:00,-6.8,-19.1,37,26,48.3,100.59,Mostly Cloudy
+2012-02-13 11:00:00,-6.5,-13.0,60,20,48.3,100.59,Cloudy
+2012-02-13 12:00:00,-5.2,-13.1,54,17,48.3,100.56,Mostly Cloudy
+2012-02-13 13:00:00,-4.9,-14.0,49,24,48.3,100.52,Mostly Cloudy
+2012-02-13 14:00:00,-4.3,-13.4,49,22,48.3,100.52,Cloudy
+2012-02-13 15:00:00,-3.4,-12.4,50,24,48.3,100.54,Cloudy
+2012-02-13 16:00:00,-3.4,-12.8,48,24,48.3,100.56,Cloudy
+2012-02-13 17:00:00,-3.6,-13.7,45,15,24.1,100.6,Mostly Cloudy
+2012-02-13 18:00:00,-4.9,-13.4,51,0,25.0,100.64,Mostly Cloudy
+2012-02-13 19:00:00,-5.6,-12.0,61,15,25.0,100.69,Mostly Cloudy
+2012-02-13 20:00:00,-7.2,-12.0,69,7,25.0,100.73,Cloudy
+2012-02-13 21:00:00,-7.5,-12.1,70,11,19.3,100.76,Snow
+2012-02-13 22:00:00,-9.0,-12.9,73,13,25.0,100.78,Cloudy
+2012-02-13 23:00:00,-10.8,-14.8,72,19,25.0,100.8,Cloudy
+2012-02-14 00:00:00,-11.8,-15.6,73,15,25.0,100.83,Mostly Cloudy
+2012-02-14 01:00:00,-11.9,-16.0,72,13,25.0,100.86,Mainly Clear
+2012-02-14 02:00:00,-12.9,-17.9,66,11,25.0,100.93,Mainly Clear
+2012-02-14 03:00:00,-13.2,-19.1,61,9,25.0,100.96,Mostly Cloudy
+2012-02-14 04:00:00,-13.4,-19.4,61,11,25.0,101.01,Mostly Cloudy
+2012-02-14 05:00:00,-13.4,-19.7,59,4,25.0,101.03,Mostly Cloudy
+2012-02-14 06:00:00,-14.2,-19.6,64,6,25.0,101.04,Mainly Clear
+2012-02-14 07:00:00,-13.7,-19.9,59,7,24.1,101.07,Mainly Clear
+2012-02-14 08:00:00,-13.6,-20.0,58,9,24.1,101.12,Mainly Clear
+2012-02-14 09:00:00,-11.6,-18.0,59,4,24.1,101.12,Mainly Clear
+2012-02-14 10:00:00,-8.8,-14.3,64,4,24.1,101.15,Mainly Clear
+2012-02-14 11:00:00,-5.0,-10.6,65,0,19.3,101.14,Mostly Cloudy
+2012-02-14 12:00:00,-3.2,-8.3,68,4,24.1,101.09,Cloudy
+2012-02-14 13:00:00,-2.1,-6.5,72,4,24.1,101.02,Cloudy
+2012-02-14 14:00:00,0.1,-5.1,68,9,24.1,100.98,Mostly Cloudy
+2012-02-14 15:00:00,1.1,-5.3,62,9,24.1,100.98,Mostly Cloudy
+2012-02-14 16:00:00,2.3,-4.9,59,7,24.1,100.97,Mostly Cloudy
+2012-02-14 17:00:00,1.1,-3.7,70,9,24.1,101.01,Mostly Cloudy
+2012-02-14 18:00:00,1.3,-3.9,68,9,25.0,101.08,Cloudy
+2012-02-14 19:00:00,1.8,-6.1,56,7,25.0,101.13,Cloudy
+2012-02-14 20:00:00,-0.2,-5.1,69,4,25.0,101.16,Mostly Cloudy
+2012-02-14 21:00:00,-0.6,-6.0,67,7,25.0,101.18,Mainly Clear
+2012-02-14 22:00:00,-0.5,-5.7,68,0,25.0,101.21,Cloudy
+2012-02-14 23:00:00,-1.2,-5.6,72,0,25.0,101.22,Cloudy
+2012-02-15 00:00:00,-1.9,-5.6,76,4,25.0,101.26,Cloudy
+2012-02-15 01:00:00,-1.8,-5.2,78,4,25.0,101.31,Cloudy
+2012-02-15 02:00:00,-1.2,-5.2,74,0,25.0,101.33,Cloudy
+2012-02-15 03:00:00,-1.6,-5.4,75,4,25.0,101.36,Cloudy
+2012-02-15 04:00:00,-0.7,-3.5,81,0,25.0,101.39,Snow
+2012-02-15 05:00:00,-1.3,-3.0,88,7,4.8,101.45,Snow
+2012-02-15 06:00:00,-1.0,-2.3,91,0,4.8,101.48,Snow
+2012-02-15 07:00:00,-0.3,-1.6,91,4,6.4,101.51,Snow
+2012-02-15 08:00:00,0.1,-1.5,89,4,4.8,101.57,Snow
+2012-02-15 09:00:00,0.6,-1.2,88,4,3.2,101.61,Snow
+2012-02-15 10:00:00,1.0,-0.7,88,0,6.4,101.62,Snow
+2012-02-15 11:00:00,2.0,-0.2,85,0,8.0,101.65,Snow
+2012-02-15 12:00:00,2.1,-0.3,84,0,9.7,101.67,Snow
+2012-02-15 13:00:00,1.7,-0.3,87,6,9.7,101.67,Snow
+2012-02-15 14:00:00,1.5,0.0,90,7,9.7,101.68,Snow
+2012-02-15 15:00:00,1.9,0.1,88,6,12.9,101.72,Cloudy
+2012-02-15 16:00:00,2.2,0.2,87,6,12.9,101.75,Rain
+2012-02-15 17:00:00,2.1,0.3,88,6,11.3,101.8,Rain
+2012-02-15 18:00:00,1.5,0.2,91,7,9.7,101.85,Rain
+2012-02-15 19:00:00,1.5,0.2,91,7,9.7,101.89,Rain
+2012-02-15 20:00:00,1.5,0.2,91,7,6.4,101.91,Rain
+2012-02-15 21:00:00,1.3,0.1,92,13,8.0,101.95,Snow
+2012-02-15 22:00:00,1.2,0.0,92,7,6.4,101.98,Fog
+2012-02-15 23:00:00,1.4,0.0,90,7,8.0,101.97,Fog
+2012-02-16 00:00:00,0.8,-0.4,92,9,9.7,101.96,Fog
+2012-02-16 01:00:00,1.1,-0.5,89,7,12.9,102.0,Cloudy
+2012-02-16 02:00:00,0.7,-0.8,90,4,12.9,101.97,Cloudy
+2012-02-16 03:00:00,0.7,-0.7,90,6,25.0,101.94,Cloudy
+2012-02-16 04:00:00,0.9,-0.7,89,7,12.9,101.94,Cloudy
+2012-02-16 05:00:00,0.7,-0.9,89,4,12.9,101.92,Cloudy
+2012-02-16 06:00:00,1.3,-0.9,85,6,12.9,101.93,Cloudy
+2012-02-16 07:00:00,1.7,-0.9,83,7,12.9,101.96,Cloudy
+2012-02-16 08:00:00,1.2,-1.2,84,7,16.1,101.95,Cloudy
+2012-02-16 09:00:00,1.8,-1.3,80,0,16.1,101.91,Mostly Cloudy
+2012-02-16 10:00:00,2.7,-1.1,76,11,24.1,101.83,Mainly Clear
+2012-02-16 11:00:00,3.3,-2.1,68,11,24.1,101.76,Mostly Cloudy
+2012-02-16 12:00:00,3.6,-3.1,62,19,24.1,101.65,Mostly Cloudy
+2012-02-16 13:00:00,3.3,-2.7,65,19,24.1,101.53,Mostly Cloudy
+2012-02-16 14:00:00,3.5,-2.7,64,19,24.1,101.39,Mostly Cloudy
+2012-02-16 15:00:00,3.6,-2.8,63,19,24.1,101.29,Mostly Cloudy
+2012-02-16 16:00:00,3.7,-2.5,64,15,24.1,101.22,Cloudy
+2012-02-16 17:00:00,3.6,-2.7,63,15,24.1,101.17,Cloudy
+2012-02-16 18:00:00,3.0,-2.1,69,19,24.1,101.13,Rain
+2012-02-16 19:00:00,2.5,-1.4,75,17,25.0,101.02,Rain
+2012-02-16 20:00:00,1.7,-0.7,84,17,16.1,100.94,Rain
+2012-02-16 21:00:00,1.5,-0.5,87,15,25.0,100.88,Rain
+2012-02-16 22:00:00,1.5,-0.6,86,17,12.9,100.8,Rain
+2012-02-16 23:00:00,1.3,-0.3,89,19,16.1,100.71,Rain
+2012-02-17 00:00:00,1.3,-0.3,89,19,12.9,100.64,Rain
+2012-02-17 01:00:00,1.3,-0.2,90,19,12.9,100.57,Rain
+2012-02-17 02:00:00,1.3,0.1,92,17,9.7,100.5,Rain
+2012-02-17 03:00:00,1.4,0.2,92,19,12.9,100.45,Rain
+2012-02-17 04:00:00,2.3,1.1,92,20,8.0,100.47,Drizzle
+2012-02-17 05:00:00,2.8,1.6,92,24,12.9,100.49,Cloudy
+2012-02-17 06:00:00,3.0,0.9,86,30,16.1,100.54,Cloudy
+2012-02-17 07:00:00,3.0,-0.3,79,24,24.1,100.58,Mostly Cloudy
+2012-02-17 08:00:00,2.8,-1.2,75,32,24.1,100.67,Cloudy
+2012-02-17 09:00:00,2.3,-2.4,71,32,24.1,100.74,Mostly Cloudy
+2012-02-17 10:00:00,2.5,-3.0,67,41,48.3,100.76,Mostly Cloudy
+2012-02-17 11:00:00,2.6,-4.0,62,32,48.3,100.77,Cloudy
+2012-02-17 12:00:00,2.6,-4.1,61,24,24.1,100.71,Cloudy
+2012-02-17 13:00:00,3.0,-4.3,59,22,24.1,100.66,Mostly Cloudy
+2012-02-17 14:00:00,3.5,-5.1,53,28,24.1,100.62,Mostly Cloudy
+2012-02-17 15:00:00,3.0,-4.4,58,30,24.1,100.63,Mostly Cloudy
+2012-02-17 16:00:00,3.1,-4.9,56,26,24.1,100.64,Cloudy
+2012-02-17 17:00:00,2.6,-3.9,62,26,24.1,100.66,Mostly Cloudy
+2012-02-17 18:00:00,2.3,-3.7,64,22,25.0,100.69,Mostly Cloudy
+2012-02-17 19:00:00,2.0,-3.5,67,28,25.0,100.68,Mostly Cloudy
+2012-02-17 20:00:00,1.8,-3.4,68,24,25.0,100.68,Mostly Cloudy
+2012-02-17 21:00:00,1.7,-3.6,68,19,25.0,100.7,Mostly Cloudy
+2012-02-17 22:00:00,1.2,-3.9,69,15,25.0,100.72,Mainly Clear
+2012-02-17 23:00:00,0.9,-4.1,69,26,25.0,100.7,Mainly Clear
+2012-02-18 00:00:00,0.7,-3.9,71,24,25.0,100.71,Mainly Clear
+2012-02-18 01:00:00,0.7,-4.5,68,22,25.0,100.71,Mainly Clear
+2012-02-18 02:00:00,0.3,-4.4,71,22,25.0,100.74,Mainly Clear
+2012-02-18 03:00:00,0.3,-4.7,69,26,25.0,100.72,Mostly Cloudy
+2012-02-18 04:00:00,-0.3,-4.9,71,22,25.0,100.74,Mostly Cloudy
+2012-02-18 05:00:00,-0.6,-5.1,72,19,25.0,100.79,Cloudy
+2012-02-18 06:00:00,-0.2,-5.0,70,20,25.0,100.82,Mostly Cloudy
+2012-02-18 07:00:00,-0.6,-5.2,71,24,25.0,100.84,Mostly Cloudy
+2012-02-18 08:00:00,-0.6,-5.3,70,19,24.1,100.85,Mostly Cloudy
+2012-02-18 09:00:00,-0.6,-5.4,70,24,48.3,100.85,Mainly Clear
+2012-02-18 10:00:00,0.1,-5.3,67,24,48.3,100.83,Cloudy
+2012-02-18 11:00:00,0.5,-5.1,66,17,48.3,100.81,Cloudy
+2012-02-18 12:00:00,1.1,-5.7,60,15,48.3,100.75,Mostly Cloudy
+2012-02-18 13:00:00,1.8,-6.1,56,20,48.3,100.7,Mostly Cloudy
+2012-02-18 14:00:00,1.2,-5.4,61,15,48.3,100.7,Mostly Cloudy
+2012-02-18 15:00:00,1.5,-5.8,58,19,48.3,100.71,Mostly Cloudy
+2012-02-18 16:00:00,1.5,-6.3,56,19,48.3,100.73,Mostly Cloudy
+2012-02-18 17:00:00,1.0,-6.2,59,13,48.3,100.78,Mostly Cloudy
+2012-02-18 18:00:00,0.8,-6.9,56,15,25.0,100.88,Mostly Cloudy
+2012-02-18 19:00:00,-0.6,-7.8,58,11,25.0,100.99,Mainly Clear
+2012-02-18 20:00:00,-1.7,-7.8,63,11,25.0,101.09,Clear
+2012-02-18 21:00:00,-2.4,-8.1,65,9,25.0,101.16,Clear
+2012-02-18 22:00:00,-3.5,-8.3,69,9,25.0,101.21,Clear
+2012-02-18 23:00:00,-3.9,-8.7,69,9,25.0,101.29,Clear
+2012-02-19 00:00:00,-3.9,-8.8,69,13,25.0,101.37,Clear
+2012-02-19 01:00:00,-4.5,-9.8,66,19,25.0,101.46,Mainly Clear
+2012-02-19 02:00:00,-5.2,-10.2,68,9,25.0,101.49,Mainly Clear
+2012-02-19 03:00:00,-6.0,-10.3,72,0,25.0,101.43,Clear
+2012-02-19 04:00:00,-5.8,-10.5,69,7,25.0,101.44,Mainly Clear
+2012-02-19 05:00:00,-5.9,-9.7,74,9,25.0,101.48,Mainly Clear
+2012-02-19 06:00:00,-6.7,-10.3,76,6,25.0,101.5,Clear
+2012-02-19 07:00:00,-6.3,-10.5,72,7,25.0,101.53,Mainly Clear
+2012-02-19 08:00:00,-5.8,-9.9,73,7,24.1,101.57,Mostly Cloudy
+2012-02-19 09:00:00,-5.2,-9.7,71,9,24.1,101.59,Mostly Cloudy
+2012-02-19 10:00:00,-4.7,-9.7,68,15,48.3,101.59,Cloudy
+2012-02-19 11:00:00,-4.0,-9.1,68,17,48.3,101.59,Mostly Cloudy
+2012-02-19 12:00:00,-3.2,-9.0,64,17,48.3,101.56,Mainly Clear
+2012-02-19 13:00:00,-2.7,-8.6,64,19,48.3,101.51,Mainly Clear
+2012-02-19 14:00:00,-2.3,-9.5,58,15,48.3,101.45,Clear
+2012-02-19 15:00:00,-1.6,-9.3,56,17,48.3,101.43,Clear
+2012-02-19 16:00:00,-1.6,-9.7,54,20,48.3,101.37,Clear
+2012-02-19 17:00:00,-2.1,-9.8,56,15,48.3,101.36,Clear
+2012-02-19 18:00:00,-2.9,-9.8,59,13,48.3,101.39,Clear
+2012-02-19 19:00:00,-3.2,-10.0,59,15,25.0,101.43,Clear
+2012-02-19 20:00:00,-3.8,-10.1,62,13,25.0,101.47,Clear
+2012-02-19 21:00:00,-4.8,-10.0,67,11,25.0,101.51,Clear
+2012-02-19 22:00:00,-5.4,-10.2,69,9,25.0,101.52,Clear
+2012-02-19 23:00:00,-6.3,-11.8,65,7,25.0,101.52,Clear
+2012-02-20 00:00:00,-6.7,-12.4,64,4,25.0,101.55,Clear
+2012-02-20 01:00:00,-7.6,-12.6,67,0,25.0,101.63,Clear
+2012-02-20 02:00:00,-8.8,-12.3,76,4,25.0,101.66,Clear
+2012-02-20 03:00:00,-8.8,-12.7,73,7,25.0,101.68,Clear
+2012-02-20 04:00:00,-9.8,-13.0,77,6,25.0,101.69,Clear
+2012-02-20 05:00:00,-10.2,-13.7,75,6,25.0,101.77,Clear
+2012-02-20 06:00:00,-10.7,-14.3,75,4,25.0,101.81,Clear
+2012-02-20 07:00:00,-11.0,-14.4,76,4,24.1,101.87,Clear
+2012-02-20 08:00:00,-9.9,-14.4,70,4,48.3,101.98,Mainly Clear
+2012-02-20 09:00:00,-8.7,-14.1,65,6,48.3,102.04,Mostly Cloudy
+2012-02-20 10:00:00,-8.0,-13.7,64,9,48.3,102.07,Mostly Cloudy
+2012-02-20 11:00:00,-7.1,-13.3,61,9,48.3,102.09,Mostly Cloudy
+2012-02-20 12:00:00,-6.0,-12.1,62,11,48.3,102.1,Mostly Cloudy
+2012-02-20 13:00:00,-4.7,-11.7,58,20,48.3,102.08,Mostly Cloudy
+2012-02-20 14:00:00,-3.1,-10.5,57,17,48.3,102.07,Mainly Clear
+2012-02-20 15:00:00,-2.0,-9.7,56,19,48.3,102.07,Mostly Cloudy
+2012-02-20 16:00:00,-1.8,-8.5,60,20,48.3,102.06,Mainly Clear
+2012-02-20 17:00:00,-1.9,-8.9,59,17,48.3,102.08,Clear
+2012-02-20 18:00:00,-3.2,-8.8,65,9,48.3,102.1,Clear
+2012-02-20 19:00:00,-3.6,-8.7,68,7,25.0,102.13,Clear
+2012-02-20 20:00:00,-4.0,-9.0,68,6,25.0,102.16,Mainly Clear
+2012-02-20 21:00:00,-3.5,-8.9,66,6,25.0,102.18,Clear
+2012-02-20 22:00:00,-3.3,-8.8,66,0,25.0,102.2,Clear
+2012-02-20 23:00:00,-5.8,-9.3,76,4,25.0,102.2,Clear
+2012-02-21 00:00:00,-4.0,-8.1,73,9,25.0,102.21,Clear
+2012-02-21 01:00:00,-4.3,-8.4,73,6,25.0,102.18,Clear
+2012-02-21 02:00:00,-4.1,-8.1,74,7,25.0,102.21,Clear
+2012-02-21 03:00:00,-5.3,-8.9,76,4,25.0,102.19,Clear
+2012-02-21 04:00:00,-5.2,-8.2,79,4,25.0,102.12,Clear
+2012-02-21 05:00:00,-6.1,-8.6,82,7,25.0,102.05,Mainly Clear
+2012-02-21 06:00:00,-6.1,-8.9,81,6,25.0,102.03,Mainly Clear
+2012-02-21 07:00:00,-6.2,-9.1,80,7,48.3,102.03,Mainly Clear
+2012-02-21 08:00:00,-5.0,-8.2,78,7,48.3,101.98,Mostly Cloudy
+2012-02-21 09:00:00,-3.1,-7.2,73,9,48.3,101.87,Mostly Cloudy
+2012-02-21 10:00:00,-1.4,-7.0,66,11,48.3,101.72,Mostly Cloudy
+2012-02-21 11:00:00,-0.1,-6.2,63,15,48.3,101.55,Cloudy
+2012-02-21 12:00:00,0.0,-6.8,60,19,48.3,101.38,Cloudy
+2012-02-21 13:00:00,1.0,-6.2,59,24,48.3,101.19,Cloudy
+2012-02-21 14:00:00,1.9,-6.2,55,22,48.3,100.95,Mostly Cloudy
+2012-02-21 15:00:00,2.2,-5.8,55,19,48.3,100.82,Cloudy
+2012-02-21 16:00:00,2.0,-5.9,56,17,48.3,100.66,Cloudy
+2012-02-21 17:00:00,2.2,-6.4,53,9,48.3,100.59,Cloudy
+2012-02-21 18:00:00,1.9,-6.1,55,9,25.0,100.54,Cloudy
+2012-02-21 19:00:00,2.1,-6.5,53,0,25.0,100.5,Cloudy
+2012-02-21 20:00:00,-0.2,-4.9,71,4,25.0,100.43,Cloudy
+2012-02-21 21:00:00,-0.5,-4.9,72,6,25.0,100.4,Cloudy
+2012-02-21 22:00:00,-0.6,-4.5,75,6,25.0,100.35,Snow
+2012-02-21 23:00:00,0.5,-4.4,70,0,25.0,100.2,Cloudy
+2012-02-22 00:00:00,0.5,-2.1,83,19,9.7,100.1,Snow
+2012-02-22 01:00:00,0.8,-2.2,80,15,12.9,99.97,Snow
+2012-02-22 02:00:00,1.4,-2.5,75,19,12.9,99.87,Snow
+2012-02-22 03:00:00,1.3,-1.5,82,20,9.7,99.77,"Rain,Snow"
+2012-02-22 04:00:00,1.2,-1.0,85,15,12.9,99.68,Rain
+2012-02-22 05:00:00,1.4,-0.6,87,15,9.7,99.64,Rain
+2012-02-22 06:00:00,1.5,-0.3,88,13,12.9,99.59,Rain
+2012-02-22 07:00:00,1.6,0.1,90,15,6.4,99.57,"Rain,Fog"
+2012-02-22 08:00:00,2.6,0.9,89,17,19.3,99.57,Rain
+2012-02-22 09:00:00,2.9,0.7,85,26,24.1,99.57,Cloudy
+2012-02-22 10:00:00,4.0,1.2,82,28,24.1,99.54,Mostly Cloudy
+2012-02-22 11:00:00,4.6,0.4,74,26,24.1,99.56,Mostly Cloudy
+2012-02-22 12:00:00,5.2,-0.6,66,28,24.1,99.52,Mostly Cloudy
+2012-02-22 13:00:00,5.8,-1.1,61,22,24.1,99.4,Mostly Cloudy
+2012-02-22 14:00:00,6.1,-1.4,59,17,24.1,99.32,Mostly Cloudy
+2012-02-22 15:00:00,5.4,-1.4,62,28,24.1,99.3,Rain Showers
+2012-02-22 16:00:00,2.9,0.3,83,19,24.1,99.31,Mainly Clear
+2012-02-22 17:00:00,2.6,0.1,84,19,24.1,99.29,Mostly Cloudy
+2012-02-22 18:00:00,2.4,-0.2,83,9,24.1,99.33,Mostly Cloudy
+2012-02-22 19:00:00,1.9,-0.2,86,6,25.0,99.34,Mainly Clear
+2012-02-22 20:00:00,1.6,-0.8,84,13,25.0,99.32,Mostly Cloudy
+2012-02-22 21:00:00,2.3,-0.9,79,15,25.0,99.33,Mostly Cloudy
+2012-02-22 22:00:00,2.7,-0.8,78,15,25.0,99.26,Cloudy
+2012-02-22 23:00:00,2.6,-1.0,77,13,25.0,99.27,Cloudy
+2012-02-23 00:00:00,2.3,-0.9,79,20,25.0,99.23,Rain Showers
+2012-02-23 01:00:00,1.7,-1.1,82,11,25.0,99.18,Cloudy
+2012-02-23 02:00:00,1.1,-1.1,85,7,25.0,99.17,Snow
+2012-02-23 03:00:00,0.6,-1.0,89,6,6.4,99.14,Snow
+2012-02-23 04:00:00,0.5,-1.0,90,4,6.4,99.13,Fog
+2012-02-23 05:00:00,0.4,-1.1,90,4,6.4,99.11,Fog
+2012-02-23 06:00:00,0.5,-1.1,89,9,8.0,99.16,Fog
+2012-02-23 07:00:00,0.6,-1.0,89,7,8.0,99.2,Fog
+2012-02-23 08:00:00,0.4,-1.6,86,7,19.3,99.26,Mainly Clear
+2012-02-23 09:00:00,1.1,-1.8,81,17,24.1,99.32,Mostly Cloudy
+2012-02-23 10:00:00,1.6,-1.9,78,19,24.1,99.38,Mainly Clear
+2012-02-23 11:00:00,2.3,-1.9,74,22,24.1,99.42,Mostly Cloudy
+2012-02-23 12:00:00,2.1,-2.3,73,20,24.1,99.47,Cloudy
+2012-02-23 13:00:00,2.1,-2.1,74,20,16.1,99.49,Snow Showers
+2012-02-23 14:00:00,1.4,-1.5,81,13,19.3,99.53,Snow
+2012-02-23 15:00:00,1.9,-1.8,76,22,24.1,99.6,Mostly Cloudy
+2012-02-23 16:00:00,2.7,-2.3,70,22,24.1,99.7,Mostly Cloudy
+2012-02-23 17:00:00,2.3,-3.7,64,24,24.1,99.82,Mostly Cloudy
+2012-02-23 18:00:00,1.6,-3.8,67,15,24.1,99.9,Mainly Clear
+2012-02-23 19:00:00,1.6,-4.8,62,19,25.0,100.05,Clear
+2012-02-23 20:00:00,1.1,-5.0,64,15,25.0,100.12,Clear
+2012-02-23 21:00:00,0.5,-5.2,66,13,25.0,100.23,Clear
+2012-02-23 22:00:00,-0.2,-5.4,68,9,25.0,100.28,Clear
+2012-02-23 23:00:00,-1.0,-5.2,73,7,25.0,100.31,Clear
+2012-02-24 00:00:00,-0.9,-5.1,73,6,25.0,100.34,Clear
+2012-02-24 01:00:00,-1.7,-5.1,78,4,25.0,100.29,Clear
+2012-02-24 02:00:00,-1.8,-5.4,76,0,25.0,100.2,Clear
+2012-02-24 03:00:00,-3.8,-6.1,84,0,25.0,100.29,Mainly Clear
+2012-02-24 04:00:00,-2.8,-5.0,85,0,25.0,100.31,Cloudy
+2012-02-24 05:00:00,-3.1,-5.1,86,0,25.0,100.29,Cloudy
+2012-02-24 06:00:00,-3.0,-5.1,85,6,25.0,100.26,Cloudy
+2012-02-24 07:00:00,-1.3,-3.8,83,11,24.1,100.21,Cloudy
+2012-02-24 08:00:00,-0.7,-3.6,81,9,24.1,100.21,Cloudy
+2012-02-24 09:00:00,0.3,-3.3,77,7,19.3,100.27,Cloudy
+2012-02-24 10:00:00,0.7,-3.0,76,9,19.3,100.25,Cloudy
+2012-02-24 11:00:00,0.9,-3.2,74,15,19.3,100.13,Cloudy
+2012-02-24 12:00:00,1.1,-3.3,72,20,19.3,99.91,Cloudy
+2012-02-24 13:00:00,1.0,-3.5,72,20,19.3,99.75,Cloudy
+2012-02-24 14:00:00,1.1,-3.3,72,20,16.1,99.64,Snow
+2012-02-24 15:00:00,1.0,-2.6,77,19,6.4,99.53,"Snow,Fog"
+2012-02-24 16:00:00,-0.1,-1.6,90,22,1.2,99.38,"Snow,Fog"
+2012-02-24 17:00:00,-0.1,-1.5,90,26,1.0,99.16,Snow
+2012-02-24 18:00:00,0.0,-1.4,90,24,1.0,99.07,Snow
+2012-02-24 19:00:00,0.0,-1.3,91,22,1.2,98.88,Snow
+2012-02-24 20:00:00,0.0,-1.2,92,15,2.0,98.81,Snow
+2012-02-24 21:00:00,0.3,-1.1,90,17,2.4,98.69,Snow
+2012-02-24 22:00:00,0.6,-0.8,90,19,16.1,98.55,Rain
+2012-02-24 23:00:00,0.8,-0.5,91,17,19.3,98.39,Cloudy
+2012-02-25 00:00:00,1.0,-0.6,89,11,12.9,98.29,Rain
+2012-02-25 01:00:00,0.8,-0.7,90,15,8.0,98.18,"Rain,Snow"
+2012-02-25 02:00:00,0.4,-0.9,91,11,6.4,98.06,Snow
+2012-02-25 03:00:00,0.7,-0.8,90,19,4.0,98.0,Snow
+2012-02-25 04:00:00,0.4,-1.0,90,19,3.2,97.97,Snow
+2012-02-25 05:00:00,0.6,-1.1,88,22,12.9,97.99,Snow
+2012-02-25 06:00:00,0.0,-1.6,89,33,2.8,98.03,Snow
+2012-02-25 07:00:00,-1.4,-2.9,89,33,1.2,98.11,"Snow,Blowing Snow"
+2012-02-25 08:00:00,-1.8,-3.2,90,32,1.2,98.2,"Snow,Blowing Snow"
+2012-02-25 09:00:00,-1.4,-2.9,89,33,1.2,98.33,"Snow,Blowing Snow"
+2012-02-25 10:00:00,-1.7,-3.3,89,32,1.6,98.45,Snow
+2012-02-25 11:00:00,-2.1,-3.5,90,33,2.0,98.6,Snow
+2012-02-25 12:00:00,-2.5,-4.2,88,33,3.2,98.75,Snow
+2012-02-25 13:00:00,-2.7,-5.0,84,32,2.0,98.89,Snow
+2012-02-25 14:00:00,-3.2,-6.3,79,35,3.2,99.05,Snow
+2012-02-25 15:00:00,-3.3,-7.5,73,33,19.3,99.22,Snow
+2012-02-25 16:00:00,-3.6,-7.4,75,24,9.7,99.39,Snow
+2012-02-25 17:00:00,-3.2,-8.4,67,24,25.0,99.59,Cloudy
+2012-02-25 18:00:00,-3.6,-9.0,66,30,25.0,99.8,Cloudy
+2012-02-25 19:00:00,-4.7,-10.5,64,35,25.0,100.04,Cloudy
+2012-02-25 20:00:00,-5.3,-11.2,63,26,25.0,100.24,Cloudy
+2012-02-25 21:00:00,-5.6,-11.1,65,32,25.0,100.42,Mostly Cloudy
+2012-02-25 22:00:00,-6.6,-12.8,61,28,25.0,100.62,Cloudy
+2012-02-25 23:00:00,-7.6,-13.8,61,26,25.0,100.76,Cloudy
+2012-02-26 00:00:00,-8.3,-14.3,62,19,25.0,100.89,Mostly Cloudy
+2012-02-26 01:00:00,-9.0,-14.5,64,20,25.0,101.09,Mainly Clear
+2012-02-26 02:00:00,-9.2,-14.6,65,22,25.0,101.26,Clear
+2012-02-26 03:00:00,-9.9,-15.1,66,28,25.0,101.42,Mainly Clear
+2012-02-26 04:00:00,-10.8,-15.3,69,30,25.0,101.6,Mostly Cloudy
+2012-02-26 05:00:00,-11.6,-15.9,70,20,25.0,101.77,Clear
+2012-02-26 06:00:00,-11.3,-16.8,64,22,25.0,101.92,Clear
+2012-02-26 07:00:00,-12.1,-17.8,62,22,48.3,102.07,Clear
+2012-02-26 08:00:00,-12.1,-18.0,61,26,48.3,102.23,Mainly Clear
+2012-02-26 09:00:00,-11.6,-18.6,56,32,48.3,102.32,Mainly Clear
+2012-02-26 10:00:00,-11.2,-20.3,47,22,48.3,102.35,Clear
+2012-02-26 11:00:00,-10.1,-20.1,44,26,48.3,102.39,Clear
+2012-02-26 12:00:00,-9.3,-18.6,47,28,48.3,102.42,Clear
+2012-02-26 13:00:00,-8.3,-17.4,48,26,48.3,102.41,Mainly Clear
+2012-02-26 14:00:00,-7.6,-17.2,46,28,48.3,102.42,Mainly Clear
+2012-02-26 15:00:00,-7.1,-16.3,48,26,48.3,102.49,Mainly Clear
+2012-02-26 16:00:00,-6.8,-16.4,46,24,48.3,102.52,Mainly Clear
+2012-02-26 17:00:00,-7.6,-17.1,46,24,48.3,102.55,Mostly Cloudy
+2012-02-26 18:00:00,-7.9,-16.7,49,19,25.0,102.6,Cloudy
+2012-02-26 19:00:00,-7.8,-16.8,48,13,25.0,102.63,Cloudy
+2012-02-26 20:00:00,-7.9,-16.4,50,11,25.0,102.64,Cloudy
+2012-02-26 21:00:00,-8.5,-16.6,52,9,25.0,102.72,Cloudy
+2012-02-26 22:00:00,-8.6,-16.5,53,0,25.0,102.68,Mostly Cloudy
+2012-02-26 23:00:00,-9.5,-16.2,58,0,25.0,102.64,Cloudy
+2012-02-27 00:00:00,-8.2,-16.2,52,7,25.0,102.63,Cloudy
+2012-02-27 01:00:00,-8.6,-15.5,57,4,25.0,102.61,Cloudy
+2012-02-27 02:00:00,-8.5,-14.2,63,13,25.0,102.6,Cloudy
+2012-02-27 03:00:00,-8.3,-13.7,65,9,25.0,102.59,Cloudy
+2012-02-27 04:00:00,-8.2,-14.4,61,9,25.0,102.58,Cloudy
+2012-02-27 05:00:00,-8.4,-15.1,58,13,25.0,102.54,Mostly Cloudy
+2012-02-27 06:00:00,-9.0,-15.2,61,17,25.0,102.42,Mostly Cloudy
+2012-02-27 07:00:00,-9.4,-14.6,66,20,48.3,102.31,Cloudy
+2012-02-27 08:00:00,-9.8,-14.8,67,19,48.3,102.25,Cloudy
+2012-02-27 09:00:00,-9.4,-14.9,64,22,48.3,102.1,Cloudy
+2012-02-27 10:00:00,-8.7,-14.6,62,22,24.1,101.94,Cloudy
+2012-02-27 11:00:00,-8.7,-14.2,64,28,48.3,101.74,Mostly Cloudy
+2012-02-27 12:00:00,-6.3,-12.8,60,15,48.3,101.59,Mostly Cloudy
+2012-02-27 13:00:00,-4.9,-11.6,59,19,48.3,101.41,Cloudy
+2012-02-27 14:00:00,-5.5,-11.5,63,22,24.1,101.34,Cloudy
+2012-02-27 15:00:00,-5.1,-9.4,72,20,1.6,101.19,Snow
+2012-02-27 16:00:00,-4.9,-7.9,79,19,19.3,101.13,Snow
+2012-02-27 17:00:00,-5.2,-7.9,81,20,24.1,101.01,Cloudy
+2012-02-27 18:00:00,-6.3,-8.9,82,24,25.0,101.1,Cloudy
+2012-02-27 19:00:00,-7.1,-9.6,82,22,2.0,101.14,Snow
+2012-02-27 20:00:00,-7.2,-9.6,83,9,25.0,101.25,Snow
+2012-02-27 21:00:00,-7.3,-9.7,83,4,25.0,101.29,Snow
+2012-02-27 22:00:00,-7.1,-9.6,82,0,8.0,101.33,Snow
+2012-02-27 23:00:00,-6.8,-9.1,84,4,6.4,101.38,Snow
+2012-02-28 00:00:00,-6.7,-9.0,84,0,6.4,101.4,Snow
+2012-02-28 01:00:00,-6.5,-8.7,84,0,8.0,101.48,Snow
+2012-02-28 02:00:00,-6.6,-8.9,84,0,9.7,101.55,Snow
+2012-02-28 03:00:00,-5.9,-8.3,83,9,12.9,101.66,Cloudy
+2012-02-28 04:00:00,-5.5,-8.3,81,15,16.1,101.82,Cloudy
+2012-02-28 05:00:00,-5.4,-9.7,72,20,12.9,101.98,Snow
+2012-02-28 06:00:00,-6.9,-10.3,77,22,8.0,102.19,Snow
+2012-02-28 07:00:00,-8.1,-13.4,66,19,24.1,102.35,Mainly Clear
+2012-02-28 08:00:00,-8.4,-13.7,66,19,24.1,102.5,Mainly Clear
+2012-02-28 09:00:00,-8.3,-13.8,64,20,48.3,102.63,Clear
+2012-02-28 10:00:00,-7.5,-13.6,62,13,24.1,102.65,Clear
+2012-02-28 11:00:00,-6.5,-13.1,59,9,48.3,102.69,Clear
+2012-02-28 12:00:00,-5.8,-13.3,55,11,48.3,102.65,Mainly Clear
+2012-02-28 13:00:00,-5.5,-12.3,59,17,48.3,102.62,Mainly Clear
+2012-02-28 14:00:00,-4.8,-12.1,57,15,48.3,102.58,Mostly Cloudy
+2012-02-28 15:00:00,-4.2,-11.8,55,19,48.3,102.58,Mostly Cloudy
+2012-02-28 16:00:00,-4.3,-12.4,53,17,48.3,102.54,Mostly Cloudy
+2012-02-28 17:00:00,-4.4,-12.6,53,15,48.3,102.53,Mainly Clear
+2012-02-28 18:00:00,-5.3,-12.5,57,17,24.1,102.56,Clear
+2012-02-28 19:00:00,-5.9,-12.9,58,7,25.0,102.58,Clear
+2012-02-28 20:00:00,-6.8,-13.4,59,11,25.0,102.56,Clear
+2012-02-28 21:00:00,-8.7,-14.6,62,11,25.0,102.53,Clear
+2012-02-28 22:00:00,-8.3,-14.0,63,0,25.0,102.52,Clear
+2012-02-28 23:00:00,-10.0,-15.3,65,9,25.0,102.52,Clear
+2012-02-29 00:00:00,-8.2,-13.8,64,9,25.0,102.51,Clear
+2012-02-29 01:00:00,-9.5,-14.8,65,4,25.0,102.47,Clear
+2012-02-29 02:00:00,-9.7,-13.9,71,4,25.0,102.46,Mainly Clear
+2012-02-29 03:00:00,-11.5,-14.7,77,0,25.0,102.45,Clear
+2012-02-29 04:00:00,-10.3,-14.2,73,7,25.0,102.41,Mainly Clear
+2012-02-29 05:00:00,-13.1,-16.0,79,0,25.0,102.4,Clear
+2012-02-29 06:00:00,-12.2,-15.2,78,0,25.0,102.41,Clear
+2012-02-29 07:00:00,-11.7,-14.6,79,9,24.1,102.4,Mainly Clear
+2012-02-29 08:00:00,-10.6,-13.7,78,11,24.1,102.44,Cloudy
+2012-02-29 09:00:00,-8.5,-12.3,74,11,24.1,102.36,Mostly Cloudy
+2012-02-29 10:00:00,-6.6,-11.6,68,17,24.1,102.3,Mostly Cloudy
+2012-02-29 11:00:00,-4.7,-12.5,54,15,24.1,102.24,Mostly Cloudy
+2012-02-29 12:00:00,-3.9,-12.2,52,17,24.1,102.08,Mostly Cloudy
+2012-02-29 13:00:00,-2.9,-10.8,54,11,24.1,101.99,Mostly Cloudy
+2012-02-29 14:00:00,-2.9,-11.7,51,13,24.1,101.89,Mostly Cloudy
+2012-02-29 15:00:00,-3.1,-11.5,52,20,24.1,101.81,Cloudy
+2012-02-29 16:00:00,-3.6,-11.2,56,26,24.1,101.72,Cloudy
+2012-02-29 17:00:00,-4.1,-12.0,54,28,24.1,101.6,Cloudy
+2012-02-29 18:00:00,-4.7,-12.8,53,28,24.1,101.54,Cloudy
+2012-02-29 19:00:00,-4.6,-13.2,51,30,25.0,101.46,Mostly Cloudy
+2012-02-29 20:00:00,-4.5,-13.0,51,30,25.0,101.42,Cloudy
+2012-02-29 21:00:00,-4.6,-12.7,53,26,25.0,101.23,Cloudy
+2012-02-29 22:00:00,-4.5,-12.3,54,30,25.0,101.14,Snow
+2012-02-29 23:00:00,-5.1,-11.2,62,30,8.0,101.01,Snow
+2012-03-01 00:00:00,-5.5,-9.7,72,24,4.0,100.97,Snow
+2012-03-01 01:00:00,-5.7,-8.7,79,26,2.4,100.87,Snow
+2012-03-01 02:00:00,-5.4,-8.3,80,28,4.8,100.8,Snow
+2012-03-01 03:00:00,-4.7,-7.7,79,28,4.0,100.69,Snow
+2012-03-01 04:00:00,-5.4,-7.8,83,35,1.6,100.62,Snow
+2012-03-01 05:00:00,-5.3,-7.9,82,33,2.4,100.58,Snow
+2012-03-01 06:00:00,-5.2,-7.8,82,33,4.0,100.57,Snow
+2012-03-01 07:00:00,-4.9,-7.4,83,30,1.6,100.59,Snow
+2012-03-01 08:00:00,-5.0,-7.5,83,32,1.2,100.59,Snow
+2012-03-01 09:00:00,-4.9,-7.5,82,32,1.6,100.6,Snow
+2012-03-01 10:00:00,-4.7,-7.3,82,32,1.2,100.62,Snow
+2012-03-01 11:00:00,-4.4,-6.8,83,28,1.0,100.66,Snow
+2012-03-01 12:00:00,-4.3,-6.8,83,30,1.2,100.66,Snow
+2012-03-01 13:00:00,-4.3,-6.9,82,28,1.2,100.65,Snow
+2012-03-01 14:00:00,-3.9,-6.6,81,28,1.2,100.67,Snow
+2012-03-01 15:00:00,-3.3,-6.2,80,24,1.6,100.71,Snow
+2012-03-01 16:00:00,-2.7,-5.7,80,19,2.4,100.74,Snow
+2012-03-01 17:00:00,-2.9,-5.9,80,20,4.0,100.8,Snow
+2012-03-01 18:00:00,-3.0,-6.0,80,19,4.0,100.87,Snow
+2012-03-01 19:00:00,-3.6,-6.4,81,17,3.2,100.93,Snow
+2012-03-01 20:00:00,-3.7,-6.4,81,20,4.8,100.95,Snow
+2012-03-01 21:00:00,-3.9,-6.7,81,22,6.4,100.98,Snow
+2012-03-01 22:00:00,-4.3,-6.9,82,22,2.4,101.0,Snow
+2012-03-01 23:00:00,-4.3,-7.1,81,22,4.8,101.04,Snow
+2012-03-02 00:00:00,-4.8,-7.3,83,22,3.2,101.04,Snow
+2012-03-02 01:00:00,-5.3,-7.9,82,20,4.8,101.09,Snow
+2012-03-02 02:00:00,-5.2,-7.8,82,19,6.4,101.11,Snow
+2012-03-02 03:00:00,-5.5,-7.9,83,19,4.8,101.15,Snow
+2012-03-02 04:00:00,-5.6,-8.2,82,24,6.4,101.15,Snow
+2012-03-02 05:00:00,-5.5,-8.3,81,19,12.9,101.15,Snow
+2012-03-02 06:00:00,-5.6,-8.6,79,19,16.1,101.14,Snow
+2012-03-02 07:00:00,-5.7,-8.7,79,22,24.1,101.17,Cloudy
+2012-03-02 08:00:00,-5.7,-8.8,79,17,24.1,101.2,Snow
+2012-03-02 09:00:00,-6.1,-8.4,84,13,2.0,101.19,Snow
+2012-03-02 10:00:00,-5.9,-8.3,83,15,4.0,101.22,Snow
+2012-03-02 11:00:00,-5.5,-7.5,86,15,2.8,101.21,Snow
+2012-03-02 12:00:00,-5.2,-7.1,86,13,2.4,101.18,"Freezing Drizzle,Snow"
+2012-03-02 13:00:00,-4.6,-6.5,87,13,4.8,101.09,Snow
+2012-03-02 14:00:00,-4.1,-6.1,86,15,8.0,101.03,Fog
+2012-03-02 15:00:00,-3.3,-5.7,83,15,11.3,100.98,Cloudy
+2012-03-02 16:00:00,-2.9,-5.3,83,15,11.3,100.93,Cloudy
+2012-03-02 17:00:00,-2.7,-5.1,84,15,12.9,100.89,Cloudy
+2012-03-02 18:00:00,-2.4,-4.8,84,20,12.9,100.81,Cloudy
+2012-03-02 19:00:00,-1.8,-4.2,84,17,16.1,100.75,Cloudy
+2012-03-02 20:00:00,-2.3,-4.7,84,15,16.1,100.74,Cloudy
+2012-03-02 21:00:00,-1.4,-4.0,82,15,19.3,100.62,Cloudy
+2012-03-02 22:00:00,0.2,-4.2,72,13,25.0,100.49,Cloudy
+2012-03-02 23:00:00,0.5,-3.6,74,17,25.0,100.29,Cloudy
+2012-03-03 00:00:00,1.0,-3.2,73,22,25.0,100.12,Cloudy
+2012-03-03 01:00:00,1.2,-2.8,75,19,25.0,99.96,Snow
+2012-03-03 02:00:00,-0.6,-2.9,84,19,2.4,99.75,Snow
+2012-03-03 03:00:00,-0.3,-2.4,86,22,2.8,99.55,Snow
+2012-03-03 04:00:00,0.3,-1.7,86,24,11.3,99.4,"Snow,Ice Pellets"
+2012-03-03 05:00:00,0.8,-1.5,85,41,19.3,99.18,Cloudy
+2012-03-03 06:00:00,1.5,-1.6,80,43,25.0,99.02,Mainly Clear
+2012-03-03 07:00:00,2.0,-1.6,77,41,24.1,98.89,Mostly Cloudy
+2012-03-03 08:00:00,2.7,-1.5,74,32,24.1,98.79,Mostly Cloudy
+2012-03-03 09:00:00,3.0,-1.0,75,37,24.1,98.7,Cloudy
+2012-03-03 10:00:00,3.7,0.4,79,15,24.1,98.86,Cloudy
+2012-03-03 11:00:00,4.0,-0.7,71,32,24.1,98.82,Rain Showers
+2012-03-03 12:00:00,5.2,-3.0,55,37,48.3,98.82,Mostly Cloudy
+2012-03-03 13:00:00,5.8,-4.0,49,50,48.3,98.73,Mostly Cloudy
+2012-03-03 14:00:00,6.5,-5.5,42,48,48.3,98.68,Mostly Cloudy
+2012-03-03 15:00:00,5.3,-5.6,45,57,24.1,98.67,Mostly Cloudy
+2012-03-03 16:00:00,5.0,-5.0,48,63,48.3,98.67,Mainly Clear
+2012-03-03 17:00:00,4.3,-4.9,51,57,48.3,98.71,Mainly Clear
+2012-03-03 18:00:00,3.7,-4.3,56,48,25.0,98.82,Mostly Cloudy
+2012-03-03 19:00:00,3.4,-4.0,58,44,25.0,98.92,Mainly Clear
+2012-03-03 20:00:00,3.2,-3.9,60,50,25.0,98.96,Mainly Clear
+2012-03-03 21:00:00,2.9,-3.6,62,46,25.0,98.98,Snow
+2012-03-03 22:00:00,2.8,-3.4,64,57,25.0,99.07,Snow
+2012-03-03 23:00:00,2.3,-3.1,67,33,25.0,99.18,Snow
+2012-03-04 00:00:00,0.5,-4.8,68,32,25.0,99.34,Mostly Cloudy
+2012-03-04 01:00:00,-0.8,-6.0,68,24,25.0,99.46,Mostly Cloudy
+2012-03-04 02:00:00,-1.8,-7.8,64,26,25.0,99.56,Mostly Cloudy
+2012-03-04 03:00:00,-2.1,-8.2,63,19,25.0,99.63,Mostly Cloudy
+2012-03-04 04:00:00,-2.9,-9.0,63,20,25.0,99.7,Mostly Cloudy
+2012-03-04 05:00:00,-4.3,-10.5,62,19,25.0,99.77,Cloudy
+2012-03-04 06:00:00,-4.8,-11.6,59,17,25.0,99.84,Mostly Cloudy
+2012-03-04 07:00:00,-5.7,-12.6,58,22,24.1,99.88,Mostly Cloudy
+2012-03-04 08:00:00,-5.9,-13.8,54,13,24.1,99.97,Mostly Cloudy
+2012-03-04 09:00:00,-6.3,-13.5,57,15,24.1,99.95,Cloudy
+2012-03-04 10:00:00,-6.3,-13.5,57,17,24.1,99.95,Cloudy
+2012-03-04 11:00:00,-6.5,-14.0,55,17,24.1,99.96,Cloudy
+2012-03-04 12:00:00,-5.8,-12.9,57,19,48.3,99.95,Mostly Cloudy
+2012-03-04 13:00:00,-5.5,-12.8,56,19,48.3,99.88,Mainly Clear
+2012-03-04 14:00:00,-5.7,-13.4,55,19,48.3,99.9,Mostly Cloudy
+2012-03-04 15:00:00,-5.6,-13.5,54,22,48.3,99.9,Mostly Cloudy
+2012-03-04 16:00:00,-5.5,-13.3,54,20,48.3,99.93,Mainly Clear
+2012-03-04 17:00:00,-6.9,-14.6,54,22,48.3,99.94,Mainly Clear
+2012-03-04 18:00:00,-7.9,-15.7,53,28,25.0,100.04,Mainly Clear
+2012-03-04 19:00:00,-7.9,-15.5,54,22,25.0,100.09,Mostly Cloudy
+2012-03-04 20:00:00,-8.5,-14.6,61,24,25.0,100.13,Cloudy
+2012-03-04 21:00:00,-9.0,-13.7,69,15,25.0,100.18,Snow Showers
+2012-03-04 22:00:00,-10.1,-15.5,65,17,25.0,100.21,Cloudy
+2012-03-04 23:00:00,-11.1,-16.3,65,24,25.0,100.23,Mostly Cloudy
+2012-03-05 00:00:00,-12.4,-17.4,66,19,25.0,100.26,Mainly Clear
+2012-03-05 01:00:00,-13.6,-18.5,66,24,25.0,100.33,Mainly Clear
+2012-03-05 02:00:00,-14.5,-22.3,52,24,25.0,100.39,Clear
+2012-03-05 03:00:00,-15.0,-21.5,58,22,25.0,100.47,Clear
+2012-03-05 04:00:00,-15.5,-21.9,58,26,25.0,100.55,Clear
+2012-03-05 05:00:00,-15.9,-22.1,59,20,25.0,100.69,Clear
+2012-03-05 06:00:00,-16.2,-22.6,58,26,24.1,100.77,Mostly Cloudy
+2012-03-05 07:00:00,-16.2,-22.3,59,22,24.1,100.88,Mostly Cloudy
+2012-03-05 08:00:00,-15.7,-22.5,56,24,24.1,101.0,Mostly Cloudy
+2012-03-05 09:00:00,-15.1,-22.1,55,24,24.1,101.11,Mostly Cloudy
+2012-03-05 10:00:00,-14.4,-21.5,55,26,24.1,101.21,Mostly Cloudy
+2012-03-05 11:00:00,-13.4,-20.7,54,26,48.3,101.31,Mostly Cloudy
+2012-03-05 12:00:00,-12.2,-19.9,53,6,48.3,101.39,Mostly Cloudy
+2012-03-05 13:00:00,-11.3,-19.5,51,24,48.3,101.46,Mostly Cloudy
+2012-03-05 14:00:00,-10.8,-19.8,47,28,48.3,101.55,Mostly Cloudy
+2012-03-05 15:00:00,-10.0,-18.6,49,30,48.3,101.64,Mostly Cloudy
+2012-03-05 16:00:00,-9.9,-18.9,48,26,48.3,101.73,Mostly Cloudy
+2012-03-05 17:00:00,-9.5,-18.8,47,24,48.3,101.82,Mainly Clear
+2012-03-05 18:00:00,-9.8,-19.0,47,22,25.0,101.9,Mainly Clear
+2012-03-05 19:00:00,-10.1,-19.1,48,20,25.0,102.01,Clear
+2012-03-05 20:00:00,-10.5,-19.2,49,17,25.0,102.11,Mainly Clear
+2012-03-05 21:00:00,-11.0,-19.6,49,17,25.0,102.23,Clear
+2012-03-05 22:00:00,-11.6,-20.2,49,15,25.0,102.29,Clear
+2012-03-05 23:00:00,-12.6,-20.3,53,11,25.0,102.34,Clear
+2012-03-06 00:00:00,-13.4,-20.5,55,11,25.0,102.41,Clear
+2012-03-06 01:00:00,-13.4,-20.3,56,11,25.0,102.5,Clear
+2012-03-06 02:00:00,-13.7,-20.7,55,4,25.0,102.55,Clear
+2012-03-06 03:00:00,-14.8,-21.1,59,9,25.0,102.61,Clear
+2012-03-06 04:00:00,-14.5,-21.1,57,9,25.0,102.7,Clear
+2012-03-06 05:00:00,-14.6,-21.0,58,13,25.0,102.85,Clear
+2012-03-06 06:00:00,-15.3,-21.3,60,11,24.1,102.9,Clear
+2012-03-06 07:00:00,-14.8,-20.7,61,11,48.3,103.0,Clear
+2012-03-06 08:00:00,-13.0,-19.4,59,0,48.3,103.06,Clear
+2012-03-06 09:00:00,-11.3,-19.1,52,6,48.3,103.1,Clear
+2012-03-06 10:00:00,-10.0,-16.8,57,9,48.3,103.12,Mainly Clear
+2012-03-06 11:00:00,-9.0,-17.8,49,15,48.3,103.12,Mainly Clear
+2012-03-06 12:00:00,-7.8,-15.3,55,13,48.3,103.09,Mainly Clear
+2012-03-06 13:00:00,-6.7,-16.0,48,9,48.3,103.01,Mainly Clear
+2012-03-06 14:00:00,-5.8,-15.8,45,9,48.3,102.98,Mainly Clear
+2012-03-06 15:00:00,-5.3,-15.7,44,6,48.3,102.96,Mainly Clear
+2012-03-06 16:00:00,-4.9,-16.2,41,11,48.3,102.94,Mainly Clear
+2012-03-06 17:00:00,-4.8,-15.1,44,6,48.3,102.9,Mainly Clear
+2012-03-06 18:00:00,-6.3,-14.6,52,6,48.3,102.84,Mainly Clear
+2012-03-06 19:00:00,-5.4,-13.4,53,11,25.0,102.81,Mostly Cloudy
+2012-03-06 20:00:00,-5.3,-13.6,52,9,25.0,102.72,Mainly Clear
+2012-03-06 21:00:00,-5.4,-14.4,49,9,25.0,102.69,Mostly Cloudy
+2012-03-06 22:00:00,-5.0,-15.1,45,9,25.0,102.59,Mostly Cloudy
+2012-03-06 23:00:00,-4.5,-15.7,41,6,25.0,102.55,Mostly Cloudy
+2012-03-07 00:00:00,-3.6,-13.3,47,6,25.0,102.44,Mostly Cloudy
+2012-03-07 01:00:00,-3.9,-11.3,56,9,25.0,102.46,Mostly Cloudy
+2012-03-07 02:00:00,-5.7,-11.9,62,17,25.0,102.37,Cloudy
+2012-03-07 03:00:00,-5.3,-11.6,61,13,25.0,102.22,Cloudy
+2012-03-07 04:00:00,-5.2,-11.2,63,15,25.0,102.16,Cloudy
+2012-03-07 05:00:00,-5.3,-11.2,63,17,25.0,102.13,Mostly Cloudy
+2012-03-07 06:00:00,-4.3,-10.3,63,15,24.1,101.98,Cloudy
+2012-03-07 07:00:00,-3.9,-9.2,67,11,48.3,101.92,Cloudy
+2012-03-07 08:00:00,-4.6,-9.5,69,11,48.3,101.91,Mostly Cloudy
+2012-03-07 09:00:00,-2.5,-7.7,67,11,24.1,101.85,Clear
+2012-03-07 10:00:00,-0.1,-6.5,62,6,24.1,101.76,Clear
+2012-03-07 11:00:00,3.0,-4.7,57,6,24.1,101.67,Mainly Clear
+2012-03-07 12:00:00,6.4,-3.6,49,4,24.1,101.58,Mainly Clear
+2012-03-07 13:00:00,8.9,-4.4,39,13,24.1,101.49,Mainly Clear
+2012-03-07 14:00:00,9.3,-4.1,39,13,24.1,101.41,Mainly Clear
+2012-03-07 15:00:00,9.7,-2.7,42,13,24.1,101.36,Mainly Clear
+2012-03-07 16:00:00,11.4,-2.3,38,15,24.1,101.31,Mostly Cloudy
+2012-03-07 17:00:00,9.9,-1.9,44,9,24.1,101.25,Mostly Cloudy
+2012-03-07 18:00:00,5.5,-1.6,60,7,24.1,101.25,Mainly Clear
+2012-03-07 19:00:00,6.0,-1.8,57,11,25.0,101.22,Mostly Cloudy
+2012-03-07 20:00:00,7.6,-2.1,50,20,25.0,101.18,Mostly Cloudy
+2012-03-07 21:00:00,6.8,-2.1,53,22,25.0,101.16,Mostly Cloudy
+2012-03-07 22:00:00,6.0,-1.7,58,17,25.0,101.12,Cloudy
+2012-03-07 23:00:00,4.8,-1.7,63,15,25.0,101.05,Cloudy
+2012-03-08 00:00:00,6.2,-1.5,58,20,25.0,100.98,Cloudy
+2012-03-08 01:00:00,5.5,-1.4,61,11,25.0,100.92,Cloudy
+2012-03-08 02:00:00,7.9,-1.2,53,17,25.0,100.81,Mostly Cloudy
+2012-03-08 03:00:00,10.1,-0.9,46,24,25.0,100.69,Mostly Cloudy
+2012-03-08 04:00:00,10.0,-0.7,47,28,25.0,100.64,Mostly Cloudy
+2012-03-08 05:00:00,5.7,-0.8,63,19,25.0,100.57,Mostly Cloudy
+2012-03-08 06:00:00,7.6,-0.4,57,19,24.1,100.52,Cloudy
+2012-03-08 07:00:00,10.3,0.8,52,26,48.3,100.47,Cloudy
+2012-03-08 08:00:00,6.7,0.2,63,19,48.3,100.39,Cloudy
+2012-03-08 09:00:00,10.2,1.6,55,26,48.3,100.29,Cloudy
+2012-03-08 10:00:00,12.1,2.9,53,30,24.1,100.22,Cloudy
+2012-03-08 11:00:00,12.7,3.8,55,26,24.1,100.13,Cloudy
+2012-03-08 12:00:00,11.7,4.0,59,20,24.1,100.08,Rain
+2012-03-08 13:00:00,11.5,5.2,65,20,24.1,99.99,Cloudy
+2012-03-08 14:00:00,11.7,5.9,68,26,24.1,99.88,Cloudy
+2012-03-08 15:00:00,11.7,6.6,71,37,19.3,99.82,Rain
+2012-03-08 16:00:00,11.6,6.4,70,32,24.1,99.75,Rain
+2012-03-08 17:00:00,11.3,6.9,74,37,19.3,99.66,Rain
+2012-03-08 18:00:00,10.5,7.8,83,46,6.4,99.64,Rain
+2012-03-08 19:00:00,6.1,3.2,82,30,16.1,99.78,Rain
+2012-03-08 20:00:00,5.0,1.6,79,41,25.0,99.9,Rain
+2012-03-08 21:00:00,3.7,1.0,82,41,12.9,100.04,Rain
+2012-03-08 22:00:00,2.0,-0.5,83,46,9.7,100.13,"Rain,Fog"
+2012-03-08 23:00:00,0.8,-1.4,85,35,2.4,100.25,Snow
+2012-03-09 00:00:00,-0.1,-2.0,87,28,2.8,100.33,Snow
+2012-03-09 01:00:00,0.0,-3.7,76,22,25.0,100.41,Mostly Cloudy
+2012-03-09 02:00:00,-1.2,-6.6,67,20,25.0,100.62,Mainly Clear
+2012-03-09 03:00:00,-2.6,-8.5,64,24,25.0,100.81,Mainly Clear
+2012-03-09 04:00:00,-3.9,-8.7,69,11,25.0,100.97,Mainly Clear
+2012-03-09 05:00:00,-3.9,-9.1,67,20,25.0,101.13,Mainly Clear
+2012-03-09 06:00:00,-4.3,-9.0,70,15,25.0,101.26,Mainly Clear
+2012-03-09 07:00:00,-5.0,-9.7,70,15,24.1,101.31,Clear
+2012-03-09 08:00:00,-4.7,-10.2,65,15,24.1,101.41,Clear
+2012-03-09 09:00:00,-4.0,-9.5,66,20,24.1,101.46,Clear
+2012-03-09 10:00:00,-3.7,-10.1,61,19,48.3,101.48,Mainly Clear
+2012-03-09 11:00:00,-3.0,-10.0,58,17,48.3,101.47,Mainly Clear
+2012-03-09 12:00:00,-2.1,-8.5,62,20,48.3,101.44,Mainly Clear
+2012-03-09 13:00:00,-1.5,-8.8,57,15,48.3,101.42,Mainly Clear
+2012-03-09 14:00:00,-1.0,-7.6,61,19,48.3,101.43,Mainly Clear
+2012-03-09 15:00:00,-1.1,-7.9,60,17,48.3,101.45,Mostly Cloudy
+2012-03-09 16:00:00,-0.7,-8.4,56,11,48.3,101.44,Mostly Cloudy
+2012-03-09 17:00:00,-0.9,-7.9,59,7,48.3,101.47,Mostly Cloudy
+2012-03-09 18:00:00,-2.0,-8.7,60,7,25.0,101.52,Mainly Clear
+2012-03-09 19:00:00,-2.6,-8.2,65,4,25.0,101.57,Mostly Cloudy
+2012-03-09 20:00:00,-2.0,-9.0,59,4,25.0,101.61,Mostly Cloudy
+2012-03-09 21:00:00,-1.9,-8.6,60,6,25.0,101.63,Mostly Cloudy
+2012-03-09 22:00:00,-2.2,-8.9,60,7,25.0,101.64,Mostly Cloudy
+2012-03-09 23:00:00,-2.6,-8.6,63,6,25.0,101.68,Cloudy
+2012-03-10 00:00:00,-2.2,-8.7,61,4,25.0,101.77,Cloudy
+2012-03-10 01:00:00,-2.7,-8.6,64,15,25.0,101.89,Cloudy
+2012-03-10 02:00:00,-3.8,-10.6,59,19,25.0,102.01,Cloudy
+2012-03-10 03:00:00,-4.1,-12.7,51,24,25.0,102.1,Cloudy
+2012-03-10 04:00:00,-5.7,-13.1,56,26,25.0,102.27,Mainly Clear
+2012-03-10 05:00:00,-6.4,-14.0,55,20,25.0,102.42,Mainly Clear
+2012-03-10 06:00:00,-6.8,-14.1,56,26,24.1,102.6,Mostly Cloudy
+2012-03-10 07:00:00,-7.1,-14.6,55,20,48.3,102.73,Mainly Clear
+2012-03-10 08:00:00,-6.8,-14.6,54,19,48.3,102.84,Mainly Clear
+2012-03-10 09:00:00,-6.3,-14.1,54,15,48.3,102.95,Mostly Cloudy
+2012-03-10 10:00:00,-6.1,-14.5,51,6,48.3,103.01,Mainly Clear
+2012-03-10 11:00:00,-4.0,-13.2,49,0,48.3,103.02,Mainly Clear
+2012-03-10 12:00:00,-4.1,-12.1,54,7,48.3,102.99,Clear
+2012-03-10 13:00:00,-3.2,-11.3,53,7,48.3,102.89,Mainly Clear
+2012-03-10 14:00:00,-2.6,-11.1,52,15,48.3,102.84,Mostly Cloudy
+2012-03-10 15:00:00,-2.7,-10.2,56,11,48.3,102.75,Mostly Cloudy
+2012-03-10 16:00:00,-1.8,-10.3,52,13,48.3,102.71,Mainly Clear
+2012-03-10 17:00:00,-1.6,-10.0,53,17,48.3,102.68,Mainly Clear
+2012-03-10 18:00:00,-2.1,-10.1,54,9,25.0,102.66,Mainly Clear
+2012-03-10 19:00:00,-1.9,-9.4,56,9,25.0,102.67,Mainly Clear
+2012-03-10 20:00:00,-2.3,-8.0,65,11,25.0,102.6,Mostly Cloudy
+2012-03-10 21:00:00,-2.3,-8.1,64,11,25.0,102.54,Mostly Cloudy
+2012-03-10 22:00:00,-2.0,-7.1,68,11,25.0,102.5,Snow Showers
+2012-03-10 23:00:00,-1.7,-7.1,67,7,25.0,102.45,Cloudy
+2012-03-11 00:00:00,-3.1,-7.2,73,7,25.0,102.36,Mainly Clear
+2012-03-11 01:00:00,-3.2,-6.9,76,7,25.0,102.28,Mainly Clear
+2012-03-11 02:00:00,-3.1,-7.1,74,7,25.0,102.18,Mainly Clear
+2012-03-11 03:00:00,-2.2,-7.0,70,17,25.0,102.05,Cloudy
+2012-03-11 04:00:00,-1.7,-6.9,68,13,25.0,102.02,Cloudy
+2012-03-11 05:00:00,-2.1,-7.0,69,11,25.0,101.98,Mainly Clear
+2012-03-11 06:00:00,-1.5,-6.7,68,7,48.3,101.98,Cloudy
+2012-03-11 07:00:00,-1.8,-6.9,68,11,48.3,101.97,Clear
+2012-03-11 08:00:00,0.1,-6.2,63,7,48.3,102.0,Clear
+2012-03-11 09:00:00,2.7,-5.9,53,7,48.3,101.98,Mainly Clear
+2012-03-11 10:00:00,3.8,-5.7,50,13,48.3,101.97,Clear
+2012-03-11 11:00:00,5.9,-4.2,48,11,48.3,101.92,Clear
+2012-03-11 12:00:00,6.8,-3.2,49,24,48.3,101.86,Clear
+2012-03-11 13:00:00,9.0,-1.9,46,20,48.3,101.79,Clear
+2012-03-11 14:00:00,9.5,-1.6,46,24,48.3,101.74,Clear
+2012-03-11 15:00:00,10.5,-1.3,44,20,48.3,101.69,Clear
+2012-03-11 16:00:00,10.9,-0.7,45,15,48.3,101.65,Clear
+2012-03-11 17:00:00,10.7,-0.6,45,11,48.3,101.65,Clear
+2012-03-11 18:00:00,9.1,-1.0,49,7,25.0,101.68,Clear
+2012-03-11 19:00:00,7.4,-1.2,54,6,25.0,101.69,Clear
+2012-03-11 20:00:00,4.8,-1.5,64,9,48.3,101.7,Clear
+2012-03-11 21:00:00,4.8,-1.6,63,13,25.0,101.72,Mainly Clear
+2012-03-11 22:00:00,5.2,-1.9,60,6,25.0,101.72,Clear
+2012-03-11 23:00:00,6.1,-2.0,56,7,25.0,101.75,Clear
+2012-03-12 00:00:00,6.0,-1.8,57,20,25.0,101.77,Clear
+2012-03-12 01:00:00,5.2,-1.8,61,17,25.0,101.77,Mainly Clear
+2012-03-12 02:00:00,4.6,-2.1,62,9,25.0,101.77,Mainly Clear
+2012-03-12 03:00:00,1.5,-2.8,73,11,25.0,101.78,Mainly Clear
+2012-03-12 04:00:00,1.8,-2.6,73,4,25.0,101.8,Mainly Clear
+2012-03-12 05:00:00,2.3,-1.9,74,9,25.0,101.82,Clear
+2012-03-12 06:00:00,3.1,-1.8,70,11,48.3,101.89,Clear
+2012-03-12 07:00:00,2.6,-2.3,70,4,48.3,101.98,Mainly Clear
+2012-03-12 08:00:00,4.4,-1.0,68,6,48.3,102.03,Mainly Clear
+2012-03-12 09:00:00,6.5,-0.2,62,0,48.3,102.03,Mostly Cloudy
+2012-03-12 10:00:00,8.3,0.2,57,9,24.1,102.0,Cloudy
+2012-03-12 11:00:00,10.6,0.3,49,6,24.1,101.99,Cloudy
+2012-03-12 12:00:00,10.8,0.4,49,9,48.3,101.94,Mostly Cloudy
+2012-03-12 13:00:00,11.6,0.6,47,13,48.3,101.84,Mostly Cloudy
+2012-03-12 14:00:00,12.3,1.4,47,6,48.3,101.79,Mostly Cloudy
+2012-03-12 15:00:00,12.4,0.6,44,4,48.3,101.71,Cloudy
+2012-03-12 16:00:00,11.8,1.2,48,4,25.0,101.64,Cloudy
+2012-03-12 17:00:00,11.6,1.0,48,6,24.1,101.57,Cloudy
+2012-03-12 18:00:00,9.0,1.1,58,13,25.0,101.54,Cloudy
+2012-03-12 19:00:00,8.7,1.1,59,13,25.0,101.5,Cloudy
+2012-03-12 20:00:00,9.2,1.4,58,13,25.0,101.44,Cloudy
+2012-03-12 21:00:00,8.4,1.0,60,13,25.0,101.39,Mostly Cloudy
+2012-03-12 22:00:00,7.9,0.7,60,11,25.0,101.35,Mostly Cloudy
+2012-03-12 23:00:00,6.6,-0.3,61,11,25.0,101.22,Mostly Cloudy
+2012-03-13 00:00:00,7.5,-0.7,56,13,25.0,101.11,Mostly Cloudy
+2012-03-13 01:00:00,5.1,-0.9,65,13,25.0,101.07,Rain Showers
+2012-03-13 02:00:00,4.8,-1.0,66,6,25.0,101.05,Rain Showers
+2012-03-13 03:00:00,4.6,-0.2,71,15,25.0,100.87,Cloudy
+2012-03-13 04:00:00,6.5,1.1,68,7,25.0,100.74,Cloudy
+2012-03-13 05:00:00,5.8,1.1,72,6,25.0,100.71,Cloudy
+2012-03-13 06:00:00,7.4,1.8,68,9,19.3,100.6,Cloudy
+2012-03-13 07:00:00,4.0,1.0,81,11,9.7,100.61,"Rain,Haze"
+2012-03-13 08:00:00,5.5,2.9,83,7,6.4,100.5,"Rain,Haze"
+2012-03-13 09:00:00,4.4,2.3,86,17,4.0,100.51,"Rain,Haze"
+2012-03-13 10:00:00,3.5,1.5,87,11,2.4,100.54,"Drizzle,Fog"
+2012-03-13 11:00:00,3.5,1.6,87,11,4.8,100.57,"Drizzle,Fog"
+2012-03-13 12:00:00,3.9,2.2,89,9,4.8,100.64,Fog
+2012-03-13 13:00:00,4.9,3.0,87,7,6.4,100.63,Fog
+2012-03-13 14:00:00,6.5,4.5,87,7,6.4,100.61,Fog
+2012-03-13 15:00:00,5.3,3.3,87,11,8.0,100.63,Fog
+2012-03-13 16:00:00,5.5,2.8,83,11,8.0,100.67,Haze
+2012-03-13 17:00:00,4.9,2.2,83,17,8.0,100.68,Haze
+2012-03-13 18:00:00,4.0,1.5,84,13,8.0,100.73,Haze
+2012-03-13 19:00:00,3.1,0.9,85,17,6.4,100.79,"Drizzle,Fog"
+2012-03-13 20:00:00,2.6,0.3,85,17,6.4,100.77,Haze
+2012-03-13 21:00:00,1.1,-1.0,86,20,4.8,100.87,"Rain,Fog"
+2012-03-13 22:00:00,1.4,-0.7,86,6,6.4,100.93,Haze
+2012-03-13 23:00:00,1.1,-0.9,86,9,4.8,100.98,Haze
+2012-03-14 00:00:00,0.7,-1.0,88,7,3.2,101.02,Fog
+2012-03-14 01:00:00,0.7,-0.9,89,7,1.0,101.06,Fog
+2012-03-14 02:00:00,0.6,-1.0,89,7,0.8,101.05,Fog
+2012-03-14 03:00:00,0.8,-0.3,92,6,0.6,101.06,Fog
+2012-03-14 04:00:00,0.8,-0.6,90,4,0.6,101.13,Fog
+2012-03-14 05:00:00,0.7,-0.9,89,6,0.6,101.23,Fog
+2012-03-14 06:00:00,0.6,-0.9,90,7,0.6,101.28,Fog
+2012-03-14 07:00:00,0.8,-0.4,92,6,2.4,101.36,Fog
+2012-03-14 08:00:00,1.1,-0.1,92,6,3.2,101.46,"Rain,Fog"
+2012-03-14 09:00:00,1.6,0.4,92,7,4.8,101.51,"Rain,Fog"
+2012-03-14 10:00:00,1.1,0.5,96,7,2.4,101.57,"Snow,Fog"
+2012-03-14 11:00:00,0.4,0.1,98,6,1.6,101.6,"Snow,Fog"
+2012-03-14 12:00:00,1.0,0.8,99,4,2.0,101.65,"Snow,Fog"
+2012-03-14 13:00:00,2.1,1.8,98,4,4.8,101.67,"Rain,Fog"
+2012-03-14 14:00:00,2.2,1.8,97,7,8.0,101.7,"Drizzle,Fog"
+2012-03-14 15:00:00,1.7,1.3,97,13,4.8,101.77,"Drizzle,Fog"
+2012-03-14 16:00:00,1.5,1.2,98,13,8.0,101.82,"Drizzle,Fog"
+2012-03-14 17:00:00,1.0,0.6,97,15,9.7,101.89,Fog
+2012-03-14 18:00:00,0.5,0.1,97,17,9.7,101.99,"Drizzle,Fog"
+2012-03-14 19:00:00,0.3,-0.2,96,15,8.0,102.07,"Snow,Fog"
+2012-03-14 20:00:00,0.2,-0.5,95,15,12.9,102.13,Cloudy
+2012-03-14 21:00:00,-0.1,-0.9,94,17,12.9,102.17,Cloudy
+2012-03-14 22:00:00,-0.3,-1.3,93,20,12.9,102.18,Cloudy
+2012-03-14 23:00:00,-0.6,-1.6,93,15,12.9,102.23,Cloudy
+2012-03-15 00:00:00,-0.6,-1.7,92,19,12.9,102.24,Cloudy
+2012-03-15 01:00:00,-0.6,-1.7,92,19,12.9,102.27,Cloudy
+2012-03-15 02:00:00,-0.4,-1.5,92,13,12.9,102.29,Cloudy
+2012-03-15 03:00:00,-0.3,-1.5,92,11,12.9,102.25,Cloudy
+2012-03-15 04:00:00,-0.2,-1.3,92,17,12.9,102.26,Cloudy
+2012-03-15 05:00:00,-0.3,-1.5,92,15,12.9,102.34,Cloudy
+2012-03-15 06:00:00,-0.3,-1.6,91,20,16.1,102.36,Cloudy
+2012-03-15 07:00:00,-0.5,-1.9,90,13,16.1,102.4,Cloudy
+2012-03-15 08:00:00,-0.5,-2.1,89,17,19.3,102.42,Cloudy
+2012-03-15 09:00:00,-0.3,-2.0,88,20,16.1,102.39,Cloudy
+2012-03-15 10:00:00,0.4,-1.6,86,22,19.3,102.31,Cloudy
+2012-03-15 11:00:00,1.1,-1.3,84,19,24.1,102.23,Cloudy
+2012-03-15 12:00:00,2.2,-0.7,81,19,24.1,102.18,Cloudy
+2012-03-15 13:00:00,3.4,0.0,78,22,24.1,102.12,Cloudy
+2012-03-15 14:00:00,3.4,-0.1,78,22,24.1,102.05,Cloudy
+2012-03-15 15:00:00,4.0,0.6,78,24,24.1,102.0,Mostly Cloudy
+2012-03-15 16:00:00,3.5,0.1,78,20,24.1,101.99,Mostly Cloudy
+2012-03-15 17:00:00,3.0,-0.3,79,26,24.1,101.98,Mostly Cloudy
+2012-03-15 18:00:00,2.6,-0.3,81,22,24.1,101.98,Rain Showers
+2012-03-15 19:00:00,2.4,-0.4,82,28,25.0,101.88,Mostly Cloudy
+2012-03-15 20:00:00,2.3,-0.2,84,24,25.0,101.86,Mostly Cloudy
+2012-03-15 21:00:00,2.0,0.4,89,28,25.0,101.8,Rain Showers
+2012-03-15 22:00:00,2.1,0.5,89,20,25.0,101.77,Mostly Cloudy
+2012-03-15 23:00:00,1.8,0.2,89,19,25.0,101.7,Mostly Cloudy
+2012-03-16 00:00:00,1.8,0.4,90,19,25.0,101.67,Cloudy
+2012-03-16 01:00:00,1.9,0.6,91,15,25.0,101.54,Rain Showers
+2012-03-16 02:00:00,1.1,0.2,94,17,12.9,101.56,Rain
+2012-03-16 03:00:00,1.1,0.5,96,19,6.4,101.46,Rain
+2012-03-16 04:00:00,1.0,0.5,96,17,4.8,101.39,Rain
+2012-03-16 05:00:00,0.7,0.3,97,20,4.8,101.36,Rain
+2012-03-16 06:00:00,0.6,0.2,97,24,6.4,101.39,"Rain,Fog"
+2012-03-16 07:00:00,1.1,0.6,96,19,4.8,101.37,"Rain,Fog"
+2012-03-16 08:00:00,1.1,0.7,97,15,4.0,101.38,"Rain,Fog"
+2012-03-16 09:00:00,1.1,0.7,97,17,4.0,101.41,"Rain,Fog"
+2012-03-16 10:00:00,1.5,1.1,97,13,4.8,101.41,"Rain,Fog"
+2012-03-16 11:00:00,1.8,1.3,96,13,8.0,101.4,"Rain,Fog"
+2012-03-16 12:00:00,2.5,2.0,96,6,8.0,101.42,Fog
+2012-03-16 13:00:00,3.3,2.8,97,6,9.7,101.38,Fog
+2012-03-16 14:00:00,4.0,3.2,95,11,9.7,101.4,Fog
+2012-03-16 15:00:00,3.7,3.2,97,7,6.4,101.48,Fog
+2012-03-16 16:00:00,4.3,3.5,95,4,8.0,101.53,Fog
+2012-03-16 17:00:00,4.1,3.2,94,7,8.0,101.61,Fog
+2012-03-16 18:00:00,3.8,3.2,96,7,4.8,101.71,"Drizzle,Fog"
+2012-03-16 19:00:00,3.8,3.2,96,0,3.2,101.77,"Drizzle,Fog"
+2012-03-16 20:00:00,3.7,3.3,97,0,2.0,101.93,"Drizzle,Fog"
+2012-03-16 21:00:00,4.0,3.7,98,7,3.2,101.93,"Drizzle,Fog"
+2012-03-16 22:00:00,3.8,3.4,97,0,6.4,102.04,"Drizzle,Fog"
+2012-03-16 23:00:00,3.7,3.3,97,0,3.2,102.07,"Drizzle,Fog"
+2012-03-17 00:00:00,3.8,3.5,98,4,1.6,102.05,"Drizzle,Fog"
+2012-03-17 01:00:00,3.0,2.7,98,6,0.6,102.05,Fog
+2012-03-17 02:00:00,2.7,2.5,99,4,0.2,102.09,Fog
+2012-03-17 03:00:00,1.8,1.6,99,4,0.2,102.1,Fog
+2012-03-17 04:00:00,0.3,0.1,99,0,0.2,102.15,Fog
+2012-03-17 05:00:00,-0.1,-0.3,99,0,0.8,102.2,Freezing Fog
+2012-03-17 06:00:00,-0.1,-0.4,98,4,0.2,102.26,Freezing Fog
+2012-03-17 07:00:00,0.5,0.4,99,0,0.2,102.34,Fog
+2012-03-17 08:00:00,1.0,0.9,99,0,0.2,102.39,Fog
+2012-03-17 09:00:00,1.6,1.5,99,4,0.2,102.38,Fog
+2012-03-17 10:00:00,2.6,2.6,100,0,0.2,102.37,Fog
+2012-03-17 11:00:00,4.1,3.8,98,4,0.6,102.34,Fog
+2012-03-17 12:00:00,5.7,5.3,97,4,9.7,102.32,Fog
+2012-03-17 13:00:00,8.1,6.2,88,7,16.1,102.18,Cloudy
+2012-03-17 14:00:00,9.2,4.3,71,7,24.1,102.13,Cloudy
+2012-03-17 15:00:00,10.2,4.4,67,6,24.1,102.07,Cloudy
+2012-03-17 16:00:00,10.5,4.1,65,7,48.3,102.02,Cloudy
+2012-03-17 17:00:00,10.1,4.7,69,9,48.3,101.97,Cloudy
+2012-03-17 18:00:00,10.1,5.4,73,7,48.3,101.95,Cloudy
+2012-03-17 19:00:00,9.8,5.9,77,6,25.0,101.93,Cloudy
+2012-03-17 20:00:00,9.3,5.2,76,0,25.0,101.92,Cloudy
+2012-03-17 21:00:00,8.8,5.5,80,4,25.0,101.8,Mostly Cloudy
+2012-03-17 22:00:00,7.7,4.9,82,0,25.0,101.77,Mainly Clear
+2012-03-17 23:00:00,6.7,4.7,87,7,25.0,101.78,Mainly Clear
+2012-03-18 00:00:00,3.8,2.8,93,4,25.0,101.75,Mainly Clear
+2012-03-18 01:00:00,5.2,3.5,89,0,25.0,101.74,Mostly Cloudy
+2012-03-18 02:00:00,4.3,3.0,91,6,25.0,101.71,Mainly Clear
+2012-03-18 03:00:00,3.9,2.4,90,7,25.0,101.66,Clear
+2012-03-18 04:00:00,3.2,2.3,94,6,25.0,101.69,Clear
+2012-03-18 05:00:00,3.5,2.4,92,6,25.0,101.7,Clear
+2012-03-18 06:00:00,3.6,2.6,93,7,24.1,101.72,Clear
+2012-03-18 07:00:00,5.1,3.7,91,4,48.3,101.78,Mainly Clear
+2012-03-18 08:00:00,8.8,5.8,81,11,48.3,101.79,Mainly Clear
+2012-03-18 09:00:00,10.4,6.6,77,11,48.3,101.81,Mainly Clear
+2012-03-18 10:00:00,11.9,6.7,70,13,48.3,101.78,Mainly Clear
+2012-03-18 11:00:00,14.1,7.6,65,13,48.3,101.71,Clear
+2012-03-18 12:00:00,17.3,8.7,57,11,48.3,101.63,Clear
+2012-03-18 13:00:00,20.0,9.9,52,15,48.3,101.55,Mainly Clear
+2012-03-18 14:00:00,21.7,10.5,49,13,48.3,101.45,Mainly Clear
+2012-03-18 15:00:00,22.2,10.4,47,15,48.3,101.39,Mainly Clear
+2012-03-18 16:00:00,22.7,10.7,47,11,48.3,101.35,Mainly Clear
+2012-03-18 17:00:00,21.8,11.0,50,6,48.3,101.32,Mostly Cloudy
+2012-03-18 18:00:00,18.4,10.1,58,9,48.3,101.32,Mostly Cloudy
+2012-03-18 19:00:00,17.1,9.8,62,0,25.0,101.3,Mainly Clear
+2012-03-18 20:00:00,12.8,8.6,76,7,25.0,101.34,Clear
+2012-03-18 21:00:00,13.4,9.2,76,4,25.0,101.37,Mainly Clear
+2012-03-18 22:00:00,12.6,8.9,78,7,25.0,101.39,Mainly Clear
+2012-03-18 23:00:00,10.6,7.9,83,6,25.0,101.37,Mainly Clear
+2012-03-19 00:00:00,9.8,7.6,86,6,25.0,101.37,Mainly Clear
+2012-03-19 01:00:00,10.8,8.5,86,6,25.0,101.39,Clear
+2012-03-19 02:00:00,10.6,8.6,87,4,25.0,101.42,Clear
+2012-03-19 03:00:00,10.2,8.3,88,11,25.0,101.42,Clear
+2012-03-19 04:00:00,11.2,9.0,86,6,25.0,101.49,Clear
+2012-03-19 05:00:00,9.7,8.1,90,7,25.0,101.5,Clear
+2012-03-19 06:00:00,11.3,9.4,88,4,24.1,101.56,Mainly Clear
+2012-03-19 07:00:00,9.9,8.5,91,0,12.9,101.59,Mostly Cloudy
+2012-03-19 08:00:00,11.9,9.9,88,7,12.9,101.67,Mostly Cloudy
+2012-03-19 09:00:00,13.9,10.5,80,6,12.9,101.71,Mainly Clear
+2012-03-19 10:00:00,15.6,11.0,74,6,16.1,101.75,Mainly Clear
+2012-03-19 11:00:00,17.8,11.6,67,4,16.1,101.75,Mainly Clear
+2012-03-19 12:00:00,19.8,12.0,61,4,19.3,101.75,Mainly Clear
+2012-03-19 13:00:00,18.5,11.0,62,19,19.3,101.72,Mainly Clear
+2012-03-19 14:00:00,17.0,9.9,63,15,24.1,101.72,Mainly Clear
+2012-03-19 15:00:00,16.3,10.0,66,17,24.1,101.71,Mainly Clear
+2012-03-19 16:00:00,16.6,9.7,64,11,24.1,101.66,Mainly Clear
+2012-03-19 17:00:00,15.9,9.1,64,13,24.1,101.66,Mainly Clear
+2012-03-19 18:00:00,13.9,7.9,67,19,24.1,101.67,Mainly Clear
+2012-03-19 19:00:00,12.5,6.7,68,15,25.0,101.71,Mainly Clear
+2012-03-19 20:00:00,10.6,5.4,70,13,25.0,101.8,Mainly Clear
+2012-03-19 21:00:00,9.5,4.1,69,15,25.0,101.8,Clear
+2012-03-19 22:00:00,8.8,2.7,66,17,25.0,101.83,Clear
+2012-03-19 23:00:00,7.2,1.8,69,9,25.0,101.86,Clear
+2012-03-20 00:00:00,7.1,1.0,65,11,25.0,101.85,Clear
+2012-03-20 01:00:00,6.1,0.7,68,11,25.0,101.85,Clear
+2012-03-20 02:00:00,5.7,0.4,69,11,25.0,101.85,Clear
+2012-03-20 03:00:00,5.2,0.2,70,7,25.0,101.86,Clear
+2012-03-20 04:00:00,5.2,-0.2,68,4,25.0,101.88,Clear
+2012-03-20 05:00:00,5.0,-0.3,69,7,25.0,101.92,Clear
+2012-03-20 06:00:00,3.2,-0.6,76,4,24.1,101.97,Clear
+2012-03-20 07:00:00,5.5,-0.1,67,4,24.1,102.0,Clear
+2012-03-20 08:00:00,8.0,0.6,60,6,24.1,102.08,Clear
+2012-03-20 09:00:00,10.6,1.3,53,0,19.3,102.09,Mainly Clear
+2012-03-20 10:00:00,12.6,2.6,50,4,24.1,102.07,Mainly Clear
+2012-03-20 11:00:00,14.9,4.0,48,6,24.1,102.02,Clear
+2012-03-20 12:00:00,16.5,6.7,52,9,24.1,101.98,Clear
+2012-03-20 13:00:00,20.0,10.8,55,13,24.1,101.93,Clear
+2012-03-20 14:00:00,21.5,11.8,54,11,24.1,101.83,Clear
+2012-03-20 15:00:00,22.5,12.3,52,9,24.1,101.78,Clear
+2012-03-20 16:00:00,23.3,12.1,49,7,24.1,101.73,Clear
+2012-03-20 17:00:00,22.0,12.1,53,7,24.1,101.72,Clear
+2012-03-20 18:00:00,19.7,11.7,60,4,24.1,101.74,Clear
+2012-03-20 19:00:00,17.5,10.9,65,6,25.0,101.79,Clear
+2012-03-20 20:00:00,18.1,11.6,66,4,25.0,101.85,Clear
+2012-03-20 21:00:00,16.0,10.9,72,6,25.0,101.89,Clear
+2012-03-20 22:00:00,14.2,10.3,77,4,25.0,101.9,Clear
+2012-03-20 23:00:00,14.3,10.7,79,6,25.0,101.91,Clear
+2012-03-21 00:00:00,14.0,11.0,82,9,25.0,101.9,Clear
+2012-03-21 01:00:00,12.4,10.5,88,4,25.0,101.92,Clear
+2012-03-21 02:00:00,11.8,10.3,91,6,25.0,101.93,Clear
+2012-03-21 03:00:00,11.4,9.8,90,4,25.0,101.93,Clear
+2012-03-21 04:00:00,10.6,9.1,90,0,25.0,101.95,Clear
+2012-03-21 05:00:00,10.0,8.8,92,0,25.0,102.02,Clear
+2012-03-21 06:00:00,9.5,8.6,94,4,9.7,102.07,Fog
+2012-03-21 07:00:00,11.3,9.9,91,4,9.7,102.1,Fog
+2012-03-21 08:00:00,13.8,11.5,86,9,12.9,102.15,Clear
+2012-03-21 09:00:00,15.9,11.8,77,7,19.3,102.17,Clear
+2012-03-21 10:00:00,18.2,12.5,69,13,24.1,102.09,Clear
+2012-03-21 11:00:00,20.2,12.3,60,15,24.1,102.01,Clear
+2012-03-21 12:00:00,22.3,12.6,54,15,24.1,101.94,Clear
+2012-03-21 13:00:00,23.8,12.1,48,17,24.1,101.85,Clear
+2012-03-21 14:00:00,24.7,12.1,45,13,24.1,101.77,Clear
+2012-03-21 15:00:00,25.4,12.0,43,17,48.3,101.72,Clear
+2012-03-21 16:00:00,25.5,11.0,40,17,48.3,101.69,Clear
+2012-03-21 17:00:00,25.2,10.7,40,13,48.3,101.68,Clear
+2012-03-21 18:00:00,20.7,9.7,49,9,48.3,101.67,Clear
+2012-03-21 19:00:00,17.2,9.1,59,6,25.0,101.67,Clear
+2012-03-21 20:00:00,18.4,8.9,54,7,25.0,101.7,Clear
+2012-03-21 21:00:00,16.4,9.7,65,13,25.0,101.68,Clear
+2012-03-21 22:00:00,18.0,10.5,62,7,25.0,101.66,Clear
+2012-03-21 23:00:00,16.5,9.5,63,7,25.0,101.66,Clear
+2012-03-22 00:00:00,17.0,9.1,60,13,25.0,101.63,Clear
+2012-03-22 01:00:00,15.5,8.7,64,11,25.0,101.62,Clear
+2012-03-22 02:00:00,15.0,8.7,66,7,25.0,101.59,Clear
+2012-03-22 03:00:00,11.0,7.4,78,9,25.0,101.56,Clear
+2012-03-22 04:00:00,13.2,8.4,73,6,25.0,101.54,Clear
+2012-03-22 05:00:00,12.8,8.5,75,13,25.0,101.59,Clear
+2012-03-22 06:00:00,13.7,9.0,73,15,48.3,101.57,Mostly Cloudy
+2012-03-22 07:00:00,14.2,9.5,73,22,24.1,101.55,Mainly Clear
+2012-03-22 08:00:00,15.4,9.9,70,15,24.1,101.55,Mainly Clear
+2012-03-22 09:00:00,17.3,10.4,64,22,24.1,101.53,Mainly Clear
+2012-03-22 10:00:00,19.6,11.4,59,17,24.1,101.57,Mainly Clear
+2012-03-22 11:00:00,20.4,11.9,58,15,24.1,101.52,Mainly Clear
+2012-03-22 12:00:00,23.0,12.0,50,20,24.1,101.5,Mostly Cloudy
+2012-03-22 13:00:00,23.3,12.1,49,19,24.1,101.43,Mostly Cloudy
+2012-03-22 14:00:00,22.8,12.6,53,17,24.1,101.4,Cloudy
+2012-03-22 15:00:00,21.4,12.8,58,6,24.1,101.38,Cloudy
+2012-03-22 16:00:00,22.2,12.3,53,13,24.1,101.33,Mostly Cloudy
+2012-03-22 17:00:00,20.0,12.2,61,11,24.1,101.39,Mostly Cloudy
+2012-03-22 18:00:00,18.2,11.5,65,19,24.1,101.48,Rain Showers
+2012-03-22 19:00:00,16.7,9.4,62,13,25.0,101.52,Rain Showers
+2012-03-22 20:00:00,15.1,8.5,65,11,25.0,101.58,Mainly Clear
+2012-03-22 21:00:00,12.1,7.4,73,7,25.0,101.59,Mainly Clear
+2012-03-22 22:00:00,11.0,6.8,75,7,25.0,101.61,Mainly Clear
+2012-03-22 23:00:00,11.3,7.2,76,6,25.0,101.62,Clear
+2012-03-23 00:00:00,10.4,7.1,80,7,25.0,101.67,Mainly Clear
+2012-03-23 01:00:00,10.3,7.5,83,0,25.0,101.7,Mainly Clear
+2012-03-23 02:00:00,8.9,6.5,85,9,25.0,101.71,Mainly Clear
+2012-03-23 03:00:00,8.8,6.4,85,9,25.0,101.72,Mainly Clear
+2012-03-23 04:00:00,9.2,6.3,82,7,25.0,101.76,Clear
+2012-03-23 05:00:00,8.0,5.2,82,9,25.0,101.85,Clear
+2012-03-23 06:00:00,6.6,2.9,77,7,25.0,101.9,Clear
+2012-03-23 07:00:00,8.4,3.0,69,0,48.3,101.93,Clear
+2012-03-23 08:00:00,11.3,1.8,52,0,48.3,101.93,Clear
+2012-03-23 09:00:00,12.8,2.3,49,4,48.3,101.94,Clear
+2012-03-23 10:00:00,14.5,0.1,37,17,48.3,101.93,Clear
+2012-03-23 11:00:00,14.9,-3.0,29,15,48.3,101.87,Clear
+2012-03-23 12:00:00,16.2,-2.5,28,11,48.3,101.81,Mainly Clear
+2012-03-23 13:00:00,16.8,-2.3,27,7,48.3,101.71,Mostly Cloudy
+2012-03-23 14:00:00,16.6,-6.8,19,15,48.3,101.66,Mostly Cloudy
+2012-03-23 15:00:00,16.4,-6.8,20,15,48.3,101.63,Mostly Cloudy
+2012-03-23 16:00:00,15.5,-9.0,18,22,48.3,101.6,Cloudy
+2012-03-23 17:00:00,14.7,-5.1,25,13,48.3,101.62,Cloudy
+2012-03-23 18:00:00,13.4,-5.8,26,13,48.3,101.64,Cloudy
+2012-03-23 19:00:00,11.8,-5.5,29,11,25.0,101.68,Mostly Cloudy
+2012-03-23 20:00:00,10.9,-5.9,30,6,25.0,101.72,Cloudy
+2012-03-23 21:00:00,10.8,-8.0,26,15,25.0,101.7,Mostly Cloudy
+2012-03-23 22:00:00,10.6,-8.9,24,19,25.0,101.73,Cloudy
+2012-03-23 23:00:00,9.9,-8.7,26,19,25.0,101.78,Mostly Cloudy
+2012-03-24 00:00:00,8.4,-9.1,28,22,25.0,101.8,Mostly Cloudy
+2012-03-24 01:00:00,7.3,-9.4,29,20,25.0,101.85,Mainly Clear
+2012-03-24 02:00:00,6.2,-10.6,29,19,25.0,101.86,Mostly Cloudy
+2012-03-24 03:00:00,5.3,-9.4,34,22,25.0,101.86,Mostly Cloudy
+2012-03-24 04:00:00,4.4,-8.9,37,13,25.0,101.88,Cloudy
+2012-03-24 05:00:00,3.6,-8.5,41,19,25.0,101.89,Cloudy
+2012-03-24 06:00:00,3.2,-8.8,41,19,24.1,101.93,Cloudy
+2012-03-24 07:00:00,3.1,-9.3,40,15,24.1,101.97,Cloudy
+2012-03-24 08:00:00,2.7,-9.4,40,19,24.1,101.98,Cloudy
+2012-03-24 09:00:00,3.0,-11.2,34,22,48.3,101.94,Cloudy
+2012-03-24 10:00:00,3.7,-9.5,37,22,48.3,101.89,Cloudy
+2012-03-24 11:00:00,3.7,-11.1,33,22,48.3,101.86,Cloudy
+2012-03-24 12:00:00,4.8,-10.3,33,19,48.3,101.8,Cloudy
+2012-03-24 13:00:00,4.7,-10.9,31,19,48.3,101.74,Cloudy
+2012-03-24 14:00:00,6.1,-8.7,34,9,48.3,101.68,Cloudy
+2012-03-24 15:00:00,5.8,-9.8,32,4,48.3,101.61,Cloudy
+2012-03-24 16:00:00,6.1,-9.5,32,7,48.3,101.53,Cloudy
+2012-03-24 17:00:00,6.1,-10.3,30,13,48.3,101.47,Cloudy
+2012-03-24 18:00:00,6.1,-9.9,31,13,48.3,101.46,Cloudy
+2012-03-24 19:00:00,6.2,-8.4,34,13,25.0,101.38,Cloudy
+2012-03-24 20:00:00,6.3,-7.4,37,9,25.0,101.35,Cloudy
+2012-03-24 21:00:00,6.6,-8.1,34,9,25.0,101.28,Cloudy
+2012-03-24 22:00:00,6.6,-7.8,35,11,25.0,101.22,Cloudy
+2012-03-24 23:00:00,6.5,-7.2,37,7,25.0,101.15,Rain Showers
+2012-03-25 00:00:00,5.8,-5.7,43,20,25.0,101.05,Rain
+2012-03-25 01:00:00,5.9,-6.2,41,13,25.0,101.03,Cloudy
+2012-03-25 02:00:00,5.9,-5.0,45,9,25.0,100.91,Rain Showers
+2012-03-25 03:00:00,5.8,-4.2,49,7,25.0,100.84,Cloudy
+2012-03-25 04:00:00,5.3,-4.3,50,19,25.0,100.79,Cloudy
+2012-03-25 05:00:00,4.5,-2.9,59,11,25.0,100.73,Cloudy
+2012-03-25 06:00:00,3.8,-0.9,71,15,24.1,100.76,Rain Showers
+2012-03-25 07:00:00,2.5,0.9,89,17,24.1,100.76,Rain
+2012-03-25 08:00:00,3.0,1.5,90,6,24.1,100.74,Rain
+2012-03-25 09:00:00,3.1,2.0,92,0,6.4,100.71,"Rain,Fog"
+2012-03-25 10:00:00,3.9,2.7,92,0,12.9,100.66,Cloudy
+2012-03-25 11:00:00,5.2,3.6,89,6,16.1,100.58,Cloudy
+2012-03-25 12:00:00,5.9,3.7,86,6,24.1,100.54,Cloudy
+2012-03-25 13:00:00,6.6,4.0,83,6,24.1,100.47,Cloudy
+2012-03-25 14:00:00,7.5,4.1,79,11,24.1,100.39,Cloudy
+2012-03-25 15:00:00,7.6,4.6,81,9,24.1,100.29,Mostly Cloudy
+2012-03-25 16:00:00,8.4,4.8,78,9,24.1,100.27,Cloudy
+2012-03-25 17:00:00,9.2,5.3,77,7,24.1,100.26,Cloudy
+2012-03-25 18:00:00,8.9,5.7,80,7,24.1,100.28,Mostly Cloudy
+2012-03-25 19:00:00,8.7,5.2,79,4,25.0,100.25,Mainly Clear
+2012-03-25 20:00:00,7.3,4.9,85,7,25.0,100.22,Mostly Cloudy
+2012-03-25 21:00:00,8.2,5.7,84,13,25.0,100.21,Mainly Clear
+2012-03-25 22:00:00,7.5,5.5,87,11,25.0,100.17,Mainly Clear
+2012-03-25 23:00:00,6.4,4.8,89,11,25.0,100.12,Mostly Cloudy
+2012-03-26 00:00:00,7.3,3.7,78,24,25.0,100.19,Rain Showers
+2012-03-26 01:00:00,4.6,-1.9,63,33,25.0,100.29,Rain Showers
+2012-03-26 02:00:00,2.6,-3.7,63,26,25.0,100.4,Cloudy
+2012-03-26 03:00:00,0.8,-8.9,48,26,25.0,100.6,Mostly Cloudy
+2012-03-26 04:00:00,-1.1,-10.4,49,22,25.0,100.74,Clear
+2012-03-26 05:00:00,-1.9,-10.9,50,20,25.0,100.86,Clear
+2012-03-26 06:00:00,-3.8,-13.4,47,32,24.1,101.03,Clear
+2012-03-26 07:00:00,-3.8,-13.6,46,26,48.3,101.19,Mainly Clear
+2012-03-26 08:00:00,-4.0,-12.6,51,26,48.3,101.27,Mostly Cloudy
+2012-03-26 09:00:00,-3.0,-13.1,46,22,48.3,101.33,Mainly Clear
+2012-03-26 10:00:00,-2.1,-13.0,43,26,48.3,101.32,Mainly Clear
+2012-03-26 11:00:00,-0.6,-11.4,44,28,48.3,101.3,Mainly Clear
+2012-03-26 12:00:00,0.2,-11.4,41,30,48.3,101.28,Mainly Clear
+2012-03-26 13:00:00,0.6,-12.6,36,28,48.3,101.26,Mainly Clear
+2012-03-26 14:00:00,1.3,-13.3,33,28,48.3,101.24,Mainly Clear
+2012-03-26 15:00:00,1.4,-14.8,29,30,48.3,101.26,Mainly Clear
+2012-03-26 16:00:00,1.3,-15.7,27,30,48.3,101.29,Clear
+2012-03-26 17:00:00,1.2,-16.3,26,32,48.3,101.34,Clear
+2012-03-26 18:00:00,0.1,-17.3,26,24,48.3,101.43,Clear
+2012-03-26 19:00:00,-0.7,-18.0,26,28,25.0,101.56,Clear
+2012-03-26 20:00:00,-1.4,-18.7,25,28,25.0,101.68,Clear
+2012-03-26 21:00:00,-2.3,-18.4,28,24,25.0,101.79,Clear
+2012-03-26 22:00:00,-2.9,-17.8,31,28,25.0,101.84,Clear
+2012-03-26 23:00:00,-3.6,-17.4,33,26,25.0,101.9,Clear
+2012-03-27 00:00:00,-4.3,-17.6,35,22,25.0,101.94,Clear
+2012-03-27 01:00:00,-5.0,-17.7,36,19,25.0,101.96,Clear
+2012-03-27 02:00:00,-5.4,-16.8,40,17,25.0,102.02,Clear
+2012-03-27 03:00:00,-6.0,-17.0,41,17,25.0,102.06,Clear
+2012-03-27 04:00:00,-6.5,-17.3,42,13,25.0,102.14,Clear
+2012-03-27 05:00:00,-7.4,-16.4,49,11,25.0,102.24,Clear
+2012-03-27 06:00:00,-7.5,-16.4,49,9,48.3,102.31,Clear
+2012-03-27 07:00:00,-6.1,-17.7,39,9,48.3,102.39,Clear
+2012-03-27 08:00:00,-5.1,-18.7,34,13,48.3,102.41,Clear
+2012-03-27 09:00:00,-4.3,-20.3,27,9,48.3,102.44,Clear
+2012-03-27 10:00:00,-2.5,-21.7,21,0,48.3,102.48,Clear
+2012-03-27 11:00:00,-1.6,-20.6,22,6,48.3,102.43,Clear
+2012-03-27 12:00:00,0.2,-16.7,27,9,48.3,102.31,Clear
+2012-03-27 13:00:00,1.0,-16.1,27,6,48.3,102.2,Mainly Clear
+2012-03-27 14:00:00,1.7,-18.4,21,13,48.3,102.06,Mainly Clear
+2012-03-27 15:00:00,2.1,-16.5,24,15,48.3,101.98,Mainly Clear
+2012-03-27 16:00:00,2.7,-13.0,30,17,48.3,101.93,Mostly Cloudy
+2012-03-27 17:00:00,2.7,-12.3,32,19,48.3,101.88,Mostly Cloudy
+2012-03-27 18:00:00,2.6,-11.9,33,15,48.3,101.79,Mostly Cloudy
+2012-03-27 19:00:00,2.8,-11.7,33,11,25.0,101.74,Mostly Cloudy
+2012-03-27 20:00:00,2.6,-11.4,35,13,25.0,101.68,Cloudy
+2012-03-27 21:00:00,2.1,-10.7,38,9,25.0,101.67,Cloudy
+2012-03-27 22:00:00,1.0,-10.1,43,20,25.0,101.47,Cloudy
+2012-03-27 23:00:00,1.0,-10.8,41,13,25.0,101.44,Cloudy
+2012-03-28 00:00:00,1.0,-10.8,41,6,16.1,101.58,Snow
+2012-03-28 01:00:00,-1.1,-4.5,78,11,16.1,101.39,Snow
+2012-03-28 02:00:00,-1.0,-4.8,75,13,9.7,101.28,Snow
+2012-03-28 03:00:00,-1.6,-4.1,83,20,25.0,101.08,Snow
+2012-03-28 04:00:00,-1.5,-3.8,84,20,25.0,100.88,Snow
+2012-03-28 05:00:00,-1.0,-3.9,81,19,25.0,100.68,Cloudy
+2012-03-28 06:00:00,-0.3,-3.5,79,20,24.1,100.51,Snow
+2012-03-28 07:00:00,0.5,-2.7,79,22,24.1,100.4,Snow
+2012-03-28 08:00:00,0.8,-2.9,76,19,8.0,100.25,"Snow,Ice Pellets"
+2012-03-28 09:00:00,2.1,-3.3,67,15,48.3,100.08,Cloudy
+2012-03-28 10:00:00,2.3,-3.3,66,11,48.3,99.94,Cloudy
+2012-03-28 11:00:00,2.8,-2.1,70,13,48.3,99.74,Cloudy
+2012-03-28 12:00:00,3.8,-3.2,60,7,48.3,99.64,Cloudy
+2012-03-28 13:00:00,4.3,-2.9,59,9,48.3,99.51,Cloudy
+2012-03-28 14:00:00,4.4,-1.2,67,13,24.1,99.45,Rain
+2012-03-28 15:00:00,2.5,0.6,87,19,19.3,99.42,Rain
+2012-03-28 16:00:00,2.2,0.7,90,20,12.9,99.48,Rain
+2012-03-28 17:00:00,1.5,0.2,91,19,16.1,99.53,Drizzle
+2012-03-28 18:00:00,1.3,-0.2,90,13,16.1,99.63,Drizzle
+2012-03-28 19:00:00,1.3,-0.2,90,11,12.9,99.74,Cloudy
+2012-03-28 20:00:00,1.2,-0.3,90,13,9.7,99.86,Fog
+2012-03-28 21:00:00,1.0,-0.5,90,15,9.7,99.92,Fog
+2012-03-28 22:00:00,1.0,-0.7,88,13,9.7,99.95,Fog
+2012-03-28 23:00:00,0.8,-1.0,88,17,11.3,99.99,Cloudy
+2012-03-29 00:00:00,0.6,-1.2,88,15,12.9,100.05,Cloudy
+2012-03-29 01:00:00,0.5,-1.5,86,11,12.9,100.12,Cloudy
+2012-03-29 02:00:00,0.4,-1.8,85,17,25.0,100.15,Cloudy
+2012-03-29 03:00:00,0.5,-1.9,84,11,25.0,100.19,Cloudy
+2012-03-29 04:00:00,0.6,-2.1,82,11,25.0,100.27,Cloudy
+2012-03-29 05:00:00,0.6,-2.1,82,9,25.0,100.35,Snow
+2012-03-29 06:00:00,0.7,-1.9,83,6,24.1,100.44,Snow
+2012-03-29 07:00:00,0.8,-1.6,84,7,24.1,100.52,Snow
+2012-03-29 08:00:00,1.5,-1.1,83,6,16.1,100.59,Snow
+2012-03-29 09:00:00,2.5,-1.2,77,9,24.1,100.64,Snow
+2012-03-29 10:00:00,3.2,-2.4,67,13,24.1,100.7,Cloudy
+2012-03-29 11:00:00,3.6,-2.2,66,9,24.1,100.71,Cloudy
+2012-03-29 12:00:00,3.9,-2.2,64,6,24.1,100.71,Cloudy
+2012-03-29 13:00:00,4.2,-2.5,62,13,24.1,100.72,Cloudy
+2012-03-29 14:00:00,4.0,-2.8,61,15,24.1,100.76,Cloudy
+2012-03-29 15:00:00,4.1,-3.5,58,19,24.1,100.81,Cloudy
+2012-03-29 16:00:00,3.9,-2.8,62,13,24.1,100.87,Cloudy
+2012-03-29 17:00:00,3.5,-4.1,57,24,24.1,100.92,Cloudy
+2012-03-29 18:00:00,3.4,-5.6,52,20,24.1,100.97,Mostly Cloudy
+2012-03-29 19:00:00,2.9,-5.6,54,19,25.0,101.01,Cloudy
+2012-03-29 20:00:00,2.2,-4.7,60,19,25.0,101.07,Cloudy
+2012-03-29 21:00:00,1.9,-6.3,55,24,25.0,101.11,Mostly Cloudy
+2012-03-29 22:00:00,1.4,-7.4,52,17,25.0,101.14,Mostly Cloudy
+2012-03-29 23:00:00,0.8,-8.2,51,24,25.0,101.17,Mostly Cloudy
+2012-03-30 00:00:00,0.1,-9.1,50,19,25.0,101.18,Mostly Cloudy
+2012-03-30 01:00:00,-1.0,-9.8,51,20,25.0,101.21,Mainly Clear
+2012-03-30 02:00:00,-2.2,-9.7,56,15,25.0,101.22,Clear
+2012-03-30 03:00:00,-3.5,-11.4,54,19,25.0,101.25,Mainly Clear
+2012-03-30 04:00:00,-4.3,-10.8,60,4,25.0,101.33,Mainly Clear
+2012-03-30 05:00:00,-5.1,-10.4,66,11,24.1,101.32,Clear
+2012-03-30 06:00:00,-4.8,-10.8,63,13,48.3,101.39,Clear
+2012-03-30 07:00:00,-4.3,-10.9,60,15,48.3,101.52,Clear
+2012-03-30 08:00:00,-3.0,-10.4,57,11,48.3,101.56,Clear
+2012-03-30 09:00:00,-2.0,-10.1,54,13,48.3,101.63,Clear
+2012-03-30 10:00:00,-0.8,-9.5,52,9,48.3,101.62,Clear
+2012-03-30 11:00:00,0.9,-9.6,45,4,48.3,101.57,Mostly Cloudy
+2012-03-30 12:00:00,1.6,-8.0,49,17,48.3,101.52,Mainly Clear
+2012-03-30 13:00:00,3.1,-9.1,40,6,48.3,101.38,Mainly Clear
+2012-03-30 14:00:00,4.4,-8.8,38,17,48.3,101.3,Mainly Clear
+2012-03-30 15:00:00,4.8,-8.9,36,17,48.3,101.26,Mostly Cloudy
+2012-03-30 16:00:00,4.8,-9.3,35,15,48.3,101.26,Mostly Cloudy
+2012-03-30 17:00:00,4.4,-8.6,38,15,48.3,101.24,Mostly Cloudy
+2012-03-30 18:00:00,3.9,-7.9,42,11,24.1,101.26,Mostly Cloudy
+2012-03-30 19:00:00,3.1,-6.7,49,7,25.0,101.29,Mostly Cloudy
+2012-03-30 20:00:00,3.0,-8.4,43,7,25.0,101.3,Mostly Cloudy
+2012-03-30 21:00:00,1.7,-9.0,45,4,25.0,101.32,Cloudy
+2012-03-30 22:00:00,0.4,-8.1,53,0,25.0,101.3,Mostly Cloudy
+2012-03-30 23:00:00,1.4,-7.7,51,6,25.0,101.34,Mainly Clear
+2012-03-31 00:00:00,1.5,-8.6,47,13,25.0,101.33,Mostly Cloudy
+2012-03-31 01:00:00,1.3,-9.6,44,13,25.0,101.31,Mostly Cloudy
+2012-03-31 02:00:00,1.3,-9.7,44,11,25.0,101.29,Cloudy
+2012-03-31 03:00:00,0.7,-8.8,49,13,25.0,101.3,Cloudy
+2012-03-31 04:00:00,-0.9,-8.5,56,13,25.0,101.32,Cloudy
+2012-03-31 05:00:00,-0.6,-9.2,52,13,25.0,101.3,Cloudy
+2012-03-31 06:00:00,-0.5,-9.2,52,15,48.3,101.32,Cloudy
+2012-03-31 07:00:00,-0.3,-9.2,51,19,48.3,101.32,Cloudy
+2012-03-31 08:00:00,0.7,-8.5,50,17,48.3,101.33,Cloudy
+2012-03-31 09:00:00,1.5,-7.8,50,17,48.3,101.34,Mostly Cloudy
+2012-03-31 10:00:00,2.9,-8.1,44,15,48.3,101.3,Mainly Clear
+2012-03-31 11:00:00,4.6,-9.7,35,7,48.3,101.24,Clear
+2012-03-31 12:00:00,6.4,-7.1,37,11,48.3,101.16,Clear
+2012-03-31 13:00:00,6.5,-9.7,30,9,48.3,101.08,Clear
+2012-03-31 14:00:00,7.7,-8.5,31,4,48.3,101.01,Mainly Clear
+2012-03-31 15:00:00,7.7,-8.6,30,6,48.3,100.94,Mainly Clear
+2012-03-31 16:00:00,8.4,-7.7,31,4,48.3,100.89,Mainly Clear
+2012-03-31 17:00:00,7.9,-8.1,31,6,48.3,100.88,Mainly Clear
+2012-03-31 18:00:00,7.0,-8.2,33,7,48.3,100.87,Mainly Clear
+2012-03-31 19:00:00,5.9,-8.0,36,4,25.0,100.88,Clear
+2012-03-31 20:00:00,4.4,-7.2,43,9,25.0,100.85,Clear
+2012-03-31 21:00:00,2.6,-6.3,52,7,25.0,100.86,Clear
+2012-03-31 22:00:00,2.7,-6.7,50,0,25.0,100.82,Clear
+2012-03-31 23:00:00,1.5,-6.9,54,0,25.0,100.79,Clear
+2012-04-01 00:00:00,0.4,-6.6,59,0,25.0,100.75,Clear
+2012-04-01 01:00:00,-1.5,-7.3,65,4,25.0,100.77,Clear
+2012-04-01 02:00:00,0.1,-6.9,59,0,25.0,100.7,Clear
+2012-04-01 03:00:00,-1.0,-6.2,68,0,25.0,100.67,Clear
+2012-04-01 04:00:00,-1.0,-5.3,73,0,25.0,100.66,Mainly Clear
+2012-04-01 05:00:00,-0.4,-4.5,74,4,25.0,100.65,Mostly Cloudy
+2012-04-01 06:00:00,0.5,-3.2,76,6,48.3,100.62,Cloudy
+2012-04-01 07:00:00,1.2,-3.6,70,6,48.3,100.6,Cloudy
+2012-04-01 08:00:00,3.2,-4.5,57,11,48.3,100.53,Cloudy
+2012-04-01 09:00:00,3.7,-3.9,58,9,48.3,100.49,Cloudy
+2012-04-01 10:00:00,4.1,-2.8,61,7,48.3,100.46,Cloudy
+2012-04-01 11:00:00,4.8,-0.3,70,4,24.1,100.43,Rain Showers
+2012-04-01 12:00:00,5.8,0.2,67,0,24.1,100.35,Rain
+2012-04-01 13:00:00,5.9,0.0,66,7,24.1,100.24,Rain
+2012-04-01 14:00:00,4.7,1.1,77,9,24.1,100.2,Rain
+2012-04-01 15:00:00,3.8,1.5,85,19,24.1,100.14,Rain
+2012-04-01 16:00:00,3.0,0.7,85,17,24.1,100.1,Rain
+2012-04-01 17:00:00,2.8,0.5,85,22,24.1,100.12,Rain
+2012-04-01 18:00:00,2.5,0.3,85,11,24.1,100.11,Rain
+2012-04-01 19:00:00,2.6,0.2,84,0,25.0,100.14,Rain
+2012-04-01 20:00:00,2.6,0.2,84,11,19.3,100.18,Rain
+2012-04-01 21:00:00,2.6,0.7,87,13,16.1,100.21,Rain
+2012-04-01 22:00:00,2.5,0.7,88,13,25.0,100.22,Cloudy
+2012-04-01 23:00:00,2.0,0.3,88,7,25.0,100.21,Cloudy
+2012-04-02 00:00:00,0.4,-1.2,89,11,16.1,100.22,Mainly Clear
+2012-04-02 01:00:00,-0.1,-1.4,91,7,9.7,100.27,Fog
+2012-04-02 02:00:00,-0.4,-1.8,90,0,12.9,100.31,Clear
+2012-04-02 03:00:00,-1.4,-2.8,90,0,8.0,100.33,Fog
+2012-04-02 04:00:00,-1.2,-2.2,93,4,9.7,100.38,Fog
+2012-04-02 05:00:00,-1.7,-2.5,94,6,25.0,100.47,Clear
+2012-04-02 06:00:00,-1.8,-3.5,88,6,24.1,100.56,Clear
+2012-04-02 07:00:00,0.2,-2.1,84,6,48.3,100.65,Clear
+2012-04-02 08:00:00,2.1,-4.5,62,13,48.3,100.69,Clear
+2012-04-02 09:00:00,3.4,-7.3,45,22,48.3,100.72,Clear
+2012-04-02 10:00:00,4.5,-8.5,38,28,48.3,100.73,Clear
+2012-04-02 11:00:00,4.6,-7.8,40,24,48.3,100.72,Clear
+2012-04-02 12:00:00,6.2,-7.8,36,17,48.3,100.65,Clear
+2012-04-02 13:00:00,6.7,-7.2,36,24,48.3,100.64,Clear
+2012-04-02 14:00:00,7.3,-8.5,32,26,48.3,100.62,Clear
+2012-04-02 15:00:00,7.9,-10.0,27,19,48.3,100.6,Clear
+2012-04-02 16:00:00,7.9,-12.0,23,28,48.3,100.59,Clear
+2012-04-02 17:00:00,8.0,-12.2,22,30,48.3,100.61,Mainly Clear
+2012-04-02 18:00:00,6.9,-13.6,22,19,48.3,100.65,Clear
+2012-04-02 19:00:00,4.9,-12.6,27,13,25.0,100.69,Clear
+2012-04-02 20:00:00,3.5,-13.1,28,13,25.0,100.75,Clear
+2012-04-02 21:00:00,3.1,-13.0,30,11,25.0,100.78,Clear
+2012-04-02 22:00:00,0.6,-12.8,36,9,25.0,100.84,Clear
+2012-04-02 23:00:00,1.0,-12.8,35,13,25.0,100.83,Clear
+2012-04-03 00:00:00,-0.3,-11.9,41,6,25.0,100.84,Clear
+2012-04-03 01:00:00,-1.1,-11.4,45,9,25.0,100.86,Clear
+2012-04-03 02:00:00,-0.9,-13.2,39,6,25.0,100.84,Clear
+2012-04-03 03:00:00,-3.0,-12.0,50,9,25.0,100.87,Clear
+2012-04-03 04:00:00,-2.1,-11.8,47,13,25.0,100.92,Clear
+2012-04-03 05:00:00,-2.6,-12.4,47,6,25.0,100.99,Clear
+2012-04-03 06:00:00,-2.0,-12.4,45,6,48.3,101.03,Clear
+2012-04-03 07:00:00,0.3,-11.3,41,11,48.3,101.09,Clear
+2012-04-03 08:00:00,1.7,-11.7,36,19,48.3,101.08,Clear
+2012-04-03 09:00:00,2.5,-11.0,36,15,48.3,101.07,Clear
+2012-04-03 10:00:00,4.3,-10.3,34,17,48.3,100.98,Clear
+2012-04-03 11:00:00,6.4,-9.1,32,11,48.3,100.91,Mainly Clear
+2012-04-03 12:00:00,7.1,-8.6,32,11,48.3,100.82,Mostly Cloudy
+2012-04-03 13:00:00,8.7,-9.1,27,11,48.3,100.76,Mostly Cloudy
+2012-04-03 14:00:00,10.0,-8.9,25,13,48.3,100.65,Mostly Cloudy
+2012-04-03 15:00:00,10.9,-9.0,24,24,48.3,100.54,Mainly Clear
+2012-04-03 16:00:00,10.8,-9.1,24,30,48.3,100.51,Mainly Clear
+2012-04-03 17:00:00,9.7,-9.0,26,28,48.3,100.52,Mostly Cloudy
+2012-04-03 18:00:00,8.9,-9.6,26,20,48.3,100.49,Mostly Cloudy
+2012-04-03 19:00:00,8.4,-9.7,27,13,25.0,100.5,Cloudy
+2012-04-03 20:00:00,7.8,-9.2,29,9,25.0,100.42,Mostly Cloudy
+2012-04-03 21:00:00,7.1,-8.2,33,7,25.0,100.36,Mostly Cloudy
+2012-04-03 22:00:00,6.9,-8.5,32,11,25.0,100.34,Cloudy
+2012-04-03 23:00:00,6.9,-9.2,31,11,25.0,100.29,Cloudy
+2012-04-04 00:00:00,6.0,-8.2,35,9,25.0,100.22,Mostly Cloudy
+2012-04-04 01:00:00,5.6,-8.6,35,4,25.0,100.2,Cloudy
+2012-04-04 02:00:00,6.0,-7.8,36,9,25.0,100.15,Mostly Cloudy
+2012-04-04 03:00:00,5.4,-4.1,50,11,25.0,100.05,Mostly Cloudy
+2012-04-04 04:00:00,5.2,-3.6,53,7,25.0,100.01,Mostly Cloudy
+2012-04-04 05:00:00,4.6,-2.8,59,9,24.1,99.94,Mostly Cloudy
+2012-04-04 06:00:00,4.2,-3.0,59,11,48.3,99.89,Mostly Cloudy
+2012-04-04 07:00:00,4.8,-4.1,52,17,48.3,99.85,Mostly Cloudy
+2012-04-04 08:00:00,5.5,-5.9,44,20,48.3,99.83,Mostly Cloudy
+2012-04-04 09:00:00,6.5,-6.5,39,28,48.3,99.83,Mostly Cloudy
+2012-04-04 10:00:00,8.7,-3.7,41,30,48.3,99.78,Mainly Clear
+2012-04-04 11:00:00,9.3,-2.6,43,28,48.3,99.75,Mainly Clear
+2012-04-04 12:00:00,8.9,-2.9,43,24,48.3,99.71,Mostly Cloudy
+2012-04-04 13:00:00,8.7,-3.5,42,33,24.1,99.71,Cloudy
+2012-04-04 14:00:00,8.5,-3.4,43,26,24.1,99.72,Cloudy
+2012-04-04 15:00:00,8.0,-3.2,45,26,24.1,99.75,Cloudy
+2012-04-04 16:00:00,8.3,-3.0,45,20,24.1,99.75,Cloudy
+2012-04-04 17:00:00,8.1,-4.6,40,26,24.1,99.81,Mostly Cloudy
+2012-04-04 18:00:00,7.6,-4.6,42,22,24.1,99.87,Mostly Cloudy
+2012-04-04 19:00:00,6.5,-3.8,48,19,24.1,99.98,Mainly Clear
+2012-04-04 20:00:00,6.0,-3.8,49,19,25.0,100.07,Mostly Cloudy
+2012-04-04 21:00:00,4.9,-4.4,51,19,25.0,100.13,Mostly Cloudy
+2012-04-04 22:00:00,3.7,-4.5,55,19,25.0,100.2,Mostly Cloudy
+2012-04-04 23:00:00,3.6,-4.6,55,19,25.0,100.24,Mostly Cloudy
+2012-04-05 00:00:00,3.2,-4.9,55,15,25.0,100.34,Mostly Cloudy
+2012-04-05 01:00:00,2.3,-5.8,55,17,25.0,100.37,Mainly Clear
+2012-04-05 02:00:00,2.3,-5.9,55,11,25.0,100.4,Mostly Cloudy
+2012-04-05 03:00:00,1.9,-4.6,62,13,25.0,100.41,Mostly Cloudy
+2012-04-05 04:00:00,1.5,-5.2,61,17,25.0,100.47,Mostly Cloudy
+2012-04-05 05:00:00,1.5,-6.7,54,17,25.0,100.51,Mostly Cloudy
+2012-04-05 06:00:00,1.5,-7.2,52,19,24.1,100.6,Cloudy
+2012-04-05 07:00:00,2.3,-6.9,51,19,24.1,100.68,Mostly Cloudy
+2012-04-05 08:00:00,2.7,-6.5,51,20,24.1,100.72,Mostly Cloudy
+2012-04-05 09:00:00,3.9,-6.1,48,22,24.1,100.76,Mostly Cloudy
+2012-04-05 10:00:00,4.5,-7.6,41,17,24.1,100.76,Mostly Cloudy
+2012-04-05 11:00:00,4.8,-7.1,42,26,24.1,100.77,Mostly Cloudy
+2012-04-05 12:00:00,5.2,-6.6,42,22,24.1,100.74,Mostly Cloudy
+2012-04-05 13:00:00,6.6,-5.3,42,22,24.1,100.73,Mostly Cloudy
+2012-04-05 14:00:00,6.7,-6.2,39,20,24.1,100.7,Mainly Clear
+2012-04-05 15:00:00,7.6,-5.9,38,19,24.1,100.67,Mainly Clear
+2012-04-05 16:00:00,8.9,-5.7,35,24,48.3,100.65,Mainly Clear
+2012-04-05 17:00:00,7.7,-6.9,35,24,48.3,100.7,Mainly Clear
+2012-04-05 18:00:00,6.6,-7.0,37,20,48.3,100.75,Mostly Cloudy
+2012-04-05 19:00:00,5.6,-7.7,38,26,25.0,100.82,Mostly Cloudy
+2012-04-05 20:00:00,5.3,-7.9,38,19,25.0,100.87,Mostly Cloudy
+2012-04-05 21:00:00,4.9,-7.7,40,19,25.0,100.88,Mostly Cloudy
+2012-04-05 22:00:00,4.4,-7.4,42,22,25.0,100.89,Mostly Cloudy
+2012-04-05 23:00:00,3.5,-7.8,43,19,25.0,100.93,Mostly Cloudy
+2012-04-06 00:00:00,3.0,-8.2,44,22,25.0,100.97,Mostly Cloudy
+2012-04-06 01:00:00,2.8,-8.4,43,17,25.0,100.98,Mostly Cloudy
+2012-04-06 02:00:00,2.3,-8.2,46,22,25.0,101.04,Cloudy
+2012-04-06 03:00:00,1.5,-8.2,48,19,25.0,101.09,Cloudy
+2012-04-06 04:00:00,1.1,-8.3,49,17,25.0,101.13,Mostly Cloudy
+2012-04-06 05:00:00,-0.1,-8.7,52,15,24.1,101.17,Mostly Cloudy
+2012-04-06 06:00:00,-0.5,-9.4,51,15,48.3,101.23,Mainly Clear
+2012-04-06 07:00:00,0.4,-8.9,50,15,48.3,101.3,Clear
+2012-04-06 08:00:00,1.1,-8.8,48,19,48.3,101.34,Clear
+2012-04-06 09:00:00,2.1,-8.4,46,17,48.3,101.37,Clear
+2012-04-06 10:00:00,3.9,-7.9,42,6,48.3,101.35,Mainly Clear
+2012-04-06 11:00:00,5.7,-7.7,37,19,48.3,101.32,Clear
+2012-04-06 12:00:00,6.6,-8.3,34,20,48.3,101.24,Mainly Clear
+2012-04-06 13:00:00,7.6,-7.7,33,15,48.3,101.18,Clear
+2012-04-06 14:00:00,8.6,-8.5,29,9,48.3,101.13,Mainly Clear
+2012-04-06 15:00:00,9.3,-8.3,28,19,48.3,101.1,Mainly Clear
+2012-04-06 16:00:00,8.5,-9.3,27,28,48.3,101.08,Mostly Cloudy
+2012-04-06 17:00:00,7.7,-11.0,25,32,48.3,101.11,Mostly Cloudy
+2012-04-06 18:00:00,7.3,-11.6,25,19,25.0,101.16,Mostly Cloudy
+2012-04-06 19:00:00,7.3,-11.7,24,13,25.0,101.21,Mostly Cloudy
+2012-04-06 20:00:00,6.7,-10.6,28,11,25.0,101.24,Mostly Cloudy
+2012-04-06 21:00:00,6.7,-10.3,28,9,25.0,101.24,Cloudy
+2012-04-06 22:00:00,6.8,-10.8,27,11,25.0,101.26,Cloudy
+2012-04-06 23:00:00,6.1,-9.9,31,11,25.0,101.27,Cloudy
+2012-04-07 00:00:00,5.6,-9.7,32,11,25.0,101.28,Cloudy
+2012-04-07 01:00:00,5.5,-10.6,30,17,25.0,101.29,Mostly Cloudy
+2012-04-07 02:00:00,3.1,-10.3,37,7,25.0,101.3,Mostly Cloudy
+2012-04-07 03:00:00,2.4,-10.0,39,11,25.0,101.32,Mainly Clear
+2012-04-07 04:00:00,2.5,-10.2,39,11,25.0,101.35,Mostly Cloudy
+2012-04-07 05:00:00,0.2,-10.4,45,7,25.0,101.39,Mainly Clear
+2012-04-07 06:00:00,1.5,-9.3,44,9,48.3,101.46,Mostly Cloudy
+2012-04-07 07:00:00,2.4,-10.1,39,11,48.3,101.5,Mainly Clear
+2012-04-07 08:00:00,4.5,-9.3,36,11,48.3,101.51,Mostly Cloudy
+2012-04-07 09:00:00,4.5,-9.5,35,11,48.3,101.52,Mostly Cloudy
+2012-04-07 10:00:00,5.7,-8.5,35,17,48.3,101.54,Mostly Cloudy
+2012-04-07 11:00:00,6.0,-9.2,33,13,48.3,101.51,Mostly Cloudy
+2012-04-07 12:00:00,6.6,-8.1,34,11,48.3,101.47,Mostly Cloudy
+2012-04-07 13:00:00,6.8,-7.8,34,9,48.3,101.44,Mostly Cloudy
+2012-04-07 14:00:00,7.8,-7.8,32,9,48.3,101.39,Cloudy
+2012-04-07 15:00:00,8.0,-6.7,35,7,48.3,101.36,Mostly Cloudy
+2012-04-07 16:00:00,8.4,-6.4,34,4,24.1,101.34,Mostly Cloudy
+2012-04-07 17:00:00,8.4,-6.3,35,9,24.1,101.35,Mostly Cloudy
+2012-04-07 18:00:00,8.0,-6.1,36,7,25.0,101.35,Mostly Cloudy
+2012-04-07 19:00:00,8.0,-5.2,39,13,25.0,101.37,Mostly Cloudy
+2012-04-07 20:00:00,7.7,-5.4,39,15,25.0,101.43,Cloudy
+2012-04-07 21:00:00,7.5,-5.2,40,17,25.0,101.41,Mostly Cloudy
+2012-04-07 22:00:00,6.2,-5.1,44,15,25.0,101.36,Mostly Cloudy
+2012-04-07 23:00:00,5.9,-5.0,45,11,25.0,101.31,Mostly Cloudy
+2012-04-08 00:00:00,5.8,-5.2,45,9,25.0,101.24,Cloudy
+2012-04-08 01:00:00,4.8,-4.8,50,7,25.0,101.18,Cloudy
+2012-04-08 02:00:00,4.2,-4.5,53,4,25.0,101.11,Cloudy
+2012-04-08 03:00:00,3.7,-3.9,58,4,25.0,101.06,Cloudy
+2012-04-08 04:00:00,3.7,-4.4,55,4,25.0,101.0,Cloudy
+2012-04-08 05:00:00,4.0,-4.5,54,7,25.0,100.95,Cloudy
+2012-04-08 06:00:00,4.8,-4.1,52,7,48.3,100.91,Mostly Cloudy
+2012-04-08 07:00:00,5.7,-4.1,49,11,48.3,100.87,Mostly Cloudy
+2012-04-08 08:00:00,6.6,-3.9,47,13,48.3,100.81,Mostly Cloudy
+2012-04-08 09:00:00,7.4,-3.7,45,19,48.3,100.73,Mostly Cloudy
+2012-04-08 10:00:00,7.3,-4.8,42,22,48.3,100.61,Mostly Cloudy
+2012-04-08 11:00:00,9.4,-3.6,40,15,48.3,100.46,Mostly Cloudy
+2012-04-08 12:00:00,10.4,-3.8,37,17,48.3,100.25,Mostly Cloudy
+2012-04-08 13:00:00,11.7,-3.9,33,20,48.3,100.11,Mostly Cloudy
+2012-04-08 14:00:00,12.1,-3.5,33,20,48.3,99.97,Mostly Cloudy
+2012-04-08 15:00:00,12.3,-3.8,32,22,48.3,99.86,Mostly Cloudy
+2012-04-08 16:00:00,12.4,-4.2,31,22,48.3,99.8,Cloudy
+2012-04-08 17:00:00,12.3,-4.5,31,7,48.3,99.75,Mostly Cloudy
+2012-04-08 18:00:00,11.9,-4.7,31,19,25.0,99.69,Mostly Cloudy
+2012-04-08 19:00:00,11.5,-4.9,31,17,48.3,99.64,Mostly Cloudy
+2012-04-08 20:00:00,10.9,-3.9,35,15,25.0,99.59,Mostly Cloudy
+2012-04-08 21:00:00,10.4,-3.9,36,17,25.0,99.5,Mostly Cloudy
+2012-04-08 22:00:00,10.2,-3.7,37,19,25.0,99.42,Mostly Cloudy
+2012-04-08 23:00:00,8.5,-3.2,44,7,25.0,99.38,Cloudy
+2012-04-09 00:00:00,7.5,-3.5,46,4,25.0,99.31,Mostly Cloudy
+2012-04-09 01:00:00,4.8,-2.4,60,9,25.0,99.24,Cloudy
+2012-04-09 02:00:00,5.4,-1.3,62,9,25.0,99.19,Cloudy
+2012-04-09 03:00:00,5.5,-1.1,62,0,25.0,99.14,Cloudy
+2012-04-09 04:00:00,5.7,-0.9,62,11,25.0,99.12,Cloudy
+2012-04-09 05:00:00,5.9,-1.4,59,7,25.0,99.09,Cloudy
+2012-04-09 06:00:00,6.1,0.1,65,13,24.1,99.1,Rain
+2012-04-09 07:00:00,6.3,1.5,71,13,24.1,99.11,Rain
+2012-04-09 08:00:00,6.6,3.6,81,20,24.1,99.05,Rain
+2012-04-09 09:00:00,7.4,1.6,67,19,24.1,99.05,Rain
+2012-04-09 10:00:00,7.0,2.3,72,28,24.1,99.07,Rain
+2012-04-09 11:00:00,7.4,2.8,73,24,24.1,99.1,Rain
+2012-04-09 12:00:00,7.9,4.1,77,17,24.1,99.07,Rain
+2012-04-09 13:00:00,8.8,2.6,65,17,24.1,99.08,Rain
+2012-04-09 14:00:00,9.0,1.3,58,19,24.1,99.11,Rain
+2012-04-09 15:00:00,8.6,0.7,58,22,24.1,99.14,Cloudy
+2012-04-09 16:00:00,8.7,0.2,55,17,24.1,99.19,Cloudy
+2012-04-09 17:00:00,8.3,1.0,60,22,24.1,99.24,Cloudy
+2012-04-09 18:00:00,6.2,2.2,76,30,24.1,99.31,Rain Showers
+2012-04-09 19:00:00,6.4,1.7,72,28,25.0,99.34,Cloudy
+2012-04-09 20:00:00,5.7,1.4,74,19,25.0,99.4,Mostly Cloudy
+2012-04-09 21:00:00,5.8,1.4,73,22,25.0,99.43,Cloudy
+2012-04-09 22:00:00,5.4,1.3,75,19,25.0,99.42,Cloudy
+2012-04-09 23:00:00,5.3,0.9,73,20,25.0,99.42,Mostly Cloudy
+2012-04-10 00:00:00,5.1,1.7,79,19,25.0,99.43,Cloudy
+2012-04-10 01:00:00,4.9,2.2,83,20,25.0,99.41,Cloudy
+2012-04-10 02:00:00,4.6,1.8,82,19,25.0,99.4,Mostly Cloudy
+2012-04-10 03:00:00,4.3,1.6,83,17,25.0,99.37,Mostly Cloudy
+2012-04-10 04:00:00,4.0,1.5,84,13,25.0,99.39,Mostly Cloudy
+2012-04-10 05:00:00,4.0,1.6,84,9,24.1,99.39,Cloudy
+2012-04-10 06:00:00,4.3,1.7,83,9,24.1,99.45,Mostly Cloudy
+2012-04-10 07:00:00,5.0,1.5,78,9,24.1,99.48,Cloudy
+2012-04-10 08:00:00,5.3,1.5,76,17,24.1,99.51,Rain Showers
+2012-04-10 09:00:00,5.7,1.8,76,15,24.1,99.53,Mostly Cloudy
+2012-04-10 10:00:00,6.9,0.9,66,20,24.1,99.56,Mostly Cloudy
+2012-04-10 11:00:00,6.9,2.5,74,15,24.1,99.58,Rain Showers
+2012-04-10 12:00:00,8.0,0.5,59,19,24.1,99.58,Cloudy
+2012-04-10 13:00:00,8.8,1.0,58,22,24.1,99.6,Mostly Cloudy
+2012-04-10 14:00:00,7.6,2.4,70,33,16.1,99.63,Rain Showers
+2012-04-10 15:00:00,6.2,3.2,81,19,24.1,99.71,Rain Showers
+2012-04-10 16:00:00,6.7,2.9,77,20,24.1,99.77,Mostly Cloudy
+2012-04-10 17:00:00,6.8,2.4,73,19,24.1,99.83,Mostly Cloudy
+2012-04-10 18:00:00,6.0,2.5,78,24,24.1,99.91,Mostly Cloudy
+2012-04-10 19:00:00,5.8,2.3,78,19,25.0,100.01,Mostly Cloudy
+2012-04-10 20:00:00,5.2,1.8,79,20,25.0,100.12,Mostly Cloudy
+2012-04-10 21:00:00,5.1,2.3,82,22,25.0,100.15,Mostly Cloudy
+2012-04-10 22:00:00,4.4,1.9,84,11,25.0,100.16,Mostly Cloudy
+2012-04-10 23:00:00,4.7,2.4,85,15,25.0,100.21,Mostly Cloudy
+2012-04-11 00:00:00,4.3,1.9,84,17,25.0,100.24,Mostly Cloudy
+2012-04-11 01:00:00,4.0,1.7,85,9,25.0,100.26,Mostly Cloudy
+2012-04-11 02:00:00,3.2,1.4,88,11,25.0,100.26,Mostly Cloudy
+2012-04-11 03:00:00,3.0,1.3,89,0,25.0,100.3,Mostly Cloudy
+2012-04-11 04:00:00,1.6,0.1,90,0,25.0,100.34,Mainly Clear
+2012-04-11 05:00:00,0.7,-0.8,90,6,24.1,100.4,Mostly Cloudy
+2012-04-11 06:00:00,2.4,0.8,89,6,24.1,100.5,Mostly Cloudy
+2012-04-11 07:00:00,3.2,1.2,87,4,24.1,100.58,Cloudy
+2012-04-11 08:00:00,4.6,1.7,81,4,24.1,100.65,Cloudy
+2012-04-11 09:00:00,6.1,1.4,72,0,24.1,100.72,Cloudy
+2012-04-11 10:00:00,6.7,2.2,73,4,24.1,100.76,Mostly Cloudy
+2012-04-11 11:00:00,6.7,2.0,72,11,24.1,100.78,Cloudy
+2012-04-11 12:00:00,8.8,2.5,65,9,24.1,100.76,Mainly Clear
+2012-04-11 13:00:00,11.0,1.9,53,4,24.1,100.74,Mostly Cloudy
+2012-04-11 14:00:00,8.4,0.3,57,32,24.1,100.79,Rain Showers
+2012-04-11 15:00:00,7.5,3.1,74,7,24.1,100.79,Mostly Cloudy
+2012-04-11 16:00:00,9.5,1.4,57,20,24.1,100.82,Mostly Cloudy
+2012-04-11 17:00:00,9.3,1.3,57,33,24.1,100.91,Rain Showers
+2012-04-11 18:00:00,8.4,-0.2,55,17,24.1,100.92,Mainly Clear
+2012-04-11 19:00:00,6.4,-0.4,62,11,24.1,101.0,Mainly Clear
+2012-04-11 20:00:00,7.4,0.8,63,13,25.0,101.07,Mostly Cloudy
+2012-04-11 21:00:00,6.9,0.9,66,7,25.0,101.08,Mostly Cloudy
+2012-04-11 22:00:00,3.3,-0.9,74,11,25.0,101.09,Mostly Cloudy
+2012-04-11 23:00:00,6.6,-0.3,61,13,25.0,101.11,Mostly Cloudy
+2012-04-12 00:00:00,5.5,-1.5,61,13,25.0,101.14,Mainly Clear
+2012-04-12 01:00:00,5.8,-2.2,56,15,25.0,101.15,Mostly Cloudy
+2012-04-12 02:00:00,4.8,-2.6,59,17,25.0,101.18,Mainly Clear
+2012-04-12 03:00:00,4.3,-2.8,60,13,25.0,101.21,Mostly Cloudy
+2012-04-12 04:00:00,3.1,-3.0,64,13,25.0,101.24,Mainly Clear
+2012-04-12 05:00:00,3.8,-2.9,62,15,24.1,101.3,Mostly Cloudy
+2012-04-12 06:00:00,3.5,-2.9,63,13,48.3,101.36,Mainly Clear
+2012-04-12 07:00:00,4.0,-2.3,63,6,48.3,101.43,Mainly Clear
+2012-04-12 08:00:00,6.5,-2.1,54,13,48.3,101.46,Mostly Cloudy
+2012-04-12 09:00:00,7.7,-1.8,51,13,48.3,101.5,Mostly Cloudy
+2012-04-12 10:00:00,8.7,-1.4,49,9,48.3,101.51,Mostly Cloudy
+2012-04-12 11:00:00,9.8,-1.2,46,9,48.3,101.46,Mostly Cloudy
+2012-04-12 12:00:00,10.4,-1.5,43,4,48.3,101.42,Mostly Cloudy
+2012-04-12 13:00:00,10.0,-1.0,46,15,48.3,101.4,Mostly Cloudy
+2012-04-12 14:00:00,10.3,-1.1,45,13,48.3,101.38,Mostly Cloudy
+2012-04-12 15:00:00,11.3,-1.4,41,15,48.3,101.33,Mostly Cloudy
+2012-04-12 16:00:00,12.4,-1.8,37,15,48.3,101.32,Mostly Cloudy
+2012-04-12 17:00:00,11.4,-1.5,41,11,48.3,101.32,Mainly Clear
+2012-04-12 18:00:00,11.3,-2.2,39,17,48.3,101.33,Mainly Clear
+2012-04-12 19:00:00,9.9,-1.8,44,11,48.3,101.34,Mainly Clear
+2012-04-12 20:00:00,9.1,-1.1,49,7,25.0,101.38,Mainly Clear
+2012-04-12 21:00:00,6.6,-0.8,59,0,25.0,101.39,Mainly Clear
+2012-04-12 22:00:00,6.7,-0.6,60,4,25.0,101.44,Clear
+2012-04-12 23:00:00,5.9,-2.2,56,11,25.0,101.47,Clear
+2012-04-13 00:00:00,4.6,-4.0,54,11,25.0,101.49,Clear
+2012-04-13 01:00:00,4.0,-5.1,51,11,25.0,101.48,Clear
+2012-04-13 02:00:00,2.0,-5.4,58,6,25.0,101.5,Clear
+2012-04-13 03:00:00,1.5,-5.1,61,9,25.0,101.52,Clear
+2012-04-13 04:00:00,1.2,-4.5,66,6,25.0,101.56,Clear
+2012-04-13 05:00:00,1.3,-4.1,67,6,48.3,101.6,Clear
+2012-04-13 06:00:00,1.8,-3.4,68,6,48.3,101.67,Clear
+2012-04-13 07:00:00,4.1,-2.1,64,7,48.3,101.75,Mainly Clear
+2012-04-13 08:00:00,6.1,-1.5,58,7,48.3,101.77,Mainly Clear
+2012-04-13 09:00:00,8.0,-0.8,54,13,48.3,101.73,Mainly Clear
+2012-04-13 10:00:00,9.8,-1.8,44,17,48.3,101.69,Mainly Clear
+2012-04-13 11:00:00,12.2,-1.0,40,19,48.3,101.6,Mainly Clear
+2012-04-13 12:00:00,13.5,-3.0,32,24,48.3,101.52,Mainly Clear
+2012-04-13 13:00:00,14.7,-6.1,23,24,48.3,101.48,Mainly Clear
+2012-04-13 14:00:00,15.0,-5.6,24,22,48.3,101.36,Mainly Clear
+2012-04-13 15:00:00,15.9,-4.9,24,32,48.3,101.27,Mainly Clear
+2012-04-13 16:00:00,16.1,-5.2,23,30,48.3,101.22,Mostly Cloudy
+2012-04-13 17:00:00,15.0,-4.3,26,28,48.3,101.22,Cloudy
+2012-04-13 18:00:00,14.3,-5.1,26,22,48.3,101.24,Cloudy
+2012-04-13 19:00:00,13.6,-6.8,24,19,48.3,101.25,Mostly Cloudy
+2012-04-13 20:00:00,12.2,-5.9,28,15,25.0,101.31,Mostly Cloudy
+2012-04-13 21:00:00,11.7,-5.1,30,19,25.0,101.32,Mainly Clear
+2012-04-13 22:00:00,10.3,-1.3,44,20,25.0,101.36,Mainly Clear
+2012-04-13 23:00:00,9.1,-1.3,48,20,25.0,101.37,Mainly Clear
+2012-04-14 00:00:00,7.9,-1.6,51,22,25.0,101.35,Clear
+2012-04-14 01:00:00,7.5,-1.8,52,11,25.0,101.35,Clear
+2012-04-14 02:00:00,6.8,-1.8,54,17,25.0,101.34,Clear
+2012-04-14 03:00:00,5.4,-1.0,63,19,25.0,101.36,Mainly Clear
+2012-04-14 04:00:00,5.7,-0.5,64,11,25.0,101.35,Mainly Clear
+2012-04-14 05:00:00,6.2,0.0,64,17,25.0,101.36,Mostly Cloudy
+2012-04-14 06:00:00,6.7,-0.9,58,19,24.1,101.42,Mostly Cloudy
+2012-04-14 07:00:00,7.5,-1.2,54,20,48.3,101.49,Mostly Cloudy
+2012-04-14 08:00:00,9.2,-0.5,51,19,48.3,101.46,Mostly Cloudy
+2012-04-14 09:00:00,10.8,-0.3,46,20,48.3,101.45,Mostly Cloudy
+2012-04-14 10:00:00,12.8,-0.2,41,26,48.3,101.38,Cloudy
+2012-04-14 11:00:00,13.8,-0.8,37,24,48.3,101.28,Cloudy
+2012-04-14 12:00:00,15.3,-0.3,34,24,48.3,101.21,Cloudy
+2012-04-14 13:00:00,14.8,-1.1,34,26,48.3,101.2,Cloudy
+2012-04-14 14:00:00,14.7,-0.7,35,17,48.3,101.08,Cloudy
+2012-04-14 15:00:00,15.6,-3.0,28,20,48.3,101.02,Cloudy
+2012-04-14 16:00:00,15.9,-3.5,26,19,48.3,100.98,Cloudy
+2012-04-14 17:00:00,15.4,-3.1,28,24,48.3,101.0,Mostly Cloudy
+2012-04-14 18:00:00,14.5,-2.7,30,13,48.3,100.95,Mostly Cloudy
+2012-04-14 19:00:00,11.9,-0.6,42,7,48.3,100.91,Mostly Cloudy
+2012-04-14 20:00:00,12.8,-0.9,39,7,25.0,100.9,Mostly Cloudy
+2012-04-14 21:00:00,12.0,0.0,44,7,25.0,100.86,Mostly Cloudy
+2012-04-14 22:00:00,11.0,0.1,47,9,25.0,100.82,Mostly Cloudy
+2012-04-14 23:00:00,11.6,0.3,46,9,25.0,100.76,Mostly Cloudy
+2012-04-15 00:00:00,12.9,0.1,41,9,25.0,100.77,Mostly Cloudy
+2012-04-15 01:00:00,13.1,0.6,42,13,25.0,100.74,Mostly Cloudy
+2012-04-15 02:00:00,12.4,1.8,48,15,25.0,100.7,Mostly Cloudy
+2012-04-15 03:00:00,11.3,2.3,54,15,25.0,100.7,Clear
+2012-04-15 04:00:00,10.9,4.3,64,15,25.0,100.72,Clear
+2012-04-15 05:00:00,9.9,4.5,69,6,25.0,100.72,Clear
+2012-04-15 06:00:00,10.6,5.4,70,13,24.1,100.74,Mainly Clear
+2012-04-15 07:00:00,11.7,6.2,69,9,24.1,100.81,Cloudy
+2012-04-15 08:00:00,13.5,8.0,69,11,24.1,100.84,Cloudy
+2012-04-15 09:00:00,14.1,8.9,71,26,24.1,100.79,Cloudy
+2012-04-15 10:00:00,15.5,9.4,67,32,24.1,100.72,Cloudy
+2012-04-15 11:00:00,17.3,9.7,61,28,24.1,100.68,Mainly Clear
+2012-04-15 12:00:00,18.4,10.1,58,28,48.3,100.65,Mainly Clear
+2012-04-15 13:00:00,19.8,10.1,54,32,48.3,100.68,Mostly Cloudy
+2012-04-15 14:00:00,19.4,10.1,55,26,24.1,100.68,Mostly Cloudy
+2012-04-15 15:00:00,18.1,10.6,62,24,48.3,100.65,Mostly Cloudy
+2012-04-15 16:00:00,17.5,10.9,65,22,48.3,100.69,Cloudy
+2012-04-15 17:00:00,17.0,11.0,68,20,24.1,100.73,Cloudy
+2012-04-15 18:00:00,16.6,11.2,70,20,24.1,100.77,Cloudy
+2012-04-15 19:00:00,16.3,11.5,73,17,24.1,100.78,Cloudy
+2012-04-15 20:00:00,15.5,11.0,75,11,25.0,100.8,Cloudy
+2012-04-15 21:00:00,14.6,10.5,76,6,25.0,100.83,Mostly Cloudy
+2012-04-15 22:00:00,14.8,10.6,76,6,25.0,100.82,Cloudy
+2012-04-15 23:00:00,14.9,11.1,78,13,25.0,100.74,Cloudy
+2012-04-16 00:00:00,15.7,11.6,77,17,25.0,100.77,Cloudy
+2012-04-16 01:00:00,14.6,12.8,89,9,8.0,100.7,Rain Showers
+2012-04-16 02:00:00,14.9,13.3,90,4,9.7,100.66,Rain Showers
+2012-04-16 03:00:00,14.4,12.8,90,9,25.0,100.66,Cloudy
+2012-04-16 04:00:00,15.2,12.6,84,11,25.0,100.66,Cloudy
+2012-04-16 05:00:00,15.3,12.3,82,13,25.0,100.64,Cloudy
+2012-04-16 06:00:00,15.7,12.0,79,15,24.1,100.61,Cloudy
+2012-04-16 07:00:00,17.0,12.8,76,17,24.1,100.55,Cloudy
+2012-04-16 08:00:00,19.3,13.5,69,17,24.1,100.52,Mostly Cloudy
+2012-04-16 09:00:00,22.2,13.6,58,15,24.1,100.52,Mostly Cloudy
+2012-04-16 10:00:00,24.9,12.8,47,22,24.1,100.44,Cloudy
+2012-04-16 11:00:00,24.1,12.1,47,22,24.1,100.44,Cloudy
+2012-04-16 12:00:00,24.8,11.7,44,30,24.1,100.39,Cloudy
+2012-04-16 13:00:00,25.4,12.3,44,22,24.1,100.36,Cloudy
+2012-04-16 14:00:00,26.6,12.4,41,24,24.1,100.26,Cloudy
+2012-04-16 15:00:00,27.4,11.5,37,28,24.1,100.12,Mostly Cloudy
+2012-04-16 16:00:00,27.8,11.6,37,26,48.3,100.06,Mostly Cloudy
+2012-04-16 17:00:00,27.3,11.5,37,26,48.3,100.03,Mainly Clear
+2012-04-16 18:00:00,26.7,11.3,38,11,48.3,99.99,Mostly Cloudy
+2012-04-16 19:00:00,26.4,11.9,40,20,16.1,100.1,Rain Showers
+2012-04-16 20:00:00,20.5,15.6,73,4,25.0,100.22,Mostly Cloudy
+2012-04-16 21:00:00,19.3,15.8,80,13,25.0,100.26,Mostly Cloudy
+2012-04-16 22:00:00,19.4,14.7,74,24,25.0,100.25,Rain Showers
+2012-04-16 23:00:00,19.5,14.2,71,30,25.0,100.31,Mostly Cloudy
+2012-04-17 00:00:00,19.0,11.6,62,28,25.0,100.34,Mainly Clear
+2012-04-17 01:00:00,18.9,9.6,55,35,25.0,100.42,Mainly Clear
+2012-04-17 02:00:00,17.4,4.7,43,30,25.0,100.51,Mainly Clear
+2012-04-17 03:00:00,15.4,6.3,55,37,25.0,100.61,Mainly Clear
+2012-04-17 04:00:00,14.5,6.1,57,37,25.0,100.8,Mainly Clear
+2012-04-17 05:00:00,13.5,5.9,60,33,48.3,100.99,Mostly Cloudy
+2012-04-17 06:00:00,11.9,2.3,52,37,48.3,101.19,Mainly Clear
+2012-04-17 07:00:00,10.9,1.9,54,48,48.3,101.32,Mainly Clear
+2012-04-17 08:00:00,10.2,0.6,51,43,48.3,101.42,Mainly Clear
+2012-04-17 09:00:00,10.2,-1.1,45,44,48.3,101.5,Mainly Clear
+2012-04-17 10:00:00,10.9,-1.3,43,41,48.3,101.51,Mainly Clear
+2012-04-17 11:00:00,11.5,-1.0,42,30,48.3,101.57,Mostly Cloudy
+2012-04-17 12:00:00,12.0,-0.8,41,37,48.3,101.58,Mostly Cloudy
+2012-04-17 13:00:00,12.2,-0.2,42,32,48.3,101.61,Mainly Clear
+2012-04-17 14:00:00,12.6,-0.3,41,35,48.3,101.64,Mostly Cloudy
+2012-04-17 15:00:00,12.7,-0.5,40,30,48.3,101.63,Mainly Clear
+2012-04-17 16:00:00,11.6,-1.2,41,32,48.3,101.69,Mainly Clear
+2012-04-17 17:00:00,11.1,-1.7,41,24,48.3,101.72,Mostly Cloudy
+2012-04-17 18:00:00,9.5,-2.8,42,24,48.3,101.79,Mostly Cloudy
+2012-04-17 19:00:00,8.5,-4.1,41,28,24.1,101.89,Mostly Cloudy
+2012-04-17 20:00:00,7.4,-5.1,41,19,25.0,102.04,Mostly Cloudy
+2012-04-17 21:00:00,6.1,-5.6,43,17,25.0,102.12,Mostly Cloudy
+2012-04-17 22:00:00,5.4,-5.4,46,11,25.0,102.17,Mostly Cloudy
+2012-04-17 23:00:00,3.9,-4.8,53,17,25.0,102.17,Mostly Cloudy
+2012-04-18 00:00:00,2.9,-5.1,56,13,25.0,102.2,Clear
+2012-04-18 01:00:00,2.4,-5.7,55,15,25.0,102.18,Clear
+2012-04-18 02:00:00,0.9,-6.5,58,15,25.0,102.22,Clear
+2012-04-18 03:00:00,1.1,-7.0,55,11,25.0,102.25,Clear
+2012-04-18 04:00:00,0.4,-7.0,58,9,25.0,102.29,Clear
+2012-04-18 05:00:00,-1.0,-7.0,64,11,48.3,102.34,Clear
+2012-04-18 06:00:00,0.9,-6.3,59,9,48.3,102.41,Clear
+2012-04-18 07:00:00,2.5,-6.2,53,13,48.3,102.44,Clear
+2012-04-18 08:00:00,3.3,-5.9,51,11,48.3,102.43,Clear
+2012-04-18 09:00:00,4.5,-5.7,47,9,48.3,102.41,Clear
+2012-04-18 10:00:00,5.3,-5.1,47,9,48.3,102.36,Clear
+2012-04-18 11:00:00,6.9,-3.4,48,6,48.3,102.24,Clear
+2012-04-18 12:00:00,7.3,-4.6,43,11,48.3,102.13,Mainly Clear
+2012-04-18 13:00:00,8.6,-3.3,43,15,48.3,102.05,Mainly Clear
+2012-04-18 14:00:00,9.3,-3.2,41,7,48.3,101.97,Mainly Clear
+2012-04-18 15:00:00,10.4,-3.2,38,11,48.3,101.86,Mainly Clear
+2012-04-18 16:00:00,10.3,-3.6,37,9,48.3,101.8,Mainly Clear
+2012-04-18 17:00:00,10.2,-4.1,36,13,48.3,101.75,Mainly Clear
+2012-04-18 18:00:00,10.0,-5.5,33,7,48.3,101.7,Mainly Clear
+2012-04-18 19:00:00,8.4,-3.9,42,9,48.3,101.66,Mainly Clear
+2012-04-18 20:00:00,7.6,-4.0,44,7,25.0,101.62,Mainly Clear
+2012-04-18 21:00:00,7.9,-4.2,42,4,25.0,101.56,Mostly Cloudy
+2012-04-18 22:00:00,8.4,-4.1,41,0,25.0,101.53,Mostly Cloudy
+2012-04-18 23:00:00,6.8,-2.6,51,6,25.0,101.5,Mainly Clear
+2012-04-19 00:00:00,6.5,-2.7,52,4,25.0,101.44,Mainly Clear
+2012-04-19 01:00:00,5.5,-2.7,55,6,25.0,101.42,Clear
+2012-04-19 02:00:00,3.3,-2.8,64,7,25.0,101.33,Clear
+2012-04-19 03:00:00,4.4,-3.3,57,4,25.0,101.28,Mainly Clear
+2012-04-19 04:00:00,3.4,-3.2,62,0,25.0,101.27,Mainly Clear
+2012-04-19 05:00:00,3.4,-2.9,63,4,24.1,101.25,Mainly Clear
+2012-04-19 06:00:00,4.7,-0.8,67,4,48.3,101.28,Mostly Cloudy
+2012-04-19 07:00:00,7.1,-0.4,59,4,48.3,101.24,Mostly Cloudy
+2012-04-19 08:00:00,8.6,-1.1,50,7,48.3,101.18,Mostly Cloudy
+2012-04-19 09:00:00,11.8,-0.5,43,7,48.3,101.14,Mainly Clear
+2012-04-19 10:00:00,14.0,-0.4,37,13,48.3,101.05,Mainly Clear
+2012-04-19 11:00:00,15.8,0.5,35,19,48.3,101.02,Mostly Cloudy
+2012-04-19 12:00:00,16.6,0.9,35,15,48.3,100.95,Mostly Cloudy
+2012-04-19 13:00:00,18.4,1.7,33,20,48.3,100.88,Mostly Cloudy
+2012-04-19 14:00:00,19.3,2.6,33,17,48.3,100.78,Mostly Cloudy
+2012-04-19 15:00:00,20.2,3.9,34,28,48.3,100.69,Mostly Cloudy
+2012-04-19 16:00:00,20.7,4.0,33,26,48.3,100.65,Mostly Cloudy
+2012-04-19 17:00:00,20.0,4.3,36,24,48.3,100.62,Mainly Clear
+2012-04-19 18:00:00,18.7,4.5,39,22,48.3,100.63,Mainly Clear
+2012-04-19 19:00:00,18.0,4.1,40,15,48.3,100.69,Mainly Clear
+2012-04-19 20:00:00,16.6,4.5,45,17,25.0,100.73,Mainly Clear
+2012-04-19 21:00:00,16.1,4.5,46,11,25.0,100.72,Clear
+2012-04-19 22:00:00,13.9,4.8,54,13,25.0,100.73,Mainly Clear
+2012-04-19 23:00:00,12.6,4.6,58,9,25.0,100.78,Mainly Clear
+2012-04-20 00:00:00,12.5,2.5,50,19,25.0,100.88,Mainly Clear
+2012-04-20 01:00:00,10.9,1.8,53,19,25.0,100.91,Clear
+2012-04-20 02:00:00,9.9,1.3,55,20,25.0,100.94,Mainly Clear
+2012-04-20 03:00:00,9.1,1.5,59,15,25.0,101.0,Mainly Clear
+2012-04-20 04:00:00,8.8,1.1,58,19,25.0,101.02,Mainly Clear
+2012-04-20 05:00:00,8.7,-0.6,52,22,25.0,101.04,Mostly Cloudy
+2012-04-20 06:00:00,7.8,-0.4,56,28,24.1,101.11,Mostly Cloudy
+2012-04-20 07:00:00,6.9,0.3,63,22,24.1,101.17,Rain Showers
+2012-04-20 08:00:00,6.1,1.4,72,26,24.1,101.12,Cloudy
+2012-04-20 09:00:00,6.3,1.4,71,19,48.3,101.13,Cloudy
+2012-04-20 10:00:00,6.6,1.6,70,24,24.1,101.07,Rain
+2012-04-20 11:00:00,6.9,1.0,66,20,24.1,101.06,Cloudy
+2012-04-20 12:00:00,7.2,1.7,68,26,24.1,100.98,Rain Showers
+2012-04-20 13:00:00,7.5,2.0,68,24,24.1,100.91,Rain Showers
+2012-04-20 14:00:00,9.6,3.2,64,24,24.1,100.8,Cloudy
+2012-04-20 15:00:00,9.5,3.0,64,24,24.1,100.7,Cloudy
+2012-04-20 16:00:00,8.4,2.9,68,33,24.1,100.67,Cloudy
+2012-04-20 17:00:00,7.8,2.6,70,26,24.1,100.59,Cloudy
+2012-04-20 18:00:00,7.4,2.9,73,28,24.1,100.54,Cloudy
+2012-04-20 19:00:00,7.0,3.2,77,26,24.1,100.5,Cloudy
+2012-04-20 20:00:00,6.9,3.5,79,24,25.0,100.46,Cloudy
+2012-04-20 21:00:00,6.6,3.5,81,17,25.0,100.35,Cloudy
+2012-04-20 22:00:00,6.5,3.4,81,17,25.0,100.32,Cloudy
+2012-04-20 23:00:00,6.6,3.5,81,20,25.0,100.27,Cloudy
+2012-04-21 00:00:00,6.3,3.7,83,19,25.0,100.18,Cloudy
+2012-04-21 01:00:00,6.4,4.0,85,15,25.0,100.13,Cloudy
+2012-04-21 02:00:00,5.7,3.5,86,19,25.0,100.21,Cloudy
+2012-04-21 03:00:00,5.5,3.3,86,20,25.0,100.21,Cloudy
+2012-04-21 04:00:00,5.7,3.4,85,13,25.0,100.2,Cloudy
+2012-04-21 05:00:00,6.0,3.5,84,7,25.0,100.32,Cloudy
+2012-04-21 06:00:00,6.2,3.4,82,15,25.0,100.36,Cloudy
+2012-04-21 07:00:00,6.4,3.3,81,17,25.0,100.38,Rain Showers
+2012-04-21 08:00:00,6.2,3.3,82,17,24.1,100.42,Cloudy
+2012-04-21 09:00:00,5.5,3.4,86,19,24.1,100.49,Rain Showers
+2012-04-21 10:00:00,5.5,3.3,86,17,9.7,100.53,"Rain,Fog"
+2012-04-21 11:00:00,5.6,3.5,86,11,12.9,100.59,Rain
+2012-04-21 12:00:00,5.5,3.3,86,15,9.7,100.61,"Rain,Fog"
+2012-04-21 13:00:00,6.1,3.7,85,19,24.1,100.65,Rain
+2012-04-21 14:00:00,6.1,3.9,86,19,16.1,100.69,Rain
+2012-04-21 15:00:00,5.7,3.3,85,17,16.1,100.73,Rain
+2012-04-21 16:00:00,5.3,2.5,82,19,16.1,100.8,Rain
+2012-04-21 17:00:00,4.8,2.6,86,17,16.1,100.84,Rain
+2012-04-21 18:00:00,3.8,1.6,86,24,16.1,100.96,Rain
+2012-04-21 19:00:00,3.4,1.0,84,20,19.3,100.96,Rain
+2012-04-21 20:00:00,2.6,0.5,86,24,16.1,101.06,Rain
+2012-04-21 21:00:00,2.6,0.3,85,26,25.0,101.06,Rain
+2012-04-21 22:00:00,1.9,-0.2,86,19,19.3,101.04,Rain
+2012-04-21 23:00:00,1.6,-0.3,87,13,25.0,101.08,Rain
+2012-04-22 00:00:00,1.5,-0.6,86,24,25.0,101.04,Rain
+2012-04-22 01:00:00,1.4,-0.5,87,17,25.0,101.06,"Rain,Snow"
+2012-04-22 02:00:00,0.6,-1.0,89,13,9.7,101.07,"Rain,Snow"
+2012-04-22 03:00:00,0.8,-0.8,89,15,25.0,101.05,"Rain,Snow"
+2012-04-22 04:00:00,1.2,-0.3,90,11,25.0,101.05,Rain
+2012-04-22 05:00:00,1.8,-0.3,86,19,25.0,101.06,Rain
+2012-04-22 06:00:00,1.9,-0.3,85,19,24.1,101.1,Cloudy
+2012-04-22 07:00:00,2.4,-0.5,81,20,24.1,101.17,Cloudy
+2012-04-22 08:00:00,2.8,-1.1,75,20,24.1,101.24,Cloudy
+2012-04-22 09:00:00,3.3,-1.0,73,28,24.1,101.27,Cloudy
+2012-04-22 10:00:00,4.0,-0.3,74,22,48.3,101.3,Cloudy
+2012-04-22 11:00:00,4.6,-0.2,71,22,48.3,101.24,Cloudy
+2012-04-22 12:00:00,5.0,-0.5,68,24,48.3,101.22,Cloudy
+2012-04-22 13:00:00,5.2,-0.4,67,20,48.3,101.3,Cloudy
+2012-04-22 14:00:00,5.9,-0.1,65,22,48.3,101.27,Cloudy
+2012-04-22 15:00:00,6.0,-0.6,63,28,48.3,101.2,Cloudy
+2012-04-22 16:00:00,6.4,0.0,64,22,48.3,101.2,Cloudy
+2012-04-22 17:00:00,6.3,-0.3,63,26,48.3,101.17,Cloudy
+2012-04-22 18:00:00,6.5,0.0,63,24,48.3,101.13,Cloudy
+2012-04-22 19:00:00,6.1,0.4,67,32,24.1,101.16,Cloudy
+2012-04-22 20:00:00,5.3,-0.6,66,32,25.0,101.19,Cloudy
+2012-04-22 21:00:00,4.3,-1.0,68,35,25.0,101.07,Rain
+2012-04-22 22:00:00,2.8,-1.1,75,32,25.0,101.05,Rain
+2012-04-22 23:00:00,2.0,-0.7,82,41,19.3,100.89,Rain
+2012-04-23 00:00:00,1.9,-0.8,82,46,19.3,100.73,Rain
+2012-04-23 01:00:00,1.1,-1.1,85,44,11.3,100.59,"Rain,Snow"
+2012-04-23 02:00:00,1.1,-1.1,85,44,25.0,100.32,"Rain,Snow"
+2012-04-23 03:00:00,1.7,-0.7,84,52,25.0,100.11,"Rain,Snow"
+2012-04-23 04:00:00,2.0,-0.7,82,44,25.0,99.82,Rain
+2012-04-23 05:00:00,1.9,-0.2,86,46,8.0,99.74,Rain
+2012-04-23 06:00:00,2.1,-0.3,84,52,16.1,99.66,Rain
+2012-04-23 07:00:00,2.3,-0.4,82,48,24.1,99.52,Rain
+2012-04-23 08:00:00,2.8,0.3,84,48,19.3,99.4,Rain
+2012-04-23 09:00:00,3.1,0.6,84,44,12.9,99.29,Rain
+2012-04-23 10:00:00,3.7,1.1,83,46,24.1,99.23,Cloudy
+2012-04-23 11:00:00,4.1,1.7,84,48,19.3,99.15,Cloudy
+2012-04-23 12:00:00,4.6,1.9,83,46,24.1,99.09,Cloudy
+2012-04-23 13:00:00,5.0,2.4,83,41,24.1,99.06,Cloudy
+2012-04-23 14:00:00,5.3,2.2,80,44,24.1,98.97,Cloudy
+2012-04-23 15:00:00,5.7,2.4,79,43,24.1,98.9,Cloudy
+2012-04-23 16:00:00,5.6,2.4,80,39,24.1,98.81,Cloudy
+2012-04-23 17:00:00,5.9,2.9,81,35,24.1,98.8,Cloudy
+2012-04-23 18:00:00,5.9,2.8,80,43,24.1,98.66,Cloudy
+2012-04-23 19:00:00,5.4,3.2,86,39,9.7,98.61,"Rain,Fog"
+2012-04-23 20:00:00,5.7,3.6,86,41,25.0,98.54,Cloudy
+2012-04-23 21:00:00,5.6,3.5,86,37,25.0,98.51,Rain
+2012-04-23 22:00:00,5.5,3.7,88,19,25.0,98.58,Cloudy
+2012-04-23 23:00:00,5.6,3.9,89,9,25.0,98.64,Cloudy
+2012-04-24 00:00:00,5.7,4.2,90,13,25.0,98.6,Cloudy
+2012-04-24 01:00:00,6.7,5.1,90,7,16.1,98.56,Cloudy
+2012-04-24 02:00:00,6.1,4.5,89,6,9.7,98.5,Fog
+2012-04-24 03:00:00,7.0,5.5,90,15,12.9,98.53,Cloudy
+2012-04-24 04:00:00,7.5,4.2,80,19,25.0,98.51,Rain Showers
+2012-04-24 05:00:00,7.1,3.1,76,19,24.1,98.47,Cloudy
+2012-04-24 06:00:00,6.8,3.4,79,19,19.3,98.51,Rain Showers
+2012-04-24 07:00:00,5.5,3.0,84,13,11.3,98.6,Rain Showers
+2012-04-24 08:00:00,6.6,3.7,82,13,24.1,98.63,Rain Showers
+2012-04-24 09:00:00,7.7,1.4,64,17,48.3,98.64,Mostly Cloudy
+2012-04-24 10:00:00,7.2,1.2,66,19,24.1,98.72,Rain Showers
+2012-04-24 11:00:00,8.8,1.2,59,26,24.1,98.78,Mostly Cloudy
+2012-04-24 12:00:00,8.9,3.6,69,17,24.1,98.82,Mostly Cloudy
+2012-04-24 13:00:00,8.0,1.2,62,24,24.1,98.9,Rain Showers
+2012-04-24 14:00:00,8.0,0.5,59,28,24.1,99.01,Cloudy
+2012-04-24 15:00:00,8.4,1.9,64,19,48.3,99.08,Cloudy
+2012-04-24 16:00:00,8.1,-0.3,55,32,48.3,99.19,Cloudy
+2012-04-24 17:00:00,8.0,0.4,59,28,48.3,99.26,Cloudy
+2012-04-24 18:00:00,7.7,0.4,60,20,48.3,99.3,Mostly Cloudy
+2012-04-24 19:00:00,7.1,0.1,61,19,24.1,99.37,Cloudy
+2012-04-24 20:00:00,6.9,0.0,61,28,25.0,99.45,Cloudy
+2012-04-24 21:00:00,6.6,-0.2,62,20,25.0,99.54,Cloudy
+2012-04-24 22:00:00,6.0,-0.9,61,24,25.0,99.56,Mostly Cloudy
+2012-04-24 23:00:00,5.4,-0.9,64,19,25.0,99.61,Mostly Cloudy
+2012-04-25 00:00:00,4.9,-0.6,68,19,25.0,99.67,Mostly Cloudy
+2012-04-25 01:00:00,5.5,-0.7,64,19,25.0,99.71,Mostly Cloudy
+2012-04-25 02:00:00,4.5,-0.2,71,13,25.0,99.74,Mostly Cloudy
+2012-04-25 03:00:00,4.4,-0.3,71,15,25.0,99.77,Mostly Cloudy
+2012-04-25 04:00:00,4.8,-0.3,70,15,25.0,99.8,Mostly Cloudy
+2012-04-25 05:00:00,4.5,0.0,73,13,24.1,99.84,Mostly Cloudy
+2012-04-25 06:00:00,5.2,0.1,70,20,24.1,99.93,Rain Showers
+2012-04-25 07:00:00,5.5,0.6,71,19,19.3,100.01,Rain Showers
+2012-04-25 08:00:00,4.9,1.5,79,19,24.1,100.08,Rain
+2012-04-25 09:00:00,5.1,2.9,86,15,24.1,100.15,Rain
+2012-04-25 10:00:00,6.1,2.9,80,9,24.1,100.22,Rain
+2012-04-25 11:00:00,7.8,2.7,70,17,48.3,100.23,Mostly Cloudy
+2012-04-25 12:00:00,8.0,1.9,65,20,48.3,100.26,Mostly Cloudy
+2012-04-25 13:00:00,8.7,0.1,55,20,48.3,100.29,Mostly Cloudy
+2012-04-25 14:00:00,9.8,1.7,57,19,24.1,100.31,Mostly Cloudy
+2012-04-25 15:00:00,7.7,0.5,60,15,24.1,100.38,Rain Showers
+2012-04-25 16:00:00,8.8,-1.5,48,17,24.1,100.41,Mostly Cloudy
+2012-04-25 17:00:00,8.8,-1.5,48,22,48.3,100.45,Mostly Cloudy
+2012-04-25 18:00:00,8.0,-1.9,50,22,48.3,100.5,Mostly Cloudy
+2012-04-25 19:00:00,7.3,0.1,60,17,24.1,100.56,Mostly Cloudy
+2012-04-25 20:00:00,7.3,-0.2,59,17,25.0,100.61,Mostly Cloudy
+2012-04-25 21:00:00,7.0,0.0,61,13,25.0,100.67,Mostly Cloudy
+2012-04-25 22:00:00,6.2,0.2,65,9,25.0,100.69,Mostly Cloudy
+2012-04-25 23:00:00,6.0,0.2,66,9,25.0,100.69,Cloudy
+2012-04-26 00:00:00,5.8,0.9,71,7,25.0,100.68,Mostly Cloudy
+2012-04-26 01:00:00,4.9,0.2,72,9,25.0,100.67,Mainly Clear
+2012-04-26 02:00:00,3.7,-0.5,74,7,25.0,100.67,Mainly Clear
+2012-04-26 03:00:00,3.5,-0.6,74,11,25.0,100.66,Clear
+2012-04-26 04:00:00,2.7,-1.5,74,7,25.0,100.66,Clear
+2012-04-26 05:00:00,2.6,-1.3,75,9,24.1,100.69,Clear
+2012-04-26 06:00:00,3.2,-0.6,76,4,48.3,100.71,Clear
+2012-04-26 07:00:00,5.5,0.9,72,7,48.3,100.72,Mostly Cloudy
+2012-04-26 08:00:00,6.2,0.8,68,7,48.3,100.72,Cloudy
+2012-04-26 09:00:00,6.9,-0.3,60,7,48.3,100.65,Cloudy
+2012-04-26 10:00:00,8.8,0.3,55,11,48.3,100.6,Mostly Cloudy
+2012-04-26 11:00:00,9.6,0.3,52,7,48.3,100.49,Cloudy
+2012-04-26 12:00:00,9.8,0.5,52,13,48.3,100.39,Cloudy
+2012-04-26 13:00:00,10.3,0.8,52,13,48.3,100.24,Cloudy
+2012-04-26 14:00:00,11.0,-0.4,45,17,24.1,100.08,Cloudy
+2012-04-26 15:00:00,11.2,-0.6,44,19,48.3,99.98,Cloudy
+2012-04-26 16:00:00,11.4,-0.6,43,19,24.1,99.84,Cloudy
+2012-04-26 17:00:00,11.0,1.3,51,15,19.3,99.8,Rain
+2012-04-26 18:00:00,8.6,5.4,80,19,19.3,99.72,Rain
+2012-04-26 19:00:00,8.3,5.6,83,15,19.3,99.7,Rain
+2012-04-26 20:00:00,8.1,5.8,85,7,25.0,99.69,Rain
+2012-04-26 21:00:00,8.0,6.2,88,9,9.7,99.67,"Rain,Fog"
+2012-04-26 22:00:00,7.6,5.8,88,6,9.7,99.61,"Drizzle,Fog"
+2012-04-26 23:00:00,6.9,5.3,90,13,9.7,99.59,"Rain,Fog"
+2012-04-27 00:00:00,5.8,4.1,89,22,9.7,99.67,"Rain,Fog"
+2012-04-27 01:00:00,4.8,2.6,86,15,25.0,99.74,Rain
+2012-04-27 02:00:00,4.7,2.8,87,15,25.0,99.79,Rain
+2012-04-27 03:00:00,4.4,1.8,83,22,25.0,99.87,Mostly Cloudy
+2012-04-27 04:00:00,4.2,1.0,80,24,25.0,99.94,Mostly Cloudy
+2012-04-27 05:00:00,3.3,-0.6,76,26,24.1,100.03,Rain Showers
+2012-04-27 06:00:00,2.5,-1.7,74,28,24.1,100.16,Mostly Cloudy
+2012-04-27 07:00:00,1.8,-2.9,71,32,12.9,100.25,Snow
+2012-04-27 08:00:00,2.3,-2.7,69,26,24.1,100.33,Snow
+2012-04-27 09:00:00,2.7,-3.2,65,32,24.1,100.4,Snow
+2012-04-27 10:00:00,3.7,-3.1,61,30,24.1,100.48,Snow
+2012-04-27 11:00:00,3.0,-3.7,61,30,24.1,100.58,Cloudy
+2012-04-27 12:00:00,2.7,-4.1,61,35,24.1,100.65,Snow
+2012-04-27 13:00:00,2.7,-5.0,57,37,24.1,100.76,Cloudy
+2012-04-27 14:00:00,1.9,-5.3,59,37,24.1,100.86,Cloudy
+2012-04-27 15:00:00,2.5,-5.1,57,30,24.1,100.92,Cloudy
+2012-04-27 16:00:00,2.1,-5.9,55,30,24.1,100.97,Cloudy
+2012-04-27 17:00:00,1.7,-6.3,55,33,24.1,101.09,Cloudy
+2012-04-27 18:00:00,1.0,-7.2,54,28,24.1,101.18,Cloudy
+2012-04-27 19:00:00,0.7,-7.7,53,22,24.1,101.25,Cloudy
+2012-04-27 20:00:00,0.5,-7.2,56,24,25.0,101.36,Cloudy
+2012-04-27 21:00:00,0.2,-7.1,58,19,25.0,101.42,Cloudy
+2012-04-27 22:00:00,0.2,-7.8,55,20,25.0,101.47,Cloudy
+2012-04-27 23:00:00,0.3,-7.7,55,17,25.0,101.5,Cloudy
+2012-04-28 00:00:00,0.2,-7.4,57,17,25.0,101.52,Cloudy
+2012-04-28 01:00:00,-0.2,-8.2,55,19,25.0,101.51,Cloudy
+2012-04-28 02:00:00,-0.4,-8.1,56,22,25.0,101.5,Cloudy
+2012-04-28 03:00:00,-0.8,-9.1,53,17,25.0,101.54,Cloudy
+2012-04-28 04:00:00,-1.3,-9.8,52,24,25.0,101.6,Cloudy
+2012-04-28 05:00:00,-1.5,-9.6,54,26,24.1,101.67,Cloudy
+2012-04-28 06:00:00,-2.1,-10.7,52,22,48.3,101.74,Mainly Clear
+2012-04-28 07:00:00,-1.3,-10.0,52,30,48.3,101.75,Mainly Clear
+2012-04-28 08:00:00,-0.4,-10.0,48,24,48.3,101.78,Mainly Clear
+2012-04-28 09:00:00,0.6,-9.7,46,32,48.3,101.79,Mainly Clear
+2012-04-28 10:00:00,2.0,-7.4,50,28,48.3,101.73,Mainly Clear
+2012-04-28 11:00:00,3.9,-9.9,36,24,48.3,101.71,Mainly Clear
+2012-04-28 12:00:00,5.0,-9.7,34,30,48.3,101.68,Mainly Clear
+2012-04-28 13:00:00,5.4,-11.1,29,32,48.3,101.62,Mainly Clear
+2012-04-28 14:00:00,6.4,-10.7,28,24,48.3,101.57,Mainly Clear
+2012-04-28 15:00:00,7.2,-10.5,27,35,48.3,101.5,Mainly Clear
+2012-04-28 16:00:00,7.4,-11.0,26,30,48.3,101.46,Mainly Clear
+2012-04-28 17:00:00,7.7,-11.2,25,28,48.3,101.45,Mainly Clear
+2012-04-28 18:00:00,7.2,-11.3,25,24,48.3,101.43,Clear
+2012-04-28 19:00:00,6.1,-11.4,27,19,48.3,101.46,Clear
+2012-04-28 20:00:00,4.1,-10.2,34,11,25.0,101.51,Mainly Clear
+2012-04-28 21:00:00,2.3,-9.7,41,11,25.0,101.55,Clear
+2012-04-28 22:00:00,1.9,-9.9,41,9,25.0,101.56,Mostly Cloudy
+2012-04-28 23:00:00,0.8,-9.1,47,6,25.0,101.55,Mostly Cloudy
+2012-04-29 00:00:00,0.8,-8.8,49,7,25.0,101.52,Cloudy
+2012-04-29 01:00:00,1.3,-8.7,47,11,25.0,101.49,Mainly Clear
+2012-04-29 02:00:00,1.3,-7.5,52,11,25.0,101.49,Mainly Clear
+2012-04-29 03:00:00,0.8,-7.8,53,13,25.0,101.47,Mostly Cloudy
+2012-04-29 04:00:00,-0.1,-7.7,57,9,25.0,101.48,Mainly Clear
+2012-04-29 05:00:00,0.9,-10.5,42,19,48.3,101.52,Mostly Cloudy
+2012-04-29 06:00:00,1.2,-11.4,38,20,48.3,101.58,Mostly Cloudy
+2012-04-29 07:00:00,1.8,-11.9,35,26,48.3,101.64,Mostly Cloudy
+2012-04-29 08:00:00,2.6,-11.7,34,19,48.3,101.65,Mostly Cloudy
+2012-04-29 09:00:00,4.3,-11.7,30,19,48.3,101.64,Mainly Clear
+2012-04-29 10:00:00,5.5,-11.4,28,26,48.3,101.67,Clear
+2012-04-29 11:00:00,6.2,-11.6,27,24,48.3,101.62,Clear
+2012-04-29 12:00:00,7.4,-10.5,27,24,48.3,101.62,Clear
+2012-04-29 13:00:00,8.4,-11.1,24,32,48.3,101.64,Clear
+2012-04-29 14:00:00,8.7,-11.7,22,22,48.3,101.65,Clear
+2012-04-29 15:00:00,9.0,-12.0,21,32,48.3,101.63,Clear
+2012-04-29 16:00:00,9.2,-11.8,21,28,48.3,101.66,Mainly Clear
+2012-04-29 17:00:00,9.0,-11.5,22,30,48.3,101.72,Clear
+2012-04-29 18:00:00,8.1,-11.9,23,28,48.3,101.77,Clear
+2012-04-29 19:00:00,6.9,-11.7,25,20,48.3,101.82,Clear
+2012-04-29 20:00:00,6.3,-11.4,27,15,25.0,101.93,Mainly Clear
+2012-04-29 21:00:00,5.4,-11.0,29,19,25.0,102.01,Mainly Clear
+2012-04-29 22:00:00,5.1,-10.7,31,15,25.0,102.05,Clear
+2012-04-29 23:00:00,4.1,-10.3,34,13,25.0,102.09,Clear
+2012-04-30 00:00:00,3.3,-10.3,36,9,25.0,102.06,Clear
+2012-04-30 01:00:00,2.2,-9.7,41,6,25.0,102.12,Clear
+2012-04-30 02:00:00,3.2,-10.4,36,0,25.0,102.09,Clear
+2012-04-30 03:00:00,2.4,-9.2,42,0,25.0,102.09,Clear
+2012-04-30 04:00:00,0.7,-9.0,48,4,25.0,102.14,Clear
+2012-04-30 05:00:00,-0.7,-6.9,63,4,48.3,102.23,Mainly Clear
+2012-04-30 06:00:00,3.0,-4.3,59,0,48.3,102.33,Mainly Clear
+2012-04-30 07:00:00,6.0,-7.3,38,0,48.3,102.37,Mainly Clear
+2012-04-30 08:00:00,6.6,-6.3,39,11,48.3,102.41,Mostly Cloudy
+2012-04-30 09:00:00,7.2,-6.4,37,7,48.3,102.31,Mostly Cloudy
+2012-04-30 10:00:00,7.6,-6.7,35,7,48.3,102.31,Mostly Cloudy
+2012-04-30 11:00:00,9.3,-5.2,35,0,48.3,102.2,Mostly Cloudy
+2012-04-30 12:00:00,10.1,-3.2,39,6,48.3,102.15,Mostly Cloudy
+2012-04-30 13:00:00,12.4,-4.3,31,11,48.3,102.01,Mostly Cloudy
+2012-04-30 14:00:00,12.4,-3.2,34,7,48.3,101.93,Mostly Cloudy
+2012-04-30 15:00:00,12.5,-4.2,31,15,48.3,101.83,Mostly Cloudy
+2012-04-30 16:00:00,12.9,-3.8,31,9,48.3,101.79,Mostly Cloudy
+2012-04-30 17:00:00,12.7,-4.5,30,9,24.1,101.73,Cloudy
+2012-04-30 18:00:00,12.5,-4.0,31,13,25.0,101.68,Cloudy
+2012-04-30 19:00:00,12.2,-3.6,33,11,25.0,101.6,Cloudy
+2012-04-30 20:00:00,12.1,-2.9,35,11,25.0,101.53,Cloudy
+2012-04-30 21:00:00,12.2,-3.7,33,13,25.0,101.49,Cloudy
+2012-04-30 22:00:00,12.0,-3.2,34,11,25.0,101.47,Cloudy
+2012-04-30 23:00:00,11.1,-2.0,40,6,25.0,101.45,Cloudy
+2012-05-01 00:00:00,11.4,-1.9,39,11,25.0,101.32,Cloudy
+2012-05-01 01:00:00,10.8,-1.0,44,19,25.0,101.22,Rain Showers
+2012-05-01 02:00:00,9.7,1.7,57,7,25.0,101.24,Rain Showers
+2012-05-01 03:00:00,8.8,3.2,68,15,25.0,101.2,Rain Showers
+2012-05-01 04:00:00,8.4,3.7,72,17,25.0,101.15,Rain
+2012-05-01 05:00:00,7.8,5.1,83,24,11.3,101.13,Rain
+2012-05-01 06:00:00,7.8,5.8,87,24,9.7,101.15,"Rain,Fog"
+2012-05-01 07:00:00,7.9,5.9,87,13,9.7,101.15,Rain
+2012-05-01 08:00:00,8.0,5.9,87,17,9.7,101.13,"Rain,Fog"
+2012-05-01 09:00:00,8.4,6.8,90,13,9.7,101.09,Fog
+2012-05-01 10:00:00,9.2,7.0,86,6,16.1,101.12,Cloudy
+2012-05-01 11:00:00,9.5,7.0,84,6,16.1,101.13,Cloudy
+2012-05-01 12:00:00,10.9,7.9,82,7,16.1,101.08,Cloudy
+2012-05-01 13:00:00,10.6,7.5,81,0,16.1,101.12,Cloudy
+2012-05-01 14:00:00,11.0,7.8,81,0,16.1,101.15,Cloudy
+2012-05-01 15:00:00,10.4,7.9,84,9,9.7,101.16,Drizzle
+2012-05-01 16:00:00,9.9,7.9,87,9,4.8,101.17,"Drizzle,Fog"
+2012-05-01 17:00:00,10.0,8.4,90,7,4.0,101.21,"Rain,Fog"
+2012-05-01 18:00:00,9.7,8.2,90,7,2.4,101.3,"Rain,Fog"
+2012-05-01 19:00:00,9.6,8.2,91,9,2.0,101.35,"Drizzle,Fog"
+2012-05-01 20:00:00,9.3,8.0,92,6,4.0,101.39,"Drizzle,Fog"
+2012-05-01 21:00:00,9.2,7.9,92,9,2.4,101.38,"Drizzle,Fog"
+2012-05-01 22:00:00,9.1,7.9,92,6,2.0,101.38,"Drizzle,Fog"
+2012-05-01 23:00:00,9.1,7.9,92,6,2.4,101.41,"Drizzle,Fog"
+2012-05-02 00:00:00,9.0,7.9,93,6,1.6,101.43,"Drizzle,Fog"
+2012-05-02 01:00:00,8.6,7.8,95,6,0.6,101.44,Fog
+2012-05-02 02:00:00,8.8,7.7,93,4,0.4,101.44,Fog
+2012-05-02 03:00:00,8.8,7.7,93,4,0.4,101.49,Fog
+2012-05-02 04:00:00,8.6,7.5,93,9,1.2,101.52,Fog
+2012-05-02 05:00:00,8.4,7.3,93,13,1.0,101.57,Fog
+2012-05-02 06:00:00,8.6,7.5,93,11,1.6,101.58,Fog
+2012-05-02 07:00:00,8.4,7.3,93,17,1.0,101.7,"Drizzle,Fog"
+2012-05-02 08:00:00,8.4,7.2,92,15,2.4,101.71,Fog
+2012-05-02 09:00:00,8.9,7.4,90,13,6.4,101.68,Fog
+2012-05-02 10:00:00,9.5,7.8,89,13,6.4,101.73,Fog
+2012-05-02 11:00:00,10.3,8.0,86,13,12.9,101.72,Cloudy
+2012-05-02 12:00:00,11.2,8.0,81,13,12.9,101.64,Cloudy
+2012-05-02 13:00:00,11.8,8.3,79,17,12.9,101.57,Cloudy
+2012-05-02 14:00:00,13.0,8.5,74,11,16.1,101.51,Mostly Cloudy
+2012-05-02 15:00:00,14.0,9.1,72,19,16.1,101.42,Mostly Cloudy
+2012-05-02 16:00:00,14.9,9.0,68,19,19.3,101.37,Mostly Cloudy
+2012-05-02 17:00:00,15.4,8.9,65,17,24.1,101.31,Mostly Cloudy
+2012-05-02 18:00:00,15.4,9.0,66,15,24.1,101.28,Cloudy
+2012-05-02 19:00:00,15.2,9.0,66,15,24.1,101.29,Mostly Cloudy
+2012-05-02 20:00:00,14.2,9.0,71,11,25.0,101.34,Mostly Cloudy
+2012-05-02 21:00:00,14.2,8.0,66,17,25.0,101.27,Mostly Cloudy
+2012-05-02 22:00:00,13.5,7.7,68,19,25.0,101.22,Rain Showers
+2012-05-02 23:00:00,11.9,8.7,81,19,25.0,101.18,Rain Showers
+2012-05-03 00:00:00,11.6,8.9,83,17,25.0,101.16,Cloudy
+2012-05-03 01:00:00,11.4,8.9,85,15,25.0,101.17,Cloudy
+2012-05-03 02:00:00,11.4,8.7,83,17,25.0,101.18,Cloudy
+2012-05-03 03:00:00,11.2,8.5,83,15,25.0,101.21,Cloudy
+2012-05-03 04:00:00,11.1,8.4,83,17,25.0,101.24,Cloudy
+2012-05-03 05:00:00,11.0,8.4,84,13,24.1,101.29,Cloudy
+2012-05-03 06:00:00,11.4,8.5,82,13,24.1,101.31,Cloudy
+2012-05-03 07:00:00,11.7,8.6,81,15,24.1,101.36,Cloudy
+2012-05-03 08:00:00,12.4,8.8,79,15,24.1,101.42,Cloudy
+2012-05-03 09:00:00,13.6,9.6,77,17,24.1,101.42,Cloudy
+2012-05-03 10:00:00,14.2,9.9,75,13,24.1,101.44,Cloudy
+2012-05-03 11:00:00,15.4,10.3,72,11,24.1,101.41,Cloudy
+2012-05-03 12:00:00,15.7,10.3,70,15,24.1,101.4,Cloudy
+2012-05-03 13:00:00,15.9,10.7,71,13,24.1,101.38,Cloudy
+2012-05-03 14:00:00,16.2,10.8,70,11,24.1,101.37,Cloudy
+2012-05-03 15:00:00,16.2,11.0,71,7,24.1,101.27,Cloudy
+2012-05-03 16:00:00,16.5,11.4,72,13,24.1,101.17,Cloudy
+2012-05-03 17:00:00,16.4,11.4,72,6,24.1,101.22,Rain Showers
+2012-05-03 18:00:00,15.8,11.9,78,7,24.1,101.21,Cloudy
+2012-05-03 19:00:00,15.7,11.4,76,6,24.1,101.18,Cloudy
+2012-05-03 20:00:00,15.1,11.1,77,11,25.0,101.13,Cloudy
+2012-05-03 21:00:00,14.2,10.8,80,13,25.0,101.04,Mostly Cloudy
+2012-05-03 22:00:00,13.8,10.2,79,11,25.0,101.01,Cloudy
+2012-05-03 23:00:00,13.8,10.4,80,11,25.0,100.99,Rain
+2012-05-04 00:00:00,13.5,10.7,83,13,25.0,100.85,Cloudy
+2012-05-04 01:00:00,13.3,10.8,85,17,25.0,100.7,Cloudy
+2012-05-04 02:00:00,13.1,11.0,87,13,9.7,100.75,"Drizzle,Fog"
+2012-05-04 03:00:00,13.2,11.2,88,11,8.0,100.66,"Drizzle,Fog"
+2012-05-04 04:00:00,13.1,11.2,88,6,8.0,100.7,"Drizzle,Fog"
+2012-05-04 05:00:00,13.2,11.2,88,6,8.0,100.67,Fog
+2012-05-04 06:00:00,13.3,11.3,88,11,3.6,100.69,"Drizzle,Fog"
+2012-05-04 07:00:00,13.6,11.7,88,7,4.8,100.7,"Drizzle,Fog"
+2012-05-04 08:00:00,13.7,12.1,90,6,3.6,100.72,"Drizzle,Fog"
+2012-05-04 09:00:00,13.5,11.9,90,11,4.0,100.71,"Drizzle,Fog"
+2012-05-04 10:00:00,13.8,12.0,89,11,9.7,100.71,"Drizzle,Fog"
+2012-05-04 11:00:00,14.6,12.3,86,7,16.1,100.72,Cloudy
+2012-05-04 12:00:00,15.3,12.2,82,0,24.1,100.7,Cloudy
+2012-05-04 13:00:00,16.0,12.6,80,9,24.1,100.71,Cloudy
+2012-05-04 14:00:00,16.0,12.5,80,9,24.1,100.73,Cloudy
+2012-05-04 15:00:00,16.9,13.0,78,9,24.1,100.72,Cloudy
+2012-05-04 16:00:00,16.6,12.9,79,7,24.1,100.77,Cloudy
+2012-05-04 17:00:00,17.1,12.9,76,7,24.1,100.79,Cloudy
+2012-05-04 18:00:00,17.4,13.0,75,4,24.1,100.79,Mostly Cloudy
+2012-05-04 19:00:00,15.9,13.0,83,9,9.7,100.82,Rain Showers
+2012-05-04 20:00:00,15.4,13.5,88,9,25.0,100.89,Mostly Cloudy
+2012-05-04 21:00:00,14.0,9.8,76,32,25.0,100.99,Cloudy
+2012-05-04 22:00:00,11.0,5.4,68,30,25.0,101.08,Mostly Cloudy
+2012-05-04 23:00:00,10.2,4.6,68,17,25.0,101.17,Mostly Cloudy
+2012-05-05 00:00:00,8.4,4.1,74,4,25.0,101.25,Mainly Clear
+2012-05-05 01:00:00,7.9,3.4,73,11,25.0,101.32,Mainly Clear
+2012-05-05 02:00:00,7.7,2.9,72,11,25.0,101.36,Mainly Clear
+2012-05-05 03:00:00,6.5,1.6,71,15,25.0,101.42,Mainly Clear
+2012-05-05 04:00:00,5.7,0.2,68,11,25.0,101.44,Mainly Clear
+2012-05-05 05:00:00,5.2,-0.6,66,17,24.1,101.49,Mainly Clear
+2012-05-05 06:00:00,5.9,-0.7,63,15,48.3,101.55,Mainly Clear
+2012-05-05 07:00:00,6.5,-0.7,60,19,48.3,101.62,Mainly Clear
+2012-05-05 08:00:00,7.6,0.3,60,17,48.3,101.66,Mainly Clear
+2012-05-05 09:00:00,8.3,0.7,59,9,48.3,101.74,Mainly Clear
+2012-05-05 10:00:00,9.4,1.2,57,11,48.3,101.78,Mainly Clear
+2012-05-05 11:00:00,10.8,0.8,50,13,48.3,101.73,Mainly Clear
+2012-05-05 12:00:00,11.8,0.4,45,11,48.3,101.69,Mainly Clear
+2012-05-05 13:00:00,12.8,-0.7,39,13,48.3,101.63,Mostly Cloudy
+2012-05-05 14:00:00,14.4,-1.0,35,7,48.3,101.59,Mainly Clear
+2012-05-05 15:00:00,15.4,-1.0,32,6,48.3,101.55,Mainly Clear
+2012-05-05 16:00:00,16.0,-2.4,28,17,48.3,101.51,Clear
+2012-05-05 17:00:00,15.9,-1.8,30,9,48.3,101.53,Clear
+2012-05-05 18:00:00,15.7,-2.8,28,11,48.3,101.52,Mainly Clear
+2012-05-05 19:00:00,14.7,-3.0,29,0,48.3,101.54,Mainly Clear
+2012-05-05 20:00:00,12.8,-2.0,36,4,25.0,101.62,Mainly Clear
+2012-05-05 21:00:00,12.6,-2.7,34,6,25.0,101.65,Mostly Cloudy
+2012-05-05 22:00:00,13.1,-4.2,30,9,25.0,101.65,Cloudy
+2012-05-05 23:00:00,12.7,-5.0,29,13,25.0,101.64,Cloudy
+2012-05-06 00:00:00,12.1,-4.7,31,9,25.0,101.67,Mostly Cloudy
+2012-05-06 01:00:00,10.9,-4.1,35,15,25.0,101.61,Mainly Clear
+2012-05-06 02:00:00,7.8,-3.2,46,13,25.0,101.63,Mainly Clear
+2012-05-06 03:00:00,7.0,-2.0,53,17,25.0,101.67,Mainly Clear
+2012-05-06 04:00:00,6.6,-3.6,48,17,25.0,101.67,Mainly Clear
+2012-05-06 05:00:00,6.2,-3.4,50,20,48.3,101.71,Mostly Cloudy
+2012-05-06 06:00:00,7.3,-3.1,48,22,48.3,101.72,Cloudy
+2012-05-06 07:00:00,8.2,-2.3,47,22,48.3,101.78,Cloudy
+2012-05-06 08:00:00,9.8,-1.1,47,17,48.3,101.81,Mostly Cloudy
+2012-05-06 09:00:00,11.0,-0.9,44,20,48.3,101.86,Mainly Clear
+2012-05-06 10:00:00,12.3,-1.1,39,15,48.3,101.84,Mainly Clear
+2012-05-06 11:00:00,13.8,-4.0,29,15,48.3,101.77,Mainly Clear
+2012-05-06 12:00:00,14.7,-2.9,30,6,48.3,101.74,Mainly Clear
+2012-05-06 13:00:00,15.0,-1.2,33,7,48.3,101.66,Mainly Clear
+2012-05-06 14:00:00,15.7,-2.3,29,9,48.3,101.61,Mainly Clear
+2012-05-06 15:00:00,16.6,-3.0,26,6,48.3,101.61,Mainly Clear
+2012-05-06 16:00:00,16.6,-2.7,27,7,48.3,101.6,Mainly Clear
+2012-05-06 17:00:00,16.6,-1.7,29,11,48.3,101.57,Mainly Clear
+2012-05-06 18:00:00,16.1,-2.7,27,11,48.3,101.56,Mainly Clear
+2012-05-06 19:00:00,14.4,-1.8,33,9,48.3,101.56,Mostly Cloudy
+2012-05-06 20:00:00,13.1,-1.4,37,9,25.0,101.58,Mainly Clear
+2012-05-06 21:00:00,12.3,-1.0,40,6,25.0,101.57,Mainly Clear
+2012-05-06 22:00:00,11.7,-1.6,40,0,25.0,101.58,Mainly Clear
+2012-05-06 23:00:00,11.1,-2.1,40,0,25.0,101.57,Clear
+2012-05-07 00:00:00,9.9,-1.6,45,0,25.0,101.57,Clear
+2012-05-07 01:00:00,6.9,0.3,63,0,25.0,101.55,Clear
+2012-05-07 02:00:00,5.2,-0.8,65,4,25.0,101.56,Clear
+2012-05-07 03:00:00,4.6,-0.4,70,4,25.0,101.55,Clear
+2012-05-07 04:00:00,5.1,0.6,73,0,25.0,101.61,Clear
+2012-05-07 05:00:00,5.7,0.4,69,4,48.3,101.6,Clear
+2012-05-07 06:00:00,8.2,3.3,71,6,48.3,101.63,Clear
+2012-05-07 07:00:00,12.3,0.6,45,4,48.3,101.64,Clear
+2012-05-07 08:00:00,14.0,1.0,41,7,48.3,101.67,Clear
+2012-05-07 09:00:00,16.0,-3.0,27,7,48.3,101.68,Clear
+2012-05-07 10:00:00,17.1,-5.9,20,13,48.3,101.67,Clear
+2012-05-07 11:00:00,17.8,-3.1,24,7,48.3,101.59,Mainly Clear
+2012-05-07 12:00:00,18.9,-4.2,21,13,48.3,101.48,Mainly Clear
+2012-05-07 13:00:00,19.7,-2.3,22,13,48.3,101.43,Mainly Clear
+2012-05-07 14:00:00,20.1,-3.6,20,19,48.3,101.36,Mainly Clear
+2012-05-07 15:00:00,20.6,-2.3,21,7,48.3,101.25,Mostly Cloudy
+2012-05-07 16:00:00,20.9,-2.0,21,11,48.3,101.14,Mostly Cloudy
+2012-05-07 17:00:00,21.0,-2.9,20,13,48.3,101.07,Mostly Cloudy
+2012-05-07 18:00:00,20.7,-4.4,18,13,48.3,101.0,Mostly Cloudy
+2012-05-07 19:00:00,19.9,-4.0,20,11,48.3,100.93,Mostly Cloudy
+2012-05-07 20:00:00,19.2,-3.8,21,13,25.0,100.9,Mostly Cloudy
+2012-05-07 21:00:00,18.7,-4.1,21,15,25.0,100.87,Clear
+2012-05-07 22:00:00,18.1,-3.5,23,17,25.0,100.84,Mainly Clear
+2012-05-07 23:00:00,17.6,-2.2,26,15,25.0,100.77,Mostly Cloudy
+2012-05-08 00:00:00,16.1,0.2,34,11,25.0,100.77,Mostly Cloudy
+2012-05-08 01:00:00,16.0,4.8,47,15,25.0,100.74,Rain Showers
+2012-05-08 02:00:00,14.8,5.4,53,4,25.0,100.71,Cloudy
+2012-05-08 03:00:00,15.2,6.6,56,6,25.0,100.64,Rain
+2012-05-08 04:00:00,14.2,10.4,78,17,25.0,100.6,Rain
+2012-05-08 05:00:00,13.7,10.3,80,19,24.1,100.53,Cloudy
+2012-05-08 06:00:00,12.6,10.4,86,22,9.7,100.51,Rain
+2012-05-08 07:00:00,12.2,10.1,87,24,6.4,100.48,Rain
+2012-05-08 08:00:00,11.6,9.5,87,26,6.4,100.45,Rain
+2012-05-08 09:00:00,11.1,9.1,87,32,6.4,100.41,Rain
+2012-05-08 10:00:00,10.9,8.9,87,26,8.0,100.39,"Rain,Fog"
+2012-05-08 11:00:00,11.0,9.2,89,20,6.4,100.37,"Rain,Fog"
+2012-05-08 12:00:00,11.1,9.3,89,19,6.4,100.37,"Rain,Fog"
+2012-05-08 13:00:00,11.5,9.6,88,17,6.4,100.35,"Rain,Fog"
+2012-05-08 14:00:00,11.7,9.9,89,19,8.0,100.32,"Rain,Fog"
+2012-05-08 15:00:00,12.0,10.0,88,17,12.9,100.3,Rain
+2012-05-08 16:00:00,12.2,10.3,88,15,12.9,100.28,Rain
+2012-05-08 17:00:00,12.2,10.3,88,9,12.9,100.29,Rain
+2012-05-08 18:00:00,12.1,10.3,89,11,9.7,100.29,"Rain,Fog"
+2012-05-08 19:00:00,12.3,10.5,89,6,8.0,100.3,Fog
+2012-05-08 20:00:00,12.1,10.5,90,9,8.0,100.33,"Drizzle,Fog"
+2012-05-08 21:00:00,12.2,10.6,90,6,8.0,100.31,Fog
+2012-05-08 22:00:00,12.3,10.7,90,6,8.0,100.3,Fog
+2012-05-08 23:00:00,12.4,10.9,91,4,6.4,100.26,"Drizzle,Fog"
+2012-05-09 00:00:00,12.5,11.0,91,0,3.2,100.27,"Rain,Fog"
+2012-05-09 01:00:00,12.6,11.2,91,0,3.2,100.2,"Rain,Fog"
+2012-05-09 02:00:00,12.8,11.3,91,6,6.4,100.14,"Drizzle,Fog"
+2012-05-09 03:00:00,12.9,11.4,91,6,4.8,100.13,"Drizzle,Fog"
+2012-05-09 04:00:00,13.0,11.6,91,6,3.2,100.08,"Drizzle,Fog"
+2012-05-09 05:00:00,13.5,12.0,91,9,2.4,100.07,"Drizzle,Fog"
+2012-05-09 06:00:00,13.7,12.2,91,13,2.4,100.08,"Drizzle,Fog"
+2012-05-09 07:00:00,14.3,12.5,89,15,4.8,100.12,Fog
+2012-05-09 08:00:00,14.3,12.3,88,17,6.4,100.12,Fog
+2012-05-09 09:00:00,14.0,12.3,89,9,4.0,100.1,"Drizzle,Fog"
+2012-05-09 10:00:00,14.9,12.2,84,17,16.1,100.07,Cloudy
+2012-05-09 11:00:00,16.1,13.3,83,9,24.1,100.03,Cloudy
+2012-05-09 12:00:00,16.1,11.7,75,19,24.1,100.02,Cloudy
+2012-05-09 13:00:00,17.4,12.0,71,15,24.1,99.96,Mostly Cloudy
+2012-05-09 14:00:00,17.9,11.2,65,15,24.1,99.88,Mostly Cloudy
+2012-05-09 15:00:00,19.0,11.4,61,13,24.1,99.78,Mostly Cloudy
+2012-05-09 16:00:00,19.2,10.4,57,13,24.1,99.72,Cloudy
+2012-05-09 17:00:00,18.9,10.2,57,7,24.1,99.67,Cloudy
+2012-05-09 18:00:00,16.8,10.6,67,20,24.1,99.68,Cloudy
+2012-05-09 19:00:00,16.3,10.9,70,11,24.1,99.68,Mostly Cloudy
+2012-05-09 20:00:00,15.9,11.0,73,7,25.0,99.68,Mostly Cloudy
+2012-05-09 21:00:00,15.4,9.5,68,11,25.0,99.67,Mostly Cloudy
+2012-05-09 22:00:00,14.3,9.4,72,13,25.0,99.67,Mainly Clear
+2012-05-09 23:00:00,11.9,8.3,79,4,25.0,99.65,Mainly Clear
+2012-05-10 00:00:00,12.2,8.4,78,15,25.0,99.66,Mostly Cloudy
+2012-05-10 01:00:00,11.6,8.6,82,6,25.0,99.62,Mostly Cloudy
+2012-05-10 02:00:00,11.0,8.5,85,7,25.0,99.59,Cloudy
+2012-05-10 03:00:00,11.4,8.9,85,6,16.1,99.55,Cloudy
+2012-05-10 04:00:00,11.4,9.0,85,11,16.1,99.5,Cloudy
+2012-05-10 05:00:00,10.9,8.1,83,17,24.1,99.47,Cloudy
+2012-05-10 06:00:00,10.2,7.3,82,22,24.1,99.5,Cloudy
+2012-05-10 07:00:00,8.9,6.1,83,20,24.1,99.51,Cloudy
+2012-05-10 08:00:00,9.0,5.6,79,20,24.1,99.51,Cloudy
+2012-05-10 09:00:00,9.0,5.0,76,26,24.1,99.51,Cloudy
+2012-05-10 10:00:00,9.3,5.2,76,28,24.1,99.52,Cloudy
+2012-05-10 11:00:00,10.5,5.6,72,28,24.1,99.48,Cloudy
+2012-05-10 12:00:00,10.0,5.4,73,30,24.1,99.48,Cloudy
+2012-05-10 13:00:00,10.4,6.0,74,26,24.1,99.46,Cloudy
+2012-05-10 14:00:00,10.1,5.9,75,30,24.1,99.48,Cloudy
+2012-05-10 15:00:00,10.5,5.3,70,28,24.1,99.51,Cloudy
+2012-05-10 16:00:00,10.2,6.0,75,19,24.1,99.55,Rain Showers
+2012-05-10 17:00:00,10.2,5.1,71,26,24.1,99.6,Cloudy
+2012-05-10 18:00:00,9.8,6.0,77,19,24.1,99.68,Rain Showers
+2012-05-10 19:00:00,9.5,6.2,80,15,24.1,99.73,Rain Showers
+2012-05-10 20:00:00,9.4,5.6,77,20,25.0,99.79,Rain Showers
+2012-05-10 21:00:00,9.2,5.0,75,20,25.0,99.88,Rain
+2012-05-10 22:00:00,9.2,4.1,70,24,25.0,99.92,Mostly Cloudy
+2012-05-10 23:00:00,9.0,3.1,66,17,25.0,100.0,Mostly Cloudy
+2012-05-11 00:00:00,8.7,2.7,66,15,25.0,100.07,Rain Showers
+2012-05-11 01:00:00,8.4,3.1,69,22,25.0,100.14,Rain Showers
+2012-05-11 02:00:00,7.3,3.5,77,17,25.0,100.22,Rain
+2012-05-11 03:00:00,7.3,2.4,71,19,25.0,100.3,Cloudy
+2012-05-11 04:00:00,7.3,2.1,70,7,25.0,100.39,Rain
+2012-05-11 05:00:00,7.5,2.5,71,7,24.1,100.42,Cloudy
+2012-05-11 06:00:00,8.7,2.9,67,17,48.3,100.49,Cloudy
+2012-05-11 07:00:00,9.5,2.3,61,19,48.3,100.54,Mostly Cloudy
+2012-05-11 08:00:00,11.3,3.0,57,19,48.3,100.6,Mostly Cloudy
+2012-05-11 09:00:00,11.7,1.6,50,19,48.3,100.63,Mainly Clear
+2012-05-11 10:00:00,13.1,1.4,45,22,48.3,100.64,Mainly Clear
+2012-05-11 11:00:00,14.6,-0.9,34,24,48.3,100.65,Mainly Clear
+2012-05-11 12:00:00,15.3,-1.4,32,22,48.3,100.67,Mainly Clear
+2012-05-11 13:00:00,16.4,-1.3,30,20,48.3,100.7,Mainly Clear
+2012-05-11 14:00:00,17.6,-1.0,28,32,48.3,100.72,Mainly Clear
+2012-05-11 15:00:00,17.1,-1.8,27,26,48.3,100.76,Mainly Clear
+2012-05-11 16:00:00,17.8,-2.1,26,26,48.3,100.78,Mainly Clear
+2012-05-11 17:00:00,17.6,-2.2,26,22,48.3,100.82,Mainly Clear
+2012-05-11 18:00:00,16.8,-2.7,26,22,48.3,100.87,Clear
+2012-05-11 19:00:00,15.1,-2.9,29,13,48.3,100.95,Clear
+2012-05-11 20:00:00,12.1,-2.1,37,11,25.0,101.04,Clear
+2012-05-11 21:00:00,10.2,-2.1,42,9,25.0,101.1,Clear
+2012-05-11 22:00:00,7.7,-1.2,53,9,25.0,101.15,Clear
+2012-05-11 23:00:00,7.8,-0.9,54,9,25.0,101.19,Clear
+2012-05-12 00:00:00,7.1,-0.6,58,9,25.0,101.19,Clear
+2012-05-12 01:00:00,9.8,-1.1,47,7,25.0,101.22,Clear
+2012-05-12 02:00:00,8.5,-1.0,51,0,25.0,101.23,Clear
+2012-05-12 03:00:00,7.0,-0.5,59,4,25.0,101.28,Clear
+2012-05-12 04:00:00,7.9,-1.0,53,11,25.0,101.35,Clear
+2012-05-12 05:00:00,7.3,-1.4,54,6,48.3,101.37,Clear
+2012-05-12 06:00:00,9.4,-0.5,50,7,48.3,101.42,Clear
+2012-05-12 07:00:00,11.1,2.3,55,11,48.3,101.45,Clear
+2012-05-12 08:00:00,12.9,2.4,49,11,48.3,101.46,Clear
+2012-05-12 09:00:00,14.6,4.5,51,13,48.3,101.43,Clear
+2012-05-12 10:00:00,16.7,4.6,45,15,48.3,101.41,Clear
+2012-05-12 11:00:00,18.6,4.0,38,20,48.3,101.36,Mostly Cloudy
+2012-05-12 12:00:00,20.4,5.0,36,22,48.3,101.3,Cloudy
+2012-05-12 13:00:00,22.0,5.6,34,24,48.3,101.25,Mostly Cloudy
+2012-05-12 14:00:00,22.4,6.8,36,28,48.3,101.23,Cloudy
+2012-05-12 15:00:00,23.9,6.9,34,26,48.3,101.22,Mostly Cloudy
+2012-05-12 16:00:00,23.6,7.7,36,22,48.3,101.19,Mostly Cloudy
+2012-05-12 17:00:00,22.8,7.3,37,20,48.3,101.21,Cloudy
+2012-05-12 18:00:00,22.8,5.5,33,17,48.3,101.26,Cloudy
+2012-05-12 19:00:00,22.0,6.2,36,20,48.3,101.27,Cloudy
+2012-05-12 20:00:00,20.7,7.3,42,0,25.0,101.34,Cloudy
+2012-05-12 21:00:00,19.3,7.8,47,11,25.0,101.37,Rain Showers
+2012-05-12 22:00:00,18.4,8.8,54,6,25.0,101.34,Rain
+2012-05-12 23:00:00,16.6,9.5,63,6,25.0,101.32,Cloudy
+2012-05-13 00:00:00,16.5,10.0,65,7,25.0,101.34,Cloudy
+2012-05-13 01:00:00,16.0,10.0,68,7,25.0,101.31,Cloudy
+2012-05-13 02:00:00,15.9,10.4,70,6,25.0,101.32,Rain Showers
+2012-05-13 03:00:00,15.4,10.9,75,6,25.0,101.39,Cloudy
+2012-05-13 04:00:00,15.1,10.9,76,11,25.0,101.5,Rain Showers
+2012-05-13 05:00:00,14.1,11.5,84,6,24.1,101.51,Rain
+2012-05-13 06:00:00,14.1,11.8,86,11,24.1,101.58,Rain
+2012-05-13 07:00:00,14.2,12.0,87,13,24.1,101.63,Rain
+2012-05-13 08:00:00,14.5,12.3,87,11,24.1,101.6,Cloudy
+2012-05-13 09:00:00,15.7,12.5,81,13,24.1,101.63,Cloudy
+2012-05-13 10:00:00,17.0,12.3,74,9,24.1,101.63,Cloudy
+2012-05-13 11:00:00,17.2,11.2,68,17,24.1,101.63,Cloudy
+2012-05-13 12:00:00,18.1,10.7,62,13,24.1,101.61,Cloudy
+2012-05-13 13:00:00,19.5,9.0,51,11,24.1,101.59,Cloudy
+2012-05-13 14:00:00,19.6,6.8,43,20,48.3,101.56,Mostly Cloudy
+2012-05-13 15:00:00,20.0,5.8,39,11,48.3,101.53,Mostly Cloudy
+2012-05-13 16:00:00,20.9,4.0,33,11,48.3,101.5,Mostly Cloudy
+2012-05-13 17:00:00,20.4,4.1,34,15,48.3,101.48,Mainly Clear
+2012-05-13 18:00:00,19.7,5.1,38,17,48.3,101.47,Clear
+2012-05-13 19:00:00,18.8,5.7,42,13,48.3,101.49,Mainly Clear
+2012-05-13 20:00:00,16.8,5.8,48,11,25.0,101.5,Mainly Clear
+2012-05-13 21:00:00,13.4,6.5,63,7,25.0,101.54,Clear
+2012-05-13 22:00:00,12.7,6.4,65,7,25.0,101.54,Clear
+2012-05-13 23:00:00,13.3,6.6,64,0,25.0,101.54,Clear
+2012-05-14 00:00:00,11.8,6.8,71,6,25.0,101.53,Clear
+2012-05-14 01:00:00,12.8,7.1,68,6,25.0,101.51,Clear
+2012-05-14 02:00:00,12.0,6.9,71,4,25.0,101.5,Clear
+2012-05-14 03:00:00,12.0,6.9,71,0,25.0,101.5,Clear
+2012-05-14 04:00:00,8.2,5.4,82,4,25.0,101.51,Mainly Clear
+2012-05-14 05:00:00,8.3,5.7,84,0,24.1,101.54,Mainly Clear
+2012-05-14 06:00:00,12.0,8.4,79,0,48.3,101.56,Mostly Cloudy
+2012-05-14 07:00:00,15.6,9.5,67,0,48.3,101.58,Mostly Cloudy
+2012-05-14 08:00:00,17.1,9.6,61,6,48.3,101.59,Mainly Clear
+2012-05-14 09:00:00,19.2,8.6,50,6,48.3,101.54,Mostly Cloudy
+2012-05-14 10:00:00,20.1,7.7,45,11,48.3,101.5,Mostly Cloudy
+2012-05-14 11:00:00,21.2,7.7,42,13,48.3,101.44,Mostly Cloudy
+2012-05-14 12:00:00,21.9,8.0,41,17,48.3,101.36,Mainly Clear
+2012-05-14 13:00:00,22.0,7.4,39,17,48.3,101.32,Mainly Clear
+2012-05-14 14:00:00,23.2,8.5,39,0,48.3,101.24,Mainly Clear
+2012-05-14 15:00:00,23.2,9.2,41,9,48.3,101.17,Mainly Clear
+2012-05-14 16:00:00,23.4,10.0,43,9,48.3,101.13,Mainly Clear
+2012-05-14 17:00:00,23.5,11.3,46,6,48.3,101.11,Mostly Cloudy
+2012-05-14 18:00:00,22.9,12.1,51,9,48.3,101.1,Mostly Cloudy
+2012-05-14 19:00:00,21.5,12.4,56,15,48.3,101.11,Cloudy
+2012-05-14 20:00:00,19.8,12.6,63,17,25.0,101.15,Mostly Cloudy
+2012-05-14 21:00:00,18.3,12.6,69,15,25.0,101.18,Mainly Clear
+2012-05-14 22:00:00,17.5,12.7,73,6,25.0,101.2,Mostly Cloudy
+2012-05-14 23:00:00,17.5,13.1,75,7,25.0,101.22,Mostly Cloudy
+2012-05-15 00:00:00,16.0,12.2,78,11,25.0,101.23,Mainly Clear
+2012-05-15 01:00:00,16.6,12.1,75,6,25.0,101.23,Mainly Clear
+2012-05-15 02:00:00,15.8,12.7,82,9,25.0,101.21,Mostly Cloudy
+2012-05-15 03:00:00,15.9,13.1,83,11,25.0,101.19,Mostly Cloudy
+2012-05-15 04:00:00,16.0,13.1,83,11,25.0,101.19,Mostly Cloudy
+2012-05-15 05:00:00,15.9,12.9,82,11,24.1,101.21,Cloudy
+2012-05-15 06:00:00,16.3,12.9,80,9,24.1,101.23,Cloudy
+2012-05-15 07:00:00,16.4,13.8,85,7,24.1,101.24,Cloudy
+2012-05-15 08:00:00,17.3,13.9,80,11,24.1,101.23,Cloudy
+2012-05-15 09:00:00,18.7,14.5,77,9,24.1,101.2,Cloudy
+2012-05-15 10:00:00,20.7,15.0,70,7,24.1,101.17,Mostly Cloudy
+2012-05-15 11:00:00,20.3,14.3,68,11,24.1,101.12,Cloudy
+2012-05-15 12:00:00,20.7,15.0,70,13,24.1,101.06,Mostly Cloudy
+2012-05-15 13:00:00,20.1,14.6,71,20,24.1,101.02,Cloudy
+2012-05-15 14:00:00,19.2,14.4,74,19,24.1,100.98,Cloudy
+2012-05-15 15:00:00,17.8,15.2,85,9,16.1,100.95,Rain Showers
+2012-05-15 16:00:00,18.2,15.4,84,15,24.1,100.9,Cloudy
+2012-05-15 17:00:00,18.2,15.3,83,17,24.1,100.85,Mostly Cloudy
+2012-05-15 18:00:00,17.9,15.1,84,19,24.1,100.83,Mostly Cloudy
+2012-05-15 19:00:00,17.4,15.0,86,17,24.1,100.81,Mostly Cloudy
+2012-05-15 20:00:00,17.0,14.4,85,17,24.1,100.79,Mostly Cloudy
+2012-05-15 21:00:00,16.6,14.0,85,15,25.0,100.77,Mostly Cloudy
+2012-05-15 22:00:00,15.9,13.6,86,11,25.0,100.75,Clear
+2012-05-15 23:00:00,15.4,13.2,87,11,25.0,100.74,Clear
+2012-05-16 00:00:00,14.6,12.6,88,4,25.0,100.71,Clear
+2012-05-16 01:00:00,13.9,12.0,88,6,25.0,100.66,Clear
+2012-05-16 02:00:00,13.9,12.0,88,6,25.0,100.6,Clear
+2012-05-16 03:00:00,13.3,11.4,88,0,25.0,100.58,Clear
+2012-05-16 04:00:00,12.9,11.0,88,6,19.3,100.59,Mainly Clear
+2012-05-16 05:00:00,13.0,11.1,88,0,16.1,100.56,Mostly Cloudy
+2012-05-16 06:00:00,13.8,12.0,89,11,19.3,100.56,Mostly Cloudy
+2012-05-16 07:00:00,15.0,12.8,87,9,24.1,100.57,Mostly Cloudy
+2012-05-16 08:00:00,17.5,13.9,79,9,24.1,100.54,Mostly Cloudy
+2012-05-16 09:00:00,20.1,14.2,69,13,24.1,100.45,Mainly Clear
+2012-05-16 10:00:00,21.9,14.1,61,15,24.1,100.35,Mainly Clear
+2012-05-16 11:00:00,22.0,13.1,57,20,19.3,100.35,Mostly Cloudy
+2012-05-16 12:00:00,22.9,12.5,52,11,24.1,100.23,Mostly Cloudy
+2012-05-16 13:00:00,23.4,12.3,50,15,24.1,100.21,Mostly Cloudy
+2012-05-16 14:00:00,17.9,13.2,74,19,19.3,100.22,Cloudy
+2012-05-16 15:00:00,19.3,10.4,56,32,24.1,100.29,Mostly Cloudy
+2012-05-16 16:00:00,18.7,10.2,58,33,24.1,100.27,Mostly Cloudy
+2012-05-16 17:00:00,17.6,10.7,64,22,24.1,100.32,Mostly Cloudy
+2012-05-16 18:00:00,18.2,11.1,63,26,24.1,100.35,Mainly Clear
+2012-05-16 19:00:00,17.6,10.7,64,22,24.1,100.34,Mainly Clear
+2012-05-16 20:00:00,17.1,9.9,63,17,25.0,100.37,Mainly Clear
+2012-05-16 21:00:00,14.2,6.9,61,17,25.0,100.53,Mostly Cloudy
+2012-05-16 22:00:00,13.3,5.7,60,20,25.0,100.66,Mostly Cloudy
+2012-05-16 23:00:00,11.5,3.2,57,22,25.0,100.82,Mostly Cloudy
+2012-05-17 00:00:00,10.0,2.9,61,24,25.0,100.93,Mostly Cloudy
+2012-05-17 01:00:00,9.8,2.1,59,24,25.0,101.05,Mostly Cloudy
+2012-05-17 02:00:00,8.3,1.6,63,15,25.0,101.07,Clear
+2012-05-17 03:00:00,7.3,1.6,67,15,25.0,101.16,Clear
+2012-05-17 04:00:00,6.6,1.4,69,9,48.3,101.24,Clear
+2012-05-17 05:00:00,6.0,1.0,70,11,48.3,101.32,Clear
+2012-05-17 06:00:00,8.5,1.9,63,9,48.3,101.4,Clear
+2012-05-17 07:00:00,10.2,1.8,56,15,48.3,101.45,Mostly Cloudy
+2012-05-17 08:00:00,10.7,2.2,56,15,48.3,101.5,Mostly Cloudy
+2012-05-17 09:00:00,11.3,2.1,53,22,48.3,101.48,Mainly Clear
+2012-05-17 10:00:00,12.2,2.2,50,26,48.3,101.46,Mostly Cloudy
+2012-05-17 11:00:00,13.9,2.5,46,22,48.3,101.49,Mainly Clear
+2012-05-17 12:00:00,14.3,1.8,43,17,48.3,101.49,Mostly Cloudy
+2012-05-17 13:00:00,15.4,0.5,36,26,48.3,101.46,Mainly Clear
+2012-05-17 14:00:00,15.3,0.9,38,20,48.3,101.48,Mainly Clear
+2012-05-17 15:00:00,15.8,0.4,35,24,48.3,101.46,Mainly Clear
+2012-05-17 16:00:00,15.8,0.0,34,30,48.3,101.46,Mainly Clear
+2012-05-17 17:00:00,15.7,0.8,36,24,48.3,101.48,Mainly Clear
+2012-05-17 18:00:00,15.1,0.4,37,20,48.3,101.5,Clear
+2012-05-17 19:00:00,14.1,0.4,39,13,48.3,101.54,Clear
+2012-05-17 20:00:00,13.8,0.6,40,7,48.3,101.58,Mainly Clear
+2012-05-17 21:00:00,12.4,1.4,47,6,25.0,101.64,Clear
+2012-05-17 22:00:00,10.1,2.1,58,0,25.0,101.64,Clear
+2012-05-17 23:00:00,9.9,3.8,66,7,25.0,101.7,Clear
+2012-05-18 00:00:00,10.4,2.6,58,13,25.0,101.72,Mainly Clear
+2012-05-18 01:00:00,9.9,2.4,60,7,25.0,101.73,Clear
+2012-05-18 02:00:00,9.2,2.3,62,9,25.0,101.75,Clear
+2012-05-18 03:00:00,8.6,2.0,63,11,25.0,101.77,Clear
+2012-05-18 04:00:00,8.6,1.5,61,9,48.3,101.77,Clear
+2012-05-18 05:00:00,7.7,1.5,65,9,48.3,101.79,Mainly Clear
+2012-05-18 06:00:00,10.1,3.3,63,11,48.3,101.84,Mainly Clear
+2012-05-18 07:00:00,11.2,2.9,57,20,48.3,101.9,Mainly Clear
+2012-05-18 08:00:00,13.0,4.6,57,15,48.3,101.91,Mostly Cloudy
+2012-05-18 09:00:00,14.4,4.6,52,17,48.3,101.94,Mainly Clear
+2012-05-18 10:00:00,16.4,4.7,46,22,48.3,101.91,Mainly Clear
+2012-05-18 11:00:00,18.1,5.9,45,17,48.3,101.89,Mainly Clear
+2012-05-18 12:00:00,18.3,4.2,39,20,48.3,101.82,Mainly Clear
+2012-05-18 13:00:00,19.7,-0.7,25,22,48.3,101.75,Mainly Clear
+2012-05-18 14:00:00,20.1,2.6,31,22,48.3,101.73,Mostly Cloudy
+2012-05-18 15:00:00,20.8,1.7,28,20,48.3,101.66,Mainly Clear
+2012-05-18 16:00:00,20.5,0.9,27,19,48.3,101.64,Mostly Cloudy
+2012-05-18 17:00:00,20.9,2.5,30,17,48.3,101.59,Mostly Cloudy
+2012-05-18 18:00:00,20.4,4.0,34,13,48.3,101.57,Mostly Cloudy
+2012-05-18 19:00:00,17.7,4.2,41,9,48.3,101.58,Mostly Cloudy
+2012-05-18 20:00:00,16.6,4.2,44,4,25.0,101.59,Mostly Cloudy
+2012-05-18 21:00:00,14.4,5.3,54,6,25.0,101.62,Clear
+2012-05-18 22:00:00,14.4,5.0,53,6,25.0,101.63,Mainly Clear
+2012-05-18 23:00:00,14.0,5.9,58,6,25.0,101.64,Mainly Clear
+2012-05-19 00:00:00,13.8,6.9,63,6,25.0,101.65,Mainly Clear
+2012-05-19 01:00:00,14.2,6.6,60,9,25.0,101.68,Mainly Clear
+2012-05-19 02:00:00,13.1,8.3,73,7,25.0,101.68,Mostly Cloudy
+2012-05-19 03:00:00,13.3,7.2,67,9,25.0,101.68,Mostly Cloudy
+2012-05-19 04:00:00,13.1,7.2,67,9,48.3,101.69,Mostly Cloudy
+2012-05-19 05:00:00,11.8,6.4,69,7,48.3,101.7,Mostly Cloudy
+2012-05-19 06:00:00,13.8,7.1,64,6,48.3,101.75,Mostly Cloudy
+2012-05-19 07:00:00,14.7,6.8,59,9,48.3,101.72,Mainly Clear
+2012-05-19 08:00:00,17.3,7.2,51,9,48.3,101.72,Mainly Clear
+2012-05-19 09:00:00,19.1,6.6,44,7,48.3,101.73,Mostly Cloudy
+2012-05-19 10:00:00,21.0,7.8,43,4,48.3,101.74,Mainly Clear
+2012-05-19 11:00:00,22.3,8.5,41,11,48.3,101.72,Mainly Clear
+2012-05-19 12:00:00,23.4,7.7,37,19,48.3,101.64,Mainly Clear
+2012-05-19 13:00:00,24.1,7.0,33,15,48.3,101.61,Mostly Cloudy
+2012-05-19 14:00:00,25.4,7.3,32,15,48.3,101.56,Mostly Cloudy
+2012-05-19 15:00:00,25.6,7.8,32,15,48.3,101.52,Mostly Cloudy
+2012-05-19 16:00:00,25.8,6.9,30,15,48.3,101.46,Mostly Cloudy
+2012-05-19 17:00:00,26.0,6.9,30,15,48.3,101.46,Mostly Cloudy
+2012-05-19 18:00:00,25.2,6.6,30,11,48.3,101.43,Mostly Cloudy
+2012-05-19 19:00:00,24.3,7.6,34,11,48.3,101.47,Mostly Cloudy
+2012-05-19 20:00:00,23.5,8.0,37,6,25.0,101.53,Mainly Clear
+2012-05-19 21:00:00,21.6,8.2,42,9,25.0,101.57,Mainly Clear
+2012-05-19 22:00:00,21.9,6.4,37,7,25.0,101.61,Clear
+2012-05-19 23:00:00,18.2,8.8,54,4,25.0,101.62,Clear
+2012-05-20 00:00:00,18.3,7.8,50,0,25.0,101.64,Clear
+2012-05-20 01:00:00,16.9,8.4,57,6,25.0,101.64,Clear
+2012-05-20 02:00:00,16.1,8.6,61,6,25.0,101.67,Clear
+2012-05-20 03:00:00,16.8,8.6,58,9,25.0,101.7,Clear
+2012-05-20 04:00:00,14.8,8.9,68,6,48.3,101.72,Mainly Clear
+2012-05-20 05:00:00,14.7,9.3,70,6,48.3,101.76,Cloudy
+2012-05-20 06:00:00,17.1,9.2,60,4,48.3,101.81,Mostly Cloudy
+2012-05-20 07:00:00,18.7,9.6,55,7,48.3,101.87,Mostly Cloudy
+2012-05-20 08:00:00,20.4,9.4,49,7,48.3,101.91,Mostly Cloudy
+2012-05-20 09:00:00,22.2,9.6,45,11,48.3,101.93,Mostly Cloudy
+2012-05-20 10:00:00,24.8,9.1,37,11,48.3,101.91,Mostly Cloudy
+2012-05-20 11:00:00,26.8,11.4,38,11,48.3,101.9,Mainly Clear
+2012-05-20 12:00:00,28.6,10.7,33,13,48.3,101.86,Mainly Clear
+2012-05-20 13:00:00,29.5,11.0,32,9,48.3,101.78,Mainly Clear
+2012-05-20 14:00:00,30.9,11.5,30,11,48.3,101.72,Mainly Clear
+2012-05-20 15:00:00,30.9,10.7,29,4,48.3,101.67,Mainly Clear
+2012-05-20 16:00:00,31.2,10.7,28,4,48.3,101.61,Mainly Clear
+2012-05-20 17:00:00,30.8,10.6,29,13,48.3,101.58,Mostly Cloudy
+2012-05-20 18:00:00,29.2,11.7,34,15,48.3,101.56,Mostly Cloudy
+2012-05-20 19:00:00,26.9,12.3,40,11,24.1,101.56,Mostly Cloudy
+2012-05-20 20:00:00,25.9,11.6,41,11,24.1,101.57,Mainly Clear
+2012-05-20 21:00:00,24.0,11.8,46,11,25.0,101.6,Mainly Clear
+2012-05-20 22:00:00,23.9,11.8,47,17,25.0,101.59,Mainly Clear
+2012-05-20 23:00:00,23.6,11.3,46,15,25.0,101.59,Mainly Clear
+2012-05-21 00:00:00,22.2,11.0,49,11,25.0,101.61,Mainly Clear
+2012-05-21 01:00:00,19.3,11.2,59,9,25.0,101.63,Mainly Clear
+2012-05-21 02:00:00,18.7,11.7,64,7,25.0,101.65,Mainly Clear
+2012-05-21 03:00:00,18.5,11.7,65,0,25.0,101.65,Mainly Clear
+2012-05-21 04:00:00,18.2,11.9,67,9,24.1,101.65,Mainly Clear
+2012-05-21 05:00:00,18.8,12.2,65,13,24.1,101.63,Mostly Cloudy
+2012-05-21 06:00:00,20.4,12.7,61,6,48.3,101.68,Mostly Cloudy
+2012-05-21 07:00:00,21.8,12.7,56,11,48.3,101.7,Mostly Cloudy
+2012-05-21 08:00:00,24.0,11.1,44,19,48.3,101.69,Mostly Cloudy
+2012-05-21 09:00:00,24.8,11.2,42,24,48.3,101.63,Mainly Clear
+2012-05-21 10:00:00,25.5,10.7,39,20,48.3,101.6,Mainly Clear
+2012-05-21 11:00:00,26.7,10.8,37,22,48.3,101.54,Mainly Clear
+2012-05-21 12:00:00,28.0,9.3,31,24,48.3,101.45,Mainly Clear
+2012-05-21 13:00:00,28.4,8.4,28,26,48.3,101.36,Mainly Clear
+2012-05-21 14:00:00,28.8,9.0,29,26,48.3,101.29,Mainly Clear
+2012-05-21 15:00:00,28.9,9.0,29,33,48.3,101.21,Mainly Clear
+2012-05-21 16:00:00,28.2,8.7,29,30,48.3,101.14,Mainly Clear
+2012-05-21 17:00:00,27.7,9.9,33,26,48.3,101.1,Mainly Clear
+2012-05-21 18:00:00,26.5,11.7,40,28,48.3,101.07,Mainly Clear
+2012-05-21 19:00:00,25.4,12.8,46,26,25.0,101.05,Mostly Cloudy
+2012-05-21 20:00:00,23.8,13.4,52,22,25.0,101.05,Mainly Clear
+2012-05-21 21:00:00,22.5,13.8,58,24,25.0,101.05,Mainly Clear
+2012-05-21 22:00:00,22.2,14.0,60,15,25.0,101.06,Mostly Cloudy
+2012-05-21 23:00:00,21.8,14.0,61,15,25.0,101.05,Mostly Cloudy
+2012-05-22 00:00:00,21.2,14.4,65,13,25.0,101.03,Rain Showers
+2012-05-22 01:00:00,19.2,16.0,82,15,12.9,101.02,Rain Showers
+2012-05-22 02:00:00,18.5,16.0,85,9,25.0,100.97,Rain Showers
+2012-05-22 03:00:00,18.2,15.8,86,0,16.1,100.95,Rain Showers
+2012-05-22 04:00:00,18.6,16.2,86,7,12.9,100.89,Rain Showers
+2012-05-22 05:00:00,18.8,16.4,86,4,12.9,100.9,Drizzle
+2012-05-22 06:00:00,18.2,16.1,88,9,2.0,100.92,"Rain,Fog"
+2012-05-22 07:00:00,18.3,16.4,89,11,12.9,100.92,Rain
+2012-05-22 08:00:00,18.5,16.5,88,9,9.7,100.9,"Rain,Fog"
+2012-05-22 09:00:00,18.6,16.4,87,9,12.9,100.89,Rain
+2012-05-22 10:00:00,19.2,16.9,87,9,12.9,100.87,Rain
+2012-05-22 11:00:00,18.8,16.5,86,13,16.1,100.85,Rain
+2012-05-22 12:00:00,18.4,16.3,88,15,19.3,100.78,Rain
+2012-05-22 13:00:00,20.4,17.3,82,9,24.1,100.7,Cloudy
+2012-05-22 14:00:00,21.1,17.3,79,11,24.1,100.66,Mostly Cloudy
+2012-05-22 15:00:00,21.5,16.2,72,9,24.1,100.63,Cloudy
+2012-05-22 16:00:00,19.7,13.9,69,20,16.1,100.64,Cloudy
+2012-05-22 17:00:00,17.7,15.3,86,11,12.9,100.67,Rain Showers
+2012-05-22 18:00:00,18.2,15.1,82,28,19.3,100.66,Cloudy
+2012-05-22 19:00:00,16.1,13.3,83,24,24.1,100.73,Rain Showers
+2012-05-22 20:00:00,15.4,12.3,82,20,24.1,100.77,Mostly Cloudy
+2012-05-22 21:00:00,15.2,11.8,80,15,25.0,100.78,Mostly Cloudy
+2012-05-22 22:00:00,14.9,10.8,76,17,25.0,100.81,Mostly Cloudy
+2012-05-22 23:00:00,14.0,10.7,80,9,25.0,100.84,Mainly Clear
+2012-05-23 00:00:00,13.1,10.4,84,0,25.0,100.82,Clear
+2012-05-23 01:00:00,12.2,10.2,88,4,25.0,100.82,Mainly Clear
+2012-05-23 02:00:00,11.8,9.9,88,6,25.0,100.85,Mostly Cloudy
+2012-05-23 03:00:00,12.0,9.4,84,7,25.0,100.84,Mainly Clear
+2012-05-23 04:00:00,12.6,9.4,81,4,24.1,100.87,Mostly Cloudy
+2012-05-23 05:00:00,13.2,9.7,79,9,24.1,100.95,Cloudy
+2012-05-23 06:00:00,13.5,10.5,82,7,24.1,101.03,Cloudy
+2012-05-23 07:00:00,14.8,10.9,77,11,24.1,101.05,Cloudy
+2012-05-23 08:00:00,15.7,11.2,75,15,24.1,101.1,Cloudy
+2012-05-23 09:00:00,16.1,11.7,75,15,24.1,101.15,Cloudy
+2012-05-23 10:00:00,17.1,11.8,71,11,24.1,101.21,Mostly Cloudy
+2012-05-23 11:00:00,18.7,12.7,68,13,24.1,101.21,Mostly Cloudy
+2012-05-23 12:00:00,19.5,12.7,65,11,24.1,101.18,Mostly Cloudy
+2012-05-23 13:00:00,20.1,12.2,60,13,24.1,101.15,Mostly Cloudy
+2012-05-23 14:00:00,20.9,12.0,57,9,24.1,101.16,Mostly Cloudy
+2012-05-23 15:00:00,21.6,13.5,60,0,24.1,101.16,Mostly Cloudy
+2012-05-23 16:00:00,21.5,12.2,55,6,24.1,101.13,Mainly Clear
+2012-05-23 17:00:00,22.3,12.7,55,4,24.1,101.1,Mainly Clear
+2012-05-23 18:00:00,22.2,11.8,52,4,24.1,101.12,Mainly Clear
+2012-05-23 19:00:00,21.5,11.6,53,7,24.1,101.11,Mainly Clear
+2012-05-23 20:00:00,20.4,10.9,54,9,24.1,101.16,Clear
+2012-05-23 21:00:00,20.4,10.6,53,9,25.0,101.19,Clear
+2012-05-23 22:00:00,19.6,10.3,55,7,25.0,101.21,Clear
+2012-05-23 23:00:00,18.9,10.3,57,4,25.0,101.25,Clear
+2012-05-24 00:00:00,16.4,10.4,68,0,25.0,101.28,Clear
+2012-05-24 01:00:00,15.0,10.6,75,4,25.0,101.29,Clear
+2012-05-24 02:00:00,12.6,9.7,82,6,25.0,101.31,Clear
+2012-05-24 03:00:00,14.5,11.2,81,6,25.0,101.3,Clear
+2012-05-24 04:00:00,14.0,10.7,80,9,24.1,101.32,Clear
+2012-05-24 05:00:00,15.0,11.0,77,7,24.1,101.36,Mainly Clear
+2012-05-24 06:00:00,16.6,12.1,75,9,24.1,101.43,Mainly Clear
+2012-05-24 07:00:00,18.8,13.9,73,4,24.1,101.5,Mainly Clear
+2012-05-24 08:00:00,21.1,14.6,66,0,24.1,101.54,Mainly Clear
+2012-05-24 09:00:00,22.9,15.6,63,7,48.3,101.51,Mainly Clear
+2012-05-24 10:00:00,24.6,15.2,56,0,48.3,101.46,Clear
+2012-05-24 11:00:00,26.1,16.7,56,9,24.1,101.44,Clear
+2012-05-24 12:00:00,26.7,16.4,53,6,24.1,101.4,Mainly Clear
+2012-05-24 13:00:00,27.1,15.9,50,13,24.1,101.37,Mainly Clear
+2012-05-24 14:00:00,27.6,17.0,52,13,48.3,101.33,Mainly Clear
+2012-05-24 15:00:00,28.1,17.7,53,17,48.3,101.27,Mainly Clear
+2012-05-24 16:00:00,28.1,17.5,53,17,24.1,101.23,Mainly Clear
+2012-05-24 17:00:00,27.6,17.3,53,22,24.1,101.21,Mainly Clear
+2012-05-24 18:00:00,25.5,16.5,58,24,24.1,101.23,Mostly Cloudy
+2012-05-24 19:00:00,24.4,16.4,61,15,24.1,101.25,Mainly Clear
+2012-05-24 20:00:00,23.1,16.1,65,19,24.1,101.3,Clear
+2012-05-24 21:00:00,22.4,15.9,67,19,25.0,101.31,Clear
+2012-05-24 22:00:00,21.9,15.5,67,22,25.0,101.35,Clear
+2012-05-24 23:00:00,21.1,15.2,69,19,25.0,101.39,Clear
+2012-05-25 00:00:00,20.7,15.3,71,13,25.0,101.43,Clear
+2012-05-25 01:00:00,19.7,15.6,77,15,25.0,101.4,Clear
+2012-05-25 02:00:00,19.4,15.6,79,15,25.0,101.41,Clear
+2012-05-25 03:00:00,19.2,15.3,78,17,25.0,101.42,Mainly Clear
+2012-05-25 04:00:00,19.1,15.3,79,19,24.1,101.44,Mainly Clear
+2012-05-25 05:00:00,19.0,15.5,80,17,24.1,101.45,Mostly Cloudy
+2012-05-25 06:00:00,20.6,15.7,73,17,24.1,101.44,Mainly Clear
+2012-05-25 07:00:00,21.6,15.9,70,20,24.1,101.42,Mainly Clear
+2012-05-25 08:00:00,22.8,16.1,66,20,24.1,101.36,Mainly Clear
+2012-05-25 09:00:00,23.3,16.1,64,20,24.1,101.29,Clear
+2012-05-25 10:00:00,24.9,16.5,60,20,24.1,101.21,Mainly Clear
+2012-05-25 11:00:00,25.5,16.9,59,22,24.1,101.12,Mostly Cloudy
+2012-05-25 12:00:00,25.9,16.8,57,20,24.1,101.07,Mostly Cloudy
+2012-05-25 13:00:00,27.2,17.5,55,28,24.1,100.97,Mostly Cloudy
+2012-05-25 14:00:00,26.0,17.2,58,19,24.1,100.94,Mostly Cloudy
+2012-05-25 15:00:00,27.1,17.1,54,26,24.1,100.86,Mostly Cloudy
+2012-05-25 16:00:00,27.3,16.7,52,24,24.1,100.79,Mostly Cloudy
+2012-05-25 17:00:00,27.2,16.7,53,19,24.1,100.72,Mostly Cloudy
+2012-05-25 18:00:00,26.2,16.1,54,20,24.1,100.65,Mostly Cloudy
+2012-05-25 19:00:00,26.4,16.1,53,22,25.0,100.59,Cloudy
+2012-05-25 20:00:00,21.3,18.3,83,13,16.1,100.83,"Thunderstorms,Rain"
+2012-05-25 21:00:00,22.1,18.5,80,15,25.0,100.79,Mainly Clear
+2012-05-25 22:00:00,21.5,18.1,81,11,25.0,100.88,Mainly Clear
+2012-05-25 23:00:00,21.3,15.4,69,17,25.0,100.96,Clear
+2012-05-26 00:00:00,19.8,14.8,73,9,25.0,101.0,Clear
+2012-05-26 01:00:00,19.3,14.0,71,13,25.0,101.09,Clear
+2012-05-26 02:00:00,18.6,12.3,67,11,25.0,101.16,Clear
+2012-05-26 03:00:00,17.1,10.5,65,13,25.0,101.21,Clear
+2012-05-26 04:00:00,16.4,10.1,66,9,25.0,101.28,Clear
+2012-05-26 05:00:00,16.3,9.8,65,9,24.1,101.36,Mainly Clear
+2012-05-26 06:00:00,17.1,10.0,63,9,48.3,101.37,Clear
+2012-05-26 07:00:00,18.1,10.8,62,9,48.3,101.51,Clear
+2012-05-26 08:00:00,19.4,12.2,63,6,48.3,101.56,Clear
+2012-05-26 09:00:00,21.1,12.7,59,9,24.1,101.56,Clear
+2012-05-26 10:00:00,21.6,12.5,56,7,19.3,101.6,Mostly Cloudy
+2012-05-26 11:00:00,22.6,12.5,53,0,16.1,101.6,Clear
+2012-05-26 12:00:00,23.3,12.8,52,13,16.1,101.56,Mainly Clear
+2012-05-26 13:00:00,24.4,9.9,40,30,19.3,101.53,Mainly Clear
+2012-05-26 14:00:00,24.2,10.6,42,22,19.3,101.54,Mainly Clear
+2012-05-26 15:00:00,23.2,10.2,44,20,24.1,101.54,Mainly Clear
+2012-05-26 16:00:00,23.8,10.2,42,22,24.1,101.52,Mostly Cloudy
+2012-05-26 17:00:00,23.1,9.4,42,19,24.1,101.49,Mostly Cloudy
+2012-05-26 18:00:00,22.2,8.6,42,20,24.1,101.51,Mostly Cloudy
+2012-05-26 19:00:00,21.0,7.7,42,13,24.1,101.56,Mainly Clear
+2012-05-26 20:00:00,18.5,7.4,48,9,24.1,101.64,Mainly Clear
+2012-05-26 21:00:00,16.6,7.5,55,7,25.0,101.71,Mainly Clear
+2012-05-26 22:00:00,17.3,7.3,52,6,25.0,101.71,Mainly Clear
+2012-05-26 23:00:00,15.6,7.7,59,6,25.0,101.75,Mainly Clear
+2012-05-27 00:00:00,15.7,7.1,57,6,25.0,101.76,Clear
+2012-05-27 01:00:00,14.6,7.4,62,9,25.0,101.77,Clear
+2012-05-27 02:00:00,13.9,6.9,63,11,25.0,101.76,Mainly Clear
+2012-05-27 03:00:00,14.8,3.1,45,13,25.0,101.76,Mostly Cloudy
+2012-05-27 04:00:00,14.4,3.5,48,13,25.0,101.84,Mostly Cloudy
+2012-05-27 05:00:00,13.7,3.9,52,13,24.1,101.9,Mostly Cloudy
+2012-05-27 06:00:00,14.2,2.4,45,17,24.1,101.92,Mostly Cloudy
+2012-05-27 07:00:00,14.6,4.0,49,9,48.3,101.95,Mostly Cloudy
+2012-05-27 08:00:00,15.6,3.1,43,11,48.3,101.94,Mostly Cloudy
+2012-05-27 09:00:00,17.1,4.6,44,9,48.3,101.95,Mostly Cloudy
+2012-05-27 10:00:00,18.6,4.0,38,0,48.3,101.89,Mostly Cloudy
+2012-05-27 11:00:00,19.5,3.9,36,4,48.3,101.83,Cloudy
+2012-05-27 12:00:00,19.7,4.4,36,0,48.3,101.76,Cloudy
+2012-05-27 13:00:00,20.2,5.4,38,13,48.3,101.68,Cloudy
+2012-05-27 14:00:00,21.2,5.4,36,0,48.3,101.63,Cloudy
+2012-05-27 15:00:00,20.3,5.1,37,11,48.3,101.57,Cloudy
+2012-05-27 16:00:00,20.4,5.5,38,13,48.3,101.55,Cloudy
+2012-05-27 17:00:00,20.3,5.3,37,6,48.3,101.49,Cloudy
+2012-05-27 18:00:00,19.2,6.9,45,7,48.3,101.41,Rain Showers
+2012-05-27 19:00:00,18.1,9.5,57,0,48.3,101.42,Rain
+2012-05-27 20:00:00,18.2,8.5,53,4,25.0,101.31,Cloudy
+2012-05-27 21:00:00,18.4,8.4,52,0,25.0,101.34,Cloudy
+2012-05-27 22:00:00,17.5,9.1,58,0,25.0,101.33,Cloudy
+2012-05-27 23:00:00,17.6,8.9,57,6,25.0,101.29,Mostly Cloudy
+2012-05-28 00:00:00,17.5,10.5,63,4,25.0,101.31,Mostly Cloudy
+2012-05-28 01:00:00,17.4,8.8,57,13,25.0,101.23,Mostly Cloudy
+2012-05-28 02:00:00,16.6,8.3,58,11,25.0,101.19,Mostly Cloudy
+2012-05-28 03:00:00,16.6,8.3,58,9,25.0,101.21,Cloudy
+2012-05-28 04:00:00,16.6,8.3,58,17,25.0,101.21,Cloudy
+2012-05-28 05:00:00,16.4,7.4,55,19,25.0,101.17,Mostly Cloudy
+2012-05-28 06:00:00,16.4,7.3,55,24,24.1,101.31,Mostly Cloudy
+2012-05-28 07:00:00,16.6,6.2,50,22,48.3,101.26,Mostly Cloudy
+2012-05-28 08:00:00,16.7,7.1,53,28,48.3,101.24,Mostly Cloudy
+2012-05-28 09:00:00,17.0,7.4,53,20,48.3,101.24,Cloudy
+2012-05-28 10:00:00,18.0,7.6,51,22,48.3,101.21,Cloudy
+2012-05-28 11:00:00,17.8,7.8,52,24,48.3,101.2,Cloudy
+2012-05-28 12:00:00,16.1,8.9,62,20,24.1,101.12,Cloudy
+2012-05-28 13:00:00,17.0,7.2,52,26,24.1,101.05,Cloudy
+2012-05-28 14:00:00,19.1,7.8,48,28,48.3,100.98,Cloudy
+2012-05-28 15:00:00,17.5,6.6,49,24,48.3,100.94,Cloudy
+2012-05-28 16:00:00,17.3,6.4,49,22,24.1,100.88,Cloudy
+2012-05-28 17:00:00,17.4,6.9,50,26,24.1,100.82,Mostly Cloudy
+2012-05-28 18:00:00,16.8,7.1,53,26,48.3,100.81,Mostly Cloudy
+2012-05-28 19:00:00,15.9,6.9,55,22,48.3,100.77,Mostly Cloudy
+2012-05-28 20:00:00,15.3,7.0,58,20,48.3,100.71,Cloudy
+2012-05-28 21:00:00,14.6,6.7,59,19,25.0,100.69,Mainly Clear
+2012-05-28 22:00:00,14.0,7.1,63,15,25.0,100.66,Mostly Cloudy
+2012-05-28 23:00:00,13.2,7.1,66,13,25.0,100.54,Mostly Cloudy
+2012-05-29 00:00:00,12.7,7.2,69,15,25.0,100.44,Mostly Cloudy
+2012-05-29 01:00:00,11.9,6.8,71,9,25.0,100.31,Mostly Cloudy
+2012-05-29 02:00:00,12.2,6.8,70,11,25.0,100.26,Mostly Cloudy
+2012-05-29 03:00:00,11.8,5.9,67,15,25.0,100.18,Mostly Cloudy
+2012-05-29 04:00:00,11.4,7.0,74,30,24.1,100.34,"Thunderstorms,Rain Showers"
+2012-05-29 05:00:00,11.0,8.9,87,15,12.9,100.14,"Thunderstorms,Rain Showers"
+2012-05-29 06:00:00,10.9,9.0,88,9,2.4,100.26,"Thunderstorms,Heavy Rain Showers"
+2012-05-29 07:00:00,12.4,10.3,87,6,19.3,100.23,Cloudy
+2012-05-29 08:00:00,15.4,12.7,84,0,19.3,100.17,Mainly Clear
+2012-05-29 09:00:00,18.6,15.1,80,4,19.3,100.12,Mainly Clear
+2012-05-29 10:00:00,20.4,15.8,75,4,19.3,100.08,Mostly Cloudy
+2012-05-29 11:00:00,22.2,16.9,72,7,19.3,100.08,Mostly Cloudy
+2012-05-29 12:00:00,24.2,17.7,67,7,19.3,100.0,Mostly Cloudy
+2012-05-29 13:00:00,26.1,18.7,64,6,16.1,99.87,Mainly Clear
+2012-05-29 14:00:00,25.6,18.4,64,11,19.3,99.75,Rain Showers
+2012-05-29 15:00:00,26.8,19.0,62,13,19.3,99.65,Mostly Cloudy
+2012-05-29 16:00:00,21.0,17.5,80,15,9.7,99.75,"Thunderstorms,Rain Showers"
+2012-05-29 17:00:00,20.7,17.4,81,13,12.9,99.84,"Thunderstorms,Rain Showers"
+2012-05-29 18:00:00,20.4,17.6,84,28,19.3,99.78,Rain Showers
+2012-05-29 19:00:00,20.1,17.8,87,24,16.1,99.76,Rain Showers
+2012-05-29 20:00:00,20.2,17.9,87,11,16.1,99.8,Cloudy
+2012-05-29 21:00:00,20.1,17.8,87,17,16.1,99.75,Cloudy
+2012-05-29 22:00:00,20.8,17.7,82,9,19.3,99.75,Cloudy
+2012-05-29 23:00:00,20.5,17.5,83,6,25.0,99.74,Cloudy
+2012-05-30 00:00:00,20.6,17.1,80,17,25.0,99.77,Cloudy
+2012-05-30 01:00:00,19.7,14.4,71,24,25.0,99.77,Mainly Clear
+2012-05-30 02:00:00,18.6,10.5,59,22,25.0,99.88,Mainly Clear
+2012-05-30 03:00:00,17.6,9.8,60,19,25.0,99.91,Mostly Cloudy
+2012-05-30 04:00:00,16.6,10.3,66,13,24.1,99.98,Mostly Cloudy
+2012-05-30 05:00:00,15.9,10.0,68,11,24.1,100.02,Mostly Cloudy
+2012-05-30 06:00:00,17.2,10.2,63,15,24.1,100.07,Mostly Cloudy
+2012-05-30 07:00:00,17.8,10.4,62,17,48.3,100.12,Mostly Cloudy
+2012-05-30 08:00:00,19.1,10.7,58,19,48.3,100.11,Mainly Clear
+2012-05-30 09:00:00,20.5,10.0,51,20,48.3,100.08,Clear
+2012-05-30 10:00:00,21.5,10.2,49,15,48.3,100.1,Mainly Clear
+2012-05-30 11:00:00,22.1,9.6,45,17,24.1,100.08,Clear
+2012-05-30 12:00:00,23.1,8.2,38,35,48.3,100.06,Mainly Clear
+2012-05-30 13:00:00,23.5,8.1,37,30,48.3,100.05,Clear
+2012-05-30 14:00:00,23.5,8.5,38,32,48.3,100.04,Clear
+2012-05-30 15:00:00,23.5,8.6,39,22,48.3,100.03,Mainly Clear
+2012-05-30 16:00:00,23.7,8.3,37,15,48.3,100.0,Clear
+2012-05-30 17:00:00,23.1,8.4,39,24,48.3,100.04,Clear
+2012-05-30 18:00:00,22.4,8.4,41,20,48.3,100.06,Mainly Clear
+2012-05-30 19:00:00,20.5,8.0,44,0,48.3,100.08,Mainly Clear
+2012-05-30 20:00:00,18.3,8.1,51,6,48.3,100.13,Mainly Clear
+2012-05-30 21:00:00,17.3,8.9,58,7,25.0,100.18,Mainly Clear
+2012-05-30 22:00:00,17.4,9.5,60,9,25.0,100.17,Mostly Cloudy
+2012-05-30 23:00:00,16.8,9.9,64,15,16.1,100.26,Rain Showers
+2012-05-31 00:00:00,16.7,10.5,67,6,25.0,100.28,Mostly Cloudy
+2012-05-31 01:00:00,16.3,10.8,70,7,25.0,100.31,Mostly Cloudy
+2012-05-31 02:00:00,15.6,11.2,75,4,25.0,100.32,Mostly Cloudy
+2012-05-31 03:00:00,15.5,9.5,67,9,25.0,100.3,Mostly Cloudy
+2012-05-31 04:00:00,13.6,8.5,71,11,24.1,100.34,Mainly Clear
+2012-05-31 05:00:00,13.9,8.2,68,9,48.3,100.44,Mainly Clear
+2012-05-31 06:00:00,14.4,8.3,67,15,48.3,100.5,Mainly Clear
+2012-05-31 07:00:00,13.1,8.9,76,15,24.1,100.61,Rain Showers
+2012-05-31 08:00:00,14.9,8.6,66,13,24.1,100.64,Mainly Clear
+2012-05-31 09:00:00,16.2,9.3,64,11,24.1,100.68,Mostly Cloudy
+2012-05-31 10:00:00,15.9,8.7,62,9,24.1,100.71,Mostly Cloudy
+2012-05-31 11:00:00,16.9,9.4,61,4,24.1,100.71,Mostly Cloudy
+2012-05-31 12:00:00,16.8,8.6,58,0,48.3,100.72,Mostly Cloudy
+2012-05-31 13:00:00,18.4,7.5,49,20,48.3,100.77,Mostly Cloudy
+2012-05-31 14:00:00,18.8,7.5,48,19,48.3,100.78,Mostly Cloudy
+2012-05-31 15:00:00,18.1,5.8,44,19,48.3,100.83,Mostly Cloudy
+2012-05-31 16:00:00,18.8,6.0,43,19,48.3,100.85,Mainly Clear
+2012-05-31 17:00:00,18.9,6.1,43,15,48.3,100.86,Mainly Clear
+2012-05-31 18:00:00,18.4,4.6,40,22,48.3,100.91,Mainly Clear
+2012-05-31 19:00:00,17.1,4.9,44,15,48.3,100.96,Mainly Clear
+2012-05-31 20:00:00,14.8,3.7,47,13,24.1,101.01,Mainly Clear
+2012-05-31 21:00:00,12.8,4.2,56,9,25.0,101.05,Clear
+2012-05-31 22:00:00,12.5,4.4,58,7,25.0,101.13,Clear
+2012-05-31 23:00:00,12.8,4.4,57,7,25.0,101.18,Clear
+2012-06-01 00:00:00,11.6,3.8,59,6,25.0,101.21,Clear
+2012-06-01 01:00:00,11.3,3.6,59,7,25.0,101.24,Clear
+2012-06-01 02:00:00,10.8,3.1,59,9,25.0,101.27,Mainly Clear
+2012-06-01 03:00:00,9.5,2.6,62,9,25.0,101.29,Mainly Clear
+2012-06-01 04:00:00,10.1,2.8,60,11,48.3,101.34,Mostly Cloudy
+2012-06-01 05:00:00,10.7,3.3,60,11,48.3,101.38,Cloudy
+2012-06-01 06:00:00,11.6,4.5,62,7,48.3,101.42,Cloudy
+2012-06-01 07:00:00,14.6,5.3,54,9,48.3,101.44,Cloudy
+2012-06-01 08:00:00,15.2,3.5,45,11,48.3,101.48,Cloudy
+2012-06-01 09:00:00,17.1,4.6,44,11,48.3,101.47,Cloudy
+2012-06-01 10:00:00,18.5,1.2,31,20,48.3,101.44,Mostly Cloudy
+2012-06-01 11:00:00,18.4,1.0,31,17,48.3,101.4,Cloudy
+2012-06-01 12:00:00,19.3,3.3,35,20,48.3,101.32,Cloudy
+2012-06-01 13:00:00,19.5,4.0,36,17,48.3,101.29,Cloudy
+2012-06-01 14:00:00,19.6,4.6,37,15,48.3,101.21,Cloudy
+2012-06-01 15:00:00,19.8,4.9,38,17,48.3,101.16,Cloudy
+2012-06-01 16:00:00,20.2,4.3,35,22,48.3,101.04,Cloudy
+2012-06-01 17:00:00,20.2,4.1,35,19,48.3,101.03,Cloudy
+2012-06-01 18:00:00,20.1,4.6,36,19,24.1,100.98,Cloudy
+2012-06-01 19:00:00,20.0,5.3,38,19,25.0,100.88,Cloudy
+2012-06-01 20:00:00,19.9,4.9,37,20,25.0,100.86,Cloudy
+2012-06-01 21:00:00,19.6,5.7,40,26,25.0,100.8,Rain
+2012-06-01 22:00:00,19.6,6.5,42,20,25.0,100.77,Cloudy
+2012-06-01 23:00:00,18.2,8.3,52,19,25.0,100.77,Rain
+2012-06-02 00:00:00,17.5,8.2,54,15,19.3,100.78,Rain
+2012-06-02 01:00:00,15.9,9.5,66,19,16.1,100.67,Rain
+2012-06-02 02:00:00,14.6,8.7,68,19,16.1,100.58,Rain
+2012-06-02 03:00:00,14.2,8.8,70,19,16.1,100.5,Rain
+2012-06-02 04:00:00,13.6,9.5,76,24,12.9,100.43,Rain
+2012-06-02 05:00:00,13.4,9.2,76,24,16.1,100.36,Rain
+2012-06-02 06:00:00,13.6,9.5,76,19,16.1,100.44,Rain
+2012-06-02 07:00:00,13.4,8.7,73,17,19.3,100.45,Rain
+2012-06-02 08:00:00,12.3,9.7,84,11,19.3,100.48,Rain
+2012-06-02 09:00:00,13.1,9.6,79,13,24.1,100.52,Cloudy
+2012-06-02 10:00:00,12.5,9.8,84,7,8.0,100.48,"Rain,Fog"
+2012-06-02 11:00:00,12.5,10.3,86,7,16.1,100.48,Rain
+2012-06-02 12:00:00,12.8,10.5,86,9,24.1,100.43,Rain
+2012-06-02 13:00:00,13.1,10.9,86,11,24.1,100.43,Rain
+2012-06-02 14:00:00,13.6,10.9,84,20,24.1,100.39,Cloudy
+2012-06-02 15:00:00,13.9,10.9,82,17,24.1,100.38,Cloudy
+2012-06-02 16:00:00,13.5,11.0,85,22,24.1,100.35,Rain
+2012-06-02 17:00:00,13.5,11.0,85,17,24.1,100.36,Drizzle
+2012-06-02 18:00:00,13.1,11.1,88,19,6.4,100.38,"Drizzle,Fog"
+2012-06-02 19:00:00,13.2,11.2,88,9,4.8,100.4,"Drizzle,Fog"
+2012-06-02 20:00:00,12.9,10.5,85,4,19.3,100.4,Drizzle
+2012-06-02 21:00:00,13.0,10.7,86,7,25.0,100.41,Cloudy
+2012-06-02 22:00:00,13.3,10.4,83,15,25.0,100.34,Cloudy
+2012-06-02 23:00:00,13.1,10.2,83,6,25.0,100.33,Cloudy
+2012-06-03 00:00:00,13.1,10.4,84,9,19.3,100.33,Cloudy
+2012-06-03 01:00:00,13.0,10.9,87,6,19.3,100.29,Cloudy
+2012-06-03 02:00:00,13.1,11.0,87,6,19.3,100.26,Cloudy
+2012-06-03 03:00:00,12.9,10.6,86,4,19.3,100.23,Cloudy
+2012-06-03 04:00:00,13.0,10.4,84,7,19.3,100.2,Mostly Cloudy
+2012-06-03 05:00:00,12.0,9.9,87,0,19.3,100.24,Mostly Cloudy
+2012-06-03 06:00:00,13.6,10.9,84,9,24.1,100.25,Mostly Cloudy
+2012-06-03 07:00:00,14.6,10.5,76,15,24.1,100.25,Mostly Cloudy
+2012-06-03 08:00:00,14.9,10.3,74,13,24.1,100.24,Mostly Cloudy
+2012-06-03 09:00:00,16.1,10.9,71,11,24.1,100.2,Mostly Cloudy
+2012-06-03 10:00:00,17.7,11.0,65,13,48.3,100.19,Mostly Cloudy
+2012-06-03 11:00:00,18.2,10.4,60,11,48.3,100.14,Mostly Cloudy
+2012-06-03 12:00:00,18.4,9.8,57,9,48.3,100.12,Mostly Cloudy
+2012-06-03 13:00:00,18.9,10.8,59,24,48.3,100.07,Mostly Cloudy
+2012-06-03 14:00:00,19.6,10.5,56,24,48.3,100.04,Mostly Cloudy
+2012-06-03 15:00:00,18.5,10.4,59,24,48.3,100.02,Mostly Cloudy
+2012-06-03 16:00:00,18.3,10.3,60,33,48.3,100.01,Mostly Cloudy
+2012-06-03 17:00:00,17.8,9.3,57,30,48.3,100.03,Mostly Cloudy
+2012-06-03 18:00:00,16.6,9.6,63,30,48.3,100.13,Mostly Cloudy
+2012-06-03 19:00:00,15.3,8.8,65,28,25.0,100.2,Mostly Cloudy
+2012-06-03 20:00:00,14.1,7.4,64,32,25.0,100.27,Mostly Cloudy
+2012-06-03 21:00:00,13.8,7.1,64,28,25.0,100.29,Mostly Cloudy
+2012-06-03 22:00:00,13.6,6.9,64,30,25.0,100.32,Cloudy
+2012-06-03 23:00:00,13.3,6.9,65,30,25.0,100.31,Mostly Cloudy
+2012-06-04 00:00:00,12.8,7.3,69,33,25.0,100.34,Cloudy
+2012-06-04 01:00:00,11.9,7.7,75,19,25.0,100.33,Rain
+2012-06-04 02:00:00,11.8,7.6,75,22,25.0,100.32,Cloudy
+2012-06-04 03:00:00,11.5,7.5,76,24,25.0,100.32,Rain Showers
+2012-06-04 04:00:00,11.0,7.6,80,22,19.3,100.38,Rain
+2012-06-04 05:00:00,11.0,8.0,82,20,19.3,100.41,Rain
+2012-06-04 06:00:00,11.3,8.2,81,22,24.1,100.46,Cloudy
+2012-06-04 07:00:00,11.7,7.9,77,33,24.1,100.5,Rain
+2012-06-04 08:00:00,11.6,8.3,80,24,19.3,100.55,Rain
+2012-06-04 09:00:00,11.6,7.7,77,28,24.1,100.6,Rain
+2012-06-04 10:00:00,12.4,7.5,72,28,24.1,100.65,Cloudy
+2012-06-04 11:00:00,13.1,7.4,68,28,24.1,100.67,Cloudy
+2012-06-04 12:00:00,13.0,7.3,68,22,24.1,100.7,Rain Showers
+2012-06-04 13:00:00,13.0,7.4,69,24,24.1,100.75,Rain
+2012-06-04 14:00:00,14.3,7.3,63,20,24.1,100.73,Cloudy
+2012-06-04 15:00:00,15.8,7.2,57,22,24.1,100.73,Mostly Cloudy
+2012-06-04 16:00:00,16.0,6.6,54,22,24.1,100.71,Mostly Cloudy
+2012-06-04 17:00:00,15.9,7.1,56,22,24.1,100.71,Mostly Cloudy
+2012-06-04 18:00:00,16.5,7.1,54,15,48.3,100.74,Mostly Cloudy
+2012-06-04 19:00:00,16.3,6.9,54,20,48.3,100.77,Mostly Cloudy
+2012-06-04 20:00:00,15.6,7.3,58,13,24.1,100.8,Mainly Clear
+2012-06-04 21:00:00,14.5,7.5,63,15,25.0,100.84,Mainly Clear
+2012-06-04 22:00:00,14.6,6.4,58,17,25.0,100.83,Mostly Cloudy
+2012-06-04 23:00:00,14.6,5.9,56,11,25.0,100.83,Cloudy
+2012-06-05 00:00:00,13.8,4.9,55,13,25.0,100.83,Cloudy
+2012-06-05 01:00:00,13.7,7.1,64,15,25.0,100.82,Cloudy
+2012-06-05 02:00:00,12.7,6.3,65,13,25.0,100.82,Mostly Cloudy
+2012-06-05 03:00:00,11.4,6.7,73,15,25.0,100.85,Mainly Clear
+2012-06-05 04:00:00,10.7,6.5,75,13,24.1,100.87,Mainly Clear
+2012-06-05 05:00:00,10.7,6.7,76,13,24.1,100.94,Mainly Clear
+2012-06-05 06:00:00,12.6,7.1,69,15,48.3,100.98,Mainly Clear
+2012-06-05 07:00:00,14.3,6.5,59,20,48.3,100.99,Mainly Clear
+2012-06-05 08:00:00,15.9,6.4,53,26,48.3,101.02,Mainly Clear
+2012-06-05 09:00:00,17.4,6.9,50,19,48.3,101.01,Clear
+2012-06-05 10:00:00,18.8,6.7,45,19,48.3,100.99,Mainly Clear
+2012-06-05 11:00:00,19.8,5.3,39,26,48.3,101.0,Mainly Clear
+2012-06-05 12:00:00,20.3,4.9,36,20,48.3,100.97,Mainly Clear
+2012-06-05 13:00:00,21.3,3.8,32,15,48.3,100.93,Mainly Clear
+2012-06-05 14:00:00,21.6,4.4,32,7,48.3,100.88,Mainly Clear
+2012-06-05 15:00:00,21.9,4.4,32,11,48.3,100.83,Mainly Clear
+2012-06-05 16:00:00,22.6,6.2,35,4,48.3,100.75,Mainly Clear
+2012-06-05 17:00:00,22.2,5.4,34,15,48.3,100.74,Mostly Cloudy
+2012-06-05 18:00:00,20.9,6.8,40,11,48.3,100.76,Rain Showers
+2012-06-05 19:00:00,17.0,10.3,65,22,24.1,100.89,Rain Showers
+2012-06-05 20:00:00,15.6,11.6,77,9,24.1,100.88,Rain Showers
+2012-06-05 21:00:00,16.3,9.9,66,6,25.0,100.9,Mostly Cloudy
+2012-06-05 22:00:00,14.7,11.0,78,7,25.0,100.95,Mostly Cloudy
+2012-06-05 23:00:00,16.4,9.3,63,15,25.0,100.97,Mostly Cloudy
+2012-06-06 00:00:00,14.7,7.9,64,9,25.0,100.97,Mostly Cloudy
+2012-06-06 01:00:00,13.8,7.2,64,9,25.0,100.97,Mostly Cloudy
+2012-06-06 02:00:00,12.6,6.6,67,11,25.0,100.99,Mostly Cloudy
+2012-06-06 03:00:00,11.0,6.8,75,9,25.0,100.99,Mostly Cloudy
+2012-06-06 04:00:00,11.2,6.9,75,6,24.1,101.03,Mostly Cloudy
+2012-06-06 05:00:00,12.0,7.2,72,9,48.3,101.05,Mostly Cloudy
+2012-06-06 06:00:00,12.4,7.7,73,15,24.1,101.07,Mostly Cloudy
+2012-06-06 07:00:00,14.1,8.3,68,13,24.1,101.1,Mainly Clear
+2012-06-06 08:00:00,15.3,9.6,69,7,24.1,101.14,Mainly Clear
+2012-06-06 09:00:00,16.1,9.6,65,9,24.1,101.13,Mainly Clear
+2012-06-06 10:00:00,17.6,9.7,60,11,24.1,101.12,Mainly Clear
+2012-06-06 11:00:00,19.4,9.4,52,7,24.1,101.08,Mainly Clear
+2012-06-06 12:00:00,19.8,9.7,52,9,24.1,101.05,Mainly Clear
+2012-06-06 13:00:00,19.6,9.6,52,0,24.1,101.01,Mainly Clear
+2012-06-06 14:00:00,20.6,9.8,50,4,48.3,100.94,Mostly Cloudy
+2012-06-06 15:00:00,20.3,9.3,49,7,48.3,100.89,Mostly Cloudy
+2012-06-06 16:00:00,21.3,8.2,43,13,48.3,100.9,Mostly Cloudy
+2012-06-06 17:00:00,20.6,7.4,42,11,24.1,100.91,Mostly Cloudy
+2012-06-06 18:00:00,20.0,7.6,45,15,24.1,100.95,Mostly Cloudy
+2012-06-06 19:00:00,18.9,7.8,48,15,24.1,101.0,Mostly Cloudy
+2012-06-06 20:00:00,17.4,9.6,60,9,24.1,101.04,Rain Showers
+2012-06-06 21:00:00,16.3,9.7,65,11,25.0,101.04,Mostly Cloudy
+2012-06-06 22:00:00,17.4,9.3,59,9,25.0,101.04,Cloudy
+2012-06-06 23:00:00,17.1,9.1,59,11,25.0,101.05,Rain Showers
+2012-06-07 00:00:00,14.9,9.0,68,9,25.0,101.06,Mainly Clear
+2012-06-07 01:00:00,13.3,9.2,76,7,25.0,101.06,Mainly Clear
+2012-06-07 02:00:00,12.8,9.4,80,11,25.0,101.04,Clear
+2012-06-07 03:00:00,12.3,8.9,80,17,25.0,101.02,Clear
+2012-06-07 04:00:00,12.0,8.3,78,9,24.1,101.05,Mainly Clear
+2012-06-07 05:00:00,11.3,8.1,81,11,48.3,101.11,Mainly Clear
+2012-06-07 06:00:00,12.3,8.4,77,13,48.3,101.12,Mainly Clear
+2012-06-07 07:00:00,13.9,8.4,69,4,24.1,101.13,Mainly Clear
+2012-06-07 08:00:00,15.9,9.2,64,11,24.1,101.12,Mainly Clear
+2012-06-07 09:00:00,17.5,9.5,59,6,48.3,101.09,Mainly Clear
+2012-06-07 10:00:00,19.4,9.6,53,6,48.3,101.05,Mainly Clear
+2012-06-07 11:00:00,20.1,10.5,54,7,48.3,101.02,Mainly Clear
+2012-06-07 12:00:00,20.8,10.1,50,13,48.3,100.98,Mainly Clear
+2012-06-07 13:00:00,21.6,10.9,51,11,48.3,100.92,Mainly Clear
+2012-06-07 14:00:00,22.7,9.4,43,11,48.3,100.86,Mainly Clear
+2012-06-07 15:00:00,22.3,9.3,43,13,48.3,100.8,Mainly Clear
+2012-06-07 16:00:00,22.8,9.2,42,15,48.3,100.74,Mainly Clear
+2012-06-07 17:00:00,22.6,8.9,42,11,48.3,100.69,Mostly Cloudy
+2012-06-07 18:00:00,22.0,7.9,40,9,48.3,100.67,Mostly Cloudy
+2012-06-07 19:00:00,22.2,9.0,43,11,48.3,100.67,Mostly Cloudy
+2012-06-07 20:00:00,21.7,9.4,45,11,24.1,100.66,Mostly Cloudy
+2012-06-07 21:00:00,18.6,10.4,59,30,25.0,100.74,Mostly Cloudy
+2012-06-07 22:00:00,16.4,11.6,73,17,25.0,100.74,Rain Showers
+2012-06-07 23:00:00,16.3,12.2,77,17,25.0,100.78,Rain
+2012-06-08 00:00:00,15.9,13.1,83,13,25.0,100.68,Mostly Cloudy
+2012-06-08 01:00:00,15.7,12.9,83,7,25.0,100.65,Clear
+2012-06-08 02:00:00,15.3,12.9,86,11,25.0,100.6,Clear
+2012-06-08 03:00:00,14.1,11.7,85,7,25.0,100.56,Mainly Clear
+2012-06-08 04:00:00,13.9,11.0,83,7,24.1,100.58,Mainly Clear
+2012-06-08 05:00:00,14.4,11.2,81,7,48.3,100.58,Mainly Clear
+2012-06-08 06:00:00,16.2,11.7,75,17,48.3,100.58,Mostly Cloudy
+2012-06-08 07:00:00,16.7,11.3,70,22,48.3,100.56,Mostly Cloudy
+2012-06-08 08:00:00,17.3,11.5,69,22,48.3,100.54,Mostly Cloudy
+2012-06-08 09:00:00,17.7,12.6,72,17,24.1,100.53,Cloudy
+2012-06-08 10:00:00,18.3,12.7,70,13,24.1,100.53,Cloudy
+2012-06-08 11:00:00,18.6,12.9,69,17,24.1,100.53,Cloudy
+2012-06-08 12:00:00,19.5,13.7,69,17,24.1,100.46,Cloudy
+2012-06-08 13:00:00,20.5,14.4,68,20,24.1,100.33,Mostly Cloudy
+2012-06-08 14:00:00,20.2,12.8,62,17,24.1,100.25,Cloudy
+2012-06-08 15:00:00,19.4,12.8,66,20,12.9,100.33,Rain Showers
+2012-06-08 16:00:00,18.4,13.4,73,4,24.1,100.22,Mostly Cloudy
+2012-06-08 17:00:00,20.0,14.3,70,7,24.1,100.22,Mostly Cloudy
+2012-06-08 18:00:00,19.0,14.4,75,0,24.1,100.17,Mostly Cloudy
+2012-06-08 19:00:00,19.0,12.0,64,15,24.1,100.28,Mainly Clear
+2012-06-08 20:00:00,16.0,9.9,67,9,24.1,100.34,Mainly Clear
+2012-06-08 21:00:00,14.1,8.3,68,9,25.0,100.41,Clear
+2012-06-08 22:00:00,13.5,7.8,68,6,25.0,100.48,Clear
+2012-06-08 23:00:00,12.0,7.6,74,9,25.0,100.5,Clear
+2012-06-09 00:00:00,12.8,8.0,73,6,25.0,100.51,Clear
+2012-06-09 01:00:00,12.9,8.0,72,0,25.0,100.53,Clear
+2012-06-09 02:00:00,12.2,7.8,74,0,25.0,100.54,Clear
+2012-06-09 03:00:00,11.5,7.3,75,0,25.0,100.56,Clear
+2012-06-09 04:00:00,10.0,6.9,81,0,25.0,100.6,Mainly Clear
+2012-06-09 05:00:00,11.1,8.0,81,6,48.3,100.68,Mainly Clear
+2012-06-09 06:00:00,14.2,9.4,73,0,48.3,100.71,Mainly Clear
+2012-06-09 07:00:00,16.0,9.7,66,6,48.3,100.76,Mainly Clear
+2012-06-09 08:00:00,18.4,8.9,54,4,48.3,100.79,Mainly Clear
+2012-06-09 09:00:00,19.3,7.8,47,0,48.3,100.81,Mainly Clear
+2012-06-09 10:00:00,21.0,10.1,50,4,48.3,100.78,Mainly Clear
+2012-06-09 11:00:00,21.2,9.5,47,15,48.3,100.76,Mostly Cloudy
+2012-06-09 12:00:00,22.2,9.2,43,17,48.3,100.73,Cloudy
+2012-06-09 13:00:00,23.0,7.6,37,19,48.3,100.71,Cloudy
+2012-06-09 14:00:00,23.2,7.2,36,7,48.3,100.68,Mostly Cloudy
+2012-06-09 15:00:00,23.8,5.6,31,20,48.3,100.67,Mainly Clear
+2012-06-09 16:00:00,23.9,6.5,33,17,48.3,100.68,Cloudy
+2012-06-09 17:00:00,23.8,7.2,34,17,48.3,100.69,Cloudy
+2012-06-09 18:00:00,23.6,7.1,35,11,48.3,100.73,Mainly Clear
+2012-06-09 19:00:00,21.8,7.6,40,9,48.3,100.75,Mostly Cloudy
+2012-06-09 20:00:00,18.5,8.2,51,6,48.3,100.8,Mainly Clear
+2012-06-09 21:00:00,19.4,6.8,44,6,25.0,100.87,Mainly Clear
+2012-06-09 22:00:00,17.0,6.6,50,4,25.0,100.93,Clear
+2012-06-09 23:00:00,16.9,7.8,55,4,25.0,100.97,Mainly Clear
+2012-06-10 00:00:00,15.8,9.2,65,6,25.0,101.03,Mainly Clear
+2012-06-10 01:00:00,15.6,9.3,66,4,25.0,101.07,Clear
+2012-06-10 02:00:00,13.7,9.9,78,0,25.0,101.08,Clear
+2012-06-10 03:00:00,14.3,11.6,84,4,25.0,101.11,Mainly Clear
+2012-06-10 04:00:00,12.4,10.3,87,4,25.0,101.15,Clear
+2012-06-10 05:00:00,13.9,9.1,73,6,48.3,101.24,Mainly Clear
+2012-06-10 06:00:00,16.6,9.6,63,0,48.3,101.36,Mainly Clear
+2012-06-10 07:00:00,18.0,8.8,55,4,48.3,101.42,Mainly Clear
+2012-06-10 08:00:00,20.2,9.5,50,6,48.3,101.45,Mainly Clear
+2012-06-10 09:00:00,21.2,10.3,50,6,48.3,101.45,Mainly Clear
+2012-06-10 10:00:00,23.5,11.8,48,7,48.3,101.42,Mainly Clear
+2012-06-10 11:00:00,24.6,7.4,33,7,48.3,101.45,Mostly Cloudy
+2012-06-10 12:00:00,25.4,7.8,33,7,48.3,101.41,Mainly Clear
+2012-06-10 13:00:00,25.5,5.8,28,11,48.3,101.38,Mostly Cloudy
+2012-06-10 14:00:00,26.5,5.9,27,6,48.3,101.4,Mostly Cloudy
+2012-06-10 15:00:00,26.5,9.2,34,6,48.3,101.42,Mainly Clear
+2012-06-10 16:00:00,26.8,10.7,37,6,48.3,101.41,Mainly Clear
+2012-06-10 17:00:00,26.6,10.0,35,6,48.3,101.37,Cloudy
+2012-06-10 18:00:00,26.5,9.3,34,15,48.3,101.39,Cloudy
+2012-06-10 19:00:00,26.0,9.0,34,9,48.3,101.47,Mostly Cloudy
+2012-06-10 20:00:00,25.3,7.5,32,9,48.3,101.47,Mostly Cloudy
+2012-06-10 21:00:00,22.8,8.4,40,7,25.0,101.51,Clear
+2012-06-10 22:00:00,22.7,8.9,41,9,25.0,101.5,Mainly Clear
+2012-06-10 23:00:00,23.0,8.9,41,11,25.0,101.5,Clear
+2012-06-11 00:00:00,21.7,9.0,44,6,25.0,101.49,Clear
+2012-06-11 01:00:00,20.4,9.2,49,0,25.0,101.45,Mainly Clear
+2012-06-11 02:00:00,18.9,10.5,58,7,25.0,101.47,Mainly Clear
+2012-06-11 03:00:00,18.5,10.9,61,9,25.0,101.45,Mostly Cloudy
+2012-06-11 04:00:00,18.1,10.7,62,11,24.1,101.47,Mostly Cloudy
+2012-06-11 05:00:00,17.5,11.8,69,11,24.1,101.54,Mainly Clear
+2012-06-11 06:00:00,19.5,12.7,65,7,48.3,101.58,Mainly Clear
+2012-06-11 07:00:00,19.4,13.8,70,11,48.3,101.63,Mostly Cloudy
+2012-06-11 08:00:00,20.2,14.5,70,9,48.3,101.64,Mostly Cloudy
+2012-06-11 09:00:00,22.4,15.6,65,7,24.1,101.63,Mostly Cloudy
+2012-06-11 10:00:00,24.8,16.3,59,4,24.1,101.58,Mostly Cloudy
+2012-06-11 11:00:00,26.6,17.2,56,4,24.1,101.54,Mostly Cloudy
+2012-06-11 12:00:00,27.3,17.5,55,7,24.1,101.47,Mostly Cloudy
+2012-06-11 13:00:00,28.7,18.3,53,15,24.1,101.4,Cloudy
+2012-06-11 14:00:00,29.4,18.3,51,17,48.3,101.32,Mainly Clear
+2012-06-11 15:00:00,30.1,18.4,50,17,48.3,101.27,Mainly Clear
+2012-06-11 16:00:00,29.6,17.4,48,22,48.3,101.2,Mainly Clear
+2012-06-11 17:00:00,29.1,18.0,51,22,48.3,101.16,Mainly Clear
+2012-06-11 18:00:00,28.2,18.1,54,19,48.3,101.16,Mainly Clear
+2012-06-11 19:00:00,27.1,17.6,56,19,48.3,101.11,Mostly Cloudy
+2012-06-11 20:00:00,25.9,16.7,57,20,24.1,101.09,Cloudy
+2012-06-11 21:00:00,25.3,16.6,59,20,25.0,101.09,Mostly Cloudy
+2012-06-11 22:00:00,24.7,16.6,61,22,25.0,101.08,Mostly Cloudy
+2012-06-11 23:00:00,23.8,16.5,64,17,25.0,101.09,Mostly Cloudy
+2012-06-12 00:00:00,22.7,16.3,67,19,25.0,101.08,Mostly Cloudy
+2012-06-12 01:00:00,21.7,15.5,68,17,25.0,101.07,Mostly Cloudy
+2012-06-12 02:00:00,20.9,15.0,69,19,25.0,101.04,Mainly Clear
+2012-06-12 03:00:00,20.2,14.3,69,17,25.0,101.0,Mostly Cloudy
+2012-06-12 04:00:00,19.5,13.4,68,19,24.1,101.0,Mostly Cloudy
+2012-06-12 05:00:00,19.3,13.1,67,17,24.1,101.01,Mostly Cloudy
+2012-06-12 06:00:00,19.5,13.2,67,15,24.1,100.98,Mostly Cloudy
+2012-06-12 07:00:00,21.1,14.1,64,22,24.1,100.95,Mostly Cloudy
+2012-06-12 08:00:00,21.8,14.4,63,19,24.1,100.92,Cloudy
+2012-06-12 09:00:00,22.8,14.9,61,19,24.1,100.86,Cloudy
+2012-06-12 10:00:00,23.9,15.5,59,15,24.1,100.8,Mostly Cloudy
+2012-06-12 11:00:00,24.7,15.5,57,24,24.1,100.74,Cloudy
+2012-06-12 12:00:00,24.4,15.8,59,17,16.1,100.71,Rain Showers
+2012-06-12 13:00:00,19.8,16.7,82,19,6.4,100.73,Rain Showers
+2012-06-12 14:00:00,19.0,17.3,90,19,6.4,100.71,"Rain,Fog"
+2012-06-12 15:00:00,19.1,17.3,89,15,6.4,100.67,"Rain,Fog"
+2012-06-12 16:00:00,18.4,16.7,90,22,8.0,100.6,"Rain,Fog"
+2012-06-12 17:00:00,18.2,16.3,89,20,12.9,100.57,Rain
+2012-06-12 18:00:00,18.2,16.3,89,20,9.7,100.55,"Rain,Fog"
+2012-06-12 19:00:00,17.9,16.1,89,20,11.3,100.52,Rain
+2012-06-12 20:00:00,18.5,16.2,86,19,19.3,100.47,Cloudy
+2012-06-12 21:00:00,18.4,16.1,86,19,25.0,100.46,Cloudy
+2012-06-12 22:00:00,18.6,16.1,85,17,25.0,100.45,Cloudy
+2012-06-12 23:00:00,18.6,16.1,85,13,25.0,100.44,Mostly Cloudy
+2012-06-13 00:00:00,18.5,16.1,86,11,25.0,100.46,Mostly Cloudy
+2012-06-13 01:00:00,19.6,16.6,83,15,25.0,100.44,Cloudy
+2012-06-13 02:00:00,19.6,16.5,82,19,25.0,100.4,Cloudy
+2012-06-13 03:00:00,19.3,16.4,83,22,25.0,100.46,Cloudy
+2012-06-13 04:00:00,18.7,15.6,82,22,24.1,100.54,Mostly Cloudy
+2012-06-13 05:00:00,17.2,13.9,81,22,24.1,100.62,Mainly Clear
+2012-06-13 06:00:00,17.7,14.1,79,22,24.1,100.75,Mainly Clear
+2012-06-13 07:00:00,18.1,14.1,77,20,24.1,100.86,Mostly Cloudy
+2012-06-13 08:00:00,17.9,12.6,71,32,24.1,100.96,Mostly Cloudy
+2012-06-13 09:00:00,17.0,11.7,71,24,24.1,101.09,Mostly Cloudy
+2012-06-13 10:00:00,17.9,11.0,64,19,24.1,101.18,Mostly Cloudy
+2012-06-13 11:00:00,19.5,11.6,60,13,24.1,101.28,Mainly Clear
+2012-06-13 12:00:00,19.6,10.6,56,13,48.3,101.3,Mainly Clear
+2012-06-13 13:00:00,20.4,10.6,53,15,48.3,101.32,Mainly Clear
+2012-06-13 14:00:00,20.7,9.8,50,9,48.3,101.36,Mainly Clear
+2012-06-13 15:00:00,21.9,10.7,49,17,48.3,101.39,Mainly Clear
+2012-06-13 16:00:00,21.8,9.3,45,17,48.3,101.42,Mainly Clear
+2012-06-13 17:00:00,22.2,9.8,45,19,48.3,101.44,Mainly Clear
+2012-06-13 18:00:00,21.6,9.8,47,20,48.3,101.48,Mainly Clear
+2012-06-13 19:00:00,20.0,8.5,47,17,48.3,101.57,Clear
+2012-06-13 20:00:00,17.6,8.0,53,11,48.3,101.62,Clear
+2012-06-13 21:00:00,15.1,8.1,63,7,25.0,101.7,Clear
+2012-06-13 22:00:00,14.6,7.9,64,11,25.0,101.74,Clear
+2012-06-13 23:00:00,15.2,6.2,55,11,25.0,101.79,Clear
+2012-06-14 00:00:00,14.5,5.4,54,11,25.0,101.85,Clear
+2012-06-14 01:00:00,13.4,5.2,58,9,25.0,101.88,Clear
+2012-06-14 02:00:00,13.0,5.4,60,9,25.0,101.93,Clear
+2012-06-14 03:00:00,12.3,5.3,62,13,25.0,101.96,Clear
+2012-06-14 04:00:00,12.4,4.9,60,15,48.3,102.04,Clear
+2012-06-14 05:00:00,12.4,5.7,64,9,48.3,102.14,Clear
+2012-06-14 06:00:00,14.7,6.3,57,9,48.3,102.2,Clear
+2012-06-14 07:00:00,16.5,7.5,55,13,48.3,102.28,Clear
+2012-06-14 08:00:00,18.5,7.9,50,11,48.3,102.33,Clear
+2012-06-14 09:00:00,20.0,5.5,39,19,48.3,102.32,Clear
+2012-06-14 10:00:00,20.0,3.8,34,17,48.3,102.31,Clear
+2012-06-14 11:00:00,21.2,6.5,38,9,48.3,102.27,Clear
+2012-06-14 12:00:00,21.3,4.7,34,24,48.3,102.26,Clear
+2012-06-14 13:00:00,22.2,5.5,34,19,48.3,102.22,Clear
+2012-06-14 14:00:00,22.4,5.5,33,15,48.3,102.17,Clear
+2012-06-14 15:00:00,22.9,6.7,35,11,48.3,102.12,Clear
+2012-06-14 16:00:00,22.5,6.9,36,7,48.3,102.15,Clear
+2012-06-14 17:00:00,22.9,6.9,36,15,48.3,102.17,Clear
+2012-06-14 18:00:00,22.7,7.5,38,17,48.3,102.16,Clear
+2012-06-14 19:00:00,22.5,6.5,36,13,48.3,102.17,Clear
+2012-06-14 20:00:00,21.7,5.7,35,15,48.3,102.16,Clear
+2012-06-14 21:00:00,21.0,6.0,38,11,25.0,102.16,Clear
+2012-06-14 22:00:00,20.2,6.0,39,9,25.0,102.2,Clear
+2012-06-14 23:00:00,19.6,5.8,40,6,25.0,102.21,Clear
+2012-06-15 00:00:00,18.9,5.5,41,6,25.0,102.18,Clear
+2012-06-15 01:00:00,17.1,6.1,48,6,25.0,102.17,Clear
+2012-06-15 02:00:00,14.2,7.9,66,13,25.0,102.19,Clear
+2012-06-15 03:00:00,13.8,9.1,73,13,25.0,102.17,Clear
+2012-06-15 04:00:00,13.0,9.0,77,15,24.1,102.19,Clear
+2012-06-15 05:00:00,13.3,8.9,75,15,48.3,102.27,Clear
+2012-06-15 06:00:00,15.6,8.5,63,17,48.3,102.32,Clear
+2012-06-15 07:00:00,16.8,8.8,59,19,48.3,102.38,Clear
+2012-06-15 08:00:00,18.6,9.5,55,17,48.3,102.4,Mainly Clear
+2012-06-15 09:00:00,20.3,7.9,45,17,48.3,102.39,Mainly Clear
+2012-06-15 10:00:00,21.4,6.3,37,13,48.3,102.37,Mostly Cloudy
+2012-06-15 11:00:00,22.2,7.9,40,15,48.3,102.35,Mostly Cloudy
+2012-06-15 12:00:00,23.5,7.0,35,11,48.3,102.3,Mainly Clear
+2012-06-15 13:00:00,24.4,6.7,32,15,48.3,102.22,Mostly Cloudy
+2012-06-15 14:00:00,24.3,5.6,30,11,48.3,102.17,Cloudy
+2012-06-15 15:00:00,24.9,5.7,29,17,48.3,102.13,Cloudy
+2012-06-15 16:00:00,25.0,5.1,28,15,48.3,102.08,Cloudy
+2012-06-15 17:00:00,24.8,5.3,28,11,48.3,102.06,Cloudy
+2012-06-15 18:00:00,24.5,6.0,30,9,48.3,102.08,Cloudy
+2012-06-15 19:00:00,23.2,8.8,40,15,48.3,102.07,Cloudy
+2012-06-15 20:00:00,22.0,8.7,43,15,48.3,102.06,Mostly Cloudy
+2012-06-15 21:00:00,22.1,7.8,40,11,25.0,102.06,Mainly Clear
+2012-06-15 22:00:00,21.3,8.6,44,13,25.0,102.06,Mainly Clear
+2012-06-15 23:00:00,20.1,9.5,50,11,25.0,102.06,Clear
+2012-06-16 00:00:00,17.5,9.9,61,9,25.0,102.05,Clear
+2012-06-16 01:00:00,16.1,10.4,69,11,25.0,102.02,Mainly Clear
+2012-06-16 02:00:00,15.3,10.3,72,13,25.0,102.03,Clear
+2012-06-16 03:00:00,14.7,9.6,71,17,25.0,102.03,Mainly Clear
+2012-06-16 04:00:00,13.8,8.8,72,19,25.0,102.11,Mainly Clear
+2012-06-16 05:00:00,13.9,8.5,70,13,24.1,102.16,Mostly Cloudy
+2012-06-16 06:00:00,15.2,8.8,66,17,24.1,102.18,Mostly Cloudy
+2012-06-16 07:00:00,16.2,9.3,64,15,48.3,102.25,Mostly Cloudy
+2012-06-16 08:00:00,17.4,9.5,60,9,48.3,102.23,Mostly Cloudy
+2012-06-16 09:00:00,18.9,10.7,59,11,48.3,102.2,Cloudy
+2012-06-16 10:00:00,21.6,12.0,54,4,48.3,102.15,Cloudy
+2012-06-16 11:00:00,21.9,11.6,52,6,48.3,102.1,Cloudy
+2012-06-16 12:00:00,23.8,13.1,51,6,48.3,102.04,Mostly Cloudy
+2012-06-16 13:00:00,24.6,12.5,47,9,48.3,101.96,Cloudy
+2012-06-16 14:00:00,24.9,13.5,49,6,48.3,101.91,Mostly Cloudy
+2012-06-16 15:00:00,26.0,13.6,46,6,48.3,101.84,Mostly Cloudy
+2012-06-16 16:00:00,26.5,11.0,38,7,48.3,101.77,Mostly Cloudy
+2012-06-16 17:00:00,26.5,11.3,39,4,48.3,101.73,Mostly Cloudy
+2012-06-16 18:00:00,26.2,12.1,41,6,48.3,101.71,Mainly Clear
+2012-06-16 19:00:00,25.0,13.0,47,7,48.3,101.66,Mainly Clear
+2012-06-16 20:00:00,23.1,11.8,49,4,48.3,101.62,Mainly Clear
+2012-06-16 21:00:00,20.8,12.3,58,0,25.0,101.6,Clear
+2012-06-16 22:00:00,21.5,11.9,54,9,25.0,101.6,Mainly Clear
+2012-06-16 23:00:00,20.9,12.9,60,0,25.0,101.58,Mainly Clear
+2012-06-17 00:00:00,19.3,12.6,65,0,25.0,101.55,Mainly Clear
+2012-06-17 01:00:00,19.8,13.7,68,7,25.0,101.52,Mainly Clear
+2012-06-17 02:00:00,18.6,13.5,72,11,25.0,101.48,Mainly Clear
+2012-06-17 03:00:00,18.4,13.7,74,13,25.0,101.45,Clear
+2012-06-17 04:00:00,17.4,13.4,77,9,24.1,101.46,Mainly Clear
+2012-06-17 05:00:00,17.3,13.7,79,6,48.3,101.47,Mainly Clear
+2012-06-17 06:00:00,18.9,14.1,74,9,48.3,101.51,Mainly Clear
+2012-06-17 07:00:00,20.2,14.4,69,11,48.3,101.52,Mainly Clear
+2012-06-17 08:00:00,22.2,15.1,64,9,48.3,101.5,Mainly Clear
+2012-06-17 09:00:00,23.4,15.3,60,9,48.3,101.47,Mainly Clear
+2012-06-17 10:00:00,25.0,16.1,58,9,48.3,101.43,Mainly Clear
+2012-06-17 11:00:00,25.7,16.3,56,9,48.3,101.39,Cloudy
+2012-06-17 12:00:00,26.0,16.3,55,6,48.3,101.33,Cloudy
+2012-06-17 13:00:00,26.6,16.7,55,11,48.3,101.23,Mostly Cloudy
+2012-06-17 14:00:00,26.1,16.5,55,17,48.3,101.17,Cloudy
+2012-06-17 15:00:00,27.0,16.8,54,17,48.3,101.1,Cloudy
+2012-06-17 16:00:00,27.4,16.3,51,20,48.3,101.02,Cloudy
+2012-06-17 17:00:00,26.2,14.7,49,19,48.3,100.97,Cloudy
+2012-06-17 18:00:00,26.0,15.9,54,17,48.3,100.92,Cloudy
+2012-06-17 19:00:00,25.5,16.4,57,17,48.3,100.91,Cloudy
+2012-06-17 20:00:00,24.5,15.1,56,15,48.3,100.95,Cloudy
+2012-06-17 21:00:00,24.1,14.1,54,19,25.0,100.99,Mostly Cloudy
+2012-06-17 22:00:00,23.4,13.8,55,22,25.0,101.0,Mostly Cloudy
+2012-06-17 23:00:00,23.2,13.7,55,13,25.0,101.03,Mostly Cloudy
+2012-06-18 00:00:00,21.7,13.4,59,15,25.0,101.04,Mainly Clear
+2012-06-18 01:00:00,20.5,13.4,64,13,25.0,101.07,Mainly Clear
+2012-06-18 02:00:00,19.7,13.5,67,19,25.0,101.08,Mainly Clear
+2012-06-18 03:00:00,19.3,13.4,69,17,25.0,101.06,Mainly Clear
+2012-06-18 04:00:00,18.4,13.3,72,17,25.0,101.1,Mainly Clear
+2012-06-18 05:00:00,17.9,13.2,74,19,24.1,101.12,Mostly Cloudy
+2012-06-18 06:00:00,18.2,13.3,73,20,24.1,101.14,Mostly Cloudy
+2012-06-18 07:00:00,19.3,13.4,69,17,48.3,101.16,Mostly Cloudy
+2012-06-18 08:00:00,20.6,14.0,66,17,48.3,101.17,Mostly Cloudy
+2012-06-18 09:00:00,22.0,14.4,62,17,48.3,101.15,Mostly Cloudy
+2012-06-18 10:00:00,22.6,14.2,59,19,48.3,101.15,Mostly Cloudy
+2012-06-18 11:00:00,24.0,14.9,57,19,24.1,101.14,Mostly Cloudy
+2012-06-18 12:00:00,25.3,14.8,52,19,24.1,101.13,Mostly Cloudy
+2012-06-18 13:00:00,25.3,14.2,50,20,24.1,101.06,Mostly Cloudy
+2012-06-18 14:00:00,26.1,14.0,47,22,24.1,101.06,Mostly Cloudy
+2012-06-18 15:00:00,25.8,13.4,46,24,24.1,101.02,Mostly Cloudy
+2012-06-18 16:00:00,25.6,13.6,47,24,24.1,100.98,Mainly Clear
+2012-06-18 17:00:00,25.2,13.5,48,20,24.1,100.95,Mainly Clear
+2012-06-18 18:00:00,24.1,13.1,50,22,24.1,100.96,Mostly Cloudy
+2012-06-18 19:00:00,23.2,13.1,53,20,24.1,100.97,Mostly Cloudy
+2012-06-18 20:00:00,22.3,13.2,56,7,24.1,100.99,Cloudy
+2012-06-18 21:00:00,21.8,13.4,59,9,25.0,101.02,Mainly Clear
+2012-06-18 22:00:00,21.5,14.0,62,13,25.0,101.02,Mainly Clear
+2012-06-18 23:00:00,21.5,14.7,65,13,25.0,101.13,Mostly Cloudy
+2012-06-19 00:00:00,20.8,14.7,68,13,25.0,101.14,Mostly Cloudy
+2012-06-19 01:00:00,20.0,14.6,71,9,25.0,101.17,Mostly Cloudy
+2012-06-19 02:00:00,19.1,14.3,74,9,25.0,101.11,Clear
+2012-06-19 03:00:00,18.3,14.1,76,9,25.0,101.12,Clear
+2012-06-19 04:00:00,18.1,13.6,75,9,24.1,101.13,Mostly Cloudy
+2012-06-19 05:00:00,18.0,13.7,76,6,25.0,101.19,Mostly Cloudy
+2012-06-19 06:00:00,18.8,14.1,74,9,24.1,101.19,Cloudy
+2012-06-19 07:00:00,19.6,14.3,71,22,24.1,101.01,Mostly Cloudy
+2012-06-19 08:00:00,20.7,14.8,69,6,24.1,101.12,Cloudy
+2012-06-19 09:00:00,22.0,15.5,67,15,24.1,101.03,Cloudy
+2012-06-19 10:00:00,23.2,16.0,64,13,24.1,100.98,Cloudy
+2012-06-19 11:00:00,24.3,16.3,61,11,24.1,101.0,Cloudy
+2012-06-19 12:00:00,25.3,17.0,60,9,24.1,100.99,Cloudy
+2012-06-19 13:00:00,25.8,17.9,62,15,24.1,100.99,Cloudy
+2012-06-19 14:00:00,26.5,18.9,63,11,24.1,101.01,Cloudy
+2012-06-19 15:00:00,28.1,19.2,58,20,24.1,100.92,Mostly Cloudy
+2012-06-19 16:00:00,27.7,19.0,59,17,24.1,100.87,Mostly Cloudy
+2012-06-19 17:00:00,28.0,19.4,60,19,24.1,100.91,Mostly Cloudy
+2012-06-19 18:00:00,27.9,19.1,59,19,24.1,100.93,Cloudy
+2012-06-19 19:00:00,27.0,19.0,62,20,24.1,100.94,Mostly Cloudy
+2012-06-19 20:00:00,26.1,19.2,66,19,24.1,100.85,Cloudy
+2012-06-19 21:00:00,25.9,19.3,67,11,25.0,100.81,Cloudy
+2012-06-19 22:00:00,25.5,19.3,69,9,25.0,100.86,Mostly Cloudy
+2012-06-19 23:00:00,25.3,19.3,69,13,25.0,100.89,Cloudy
+2012-06-20 00:00:00,25.0,18.8,68,17,25.0,100.82,Mostly Cloudy
+2012-06-20 01:00:00,25.0,18.5,67,19,25.0,100.87,Mainly Clear
+2012-06-20 02:00:00,24.1,18.3,70,24,25.0,100.88,Clear
+2012-06-20 03:00:00,23.7,18.4,72,20,25.0,100.9,Mainly Clear
+2012-06-20 04:00:00,23.1,18.2,74,13,24.1,100.97,Mainly Clear
+2012-06-20 05:00:00,23.0,18.1,74,19,24.1,101.01,Mainly Clear
+2012-06-20 06:00:00,24.2,18.2,69,22,48.3,101.04,Mainly Clear
+2012-06-20 07:00:00,25.4,18.1,64,24,48.3,101.07,Mostly Cloudy
+2012-06-20 08:00:00,25.3,18.0,64,19,48.3,101.1,Mostly Cloudy
+2012-06-20 09:00:00,26.3,18.5,62,17,24.1,101.09,Mostly Cloudy
+2012-06-20 10:00:00,27.4,19.3,61,9,24.1,101.06,Mostly Cloudy
+2012-06-20 11:00:00,28.5,19.8,59,17,24.1,101.06,Mainly Clear
+2012-06-20 12:00:00,29.1,20.0,58,20,24.1,101.0,Mainly Clear
+2012-06-20 13:00:00,29.7,20.0,56,19,24.1,100.91,Clear
+2012-06-20 14:00:00,31.7,20.4,51,17,24.1,100.83,Clear
+2012-06-20 15:00:00,32.2,19.6,47,22,24.1,100.75,Mainly Clear
+2012-06-20 16:00:00,32.2,20.0,49,26,24.1,100.74,Mainly Clear
+2012-06-20 17:00:00,32.3,20.3,49,15,24.1,100.69,Mainly Clear
+2012-06-20 18:00:00,32.4,19.9,48,17,24.1,100.61,Mostly Cloudy
+2012-06-20 19:00:00,30.6,21.1,57,11,24.1,100.63,Mostly Cloudy
+2012-06-20 20:00:00,29.7,21.1,60,17,24.1,100.61,Mostly Cloudy
+2012-06-20 21:00:00,28.0,21.0,66,15,25.0,100.61,Mainly Clear
+2012-06-20 22:00:00,28.1,20.2,62,24,25.0,100.57,Clear
+2012-06-20 23:00:00,27.3,20.1,65,19,25.0,100.6,Mainly Clear
+2012-06-21 00:00:00,26.5,19.9,67,20,25.0,100.61,Mainly Clear
+2012-06-21 01:00:00,25.9,19.6,68,22,25.0,100.6,Clear
+2012-06-21 02:00:00,25.1,19.3,70,11,25.0,100.6,Mainly Clear
+2012-06-21 03:00:00,24.6,18.9,71,11,25.0,100.58,Mainly Clear
+2012-06-21 04:00:00,24.0,18.5,71,11,25.0,100.57,Mainly Clear
+2012-06-21 05:00:00,24.1,18.2,70,17,24.1,100.6,Mainly Clear
+2012-06-21 06:00:00,24.5,18.2,68,17,24.1,100.6,Mainly Clear
+2012-06-21 07:00:00,25.6,18.6,65,17,24.1,100.6,Mainly Clear
+2012-06-21 08:00:00,26.0,18.5,63,11,24.1,100.59,Mainly Clear
+2012-06-21 09:00:00,28.1,19.0,58,19,24.1,100.52,Mainly Clear
+2012-06-21 10:00:00,29.4,19.3,55,17,24.1,100.47,Clear
+2012-06-21 11:00:00,30.8,20.0,53,13,24.1,100.42,Mainly Clear
+2012-06-21 12:00:00,31.8,20.8,52,15,24.1,100.36,Mainly Clear
+2012-06-21 13:00:00,31.6,20.6,52,24,24.1,100.32,Mostly Cloudy
+2012-06-21 14:00:00,32.6,20.4,49,20,24.1,100.25,Mainly Clear
+2012-06-21 15:00:00,33.0,19.0,44,24,24.1,100.2,Mainly Clear
+2012-06-21 16:00:00,32.5,17.9,42,24,24.1,100.14,Mainly Clear
+2012-06-21 17:00:00,32.1,17.9,43,30,24.1,100.09,Mainly Clear
+2012-06-21 18:00:00,31.1,18.5,47,22,24.1,100.06,Clear
+2012-06-21 19:00:00,30.3,17.3,46,30,24.1,100.08,Clear
+2012-06-21 20:00:00,28.9,17.6,51,22,24.1,100.1,Mainly Clear
+2012-06-21 21:00:00,28.1,17.7,53,20,25.0,100.13,Mainly Clear
+2012-06-21 22:00:00,27.5,17.8,55,17,25.0,100.14,Mainly Clear
+2012-06-21 23:00:00,26.7,17.7,58,17,25.0,100.09,Clear
+2012-06-22 00:00:00,25.8,18.1,63,9,25.0,100.07,Clear
+2012-06-22 01:00:00,24.8,18.1,66,9,25.0,100.11,Mainly Clear
+2012-06-22 02:00:00,24.7,16.9,62,15,25.0,100.1,Mainly Clear
+2012-06-22 03:00:00,24.0,16.7,64,22,25.0,100.12,Mainly Clear
+2012-06-22 04:00:00,23.0,16.7,68,19,24.1,100.14,Mainly Clear
+2012-06-22 05:00:00,22.6,16.9,70,20,24.1,100.21,Mainly Clear
+2012-06-22 06:00:00,22.7,17.2,71,19,24.1,100.28,Mostly Cloudy
+2012-06-22 07:00:00,23.4,17.3,69,19,24.1,100.33,Mostly Cloudy
+2012-06-22 08:00:00,23.0,17.3,70,17,24.1,100.37,Mostly Cloudy
+2012-06-22 09:00:00,24.6,17.6,65,17,24.1,100.4,Mostly Cloudy
+2012-06-22 10:00:00,24.4,16.9,63,19,24.1,100.4,Mostly Cloudy
+2012-06-22 11:00:00,24.7,17.3,63,22,24.1,100.41,Mostly Cloudy
+2012-06-22 12:00:00,26.8,17.8,58,22,24.1,100.41,Mostly Cloudy
+2012-06-22 13:00:00,28.0,14.8,45,20,24.1,100.39,Mostly Cloudy
+2012-06-22 14:00:00,29.1,14.0,40,22,48.3,100.37,Mostly Cloudy
+2012-06-22 15:00:00,29.0,13.8,39,20,48.3,100.32,Mainly Clear
+2012-06-22 16:00:00,28.5,12.7,38,22,48.3,100.29,Mainly Clear
+2012-06-22 17:00:00,27.9,12.4,38,24,48.3,100.29,Mainly Clear
+2012-06-22 18:00:00,27.2,11.7,38,17,48.3,100.31,Mainly Clear
+2012-06-22 19:00:00,25.7,11.7,42,11,48.3,100.38,Mostly Cloudy
+2012-06-22 20:00:00,23.2,10.9,46,7,24.1,100.42,Mostly Cloudy
+2012-06-22 21:00:00,22.8,11.8,50,9,25.0,100.47,Mostly Cloudy
+2012-06-22 22:00:00,21.1,11.7,55,9,25.0,100.48,Mainly Clear
+2012-06-22 23:00:00,20.0,11.7,59,9,25.0,100.52,Mainly Clear
+2012-06-23 00:00:00,19.6,12.1,62,7,25.0,100.56,Mostly Cloudy
+2012-06-23 01:00:00,20.8,11.9,57,9,25.0,100.6,Mainly Clear
+2012-06-23 02:00:00,20.1,12.0,60,13,25.0,100.62,Mainly Clear
+2012-06-23 03:00:00,19.5,12.3,63,13,25.0,100.65,Mainly Clear
+2012-06-23 04:00:00,19.5,12.3,63,15,24.1,100.7,Mainly Clear
+2012-06-23 05:00:00,19.3,12.4,64,15,48.3,100.82,Mostly Cloudy
+2012-06-23 06:00:00,17.4,12.7,74,15,24.1,100.8,Rain Showers
+2012-06-23 07:00:00,18.6,13.7,73,11,48.3,100.84,Mostly Cloudy
+2012-06-23 08:00:00,20.0,12.6,62,15,48.3,100.89,Mostly Cloudy
+2012-06-23 09:00:00,21.5,11.8,54,15,48.3,100.9,Mostly Cloudy
+2012-06-23 10:00:00,22.2,11.7,51,7,48.3,100.91,Mostly Cloudy
+2012-06-23 11:00:00,23.8,11.4,46,11,48.3,100.89,Mostly Cloudy
+2012-06-23 12:00:00,25.1,9.8,38,13,48.3,100.85,Mostly Cloudy
+2012-06-23 13:00:00,25.6,9.6,36,19,48.3,100.84,Mainly Clear
+2012-06-23 14:00:00,26.1,7.1,30,15,48.3,100.82,Mainly Clear
+2012-06-23 15:00:00,26.4,5.7,27,13,48.3,100.86,Mostly Cloudy
+2012-06-23 16:00:00,26.5,5.9,27,22,48.3,100.84,Mostly Cloudy
+2012-06-23 17:00:00,26.4,4.4,24,15,48.3,100.83,Mainly Clear
+2012-06-23 18:00:00,25.8,3.6,24,20,48.3,100.82,Mainly Clear
+2012-06-23 19:00:00,25.8,3.5,24,13,48.3,100.84,Mainly Clear
+2012-06-23 20:00:00,23.5,5.4,31,6,48.3,100.88,Clear
+2012-06-23 21:00:00,20.1,7.3,43,0,25.0,100.95,Clear
+2012-06-23 22:00:00,19.6,7.5,45,0,25.0,100.99,Mainly Clear
+2012-06-23 23:00:00,18.8,8.5,51,0,25.0,101.01,Clear
+2012-06-24 00:00:00,18.3,8.4,52,0,25.0,101.0,Clear
+2012-06-24 01:00:00,17.6,8.7,56,6,25.0,101.02,Clear
+2012-06-24 02:00:00,14.1,8.7,70,4,25.0,101.01,Clear
+2012-06-24 03:00:00,14.9,9.1,68,0,25.0,101.02,Clear
+2012-06-24 04:00:00,14.4,9.0,70,11,48.3,101.04,Clear
+2012-06-24 05:00:00,14.0,9.2,73,6,48.3,101.04,Clear
+2012-06-24 06:00:00,17.8,10.5,62,4,48.3,101.04,Clear
+2012-06-24 07:00:00,20.0,12.2,61,7,48.3,101.03,Clear
+2012-06-24 08:00:00,22.2,10.6,48,7,48.3,101.03,Clear
+2012-06-24 09:00:00,23.2,12.7,52,11,48.3,101.0,Clear
+2012-06-24 10:00:00,24.3,13.0,49,15,48.3,100.97,Clear
+2012-06-24 11:00:00,26.3,12.0,41,17,48.3,100.91,Mainly Clear
+2012-06-24 12:00:00,27.1,8.4,31,9,48.3,100.82,Mainly Clear
+2012-06-24 13:00:00,27.3,9.9,34,17,48.3,100.75,Mostly Cloudy
+2012-06-24 14:00:00,26.8,9.4,33,19,48.3,100.67,Mostly Cloudy
+2012-06-24 15:00:00,26.7,8.9,33,22,48.3,100.63,Mostly Cloudy
+2012-06-24 16:00:00,26.4,8.7,33,19,24.1,100.61,Cloudy
+2012-06-24 17:00:00,21.5,11.8,54,32,24.1,100.69,Cloudy
+2012-06-24 18:00:00,19.4,12.7,65,26,24.1,100.71,Rain Showers
+2012-06-24 19:00:00,19.0,14.0,73,20,24.1,100.74,Rain
+2012-06-24 20:00:00,18.7,14.5,77,24,24.1,100.69,Rain
+2012-06-24 21:00:00,18.6,13.6,73,19,25.0,100.67,Cloudy
+2012-06-24 22:00:00,18.3,13.1,72,9,25.0,100.6,Cloudy
+2012-06-24 23:00:00,17.8,13.2,74,13,25.0,100.57,Cloudy
+2012-06-25 00:00:00,16.7,13.6,82,9,19.3,100.51,Rain Showers
+2012-06-25 01:00:00,15.7,13.6,87,9,19.3,100.41,Rain
+2012-06-25 02:00:00,15.7,13.8,88,7,12.9,100.32,Drizzle
+2012-06-25 03:00:00,15.9,14.2,90,9,11.3,100.26,Rain
+2012-06-25 04:00:00,16.1,14.1,88,15,19.3,100.21,Rain
+2012-06-25 05:00:00,16.4,14.3,87,15,19.3,100.21,Cloudy
+2012-06-25 06:00:00,16.7,14.3,86,15,24.1,100.19,Mostly Cloudy
+2012-06-25 07:00:00,17.2,13.8,80,15,24.1,100.18,Cloudy
+2012-06-25 08:00:00,18.7,13.9,74,17,24.1,100.16,Mainly Clear
+2012-06-25 09:00:00,18.8,13.0,69,26,24.1,100.13,Mostly Cloudy
+2012-06-25 10:00:00,17.9,12.8,72,24,24.1,100.12,Rain Showers
+2012-06-25 11:00:00,19.8,13.1,65,22,24.1,100.1,Mostly Cloudy
+2012-06-25 12:00:00,19.0,11.9,63,26,24.1,100.12,Mostly Cloudy
+2012-06-25 13:00:00,19.7,12.4,63,19,24.1,100.12,Mostly Cloudy
+2012-06-25 14:00:00,20.2,12.2,60,26,24.1,100.13,Mostly Cloudy
+2012-06-25 15:00:00,18.8,10.8,60,28,24.1,100.09,Mostly Cloudy
+2012-06-25 16:00:00,18.1,10.8,62,26,24.1,100.12,Mostly Cloudy
+2012-06-25 17:00:00,16.5,10.8,69,26,24.1,100.14,Cloudy
+2012-06-25 18:00:00,16.0,10.7,71,28,24.1,100.12,Cloudy
+2012-06-25 19:00:00,15.0,10.9,76,22,24.1,100.14,Cloudy
+2012-06-25 20:00:00,15.2,11.3,78,11,24.1,100.12,Cloudy
+2012-06-25 21:00:00,16.6,12.3,76,13,25.0,100.13,Cloudy
+2012-06-25 22:00:00,17.1,11.8,71,24,25.0,100.13,Cloudy
+2012-06-25 23:00:00,16.7,11.6,72,22,25.0,100.14,Cloudy
+2012-06-26 00:00:00,16.6,11.3,71,26,25.0,100.12,Cloudy
+2012-06-26 01:00:00,16.2,10.9,71,24,25.0,100.13,Cloudy
+2012-06-26 02:00:00,15.7,10.6,72,11,25.0,100.11,Cloudy
+2012-06-26 03:00:00,15.8,10.5,71,13,25.0,100.12,Cloudy
+2012-06-26 04:00:00,15.6,10.2,70,13,24.1,100.12,Cloudy
+2012-06-26 05:00:00,15.4,10.2,71,17,24.1,100.16,Cloudy
+2012-06-26 06:00:00,15.6,10.2,70,17,24.1,100.18,Mostly Cloudy
+2012-06-26 07:00:00,16.0,10.4,69,11,24.1,100.19,Mostly Cloudy
+2012-06-26 08:00:00,16.4,10.3,67,17,24.1,100.18,Cloudy
+2012-06-26 09:00:00,16.9,10.5,66,9,24.1,100.16,Cloudy
+2012-06-26 10:00:00,17.0,10.4,65,13,24.1,100.15,Cloudy
+2012-06-26 11:00:00,17.6,10.8,64,11,24.1,100.12,Cloudy
+2012-06-26 12:00:00,16.9,11.5,70,15,24.1,100.12,Rain
+2012-06-26 13:00:00,16.2,10.9,71,26,19.3,100.1,Cloudy
+2012-06-26 14:00:00,16.3,11.6,74,20,19.3,100.07,Drizzle
+2012-06-26 15:00:00,16.6,11.4,71,20,24.1,100.03,Cloudy
+2012-06-26 16:00:00,15.8,12.4,80,17,24.1,100.0,Cloudy
+2012-06-26 17:00:00,16.1,12.5,79,13,24.1,99.99,Rain Showers
+2012-06-26 18:00:00,15.6,12.6,82,13,19.3,99.99,Rain
+2012-06-26 19:00:00,15.4,12.6,83,15,19.3,99.93,Rain
+2012-06-26 20:00:00,15.3,12.8,85,15,24.1,99.9,Rain
+2012-06-26 21:00:00,15.4,12.9,85,15,12.9,99.9,Rain
+2012-06-26 22:00:00,15.4,12.8,84,15,16.1,99.85,Rain
+2012-06-26 23:00:00,15.4,12.8,84,15,19.3,99.8,Rain
+2012-06-27 00:00:00,15.7,12.9,83,17,19.3,99.75,Rain
+2012-06-27 01:00:00,15.7,12.9,83,13,19.3,99.72,Rain
+2012-06-27 02:00:00,15.6,12.7,83,11,19.3,99.69,Rain
+2012-06-27 03:00:00,15.3,12.7,84,9,19.3,99.69,Rain
+2012-06-27 04:00:00,15.2,12.4,83,13,19.3,99.72,Rain
+2012-06-27 05:00:00,15.2,12.2,82,17,24.1,99.76,Rain
+2012-06-27 06:00:00,15.4,12.2,81,15,24.1,99.79,Rain
+2012-06-27 07:00:00,16.3,12.2,77,20,24.1,99.81,Rain
+2012-06-27 08:00:00,18.0,12.9,72,28,24.1,99.83,Mostly Cloudy
+2012-06-27 09:00:00,18.0,12.0,68,20,24.1,99.86,Cloudy
+2012-06-27 10:00:00,18.7,13.0,69,20,24.1,99.89,Rain
+2012-06-27 11:00:00,17.8,13.5,76,24,24.1,99.93,Rain
+2012-06-27 12:00:00,19.8,13.5,67,20,19.3,99.92,Rain
+2012-06-27 13:00:00,19.3,14.4,73,13,19.3,99.96,Rain
+2012-06-27 14:00:00,19.1,14.7,76,19,19.3,99.99,Rain
+2012-06-27 15:00:00,19.6,15.1,75,19,24.1,100.02,Mostly Cloudy
+2012-06-27 16:00:00,20.3,14.2,68,20,24.1,100.03,Rain
+2012-06-27 17:00:00,19.9,14.3,70,20,24.1,100.05,Mostly Cloudy
+2012-06-27 18:00:00,21.1,14.1,64,15,24.1,100.06,Mostly Cloudy
+2012-06-27 19:00:00,19.4,13.8,70,17,24.1,100.09,Rain
+2012-06-27 20:00:00,19.3,13.2,68,11,24.1,100.13,Cloudy
+2012-06-27 21:00:00,19.3,12.7,66,13,25.0,100.19,Mostly Cloudy
+2012-06-27 22:00:00,18.7,13.4,71,11,25.0,100.19,Cloudy
+2012-06-27 23:00:00,17.5,14.1,80,9,25.0,100.17,Cloudy
+2012-06-28 00:00:00,17.2,14.0,81,6,25.0,100.17,Cloudy
+2012-06-28 01:00:00,17.7,13.3,75,11,25.0,100.15,Cloudy
+2012-06-28 02:00:00,17.6,13.4,76,7,25.0,100.16,Cloudy
+2012-06-28 03:00:00,17.5,13.3,76,6,25.0,100.18,Rain
+2012-06-28 04:00:00,17.7,13.9,78,11,25.0,100.2,Rain Showers
+2012-06-28 05:00:00,17.6,13.7,78,9,48.3,100.25,Mostly Cloudy
+2012-06-28 06:00:00,17.7,13.7,77,11,48.3,100.27,Mostly Cloudy
+2012-06-28 07:00:00,18.6,14.2,76,11,48.3,100.29,Mostly Cloudy
+2012-06-28 08:00:00,19.4,14.2,72,9,48.3,100.28,Mostly Cloudy
+2012-06-28 09:00:00,20.4,14.1,67,11,48.3,100.27,Mostly Cloudy
+2012-06-28 10:00:00,21.7,14.7,64,11,48.3,100.23,Mostly Cloudy
+2012-06-28 11:00:00,23.0,14.7,60,13,48.3,100.21,Mostly Cloudy
+2012-06-28 12:00:00,24.6,15.3,56,9,48.3,100.19,Mostly Cloudy
+2012-06-28 13:00:00,24.9,15.0,54,17,48.3,100.11,Mainly Clear
+2012-06-28 14:00:00,25.5,15.3,53,22,48.3,100.08,Mainly Clear
+2012-06-28 15:00:00,27.0,14.8,47,22,48.3,100.03,Mainly Clear
+2012-06-28 16:00:00,27.1,14.0,45,22,48.3,100.01,Mainly Clear
+2012-06-28 17:00:00,27.2,12.6,40,19,48.3,99.92,Mostly Cloudy
+2012-06-28 18:00:00,26.4,12.1,41,19,48.3,99.9,Mostly Cloudy
+2012-06-28 19:00:00,25.4,12.9,46,13,48.3,99.91,Mostly Cloudy
+2012-06-28 20:00:00,24.1,13.5,52,11,24.1,99.89,Mainly Clear
+2012-06-28 21:00:00,23.6,14.3,56,11,25.0,99.95,Mainly Clear
+2012-06-28 22:00:00,22.5,15.0,63,11,25.0,99.88,Mostly Cloudy
+2012-06-28 23:00:00,21.9,15.4,67,15,25.0,99.85,Mostly Cloudy
+2012-06-29 00:00:00,22.2,14.0,60,15,25.0,99.83,Rain Showers
+2012-06-29 01:00:00,21.1,14.7,67,4,25.0,99.75,Cloudy
+2012-06-29 02:00:00,20.3,15.3,73,7,25.0,99.71,Cloudy
+2012-06-29 03:00:00,19.5,16.1,81,7,9.7,99.71,"Thunderstorms,Rain Showers,Fog"
+2012-06-29 04:00:00,18.8,16.5,86,9,24.1,99.68,Cloudy
+2012-06-29 05:00:00,18.9,16.4,85,13,24.1,99.71,Mostly Cloudy
+2012-06-29 06:00:00,19.7,16.7,83,17,24.1,99.72,Mostly Cloudy
+2012-06-29 07:00:00,21.4,16.7,75,20,24.1,99.65,Mainly Clear
+2012-06-29 08:00:00,22.8,17.4,72,24,24.1,99.61,Mainly Clear
+2012-06-29 09:00:00,24.8,18.0,66,24,24.1,99.55,Mainly Clear
+2012-06-29 10:00:00,25.5,18.3,64,26,48.3,99.52,Clear
+2012-06-29 11:00:00,26.5,19.2,64,26,24.1,99.51,Mainly Clear
+2012-06-29 12:00:00,27.3,18.5,59,32,24.1,99.47,Mostly Cloudy
+2012-06-29 13:00:00,28.6,18.2,53,37,48.3,99.46,Mainly Clear
+2012-06-29 14:00:00,29.8,17.1,46,33,48.3,99.44,Mainly Clear
+2012-06-29 15:00:00,30.7,14.6,38,32,48.3,99.42,Mainly Clear
+2012-06-29 16:00:00,31.1,13.0,33,28,48.3,99.39,Mainly Clear
+2012-06-29 17:00:00,30.2,12.2,33,30,48.3,99.43,Mainly Clear
+2012-06-29 18:00:00,29.8,12.5,35,24,48.3,99.45,Mainly Clear
+2012-06-29 19:00:00,28.5,12.3,37,17,48.3,99.45,Mainly Clear
+2012-06-29 20:00:00,27.6,13.4,42,9,25.0,99.51,Mainly Clear
+2012-06-29 21:00:00,26.5,15.3,50,22,25.0,99.58,Mainly Clear
+2012-06-29 22:00:00,25.7,14.0,48,22,25.0,99.59,Mostly Cloudy
+2012-06-29 23:00:00,24.5,13.5,50,17,25.0,99.61,Mainly Clear
+2012-06-30 00:00:00,23.1,11.9,49,20,25.0,99.63,Clear
+2012-06-30 01:00:00,22.6,11.4,49,15,25.0,99.68,Clear
+2012-06-30 02:00:00,22.0,11.5,51,17,25.0,99.67,Clear
+2012-06-30 03:00:00,21.2,12.3,57,17,25.0,99.66,Clear
+2012-06-30 04:00:00,20.5,13.0,62,20,48.3,99.7,Clear
+2012-06-30 05:00:00,20.8,12.4,59,26,48.3,99.83,Mostly Cloudy
+2012-06-30 06:00:00,21.6,13.2,59,28,48.3,99.85,Mostly Cloudy
+2012-06-30 07:00:00,22.1,13.8,59,20,48.3,99.86,Mostly Cloudy
+2012-06-30 08:00:00,23.4,14.4,57,26,48.3,99.88,Mostly Cloudy
+2012-06-30 09:00:00,24.2,13.9,53,26,48.3,99.83,Mainly Clear
+2012-06-30 10:00:00,25.1,14.5,52,30,48.3,99.83,Mainly Clear
+2012-06-30 11:00:00,26.3,14.9,50,26,48.3,99.79,Mainly Clear
+2012-06-30 12:00:00,27.6,15.5,48,26,48.3,99.74,Mainly Clear
+2012-06-30 13:00:00,28.0,14.8,45,30,48.3,99.68,Mainly Clear
+2012-06-30 14:00:00,29.9,13.8,37,33,48.3,99.67,Mainly Clear
+2012-06-30 15:00:00,28.8,13.2,38,28,24.1,99.66,Mostly Cloudy
+2012-06-30 16:00:00,29.0,13.1,38,26,48.3,99.65,Mostly Cloudy
+2012-06-30 17:00:00,24.8,17.6,64,11,48.3,99.69,Mostly Cloudy
+2012-06-30 18:00:00,24.3,16.2,61,22,24.1,99.79,Mostly Cloudy
+2012-06-30 19:00:00,23.9,16.6,64,7,48.3,99.86,Mostly Cloudy
+2012-06-30 20:00:00,22.9,16.2,66,6,25.0,99.92,Mostly Cloudy
+2012-06-30 21:00:00,23.6,16.3,64,13,25.0,100.02,Mostly Cloudy
+2012-06-30 22:00:00,23.3,15.3,61,7,25.0,100.04,Mostly Cloudy
+2012-06-30 23:00:00,22.3,15.6,66,4,25.0,100.07,Mostly Cloudy
+2012-07-01 00:00:00,22.0,15.7,67,0,25.0,100.1,Mostly Cloudy
+2012-07-01 01:00:00,21.1,16.8,76,6,25.0,100.14,Mostly Cloudy
+2012-07-01 02:00:00,20.4,16.1,76,9,24.1,100.16,Mostly Cloudy
+2012-07-01 03:00:00,20.2,13.8,67,7,25.0,100.22,Mostly Cloudy
+2012-07-01 04:00:00,20.0,12.3,61,6,24.1,100.27,Mostly Cloudy
+2012-07-01 05:00:00,20.2,12.3,60,0,24.1,100.32,Mostly Cloudy
+2012-07-01 06:00:00,21.0,12.9,60,7,24.1,100.41,Mostly Cloudy
+2012-07-01 07:00:00,21.3,13.4,61,11,24.1,100.46,Mostly Cloudy
+2012-07-01 08:00:00,21.6,13.1,58,6,24.1,100.5,Mainly Clear
+2012-07-01 09:00:00,22.9,13.0,54,4,48.3,100.51,Mainly Clear
+2012-07-01 10:00:00,23.4,13.5,54,13,48.3,100.5,Mainly Clear
+2012-07-01 11:00:00,24.6,14.4,53,19,48.3,100.5,Mainly Clear
+2012-07-01 12:00:00,24.2,13.4,51,22,48.3,100.54,Mainly Clear
+2012-07-01 13:00:00,25.4,14.0,49,22,48.3,100.55,Mainly Clear
+2012-07-01 14:00:00,25.1,13.9,50,17,48.3,100.56,Mainly Clear
+2012-07-01 15:00:00,24.7,14.0,51,15,48.3,100.56,Mostly Cloudy
+2012-07-01 16:00:00,24.7,13.8,51,15,48.3,100.55,Mostly Cloudy
+2012-07-01 17:00:00,25.3,14.5,51,11,48.3,100.52,Mainly Clear
+2012-07-01 18:00:00,24.5,13.9,52,17,48.3,100.52,Mainly Clear
+2012-07-01 19:00:00,23.6,13.0,51,15,48.3,100.51,Mainly Clear
+2012-07-01 20:00:00,21.9,12.9,57,11,25.0,100.55,Mainly Clear
+2012-07-01 21:00:00,21.3,12.9,59,7,25.0,100.63,Mainly Clear
+2012-07-01 22:00:00,19.6,13.0,66,11,25.0,100.63,Mainly Clear
+2012-07-01 23:00:00,19.1,12.9,67,9,25.0,100.67,Mainly Clear
+2012-07-02 00:00:00,18.1,13.0,72,13,25.0,100.69,Mainly Clear
+2012-07-02 01:00:00,17.3,12.6,74,7,25.0,100.71,Mainly Clear
+2012-07-02 02:00:00,16.6,12.5,77,7,25.0,100.72,Mainly Clear
+2012-07-02 03:00:00,16.6,12.5,77,6,25.0,100.72,Mainly Clear
+2012-07-02 04:00:00,16.8,12.4,75,0,24.1,100.75,Mainly Clear
+2012-07-02 05:00:00,16.6,12.7,78,6,24.1,100.76,Mainly Clear
+2012-07-02 06:00:00,19.5,14.0,71,6,48.3,100.79,Mainly Clear
+2012-07-02 07:00:00,21.5,14.6,65,9,48.3,100.81,Mainly Clear
+2012-07-02 08:00:00,22.2,14.8,63,15,48.3,100.84,Mostly Cloudy
+2012-07-02 09:00:00,23.4,15.0,59,15,48.3,100.83,Mainly Clear
+2012-07-02 10:00:00,23.6,15.1,59,13,48.3,100.81,Mainly Clear
+2012-07-02 11:00:00,25.2,15.6,55,19,48.3,100.78,Mainly Clear
+2012-07-02 12:00:00,25.9,15.6,53,15,48.3,100.73,Mainly Clear
+2012-07-02 13:00:00,26.5,13.7,45,17,48.3,100.66,Mainly Clear
+2012-07-02 14:00:00,26.7,12.8,42,19,48.3,100.61,Mostly Cloudy
+2012-07-02 15:00:00,28.3,12.3,37,30,48.3,100.55,Mainly Clear
+2012-07-02 16:00:00,28.0,11.6,36,22,48.3,100.54,Mainly Clear
+2012-07-02 17:00:00,26.3,9.7,35,26,48.3,100.62,Mostly Cloudy
+2012-07-02 18:00:00,25.9,10.0,37,20,48.3,100.66,Mostly Cloudy
+2012-07-02 19:00:00,24.5,9.7,39,15,48.3,100.69,Mostly Cloudy
+2012-07-02 20:00:00,21.7,10.0,47,9,25.0,100.75,Mainly Clear
+2012-07-02 21:00:00,20.0,10.4,54,6,25.0,100.81,Mainly Clear
+2012-07-02 22:00:00,19.1,10.5,57,6,25.0,100.82,Mainly Clear
+2012-07-02 23:00:00,19.0,10.8,59,7,25.0,100.81,Mainly Clear
+2012-07-03 00:00:00,18.2,10.8,62,7,25.0,100.83,Mainly Clear
+2012-07-03 01:00:00,16.7,10.5,67,4,25.0,100.84,Clear
+2012-07-03 02:00:00,17.2,11.1,67,4,25.0,100.83,Clear
+2012-07-03 03:00:00,16.9,10.4,66,0,25.0,100.83,Clear
+2012-07-03 04:00:00,14.3,10.5,78,6,24.1,100.89,Clear
+2012-07-03 05:00:00,17.6,10.8,64,6,48.3,100.84,Clear
+2012-07-03 06:00:00,18.5,11.1,62,9,48.3,100.98,Clear
+2012-07-03 07:00:00,20.3,10.3,53,6,48.3,100.97,Clear
+2012-07-03 08:00:00,21.5,10.9,51,0,48.3,100.96,Clear
+2012-07-03 09:00:00,21.9,11.1,50,9,48.3,100.94,Mainly Clear
+2012-07-03 10:00:00,23.0,11.6,49,4,48.3,100.89,Mainly Clear
+2012-07-03 11:00:00,24.1,12.0,47,9,48.3,100.85,Mostly Cloudy
+2012-07-03 12:00:00,25.2,12.3,45,11,48.3,100.79,Mostly Cloudy
+2012-07-03 13:00:00,26.9,13.1,43,13,48.3,100.74,Cloudy
+2012-07-03 14:00:00,27.3,13.0,41,9,48.3,100.66,Cloudy
+2012-07-03 15:00:00,26.9,12.3,40,15,48.3,100.58,Cloudy
+2012-07-03 16:00:00,27.4,11.4,37,15,48.3,100.55,Cloudy
+2012-07-03 17:00:00,27.5,10.4,34,15,48.3,100.49,Cloudy
+2012-07-03 18:00:00,27.0,10.7,36,11,48.3,100.44,Cloudy
+2012-07-03 19:00:00,25.3,14.4,51,17,48.3,100.41,Cloudy
+2012-07-03 20:00:00,24.8,12.8,47,17,48.3,100.36,Cloudy
+2012-07-03 21:00:00,25.0,13.9,50,13,25.0,100.37,Rain Showers
+2012-07-03 22:00:00,21.5,14.8,66,17,25.0,100.35,Rain Showers
+2012-07-03 23:00:00,20.8,14.8,69,0,25.0,100.32,Rain Showers
+2012-07-04 00:00:00,19.8,15.9,78,6,16.1,100.34,Rain
+2012-07-04 01:00:00,19.4,16.6,84,6,25.0,100.25,Cloudy
+2012-07-04 02:00:00,19.3,16.5,84,13,25.0,100.21,Cloudy
+2012-07-04 03:00:00,19.3,16.4,83,13,25.0,100.19,Cloudy
+2012-07-04 04:00:00,19.9,16.9,83,13,19.3,100.21,Cloudy
+2012-07-04 05:00:00,20.3,17.1,82,15,12.9,100.25,Cloudy
+2012-07-04 06:00:00,20.5,17.3,82,15,16.1,100.24,Cloudy
+2012-07-04 07:00:00,21.1,17.7,81,15,16.1,100.24,Cloudy
+2012-07-04 08:00:00,22.3,18.1,77,17,16.1,100.23,Cloudy
+2012-07-04 09:00:00,23.2,18.4,74,17,16.1,100.2,Mostly Cloudy
+2012-07-04 10:00:00,24.6,18.9,71,19,19.3,100.16,Cloudy
+2012-07-04 11:00:00,24.8,18.9,70,24,19.3,100.13,Cloudy
+2012-07-04 12:00:00,26.1,20.2,70,24,19.3,100.14,Cloudy
+2012-07-04 13:00:00,27.0,20.1,66,24,19.3,100.07,Mostly Cloudy
+2012-07-04 14:00:00,27.5,19.9,63,24,19.3,100.04,Mostly Cloudy
+2012-07-04 15:00:00,28.4,19.9,60,19,19.3,99.98,Mostly Cloudy
+2012-07-04 16:00:00,26.7,20.1,67,15,24.1,99.84,Thunderstorms
+2012-07-04 17:00:00,21.6,20.0,91,11,24.1,100.02,"Thunderstorms,Rain Showers"
+2012-07-04 18:00:00,23.4,20.7,85,9,24.1,100.06,Mainly Clear
+2012-07-04 19:00:00,23.3,20.2,83,6,24.1,100.09,Mainly Clear
+2012-07-04 20:00:00,21.8,19.1,85,9,24.1,100.15,Mainly Clear
+2012-07-04 21:00:00,21.2,18.3,84,9,25.0,100.25,Mainly Clear
+2012-07-04 22:00:00,21.1,16.9,77,17,25.0,100.31,Clear
+2012-07-04 23:00:00,19.1,15.9,82,11,25.0,100.37,Clear
+2012-07-05 00:00:00,17.9,14.8,82,9,25.0,100.38,Clear
+2012-07-05 01:00:00,17.2,14.8,86,6,25.0,100.45,Mainly Clear
+2012-07-05 02:00:00,16.6,14.6,88,11,25.0,100.43,Mainly Clear
+2012-07-05 03:00:00,16.8,14.6,87,11,25.0,100.46,Mainly Clear
+2012-07-05 04:00:00,15.8,14.1,90,7,24.1,100.47,Mainly Clear
+2012-07-05 05:00:00,16.1,14.5,90,9,24.1,100.56,Mainly Clear
+2012-07-05 06:00:00,18.3,14.5,79,13,24.1,100.62,Mainly Clear
+2012-07-05 07:00:00,19.4,14.7,74,17,24.1,100.68,Mainly Clear
+2012-07-05 08:00:00,20.4,15.0,71,7,24.1,100.73,Mainly Clear
+2012-07-05 09:00:00,21.1,15.3,69,6,48.3,100.74,Mostly Cloudy
+2012-07-05 10:00:00,22.0,15.6,67,9,48.3,100.72,Mostly Cloudy
+2012-07-05 11:00:00,23.3,16.3,65,7,48.3,100.69,Cloudy
+2012-07-05 12:00:00,23.3,16.3,65,6,48.3,100.68,Cloudy
+2012-07-05 13:00:00,24.3,16.8,63,9,48.3,100.66,Cloudy
+2012-07-05 14:00:00,24.5,16.1,59,11,48.3,100.66,Mostly Cloudy
+2012-07-05 15:00:00,24.3,16.7,63,11,48.3,100.69,Mostly Cloudy
+2012-07-05 16:00:00,24.8,17.9,66,17,48.3,100.66,Mostly Cloudy
+2012-07-05 17:00:00,25.8,17.5,60,17,48.3,100.65,Mainly Clear
+2012-07-05 18:00:00,25.0,17.2,62,19,48.3,100.64,Mainly Clear
+2012-07-05 19:00:00,24.5,17.4,65,15,48.3,100.65,Mainly Clear
+2012-07-05 20:00:00,23.4,17.2,68,13,48.3,100.69,Clear
+2012-07-05 21:00:00,23.1,17.1,69,9,25.0,100.76,Clear
+2012-07-05 22:00:00,21.9,17.6,77,9,25.0,100.76,Clear
+2012-07-05 23:00:00,20.8,17.6,82,7,25.0,100.74,Clear
+2012-07-06 00:00:00,20.5,17.2,81,7,25.0,100.73,Mainly Clear
+2012-07-06 01:00:00,20.7,17.4,81,0,25.0,100.75,Mainly Clear
+2012-07-06 02:00:00,19.9,16.9,83,4,25.0,100.74,Clear
+2012-07-06 03:00:00,19.1,16.1,83,7,25.0,100.76,Clear
+2012-07-06 04:00:00,19.3,16.2,82,7,25.0,100.75,Clear
+2012-07-06 05:00:00,19.3,16.3,83,6,48.3,100.78,Mainly Clear
+2012-07-06 06:00:00,20.7,17.5,82,9,48.3,100.79,Mostly Cloudy
+2012-07-06 07:00:00,20.6,16.8,79,13,48.3,100.79,Mostly Cloudy
+2012-07-06 08:00:00,22.1,16.7,71,15,48.3,100.76,Mostly Cloudy
+2012-07-06 09:00:00,23.8,16.9,65,19,48.3,100.69,Cloudy
+2012-07-06 10:00:00,25.7,18.3,64,15,48.3,100.65,Cloudy
+2012-07-06 11:00:00,26.9,18.1,59,15,48.3,100.61,Cloudy
+2012-07-06 12:00:00,27.7,17.6,54,22,48.3,100.52,Cloudy
+2012-07-06 13:00:00,28.5,18.5,55,22,24.1,100.5,Cloudy
+2012-07-06 14:00:00,29.0,18.5,53,22,24.1,100.45,Cloudy
+2012-07-06 15:00:00,29.6,19.7,55,20,24.1,100.47,Cloudy
+2012-07-06 16:00:00,30.5,20.4,55,20,24.1,100.41,Cloudy
+2012-07-06 17:00:00,29.5,20.2,57,15,24.1,100.38,Cloudy
+2012-07-06 18:00:00,29.7,20.8,59,11,24.1,100.33,Cloudy
+2012-07-06 19:00:00,29.1,20.9,61,15,24.1,100.36,Cloudy
+2012-07-06 20:00:00,28.7,21.2,64,13,24.1,100.33,Cloudy
+2012-07-06 21:00:00,28.3,21.7,67,7,25.0,100.36,Cloudy
+2012-07-06 22:00:00,26.8,21.9,75,9,25.0,100.39,Cloudy
+2012-07-06 23:00:00,26.3,21.0,73,11,25.0,100.46,Rain Showers
+2012-07-07 00:00:00,25.8,20.8,74,6,25.0,100.44,Cloudy
+2012-07-07 01:00:00,25.1,17.2,62,11,25.0,100.4,Cloudy
+2012-07-07 02:00:00,24.0,16.3,62,7,25.0,100.33,Cloudy
+2012-07-07 03:00:00,24.1,16.0,61,9,25.0,100.38,Cloudy
+2012-07-07 04:00:00,23.9,16.0,61,13,25.0,100.47,Cloudy
+2012-07-07 05:00:00,22.2,17.0,72,11,25.0,100.52,Rain
+2012-07-07 06:00:00,23.2,17.4,70,9,24.1,100.45,Cloudy
+2012-07-07 07:00:00,23.5,17.1,67,19,24.1,100.42,Mostly Cloudy
+2012-07-07 08:00:00,23.3,16.3,65,17,24.1,100.4,Cloudy
+2012-07-07 09:00:00,23.1,16.1,65,15,24.1,100.42,Mostly Cloudy
+2012-07-07 10:00:00,24.1,16.0,61,19,24.1,100.43,Mostly Cloudy
+2012-07-07 11:00:00,24.4,16.2,60,17,24.1,100.44,Mostly Cloudy
+2012-07-07 12:00:00,26.5,16.5,54,22,24.1,100.42,Mainly Clear
+2012-07-07 13:00:00,27.8,16.4,50,20,48.3,100.37,Mainly Clear
+2012-07-07 14:00:00,28.8,16.5,47,17,48.3,100.32,Mainly Clear
+2012-07-07 15:00:00,28.9,16.4,47,22,48.3,100.28,Mostly Cloudy
+2012-07-07 16:00:00,29.1,15.7,44,17,48.3,100.28,Mostly Cloudy
+2012-07-07 17:00:00,28.7,14.5,42,20,48.3,100.28,Mainly Clear
+2012-07-07 18:00:00,27.7,15.3,47,15,48.3,100.33,Mainly Clear
+2012-07-07 19:00:00,26.4,15.1,50,13,48.3,100.4,Mostly Cloudy
+2012-07-07 20:00:00,25.5,14.5,51,9,48.3,100.43,Mostly Cloudy
+2012-07-07 21:00:00,24.5,14.7,54,11,25.0,100.48,Mostly Cloudy
+2012-07-07 22:00:00,23.2,15.1,60,9,25.0,100.49,Mainly Clear
+2012-07-07 23:00:00,23.8,13.9,54,17,25.0,100.53,Mainly Clear
+2012-07-08 00:00:00,22.0,13.6,59,17,25.0,100.56,Mainly Clear
+2012-07-08 01:00:00,21.0,12.9,60,15,25.0,100.59,Mainly Clear
+2012-07-08 02:00:00,20.0,12.7,63,11,25.0,100.62,Mainly Clear
+2012-07-08 03:00:00,17.7,11.7,68,7,25.0,100.64,Mainly Clear
+2012-07-08 04:00:00,16.3,12.2,77,7,24.1,100.7,Clear
+2012-07-08 05:00:00,16.6,13.1,80,9,24.1,100.76,Mainly Clear
+2012-07-08 06:00:00,18.6,12.5,68,15,48.3,100.8,Mainly Clear
+2012-07-08 07:00:00,18.8,12.2,65,20,48.3,100.83,Mainly Clear
+2012-07-08 08:00:00,19.3,6.5,43,22,48.3,100.84,Mainly Clear
+2012-07-08 09:00:00,20.6,8.5,46,20,48.3,100.81,Clear
+2012-07-08 10:00:00,21.6,7.8,41,22,48.3,100.82,Clear
+2012-07-08 11:00:00,22.0,7.1,38,19,48.3,100.81,Clear
+2012-07-08 12:00:00,23.0,7.8,38,24,48.3,100.79,Clear
+2012-07-08 13:00:00,23.9,7.7,35,17,48.3,100.76,Mainly Clear
+2012-07-08 14:00:00,24.5,9.6,39,17,48.3,100.72,Mainly Clear
+2012-07-08 15:00:00,24.3,8.5,37,15,48.3,100.72,Mainly Clear
+2012-07-08 16:00:00,24.5,7.7,34,24,48.3,100.72,Mainly Clear
+2012-07-08 17:00:00,24.2,7.8,35,26,48.3,100.7,Mainly Clear
+2012-07-08 18:00:00,23.6,8.3,38,20,48.3,100.69,Mainly Clear
+2012-07-08 19:00:00,22.2,8.5,41,19,48.3,100.72,Mainly Clear
+2012-07-08 20:00:00,20.3,8.4,46,11,48.3,100.74,Clear
+2012-07-08 21:00:00,19.8,8.0,46,9,25.0,100.8,Clear
+2012-07-08 22:00:00,17.9,8.1,53,7,25.0,100.81,Clear
+2012-07-08 23:00:00,17.1,8.4,57,9,25.0,100.85,Clear
+2012-07-09 00:00:00,16.0,8.9,63,13,25.0,100.83,Clear
+2012-07-09 01:00:00,14.4,9.0,70,9,25.0,100.84,Clear
+2012-07-09 02:00:00,14.9,9.1,68,9,25.0,100.86,Clear
+2012-07-09 03:00:00,13.2,9.0,76,9,25.0,100.88,Mainly Clear
+2012-07-09 04:00:00,13.5,8.9,74,9,25.0,100.91,Mainly Clear
+2012-07-09 05:00:00,12.8,9.4,80,7,24.1,100.98,Mainly Clear
+2012-07-09 06:00:00,16.1,9.6,65,13,48.3,101.07,Mainly Clear
+2012-07-09 07:00:00,17.8,8.7,55,11,48.3,101.1,Clear
+2012-07-09 08:00:00,18.2,8.1,52,11,48.3,101.13,Clear
+2012-07-09 09:00:00,19.2,7.9,48,9,48.3,101.13,Clear
+2012-07-09 10:00:00,19.9,7.5,45,17,48.3,101.12,Clear
+2012-07-09 11:00:00,21.4,7.9,42,20,48.3,101.09,Clear
+2012-07-09 12:00:00,22.2,7.1,38,13,48.3,101.07,Clear
+2012-07-09 13:00:00,23.1,7.9,38,19,48.3,101.04,Mainly Clear
+2012-07-09 14:00:00,24.3,6.5,32,22,48.3,101.01,Mainly Clear
+2012-07-09 15:00:00,24.4,5.3,29,17,48.3,101.0,Mainly Clear
+2012-07-09 16:00:00,24.5,4.7,28,15,48.3,100.99,Mainly Clear
+2012-07-09 17:00:00,24.2,5.3,29,11,48.3,100.98,Mainly Clear
+2012-07-09 18:00:00,23.6,6.9,34,13,48.3,101.0,Mainly Clear
+2012-07-09 19:00:00,22.3,7.2,38,13,48.3,101.01,Mainly Clear
+2012-07-09 20:00:00,19.5,7.9,47,7,48.3,101.02,Clear
+2012-07-09 21:00:00,19.9,8.1,46,6,25.0,101.05,Mainly Clear
+2012-07-09 22:00:00,17.6,9.0,57,4,25.0,101.04,Clear
+2012-07-09 23:00:00,16.3,9.6,64,6,25.0,101.05,Mainly Clear
+2012-07-10 00:00:00,18.2,11.2,64,7,25.0,101.04,Clear
+2012-07-10 01:00:00,18.7,9.4,55,13,25.0,101.04,Clear
+2012-07-10 02:00:00,17.0,9.8,63,7,25.0,101.06,Clear
+2012-07-10 03:00:00,16.6,11.0,69,9,25.0,101.06,Clear
+2012-07-10 04:00:00,16.4,12.4,77,11,24.1,101.11,Clear
+2012-07-10 05:00:00,16.6,11.7,73,9,48.3,101.15,Mainly Clear
+2012-07-10 06:00:00,17.1,12.3,73,9,48.3,101.19,Mainly Clear
+2012-07-10 07:00:00,19.3,11.8,62,9,48.3,101.22,Mainly Clear
+2012-07-10 08:00:00,20.4,13.7,65,15,48.3,101.22,Mainly Clear
+2012-07-10 09:00:00,22.3,12.9,55,9,48.3,101.24,Mainly Clear
+2012-07-10 10:00:00,23.6,11.6,47,9,48.3,101.23,Mainly Clear
+2012-07-10 11:00:00,25.0,10.7,41,15,48.3,101.21,Mainly Clear
+2012-07-10 12:00:00,25.9,9.4,35,26,48.3,101.15,Mainly Clear
+2012-07-10 13:00:00,25.8,8.5,33,22,48.3,101.14,Mainly Clear
+2012-07-10 14:00:00,27.0,10.7,36,19,48.3,101.11,Mostly Cloudy
+2012-07-10 15:00:00,26.5,11.2,38,19,48.3,101.09,Mainly Clear
+2012-07-10 16:00:00,26.1,10.6,38,13,48.3,101.09,Mostly Cloudy
+2012-07-10 17:00:00,26.5,10.3,36,13,48.3,101.1,Mainly Clear
+2012-07-10 18:00:00,25.6,9.1,35,19,48.3,101.13,Mainly Clear
+2012-07-10 19:00:00,23.9,10.1,42,13,48.3,101.18,Mainly Clear
+2012-07-10 20:00:00,21.5,9.5,46,11,48.3,101.26,Clear
+2012-07-10 21:00:00,21.9,7.7,40,11,25.0,101.34,Mainly Clear
+2012-07-10 22:00:00,20.2,6.6,41,7,25.0,101.37,Clear
+2012-07-10 23:00:00,17.7,7.8,52,9,25.0,101.43,Clear
+2012-07-11 00:00:00,18.5,6.5,45,7,25.0,101.45,Clear
+2012-07-11 01:00:00,15.5,8.2,62,0,25.0,101.5,Clear
+2012-07-11 02:00:00,14.9,8.0,63,4,25.0,101.52,Clear
+2012-07-11 03:00:00,15.1,6.0,54,4,25.0,101.55,Clear
+2012-07-11 04:00:00,13.5,8.6,72,4,24.1,101.6,Clear
+2012-07-11 05:00:00,13.1,8.7,75,4,48.3,101.66,Clear
+2012-07-11 06:00:00,15.4,9.9,70,6,48.3,101.71,Clear
+2012-07-11 07:00:00,18.2,9.6,57,4,48.3,101.73,Clear
+2012-07-11 08:00:00,20.4,8.9,48,4,48.3,101.75,Clear
+2012-07-11 09:00:00,22.5,9.5,44,9,48.3,101.73,Clear
+2012-07-11 10:00:00,23.9,9.2,39,7,48.3,101.74,Mainly Clear
+2012-07-11 11:00:00,24.9,10.1,39,9,48.3,101.72,Mainly Clear
+2012-07-11 12:00:00,26.4,8.7,33,13,48.3,101.69,Mainly Clear
+2012-07-11 13:00:00,26.7,9.3,33,15,48.3,101.66,Mainly Clear
+2012-07-11 14:00:00,27.4,9.4,32,13,48.3,101.61,Mostly Cloudy
+2012-07-11 15:00:00,27.8,8.9,31,19,48.3,101.59,Mostly Cloudy
+2012-07-11 16:00:00,27.6,8.9,31,20,48.3,101.54,Mostly Cloudy
+2012-07-11 17:00:00,27.5,10.1,34,19,48.3,101.5,Mostly Cloudy
+2012-07-11 18:00:00,27.3,8.0,30,19,48.3,101.48,Mostly Cloudy
+2012-07-11 19:00:00,26.5,8.8,33,13,24.1,101.5,Mostly Cloudy
+2012-07-11 20:00:00,25.6,10.5,39,9,25.0,101.49,Mainly Clear
+2012-07-11 21:00:00,22.5,11.8,51,13,25.0,101.53,Mainly Clear
+2012-07-11 22:00:00,21.8,11.2,51,9,25.0,101.5,Mainly Clear
+2012-07-11 23:00:00,22.8,11.8,50,17,25.0,101.5,Clear
+2012-07-12 00:00:00,21.8,12.8,57,11,25.0,101.5,Clear
+2012-07-12 01:00:00,18.5,13.3,72,6,25.0,101.5,Clear
+2012-07-12 02:00:00,20.6,12.9,61,6,25.0,101.49,Clear
+2012-07-12 03:00:00,20.6,12.5,60,11,25.0,101.5,Clear
+2012-07-12 04:00:00,20.3,12.6,61,7,24.1,101.52,Mainly Clear
+2012-07-12 05:00:00,17.7,12.8,73,9,48.3,101.56,Mainly Clear
+2012-07-12 06:00:00,20.2,12.2,60,17,48.3,101.57,Mainly Clear
+2012-07-12 07:00:00,21.6,12.6,57,15,48.3,101.58,Mainly Clear
+2012-07-12 08:00:00,22.6,13.2,55,13,48.3,101.59,Mainly Clear
+2012-07-12 09:00:00,24.2,16.1,61,15,48.3,101.56,Mainly Clear
+2012-07-12 10:00:00,26.0,14.8,50,20,48.3,101.57,Mainly Clear
+2012-07-12 11:00:00,27.6,13.5,42,22,48.3,101.54,Mainly Clear
+2012-07-12 12:00:00,29.0,13.9,40,22,48.3,101.5,Mainly Clear
+2012-07-12 13:00:00,29.6,13.6,38,24,48.3,101.46,Mainly Clear
+2012-07-12 14:00:00,30.8,13.5,35,24,48.3,101.44,Mostly Cloudy
+2012-07-12 15:00:00,30.6,12.9,34,24,48.3,101.38,Mostly Cloudy
+2012-07-12 16:00:00,30.4,13.0,34,24,48.3,101.37,Mostly Cloudy
+2012-07-12 17:00:00,29.8,13.1,36,19,48.3,101.33,Mostly Cloudy
+2012-07-12 18:00:00,29.1,13.6,39,13,48.3,101.32,Cloudy
+2012-07-12 19:00:00,28.2,14.0,42,11,24.1,101.34,Cloudy
+2012-07-12 20:00:00,26.9,14.6,47,7,25.0,101.36,Mostly Cloudy
+2012-07-12 21:00:00,25.7,15.0,52,6,25.0,101.41,Mainly Clear
+2012-07-12 22:00:00,24.4,17.1,64,9,25.0,101.4,Mainly Clear
+2012-07-12 23:00:00,23.5,16.1,63,11,25.0,101.41,Mainly Clear
+2012-07-13 00:00:00,21.8,16.7,73,6,25.0,101.45,Mainly Clear
+2012-07-13 01:00:00,22.6,15.5,64,7,25.0,101.44,Mainly Clear
+2012-07-13 02:00:00,22.4,14.6,61,9,25.0,101.37,Mainly Clear
+2012-07-13 03:00:00,21.1,14.7,67,11,25.0,101.45,Mainly Clear
+2012-07-13 04:00:00,20.8,14.6,68,13,24.1,101.49,Clear
+2012-07-13 05:00:00,20.7,14.7,68,15,24.1,101.56,Mainly Clear
+2012-07-13 06:00:00,21.7,15.7,69,15,24.1,101.57,Mainly Clear
+2012-07-13 07:00:00,22.5,15.1,63,15,48.3,101.59,Mostly Cloudy
+2012-07-13 08:00:00,24.4,15.1,56,13,24.1,101.61,Mostly Cloudy
+2012-07-13 09:00:00,25.9,16.5,56,15,48.3,101.6,Mostly Cloudy
+2012-07-13 10:00:00,27.2,17.2,54,15,48.3,101.59,Mostly Cloudy
+2012-07-13 11:00:00,29.0,16.1,46,17,48.3,101.57,Mainly Clear
+2012-07-13 12:00:00,30.1,15.2,40,19,48.3,101.54,Mainly Clear
+2012-07-13 13:00:00,31.2,14.6,37,20,48.3,101.51,Mainly Clear
+2012-07-13 14:00:00,32.1,10.2,26,20,48.3,101.49,Mainly Clear
+2012-07-13 15:00:00,31.9,12.3,30,22,48.3,101.46,Clear
+2012-07-13 16:00:00,31.6,11.8,30,22,48.3,101.4,Clear
+2012-07-13 17:00:00,31.4,13.8,34,20,48.3,101.36,Mainly Clear
+2012-07-13 18:00:00,30.9,14.5,37,13,48.3,101.33,Clear
+2012-07-13 19:00:00,29.9,15.4,41,11,24.1,101.33,Mainly Clear
+2012-07-13 20:00:00,28.5,15.8,46,11,25.0,101.35,Mainly Clear
+2012-07-13 21:00:00,27.4,16.4,51,11,25.0,101.38,Mainly Clear
+2012-07-13 22:00:00,26.6,16.4,54,9,25.0,101.37,Clear
+2012-07-13 23:00:00,26.0,16.2,55,7,25.0,101.38,Clear
+2012-07-14 00:00:00,25.2,16.6,59,11,25.0,101.38,Clear
+2012-07-14 01:00:00,25.0,15.4,55,15,25.0,101.37,Clear
+2012-07-14 02:00:00,24.2,15.6,59,11,25.0,101.34,Clear
+2012-07-14 03:00:00,23.3,15.3,61,13,25.0,101.35,Clear
+2012-07-14 04:00:00,23.1,15.4,62,15,24.1,101.4,Clear
+2012-07-14 05:00:00,23.0,16.7,68,13,24.1,101.45,Mainly Clear
+2012-07-14 06:00:00,23.4,16.8,66,15,24.1,101.47,Mainly Clear
+2012-07-14 07:00:00,24.3,17.0,64,13,24.1,101.49,Mainly Clear
+2012-07-14 08:00:00,25.7,16.7,58,17,24.1,101.49,Mainly Clear
+2012-07-14 09:00:00,27.3,17.0,53,15,48.3,101.45,Mainly Clear
+2012-07-14 10:00:00,30.2,17.7,47,17,48.3,101.46,Mainly Clear
+2012-07-14 11:00:00,29.6,19.8,56,17,48.3,101.44,Mainly Clear
+2012-07-14 12:00:00,31.7,19.7,49,22,48.3,101.41,Mainly Clear
+2012-07-14 13:00:00,31.9,19.3,47,19,48.3,101.37,Mainly Clear
+2012-07-14 14:00:00,32.7,15.3,35,28,48.3,101.35,Mainly Clear
+2012-07-14 15:00:00,33.0,16.8,38,22,48.3,101.31,Mainly Clear
+2012-07-14 16:00:00,32.9,15.3,35,24,48.3,101.26,Mainly Clear
+2012-07-14 17:00:00,32.5,16.5,38,19,48.3,101.22,Mainly Clear
+2012-07-14 18:00:00,31.5,18.4,46,15,24.1,101.19,Mainly Clear
+2012-07-14 19:00:00,30.8,18.2,47,11,24.1,101.21,Mainly Clear
+2012-07-14 20:00:00,29.8,17.7,48,9,25.0,101.22,Mainly Clear
+2012-07-14 21:00:00,28.3,18.8,56,9,25.0,101.28,Clear
+2012-07-14 22:00:00,27.8,18.3,56,11,25.0,101.29,Clear
+2012-07-14 23:00:00,26.0,19.2,66,9,25.0,101.31,Clear
+2012-07-15 00:00:00,25.5,18.9,67,7,25.0,101.32,Clear
+2012-07-15 01:00:00,25.2,18.7,67,9,25.0,101.29,Clear
+2012-07-15 02:00:00,24.5,18.9,71,9,25.0,101.28,Mainly Clear
+2012-07-15 03:00:00,24.1,18.6,71,11,25.0,101.26,Clear
+2012-07-15 04:00:00,21.6,17.8,79,7,24.1,101.24,Mainly Clear
+2012-07-15 05:00:00,23.2,18.4,74,9,24.1,101.26,Mostly Cloudy
+2012-07-15 06:00:00,23.9,18.4,71,9,24.1,101.23,Cloudy
+2012-07-15 07:00:00,24.5,18.3,68,9,24.1,101.24,Cloudy
+2012-07-15 08:00:00,25.8,17.9,62,15,24.1,101.24,Cloudy
+2012-07-15 09:00:00,26.5,18.8,63,13,24.1,101.21,Mostly Cloudy
+2012-07-15 10:00:00,28.1,19.2,58,13,24.1,101.17,Cloudy
+2012-07-15 11:00:00,29.3,20.2,58,15,48.3,101.14,Cloudy
+2012-07-15 12:00:00,29.4,19.7,56,9,48.3,101.06,Cloudy
+2012-07-15 13:00:00,30.5,19.2,51,15,24.1,100.98,Cloudy
+2012-07-15 14:00:00,30.2,20.3,55,17,24.1,100.92,Cloudy
+2012-07-15 15:00:00,22.7,20.9,90,24,12.9,100.92,"Thunderstorms,Rain Showers"
+2012-07-15 16:00:00,24.0,20.5,81,0,24.1,100.78,Cloudy
+2012-07-15 17:00:00,23.5,20.6,84,11,24.1,100.78,Cloudy
+2012-07-15 18:00:00,24.4,20.5,79,0,25.0,100.79,Cloudy
+2012-07-15 19:00:00,23.8,21.1,85,20,25.0,100.73,Mostly Cloudy
+2012-07-15 20:00:00,23.2,19.5,80,6,25.0,100.73,Mostly Cloudy
+2012-07-15 21:00:00,23.0,19.0,78,9,25.0,100.72,Mainly Clear
+2012-07-15 22:00:00,22.2,18.9,82,7,25.0,100.67,Mainly Clear
+2012-07-15 23:00:00,21.8,19.1,85,6,25.0,100.67,Mainly Clear
+2012-07-16 00:00:00,21.2,19.0,87,6,25.0,100.64,Mostly Cloudy
+2012-07-16 01:00:00,21.6,19.4,87,0,25.0,100.62,Thunderstorms
+2012-07-16 02:00:00,20.4,18.6,89,6,19.3,100.52,Rain Showers
+2012-07-16 03:00:00,20.8,19.2,91,7,25.0,100.52,Cloudy
+2012-07-16 04:00:00,20.4,19.2,93,0,19.3,100.52,Mostly Cloudy
+2012-07-16 05:00:00,20.3,19.6,96,4,9.7,100.55,Fog
+2012-07-16 06:00:00,21.8,19.8,88,6,19.3,100.55,Mainly Clear
+2012-07-16 07:00:00,23.0,19.8,82,6,24.1,100.57,Mostly Cloudy
+2012-07-16 08:00:00,24.5,20.8,80,7,24.1,100.57,Mostly Cloudy
+2012-07-16 09:00:00,25.7,20.8,74,9,24.1,100.56,Mostly Cloudy
+2012-07-16 10:00:00,26.8,20.9,70,9,24.1,100.55,Mostly Cloudy
+2012-07-16 11:00:00,27.4,20.4,66,13,24.1,100.54,Mostly Cloudy
+2012-07-16 12:00:00,27.4,20.3,65,11,24.1,100.52,Mostly Cloudy
+2012-07-16 13:00:00,28.1,19.9,61,15,24.1,100.45,Mostly Cloudy
+2012-07-16 14:00:00,28.1,20.7,64,13,24.1,100.43,Cloudy
+2012-07-16 15:00:00,28.6,20.0,60,11,24.1,100.39,Cloudy
+2012-07-16 16:00:00,28.8,17.5,50,15,24.1,100.35,Mostly Cloudy
+2012-07-16 17:00:00,28.7,16.1,46,19,24.1,100.35,Mostly Cloudy
+2012-07-16 18:00:00,27.6,16.6,51,15,24.1,100.35,Mostly Cloudy
+2012-07-16 19:00:00,26.5,17.2,57,4,24.1,100.32,Mostly Cloudy
+2012-07-16 20:00:00,24.3,17.9,67,7,24.1,100.3,Mostly Cloudy
+2012-07-16 21:00:00,24.5,18.5,69,4,25.0,100.37,Cloudy
+2012-07-16 22:00:00,24.2,17.7,67,9,25.0,100.38,Mostly Cloudy
+2012-07-16 23:00:00,23.5,18.0,71,6,25.0,100.36,Cloudy
+2012-07-17 00:00:00,23.8,17.6,68,0,25.0,100.33,Cloudy
+2012-07-17 01:00:00,24.4,17.0,63,6,25.0,100.28,Mostly Cloudy
+2012-07-17 02:00:00,23.9,19.3,75,6,25.0,100.21,Cloudy
+2012-07-17 03:00:00,23.3,19.9,81,4,25.0,100.14,Cloudy
+2012-07-17 04:00:00,22.8,20.4,86,7,12.9,100.1,Rain
+2012-07-17 05:00:00,20.6,18.6,88,19,4.8,100.08,"Thunderstorms,Rain,Fog"
+2012-07-17 06:00:00,19.6,18.5,93,15,3.2,100.01,"Thunderstorms,Moderate Rain Showers,Fog"
+2012-07-17 07:00:00,19.9,19.1,95,9,6.4,99.99,"Drizzle,Fog"
+2012-07-17 08:00:00,21.5,20.4,93,19,12.9,99.87,Rain
+2012-07-17 09:00:00,22.9,21.3,91,17,9.7,99.84,"Thunderstorms,Rain Showers,Fog"
+2012-07-17 10:00:00,24.7,20.8,79,19,16.1,99.79,Mostly Cloudy
+2012-07-17 11:00:00,27.2,20.4,66,22,16.1,99.75,Mainly Clear
+2012-07-17 12:00:00,28.3,21.0,65,17,16.1,99.72,Cloudy
+2012-07-17 13:00:00,29.4,22.3,66,9,19.3,99.66,Cloudy
+2012-07-17 14:00:00,25.5,23.1,87,17,6.4,99.65,"Thunderstorms,Rain Showers"
+2012-07-17 15:00:00,25.8,22.0,80,4,24.1,99.69,Cloudy
+2012-07-17 16:00:00,23.8,21.7,88,24,16.1,99.81,"Thunderstorms,Rain Showers"
+2012-07-17 17:00:00,25.9,22.2,80,7,24.1,99.83,Cloudy
+2012-07-17 18:00:00,26.0,20.4,71,19,24.1,99.84,Mostly Cloudy
+2012-07-17 19:00:00,24.3,18.9,72,19,24.1,99.94,Mostly Cloudy
+2012-07-17 20:00:00,23.2,18.6,75,11,24.1,100.0,Mostly Cloudy
+2012-07-17 21:00:00,23.0,18.5,76,9,25.0,100.09,Mostly Cloudy
+2012-07-17 22:00:00,22.4,18.3,78,9,25.0,100.19,Mostly Cloudy
+2012-07-17 23:00:00,21.6,18.1,80,13,25.0,100.25,Mostly Cloudy
+2012-07-18 00:00:00,20.7,17.6,82,9,25.0,100.28,Mostly Cloudy
+2012-07-18 01:00:00,21.3,17.6,79,11,25.0,100.37,Cloudy
+2012-07-18 02:00:00,19.9,17.6,87,7,25.0,100.35,Mostly Cloudy
+2012-07-18 03:00:00,19.3,17.2,88,9,25.0,100.33,Clear
+2012-07-18 04:00:00,19.0,16.6,86,6,24.1,100.38,Mainly Clear
+2012-07-18 05:00:00,18.8,16.7,88,0,48.3,100.44,Mainly Clear
+2012-07-18 06:00:00,20.0,17.2,84,6,24.1,100.56,Mostly Cloudy
+2012-07-18 07:00:00,20.5,16.6,78,11,24.1,100.6,Mostly Cloudy
+2012-07-18 08:00:00,21.1,14.4,66,22,24.1,100.66,Mainly Clear
+2012-07-18 09:00:00,22.6,13.1,55,24,24.1,100.73,Mainly Clear
+2012-07-18 10:00:00,22.3,10.3,47,26,24.1,100.77,Mainly Clear
+2012-07-18 11:00:00,22.6,10.9,48,24,48.3,100.8,Mainly Clear
+2012-07-18 12:00:00,23.2,10.2,44,24,48.3,100.8,Mainly Clear
+2012-07-18 13:00:00,23.9,10.6,43,24,48.3,100.83,Mostly Cloudy
+2012-07-18 14:00:00,23.3,10.2,43,19,48.3,100.87,Mostly Cloudy
+2012-07-18 15:00:00,24.0,10.1,41,26,48.3,100.83,Mainly Clear
+2012-07-18 16:00:00,24.1,9.6,40,24,48.3,100.77,Mainly Clear
+2012-07-18 17:00:00,23.5,9.8,42,15,48.3,100.78,Mainly Clear
+2012-07-18 18:00:00,22.6,10.9,48,17,48.3,100.88,Mainly Clear
+2012-07-18 19:00:00,21.5,10.7,50,17,48.3,100.98,Mainly Clear
+2012-07-18 20:00:00,20.0,10.2,53,13,24.1,101.03,Mainly Clear
+2012-07-18 21:00:00,19.4,9.9,54,11,25.0,101.06,Clear
+2012-07-18 22:00:00,17.5,10.3,63,11,25.0,101.06,Clear
+2012-07-18 23:00:00,15.7,10.7,72,7,25.0,101.09,Clear
+2012-07-19 00:00:00,14.4,10.9,79,4,25.0,101.14,Clear
+2012-07-19 01:00:00,14.2,11.1,82,7,25.0,101.11,Clear
+2012-07-19 02:00:00,14.6,10.6,77,6,25.0,101.11,Clear
+2012-07-19 03:00:00,13.8,10.5,80,7,25.0,101.09,Clear
+2012-07-19 04:00:00,12.4,10.4,88,6,25.0,101.11,Mainly Clear
+2012-07-19 05:00:00,12.7,10.5,86,0,48.3,101.2,Mainly Clear
+2012-07-19 06:00:00,15.2,11.0,76,6,48.3,101.25,Mainly Clear
+2012-07-19 07:00:00,16.7,9.7,63,11,48.3,101.27,Clear
+2012-07-19 08:00:00,18.4,9.4,56,6,48.3,101.28,Mainly Clear
+2012-07-19 09:00:00,19.3,9.7,54,6,48.3,101.29,Mainly Clear
+2012-07-19 10:00:00,19.2,8.9,51,9,48.3,101.3,Mostly Cloudy
+2012-07-19 11:00:00,20.3,10.2,52,7,48.3,101.33,Mostly Cloudy
+2012-07-19 12:00:00,21.5,10.0,48,6,48.3,101.29,Mostly Cloudy
+2012-07-19 13:00:00,21.3,8.8,45,7,48.3,101.27,Mostly Cloudy
+2012-07-19 14:00:00,22.6,9.0,42,4,48.3,101.22,Mostly Cloudy
+2012-07-19 15:00:00,22.9,9.0,41,13,48.3,101.21,Mostly Cloudy
+2012-07-19 16:00:00,22.8,7.9,38,11,48.3,101.21,Mainly Clear
+2012-07-19 17:00:00,22.9,8.2,39,15,48.3,101.21,Mainly Clear
+2012-07-19 18:00:00,21.9,8.0,41,15,48.3,101.2,Mainly Clear
+2012-07-19 19:00:00,21.4,8.5,44,11,48.3,101.25,Mainly Clear
+2012-07-19 20:00:00,20.0,8.5,47,7,48.3,101.28,Mainly Clear
+2012-07-19 21:00:00,19.2,9.2,52,13,25.0,101.34,Mainly Clear
+2012-07-19 22:00:00,18.7,9.9,57,11,25.0,101.39,Mainly Clear
+2012-07-19 23:00:00,19.5,8.1,48,15,25.0,101.41,Mainly Clear
+2012-07-20 00:00:00,17.2,9.3,60,11,25.0,101.45,Clear
+2012-07-20 01:00:00,16.0,9.5,65,15,25.0,101.48,Clear
+2012-07-20 02:00:00,14.6,9.8,73,11,25.0,101.46,Clear
+2012-07-20 03:00:00,14.2,9.8,75,11,25.0,101.44,Clear
+2012-07-20 04:00:00,14.4,9.3,71,11,48.3,101.49,Clear
+2012-07-20 05:00:00,14.5,9.3,71,13,48.3,101.51,Clear
+2012-07-20 06:00:00,15.5,9.6,68,13,48.3,101.55,Mainly Clear
+2012-07-20 07:00:00,17.1,9.9,63,9,48.3,101.56,Mainly Clear
+2012-07-20 08:00:00,19.3,10.1,55,9,48.3,101.57,Mainly Clear
+2012-07-20 09:00:00,20.3,9.7,51,11,48.3,101.58,Mainly Clear
+2012-07-20 10:00:00,21.3,10.8,51,13,48.3,101.57,Mainly Clear
+2012-07-20 11:00:00,21.3,10.7,51,9,48.3,101.57,Mainly Clear
+2012-07-20 12:00:00,22.6,9.5,43,6,48.3,101.51,Mainly Clear
+2012-07-20 13:00:00,23.2,10.4,44,9,48.3,101.45,Mainly Clear
+2012-07-20 14:00:00,23.9,10.0,41,13,48.3,101.42,Mainly Clear
+2012-07-20 15:00:00,24.2,9.9,40,4,48.3,101.37,Mainly Clear
+2012-07-20 16:00:00,24.4,9.7,39,11,48.3,101.34,Mainly Clear
+2012-07-20 17:00:00,24.2,9.8,40,4,48.3,101.34,Mainly Clear
+2012-07-20 18:00:00,24.6,9.6,39,4,48.3,101.35,Mainly Clear
+2012-07-20 19:00:00,23.5,7.6,36,7,48.3,101.33,Mainly Clear
+2012-07-20 20:00:00,22.2,9.5,44,6,48.3,101.34,Mainly Clear
+2012-07-20 21:00:00,19.6,12.0,61,0,25.0,101.36,Clear
+2012-07-20 22:00:00,18.1,12.3,69,0,25.0,101.37,Clear
+2012-07-20 23:00:00,18.2,12.3,68,0,25.0,101.36,Clear
+2012-07-21 00:00:00,17.2,12.6,74,4,25.0,101.4,Clear
+2012-07-21 01:00:00,17.2,12.4,73,0,25.0,101.4,Clear
+2012-07-21 02:00:00,15.1,12.4,84,0,25.0,101.39,Clear
+2012-07-21 03:00:00,14.0,12.3,89,0,25.0,101.37,Clear
+2012-07-21 04:00:00,14.6,12.9,90,0,24.1,101.4,Clear
+2012-07-21 05:00:00,14.5,12.5,88,4,48.3,101.38,Clear
+2012-07-21 06:00:00,16.9,13.7,81,4,48.3,101.4,Clear
+2012-07-21 07:00:00,20.0,15.0,73,0,48.3,101.43,Clear
+2012-07-21 08:00:00,21.1,14.2,65,0,48.3,101.47,Mainly Clear
+2012-07-21 09:00:00,22.3,14.5,61,7,48.3,101.44,Mainly Clear
+2012-07-21 10:00:00,23.2,14.1,57,9,48.3,101.4,Mainly Clear
+2012-07-21 11:00:00,24.7,13.7,50,9,48.3,101.39,Mainly Clear
+2012-07-21 12:00:00,24.9,12.3,45,6,48.3,101.36,Mainly Clear
+2012-07-21 13:00:00,25.5,12.1,43,11,48.3,101.3,Mainly Clear
+2012-07-21 14:00:00,26.2,13.5,45,17,48.3,101.26,Mostly Cloudy
+2012-07-21 15:00:00,26.3,12.3,42,17,48.3,101.22,Mostly Cloudy
+2012-07-21 16:00:00,26.2,13.1,44,15,48.3,101.19,Mostly Cloudy
+2012-07-21 17:00:00,26.9,12.1,40,15,48.3,101.13,Mainly Clear
+2012-07-21 18:00:00,26.1,10.8,38,15,48.3,101.11,Mainly Clear
+2012-07-21 19:00:00,25.4,11.7,42,13,24.1,101.06,Mostly Cloudy
+2012-07-21 20:00:00,24.6,13.5,50,13,25.0,101.08,Mostly Cloudy
+2012-07-21 21:00:00,23.4,12.9,52,4,25.0,101.18,Mostly Cloudy
+2012-07-21 22:00:00,23.0,15.3,62,4,25.0,101.19,Mostly Cloudy
+2012-07-21 23:00:00,22.9,14.4,59,9,25.0,101.19,Cloudy
+2012-07-22 00:00:00,22.7,14.9,61,11,25.0,101.19,Cloudy
+2012-07-22 01:00:00,22.5,15.4,64,13,25.0,101.17,Mostly Cloudy
+2012-07-22 02:00:00,22.4,15.9,67,15,25.0,101.13,Mostly Cloudy
+2012-07-22 03:00:00,22.4,14.8,62,15,25.0,101.12,Mostly Cloudy
+2012-07-22 04:00:00,21.9,15.3,66,15,25.0,101.15,Mainly Clear
+2012-07-22 05:00:00,21.8,14.8,64,15,48.3,101.18,Mostly Cloudy
+2012-07-22 06:00:00,22.2,15.1,64,17,48.3,101.22,Mainly Clear
+2012-07-22 07:00:00,22.5,15.6,65,19,48.3,101.24,Mostly Cloudy
+2012-07-22 08:00:00,23.3,17.2,69,19,48.3,101.26,Mainly Clear
+2012-07-22 09:00:00,25.2,17.9,64,26,48.3,101.23,Mainly Clear
+2012-07-22 10:00:00,25.7,18.5,64,22,48.3,101.2,Mainly Clear
+2012-07-22 11:00:00,26.8,18.6,61,24,48.3,101.16,Mainly Clear
+2012-07-22 12:00:00,27.8,18.3,56,22,48.3,101.15,Mainly Clear
+2012-07-22 13:00:00,28.3,18.8,56,20,48.3,101.11,Mainly Clear
+2012-07-22 14:00:00,28.3,18.5,55,20,48.3,101.09,Mostly Cloudy
+2012-07-22 15:00:00,30.1,19.2,52,20,48.3,101.06,Mostly Cloudy
+2012-07-22 16:00:00,29.9,17.8,48,24,48.3,101.02,Mostly Cloudy
+2012-07-22 17:00:00,29.1,17.9,51,17,24.1,101.02,Mostly Cloudy
+2012-07-22 18:00:00,29.2,16.9,47,20,48.3,100.99,Mostly Cloudy
+2012-07-22 19:00:00,28.6,16.1,47,20,24.1,100.99,Mostly Cloudy
+2012-07-22 20:00:00,27.3,17.5,55,13,25.0,101.05,Mainly Clear
+2012-07-22 21:00:00,26.9,17.0,55,15,25.0,101.07,Mostly Cloudy
+2012-07-22 22:00:00,25.8,17.4,60,11,25.0,101.01,Clear
+2012-07-22 23:00:00,25.0,17.8,64,9,25.0,101.03,Mainly Clear
+2012-07-23 00:00:00,24.3,17.7,67,11,25.0,101.01,Mainly Clear
+2012-07-23 01:00:00,24.3,17.6,66,11,25.0,101.0,Mainly Clear
+2012-07-23 02:00:00,23.8,17.8,69,9,25.0,100.98,Mostly Cloudy
+2012-07-23 03:00:00,23.4,18.0,72,9,25.0,100.97,Mainly Clear
+2012-07-23 04:00:00,23.0,18.1,74,11,24.1,100.94,Mostly Cloudy
+2012-07-23 05:00:00,23.1,17.8,72,13,24.1,100.94,Cloudy
+2012-07-23 06:00:00,23.5,18.3,73,13,24.1,100.94,Cloudy
+2012-07-23 07:00:00,24.1,18.9,73,17,24.1,100.89,Cloudy
+2012-07-23 08:00:00,24.8,19.5,72,19,24.1,100.86,Cloudy
+2012-07-23 09:00:00,26.3,19.8,67,19,48.3,100.76,Mainly Clear
+2012-07-23 10:00:00,27.6,20.9,67,20,48.3,100.7,Mainly Clear
+2012-07-23 11:00:00,27.8,20.7,65,15,48.3,100.64,Mainly Clear
+2012-07-23 12:00:00,28.8,20.3,60,13,48.3,100.57,Mainly Clear
+2012-07-23 13:00:00,30.1,20.4,56,11,48.3,100.46,Mainly Clear
+2012-07-23 14:00:00,30.7,19.7,52,17,48.3,100.35,Mostly Cloudy
+2012-07-23 15:00:00,30.1,19.4,53,11,24.1,100.19,Cloudy
+2012-07-23 16:00:00,29.9,19.1,52,9,24.1,100.15,Cloudy
+2012-07-23 17:00:00,19.4,18.2,93,4,24.1,100.24,"Thunderstorms,Rain"
+2012-07-23 18:00:00,20.6,19.1,91,30,19.3,100.19,"Thunderstorms,Rain"
+2012-07-23 19:00:00,20.7,18.5,87,20,24.1,100.08,Rain
+2012-07-23 20:00:00,21.0,18.5,86,9,25.0,99.98,Cloudy
+2012-07-23 21:00:00,18.1,17.7,98,11,6.4,100.27,"Thunderstorms,Rain Showers"
+2012-07-23 22:00:00,18.7,18.0,96,7,6.4,100.04,"Thunderstorms,Rain Showers"
+2012-07-23 23:00:00,19.6,18.7,95,11,25.0,99.93,Cloudy
+2012-07-24 00:00:00,19.3,18.3,94,6,25.0,99.84,Cloudy
+2012-07-24 01:00:00,19.4,18.3,93,11,25.0,99.76,Mostly Cloudy
+2012-07-24 02:00:00,19.3,18.3,94,0,25.0,99.75,Cloudy
+2012-07-24 03:00:00,18.2,17.9,98,4,25.0,99.73,Mainly Clear
+2012-07-24 04:00:00,18.9,18.5,98,7,16.1,99.75,Mostly Cloudy
+2012-07-24 05:00:00,19.5,18.6,95,6,24.1,99.78,Mostly Cloudy
+2012-07-24 06:00:00,20.5,18.9,91,7,24.1,99.8,Mainly Clear
+2012-07-24 07:00:00,21.6,19.3,87,13,24.1,99.85,Mainly Clear
+2012-07-24 08:00:00,22.7,19.2,81,13,24.1,99.89,Mainly Clear
+2012-07-24 09:00:00,23.5,17.8,70,19,24.1,99.93,Mostly Cloudy
+2012-07-24 10:00:00,24.0,16.2,62,19,24.1,99.95,Mostly Cloudy
+2012-07-24 11:00:00,23.4,16.9,67,17,24.1,99.96,Cloudy
+2012-07-24 12:00:00,23.5,16.9,66,22,24.1,99.98,Mostly Cloudy
+2012-07-24 13:00:00,23.8,14.6,56,30,24.1,100.04,Mainly Clear
+2012-07-24 14:00:00,24.5,12.2,46,28,48.3,100.11,Mostly Cloudy
+2012-07-24 15:00:00,23.0,10.4,45,24,48.3,100.14,Mostly Cloudy
+2012-07-24 16:00:00,23.8,11.7,47,20,48.3,100.15,Mostly Cloudy
+2012-07-24 17:00:00,23.0,11.5,48,24,48.3,100.19,Mostly Cloudy
+2012-07-24 18:00:00,22.1,11.8,52,15,24.1,100.25,Mostly Cloudy
+2012-07-24 19:00:00,21.4,11.5,53,15,25.0,100.29,Mostly Cloudy
+2012-07-24 20:00:00,20.7,12.2,58,17,25.0,100.34,Mostly Cloudy
+2012-07-24 21:00:00,19.6,12.2,62,17,25.0,100.41,Mostly Cloudy
+2012-07-24 22:00:00,19.0,12.3,65,19,25.0,100.45,Mainly Clear
+2012-07-24 23:00:00,18.0,12.5,70,17,25.0,100.5,Clear
+2012-07-25 00:00:00,16.6,12.4,76,11,25.0,100.55,Clear
+2012-07-25 01:00:00,15.8,12.0,78,4,25.0,100.56,Clear
+2012-07-25 02:00:00,15.4,12.5,83,9,25.0,100.59,Clear
+2012-07-25 03:00:00,15.4,12.5,83,11,25.0,100.65,Clear
+2012-07-25 04:00:00,14.5,12.2,86,7,25.0,100.69,Clear
+2012-07-25 05:00:00,13.8,12.1,89,7,24.1,100.71,Clear
+2012-07-25 06:00:00,16.2,13.2,82,11,24.1,100.76,Clear
+2012-07-25 07:00:00,17.5,12.2,71,13,24.1,100.81,Clear
+2012-07-25 08:00:00,18.8,12.8,68,13,24.1,100.8,Clear
+2012-07-25 09:00:00,19.6,12.9,65,11,48.3,100.79,Clear
+2012-07-25 10:00:00,21.1,12.6,58,11,48.3,100.88,Clear
+2012-07-25 11:00:00,22.3,13.5,57,13,48.3,100.76,Mainly Clear
+2012-07-25 12:00:00,23.2,12.7,52,9,48.3,100.76,Mainly Clear
+2012-07-25 13:00:00,23.4,13.1,52,19,48.3,100.66,Mostly Cloudy
+2012-07-25 14:00:00,23.6,13.6,53,22,48.3,100.61,Mostly Cloudy
+2012-07-25 15:00:00,24.8,13.6,50,19,48.3,100.58,Mostly Cloudy
+2012-07-25 16:00:00,24.7,13.8,51,22,48.3,100.51,Cloudy
+2012-07-25 17:00:00,24.1,12.3,48,28,48.3,100.46,Cloudy
+2012-07-25 18:00:00,23.7,13.1,51,20,24.1,100.44,Cloudy
+2012-07-25 19:00:00,23.4,12.9,52,17,25.0,100.37,Cloudy
+2012-07-25 20:00:00,23.2,12.0,49,15,25.0,100.34,Cloudy
+2012-07-25 21:00:00,21.8,13.6,60,13,25.0,100.31,Cloudy
+2012-07-25 22:00:00,21.2,13.8,63,13,25.0,100.29,Cloudy
+2012-07-25 23:00:00,20.8,13.4,63,11,25.0,100.29,Rain Showers
+2012-07-26 00:00:00,21.3,14.4,65,13,25.0,100.23,Rain Showers
+2012-07-26 01:00:00,20.4,13.9,66,13,25.0,100.18,Mostly Cloudy
+2012-07-26 02:00:00,20.3,13.8,66,11,25.0,100.12,Mostly Cloudy
+2012-07-26 03:00:00,20.6,14.4,68,9,25.0,100.07,Cloudy
+2012-07-26 04:00:00,20.6,14.2,67,6,25.0,100.0,Cloudy
+2012-07-26 05:00:00,20.0,14.8,72,7,24.1,99.98,Cloudy
+2012-07-26 06:00:00,19.6,15.5,77,9,16.1,100.01,Rain
+2012-07-26 07:00:00,19.4,16.0,81,7,24.1,100.0,Cloudy
+2012-07-26 08:00:00,20.4,15.0,71,4,24.1,99.99,Cloudy
+2012-07-26 09:00:00,20.6,15.3,72,9,24.1,99.97,Cloudy
+2012-07-26 10:00:00,20.6,16.3,76,11,24.1,99.96,Cloudy
+2012-07-26 11:00:00,21.9,17.5,76,7,24.1,99.93,Mostly Cloudy
+2012-07-26 12:00:00,21.1,16.2,74,6,24.1,99.91,Cloudy
+2012-07-26 13:00:00,21.3,16.2,73,4,24.1,99.9,Cloudy
+2012-07-26 14:00:00,21.6,16.8,74,6,24.1,99.86,Cloudy
+2012-07-26 15:00:00,21.3,16.7,75,4,24.1,99.86,Cloudy
+2012-07-26 16:00:00,21.9,16.7,72,7,24.1,99.83,Cloudy
+2012-07-26 17:00:00,21.7,16.4,72,7,24.1,99.86,Cloudy
+2012-07-26 18:00:00,21.6,16.5,73,11,24.1,99.89,Cloudy
+2012-07-26 19:00:00,21.0,17.5,80,11,24.1,99.92,Cloudy
+2012-07-26 20:00:00,20.5,17.6,83,4,24.1,99.94,Mostly Cloudy
+2012-07-26 21:00:00,20.3,17.5,84,4,25.0,99.97,Mostly Cloudy
+2012-07-26 22:00:00,18.8,17.5,92,0,25.0,99.94,Mainly Clear
+2012-07-26 23:00:00,18.6,17.5,93,0,25.0,99.99,Mostly Cloudy
+2012-07-27 00:00:00,18.1,17.2,94,0,25.0,100.01,Mainly Clear
+2012-07-27 01:00:00,17.2,16.5,96,0,25.0,100.05,Mostly Cloudy
+2012-07-27 02:00:00,16.9,16.3,96,4,25.0,100.08,Mainly Clear
+2012-07-27 03:00:00,15.9,15.3,96,4,25.0,100.1,Mostly Cloudy
+2012-07-27 04:00:00,17.5,16.2,92,0,25.0,100.19,Mainly Clear
+2012-07-27 05:00:00,16.2,15.6,96,7,24.1,100.33,Mostly Cloudy
+2012-07-27 06:00:00,18.4,15.3,82,17,24.1,100.34,Mostly Cloudy
+2012-07-27 07:00:00,19.0,14.3,74,24,24.1,100.44,Mostly Cloudy
+2012-07-27 08:00:00,20.2,14.3,69,13,24.1,100.46,Mostly Cloudy
+2012-07-27 09:00:00,21.1,14.5,66,7,24.1,100.51,Mostly Cloudy
+2012-07-27 10:00:00,22.0,15.3,66,6,24.1,100.53,Mainly Clear
+2012-07-27 11:00:00,23.4,16.5,65,4,24.1,100.55,Mainly Clear
+2012-07-27 12:00:00,24.1,15.6,59,6,24.1,100.56,Mainly Clear
+2012-07-27 13:00:00,24.8,16.1,58,0,24.1,100.55,Mainly Clear
+2012-07-27 14:00:00,26.6,16.8,55,0,24.1,100.57,Mainly Clear
+2012-07-27 15:00:00,26.1,17.0,57,11,24.1,100.6,Mostly Cloudy
+2012-07-27 16:00:00,25.6,16.0,55,6,24.1,100.63,Mostly Cloudy
+2012-07-27 17:00:00,25.8,15.8,54,6,24.1,100.66,Mostly Cloudy
+2012-07-27 18:00:00,26.1,15.2,51,7,24.1,100.71,Mostly Cloudy
+2012-07-27 19:00:00,23.7,17.0,66,4,24.1,100.74,Mainly Clear
+2012-07-27 20:00:00,22.5,16.6,69,6,24.1,100.8,Mainly Clear
+2012-07-27 21:00:00,21.4,16.6,74,4,25.0,100.86,Mainly Clear
+2012-07-27 22:00:00,21.3,16.0,72,0,25.0,100.88,Mainly Clear
+2012-07-27 23:00:00,21.1,16.7,76,0,25.0,100.92,Mostly Cloudy
+2012-07-28 00:00:00,22.8,16.8,69,9,25.0,100.95,Mostly Cloudy
+2012-07-28 01:00:00,22.3,11.4,50,4,25.0,101.01,Mainly Clear
+2012-07-28 02:00:00,20.8,11.9,57,13,25.0,101.06,Mostly Cloudy
+2012-07-28 03:00:00,18.7,14.3,76,11,25.0,101.09,Mostly Cloudy
+2012-07-28 04:00:00,17.6,12.1,70,13,25.0,101.14,Mostly Cloudy
+2012-07-28 05:00:00,17.4,11.2,67,15,48.3,101.18,Mostly Cloudy
+2012-07-28 06:00:00,18.1,11.5,65,17,48.3,101.2,Mostly Cloudy
+2012-07-28 07:00:00,19.5,11.1,58,15,48.3,101.22,Mostly Cloudy
+2012-07-28 08:00:00,20.3,11.5,57,17,48.3,101.25,Mostly Cloudy
+2012-07-28 09:00:00,20.7,12.3,59,19,48.3,101.25,Mostly Cloudy
+2012-07-28 10:00:00,21.6,12.8,57,15,48.3,101.29,Mostly Cloudy
+2012-07-28 11:00:00,23.9,14.0,54,20,48.3,101.26,Cloudy
+2012-07-28 12:00:00,23.9,14.2,55,13,48.3,101.19,Cloudy
+2012-07-28 13:00:00,25.5,12.2,44,13,48.3,101.15,Cloudy
+2012-07-28 14:00:00,26.4,11.1,38,13,48.3,101.13,Mostly Cloudy
+2012-07-28 15:00:00,26.7,11.2,38,22,48.3,101.12,Mostly Cloudy
+2012-07-28 16:00:00,25.8,11.9,42,17,48.3,101.1,Mostly Cloudy
+2012-07-28 17:00:00,26.2,10.6,38,17,48.3,101.1,Mostly Cloudy
+2012-07-28 18:00:00,26.2,10.3,37,15,48.3,101.15,Mostly Cloudy
+2012-07-28 19:00:00,25.6,10.2,38,13,48.3,101.15,Mostly Cloudy
+2012-07-28 20:00:00,24.6,10.8,42,9,24.1,101.14,Mostly Cloudy
+2012-07-28 21:00:00,22.8,11.8,50,4,25.0,101.14,Mainly Clear
+2012-07-28 22:00:00,19.5,13.1,66,7,25.0,101.16,Mainly Clear
+2012-07-28 23:00:00,18.9,13.8,72,9,25.0,101.18,Mainly Clear
+2012-07-29 00:00:00,18.5,13.7,74,9,25.0,101.18,Clear
+2012-07-29 01:00:00,18.4,13.7,74,13,25.0,101.16,Clear
+2012-07-29 02:00:00,17.7,12.9,73,15,25.0,101.16,Clear
+2012-07-29 03:00:00,17.1,10.8,66,15,25.0,101.14,Mainly Clear
+2012-07-29 04:00:00,16.8,10.7,67,13,25.0,101.15,Mainly Clear
+2012-07-29 05:00:00,16.6,10.8,69,13,48.3,101.23,Mainly Clear
+2012-07-29 06:00:00,17.6,11.2,66,15,48.3,101.27,Mainly Clear
+2012-07-29 07:00:00,19.2,12.3,64,15,24.1,101.29,Mainly Clear
+2012-07-29 08:00:00,20.5,13.3,63,13,24.1,101.31,Mainly Clear
+2012-07-29 09:00:00,22.2,14.8,63,9,48.3,101.3,Mainly Clear
+2012-07-29 10:00:00,24.0,16.9,65,7,48.3,101.28,Mainly Clear
+2012-07-29 11:00:00,24.7,16.7,61,11,48.3,101.26,Mainly Clear
+2012-07-29 12:00:00,26.6,17.5,57,6,48.3,101.21,Mainly Clear
+2012-07-29 13:00:00,26.6,17.5,57,9,48.3,101.17,Mainly Clear
+2012-07-29 14:00:00,27.3,17.4,55,4,48.3,101.12,Mainly Clear
+2012-07-29 15:00:00,27.8,17.7,54,11,48.3,101.09,Mainly Clear
+2012-07-29 16:00:00,27.5,17.5,54,0,48.3,101.06,Mainly Clear
+2012-07-29 17:00:00,27.0,16.9,54,7,48.3,101.03,Mainly Clear
+2012-07-29 18:00:00,26.8,16.9,55,6,48.3,101.05,Mainly Clear
+2012-07-29 19:00:00,26.5,17.4,57,6,48.3,101.08,Mostly Cloudy
+2012-07-29 20:00:00,25.8,17.3,59,9,24.1,101.12,Mostly Cloudy
+2012-07-29 21:00:00,25.3,18.3,65,11,25.0,101.15,Mainly Clear
+2012-07-29 22:00:00,22.5,19.5,83,4,25.0,101.16,Mainly Clear
+2012-07-29 23:00:00,21.2,18.6,85,4,25.0,101.18,Clear
+2012-07-30 00:00:00,21.9,17.6,77,0,25.0,101.17,Mainly Clear
+2012-07-30 01:00:00,19.7,17.2,85,6,25.0,101.16,Mainly Clear
+2012-07-30 02:00:00,20.6,18.6,88,6,25.0,101.15,Clear
+2012-07-30 03:00:00,20.5,18.3,87,4,25.0,101.13,Clear
+2012-07-30 04:00:00,19.0,15.6,81,6,25.0,101.22,Mainly Clear
+2012-07-30 05:00:00,17.9,16.7,93,0,24.1,101.27,Mainly Clear
+2012-07-30 06:00:00,20.5,16.9,80,6,24.1,101.28,Mainly Clear
+2012-07-30 07:00:00,21.6,17.2,76,6,48.3,101.31,Mainly Clear
+2012-07-30 08:00:00,22.4,16.7,70,7,48.3,101.31,Clear
+2012-07-30 09:00:00,24.1,16.9,64,7,48.3,101.31,Mainly Clear
+2012-07-30 10:00:00,25.0,15.8,57,15,48.3,101.29,Mainly Clear
+2012-07-30 11:00:00,26.0,15.0,51,15,48.3,101.27,Mainly Clear
+2012-07-30 12:00:00,27.2,15.8,50,19,48.3,101.22,Mainly Clear
+2012-07-30 13:00:00,28.5,15.5,45,15,48.3,101.17,Mostly Cloudy
+2012-07-30 14:00:00,29.3,15.9,44,17,48.3,101.13,Cloudy
+2012-07-30 15:00:00,29.0,13.5,39,17,48.3,101.1,Cloudy
+2012-07-30 16:00:00,29.9,14.3,39,9,48.3,101.04,Cloudy
+2012-07-30 17:00:00,29.4,12.9,36,9,48.3,101.03,Cloudy
+2012-07-30 18:00:00,28.2,15.4,46,13,48.3,101.01,Mainly Clear
+2012-07-30 19:00:00,26.9,16.4,53,11,48.3,101.01,Mainly Clear
+2012-07-30 20:00:00,25.2,16.5,59,7,48.3,101.01,Mainly Clear
+2012-07-30 21:00:00,24.3,16.9,63,11,25.0,101.0,Clear
+2012-07-30 22:00:00,23.8,17.6,68,9,25.0,101.0,Clear
+2012-07-30 23:00:00,22.9,17.7,73,6,25.0,101.02,Mainly Clear
+2012-07-31 00:00:00,22.2,19.0,82,6,25.0,101.03,Mainly Clear
+2012-07-31 01:00:00,21.3,18.0,81,9,25.0,101.03,Mainly Clear
+2012-07-31 02:00:00,21.5,16.6,74,13,25.0,101.02,Mainly Clear
+2012-07-31 03:00:00,20.1,16.1,78,13,25.0,101.02,Clear
+2012-07-31 04:00:00,19.4,15.8,80,9,25.0,101.03,Mainly Clear
+2012-07-31 05:00:00,19.8,17.1,84,11,25.0,101.04,Mainly Clear
+2012-07-31 06:00:00,21.1,17.7,81,7,48.3,101.05,Mainly Clear
+2012-07-31 07:00:00,22.6,18.2,76,9,48.3,101.03,Clear
+2012-07-31 08:00:00,24.2,18.5,71,9,48.3,101.02,Clear
+2012-07-31 09:00:00,25.9,19.5,68,7,24.1,100.98,Mainly Clear
+2012-07-31 10:00:00,27.3,19.8,64,11,24.1,100.97,Mainly Clear
+2012-07-31 11:00:00,28.4,20.8,63,13,24.1,100.93,Mainly Clear
+2012-07-31 12:00:00,28.9,20.7,61,19,24.1,100.87,Mainly Clear
+2012-07-31 13:00:00,28.7,19.2,56,19,24.1,100.79,Mainly Clear
+2012-07-31 14:00:00,28.8,18.4,53,20,24.1,100.7,Mainly Clear
+2012-07-31 15:00:00,28.8,18.4,53,19,24.1,100.64,Mainly Clear
+2012-07-31 16:00:00,28.8,19.1,56,22,24.1,100.58,Mostly Cloudy
+2012-07-31 17:00:00,28.0,17.7,54,20,24.1,100.55,Mostly Cloudy
+2012-07-31 18:00:00,25.3,19.3,69,17,24.1,100.53,Mostly Cloudy
+2012-07-31 19:00:00,24.8,18.3,67,22,24.1,100.55,Rain Showers
+2012-07-31 20:00:00,22.4,18.7,80,35,9.7,100.64,"Thunderstorms,Rain Showers,Fog"
+2012-07-31 21:00:00,22.8,18.8,78,13,25.0,100.65,"Thunderstorms,Rain Showers"
+2012-07-31 22:00:00,22.8,19.4,81,7,25.0,100.57,Mostly Cloudy
+2012-07-31 23:00:00,21.8,19.2,85,4,25.0,100.52,Mainly Clear
+2012-08-01 00:00:00,21.0,19.8,93,0,25.0,100.53,Mainly Clear
+2012-08-01 01:00:00,21.0,19.6,92,4,25.0,100.54,Clear
+2012-08-01 02:00:00,21.3,19.1,87,9,25.0,100.55,Mostly Cloudy
+2012-08-01 03:00:00,20.8,19.0,89,9,25.0,100.54,Cloudy
+2012-08-01 04:00:00,20.8,18.7,88,6,25.0,100.57,Mostly Cloudy
+2012-08-01 05:00:00,20.8,18.1,85,9,25.0,100.58,Cloudy
+2012-08-01 06:00:00,20.4,18.6,89,7,25.0,100.62,Rain Showers
+2012-08-01 07:00:00,20.8,18.7,88,11,24.1,100.64,Cloudy
+2012-08-01 08:00:00,21.2,18.9,87,9,24.1,100.65,Cloudy
+2012-08-01 09:00:00,22.0,18.9,83,13,24.1,100.64,Cloudy
+2012-08-01 10:00:00,24.1,19.4,75,13,24.1,100.6,Mostly Cloudy
+2012-08-01 11:00:00,24.1,18.0,69,17,24.1,100.6,Mostly Cloudy
+2012-08-01 12:00:00,25.2,18.6,67,13,24.1,100.56,Mainly Clear
+2012-08-01 13:00:00,25.7,18.2,63,15,24.1,100.51,Mainly Clear
+2012-08-01 14:00:00,26.9,19.2,63,15,24.1,100.48,Mainly Clear
+2012-08-01 15:00:00,27.3,18.6,59,13,24.1,100.46,Mainly Clear
+2012-08-01 16:00:00,27.8,18.7,58,9,24.1,100.4,Mainly Clear
+2012-08-01 17:00:00,27.4,19.0,60,13,24.1,100.38,Mainly Clear
+2012-08-01 18:00:00,27.0,18.9,61,15,24.1,100.39,Mainly Clear
+2012-08-01 19:00:00,26.3,19.2,65,13,24.1,100.46,Mostly Cloudy
+2012-08-01 20:00:00,25.7,19.1,67,15,25.0,100.48,Mostly Cloudy
+2012-08-01 21:00:00,23.1,20.3,84,6,25.0,100.49,Mainly Clear
+2012-08-01 22:00:00,24.2,20.3,79,7,25.0,100.52,Mainly Clear
+2012-08-01 23:00:00,23.9,19.8,78,6,25.0,100.5,Mainly Clear
+2012-08-02 00:00:00,23.9,19.8,78,7,25.0,100.51,Mostly Cloudy
+2012-08-02 01:00:00,22.6,19.6,83,7,25.0,100.48,Mainly Clear
+2012-08-02 02:00:00,21.8,19.6,87,9,25.0,100.49,Mainly Clear
+2012-08-02 03:00:00,22.2,20.1,88,11,25.0,100.47,Mainly Clear
+2012-08-02 04:00:00,21.5,19.6,89,11,25.0,100.51,Mainly Clear
+2012-08-02 05:00:00,21.3,19.6,90,7,24.1,100.55,Clear
+2012-08-02 06:00:00,21.7,19.6,88,15,48.3,100.55,Clear
+2012-08-02 07:00:00,22.5,20.1,86,13,48.3,100.6,Mainly Clear
+2012-08-02 08:00:00,23.9,19.9,78,11,48.3,100.61,Mainly Clear
+2012-08-02 09:00:00,24.5,19.8,75,17,48.3,100.63,Mainly Clear
+2012-08-02 10:00:00,25.8,19.5,68,11,24.1,100.6,Mainly Clear
+2012-08-02 11:00:00,27.3,20.1,65,17,24.1,100.56,Mainly Clear
+2012-08-02 12:00:00,27.4,18.5,58,13,24.1,100.56,Mainly Clear
+2012-08-02 13:00:00,29.1,18.0,51,20,24.1,100.5,Mainly Clear
+2012-08-02 14:00:00,29.6,18.8,52,13,24.1,100.44,Mainly Clear
+2012-08-02 15:00:00,29.8,18.9,52,19,24.1,100.43,Mostly Cloudy
+2012-08-02 16:00:00,30.0,17.8,48,22,24.1,100.4,Mostly Cloudy
+2012-08-02 17:00:00,29.9,16.1,43,20,24.1,100.41,Mostly Cloudy
+2012-08-02 18:00:00,28.4,16.3,48,15,24.1,100.42,Mostly Cloudy
+2012-08-02 19:00:00,27.7,14.8,45,15,24.1,100.44,Mostly Cloudy
+2012-08-02 20:00:00,27.2,15.4,48,19,25.0,100.52,Cloudy
+2012-08-02 21:00:00,26.8,15.5,50,24,25.0,100.53,Cloudy
+2012-08-02 22:00:00,25.7,15.9,55,17,25.0,100.52,Cloudy
+2012-08-02 23:00:00,25.0,17.1,62,24,25.0,100.5,Mostly Cloudy
+2012-08-03 00:00:00,24.4,16.9,63,17,25.0,100.5,Mainly Clear
+2012-08-03 01:00:00,24.1,16.9,64,13,25.0,100.5,Mainly Clear
+2012-08-03 02:00:00,23.5,17.3,68,13,25.0,100.52,Mostly Cloudy
+2012-08-03 03:00:00,23.4,18.0,72,15,25.0,100.54,Mostly Cloudy
+2012-08-03 04:00:00,22.9,17.8,73,15,25.0,100.6,Cloudy
+2012-08-03 05:00:00,22.3,17.9,76,11,24.1,100.68,Mainly Clear
+2012-08-03 06:00:00,22.5,18.3,77,13,24.1,100.74,Mainly Clear
+2012-08-03 07:00:00,23.2,18.5,75,17,24.1,100.81,Mainly Clear
+2012-08-03 08:00:00,24.1,18.5,71,13,24.1,100.87,Clear
+2012-08-03 09:00:00,25.6,17.8,62,15,24.1,100.91,Mainly Clear
+2012-08-03 10:00:00,26.0,17.7,60,11,24.1,100.95,Mainly Clear
+2012-08-03 11:00:00,27.1,17.3,55,13,24.1,100.99,Mainly Clear
+2012-08-03 12:00:00,27.1,16.7,53,17,24.1,101.03,Mainly Clear
+2012-08-03 13:00:00,28.2,16.6,49,19,24.1,101.07,Mainly Clear
+2012-08-03 14:00:00,27.6,15.6,48,24,24.1,101.1,Mainly Clear
+2012-08-03 15:00:00,29.2,16.7,47,17,24.1,101.11,Mainly Clear
+2012-08-03 16:00:00,28.9,15.9,45,20,24.1,101.1,Mainly Clear
+2012-08-03 17:00:00,28.0,16.0,48,20,48.3,101.14,Clear
+2012-08-03 18:00:00,27.2,16.1,51,11,48.3,101.18,Clear
+2012-08-03 19:00:00,25.5,15.6,54,7,48.3,101.24,Clear
+2012-08-03 20:00:00,23.9,15.7,60,6,24.1,101.31,Clear
+2012-08-03 21:00:00,22.0,15.9,68,6,25.0,101.39,Clear
+2012-08-03 22:00:00,23.3,15.3,61,9,25.0,101.42,Clear
+2012-08-03 23:00:00,23.1,15.2,61,4,25.0,101.49,Clear
+2012-08-04 00:00:00,21.3,15.3,69,9,25.0,101.51,Clear
+2012-08-04 01:00:00,22.3,15.2,64,9,25.0,101.55,Mostly Cloudy
+2012-08-04 02:00:00,22.0,15.0,64,7,25.0,101.59,Mostly Cloudy
+2012-08-04 03:00:00,21.8,14.8,64,6,25.0,101.61,Mostly Cloudy
+2012-08-04 04:00:00,22.1,14.2,61,7,24.1,101.62,Cloudy
+2012-08-04 05:00:00,21.3,14.3,64,11,48.3,101.65,Cloudy
+2012-08-04 06:00:00,20.2,16.0,77,9,48.3,101.67,Mostly Cloudy
+2012-08-04 07:00:00,21.8,15.3,67,17,48.3,101.75,Mainly Clear
+2012-08-04 08:00:00,23.1,15.6,63,13,48.3,101.75,Mainly Clear
+2012-08-04 09:00:00,24.7,16.4,60,15,24.1,101.73,Mainly Clear
+2012-08-04 10:00:00,27.2,17.2,54,13,24.1,101.72,Mainly Clear
+2012-08-04 11:00:00,28.3,18.0,54,17,24.1,101.69,Clear
+2012-08-04 12:00:00,30.1,19.2,52,9,25.0,101.62,Clear
+2012-08-04 13:00:00,31.2,18.1,46,11,24.1,101.56,Clear
+2012-08-04 14:00:00,32.0,18.3,44,17,24.1,101.48,Clear
+2012-08-04 15:00:00,32.8,18.8,44,17,24.1,101.39,Clear
+2012-08-04 16:00:00,32.5,18.5,44,15,24.1,101.34,Clear
+2012-08-04 17:00:00,32.5,19.8,47,13,24.1,101.32,Clear
+2012-08-04 18:00:00,32.2,20.1,49,13,24.1,101.29,Mostly Cloudy
+2012-08-04 19:00:00,30.8,19.2,50,20,24.1,101.23,Mainly Clear
+2012-08-04 20:00:00,29.2,18.7,53,19,24.1,101.23,Clear
+2012-08-04 21:00:00,27.5,18.4,58,17,25.0,101.3,Mainly Clear
+2012-08-04 22:00:00,26.5,18.2,60,13,25.0,101.28,Mainly Clear
+2012-08-04 23:00:00,26.2,18.6,63,17,25.0,101.27,Clear
+2012-08-05 00:00:00,25.7,19.0,67,19,25.0,101.24,Clear
+2012-08-05 01:00:00,25.1,19.2,70,19,25.0,101.19,Clear
+2012-08-05 02:00:00,24.2,19.3,74,19,25.0,101.16,Clear
+2012-08-05 03:00:00,24.4,19.3,73,22,25.0,101.06,Mainly Clear
+2012-08-05 04:00:00,24.3,19.6,75,19,25.0,101.04,Mainly Clear
+2012-08-05 05:00:00,24.1,19.8,77,22,24.1,101.02,Mostly Cloudy
+2012-08-05 06:00:00,24.6,20.2,77,19,24.1,100.96,Cloudy
+2012-08-05 07:00:00,25.9,20.7,73,22,24.1,100.89,Cloudy
+2012-08-05 08:00:00,26.5,21.0,72,24,24.1,100.8,Cloudy
+2012-08-05 09:00:00,26.9,21.3,71,24,19.3,100.72,Mostly Cloudy
+2012-08-05 10:00:00,24.8,22.6,88,22,19.3,100.71,Cloudy
+2012-08-05 11:00:00,27.9,23.2,76,24,24.1,100.63,Mostly Cloudy
+2012-08-05 12:00:00,29.7,22.2,64,19,24.1,100.5,Mostly Cloudy
+2012-08-05 13:00:00,25.2,23.0,88,24,12.9,100.4,Rain Showers
+2012-08-05 14:00:00,24.9,22.9,89,26,16.1,100.42,Rain Showers
+2012-08-05 15:00:00,29.0,24.4,76,13,24.1,100.31,Mostly Cloudy
+2012-08-05 16:00:00,31.1,22.0,58,28,24.1,100.26,Mostly Cloudy
+2012-08-05 17:00:00,30.1,21.1,59,22,24.1,100.2,Cloudy
+2012-08-05 18:00:00,25.0,22.0,83,22,19.3,100.28,"Thunderstorms,Rain Showers"
+2012-08-05 19:00:00,24.2,22.2,89,26,16.1,100.29,Rain Showers
+2012-08-05 20:00:00,24.3,21.8,86,32,25.0,100.32,Cloudy
+2012-08-05 21:00:00,23.9,21.2,85,32,25.0,100.43,Mainly Clear
+2012-08-05 22:00:00,23.9,20.0,79,26,25.0,100.5,Mainly Clear
+2012-08-05 23:00:00,23.1,17.4,70,30,25.0,100.58,Clear
+2012-08-06 00:00:00,21.7,13.7,60,24,25.0,100.67,Clear
+2012-08-06 01:00:00,20.7,14.3,67,24,25.0,100.7,Mainly Clear
+2012-08-06 02:00:00,19.6,13.7,69,22,25.0,100.77,Clear
+2012-08-06 03:00:00,18.7,13.2,70,22,25.0,100.79,Clear
+2012-08-06 04:00:00,17.7,13.3,75,13,25.0,100.86,Clear
+2012-08-06 05:00:00,16.6,13.3,81,9,48.3,100.95,Clear
+2012-08-06 06:00:00,18.0,13.8,76,13,48.3,101.01,Clear
+2012-08-06 07:00:00,19.0,14.0,73,17,48.3,101.06,Mainly Clear
+2012-08-06 08:00:00,19.7,13.6,68,17,48.3,101.09,Mainly Clear
+2012-08-06 09:00:00,20.0,13.3,65,20,48.3,101.11,Mostly Cloudy
+2012-08-06 10:00:00,20.8,13.2,62,22,48.3,101.13,Mostly Cloudy
+2012-08-06 11:00:00,22.1,13.6,59,28,48.3,101.15,Mainly Clear
+2012-08-06 12:00:00,21.9,13.0,57,24,48.3,101.17,Mostly Cloudy
+2012-08-06 13:00:00,21.4,13.7,61,13,48.3,101.18,Mostly Cloudy
+2012-08-06 14:00:00,22.5,13.0,55,13,48.3,101.15,Mostly Cloudy
+2012-08-06 15:00:00,22.6,13.8,58,22,48.3,101.12,Mainly Clear
+2012-08-06 16:00:00,23.0,12.2,51,19,48.3,101.07,Mainly Clear
+2012-08-06 17:00:00,23.0,12.8,53,24,48.3,101.06,Mainly Clear
+2012-08-06 18:00:00,23.0,12.8,53,15,48.3,101.03,Mainly Clear
+2012-08-06 19:00:00,21.6,12.8,57,9,48.3,101.02,Clear
+2012-08-06 20:00:00,22.1,13.5,58,9,25.0,101.03,Clear
+2012-08-06 21:00:00,21.7,14.5,64,9,25.0,101.03,Clear
+2012-08-06 22:00:00,20.1,15.6,75,13,25.0,101.04,Clear
+2012-08-06 23:00:00,20.6,15.1,71,11,25.0,101.05,Clear
+2012-08-07 00:00:00,19.6,16.0,80,13,25.0,101.04,Clear
+2012-08-07 01:00:00,19.3,15.6,79,17,25.0,101.02,Clear
+2012-08-07 02:00:00,18.9,14.8,77,19,25.0,100.99,Clear
+2012-08-07 03:00:00,18.2,15.3,83,13,25.0,100.96,Clear
+2012-08-07 04:00:00,18.5,15.5,83,11,25.0,100.95,Clear
+2012-08-07 05:00:00,16.6,15.0,90,7,48.3,100.99,Clear
+2012-08-07 06:00:00,17.9,15.3,85,6,48.3,101.02,Clear
+2012-08-07 07:00:00,19.6,16.1,80,15,48.3,101.01,Mainly Clear
+2012-08-07 08:00:00,21.2,16.4,74,17,48.3,101.01,Mainly Clear
+2012-08-07 09:00:00,22.8,16.7,68,19,48.3,100.99,Mainly Clear
+2012-08-07 10:00:00,24.1,17.1,65,24,48.3,100.96,Mainly Clear
+2012-08-07 11:00:00,25.3,16.9,60,22,48.3,100.96,Mainly Clear
+2012-08-07 12:00:00,26.5,16.1,53,17,48.3,100.9,Mainly Clear
+2012-08-07 13:00:00,27.7,15.7,48,20,48.3,100.87,Mainly Clear
+2012-08-07 14:00:00,27.6,14.2,44,20,48.3,100.82,Mainly Clear
+2012-08-07 15:00:00,28.7,13.6,40,24,48.3,100.79,Mostly Cloudy
+2012-08-07 16:00:00,27.4,13.6,43,17,48.3,100.74,Mostly Cloudy
+2012-08-07 17:00:00,27.8,13.1,40,15,48.3,100.74,Mostly Cloudy
+2012-08-07 18:00:00,27.0,13.8,44,15,48.3,100.74,Mostly Cloudy
+2012-08-07 19:00:00,26.3,14.8,49,13,48.3,100.73,Mostly Cloudy
+2012-08-07 20:00:00,25.8,13.7,47,17,25.0,100.81,Mostly Cloudy
+2012-08-07 21:00:00,21.2,15.0,68,22,25.0,100.9,Cloudy
+2012-08-07 22:00:00,20.2,16.6,80,0,25.0,100.86,Mostly Cloudy
+2012-08-07 23:00:00,20.2,17.5,84,9,25.0,100.87,Rain Showers
+2012-08-08 00:00:00,19.3,18.0,92,7,25.0,100.92,Mostly Cloudy
+2012-08-08 01:00:00,18.7,17.8,95,7,25.0,100.94,Mainly Clear
+2012-08-08 02:00:00,18.3,17.6,96,4,19.3,100.91,Mainly Clear
+2012-08-08 03:00:00,17.4,17.1,98,4,12.9,100.92,Clear
+2012-08-08 04:00:00,17.2,16.9,98,4,16.1,100.97,Clear
+2012-08-08 05:00:00,16.8,16.7,99,0,19.3,101.02,Mainly Clear
+2012-08-08 06:00:00,18.1,17.3,95,0,24.1,101.03,Clear
+2012-08-08 07:00:00,19.3,17.4,89,6,48.3,101.09,Clear
+2012-08-08 08:00:00,21.1,17.5,80,0,48.3,101.12,Mostly Cloudy
+2012-08-08 09:00:00,22.5,16.6,69,4,48.3,101.11,Mainly Clear
+2012-08-08 10:00:00,24.1,16.0,61,9,48.3,101.11,Mainly Clear
+2012-08-08 11:00:00,24.8,15.2,55,4,48.3,101.08,Mainly Clear
+2012-08-08 12:00:00,26.4,11.9,40,0,48.3,101.05,Mainly Clear
+2012-08-08 13:00:00,27.4,14.1,44,4,48.3,101.0,Mainly Clear
+2012-08-08 14:00:00,28.0,15.6,47,11,24.1,100.98,Mainly Clear
+2012-08-08 15:00:00,28.3,14.7,43,7,24.1,100.94,Mostly Cloudy
+2012-08-08 16:00:00,28.0,16.1,48,9,24.1,100.92,Mostly Cloudy
+2012-08-08 17:00:00,24.8,17.1,62,19,24.1,100.91,Mostly Cloudy
+2012-08-08 18:00:00,25.1,16.8,60,9,24.1,100.9,Mostly Cloudy
+2012-08-08 19:00:00,25.1,17.0,61,7,24.1,100.9,Rain Showers
+2012-08-08 20:00:00,24.3,17.2,65,11,25.0,100.92,Rain Showers
+2012-08-08 21:00:00,23.0,17.8,73,6,25.0,100.93,Mostly Cloudy
+2012-08-08 22:00:00,23.5,17.1,67,4,25.0,100.89,Mostly Cloudy
+2012-08-08 23:00:00,23.1,17.0,69,6,25.0,100.92,Mostly Cloudy
+2012-08-09 00:00:00,22.8,17.7,73,9,25.0,100.93,Mainly Clear
+2012-08-09 01:00:00,22.8,16.7,68,11,25.0,100.89,Mostly Cloudy
+2012-08-09 02:00:00,22.4,16.7,70,4,25.0,100.91,Cloudy
+2012-08-09 03:00:00,21.8,17.4,76,9,25.0,100.89,Cloudy
+2012-08-09 04:00:00,21.4,17.4,78,11,25.0,100.9,Mostly Cloudy
+2012-08-09 05:00:00,21.1,16.9,77,13,24.1,100.93,Cloudy
+2012-08-09 06:00:00,20.9,17.0,78,15,24.1,100.98,Cloudy
+2012-08-09 07:00:00,20.7,17.3,81,13,24.1,101.01,Cloudy
+2012-08-09 08:00:00,21.1,17.5,80,19,24.1,101.01,Cloudy
+2012-08-09 09:00:00,21.7,17.5,77,22,24.1,100.98,Cloudy
+2012-08-09 10:00:00,21.7,17.0,75,17,24.1,100.98,Cloudy
+2012-08-09 11:00:00,23.2,17.3,69,13,24.1,100.98,Cloudy
+2012-08-09 12:00:00,24.2,17.8,67,17,24.1,100.92,Cloudy
+2012-08-09 13:00:00,23.6,17.4,68,19,24.1,100.94,Cloudy
+2012-08-09 14:00:00,24.0,17.8,68,20,24.1,100.86,Rain Showers
+2012-08-09 15:00:00,23.7,17.0,66,17,16.1,100.91,Rain Showers
+2012-08-09 16:00:00,22.3,18.7,80,19,19.3,100.89,Rain
+2012-08-09 17:00:00,21.3,18.7,85,17,12.9,100.93,Rain
+2012-08-09 18:00:00,20.4,18.6,89,20,16.1,100.87,Rain
+2012-08-09 19:00:00,20.2,18.2,88,13,19.3,100.92,Rain
+2012-08-09 20:00:00,20.2,17.7,86,15,25.0,100.88,Cloudy
+2012-08-09 21:00:00,19.9,17.5,86,19,25.0,100.87,Cloudy
+2012-08-09 22:00:00,20.1,17.0,82,19,25.0,100.83,Cloudy
+2012-08-09 23:00:00,19.8,17.0,84,20,25.0,100.77,Cloudy
+2012-08-10 00:00:00,19.5,17.0,85,17,25.0,100.74,Cloudy
+2012-08-10 01:00:00,19.3,16.8,85,19,25.0,100.68,Cloudy
+2012-08-10 02:00:00,20.1,17.0,82,13,25.0,100.66,Cloudy
+2012-08-10 03:00:00,19.7,17.3,86,13,25.0,100.65,Cloudy
+2012-08-10 04:00:00,19.3,17.6,90,9,9.7,100.67,Rain
+2012-08-10 05:00:00,19.0,17.7,92,19,12.9,100.58,Rain
+2012-08-10 06:00:00,19.0,17.7,92,9,16.1,100.69,Cloudy
+2012-08-10 07:00:00,19.7,18.2,91,7,12.9,100.66,Cloudy
+2012-08-10 08:00:00,20.8,18.9,89,9,12.9,100.69,Cloudy
+2012-08-10 09:00:00,20.2,18.6,91,13,11.3,100.7,Cloudy
+2012-08-10 10:00:00,20.2,18.5,90,11,11.3,100.75,Cloudy
+2012-08-10 11:00:00,19.9,18.5,92,15,6.4,100.73,Fog
+2012-08-10 12:00:00,20.8,18.8,88,17,6.4,100.73,Fog
+2012-08-10 13:00:00,21.3,19.2,88,19,6.4,100.7,"Rain,Fog"
+2012-08-10 14:00:00,21.7,19.3,86,19,8.0,100.64,"Rain,Fog"
+2012-08-10 15:00:00,21.0,19.5,91,20,6.4,100.63,"Rain,Fog"
+2012-08-10 16:00:00,20.7,19.0,90,20,8.0,100.65,"Rain,Fog"
+2012-08-10 17:00:00,20.6,19.0,91,20,8.0,100.63,"Rain,Fog"
+2012-08-10 18:00:00,20.0,18.9,93,22,6.4,100.62,"Rain,Fog"
+2012-08-10 19:00:00,19.6,18.5,93,24,4.8,100.63,"Rain,Fog"
+2012-08-10 20:00:00,19.1,17.9,93,17,12.9,100.65,Rain
+2012-08-10 21:00:00,18.5,17.7,95,22,16.1,100.62,Rain
+2012-08-10 22:00:00,18.2,17.4,95,20,25.0,100.58,Cloudy
+2012-08-10 23:00:00,18.0,17.2,95,19,25.0,100.56,Cloudy
+2012-08-11 00:00:00,17.9,17.0,94,20,16.1,100.57,Cloudy
+2012-08-11 01:00:00,17.5,16.7,95,19,16.1,100.57,Cloudy
+2012-08-11 02:00:00,17.6,16.8,95,19,16.1,100.54,Cloudy
+2012-08-11 03:00:00,17.5,16.7,95,22,16.1,100.53,Cloudy
+2012-08-11 04:00:00,17.2,16.7,97,24,16.1,100.54,Rain Showers
+2012-08-11 05:00:00,17.2,16.7,97,22,12.9,100.57,Cloudy
+2012-08-11 06:00:00,17.4,16.7,96,20,16.1,100.61,Cloudy
+2012-08-11 07:00:00,18.4,17.2,93,17,12.9,100.65,Cloudy
+2012-08-11 08:00:00,19.4,17.8,90,15,12.9,100.66,Cloudy
+2012-08-11 09:00:00,20.4,18.0,86,15,24.1,100.66,Cloudy
+2012-08-11 10:00:00,22.3,19.0,82,11,24.1,100.65,Cloudy
+2012-08-11 11:00:00,23.9,19.8,78,13,24.1,100.61,Mostly Cloudy
+2012-08-11 12:00:00,26.1,20.6,72,9,24.1,100.58,Mostly Cloudy
+2012-08-11 13:00:00,26.9,20.0,66,15,24.1,100.51,Cloudy
+2012-08-11 14:00:00,27.3,20.1,65,17,24.1,100.47,Cloudy
+2012-08-11 15:00:00,27.5,19.9,63,19,24.1,100.42,Cloudy
+2012-08-11 16:00:00,26.8,20.5,68,9,24.1,100.36,Cloudy
+2012-08-11 17:00:00,20.2,19.5,96,32,12.9,100.58,"Thunderstorms,Rain Showers"
+2012-08-11 18:00:00,19.6,18.7,95,19,24.1,100.59,Rain Showers
+2012-08-11 19:00:00,20.4,18.6,89,11,24.1,100.59,Mainly Clear
+2012-08-11 20:00:00,19.9,18.9,94,13,25.0,100.65,Mostly Cloudy
+2012-08-11 21:00:00,20.0,18.5,91,9,25.0,100.68,Mostly Cloudy
+2012-08-11 22:00:00,20.0,18.6,92,9,25.0,100.72,Cloudy
+2012-08-11 23:00:00,20.0,18.8,93,9,25.0,100.71,Mostly Cloudy
+2012-08-12 00:00:00,20.1,18.9,93,4,19.3,100.7,Mostly Cloudy
+2012-08-12 01:00:00,19.7,19.2,97,6,19.3,100.69,Cloudy
+2012-08-12 02:00:00,19.7,19.0,96,4,12.9,100.66,Cloudy
+2012-08-12 03:00:00,19.5,19.0,97,0,12.9,100.65,Mostly Cloudy
+2012-08-12 04:00:00,19.5,18.8,96,4,9.7,100.68,Fog
+2012-08-12 05:00:00,19.6,18.7,95,4,8.0,100.75,Fog
+2012-08-12 06:00:00,19.8,18.9,95,9,12.9,100.75,Mostly Cloudy
+2012-08-12 07:00:00,20.5,19.0,91,7,24.1,100.79,Mostly Cloudy
+2012-08-12 08:00:00,21.6,17.8,79,15,24.1,100.8,Mostly Cloudy
+2012-08-12 09:00:00,22.3,16.6,70,19,48.3,100.79,Mainly Clear
+2012-08-12 10:00:00,22.9,16.7,68,17,48.3,100.76,Mainly Clear
+2012-08-12 11:00:00,24.0,17.6,67,13,48.3,100.72,Mainly Clear
+2012-08-12 12:00:00,24.4,16.9,63,17,48.3,100.67,Mainly Clear
+2012-08-12 13:00:00,25.4,17.2,60,13,48.3,100.64,Mainly Clear
+2012-08-12 14:00:00,26.4,17.0,56,13,48.3,100.62,Mainly Clear
+2012-08-12 15:00:00,26.2,16.9,57,15,48.3,100.58,Mainly Clear
+2012-08-12 16:00:00,26.7,16.9,55,17,48.3,100.56,Mainly Clear
+2012-08-12 17:00:00,26.0,16.9,57,17,24.1,100.55,Mostly Cloudy
+2012-08-12 18:00:00,23.2,18.6,75,15,48.3,100.61,Mainly Clear
+2012-08-12 19:00:00,23.2,17.8,72,15,24.1,100.63,Mainly Clear
+2012-08-12 20:00:00,22.9,17.5,72,13,25.0,100.69,Mainly Clear
+2012-08-12 21:00:00,22.3,17.8,76,11,25.0,100.71,Mainly Clear
+2012-08-12 22:00:00,21.8,17.7,78,17,25.0,100.7,Mainly Clear
+2012-08-12 23:00:00,21.8,17.8,78,19,25.0,100.69,Mainly Clear
+2012-08-13 00:00:00,21.3,17.3,78,22,25.0,100.68,Clear
+2012-08-13 01:00:00,20.9,17.5,81,15,25.0,100.68,Clear
+2012-08-13 02:00:00,20.4,17.6,84,13,25.0,100.67,Mainly Clear
+2012-08-13 03:00:00,20.2,18.0,87,9,25.0,100.7,Mainly Clear
+2012-08-13 04:00:00,19.5,17.3,87,9,25.0,100.74,Mainly Clear
+2012-08-13 05:00:00,19.5,17.5,88,13,24.1,100.78,Mainly Clear
+2012-08-13 06:00:00,19.7,17.6,88,13,24.1,100.81,Mainly Clear
+2012-08-13 07:00:00,19.9,17.5,86,19,19.3,100.87,Cloudy
+2012-08-13 08:00:00,20.9,18.0,83,13,19.3,100.89,Mostly Cloudy
+2012-08-13 09:00:00,21.9,18.0,79,15,19.3,100.88,Mostly Cloudy
+2012-08-13 10:00:00,22.4,17.8,75,22,19.3,100.88,Mostly Cloudy
+2012-08-13 11:00:00,22.5,17.8,75,20,24.1,100.87,Mostly Cloudy
+2012-08-13 12:00:00,23.8,17.4,67,17,24.1,100.85,Mostly Cloudy
+2012-08-13 13:00:00,25.2,17.9,64,20,24.1,100.82,Mostly Cloudy
+2012-08-13 14:00:00,25.1,17.4,62,19,24.1,100.79,Mostly Cloudy
+2012-08-13 15:00:00,25.4,17.4,61,13,24.1,100.74,Mostly Cloudy
+2012-08-13 16:00:00,25.2,17.1,61,19,24.1,100.76,Mostly Cloudy
+2012-08-13 17:00:00,24.5,18.0,67,11,24.1,100.78,Mostly Cloudy
+2012-08-13 18:00:00,24.6,16.9,62,11,24.1,100.8,Mostly Cloudy
+2012-08-13 19:00:00,24.4,17.4,65,7,24.1,100.8,Mainly Clear
+2012-08-13 20:00:00,23.2,17.6,71,7,25.0,100.83,Mainly Clear
+2012-08-13 21:00:00,22.4,17.8,75,6,25.0,100.87,Mainly Clear
+2012-08-13 22:00:00,22.2,17.7,76,9,25.0,100.88,Mainly Clear
+2012-08-13 23:00:00,21.7,17.3,76,9,25.0,100.86,Mainly Clear
+2012-08-14 00:00:00,21.2,17.4,79,7,25.0,100.85,Mainly Clear
+2012-08-14 01:00:00,21.1,17.7,81,9,25.0,100.85,Mainly Clear
+2012-08-14 02:00:00,20.9,18.2,85,11,25.0,100.83,Mostly Cloudy
+2012-08-14 03:00:00,20.7,17.6,82,11,25.0,100.82,Mainly Clear
+2012-08-14 04:00:00,19.5,17.4,88,6,25.0,100.83,Mostly Cloudy
+2012-08-14 05:00:00,19.8,17.3,86,7,24.1,100.84,Mainly Clear
+2012-08-14 06:00:00,20.9,17.2,79,9,24.1,100.83,Mostly Cloudy
+2012-08-14 07:00:00,21.0,16.7,76,13,24.1,100.88,Mostly Cloudy
+2012-08-14 08:00:00,21.9,17.1,74,9,24.1,100.87,Mostly Cloudy
+2012-08-14 09:00:00,21.9,17.8,78,11,24.1,100.89,Cloudy
+2012-08-14 10:00:00,21.9,18.1,79,15,24.1,100.88,Cloudy
+2012-08-14 11:00:00,21.9,18.2,80,15,24.1,100.86,Cloudy
+2012-08-14 12:00:00,22.6,18.5,78,9,24.1,100.84,Cloudy
+2012-08-14 13:00:00,23.7,19.2,76,15,24.1,100.79,Mostly Cloudy
+2012-08-14 14:00:00,24.2,18.5,71,13,24.1,100.75,Mostly Cloudy
+2012-08-14 15:00:00,25.7,18.4,64,15,24.1,100.71,Mostly Cloudy
+2012-08-14 16:00:00,24.5,17.2,64,7,24.1,100.69,Mostly Cloudy
+2012-08-14 17:00:00,24.9,17.2,62,7,24.1,100.67,Mostly Cloudy
+2012-08-14 18:00:00,24.5,17.1,63,6,24.1,100.69,Mostly Cloudy
+2012-08-14 19:00:00,24.3,17.2,65,0,24.1,100.67,Mostly Cloudy
+2012-08-14 20:00:00,23.3,17.8,71,6,25.0,100.68,Mostly Cloudy
+2012-08-14 21:00:00,23.0,18.5,76,6,25.0,100.69,Cloudy
+2012-08-14 22:00:00,22.2,17.7,76,4,25.0,100.66,Cloudy
+2012-08-14 23:00:00,21.7,17.8,79,4,25.0,100.64,Cloudy
+2012-08-15 00:00:00,21.4,17.4,78,4,25.0,100.61,Cloudy
+2012-08-15 01:00:00,21.2,18.0,82,20,25.0,100.65,Rain Showers
+2012-08-15 02:00:00,19.5,18.7,95,9,25.0,100.63,Rain
+2012-08-15 03:00:00,19.1,18.0,93,9,25.0,100.58,Cloudy
+2012-08-15 04:00:00,18.8,17.7,93,4,19.3,100.56,Cloudy
+2012-08-15 05:00:00,18.9,17.6,92,4,24.1,100.62,Cloudy
+2012-08-15 06:00:00,19.3,17.5,89,0,24.1,100.65,Cloudy
+2012-08-15 07:00:00,18.8,17.7,93,0,24.1,100.69,Drizzle
+2012-08-15 08:00:00,20.1,18.2,89,0,24.1,100.69,Mostly Cloudy
+2012-08-15 09:00:00,21.0,18.4,85,11,24.1,100.73,Mostly Cloudy
+2012-08-15 10:00:00,21.5,18.3,82,13,24.1,100.75,Cloudy
+2012-08-15 11:00:00,21.6,18.2,81,9,24.1,100.78,Mostly Cloudy
+2012-08-15 12:00:00,23.7,17.8,70,7,24.1,100.73,Mostly Cloudy
+2012-08-15 13:00:00,25.3,18.0,64,9,24.1,100.72,Mostly Cloudy
+2012-08-15 14:00:00,25.2,16.7,59,15,24.1,100.7,Mainly Clear
+2012-08-15 15:00:00,25.7,17.8,62,15,24.1,100.68,Mainly Clear
+2012-08-15 16:00:00,25.7,16.4,56,17,24.1,100.69,Mainly Clear
+2012-08-15 17:00:00,25.6,15.7,54,13,24.1,100.67,Mainly Clear
+2012-08-15 18:00:00,24.9,16.0,58,13,24.1,100.68,Mainly Clear
+2012-08-15 19:00:00,22.5,16.1,67,7,24.1,100.69,Mainly Clear
+2012-08-15 20:00:00,21.7,16.1,70,6,25.0,100.71,Mainly Clear
+2012-08-15 21:00:00,20.4,15.9,75,6,25.0,100.7,Clear
+2012-08-15 22:00:00,19.9,16.0,78,7,25.0,100.76,Mainly Clear
+2012-08-15 23:00:00,20.6,16.5,77,0,25.0,100.81,Mainly Clear
+2012-08-16 00:00:00,18.9,16.2,84,9,25.0,100.76,Clear
+2012-08-16 01:00:00,18.5,16.0,85,9,25.0,100.76,Mainly Clear
+2012-08-16 02:00:00,17.8,15.7,88,6,25.0,100.75,Mainly Clear
+2012-08-16 03:00:00,17.4,15.6,89,6,25.0,100.76,Mainly Clear
+2012-08-16 04:00:00,16.7,15.2,91,6,25.0,100.79,Mainly Clear
+2012-08-16 05:00:00,16.6,15.3,92,0,25.0,100.81,Mainly Clear
+2012-08-16 06:00:00,18.2,15.7,85,0,48.3,100.85,Mainly Clear
+2012-08-16 07:00:00,19.3,16.8,85,9,24.1,100.87,Mostly Cloudy
+2012-08-16 08:00:00,20.5,17.2,81,7,48.3,100.82,Mainly Clear
+2012-08-16 09:00:00,21.7,17.8,79,0,48.3,100.79,Mostly Cloudy
+2012-08-16 10:00:00,23.8,17.7,69,0,24.1,100.78,Mainly Clear
+2012-08-16 11:00:00,23.8,17.3,67,7,24.1,100.74,Mostly Cloudy
+2012-08-16 12:00:00,24.9,16.7,60,6,24.1,100.71,Mostly Cloudy
+2012-08-16 13:00:00,25.8,17.3,59,11,24.1,100.71,Mainly Clear
+2012-08-16 14:00:00,25.9,15.7,53,17,24.1,100.71,Mainly Clear
+2012-08-16 15:00:00,26.9,15.6,50,13,24.1,100.63,Mainly Clear
+2012-08-16 16:00:00,27.0,12.6,41,7,24.1,100.54,Mainly Clear
+2012-08-16 17:00:00,26.4,14.7,49,9,24.1,100.53,Mainly Clear
+2012-08-16 18:00:00,24.9,14.4,52,7,24.1,100.49,Clear
+2012-08-16 19:00:00,23.7,13.8,54,4,24.1,100.5,Mainly Clear
+2012-08-16 20:00:00,23.5,15.3,60,6,25.0,100.52,Mainly Clear
+2012-08-16 21:00:00,21.6,17.4,77,6,25.0,100.5,Mainly Clear
+2012-08-16 22:00:00,22.0,17.5,76,4,25.0,100.48,Mainly Clear
+2012-08-16 23:00:00,22.3,17.6,75,9,25.0,100.48,Mainly Clear
+2012-08-17 00:00:00,21.9,17.0,74,7,25.0,100.51,Mainly Clear
+2012-08-17 01:00:00,21.1,17.3,79,11,25.0,100.47,Clear
+2012-08-17 02:00:00,18.9,16.5,86,4,25.0,100.44,Clear
+2012-08-17 03:00:00,18.7,16.3,86,0,25.0,100.37,Clear
+2012-08-17 04:00:00,18.2,16.1,88,11,25.0,100.32,Mainly Clear
+2012-08-17 05:00:00,17.6,15.3,86,7,25.0,100.3,Clear
+2012-08-17 06:00:00,18.2,14.9,81,11,24.1,100.28,Mostly Cloudy
+2012-08-17 07:00:00,19.5,16.0,80,15,24.1,100.24,Mostly Cloudy
+2012-08-17 08:00:00,21.1,17.3,79,17,24.1,100.21,Cloudy
+2012-08-17 09:00:00,21.4,17.0,76,17,24.1,100.17,Rain Showers
+2012-08-17 10:00:00,21.8,17.0,74,13,24.1,100.13,Cloudy
+2012-08-17 11:00:00,23.5,17.8,70,11,24.1,100.1,Cloudy
+2012-08-17 12:00:00,22.7,19.1,80,15,24.1,100.09,Rain Showers
+2012-08-17 13:00:00,24.1,19.2,74,20,24.1,100.06,Cloudy
+2012-08-17 14:00:00,24.8,18.6,68,24,24.1,100.06,Cloudy
+2012-08-17 15:00:00,24.9,15.8,57,30,24.1,100.11,Mostly Cloudy
+2012-08-17 16:00:00,24.3,14.6,55,28,24.1,100.14,Mostly Cloudy
+2012-08-17 17:00:00,24.8,15.7,57,30,24.1,100.15,Mostly Cloudy
+2012-08-17 18:00:00,23.9,16.1,62,24,48.3,100.19,Mostly Cloudy
+2012-08-17 19:00:00,23.4,16.3,64,17,48.3,100.24,Mainly Clear
+2012-08-17 20:00:00,22.4,15.8,66,13,25.0,100.34,Mainly Clear
+2012-08-17 21:00:00,21.7,14.9,65,9,25.0,100.37,Mainly Clear
+2012-08-17 22:00:00,21.1,14.2,65,13,25.0,100.4,Mainly Clear
+2012-08-17 23:00:00,18.6,13.0,70,13,25.0,100.44,Mainly Clear
+2012-08-18 00:00:00,18.1,11.3,64,11,25.0,100.47,Mainly Clear
+2012-08-18 01:00:00,17.7,11.3,66,9,25.0,100.51,Clear
+2012-08-18 02:00:00,15.3,11.1,76,7,25.0,100.52,Mainly Clear
+2012-08-18 03:00:00,15.7,11.2,75,7,25.0,100.54,Mainly Clear
+2012-08-18 04:00:00,14.8,10.9,77,11,25.0,100.57,Mainly Clear
+2012-08-18 05:00:00,14.8,11.1,78,13,24.1,100.64,Mainly Clear
+2012-08-18 06:00:00,15.1,12.0,82,17,48.3,100.69,Mainly Clear
+2012-08-18 07:00:00,15.6,12.2,80,20,48.3,100.77,Mainly Clear
+2012-08-18 08:00:00,17.1,12.6,75,17,48.3,100.79,Mainly Clear
+2012-08-18 09:00:00,18.0,11.7,67,19,24.1,100.82,Mainly Clear
+2012-08-18 10:00:00,18.3,11.6,65,17,24.1,100.83,Mostly Cloudy
+2012-08-18 11:00:00,19.0,10.9,59,19,48.3,100.84,Mostly Cloudy
+2012-08-18 12:00:00,21.0,11.2,53,22,48.3,100.83,Mainly Clear
+2012-08-18 13:00:00,21.2,10.4,50,20,48.3,100.85,Mainly Clear
+2012-08-18 14:00:00,20.1,10.2,53,17,48.3,100.81,Mainly Clear
+2012-08-18 15:00:00,22.0,9.3,44,20,48.3,100.79,Mainly Clear
+2012-08-18 16:00:00,21.3,7.8,42,22,48.3,100.78,Mostly Cloudy
+2012-08-18 17:00:00,21.3,8.1,43,13,48.3,100.78,Mostly Cloudy
+2012-08-18 18:00:00,20.8,6.9,40,15,48.3,100.8,Mostly Cloudy
+2012-08-18 19:00:00,18.4,7.6,49,11,48.3,100.83,Mainly Clear
+2012-08-18 20:00:00,18.6,7.9,50,7,25.0,100.88,Clear
+2012-08-18 21:00:00,15.9,8.6,62,6,25.0,100.88,Clear
+2012-08-18 22:00:00,15.2,8.9,66,6,25.0,100.89,Mainly Clear
+2012-08-18 23:00:00,16.6,10.2,66,0,25.0,100.91,Clear
+2012-08-19 00:00:00,16.0,11.5,75,9,25.0,100.96,Clear
+2012-08-19 01:00:00,16.6,9.9,65,13,25.0,100.98,Clear
+2012-08-19 02:00:00,16.3,11.2,72,13,25.0,100.96,Clear
+2012-08-19 03:00:00,15.8,11.2,74,11,25.0,100.94,Clear
+2012-08-19 04:00:00,13.3,10.9,85,7,25.0,100.94,Clear
+2012-08-19 05:00:00,12.8,11.0,89,9,24.1,100.97,Mainly Clear
+2012-08-19 06:00:00,15.2,12.2,82,15,48.3,101.02,Mainly Clear
+2012-08-19 07:00:00,16.5,12.6,78,13,48.3,101.06,Mainly Clear
+2012-08-19 08:00:00,17.5,13.3,76,15,48.3,101.06,Clear
+2012-08-19 09:00:00,19.4,14.3,72,11,48.3,101.06,Mainly Clear
+2012-08-19 10:00:00,20.6,14.5,68,9,48.3,101.02,Mainly Clear
+2012-08-19 11:00:00,22.5,13.8,58,15,48.3,101.0,Mainly Clear
+2012-08-19 12:00:00,23.3,12.7,51,15,48.3,100.93,Mostly Cloudy
+2012-08-19 13:00:00,23.3,11.3,47,13,48.3,100.9,Mostly Cloudy
+2012-08-19 14:00:00,24.5,10.6,42,15,48.3,100.84,Mostly Cloudy
+2012-08-19 15:00:00,23.5,11.3,46,17,48.3,100.77,Mostly Cloudy
+2012-08-19 16:00:00,23.5,11.0,45,13,48.3,100.74,Cloudy
+2012-08-19 17:00:00,23.7,10.6,44,13,48.3,100.73,Mostly Cloudy
+2012-08-19 18:00:00,22.1,12.3,54,9,48.3,100.74,Mostly Cloudy
+2012-08-19 19:00:00,20.7,11.7,56,11,48.3,100.75,Mostly Cloudy
+2012-08-19 20:00:00,19.5,12.1,62,6,25.0,100.83,Mainly Clear
+2012-08-19 21:00:00,16.7,12.2,75,4,25.0,100.81,Mainly Clear
+2012-08-19 22:00:00,17.6,11.6,68,0,25.0,100.79,Clear
+2012-08-19 23:00:00,16.8,11.6,71,0,25.0,100.78,Mainly Clear
+2012-08-20 00:00:00,15.4,11.9,80,0,25.0,100.79,Mainly Clear
+2012-08-20 01:00:00,16.5,13.6,83,0,25.0,100.75,Mainly Clear
+2012-08-20 02:00:00,15.3,13.5,89,0,25.0,100.75,Clear
+2012-08-20 03:00:00,15.6,13.3,86,0,25.0,100.75,Mainly Clear
+2012-08-20 04:00:00,15.3,13.2,87,0,25.0,100.72,Mainly Clear
+2012-08-20 05:00:00,14.5,13.4,93,0,25.0,100.72,Mainly Clear
+2012-08-20 06:00:00,16.0,12.8,81,6,48.3,100.76,Mainly Clear
+2012-08-20 07:00:00,17.8,13.6,76,7,48.3,100.77,Mainly Clear
+2012-08-20 08:00:00,19.0,14.4,75,11,48.3,100.76,Mainly Clear
+2012-08-20 09:00:00,20.2,13.9,67,11,48.3,100.78,Clear
+2012-08-20 10:00:00,21.6,14.2,63,17,48.3,100.77,Mostly Cloudy
+2012-08-20 11:00:00,23.1,15.7,63,13,48.3,100.74,Mainly Clear
+2012-08-20 12:00:00,24.8,13.5,49,17,24.1,100.69,Mainly Clear
+2012-08-20 13:00:00,24.6,13.2,49,17,24.1,100.64,Mainly Clear
+2012-08-20 14:00:00,25.2,11.7,43,11,24.1,100.62,Mainly Clear
+2012-08-20 15:00:00,24.6,10.5,41,15,24.1,100.6,Mainly Clear
+2012-08-20 16:00:00,24.4,10.4,41,13,24.1,100.56,Clear
+2012-08-20 17:00:00,23.8,10.6,43,13,24.1,100.57,Mainly Clear
+2012-08-20 18:00:00,22.5,10.0,45,17,24.1,100.64,Mainly Clear
+2012-08-20 19:00:00,20.1,9.0,49,9,24.1,100.69,Mainly Clear
+2012-08-20 20:00:00,18.4,9.4,56,9,25.0,100.75,Clear
+2012-08-20 21:00:00,18.2,9.9,58,7,25.0,100.77,Mainly Clear
+2012-08-20 22:00:00,18.5,10.0,58,7,25.0,100.78,Mainly Clear
+2012-08-20 23:00:00,16.6,10.8,69,6,25.0,100.8,Mainly Clear
+2012-08-21 00:00:00,16.5,10.4,67,4,25.0,100.82,Mainly Clear
+2012-08-21 01:00:00,15.0,10.8,76,4,25.0,100.85,Mainly Clear
+2012-08-21 02:00:00,15.9,11.0,73,0,25.0,100.9,Mostly Cloudy
+2012-08-21 03:00:00,15.9,11.3,74,0,25.0,100.92,Mostly Cloudy
+2012-08-21 04:00:00,16.1,11.0,72,6,25.0,100.93,Mainly Clear
+2012-08-21 05:00:00,15.0,10.3,73,0,24.1,100.99,Mainly Clear
+2012-08-21 06:00:00,14.6,10.9,78,7,48.3,101.02,Mainly Clear
+2012-08-21 07:00:00,17.2,12.6,74,6,48.3,101.08,Mainly Clear
+2012-08-21 08:00:00,19.3,11.8,62,7,48.3,101.12,Mostly Cloudy
+2012-08-21 09:00:00,20.4,9.1,48,13,48.3,101.15,Mostly Cloudy
+2012-08-21 10:00:00,21.8,10.9,50,13,48.3,101.18,Mainly Clear
+2012-08-21 11:00:00,21.1,9.6,48,11,48.3,101.17,Mainly Clear
+2012-08-21 12:00:00,23.7,10.4,43,17,48.3,101.19,Mainly Clear
+2012-08-21 13:00:00,23.2,10.3,44,22,48.3,101.19,Mostly Cloudy
+2012-08-21 14:00:00,22.6,10.9,48,15,48.3,101.18,Mostly Cloudy
+2012-08-21 15:00:00,23.4,11.4,47,19,48.3,101.15,Mostly Cloudy
+2012-08-21 16:00:00,23.1,11.9,49,17,48.3,101.14,Mostly Cloudy
+2012-08-21 17:00:00,22.6,10.9,48,19,48.3,101.17,Mostly Cloudy
+2012-08-21 18:00:00,22.4,10.8,48,13,48.3,101.18,Mostly Cloudy
+2012-08-21 19:00:00,22.1,11.7,52,7,48.3,101.21,Mostly Cloudy
+2012-08-21 20:00:00,21.5,10.7,50,6,25.0,101.25,Mainly Clear
+2012-08-21 21:00:00,19.2,12.9,67,20,24.1,101.36,Mostly Cloudy
+2012-08-21 22:00:00,18.5,13.3,72,6,25.0,101.33,Mostly Cloudy
+2012-08-21 23:00:00,18.1,13.6,75,4,25.0,101.34,Mostly Cloudy
+2012-08-22 00:00:00,19.0,14.6,76,13,25.0,101.34,Mostly Cloudy
+2012-08-22 01:00:00,18.6,14.7,78,15,25.0,101.33,Rain Showers
+2012-08-22 02:00:00,18.8,13.8,73,11,25.0,101.35,Mostly Cloudy
+2012-08-22 03:00:00,18.8,12.0,65,13,25.0,101.38,Cloudy
+2012-08-22 04:00:00,18.6,12.1,66,9,25.0,101.39,Cloudy
+2012-08-22 05:00:00,18.0,12.4,70,7,48.3,101.41,Mainly Clear
+2012-08-22 06:00:00,17.6,12.6,72,6,48.3,101.45,Mainly Clear
+2012-08-22 07:00:00,18.9,12.1,65,15,48.3,101.46,Mainly Clear
+2012-08-22 08:00:00,19.9,11.7,59,15,48.3,101.48,Mainly Clear
+2012-08-22 09:00:00,21.1,12.9,59,15,48.3,101.5,Mostly Cloudy
+2012-08-22 10:00:00,22.0,14.1,61,17,48.3,101.5,Mainly Clear
+2012-08-22 11:00:00,23.2,13.9,56,24,48.3,101.46,Mainly Clear
+2012-08-22 12:00:00,24.4,12.9,49,24,48.3,101.44,Mainly Clear
+2012-08-22 13:00:00,25.8,12.8,44,24,48.3,101.39,Mainly Clear
+2012-08-22 14:00:00,25.5,11.5,42,19,48.3,101.35,Mainly Clear
+2012-08-22 15:00:00,25.7,10.9,39,20,48.3,101.33,Clear
+2012-08-22 16:00:00,25.6,10.6,39,28,48.3,101.28,Mainly Clear
+2012-08-22 17:00:00,25.4,10.9,40,15,48.3,101.27,Mainly Clear
+2012-08-22 18:00:00,25.1,10.5,40,11,48.3,101.24,Mainly Clear
+2012-08-22 19:00:00,23.9,12.7,49,9,48.3,101.25,Mainly Clear
+2012-08-22 20:00:00,23.3,14.6,58,13,25.0,101.28,Mainly Clear
+2012-08-22 21:00:00,22.5,14.2,59,15,25.0,101.29,Clear
+2012-08-22 22:00:00,21.9,14.0,61,17,25.0,101.27,Mainly Clear
+2012-08-22 23:00:00,21.5,12.7,57,19,25.0,101.26,Mainly Clear
+2012-08-23 00:00:00,20.7,12.0,57,11,24.1,101.29,Mainly Clear
+2012-08-23 01:00:00,20.2,12.9,63,13,25.0,101.29,Mainly Clear
+2012-08-23 02:00:00,19.3,13.0,67,13,25.0,101.32,Mostly Cloudy
+2012-08-23 03:00:00,18.9,12.8,68,13,25.0,101.31,Mainly Clear
+2012-08-23 04:00:00,18.9,13.5,71,15,25.0,101.31,Mainly Clear
+2012-08-23 05:00:00,18.5,14.3,77,15,25.0,101.33,Mainly Clear
+2012-08-23 06:00:00,19.1,15.2,78,24,24.1,101.36,Mainly Clear
+2012-08-23 07:00:00,20.3,15.9,76,19,24.1,101.37,Clear
+2012-08-23 08:00:00,21.8,15.8,69,22,24.1,101.37,Mainly Clear
+2012-08-23 09:00:00,22.9,16.8,69,24,48.3,101.39,Mainly Clear
+2012-08-23 10:00:00,23.9,15.1,58,22,48.3,101.39,Mainly Clear
+2012-08-23 11:00:00,26.0,16.0,54,24,48.3,101.37,Mainly Clear
+2012-08-23 12:00:00,26.5,15.5,51,28,48.3,101.36,Mostly Cloudy
+2012-08-23 13:00:00,27.0,15.6,50,26,48.3,101.37,Mostly Cloudy
+2012-08-23 14:00:00,25.0,15.4,55,13,24.1,101.37,Rain Showers
+2012-08-23 15:00:00,25.8,16.2,55,19,48.3,101.35,Mostly Cloudy
+2012-08-23 16:00:00,25.6,15.5,54,22,48.3,101.34,Mainly Clear
+2012-08-23 17:00:00,25.9,15.7,53,17,48.3,101.33,Mainly Clear
+2012-08-23 18:00:00,25.0,16.0,57,11,48.3,101.34,Mainly Clear
+2012-08-23 19:00:00,22.6,15.8,65,9,25.0,101.36,Mainly Clear
+2012-08-23 20:00:00,21.8,16.1,70,7,25.0,101.41,Clear
+2012-08-23 21:00:00,22.9,16.6,68,7,25.0,101.47,Mainly Clear
+2012-08-23 22:00:00,20.5,16.3,77,6,25.0,101.53,Mostly Cloudy
+2012-08-23 23:00:00,21.8,16.7,73,6,25.0,101.55,Mainly Clear
+2012-08-24 00:00:00,19.1,16.2,83,4,25.0,101.59,Mainly Clear
+2012-08-24 01:00:00,19.2,15.6,80,13,25.0,101.62,Mainly Clear
+2012-08-24 02:00:00,20.4,12.4,60,9,25.0,101.63,Mostly Cloudy
+2012-08-24 03:00:00,19.6,12.4,63,13,25.0,101.64,Mainly Clear
+2012-08-24 04:00:00,19.0,12.6,66,13,25.0,101.65,Mainly Clear
+2012-08-24 05:00:00,16.4,13.7,84,6,48.3,101.72,Mainly Clear
+2012-08-24 06:00:00,16.6,12.9,79,11,48.3,101.76,Mainly Clear
+2012-08-24 07:00:00,18.5,12.4,68,11,24.1,101.78,Mainly Clear
+2012-08-24 08:00:00,20.7,13.0,61,7,24.1,101.8,Clear
+2012-08-24 09:00:00,22.1,13.1,57,9,48.3,101.81,Mainly Clear
+2012-08-24 10:00:00,24.2,13.3,51,13,48.3,101.84,Mainly Clear
+2012-08-24 11:00:00,25.4,13.4,47,0,48.3,101.82,Mainly Clear
+2012-08-24 12:00:00,26.5,13.9,46,6,48.3,101.8,Mainly Clear
+2012-08-24 13:00:00,27.3,14.2,45,4,48.3,101.77,Mainly Clear
+2012-08-24 14:00:00,27.7,13.5,42,11,48.3,101.71,Mainly Clear
+2012-08-24 15:00:00,27.7,12.5,39,9,48.3,101.69,Mainly Clear
+2012-08-24 16:00:00,27.9,13.3,41,11,48.3,101.68,Mainly Clear
+2012-08-24 17:00:00,27.3,13.7,43,6,48.3,101.7,Mainly Clear
+2012-08-24 18:00:00,25.8,14.2,49,6,24.1,101.71,Mainly Clear
+2012-08-24 19:00:00,26.1,13.4,45,11,25.0,101.73,Mostly Cloudy
+2012-08-24 20:00:00,25.9,13.1,45,13,25.0,101.76,Mostly Cloudy
+2012-08-24 21:00:00,24.9,13.3,48,7,25.0,101.77,Mainly Clear
+2012-08-24 22:00:00,23.0,14.3,58,11,25.0,101.77,Mainly Clear
+2012-08-24 23:00:00,22.4,13.8,58,13,25.0,101.79,Mainly Clear
+2012-08-25 00:00:00,22.1,13.9,60,9,25.0,101.8,Mostly Cloudy
+2012-08-25 01:00:00,21.6,14.0,62,11,25.0,101.77,Mainly Clear
+2012-08-25 02:00:00,20.9,13.7,63,6,25.0,101.8,Mainly Clear
+2012-08-25 03:00:00,20.9,14.0,65,6,25.0,101.8,Mainly Clear
+2012-08-25 04:00:00,20.8,14.3,66,11,25.0,101.81,Mainly Clear
+2012-08-25 05:00:00,20.4,14.6,69,4,24.1,101.88,Mainly Clear
+2012-08-25 06:00:00,20.2,15.1,72,6,24.1,101.93,Mainly Clear
+2012-08-25 07:00:00,21.5,15.9,70,6,24.1,101.96,Mainly Clear
+2012-08-25 08:00:00,21.9,16.4,71,4,24.1,101.96,Mainly Clear
+2012-08-25 09:00:00,24.8,16.7,61,6,48.3,101.97,Mainly Clear
+2012-08-25 10:00:00,26.4,16.6,55,7,48.3,101.97,Clear
+2012-08-25 11:00:00,27.1,17.0,54,7,48.3,101.94,Mainly Clear
+2012-08-25 12:00:00,29.1,17.3,49,7,48.3,101.92,Mainly Clear
+2012-08-25 13:00:00,30.1,16.7,45,11,48.3,101.84,Clear
+2012-08-25 14:00:00,30.8,15.7,40,7,48.3,101.79,Mainly Clear
+2012-08-25 15:00:00,31.1,15.2,38,9,48.3,101.75,Mainly Clear
+2012-08-25 16:00:00,31.1,16.6,42,13,48.3,101.74,Mainly Clear
+2012-08-25 17:00:00,30.2,17.1,45,11,48.3,101.72,Mainly Clear
+2012-08-25 18:00:00,28.9,16.5,47,13,48.3,101.74,Mainly Clear
+2012-08-25 19:00:00,27.0,16.3,52,9,25.0,101.76,Mainly Clear
+2012-08-25 20:00:00,26.5,16.6,55,13,25.0,101.78,Mainly Clear
+2012-08-25 21:00:00,25.3,17.1,60,11,25.0,101.76,Clear
+2012-08-25 22:00:00,23.9,17.3,67,9,25.0,101.8,Clear
+2012-08-25 23:00:00,24.0,18.0,69,9,25.0,101.83,Clear
+2012-08-26 00:00:00,22.1,18.0,78,11,25.0,101.85,Clear
+2012-08-26 01:00:00,22.4,18.4,78,6,25.0,101.89,Clear
+2012-08-26 02:00:00,23.4,16.9,67,7,25.0,101.9,Clear
+2012-08-26 03:00:00,23.5,16.9,66,15,25.0,101.91,Clear
+2012-08-26 04:00:00,23.2,16.9,68,7,25.0,101.95,Clear
+2012-08-26 05:00:00,21.2,16.9,76,6,24.1,102.02,Clear
+2012-08-26 06:00:00,20.9,17.2,79,0,24.1,102.06,Clear
+2012-08-26 07:00:00,22.9,17.1,70,9,24.1,102.1,Clear
+2012-08-26 08:00:00,24.2,17.3,65,15,24.1,102.09,Mainly Clear
+2012-08-26 09:00:00,24.7,17.5,64,11,24.1,102.08,Mainly Clear
+2012-08-26 10:00:00,26.3,17.7,59,15,48.3,102.07,Mainly Clear
+2012-08-26 11:00:00,27.9,17.4,53,20,48.3,102.04,Mainly Clear
+2012-08-26 12:00:00,28.9,17.1,49,17,48.3,101.99,Mainly Clear
+2012-08-26 13:00:00,29.7,16.7,46,13,48.3,101.92,Mainly Clear
+2012-08-26 14:00:00,30.2,15.5,41,17,48.3,101.81,Mainly Clear
+2012-08-26 15:00:00,30.1,15.7,42,13,48.3,101.76,Mainly Clear
+2012-08-26 16:00:00,30.4,16.1,42,11,48.3,101.68,Mainly Clear
+2012-08-26 17:00:00,29.5,16.8,46,4,48.3,101.62,Mainly Clear
+2012-08-26 18:00:00,28.5,15.2,44,11,48.3,101.56,Mainly Clear
+2012-08-26 19:00:00,27.2,14.9,47,15,25.0,101.55,Mainly Clear
+2012-08-26 20:00:00,25.7,15.8,54,11,25.0,101.56,Mainly Clear
+2012-08-26 21:00:00,24.8,16.1,58,9,25.0,101.55,Mostly Cloudy
+2012-08-26 22:00:00,23.9,16.9,65,15,25.0,101.52,Mostly Cloudy
+2012-08-26 23:00:00,24.3,17.5,66,15,25.0,101.51,Mostly Cloudy
+2012-08-27 00:00:00,24.3,16.9,63,15,25.0,101.49,Mostly Cloudy
+2012-08-27 01:00:00,23.2,17.0,68,11,25.0,101.44,Mainly Clear
+2012-08-27 02:00:00,22.3,16.2,68,11,25.0,101.43,Mostly Cloudy
+2012-08-27 03:00:00,21.8,15.9,69,11,25.0,101.4,Mostly Cloudy
+2012-08-27 04:00:00,22.4,15.8,66,13,25.0,101.37,Mostly Cloudy
+2012-08-27 05:00:00,21.4,15.7,70,15,24.1,101.36,Mostly Cloudy
+2012-08-27 06:00:00,22.0,16.4,71,13,24.1,101.38,Mostly Cloudy
+2012-08-27 07:00:00,23.1,16.9,68,13,24.1,101.36,Mostly Cloudy
+2012-08-27 08:00:00,24.7,16.7,61,17,24.1,101.33,Mostly Cloudy
+2012-08-27 09:00:00,25.6,17.5,61,19,48.3,101.31,Mostly Cloudy
+2012-08-27 10:00:00,26.0,17.9,61,22,48.3,101.25,Mostly Cloudy
+2012-08-27 11:00:00,26.2,18.0,61,17,24.1,101.19,Cloudy
+2012-08-27 12:00:00,27.1,18.4,59,20,24.1,101.11,Cloudy
+2012-08-27 13:00:00,26.7,18.4,60,20,24.1,101.03,Cloudy
+2012-08-27 14:00:00,26.4,18.2,61,17,24.1,100.95,Cloudy
+2012-08-27 15:00:00,26.0,18.2,62,15,24.1,100.87,Rain Showers
+2012-08-27 16:00:00,23.6,20.2,81,13,24.1,100.83,Rain Showers
+2012-08-27 17:00:00,22.4,20.5,89,13,24.1,100.84,Rain Showers
+2012-08-27 18:00:00,22.8,20.3,86,7,25.0,100.78,Cloudy
+2012-08-27 19:00:00,22.6,20.4,87,7,25.0,100.71,Cloudy
+2012-08-27 20:00:00,22.8,20.1,85,13,25.0,100.68,Mostly Cloudy
+2012-08-27 21:00:00,21.8,20.6,93,11,25.0,100.66,Mostly Cloudy
+2012-08-27 22:00:00,22.3,20.2,88,15,25.0,100.63,Mostly Cloudy
+2012-08-27 23:00:00,22.5,19.1,81,22,25.0,100.59,Mostly Cloudy
+2012-08-28 00:00:00,21.8,19.1,85,26,25.0,100.53,Cloudy
+2012-08-28 01:00:00,21.5,19.2,87,15,25.0,100.49,Cloudy
+2012-08-28 02:00:00,21.3,19.3,88,15,25.0,100.46,Cloudy
+2012-08-28 03:00:00,21.1,19.3,89,13,25.0,100.44,Mostly Cloudy
+2012-08-28 04:00:00,20.9,19.3,91,11,25.0,100.42,Mainly Clear
+2012-08-28 05:00:00,20.0,19.0,94,13,16.1,100.47,Mostly Cloudy
+2012-08-28 06:00:00,20.3,19.3,94,15,19.3,100.5,Mostly Cloudy
+2012-08-28 07:00:00,21.4,19.5,89,15,19.3,100.53,Mostly Cloudy
+2012-08-28 08:00:00,21.3,18.9,86,15,19.3,100.57,Cloudy
+2012-08-28 09:00:00,22.7,16.7,69,24,48.3,100.59,Mainly Clear
+2012-08-28 10:00:00,23.8,15.5,60,15,48.3,100.61,Mainly Clear
+2012-08-28 11:00:00,22.6,15.1,63,13,48.3,100.6,Mostly Cloudy
+2012-08-28 12:00:00,25.2,13.9,50,22,48.3,100.6,Mainly Clear
+2012-08-28 13:00:00,25.4,12.1,44,30,48.3,100.61,Mainly Clear
+2012-08-28 14:00:00,24.2,10.0,41,30,48.3,100.61,Mainly Clear
+2012-08-28 15:00:00,23.2,8.8,40,28,48.3,100.65,Mainly Clear
+2012-08-28 16:00:00,22.4,8.7,42,24,48.3,100.71,Mainly Clear
+2012-08-28 17:00:00,21.5,7.7,41,22,48.3,100.76,Mainly Clear
+2012-08-28 18:00:00,20.0,7.3,44,20,48.3,100.79,Mainly Clear
+2012-08-28 19:00:00,19.3,7.4,46,17,25.0,100.87,Mostly Cloudy
+2012-08-28 20:00:00,16.9,6.9,52,15,25.0,100.97,Mainly Clear
+2012-08-28 21:00:00,14.9,7.1,60,7,25.0,101.01,Mainly Clear
+2012-08-28 22:00:00,13.9,7.4,65,9,25.0,101.01,Mainly Clear
+2012-08-28 23:00:00,14.1,8.7,70,7,25.0,101.05,Mostly Cloudy
+2012-08-29 00:00:00,12.0,8.2,78,7,25.0,101.06,Clear
+2012-08-29 01:00:00,11.5,8.0,79,9,25.0,101.07,Mostly Cloudy
+2012-08-29 02:00:00,13.4,8.6,73,11,25.0,101.08,Mostly Cloudy
+2012-08-29 03:00:00,11.0,7.7,80,9,25.0,101.06,Clear
+2012-08-29 04:00:00,10.5,7.6,82,7,25.0,101.06,Clear
+2012-08-29 05:00:00,10.5,7.9,84,7,48.3,101.07,Clear
+2012-08-29 06:00:00,12.0,8.9,81,9,48.3,101.1,Clear
+2012-08-29 07:00:00,16.0,8.1,59,19,48.3,101.13,Clear
+2012-08-29 08:00:00,18.0,7.4,50,20,48.3,101.13,Clear
+2012-08-29 09:00:00,19.6,7.9,47,22,48.3,101.11,Clear
+2012-08-29 10:00:00,20.7,8.1,44,20,48.3,101.09,Clear
+2012-08-29 11:00:00,21.9,8.5,42,22,48.3,101.07,Clear
+2012-08-29 12:00:00,22.6,8.2,40,26,48.3,101.01,Mainly Clear
+2012-08-29 13:00:00,23.5,7.9,37,32,48.3,100.98,Clear
+2012-08-29 14:00:00,24.7,8.3,35,20,48.3,100.92,Clear
+2012-08-29 15:00:00,24.2,8.0,36,32,48.3,100.87,Mainly Clear
+2012-08-29 16:00:00,24.2,8.1,36,24,48.3,100.86,Mainly Clear
+2012-08-29 17:00:00,23.5,7.6,36,26,48.3,100.86,Mainly Clear
+2012-08-29 18:00:00,22.5,6.9,36,19,48.3,100.87,Clear
+2012-08-29 19:00:00,21.7,6.7,38,15,48.3,100.89,Clear
+2012-08-29 20:00:00,19.7,7.1,44,9,25.0,100.92,Clear
+2012-08-29 21:00:00,19.7,7.3,45,15,25.0,100.93,Clear
+2012-08-29 22:00:00,19.5,8.7,50,22,25.0,100.93,Clear
+2012-08-29 23:00:00,18.3,9.9,58,20,25.0,100.97,Clear
+2012-08-30 00:00:00,17.5,10.6,64,19,25.0,100.96,Clear
+2012-08-30 01:00:00,17.0,11.5,70,11,25.0,100.92,Clear
+2012-08-30 02:00:00,15.4,12.1,81,11,25.0,100.97,Mostly Cloudy
+2012-08-30 03:00:00,16.2,11.7,75,17,25.0,100.93,Mainly Clear
+2012-08-30 04:00:00,15.1,11.8,81,15,25.0,100.96,Clear
+2012-08-30 05:00:00,15.5,11.7,78,20,48.3,100.97,Mainly Clear
+2012-08-30 06:00:00,16.3,11.8,75,26,48.3,100.95,Mostly Cloudy
+2012-08-30 07:00:00,16.8,11.8,72,20,24.1,100.95,Mainly Clear
+2012-08-30 08:00:00,17.9,12.6,71,24,24.1,100.94,Mainly Clear
+2012-08-30 09:00:00,19.6,13.2,67,32,48.3,100.93,Mainly Clear
+2012-08-30 10:00:00,21.8,13.3,58,26,48.3,100.88,Mainly Clear
+2012-08-30 11:00:00,23.1,14.0,57,33,48.3,100.84,Mainly Clear
+2012-08-30 12:00:00,25.0,15.4,55,32,48.3,100.79,Mainly Clear
+2012-08-30 13:00:00,26.7,16.6,54,37,48.3,100.73,Mainly Clear
+2012-08-30 14:00:00,27.8,16.5,50,26,48.3,100.65,Mainly Clear
+2012-08-30 15:00:00,28.5,17.0,50,35,48.3,100.61,Mainly Clear
+2012-08-30 16:00:00,27.8,16.2,49,33,48.3,100.54,Mostly Cloudy
+2012-08-30 17:00:00,27.4,16.5,51,41,48.3,100.53,Mostly Cloudy
+2012-08-30 18:00:00,26.6,16.3,53,35,48.3,100.5,Mostly Cloudy
+2012-08-30 19:00:00,25.5,16.3,57,43,25.0,100.49,Mostly Cloudy
+2012-08-30 20:00:00,24.5,15.2,56,39,25.0,100.51,Mostly Cloudy
+2012-08-30 21:00:00,24.5,15.6,58,44,25.0,100.53,Mainly Clear
+2012-08-30 22:00:00,24.2,15.5,58,41,25.0,100.54,Mainly Clear
+2012-08-30 23:00:00,23.7,15.6,60,37,25.0,100.57,Mainly Clear
+2012-08-31 00:00:00,23.4,14.5,57,33,25.0,100.55,Clear
+2012-08-31 01:00:00,23.5,14.1,56,35,25.0,100.51,Mainly Clear
+2012-08-31 02:00:00,23.2,13.9,56,35,25.0,100.5,Mainly Clear
+2012-08-31 03:00:00,22.8,12.3,52,28,25.0,100.52,Mostly Cloudy
+2012-08-31 04:00:00,22.8,13.0,54,28,25.0,100.47,Mostly Cloudy
+2012-08-31 05:00:00,22.6,14.6,61,28,24.1,100.45,Mostly Cloudy
+2012-08-31 06:00:00,22.5,16.1,67,30,24.1,100.51,Rain Showers
+2012-08-31 07:00:00,22.6,16.4,68,32,24.1,100.48,Rain Showers
+2012-08-31 08:00:00,22.9,15.9,65,37,24.1,100.49,Cloudy
+2012-08-31 09:00:00,21.8,17.1,75,35,24.1,100.5,Rain Showers
+2012-08-31 10:00:00,19.7,17.8,89,20,24.1,100.54,"Thunderstorms,Rain Showers"
+2012-08-31 11:00:00,21.1,18.6,86,26,24.1,100.52,Cloudy
+2012-08-31 12:00:00,22.8,18.6,77,20,24.1,100.49,Rain Showers
+2012-08-31 13:00:00,24.0,18.2,70,22,24.1,100.43,Cloudy
+2012-08-31 14:00:00,24.1,18.2,70,22,24.1,100.38,Cloudy
+2012-08-31 15:00:00,25.6,18.6,65,30,24.1,100.35,Mostly Cloudy
+2012-08-31 16:00:00,24.8,18.5,68,20,24.1,100.38,Mostly Cloudy
+2012-08-31 17:00:00,25.0,18.4,67,17,24.1,100.41,Mostly Cloudy
+2012-08-31 18:00:00,24.2,18.6,71,13,24.1,100.47,Mostly Cloudy
+2012-08-31 19:00:00,23.1,18.9,77,9,25.0,100.52,Mainly Clear
+2012-08-31 20:00:00,22.3,19.1,82,11,25.0,100.61,Mainly Clear
+2012-08-31 21:00:00,21.6,19.0,85,11,25.0,100.65,Mainly Clear
+2012-08-31 22:00:00,21.7,16.9,74,20,25.0,100.78,Mainly Clear
+2012-08-31 23:00:00,20.8,12.9,61,11,25.0,100.84,Clear
+2012-09-01 00:00:00,19.6,13.1,66,11,25.0,100.94,Mainly Clear
+2012-09-01 01:00:00,19.1,12.5,66,4,25.0,101.0,Mainly Clear
+2012-09-01 02:00:00,19.1,12.6,66,9,25.0,101.05,Mainly Clear
+2012-09-01 03:00:00,17.7,12.8,73,11,25.0,101.13,Mainly Clear
+2012-09-01 04:00:00,16.3,12.8,80,11,25.0,101.21,Clear
+2012-09-01 05:00:00,16.0,12.9,82,13,25.0,101.31,Mainly Clear
+2012-09-01 06:00:00,16.2,12.5,79,13,48.3,101.41,Mainly Clear
+2012-09-01 07:00:00,17.8,10.6,63,24,48.3,101.48,Mainly Clear
+2012-09-01 08:00:00,18.6,9.5,55,20,48.3,101.54,Mainly Clear
+2012-09-01 09:00:00,20.4,8.8,47,15,48.3,101.59,Clear
+2012-09-01 10:00:00,22.0,8.5,42,20,48.3,101.6,Clear
+2012-09-01 11:00:00,22.7,6.2,34,15,48.3,101.6,Mainly Clear
+2012-09-01 12:00:00,23.2,7.0,35,13,48.3,101.57,Clear
+2012-09-01 13:00:00,23.6,7.0,34,6,48.3,101.54,Clear
+2012-09-01 14:00:00,23.5,6.7,34,7,48.3,101.47,Clear
+2012-09-01 15:00:00,24.3,7.3,34,7,48.3,101.44,Clear
+2012-09-01 16:00:00,24.2,7.0,33,4,48.3,101.43,Clear
+2012-09-01 17:00:00,24.0,6.6,33,7,48.3,101.39,Clear
+2012-09-01 18:00:00,22.7,8.4,40,9,48.3,101.41,Clear
+2012-09-01 19:00:00,20.9,8.3,44,6,48.3,101.45,Clear
+2012-09-01 20:00:00,18.8,9.9,56,11,25.0,101.46,Clear
+2012-09-01 21:00:00,18.5,7.6,49,7,25.0,101.47,Clear
+2012-09-01 22:00:00,17.5,9.2,58,6,25.0,101.46,Clear
+2012-09-01 23:00:00,17.0,9.1,60,7,25.0,101.45,Mainly Clear
+2012-09-02 00:00:00,16.1,9.0,63,4,25.0,101.47,Clear
+2012-09-02 01:00:00,14.0,9.3,73,4,25.0,101.47,Clear
+2012-09-02 02:00:00,13.5,9.5,77,4,25.0,101.47,Clear
+2012-09-02 03:00:00,13.0,9.5,79,0,25.0,101.43,Mainly Clear
+2012-09-02 04:00:00,13.3,9.7,79,0,25.0,101.41,Mainly Clear
+2012-09-02 05:00:00,14.2,10.2,77,6,25.0,101.43,Mainly Clear
+2012-09-02 06:00:00,13.0,10.8,86,7,24.1,101.48,Mainly Clear
+2012-09-02 07:00:00,15.5,11.6,78,4,48.3,101.49,Mainly Clear
+2012-09-02 08:00:00,17.3,11.7,70,7,48.3,101.51,Mostly Cloudy
+2012-09-02 09:00:00,19.1,11.5,61,4,48.3,101.52,Mostly Cloudy
+2012-09-02 10:00:00,20.7,11.4,55,6,48.3,101.53,Mostly Cloudy
+2012-09-02 11:00:00,21.8,10.3,48,4,48.3,101.52,Mostly Cloudy
+2012-09-02 12:00:00,24.4,8.8,37,4,48.3,101.49,Mainly Clear
+2012-09-02 13:00:00,25.5,7.0,31,9,48.3,101.47,Mainly Clear
+2012-09-02 14:00:00,25.3,7.4,32,9,48.3,101.45,Mainly Clear
+2012-09-02 15:00:00,25.6,6.5,29,7,48.3,101.41,Mainly Clear
+2012-09-02 16:00:00,25.4,6.0,29,11,48.3,101.43,Mainly Clear
+2012-09-02 17:00:00,23.6,6.9,34,9,48.3,101.44,Mainly Clear
+2012-09-02 18:00:00,24.0,6.8,33,11,48.3,101.47,Mainly Clear
+2012-09-02 19:00:00,20.9,8.4,45,13,48.3,101.51,Mainly Clear
+2012-09-02 20:00:00,21.2,8.5,44,9,25.0,101.52,Clear
+2012-09-02 21:00:00,19.7,9.4,51,7,25.0,101.53,Mainly Clear
+2012-09-02 22:00:00,19.2,10.0,55,4,25.0,101.57,Mainly Clear
+2012-09-02 23:00:00,18.7,9.8,56,4,25.0,101.57,Clear
+2012-09-03 00:00:00,17.5,10.2,62,7,25.0,101.6,Clear
+2012-09-03 01:00:00,15.6,9.3,66,0,25.0,101.61,Mainly Clear
+2012-09-03 02:00:00,13.7,8.9,73,6,25.0,101.59,Mainly Clear
+2012-09-03 03:00:00,14.0,10.4,79,4,25.0,101.61,Mainly Clear
+2012-09-03 04:00:00,13.4,11.0,85,6,25.0,101.63,Clear
+2012-09-03 05:00:00,14.5,10.3,76,6,25.0,101.68,Mainly Clear
+2012-09-03 06:00:00,13.4,10.7,84,6,48.3,101.68,Mainly Clear
+2012-09-03 07:00:00,16.3,12.2,77,7,48.3,101.69,Mainly Clear
+2012-09-03 08:00:00,18.5,13.0,70,11,48.3,101.67,Mainly Clear
+2012-09-03 09:00:00,21.1,11.8,55,9,48.3,101.65,Mainly Clear
+2012-09-03 10:00:00,23.5,11.7,47,9,48.3,101.63,Mainly Clear
+2012-09-03 11:00:00,24.3,10.9,43,9,48.3,101.59,Mainly Clear
+2012-09-03 12:00:00,26.0,11.1,39,13,48.3,101.54,Mainly Clear
+2012-09-03 13:00:00,26.2,10.0,36,4,48.3,101.5,Mainly Clear
+2012-09-03 14:00:00,28.0,10.4,33,0,48.3,101.41,Mainly Clear
+2012-09-03 15:00:00,27.8,10.5,34,13,48.3,101.33,Mainly Clear
+2012-09-03 16:00:00,27.8,11.4,36,4,48.3,101.29,Mostly Cloudy
+2012-09-03 17:00:00,26.6,12.8,42,13,48.3,101.25,Mostly Cloudy
+2012-09-03 18:00:00,25.8,12.5,44,13,48.3,101.2,Mostly Cloudy
+2012-09-03 19:00:00,25.3,12.4,45,9,25.0,101.19,Mostly Cloudy
+2012-09-03 20:00:00,25.0,12.6,46,9,25.0,101.21,Mostly Cloudy
+2012-09-03 21:00:00,24.2,12.8,49,15,25.0,101.19,Mainly Clear
+2012-09-03 22:00:00,22.7,14.7,61,13,25.0,101.19,Mainly Clear
+2012-09-03 23:00:00,21.1,15.8,72,11,25.0,101.18,Mainly Clear
+2012-09-04 00:00:00,20.6,15.9,74,9,25.0,101.21,Mainly Clear
+2012-09-04 01:00:00,21.1,16.0,73,9,25.0,101.2,Mostly Cloudy
+2012-09-04 02:00:00,20.8,15.8,73,13,25.0,101.16,Mostly Cloudy
+2012-09-04 03:00:00,20.9,15.3,70,7,25.0,101.14,Mostly Cloudy
+2012-09-04 04:00:00,20.8,14.8,69,6,25.0,101.13,Cloudy
+2012-09-04 05:00:00,20.7,14.6,68,9,25.0,101.11,Mostly Cloudy
+2012-09-04 06:00:00,20.7,15.3,71,15,25.0,101.15,Cloudy
+2012-09-04 07:00:00,20.5,16.1,76,17,24.1,101.13,Cloudy
+2012-09-04 08:00:00,21.1,16.4,75,15,24.1,101.11,Mostly Cloudy
+2012-09-04 09:00:00,22.0,16.9,73,11,24.1,101.1,Mostly Cloudy
+2012-09-04 10:00:00,22.9,17.2,70,9,24.1,101.08,Cloudy
+2012-09-04 11:00:00,25.0,17.5,63,15,24.1,101.02,Mostly Cloudy
+2012-09-04 12:00:00,25.6,18.0,63,6,24.1,100.94,Cloudy
+2012-09-04 13:00:00,25.2,17.8,64,9,24.1,100.89,Cloudy
+2012-09-04 14:00:00,24.7,18.0,66,15,24.1,100.83,Cloudy
+2012-09-04 15:00:00,24.1,17.8,68,19,24.1,100.81,Cloudy
+2012-09-04 16:00:00,23.5,17.7,70,15,24.1,100.77,Cloudy
+2012-09-04 17:00:00,23.3,18.0,72,15,24.1,100.74,Cloudy
+2012-09-04 18:00:00,21.8,19.2,85,9,19.3,100.73,Rain
+2012-09-04 19:00:00,20.8,19.7,93,7,12.9,100.7,Rain
+2012-09-04 20:00:00,20.7,19.9,95,9,12.9,100.68,Rain
+2012-09-04 21:00:00,21.1,19.7,92,9,19.3,100.66,Rain
+2012-09-04 22:00:00,20.7,19.7,94,15,19.3,100.61,Rain
+2012-09-04 23:00:00,20.2,19.2,94,9,19.3,100.47,Rain
+2012-09-05 00:00:00,20.3,19.1,93,13,19.3,100.43,Rain
+2012-09-05 01:00:00,20.0,18.6,92,13,16.1,100.35,Rain
+2012-09-05 02:00:00,19.1,18.2,95,17,25.0,100.35,Rain
+2012-09-05 03:00:00,18.6,17.7,95,15,25.0,100.39,Cloudy
+2012-09-05 04:00:00,18.5,17.6,94,11,25.0,100.43,Mostly Cloudy
+2012-09-05 05:00:00,17.6,17.1,97,7,25.0,100.46,Mostly Cloudy
+2012-09-05 06:00:00,18.2,17.4,95,7,24.1,100.51,Mostly Cloudy
+2012-09-05 07:00:00,19.5,18.3,93,11,24.1,100.55,Mainly Clear
+2012-09-05 08:00:00,21.3,18.6,85,13,48.3,100.51,Mainly Clear
+2012-09-05 09:00:00,22.4,18.5,79,15,24.1,100.54,Mostly Cloudy
+2012-09-05 10:00:00,23.3,18.9,76,11,24.1,100.59,Mostly Cloudy
+2012-09-05 11:00:00,23.4,17.9,71,7,24.1,100.57,Rain Showers
+2012-09-05 12:00:00,25.5,19.2,68,11,24.1,100.54,Mainly Clear
+2012-09-05 13:00:00,25.9,18.3,63,11,24.1,100.52,Mainly Clear
+2012-09-05 14:00:00,26.4,18.1,60,13,24.1,100.49,Mainly Clear
+2012-09-05 15:00:00,26.2,17.6,59,11,24.1,100.47,Mainly Clear
+2012-09-05 16:00:00,27.0,17.7,57,9,24.1,100.45,Mainly Clear
+2012-09-05 17:00:00,26.1,17.2,58,13,24.1,100.44,Mainly Clear
+2012-09-05 18:00:00,25.8,17.1,59,9,24.1,100.5,Mainly Clear
+2012-09-05 19:00:00,25.2,17.5,62,6,25.0,100.55,Mostly Cloudy
+2012-09-05 20:00:00,24.2,18.7,71,7,25.0,100.57,Mostly Cloudy
+2012-09-05 21:00:00,24.0,18.1,70,9,25.0,100.58,Rain Showers
+2012-09-05 22:00:00,22.9,18.2,75,7,25.0,100.55,Mostly Cloudy
+2012-09-05 23:00:00,22.1,18.1,78,6,25.0,100.53,Mainly Clear
+2012-09-06 00:00:00,21.3,18.1,82,7,25.0,100.53,Mainly Clear
+2012-09-06 01:00:00,21.0,18.4,85,7,25.0,100.55,Mostly Cloudy
+2012-09-06 02:00:00,21.3,18.5,84,7,25.0,100.55,Mainly Clear
+2012-09-06 03:00:00,21.1,18.5,85,6,25.0,100.55,Mostly Cloudy
+2012-09-06 04:00:00,21.1,18.8,87,7,25.0,100.54,Mainly Clear
+2012-09-06 05:00:00,21.0,18.1,84,6,25.0,100.61,Mostly Cloudy
+2012-09-06 06:00:00,19.5,17.8,90,9,25.0,100.58,Mostly Cloudy
+2012-09-06 07:00:00,19.9,17.7,87,7,25.0,100.62,Cloudy
+2012-09-06 08:00:00,21.1,18.1,83,7,24.1,100.62,Mostly Cloudy
+2012-09-06 09:00:00,23.1,18.3,74,6,24.1,100.59,Mainly Clear
+2012-09-06 10:00:00,24.7,17.8,65,6,24.1,100.55,Mainly Clear
+2012-09-06 11:00:00,26.1,18.1,61,13,24.1,100.5,Mainly Clear
+2012-09-06 12:00:00,26.8,17.3,56,15,24.1,100.45,Mainly Clear
+2012-09-06 13:00:00,27.9,17.5,53,11,24.1,100.41,Mainly Clear
+2012-09-06 14:00:00,28.1,17.8,54,13,24.1,100.34,Mostly Cloudy
+2012-09-06 15:00:00,28.2,18.4,55,13,24.1,100.3,Mainly Clear
+2012-09-06 16:00:00,27.6,17.9,56,19,24.1,100.31,Mainly Clear
+2012-09-06 17:00:00,26.9,17.6,57,17,24.1,100.36,Mainly Clear
+2012-09-06 18:00:00,24.8,16.5,60,9,24.1,100.38,Mainly Clear
+2012-09-06 19:00:00,22.6,16.5,68,6,25.0,100.42,Mainly Clear
+2012-09-06 20:00:00,22.5,16.8,70,11,25.0,100.47,Clear
+2012-09-06 21:00:00,21.4,15.1,67,7,25.0,100.52,Mainly Clear
+2012-09-06 22:00:00,19.6,15.0,75,9,25.0,100.55,Mainly Clear
+2012-09-06 23:00:00,20.2,14.6,70,0,25.0,100.59,Mainly Clear
+2012-09-07 00:00:00,18.1,14.8,81,4,24.1,100.62,Clear
+2012-09-07 01:00:00,18.7,14.5,77,4,25.0,100.62,Clear
+2012-09-07 02:00:00,17.6,15.6,88,9,25.0,100.62,Mainly Clear
+2012-09-07 03:00:00,18.5,14.5,78,6,25.0,100.68,Clear
+2012-09-07 04:00:00,18.3,14.2,77,6,25.0,100.68,Clear
+2012-09-07 05:00:00,15.8,14.3,91,7,25.0,100.72,Mainly Clear
+2012-09-07 06:00:00,17.5,14.6,83,11,48.3,100.77,Mainly Clear
+2012-09-07 07:00:00,18.6,14.4,77,15,48.3,100.81,Mostly Cloudy
+2012-09-07 08:00:00,19.9,13.9,68,9,48.3,100.79,Mostly Cloudy
+2012-09-07 09:00:00,21.2,14.4,65,19,48.3,100.8,Mostly Cloudy
+2012-09-07 10:00:00,22.2,15.8,67,19,48.3,100.82,Mostly Cloudy
+2012-09-07 11:00:00,22.6,15.4,64,19,48.3,100.84,Mostly Cloudy
+2012-09-07 12:00:00,23.3,14.0,56,17,48.3,100.82,Cloudy
+2012-09-07 13:00:00,24.6,12.7,47,17,48.3,100.8,Mostly Cloudy
+2012-09-07 14:00:00,25.6,12.5,44,9,48.3,100.76,Mostly Cloudy
+2012-09-07 15:00:00,25.1,10.5,40,13,48.3,100.72,Mostly Cloudy
+2012-09-07 16:00:00,25.0,9.9,38,6,48.3,100.7,Mostly Cloudy
+2012-09-07 17:00:00,24.6,10.2,40,0,48.3,100.64,Cloudy
+2012-09-07 18:00:00,23.5,11.8,48,0,24.1,100.6,Cloudy
+2012-09-07 19:00:00,21.7,12.0,54,6,25.0,100.61,Mostly Cloudy
+2012-09-07 20:00:00,23.2,11.9,49,4,25.0,100.58,Mostly Cloudy
+2012-09-07 21:00:00,22.9,13.4,55,6,25.0,100.5,Cloudy
+2012-09-07 22:00:00,21.6,14.8,65,9,25.0,100.45,Cloudy
+2012-09-07 23:00:00,21.4,15.3,68,17,24.1,100.29,Cloudy
+2012-09-08 00:00:00,21.1,16.1,73,13,25.0,100.21,Cloudy
+2012-09-08 01:00:00,20.5,16.6,78,6,25.0,100.21,Cloudy
+2012-09-08 02:00:00,21.1,16.0,73,7,25.0,100.12,Cloudy
+2012-09-08 03:00:00,21.1,16.2,74,9,25.0,99.98,Cloudy
+2012-09-08 04:00:00,21.9,15.8,68,17,25.0,99.85,"Thunderstorms,Rain Showers"
+2012-09-08 05:00:00,18.6,16.7,89,11,25.0,99.93,Cloudy
+2012-09-08 06:00:00,18.7,16.6,88,17,24.1,99.82,Cloudy
+2012-09-08 07:00:00,21.0,17.8,82,20,19.3,99.77,Cloudy
+2012-09-08 08:00:00,20.9,17.7,82,9,19.3,99.66,Cloudy
+2012-09-08 09:00:00,23.2,19.0,77,13,19.3,99.54,Cloudy
+2012-09-08 10:00:00,25.9,19.5,68,28,19.3,99.35,Cloudy
+2012-09-08 11:00:00,26.5,18.9,63,35,19.3,99.27,Cloudy
+2012-09-08 12:00:00,26.1,17.9,61,39,19.3,99.21,Cloudy
+2012-09-08 13:00:00,25.5,17.4,61,24,24.1,99.08,Cloudy
+2012-09-08 14:00:00,26.0,18.4,63,33,24.1,98.94,Rain Showers
+2012-09-08 15:00:00,24.4,20.2,77,30,16.1,98.89,Rain Showers
+2012-09-08 16:00:00,20.4,18.2,87,39,24.1,99.09,Rain Showers
+2012-09-08 17:00:00,20.6,16.2,76,33,48.3,99.17,Cloudy
+2012-09-08 18:00:00,20.5,16.0,75,39,24.1,99.33,Cloudy
+2012-09-08 19:00:00,19.9,14.6,72,37,25.0,99.44,Mostly Cloudy
+2012-09-08 20:00:00,19.2,13.2,68,43,25.0,99.51,Mainly Clear
+2012-09-08 21:00:00,16.1,12.7,80,44,25.0,99.67,Mostly Cloudy
+2012-09-08 22:00:00,14.2,10.8,80,30,25.0,99.87,Mostly Cloudy
+2012-09-08 23:00:00,14.5,10.2,75,28,25.0,100.06,Cloudy
+2012-09-09 00:00:00,14.3,9.4,72,30,25.0,100.18,Cloudy
+2012-09-09 01:00:00,13.9,9.6,75,28,25.0,100.26,Cloudy
+2012-09-09 02:00:00,13.7,9.6,76,24,25.0,100.3,Mostly Cloudy
+2012-09-09 03:00:00,12.6,9.4,81,17,25.0,100.28,Mainly Clear
+2012-09-09 04:00:00,12.2,9.5,84,20,25.0,100.39,Mainly Clear
+2012-09-09 05:00:00,11.5,9.5,88,11,25.0,100.44,Clear
+2012-09-09 06:00:00,11.0,9.6,91,6,24.1,100.5,Mainly Clear
+2012-09-09 07:00:00,12.1,9.8,86,7,24.1,100.57,Mainly Clear
+2012-09-09 08:00:00,13.7,9.9,78,17,24.1,100.6,Mainly Clear
+2012-09-09 09:00:00,14.8,8.8,67,17,48.3,100.65,Mainly Clear
+2012-09-09 10:00:00,15.7,9.0,64,17,48.3,100.69,Mostly Cloudy
+2012-09-09 11:00:00,16.8,9.0,60,19,48.3,100.66,Mainly Clear
+2012-09-09 12:00:00,17.3,8.9,58,22,48.3,100.65,Mainly Clear
+2012-09-09 13:00:00,17.3,8.6,57,11,48.3,100.68,Mainly Clear
+2012-09-09 14:00:00,18.1,8.4,53,19,48.3,100.67,Mostly Cloudy
+2012-09-09 15:00:00,17.6,8.9,57,17,48.3,100.67,Mostly Cloudy
+2012-09-09 16:00:00,17.9,8.4,54,22,48.3,100.71,Mainly Clear
+2012-09-09 17:00:00,15.6,8.4,62,15,48.3,100.76,Mainly Clear
+2012-09-09 18:00:00,15.5,8.6,63,11,48.3,100.8,Mostly Cloudy
+2012-09-09 19:00:00,15.2,8.6,65,11,25.0,100.83,Mostly Cloudy
+2012-09-09 20:00:00,14.1,8.6,69,9,25.0,100.87,Mostly Cloudy
+2012-09-09 21:00:00,13.7,9.0,73,9,25.0,100.89,Mostly Cloudy
+2012-09-09 22:00:00,14.2,9.0,71,9,25.0,100.9,Mostly Cloudy
+2012-09-09 23:00:00,13.9,9.8,76,15,25.0,100.93,Cloudy
+2012-09-10 00:00:00,13.4,10.2,81,9,25.0,100.94,Mostly Cloudy
+2012-09-10 01:00:00,13.0,10.3,84,9,25.0,100.95,Mostly Cloudy
+2012-09-10 02:00:00,12.7,9.9,83,11,25.0,100.96,Mostly Cloudy
+2012-09-10 03:00:00,12.4,9.5,82,11,25.0,100.98,Mostly Cloudy
+2012-09-10 04:00:00,11.3,8.7,84,13,25.0,101.0,Mainly Clear
+2012-09-10 05:00:00,10.4,8.5,88,17,25.0,101.05,Mainly Clear
+2012-09-10 06:00:00,10.1,8.1,87,17,24.1,101.15,Mainly Clear
+2012-09-10 07:00:00,11.5,7.6,77,15,24.1,101.23,Mainly Clear
+2012-09-10 08:00:00,12.8,7.1,68,19,24.1,101.29,Mostly Cloudy
+2012-09-10 09:00:00,13.3,7.3,67,15,24.1,101.33,Mainly Clear
+2012-09-10 10:00:00,14.4,6.5,59,15,24.1,101.32,Mostly Cloudy
+2012-09-10 11:00:00,14.9,6.3,56,19,48.3,101.31,Mostly Cloudy
+2012-09-10 12:00:00,16.0,6.1,52,20,48.3,101.31,Mostly Cloudy
+2012-09-10 13:00:00,16.6,6.0,50,13,48.3,101.32,Mostly Cloudy
+2012-09-10 14:00:00,17.5,6.1,47,20,48.3,101.3,Mostly Cloudy
+2012-09-10 15:00:00,17.8,5.9,46,24,24.1,101.27,Mostly Cloudy
+2012-09-10 16:00:00,16.7,5.1,46,20,48.3,101.31,Mostly Cloudy
+2012-09-10 17:00:00,16.1,4.9,47,20,48.3,101.39,Mostly Cloudy
+2012-09-10 18:00:00,14.5,4.9,52,17,24.1,101.43,Mostly Cloudy
+2012-09-10 19:00:00,13.5,4.9,56,9,25.0,101.47,Mainly Clear
+2012-09-10 20:00:00,10.9,5.7,70,7,25.0,101.54,Clear
+2012-09-10 21:00:00,9.8,6.0,77,6,25.0,101.55,Clear
+2012-09-10 22:00:00,9.7,5.9,77,7,25.0,101.56,Clear
+2012-09-10 23:00:00,9.3,6.4,82,7,25.0,101.56,Clear
+2012-09-11 00:00:00,8.4,6.2,86,9,25.0,101.57,Clear
+2012-09-11 01:00:00,8.4,6.3,87,9,25.0,101.58,Clear
+2012-09-11 02:00:00,8.4,6.9,90,9,25.0,101.6,Clear
+2012-09-11 03:00:00,9.1,7.3,88,7,25.0,101.64,Clear
+2012-09-11 04:00:00,9.2,6.8,85,4,25.0,101.7,Clear
+2012-09-11 05:00:00,6.9,5.6,91,0,25.0,101.75,Clear
+2012-09-11 06:00:00,7.6,6.3,91,6,24.1,101.83,Mainly Clear
+2012-09-11 07:00:00,11.0,8.4,84,9,48.3,101.89,Mostly Cloudy
+2012-09-11 08:00:00,13.2,8.9,75,9,48.3,101.92,Mostly Cloudy
+2012-09-11 09:00:00,15.1,8.6,65,13,48.3,101.95,Mostly Cloudy
+2012-09-11 10:00:00,16.8,8.9,60,17,48.3,101.93,Mostly Cloudy
+2012-09-11 11:00:00,18.4,8.4,52,19,48.3,101.89,Mainly Clear
+2012-09-11 12:00:00,18.9,9.1,53,19,48.3,101.87,Mainly Clear
+2012-09-11 13:00:00,20.6,9.7,50,20,48.3,101.81,Mainly Clear
+2012-09-11 14:00:00,21.0,8.9,46,20,48.3,101.75,Mainly Clear
+2012-09-11 15:00:00,21.3,8.4,44,19,48.3,101.69,Mainly Clear
+2012-09-11 16:00:00,21.5,8.9,44,20,48.3,101.67,Mainly Clear
+2012-09-11 17:00:00,21.4,9.4,46,20,48.3,101.67,Mainly Clear
+2012-09-11 18:00:00,20.7,10.3,51,17,48.3,101.66,Mainly Clear
+2012-09-11 19:00:00,19.8,11.1,57,9,25.0,101.68,Mainly Clear
+2012-09-11 20:00:00,19.8,11.6,59,15,25.0,101.73,Mainly Clear
+2012-09-11 21:00:00,19.1,12.9,67,15,25.0,101.76,Clear
+2012-09-11 22:00:00,18.4,12.0,66,17,25.0,101.78,Clear
+2012-09-11 23:00:00,17.8,11.9,68,15,25.0,101.8,Clear
+2012-09-12 00:00:00,17.5,10.6,64,17,25.0,101.82,Clear
+2012-09-12 01:00:00,17.2,9.9,62,11,25.0,101.85,Clear
+2012-09-12 02:00:00,14.5,9.6,72,6,25.0,101.86,Clear
+2012-09-12 03:00:00,13.2,9.9,80,4,25.0,101.9,Clear
+2012-09-12 04:00:00,13.7,10.0,78,0,25.0,101.91,Clear
+2012-09-12 05:00:00,13.1,10.7,85,6,25.0,101.96,Clear
+2012-09-12 06:00:00,13.5,11.2,86,0,48.3,102.02,Clear
+2012-09-12 07:00:00,15.8,11.8,77,9,48.3,102.02,Clear
+2012-09-12 08:00:00,17.4,11.1,66,7,48.3,102.04,Clear
+2012-09-12 09:00:00,19.6,11.9,61,7,48.3,102.05,Clear
+2012-09-12 10:00:00,21.9,13.2,58,11,48.3,102.02,Mainly Clear
+2012-09-12 11:00:00,23.9,13.3,51,20,48.3,101.98,Clear
+2012-09-12 12:00:00,25.3,13.4,48,19,48.3,101.95,Mainly Clear
+2012-09-12 13:00:00,26.1,14.0,47,13,48.3,101.87,Mainly Clear
+2012-09-12 14:00:00,26.9,13.5,44,17,48.3,101.84,Mainly Clear
+2012-09-12 15:00:00,27.3,13.4,42,17,48.3,101.8,Mainly Clear
+2012-09-12 16:00:00,27.3,12.2,39,19,48.3,101.77,Mainly Clear
+2012-09-12 17:00:00,26.8,11.6,39,17,48.3,101.77,Mainly Clear
+2012-09-12 18:00:00,25.0,12.9,47,11,48.3,101.78,Mainly Clear
+2012-09-12 19:00:00,22.2,15.0,64,11,25.0,101.83,Mainly Clear
+2012-09-12 20:00:00,22.4,14.0,59,11,25.0,101.88,Mainly Clear
+2012-09-12 21:00:00,22.2,13.2,57,11,25.0,101.91,Clear
+2012-09-12 22:00:00,21.0,14.4,66,13,25.0,101.95,Mainly Clear
+2012-09-12 23:00:00,20.2,14.6,70,11,25.0,101.96,Mainly Clear
+2012-09-13 00:00:00,19.8,13.6,67,9,25.0,101.96,Mainly Clear
+2012-09-13 01:00:00,19.5,13.4,68,7,25.0,101.97,Mainly Clear
+2012-09-13 02:00:00,16.3,12.9,80,11,25.0,101.98,Mainly Clear
+2012-09-13 03:00:00,15.7,13.1,85,9,25.0,101.96,Clear
+2012-09-13 04:00:00,15.5,12.8,84,11,25.0,101.96,Clear
+2012-09-13 05:00:00,14.9,11.8,82,4,25.0,102.0,Clear
+2012-09-13 06:00:00,15.7,12.4,81,6,48.3,102.02,Mainly Clear
+2012-09-13 07:00:00,18.1,13.8,76,6,48.3,102.03,Mainly Clear
+2012-09-13 08:00:00,19.8,12.8,64,9,48.3,102.04,Mainly Clear
+2012-09-13 09:00:00,21.5,13.7,61,13,48.3,102.05,Mainly Clear
+2012-09-13 10:00:00,22.6,14.2,59,17,48.3,102.05,Mainly Clear
+2012-09-13 11:00:00,24.6,14.8,54,15,48.3,102.02,Mainly Clear
+2012-09-13 12:00:00,26.2,14.9,50,17,48.3,101.97,Mainly Clear
+2012-09-13 13:00:00,27.3,14.2,45,19,48.3,101.89,Mainly Clear
+2012-09-13 14:00:00,27.9,13.7,42,24,48.3,101.82,Mainly Clear
+2012-09-13 15:00:00,28.2,13.9,42,22,48.3,101.77,Mainly Clear
+2012-09-13 16:00:00,28.4,14.0,41,19,48.3,101.73,Mainly Clear
+2012-09-13 17:00:00,27.8,13.1,40,20,48.3,101.73,Mainly Clear
+2012-09-13 18:00:00,26.0,14.7,50,9,48.3,101.71,Mainly Clear
+2012-09-13 19:00:00,24.2,15.8,59,11,25.0,101.72,Mainly Clear
+2012-09-13 20:00:00,23.2,15.7,63,11,25.0,101.74,Clear
+2012-09-13 21:00:00,22.3,16.0,68,13,25.0,101.71,Mainly Clear
+2012-09-13 22:00:00,21.8,15.2,66,15,25.0,101.7,Mainly Clear
+2012-09-13 23:00:00,20.7,15.3,71,13,25.0,101.72,Clear
+2012-09-14 00:00:00,19.5,15.5,78,9,25.0,101.72,Clear
+2012-09-14 01:00:00,16.6,14.9,90,0,25.0,101.71,Clear
+2012-09-14 02:00:00,18.2,14.8,81,4,25.0,101.69,Clear
+2012-09-14 03:00:00,16.4,14.2,87,6,25.0,101.67,Clear
+2012-09-14 04:00:00,15.9,13.7,87,9,25.0,101.66,Clear
+2012-09-14 05:00:00,16.4,14.1,86,4,25.0,101.65,Mostly Cloudy
+2012-09-14 06:00:00,16.6,14.5,87,6,24.1,101.65,Cloudy
+2012-09-14 07:00:00,17.9,15.1,84,9,24.1,101.64,Cloudy
+2012-09-14 08:00:00,19.5,15.1,76,9,24.1,101.63,Mostly Cloudy
+2012-09-14 09:00:00,22.2,15.5,66,9,24.1,101.61,Cloudy
+2012-09-14 10:00:00,22.6,15.4,64,13,24.1,101.56,Mostly Cloudy
+2012-09-14 11:00:00,24.2,16.2,61,13,24.1,101.51,Cloudy
+2012-09-14 12:00:00,25.7,16.5,57,9,48.3,101.44,Cloudy
+2012-09-14 13:00:00,26.5,16.8,55,9,48.3,101.34,Cloudy
+2012-09-14 14:00:00,27.3,16.4,51,9,48.3,101.27,Mostly Cloudy
+2012-09-14 15:00:00,26.3,16.4,54,9,24.1,101.2,Cloudy
+2012-09-14 16:00:00,25.5,17.8,62,4,24.1,101.13,Cloudy
+2012-09-14 17:00:00,25.4,17.2,60,7,24.1,101.04,Cloudy
+2012-09-14 18:00:00,24.5,17.6,65,6,24.1,100.96,Rain Showers
+2012-09-14 19:00:00,21.0,18.9,88,17,25.0,100.94,Cloudy
+2012-09-14 20:00:00,16.5,15.8,96,22,16.1,101.06,"Thunderstorms,Rain Showers"
+2012-09-14 21:00:00,15.3,14.3,94,13,11.3,101.31,Rain Showers
+2012-09-14 22:00:00,15.5,14.2,92,0,19.3,101.21,Rain Showers
+2012-09-14 23:00:00,15.9,15.4,97,13,16.1,101.13,Rain Showers
+2012-09-15 00:00:00,16.3,14.8,91,20,19.3,101.17,Cloudy
+2012-09-15 01:00:00,15.6,14.2,91,22,25.0,101.14,Cloudy
+2012-09-15 02:00:00,15.0,13.6,91,24,25.0,101.09,Cloudy
+2012-09-15 03:00:00,14.7,12.9,89,30,25.0,101.08,Cloudy
+2012-09-15 04:00:00,14.2,12.2,88,30,25.0,101.12,Mostly Cloudy
+2012-09-15 05:00:00,13.7,12.7,94,28,9.7,101.14,"Drizzle,Fog"
+2012-09-15 06:00:00,13.4,11.1,86,22,24.1,101.25,Mostly Cloudy
+2012-09-15 07:00:00,13.8,10.5,80,20,24.1,101.36,Mostly Cloudy
+2012-09-15 08:00:00,14.6,10.5,76,19,24.1,101.44,Mainly Clear
+2012-09-15 09:00:00,14.9,9.7,71,19,24.1,101.5,Mostly Cloudy
+2012-09-15 10:00:00,16.0,9.6,66,22,24.1,101.51,Mostly Cloudy
+2012-09-15 11:00:00,16.1,7.8,58,22,48.3,101.49,Mostly Cloudy
+2012-09-15 12:00:00,16.6,7.3,54,17,48.3,101.49,Mostly Cloudy
+2012-09-15 13:00:00,16.6,7.9,56,20,48.3,101.44,Mostly Cloudy
+2012-09-15 14:00:00,16.2,7.5,56,22,24.1,101.39,Rain Showers
+2012-09-15 15:00:00,14.2,11.4,83,13,24.1,101.41,Mostly Cloudy
+2012-09-15 16:00:00,16.6,9.2,62,17,24.1,101.36,Mainly Clear
+2012-09-15 17:00:00,14.2,8.7,69,22,24.1,101.39,Rain Showers
+2012-09-15 18:00:00,13.3,8.6,73,7,24.1,101.4,Mostly Cloudy
+2012-09-15 19:00:00,12.7,7.1,69,13,25.0,101.42,Mainly Clear
+2012-09-15 20:00:00,11.6,6.3,70,11,25.0,101.46,Mainly Clear
+2012-09-15 21:00:00,9.9,6.1,77,13,25.0,101.48,Mainly Clear
+2012-09-15 22:00:00,8.5,5.7,83,7,25.0,101.51,Clear
+2012-09-15 23:00:00,7.9,5.6,85,9,25.0,101.5,Clear
+2012-09-16 00:00:00,6.6,5.0,90,7,25.0,101.52,Clear
+2012-09-16 01:00:00,6.1,5.2,94,9,25.0,101.49,Clear
+2012-09-16 02:00:00,6.5,5.6,94,6,25.0,101.46,Clear
+2012-09-16 03:00:00,6.7,5.6,93,7,25.0,101.44,Clear
+2012-09-16 04:00:00,7.3,6.2,93,9,25.0,101.43,Clear
+2012-09-16 05:00:00,4.9,4.6,98,9,25.0,101.45,Clear
+2012-09-16 06:00:00,5.8,4.9,94,9,48.3,101.53,Clear
+2012-09-16 07:00:00,8.7,6.5,86,9,48.3,101.55,Clear
+2012-09-16 08:00:00,11.7,4.5,61,9,48.3,101.58,Clear
+2012-09-16 09:00:00,13.1,3.0,50,19,48.3,101.57,Mainly Clear
+2012-09-16 10:00:00,14.0,4.3,52,20,48.3,101.53,Mainly Clear
+2012-09-16 11:00:00,14.9,3.9,48,20,48.3,101.49,Mainly Clear
+2012-09-16 12:00:00,15.3,3.2,44,19,48.3,101.44,Mainly Clear
+2012-09-16 13:00:00,15.7,2.9,42,24,48.3,101.35,Mainly Clear
+2012-09-16 14:00:00,16.6,3.8,42,24,48.3,101.3,Mainly Clear
+2012-09-16 15:00:00,16.7,3.6,42,19,48.3,101.25,Clear
+2012-09-16 16:00:00,16.6,3.0,40,15,48.3,101.2,Clear
+2012-09-16 17:00:00,16.6,3.6,42,20,48.3,101.17,Clear
+2012-09-16 18:00:00,15.5,3.2,44,11,48.3,101.16,Clear
+2012-09-16 19:00:00,14.2,3.9,50,6,25.0,101.18,Mainly Clear
+2012-09-16 20:00:00,12.5,4.6,59,6,25.0,101.18,Clear
+2012-09-16 21:00:00,12.8,5.4,61,6,25.0,101.18,Clear
+2012-09-16 22:00:00,13.1,5.4,60,6,25.0,101.2,Clear
+2012-09-16 23:00:00,12.1,5.6,64,6,25.0,101.21,Clear
+2012-09-17 00:00:00,11.5,8.6,82,4,25.0,101.2,Clear
+2012-09-17 01:00:00,10.1,8.4,89,4,25.0,101.21,Clear
+2012-09-17 02:00:00,10.1,7.8,86,6,25.0,101.18,Clear
+2012-09-17 03:00:00,10.1,8.4,89,7,25.0,101.16,Mostly Cloudy
+2012-09-17 04:00:00,11.1,8.3,83,7,25.0,101.12,Cloudy
+2012-09-17 05:00:00,12.1,7.9,75,7,25.0,101.12,Cloudy
+2012-09-17 06:00:00,12.5,9.0,79,4,48.3,101.13,Cloudy
+2012-09-17 07:00:00,13.7,9.7,77,7,24.1,101.13,Cloudy
+2012-09-17 08:00:00,14.7,10.8,77,9,24.1,101.13,Cloudy
+2012-09-17 09:00:00,16.8,13.1,79,13,24.1,101.13,Mainly Clear
+2012-09-17 10:00:00,18.2,13.6,75,17,24.1,101.11,Mainly Clear
+2012-09-17 11:00:00,19.9,14.9,73,15,24.1,101.09,Mainly Clear
+2012-09-17 12:00:00,21.8,14.2,62,17,24.1,101.06,Mainly Clear
+2012-09-17 13:00:00,23.5,14.1,56,17,24.1,101.01,Mainly Clear
+2012-09-17 14:00:00,24.6,12.6,47,15,24.1,100.95,Clear
+2012-09-17 15:00:00,25.2,10.8,40,15,24.1,100.9,Clear
+2012-09-17 16:00:00,25.0,12.5,46,13,24.1,100.87,Mainly Clear
+2012-09-17 17:00:00,24.4,12.2,46,13,24.1,100.87,Clear
+2012-09-17 18:00:00,22.1,14.8,63,15,24.1,100.88,Mainly Clear
+2012-09-17 19:00:00,20.6,15.1,71,15,25.0,100.9,Mainly Clear
+2012-09-17 20:00:00,20.0,15.4,75,13,25.0,100.88,Mainly Clear
+2012-09-17 21:00:00,19.3,15.3,78,0,25.0,100.88,Mainly Clear
+2012-09-17 22:00:00,18.8,15.1,79,6,25.0,100.83,Mainly Clear
+2012-09-17 23:00:00,17.0,15.0,88,7,25.0,100.84,Mainly Clear
+2012-09-18 00:00:00,16.2,14.2,88,6,25.0,100.84,Mainly Clear
+2012-09-18 01:00:00,16.9,12.5,75,0,25.0,100.81,Mainly Clear
+2012-09-18 02:00:00,16.6,12.1,75,9,25.0,100.75,Clear
+2012-09-18 03:00:00,16.1,13.0,82,19,25.0,100.67,Mostly Cloudy
+2012-09-18 04:00:00,16.2,12.9,81,17,25.0,100.59,Mostly Cloudy
+2012-09-18 05:00:00,16.1,12.8,81,24,25.0,100.52,Mostly Cloudy
+2012-09-18 06:00:00,16.4,12.9,80,22,24.1,100.49,Mainly Clear
+2012-09-18 07:00:00,16.9,13.1,78,20,24.1,100.44,Mostly Cloudy
+2012-09-18 08:00:00,18.5,13.4,72,26,24.1,100.4,Cloudy
+2012-09-18 09:00:00,18.7,13.8,73,19,24.1,100.31,Cloudy
+2012-09-18 10:00:00,16.9,16.0,94,19,9.7,100.26,Rain
+2012-09-18 11:00:00,17.3,16.4,94,20,9.7,100.13,Rain
+2012-09-18 12:00:00,16.6,16.3,98,20,6.4,99.92,Rain
+2012-09-18 13:00:00,17.1,16.4,96,35,9.7,99.66,Rain
+2012-09-18 14:00:00,17.3,16.6,96,32,24.1,99.49,Rain
+2012-09-18 15:00:00,18.1,17.0,93,32,24.1,99.28,Rain
+2012-09-18 16:00:00,19.4,17.4,88,33,24.1,99.14,Rain
+2012-09-18 17:00:00,20.4,17.9,86,35,24.1,99.01,Rain
+2012-09-18 18:00:00,20.0,18.9,93,28,6.4,99.19,Rain
+2012-09-18 19:00:00,19.4,18.5,95,22,25.0,99.28,Rain
+2012-09-18 20:00:00,19.2,17.9,92,24,25.0,99.33,Rain
+2012-09-18 21:00:00,19.1,17.6,91,20,25.0,99.39,Cloudy
+2012-09-18 22:00:00,18.8,17.6,93,30,9.7,99.44,Rain
+2012-09-18 23:00:00,17.7,16.1,90,33,12.9,99.52,Rain
+2012-09-19 00:00:00,12.8,11.2,90,37,25.0,99.78,Cloudy
+2012-09-19 01:00:00,11.0,9.1,88,28,25.0,99.95,Mostly Cloudy
+2012-09-19 02:00:00,9.7,7.6,87,35,25.0,100.1,Cloudy
+2012-09-19 03:00:00,8.7,6.1,84,35,25.0,100.31,Cloudy
+2012-09-19 04:00:00,8.3,4.9,79,28,25.0,100.49,Cloudy
+2012-09-19 05:00:00,8.2,4.8,79,30,25.0,100.63,Mostly Cloudy
+2012-09-19 06:00:00,8.0,4.2,77,26,24.1,100.79,Cloudy
+2012-09-19 07:00:00,8.2,4.1,75,33,24.1,100.92,Mostly Cloudy
+2012-09-19 08:00:00,8.6,4.1,73,26,24.1,101.04,Mostly Cloudy
+2012-09-19 09:00:00,9.2,4.1,70,32,24.1,101.13,Mostly Cloudy
+2012-09-19 10:00:00,11.0,3.6,60,32,48.3,101.19,Mostly Cloudy
+2012-09-19 11:00:00,12.0,3.9,58,24,48.3,101.29,Mostly Cloudy
+2012-09-19 12:00:00,13.2,4.0,54,22,48.3,101.37,Mostly Cloudy
+2012-09-19 13:00:00,13.6,2.7,48,24,48.3,101.41,Mostly Cloudy
+2012-09-19 14:00:00,14.5,3.0,46,24,48.3,101.45,Mainly Clear
+2012-09-19 15:00:00,14.3,0.9,40,15,48.3,101.49,Mainly Clear
+2012-09-19 16:00:00,14.2,2.2,44,19,48.3,101.6,Mainly Clear
+2012-09-19 17:00:00,12.7,2.3,49,11,48.3,101.66,Mainly Clear
+2012-09-19 18:00:00,10.6,2.1,56,11,48.3,101.68,Clear
+2012-09-19 19:00:00,10.0,2.5,60,4,25.0,101.75,Clear
+2012-09-19 20:00:00,8.8,3.2,68,4,25.0,101.81,Clear
+2012-09-19 21:00:00,9.5,2.7,62,0,25.0,101.83,Clear
+2012-09-19 22:00:00,8.5,2.7,67,0,25.0,101.85,Clear
+2012-09-19 23:00:00,9.8,3.1,63,4,25.0,101.88,Clear
+2012-09-20 00:00:00,7.2,4.5,83,7,25.0,101.88,Clear
+2012-09-20 01:00:00,8.4,4.0,74,6,25.0,101.92,Clear
+2012-09-20 02:00:00,9.0,4.0,71,7,25.0,101.89,Clear
+2012-09-20 03:00:00,8.0,4.8,80,4,25.0,101.91,Clear
+2012-09-20 04:00:00,8.3,5.7,84,9,25.0,101.91,Clear
+2012-09-20 05:00:00,7.7,6.5,92,6,25.0,101.95,Clear
+2012-09-20 06:00:00,7.7,6.5,92,6,48.3,101.97,Clear
+2012-09-20 07:00:00,9.6,6.9,83,9,48.3,101.95,Clear
+2012-09-20 08:00:00,11.7,7.6,76,7,48.3,101.94,Clear
+2012-09-20 09:00:00,12.8,7.6,71,15,48.3,101.85,Clear
+2012-09-20 10:00:00,15.2,7.4,60,20,48.3,101.76,Clear
+2012-09-20 11:00:00,16.2,6.9,54,19,48.3,101.65,Clear
+2012-09-20 12:00:00,17.6,7.3,51,15,48.3,101.56,Clear
+2012-09-20 13:00:00,18.3,6.7,47,22,48.3,101.48,Mainly Clear
+2012-09-20 14:00:00,19.3,6.9,44,15,48.3,101.43,Mainly Clear
+2012-09-20 15:00:00,19.1,7.5,47,20,48.3,101.39,Clear
+2012-09-20 16:00:00,18.7,7.7,49,24,48.3,101.31,Clear
+2012-09-20 17:00:00,18.0,7.9,52,26,48.3,101.31,Clear
+2012-09-20 18:00:00,16.6,7.9,56,19,48.3,101.26,Clear
+2012-09-20 19:00:00,16.2,7.9,58,24,25.0,101.27,Clear
+2012-09-20 20:00:00,15.6,7.9,60,20,25.0,101.24,Mainly Clear
+2012-09-20 21:00:00,15.4,7.9,61,20,25.0,101.25,Clear
+2012-09-20 22:00:00,13.4,8.5,72,15,25.0,101.25,Clear
+2012-09-20 23:00:00,14.0,8.9,71,19,25.0,101.24,Mainly Clear
+2012-09-21 00:00:00,13.7,9.6,76,19,25.0,101.23,Mainly Clear
+2012-09-21 01:00:00,13.1,9.9,81,20,25.0,101.23,Mainly Clear
+2012-09-21 02:00:00,13.5,10.5,82,19,25.0,101.18,Mostly Cloudy
+2012-09-21 03:00:00,13.9,11.0,83,15,25.0,101.14,Mostly Cloudy
+2012-09-21 04:00:00,14.3,11.4,83,19,25.0,101.14,Cloudy
+2012-09-21 05:00:00,14.4,11.2,81,19,25.0,101.17,Mostly Cloudy
+2012-09-21 06:00:00,14.4,11.4,82,19,48.3,101.19,Mostly Cloudy
+2012-09-21 07:00:00,14.6,11.4,81,17,48.3,101.18,Cloudy
+2012-09-21 08:00:00,15.2,11.8,80,15,48.3,101.23,Cloudy
+2012-09-21 09:00:00,16.0,12.4,79,15,48.3,101.21,Cloudy
+2012-09-21 10:00:00,16.7,12.9,78,13,48.3,101.17,Cloudy
+2012-09-21 11:00:00,17.1,12.8,76,15,48.3,101.13,Cloudy
+2012-09-21 12:00:00,17.8,13.3,75,17,48.3,101.08,Cloudy
+2012-09-21 13:00:00,18.2,13.6,75,15,48.3,101.0,Cloudy
+2012-09-21 14:00:00,19.2,13.9,71,17,48.3,100.95,Cloudy
+2012-09-21 15:00:00,19.3,13.9,71,13,24.1,100.93,Mostly Cloudy
+2012-09-21 16:00:00,19.0,14.1,73,6,24.1,100.89,Cloudy
+2012-09-21 17:00:00,17.3,15.5,89,4,24.1,100.88,Cloudy
+2012-09-21 18:00:00,15.9,15.2,96,19,19.3,100.95,Cloudy
+2012-09-21 19:00:00,15.2,15.1,99,7,25.0,101.01,Rain
+2012-09-21 20:00:00,15.7,15.2,97,4,25.0,101.01,Cloudy
+2012-09-21 21:00:00,15.4,15.3,99,0,9.7,101.04,"Rain,Fog"
+2012-09-21 22:00:00,15.7,15.4,98,13,8.0,100.99,"Rain,Fog"
+2012-09-21 23:00:00,15.7,15.6,99,13,6.4,100.93,Fog
+2012-09-22 00:00:00,15.7,15.4,98,7,8.0,100.87,Fog
+2012-09-22 01:00:00,15.9,15.4,97,7,11.3,100.85,Cloudy
+2012-09-22 02:00:00,15.9,14.7,93,11,19.3,100.76,Cloudy
+2012-09-22 03:00:00,15.8,14.4,91,24,19.3,100.68,Rain Showers
+2012-09-22 04:00:00,15.4,14.1,92,20,19.3,100.5,Rain Showers
+2012-09-22 05:00:00,15.4,13.3,87,24,25.0,100.46,Cloudy
+2012-09-22 06:00:00,15.6,12.8,83,26,24.1,100.43,Mostly Cloudy
+2012-09-22 07:00:00,16.2,12.8,80,33,24.1,100.36,Mostly Cloudy
+2012-09-22 08:00:00,16.4,13.1,81,32,48.3,100.25,Mostly Cloudy
+2012-09-22 09:00:00,17.3,13.1,76,39,24.1,100.19,Cloudy
+2012-09-22 10:00:00,18.5,13.8,74,33,24.1,100.14,Mostly Cloudy
+2012-09-22 11:00:00,18.4,14.1,76,32,24.1,100.09,Cloudy
+2012-09-22 12:00:00,16.9,15.6,92,22,16.1,100.23,Rain Showers
+2012-09-22 13:00:00,16.6,15.6,94,15,19.3,100.22,Rain Showers
+2012-09-22 14:00:00,16.3,15.7,96,22,6.4,100.29,"Rain,Fog"
+2012-09-22 15:00:00,16.1,15.0,93,9,24.1,100.32,Rain
+2012-09-22 16:00:00,16.8,15.2,90,15,24.1,100.28,Mostly Cloudy
+2012-09-22 17:00:00,16.4,14.9,91,13,24.1,100.32,Mostly Cloudy
+2012-09-22 18:00:00,16.1,15.6,97,13,25.0,100.33,Rain Showers
+2012-09-22 19:00:00,16.0,15.3,96,9,25.0,100.36,Rain Showers
+2012-09-22 20:00:00,16.3,14.0,86,20,25.0,100.39,Cloudy
+2012-09-22 21:00:00,15.7,13.4,86,26,25.0,100.37,Cloudy
+2012-09-22 22:00:00,15.4,12.7,84,22,25.0,100.41,Cloudy
+2012-09-22 23:00:00,15.1,12.0,82,22,25.0,100.42,Cloudy
+2012-09-23 00:00:00,14.2,10.4,78,26,25.0,100.41,Mostly Cloudy
+2012-09-23 01:00:00,12.8,9.6,81,17,25.0,100.46,Mostly Cloudy
+2012-09-23 02:00:00,12.2,8.3,77,26,25.0,100.56,Mostly Cloudy
+2012-09-23 03:00:00,11.6,8.0,79,24,25.0,100.58,Cloudy
+2012-09-23 04:00:00,11.0,7.4,78,24,25.0,100.63,Mostly Cloudy
+2012-09-23 05:00:00,10.2,7.3,82,20,25.0,100.7,Mainly Clear
+2012-09-23 06:00:00,9.9,7.4,84,19,24.1,100.77,Mainly Clear
+2012-09-23 07:00:00,10.6,7.8,83,20,24.1,100.82,Mainly Clear
+2012-09-23 08:00:00,11.3,7.6,78,28,48.3,100.89,Mainly Clear
+2012-09-23 09:00:00,12.0,6.8,70,24,48.3,100.9,Mainly Clear
+2012-09-23 10:00:00,13.2,5.6,60,33,48.3,100.97,Mainly Clear
+2012-09-23 11:00:00,13.5,4.0,53,28,48.3,101.0,Mainly Clear
+2012-09-23 12:00:00,15.6,4.5,48,26,48.3,101.0,Mainly Clear
+2012-09-23 13:00:00,14.6,4.2,50,30,48.3,101.01,Mainly Clear
+2012-09-23 14:00:00,16.0,4.1,45,28,48.3,101.02,Mainly Clear
+2012-09-23 15:00:00,15.1,4.6,49,24,48.3,101.04,Mainly Clear
+2012-09-23 16:00:00,15.1,5.7,53,15,48.3,101.07,Mainly Clear
+2012-09-23 17:00:00,14.3,3.4,48,20,48.3,101.11,Mainly Clear
+2012-09-23 18:00:00,10.9,4.3,64,9,25.0,101.17,Mainly Clear
+2012-09-23 19:00:00,9.8,5.3,74,4,25.0,101.23,Mainly Clear
+2012-09-23 20:00:00,11.4,4.7,63,9,25.0,101.31,Mainly Clear
+2012-09-23 21:00:00,8.7,5.2,79,7,25.0,101.38,Mainly Clear
+2012-09-23 22:00:00,7.2,4.9,85,7,25.0,101.41,Mainly Clear
+2012-09-23 23:00:00,9.2,5.2,76,7,25.0,101.43,Mostly Cloudy
+2012-09-24 00:00:00,7.7,5.1,84,0,25.0,101.42,Mainly Clear
+2012-09-24 01:00:00,5.7,4.3,91,6,25.0,101.41,Mainly Clear
+2012-09-24 02:00:00,6.9,5.1,88,0,25.0,101.37,Clear
+2012-09-24 03:00:00,5.7,4.7,93,0,25.0,101.38,Clear
+2012-09-24 04:00:00,7.2,5.0,86,4,25.0,101.42,Mainly Clear
+2012-09-24 05:00:00,8.0,7.8,99,0,25.0,101.44,Mostly Cloudy
+2012-09-24 06:00:00,6.9,6.8,99,9,48.3,101.47,Mostly Cloudy
+2012-09-24 07:00:00,7.9,7.5,97,6,48.3,101.48,Mostly Cloudy
+2012-09-24 08:00:00,9.9,7.5,85,13,48.3,101.51,Mainly Clear
+2012-09-24 09:00:00,11.0,7.9,81,13,48.3,101.49,Mainly Clear
+2012-09-24 10:00:00,12.8,7.5,70,22,48.3,101.46,Mainly Clear
+2012-09-24 11:00:00,14.2,5.5,56,28,48.3,101.44,Mainly Clear
+2012-09-24 12:00:00,15.0,5.7,54,20,48.3,101.37,Mainly Clear
+2012-09-24 13:00:00,15.8,3.2,43,28,48.3,101.28,Mainly Clear
+2012-09-24 14:00:00,16.6,3.7,42,32,48.3,101.23,Mainly Clear
+2012-09-24 15:00:00,16.3,3.6,43,24,48.3,101.13,Mainly Clear
+2012-09-24 16:00:00,16.4,4.5,45,26,48.3,101.09,Mainly Clear
+2012-09-24 17:00:00,15.3,5.2,51,28,48.3,101.06,Mainly Clear
+2012-09-24 18:00:00,14.4,5.8,56,22,25.0,101.03,Mainly Clear
+2012-09-24 19:00:00,13.8,5.6,58,33,25.0,101.05,Mainly Clear
+2012-09-24 20:00:00,12.1,6.3,68,15,25.0,101.06,Mainly Clear
+2012-09-24 21:00:00,11.7,6.2,69,17,25.0,101.06,Mostly Cloudy
+2012-09-24 22:00:00,12.6,5.6,62,17,25.0,101.08,Mostly Cloudy
+2012-09-24 23:00:00,12.1,5.6,64,20,25.0,101.04,Mainly Clear
+2012-09-25 00:00:00,11.9,6.0,67,17,25.0,101.02,Mostly Cloudy
+2012-09-25 01:00:00,12.1,6.4,68,19,25.0,100.92,Mostly Cloudy
+2012-09-25 02:00:00,11.7,5.3,65,20,25.0,100.88,Mostly Cloudy
+2012-09-25 03:00:00,11.2,5.5,68,20,25.0,100.85,Mostly Cloudy
+2012-09-25 04:00:00,11.6,5.3,65,24,25.0,100.85,Mostly Cloudy
+2012-09-25 05:00:00,11.3,6.0,70,17,25.0,100.85,Cloudy
+2012-09-25 06:00:00,12.4,6.1,65,19,48.3,100.89,Mostly Cloudy
+2012-09-25 07:00:00,13.0,6.9,66,28,48.3,100.89,Mainly Clear
+2012-09-25 08:00:00,14.1,7.2,63,24,48.3,100.92,Mainly Clear
+2012-09-25 09:00:00,16.3,8.6,60,32,48.3,100.93,Mainly Clear
+2012-09-25 10:00:00,17.4,9.0,58,35,48.3,100.92,Mainly Clear
+2012-09-25 11:00:00,18.0,9.2,56,28,48.3,100.94,Mainly Clear
+2012-09-25 12:00:00,18.1,9.6,58,30,48.3,100.99,Mostly Cloudy
+2012-09-25 13:00:00,18.9,9.9,56,33,48.3,100.99,Mostly Cloudy
+2012-09-25 14:00:00,19.0,10.4,57,32,48.3,100.97,Mostly Cloudy
+2012-09-25 15:00:00,19.0,10.2,57,28,48.3,100.98,Mostly Cloudy
+2012-09-25 16:00:00,19.2,9.5,53,19,48.3,100.98,Mostly Cloudy
+2012-09-25 17:00:00,18.8,10.5,59,9,48.3,100.98,Mainly Clear
+2012-09-25 18:00:00,17.8,10.9,64,13,24.1,100.99,Mainly Clear
+2012-09-25 19:00:00,16.6,10.5,67,11,25.0,101.02,Clear
+2012-09-25 20:00:00,15.7,10.6,72,7,25.0,101.03,Mainly Clear
+2012-09-25 21:00:00,14.3,10.5,78,13,25.0,101.06,Mostly Cloudy
+2012-09-25 22:00:00,13.1,9.5,79,7,25.0,101.05,Mainly Clear
+2012-09-25 23:00:00,14.0,9.2,73,17,25.0,101.03,Cloudy
+2012-09-26 00:00:00,14.2,9.9,75,15,25.0,101.02,Mostly Cloudy
+2012-09-26 01:00:00,14.0,9.7,75,17,25.0,100.96,Mostly Cloudy
+2012-09-26 02:00:00,14.1,9.3,73,17,25.0,100.89,Mostly Cloudy
+2012-09-26 03:00:00,14.7,8.7,67,17,25.0,100.87,Mostly Cloudy
+2012-09-26 04:00:00,14.6,9.0,69,17,25.0,100.88,Mostly Cloudy
+2012-09-26 05:00:00,15.1,9.2,68,17,25.0,100.84,Mostly Cloudy
+2012-09-26 06:00:00,15.0,9.1,68,17,24.1,100.86,Cloudy
+2012-09-26 07:00:00,14.9,10.4,74,19,24.1,100.87,Cloudy
+2012-09-26 08:00:00,14.9,11.0,77,19,24.1,100.89,Cloudy
+2012-09-26 09:00:00,15.4,12.0,80,20,24.1,100.88,Cloudy
+2012-09-26 10:00:00,16.7,12.6,77,19,24.1,100.89,Cloudy
+2012-09-26 11:00:00,18.1,13.5,74,20,24.1,100.84,Cloudy
+2012-09-26 12:00:00,18.1,13.9,76,15,24.1,100.82,Cloudy
+2012-09-26 13:00:00,18.8,14.6,77,20,24.1,100.8,Cloudy
+2012-09-26 14:00:00,20.0,14.8,72,24,24.1,100.73,Cloudy
+2012-09-26 15:00:00,17.6,15.6,88,11,24.1,100.75,Mostly Cloudy
+2012-09-26 16:00:00,18.8,15.2,80,7,24.1,100.74,Rain Showers
+2012-09-26 17:00:00,16.1,12.6,80,19,24.1,100.86,Mostly Cloudy
+2012-09-26 18:00:00,14.6,10.2,75,17,24.1,101.0,Mostly Cloudy
+2012-09-26 19:00:00,13.6,9.5,76,7,25.0,101.09,Mostly Cloudy
+2012-09-26 20:00:00,13.8,7.8,67,15,25.0,101.22,Cloudy
+2012-09-26 21:00:00,13.6,7.0,64,6,25.0,101.33,Cloudy
+2012-09-26 22:00:00,12.6,7.5,71,7,25.0,101.39,Mostly Cloudy
+2012-09-26 23:00:00,11.9,6.2,68,7,25.0,101.46,Mostly Cloudy
+2012-09-27 00:00:00,10.1,6.0,76,7,25.0,101.51,Mainly Clear
+2012-09-27 01:00:00,8.3,6.3,87,9,25.0,101.54,Mainly Clear
+2012-09-27 02:00:00,7.4,5.9,90,9,25.0,101.56,Mainly Clear
+2012-09-27 03:00:00,6.3,4.9,91,9,25.0,101.63,Clear
+2012-09-27 04:00:00,5.1,4.1,93,11,25.0,101.69,Clear
+2012-09-27 05:00:00,6.0,4.6,91,7,25.0,101.76,Clear
+2012-09-27 06:00:00,6.4,4.3,86,0,48.3,101.86,Clear
+2012-09-27 07:00:00,7.5,5.3,86,0,48.3,101.91,Clear
+2012-09-27 08:00:00,9.0,5.6,79,11,48.3,101.99,Clear
+2012-09-27 09:00:00,10.9,5.1,67,9,48.3,102.03,Mainly Clear
+2012-09-27 10:00:00,12.8,4.4,57,4,48.3,102.06,Mainly Clear
+2012-09-27 11:00:00,12.8,3.5,53,6,48.3,102.04,Mainly Clear
+2012-09-27 12:00:00,12.9,3.8,54,4,48.3,102.04,Mainly Clear
+2012-09-27 13:00:00,13.6,4.5,54,11,48.3,101.99,Mostly Cloudy
+2012-09-27 14:00:00,14.9,4.4,49,4,48.3,101.95,Mainly Clear
+2012-09-27 15:00:00,15.1,4.7,50,9,48.3,101.93,Mainly Clear
+2012-09-27 16:00:00,15.1,3.7,46,11,48.3,101.93,Mainly Clear
+2012-09-27 17:00:00,14.6,3.6,48,7,48.3,101.94,Mainly Clear
+2012-09-27 18:00:00,13.1,3.8,53,7,48.3,101.97,Mainly Clear
+2012-09-27 19:00:00,10.6,4.4,65,0,25.0,102.0,Clear
+2012-09-27 20:00:00,11.5,4.9,64,4,25.0,102.01,Mainly Clear
+2012-09-27 21:00:00,9.4,5.5,77,7,25.0,102.01,Clear
+2012-09-27 22:00:00,9.3,4.8,73,4,25.0,101.99,Clear
+2012-09-27 23:00:00,9.2,4.6,73,4,25.0,101.98,Clear
+2012-09-28 00:00:00,9.2,4.0,70,6,25.0,101.96,Clear
+2012-09-28 01:00:00,8.0,4.7,80,7,25.0,101.98,Mainly Clear
+2012-09-28 02:00:00,8.9,5.2,78,6,25.0,101.94,Mainly Clear
+2012-09-28 03:00:00,7.2,4.9,85,9,25.0,101.92,Clear
+2012-09-28 04:00:00,6.0,5.3,95,9,25.0,101.91,Clear
+2012-09-28 05:00:00,5.1,4.6,97,7,25.0,101.87,Mainly Clear
+2012-09-28 06:00:00,5.3,4.1,92,9,48.3,101.83,Mainly Clear
+2012-09-28 07:00:00,7.6,4.7,82,11,48.3,101.8,Mainly Clear
+2012-09-28 08:00:00,9.3,5.8,79,9,48.3,101.81,Mainly Clear
+2012-09-28 09:00:00,10.7,5.3,69,13,48.3,101.76,Mostly Cloudy
+2012-09-28 10:00:00,13.3,6.0,61,13,48.3,101.67,Mostly Cloudy
+2012-09-28 11:00:00,14.6,5.2,53,13,48.3,101.62,Mostly Cloudy
+2012-09-28 12:00:00,15.8,7.1,56,7,48.3,101.55,Mostly Cloudy
+2012-09-28 13:00:00,16.6,6.9,53,9,48.3,101.42,Mainly Clear
+2012-09-28 14:00:00,16.7,8.7,59,17,24.1,101.37,Mostly Cloudy
+2012-09-28 15:00:00,15.6,9.6,67,19,24.1,101.35,Mostly Cloudy
+2012-09-28 16:00:00,14.2,10.0,76,17,24.1,101.33,Mostly Cloudy
+2012-09-28 17:00:00,13.3,10.1,81,17,24.1,101.34,Mostly Cloudy
+2012-09-28 18:00:00,12.9,10.0,83,15,24.1,101.33,Mostly Cloudy
+2012-09-28 19:00:00,13.0,10.0,82,15,25.0,101.35,Mostly Cloudy
+2012-09-28 20:00:00,13.1,10.1,82,4,25.0,101.34,Mostly Cloudy
+2012-09-28 21:00:00,13.1,9.8,80,7,25.0,101.32,Mostly Cloudy
+2012-09-28 22:00:00,13.1,9.8,80,9,25.0,101.3,Mostly Cloudy
+2012-09-28 23:00:00,13.1,9.2,77,11,19.3,101.29,Cloudy
+2012-09-29 00:00:00,13.0,9.3,78,7,19.3,101.27,Cloudy
+2012-09-29 01:00:00,13.1,9.3,78,9,25.0,101.24,Cloudy
+2012-09-29 02:00:00,13.0,9.3,78,11,25.0,101.2,Cloudy
+2012-09-29 03:00:00,11.7,9.9,89,11,25.0,101.19,Cloudy
+2012-09-29 04:00:00,11.3,9.6,89,15,25.0,101.19,Cloudy
+2012-09-29 05:00:00,10.3,8.9,91,19,25.0,101.23,Cloudy
+2012-09-29 06:00:00,10.2,8.8,91,11,25.0,101.27,Cloudy
+2012-09-29 07:00:00,9.8,8.6,92,17,25.0,101.29,Cloudy
+2012-09-29 08:00:00,10.9,9.0,88,19,24.1,101.28,Cloudy
+2012-09-29 09:00:00,12.4,9.6,83,22,24.1,101.27,Mostly Cloudy
+2012-09-29 10:00:00,13.0,10.0,82,20,24.1,101.23,Cloudy
+2012-09-29 11:00:00,12.6,9.8,83,24,24.1,101.19,Cloudy
+2012-09-29 12:00:00,12.6,9.9,84,22,24.1,101.18,Drizzle
+2012-09-29 13:00:00,12.4,9.8,84,19,24.1,101.15,Drizzle
+2012-09-29 14:00:00,12.6,9.8,83,19,24.1,101.12,Cloudy
+2012-09-29 15:00:00,11.6,10.1,91,20,19.3,101.11,Drizzle
+2012-09-29 16:00:00,11.7,9.8,88,26,24.1,101.11,Cloudy
+2012-09-29 17:00:00,11.1,10.4,95,22,9.7,101.12,Drizzle
+2012-09-29 18:00:00,10.8,9.8,94,20,16.1,101.12,Drizzle
+2012-09-29 19:00:00,10.5,10.2,98,19,6.4,101.15,"Drizzle,Fog"
+2012-09-29 20:00:00,10.5,9.9,96,24,8.0,101.13,"Drizzle,Fog"
+2012-09-29 21:00:00,10.7,9.8,94,22,9.7,101.11,"Drizzle,Fog"
+2012-09-29 22:00:00,10.6,9.9,95,20,9.7,101.08,"Drizzle,Fog"
+2012-09-29 23:00:00,10.8,9.7,93,17,12.9,101.06,Drizzle
+2012-09-30 00:00:00,10.8,9.4,91,13,8.0,101.03,"Drizzle,Fog"
+2012-09-30 01:00:00,10.7,9.6,93,15,8.0,101.02,"Drizzle,Fog"
+2012-09-30 02:00:00,10.3,9.8,97,20,6.4,100.97,"Drizzle,Fog"
+2012-09-30 03:00:00,10.4,9.6,95,17,12.9,100.92,Drizzle
+2012-09-30 04:00:00,10.8,9.5,92,17,12.9,100.96,Cloudy
+2012-09-30 05:00:00,10.9,9.6,92,15,16.1,100.92,Cloudy
+2012-09-30 06:00:00,11.0,9.6,91,13,19.3,100.9,Cloudy
+2012-09-30 07:00:00,11.2,9.9,92,15,19.3,100.88,Cloudy
+2012-09-30 08:00:00,11.4,9.9,90,19,19.3,100.9,Cloudy
+2012-09-30 09:00:00,11.7,9.9,89,20,19.3,100.84,Cloudy
+2012-09-30 10:00:00,11.9,10.1,89,17,19.3,100.79,Cloudy
+2012-09-30 11:00:00,12.2,10.2,88,19,12.9,100.72,Cloudy
+2012-09-30 12:00:00,11.8,11.1,95,17,9.7,100.65,"Drizzle,Fog"
+2012-09-30 13:00:00,11.4,11.0,97,13,6.4,100.54,"Drizzle,Fog"
+2012-09-30 14:00:00,11.5,11.1,97,19,8.0,100.46,"Rain,Fog"
+2012-09-30 15:00:00,11.6,10.9,95,20,6.4,100.36,"Rain,Fog"
+2012-09-30 16:00:00,11.7,11.2,97,13,8.0,100.28,"Rain,Fog"
+2012-09-30 17:00:00,11.7,11.2,97,11,8.0,100.21,"Rain,Fog"
+2012-09-30 18:00:00,11.6,11.5,99,4,9.7,100.15,"Rain,Fog"
+2012-09-30 19:00:00,11.5,11.4,99,9,9.7,100.09,"Rain,Fog"
+2012-09-30 20:00:00,11.6,11.6,100,9,8.0,100.0,"Rain,Fog"
+2012-09-30 21:00:00,11.6,11.5,99,11,9.7,99.9,"Rain,Fog"
+2012-09-30 22:00:00,11.6,11.2,97,13,16.1,99.79,Rain
+2012-09-30 23:00:00,11.5,11.2,98,15,6.4,99.72,"Rain,Fog"
+2012-10-01 00:00:00,11.5,11.1,97,15,19.3,99.62,Rain
+2012-10-01 01:00:00,11.4,11.1,98,17,6.4,99.56,"Rain,Fog"
+2012-10-01 02:00:00,11.3,11.2,99,15,6.4,99.5,"Rain,Fog"
+2012-10-01 03:00:00,11.2,11.0,99,17,8.0,99.44,"Rain,Fog"
+2012-10-01 04:00:00,11.3,11.1,99,15,6.4,99.44,"Rain,Fog"
+2012-10-01 05:00:00,11.3,11.1,99,15,8.0,99.47,"Rain,Fog"
+2012-10-01 06:00:00,11.7,11.0,95,15,19.3,99.51,Cloudy
+2012-10-01 07:00:00,12.1,11.2,94,17,19.3,99.6,Rain
+2012-10-01 08:00:00,12.6,11.8,95,17,24.1,99.7,Cloudy
+2012-10-01 09:00:00,14.0,12.3,89,19,24.1,99.8,Mostly Cloudy
+2012-10-01 10:00:00,14.9,12.0,83,20,24.1,99.88,Cloudy
+2012-10-01 11:00:00,14.8,11.9,83,26,24.1,99.96,Cloudy
+2012-10-01 12:00:00,14.8,11.3,80,17,24.1,100.06,Cloudy
+2012-10-01 13:00:00,14.9,11.5,80,19,24.1,100.14,Cloudy
+2012-10-01 14:00:00,15.3,11.4,78,24,24.1,100.2,Cloudy
+2012-10-01 15:00:00,15.2,11.5,79,26,24.1,100.27,Cloudy
+2012-10-01 16:00:00,15.0,11.5,80,19,24.1,100.35,Cloudy
+2012-10-01 17:00:00,14.9,11.4,80,17,48.3,100.45,Mostly Cloudy
+2012-10-01 18:00:00,14.6,11.6,82,6,25.0,100.51,Cloudy
+2012-10-01 19:00:00,14.6,11.7,83,9,25.0,100.57,Mostly Cloudy
+2012-10-01 20:00:00,13.8,11.7,87,9,25.0,100.61,Mostly Cloudy
+2012-10-01 21:00:00,13.8,12.0,89,6,25.0,100.65,Mostly Cloudy
+2012-10-01 22:00:00,13.1,12.7,97,6,25.0,100.66,Mostly Cloudy
+2012-10-01 23:00:00,14.2,12.9,92,22,25.0,100.75,Mostly Cloudy
+2012-10-02 00:00:00,13.5,12.7,95,9,25.0,100.74,Mostly Cloudy
+2012-10-02 01:00:00,12.8,12.6,99,9,25.0,100.76,Mostly Cloudy
+2012-10-02 02:00:00,12.4,12.3,99,7,19.3,100.77,Mostly Cloudy
+2012-10-02 03:00:00,12.1,11.8,98,7,19.3,100.82,Mainly Clear
+2012-10-02 04:00:00,12.0,11.9,99,6,19.3,100.85,Clear
+2012-10-02 05:00:00,11.1,11.0,99,6,16.1,100.92,Mainly Clear
+2012-10-02 06:00:00,11.2,11.2,100,0,48.3,100.96,Mostly Cloudy
+2012-10-02 07:00:00,11.9,11.8,99,4,24.1,101.04,Mostly Cloudy
+2012-10-02 08:00:00,13.0,12.4,96,9,24.1,101.08,Mostly Cloudy
+2012-10-02 09:00:00,14.3,13.1,92,6,24.1,101.08,Cloudy
+2012-10-02 10:00:00,15.2,13.3,88,9,24.1,101.09,Cloudy
+2012-10-02 11:00:00,16.6,13.9,84,7,24.1,101.08,Mostly Cloudy
+2012-10-02 12:00:00,18.2,13.6,75,13,24.1,101.1,Mostly Cloudy
+2012-10-02 13:00:00,18.2,12.9,71,9,24.1,101.03,Cloudy
+2012-10-02 14:00:00,18.7,12.4,67,11,24.1,101.03,Mostly Cloudy
+2012-10-02 15:00:00,18.8,11.5,63,9,24.1,101.08,Mostly Cloudy
+2012-10-02 16:00:00,18.7,12.6,68,6,24.1,101.06,Mostly Cloudy
+2012-10-02 17:00:00,17.9,13.9,77,9,24.1,101.1,Mostly Cloudy
+2012-10-02 18:00:00,16.6,13.3,81,9,24.1,101.16,Mainly Clear
+2012-10-02 19:00:00,15.0,13.3,90,11,25.0,101.18,Mainly Clear
+2012-10-02 20:00:00,14.6,13.0,90,9,25.0,101.22,Mainly Clear
+2012-10-02 21:00:00,14.0,12.8,92,6,25.0,101.27,Mainly Clear
+2012-10-02 22:00:00,14.2,12.9,92,4,25.0,101.28,Clear
+2012-10-02 23:00:00,11.4,10.9,97,4,25.0,101.31,Clear
+2012-10-03 00:00:00,11.9,11.7,99,4,25.0,101.3,Clear
+2012-10-03 01:00:00,11.3,11.0,98,4,25.0,101.33,Clear
+2012-10-03 02:00:00,11.3,11.2,99,7,25.0,101.32,Clear
+2012-10-03 03:00:00,11.6,11.4,99,7,25.0,101.33,Clear
+2012-10-03 04:00:00,11.5,11.2,98,7,25.0,101.37,Clear
+2012-10-03 05:00:00,11.0,11.0,100,11,3.2,101.38,Fog
+2012-10-03 06:00:00,11.5,11.5,100,11,0.6,101.42,Fog
+2012-10-03 07:00:00,11.7,11.7,100,13,0.6,101.49,Fog
+2012-10-03 08:00:00,11.4,11.4,100,15,1.6,101.54,Fog
+2012-10-03 09:00:00,12.7,12.6,99,19,4.8,101.53,Fog
+2012-10-03 10:00:00,14.8,13.5,92,19,9.7,101.5,Fog
+2012-10-03 11:00:00,15.8,13.7,87,19,12.9,101.48,Cloudy
+2012-10-03 12:00:00,16.9,13.2,79,19,24.1,101.42,Mostly Cloudy
+2012-10-03 13:00:00,17.5,13.5,77,13,19.3,101.4,Mostly Cloudy
+2012-10-03 14:00:00,18.7,13.6,72,13,19.3,101.4,Cloudy
+2012-10-03 15:00:00,19.3,13.9,71,13,24.1,101.4,Cloudy
+2012-10-03 16:00:00,19.2,14.2,73,11,24.1,101.42,Cloudy
+2012-10-03 17:00:00,19.2,13.9,71,11,24.1,101.45,Cloudy
+2012-10-03 18:00:00,18.9,13.9,73,11,25.0,101.47,Cloudy
+2012-10-03 19:00:00,19.0,13.9,72,7,25.0,101.51,Cloudy
+2012-10-03 20:00:00,18.6,14.3,76,9,25.0,101.51,Cloudy
+2012-10-03 21:00:00,18.6,14.4,77,11,25.0,101.53,Cloudy
+2012-10-03 22:00:00,18.3,14.7,80,7,25.0,101.56,Cloudy
+2012-10-03 23:00:00,18.0,14.9,82,7,25.0,101.57,Cloudy
+2012-10-04 00:00:00,17.0,15.1,89,11,16.1,101.55,Cloudy
+2012-10-04 01:00:00,16.1,14.7,91,11,16.1,101.55,Cloudy
+2012-10-04 02:00:00,14.7,14.1,96,11,6.4,101.56,Drizzle
+2012-10-04 03:00:00,12.6,11.8,95,13,9.7,101.55,"Drizzle,Fog"
+2012-10-04 04:00:00,11.7,11.5,99,15,19.3,101.55,Cloudy
+2012-10-04 05:00:00,11.5,11.0,97,9,16.1,101.59,Cloudy
+2012-10-04 06:00:00,11.3,10.8,97,9,6.4,101.58,Fog
+2012-10-04 07:00:00,11.4,11.1,98,13,4.0,101.58,"Drizzle,Fog"
+2012-10-04 08:00:00,12.0,11.8,99,7,4.0,101.57,Fog
+2012-10-04 09:00:00,12.1,12.0,99,11,2.8,101.54,"Drizzle,Fog"
+2012-10-04 10:00:00,12.6,12.5,99,9,4.8,101.47,"Drizzle,Fog"
+2012-10-04 11:00:00,13.3,12.8,97,6,6.4,101.47,Fog
+2012-10-04 12:00:00,13.6,13.0,96,0,6.4,101.42,"Drizzle,Fog"
+2012-10-04 13:00:00,14.4,13.2,92,0,6.4,101.38,"Drizzle,Fog"
+2012-10-04 14:00:00,15.6,14.3,92,4,8.0,101.3,"Rain,Fog"
+2012-10-04 15:00:00,15.9,14.7,93,4,9.7,101.24,Fog
+2012-10-04 16:00:00,16.0,15.5,97,4,9.7,101.18,Fog
+2012-10-04 17:00:00,15.8,15.3,97,4,9.7,101.13,Fog
+2012-10-04 18:00:00,14.6,14.5,99,0,9.7,101.12,Fog
+2012-10-04 19:00:00,14.8,14.6,99,6,9.7,101.1,Fog
+2012-10-04 20:00:00,14.1,14.1,100,4,9.7,101.1,Fog
+2012-10-04 21:00:00,14.4,13.7,96,6,9.7,101.07,Fog
+2012-10-04 22:00:00,15.3,13.8,91,13,12.9,101.01,Mainly Clear
+2012-10-04 23:00:00,16.6,13.7,83,13,9.7,100.97,"Rain,Fog"
+2012-10-05 00:00:00,15.8,12.7,82,11,12.9,100.94,Mainly Clear
+2012-10-05 01:00:00,15.3,12.6,84,15,12.9,100.94,Mainly Clear
+2012-10-05 02:00:00,15.7,12.7,82,17,16.1,100.92,Clear
+2012-10-05 03:00:00,14.7,12.6,87,17,19.3,100.94,Clear
+2012-10-05 04:00:00,14.4,12.6,89,13,19.3,100.96,Clear
+2012-10-05 05:00:00,13.8,12.6,92,17,19.3,100.96,Clear
+2012-10-05 06:00:00,13.7,12.9,95,4,16.1,100.93,Mainly Clear
+2012-10-05 07:00:00,15.3,14.0,92,6,24.1,100.92,Mainly Clear
+2012-10-05 08:00:00,16.8,14.3,85,9,24.1,100.92,Mostly Cloudy
+2012-10-05 09:00:00,17.3,13.6,79,13,24.1,100.84,Mostly Cloudy
+2012-10-05 10:00:00,18.9,14.4,75,11,24.1,100.87,Rain Showers
+2012-10-05 11:00:00,17.5,14.3,81,22,24.1,100.85,Cloudy
+2012-10-05 12:00:00,18.5,15.3,82,19,24.1,100.74,Cloudy
+2012-10-05 13:00:00,19.2,14.9,76,20,24.1,100.69,Cloudy
+2012-10-05 14:00:00,20.2,15.6,75,19,24.1,100.6,Mostly Cloudy
+2012-10-05 15:00:00,20.7,15.4,72,26,24.1,100.57,Cloudy
+2012-10-05 16:00:00,20.3,15.4,73,28,24.1,100.55,Cloudy
+2012-10-05 17:00:00,19.7,14.8,73,26,24.1,100.55,Cloudy
+2012-10-05 18:00:00,19.0,14.8,77,24,25.0,100.53,Cloudy
+2012-10-05 19:00:00,18.7,14.2,75,32,25.0,100.53,Cloudy
+2012-10-05 20:00:00,18.1,14.0,77,24,25.0,100.55,Cloudy
+2012-10-05 21:00:00,17.8,13.8,77,22,25.0,100.56,Cloudy
+2012-10-05 22:00:00,17.4,12.1,71,19,25.0,100.54,Cloudy
+2012-10-05 23:00:00,17.0,10.9,67,17,25.0,100.53,Cloudy
+2012-10-06 00:00:00,16.8,11.2,70,13,25.0,100.51,Cloudy
+2012-10-06 01:00:00,16.1,10.9,71,17,25.0,100.5,Cloudy
+2012-10-06 02:00:00,15.4,9.6,68,11,25.0,100.44,Rain Showers
+2012-10-06 03:00:00,14.6,10.1,74,11,25.0,100.39,Rain Showers
+2012-10-06 04:00:00,11.0,9.7,92,13,16.1,100.35,Rain
+2012-10-06 05:00:00,9.4,8.8,96,15,16.1,100.32,Rain
+2012-10-06 06:00:00,9.1,8.7,97,6,16.1,100.35,Rain
+2012-10-06 07:00:00,8.6,8.4,99,11,8.0,100.35,"Rain,Fog"
+2012-10-06 08:00:00,8.8,8.4,97,7,19.3,100.36,Rain
+2012-10-06 09:00:00,9.5,8.6,94,7,24.1,100.33,Rain
+2012-10-06 10:00:00,9.7,8.7,93,13,24.1,100.32,Rain
+2012-10-06 11:00:00,9.6,8.4,92,13,24.1,100.35,Rain
+2012-10-06 12:00:00,10.9,9.3,90,17,24.1,100.32,Mostly Cloudy
+2012-10-06 13:00:00,11.8,9.0,83,20,24.1,100.3,Cloudy
+2012-10-06 14:00:00,13.8,8.9,72,17,24.1,100.28,Mostly Cloudy
+2012-10-06 15:00:00,14.4,8.8,69,28,48.3,100.25,Mainly Clear
+2012-10-06 16:00:00,14.6,7.7,63,28,48.3,100.26,Mainly Clear
+2012-10-06 17:00:00,12.0,7.9,76,9,48.3,100.32,Mostly Cloudy
+2012-10-06 18:00:00,9.7,7.2,84,19,25.0,100.43,Mostly Cloudy
+2012-10-06 19:00:00,10.2,5.9,75,26,25.0,100.52,Mostly Cloudy
+2012-10-06 20:00:00,9.8,5.5,75,17,25.0,100.58,Mainly Clear
+2012-10-06 21:00:00,9.7,5.2,74,19,25.0,100.66,Mainly Clear
+2012-10-06 22:00:00,9.2,4.4,72,26,25.0,100.75,Mainly Clear
+2012-10-06 23:00:00,8.7,4.0,72,22,25.0,100.79,Mainly Clear
+2012-10-07 00:00:00,8.8,4.2,73,28,25.0,100.82,Mostly Cloudy
+2012-10-07 01:00:00,8.4,4.4,76,17,25.0,100.9,Mainly Clear
+2012-10-07 02:00:00,7.0,4.2,82,15,25.0,100.93,Mainly Clear
+2012-10-07 03:00:00,6.5,3.9,83,11,25.0,101.01,Mainly Clear
+2012-10-07 04:00:00,5.3,3.7,89,13,25.0,101.09,Clear
+2012-10-07 05:00:00,5.7,3.8,88,7,25.0,101.19,Mostly Cloudy
+2012-10-07 06:00:00,5.9,3.7,86,11,24.1,101.25,Mostly Cloudy
+2012-10-07 07:00:00,6.0,3.7,85,13,24.1,101.31,Mostly Cloudy
+2012-10-07 08:00:00,5.9,3.3,83,9,24.1,101.29,Mainly Clear
+2012-10-07 09:00:00,6.9,2.5,74,9,48.3,101.3,Mostly Cloudy
+2012-10-07 10:00:00,8.5,3.1,69,22,48.3,101.3,Mostly Cloudy
+2012-10-07 11:00:00,9.0,1.5,59,15,48.3,101.33,Mainly Clear
+2012-10-07 12:00:00,9.2,0.6,55,22,48.3,101.36,Mostly Cloudy
+2012-10-07 13:00:00,9.3,-0.5,50,20,48.3,101.32,Mostly Cloudy
+2012-10-07 14:00:00,10.2,-0.6,47,17,48.3,101.25,Mainly Clear
+2012-10-07 15:00:00,10.5,0.3,49,11,48.3,101.24,Mainly Clear
+2012-10-07 16:00:00,9.2,-0.2,52,11,48.3,101.23,Cloudy
+2012-10-07 17:00:00,8.6,-1.2,50,13,48.3,101.26,Cloudy
+2012-10-07 18:00:00,7.3,-0.1,59,9,25.0,101.27,Cloudy
+2012-10-07 19:00:00,7.3,0.9,64,6,25.0,101.3,Cloudy
+2012-10-07 20:00:00,7.4,0.4,61,6,25.0,101.33,Cloudy
+2012-10-07 21:00:00,7.3,0.6,62,7,25.0,101.34,Cloudy
+2012-10-07 22:00:00,7.5,0.4,61,0,25.0,101.38,Cloudy
+2012-10-07 23:00:00,6.5,1.4,70,15,25.0,101.44,Rain Showers
+2012-10-08 00:00:00,6.4,2.9,78,9,25.0,101.49,Rain Showers
+2012-10-08 01:00:00,6.2,2.9,79,7,25.0,101.52,Rain Showers
+2012-10-08 02:00:00,5.4,3.0,84,6,25.0,101.5,Mostly Cloudy
+2012-10-08 03:00:00,5.1,2.9,86,0,25.0,101.52,Clear
+2012-10-08 04:00:00,3.6,2.4,92,6,25.0,101.58,Clear
+2012-10-08 05:00:00,2.8,2.6,99,0,25.0,101.62,Clear
+2012-10-08 06:00:00,2.4,1.9,96,9,24.1,101.73,Mainly Clear
+2012-10-08 07:00:00,2.5,1.3,92,6,48.3,101.83,Mainly Clear
+2012-10-08 08:00:00,5.4,1.1,74,7,48.3,101.92,Mainly Clear
+2012-10-08 09:00:00,6.6,0.5,65,4,48.3,101.94,Clear
+2012-10-08 10:00:00,8.6,-1.7,48,7,48.3,101.97,Mainly Clear
+2012-10-08 11:00:00,10.0,-1.0,46,9,48.3,101.95,Mainly Clear
+2012-10-08 12:00:00,10.7,-2.0,41,13,48.3,101.95,Mainly Clear
+2012-10-08 13:00:00,11.1,-1.3,42,13,48.3,101.93,Mainly Clear
+2012-10-08 14:00:00,11.6,-1.5,40,19,48.3,101.91,Mainly Clear
+2012-10-08 15:00:00,11.9,0.3,45,9,48.3,101.89,Mostly Cloudy
+2012-10-08 16:00:00,12.0,-0.1,43,13,48.3,101.9,Mostly Cloudy
+2012-10-08 17:00:00,11.5,-1.0,42,9,48.3,101.94,Cloudy
+2012-10-08 18:00:00,10.6,-0.7,45,7,25.0,101.98,Mostly Cloudy
+2012-10-08 19:00:00,9.7,1.5,57,15,25.0,102.03,Mainly Clear
+2012-10-08 20:00:00,8.1,2.2,66,7,25.0,102.05,Mainly Clear
+2012-10-08 21:00:00,7.3,2.7,73,9,25.0,102.08,Mainly Clear
+2012-10-08 22:00:00,8.0,2.0,66,4,25.0,102.08,Clear
+2012-10-08 23:00:00,7.4,1.9,68,7,25.0,102.06,Clear
+2012-10-09 00:00:00,5.8,2.6,80,6,25.0,102.06,Clear
+2012-10-09 01:00:00,5.8,3.3,84,4,25.0,102.08,Clear
+2012-10-09 02:00:00,5.9,3.4,84,6,25.0,102.06,Clear
+2012-10-09 03:00:00,5.9,3.2,83,4,25.0,102.02,Clear
+2012-10-09 04:00:00,4.3,2.7,89,7,25.0,102.04,Clear
+2012-10-09 05:00:00,5.1,3.2,88,4,25.0,102.08,Mainly Clear
+2012-10-09 06:00:00,5.4,3.7,89,7,48.3,102.09,Mainly Clear
+2012-10-09 07:00:00,6.7,5.3,91,9,48.3,102.09,Mainly Clear
+2012-10-09 08:00:00,8.4,6.0,85,15,48.3,102.08,Clear
+2012-10-09 09:00:00,10.3,6.4,77,15,48.3,102.06,Clear
+2012-10-09 10:00:00,12.5,6.0,65,17,48.3,102.0,Clear
+2012-10-09 11:00:00,13.5,4.7,55,6,48.3,101.93,Mainly Clear
+2012-10-09 12:00:00,14.4,4.4,51,7,48.3,101.84,Mainly Clear
+2012-10-09 13:00:00,15.0,4.4,49,7,48.3,101.71,Mostly Cloudy
+2012-10-09 14:00:00,14.9,3.2,45,11,48.3,101.66,Mostly Cloudy
+2012-10-09 15:00:00,15.0,4.6,50,13,48.3,101.59,Mostly Cloudy
+2012-10-09 16:00:00,14.5,4.0,49,13,48.3,101.57,Mostly Cloudy
+2012-10-09 17:00:00,13.6,4.8,55,22,48.3,101.5,Mostly Cloudy
+2012-10-09 18:00:00,13.2,4.8,57,20,25.0,101.44,Mostly Cloudy
+2012-10-09 19:00:00,12.8,4.5,57,19,25.0,101.45,Mostly Cloudy
+2012-10-09 20:00:00,11.9,4.6,61,19,25.0,101.4,Mainly Clear
+2012-10-09 21:00:00,11.4,4.5,62,19,25.0,101.36,Mainly Clear
+2012-10-09 22:00:00,10.6,7.4,81,17,25.0,101.32,Mainly Clear
+2012-10-09 23:00:00,10.4,7.4,82,19,25.0,101.26,Mainly Clear
+2012-10-10 00:00:00,10.0,7.4,84,15,25.0,101.22,Mainly Clear
+2012-10-10 01:00:00,10.3,7.8,84,11,25.0,101.18,Mostly Cloudy
+2012-10-10 02:00:00,11.0,7.8,81,15,25.0,101.09,Mostly Cloudy
+2012-10-10 03:00:00,11.3,7.9,80,13,25.0,101.01,Mostly Cloudy
+2012-10-10 04:00:00,11.3,8.1,81,30,25.0,100.94,Mostly Cloudy
+2012-10-10 05:00:00,11.2,8.3,82,20,25.0,100.9,Mostly Cloudy
+2012-10-10 06:00:00,11.5,8.4,81,37,24.1,100.85,Mostly Cloudy
+2012-10-10 07:00:00,11.6,8.8,83,39,24.1,100.8,Cloudy
+2012-10-10 08:00:00,12.0,8.8,81,32,24.1,100.73,Cloudy
+2012-10-10 09:00:00,12.5,8.9,79,32,24.1,100.64,Cloudy
+2012-10-10 10:00:00,13.5,9.0,74,33,24.1,100.53,Cloudy
+2012-10-10 11:00:00,12.2,10.6,90,13,12.9,100.43,Rain
+2012-10-10 12:00:00,13.3,9.9,80,20,19.3,100.33,Cloudy
+2012-10-10 13:00:00,12.5,10.8,89,19,4.0,100.24,Rain
+2012-10-10 14:00:00,12.8,11.8,94,19,48.3,100.07,Cloudy
+2012-10-10 15:00:00,13.2,11.2,88,15,48.3,100.01,Cloudy
+2012-10-10 16:00:00,13.7,10.4,80,26,16.1,100.02,Rain
+2012-10-10 17:00:00,11.5,7.7,77,33,24.1,100.13,Rain
+2012-10-10 18:00:00,8.9,7.1,88,19,25.0,100.25,Mostly Cloudy
+2012-10-10 19:00:00,7.8,6.1,89,17,25.0,100.31,Mostly Cloudy
+2012-10-10 20:00:00,7.4,5.9,90,15,25.0,100.34,Mostly Cloudy
+2012-10-10 21:00:00,7.9,5.9,87,19,25.0,100.37,Mostly Cloudy
+2012-10-10 22:00:00,7.7,5.7,87,11,25.0,100.4,Mostly Cloudy
+2012-10-10 23:00:00,6.7,4.9,88,9,25.0,100.37,Mainly Clear
+2012-10-11 00:00:00,7.2,4.4,82,17,25.0,100.4,Mostly Cloudy
+2012-10-11 01:00:00,6.7,3.8,82,20,25.0,100.42,Mostly Cloudy
+2012-10-11 02:00:00,6.6,3.8,82,32,25.0,100.45,Mostly Cloudy
+2012-10-11 03:00:00,6.6,3.9,83,24,25.0,100.51,Mostly Cloudy
+2012-10-11 04:00:00,6.0,3.2,82,26,25.0,100.68,Mostly Cloudy
+2012-10-11 05:00:00,5.5,2.5,81,28,25.0,100.84,Mainly Clear
+2012-10-11 06:00:00,5.0,2.4,83,22,24.1,100.95,Mainly Clear
+2012-10-11 07:00:00,4.9,2.3,83,26,24.1,101.05,Mainly Clear
+2012-10-11 08:00:00,6.0,2.3,77,20,24.1,101.14,Mainly Clear
+2012-10-11 09:00:00,6.8,1.2,67,24,24.1,101.2,Mainly Clear
+2012-10-11 10:00:00,7.7,0.2,59,32,48.3,101.19,Mostly Cloudy
+2012-10-11 11:00:00,8.7,1.2,59,24,48.3,101.2,Mostly Cloudy
+2012-10-11 12:00:00,8.0,-0.6,55,30,48.3,101.22,Mostly Cloudy
+2012-10-11 13:00:00,9.2,-1.8,46,30,48.3,101.22,Mostly Cloudy
+2012-10-11 14:00:00,9.7,-1.7,45,26,48.3,101.2,Mostly Cloudy
+2012-10-11 15:00:00,9.8,-2.9,41,30,48.3,101.21,Mostly Cloudy
+2012-10-11 16:00:00,9.8,-2.7,41,28,48.3,101.18,Mostly Cloudy
+2012-10-11 17:00:00,9.1,-2.2,45,19,24.1,101.15,Cloudy
+2012-10-11 18:00:00,9.1,0.9,56,30,25.0,101.19,Rain
+2012-10-11 19:00:00,8.4,2.2,65,37,25.0,101.13,Rain
+2012-10-11 20:00:00,7.0,3.6,79,32,25.0,101.07,Rain
+2012-10-11 21:00:00,6.6,4.2,85,22,25.0,100.93,Rain
+2012-10-11 22:00:00,6.9,3.9,81,22,25.0,100.77,Rain
+2012-10-11 23:00:00,8.2,4.2,76,19,25.0,100.69,Rain
+2012-10-12 00:00:00,7.7,5.3,85,22,25.0,100.74,Rain
+2012-10-12 01:00:00,8.1,5.4,83,24,25.0,100.75,Rain
+2012-10-12 02:00:00,7.9,4.4,79,30,25.0,100.76,Cloudy
+2012-10-12 03:00:00,7.2,1.1,65,33,25.0,100.83,Cloudy
+2012-10-12 04:00:00,5.5,0.6,71,26,25.0,101.0,Cloudy
+2012-10-12 05:00:00,4.4,-0.1,73,24,25.0,101.14,Mostly Cloudy
+2012-10-12 06:00:00,3.6,-0.4,75,24,24.1,101.3,Mainly Clear
+2012-10-12 07:00:00,3.7,-0.4,75,17,24.1,101.45,Mainly Clear
+2012-10-12 08:00:00,4.8,-0.7,68,17,24.1,101.57,Mainly Clear
+2012-10-12 09:00:00,5.4,-1.7,60,19,24.1,101.68,Mostly Cloudy
+2012-10-12 10:00:00,5.4,-2.4,57,20,24.1,101.74,Mostly Cloudy
+2012-10-12 11:00:00,6.2,-3.4,50,22,24.1,101.76,Mostly Cloudy
+2012-10-12 12:00:00,5.6,-5.1,46,30,24.1,101.83,Mostly Cloudy
+2012-10-12 13:00:00,6.2,-5.5,43,26,24.1,101.87,Mostly Cloudy
+2012-10-12 14:00:00,6.2,-5.1,44,22,24.1,101.93,Mostly Cloudy
+2012-10-12 15:00:00,6.4,-5.4,43,20,24.1,101.98,Mostly Cloudy
+2012-10-12 16:00:00,5.2,-5.3,47,19,24.1,102.07,Mostly Cloudy
+2012-10-12 17:00:00,4.7,-5.1,49,22,24.1,102.13,Mainly Clear
+2012-10-12 18:00:00,4.0,-4.5,54,15,25.0,102.21,Clear
+2012-10-12 19:00:00,2.5,-3.9,63,13,25.0,102.28,Clear
+2012-10-12 20:00:00,1.2,-3.6,70,9,25.0,102.35,Clear
+2012-10-12 21:00:00,0.7,-4.0,71,7,25.0,102.41,Clear
+2012-10-12 22:00:00,0.0,-4.7,71,9,25.0,102.47,Clear
+2012-10-12 23:00:00,-0.2,-4.9,71,9,25.0,102.48,Mainly Clear
+2012-10-13 00:00:00,1.9,-3.8,66,9,25.0,102.49,Mostly Cloudy
+2012-10-13 01:00:00,-0.9,-3.8,81,7,25.0,102.51,Mostly Cloudy
+2012-10-13 02:00:00,0.1,-3.6,76,4,25.0,102.47,Mostly Cloudy
+2012-10-13 03:00:00,-1.6,-3.6,86,4,25.0,102.49,Mostly Cloudy
+2012-10-13 04:00:00,-1.9,-3.8,87,4,25.0,102.52,Mainly Clear
+2012-10-13 05:00:00,-1.9,-3.9,86,0,25.0,102.53,Clear
+2012-10-13 06:00:00,-1.0,-3.3,84,0,48.3,102.54,Mostly Cloudy
+2012-10-13 07:00:00,1.0,-2.2,79,6,48.3,102.56,Mostly Cloudy
+2012-10-13 08:00:00,3.4,-1.3,71,11,48.3,102.57,Mainly Clear
+2012-10-13 09:00:00,4.5,1.2,79,17,48.3,102.55,Mainly Clear
+2012-10-13 10:00:00,6.1,-1.1,60,19,48.3,102.52,Mainly Clear
+2012-10-13 11:00:00,7.7,-3.7,44,28,48.3,102.46,Mostly Cloudy
+2012-10-13 12:00:00,9.7,-1.9,44,22,48.3,102.37,Mostly Cloudy
+2012-10-13 13:00:00,8.6,-2.8,45,20,48.3,102.24,Mainly Clear
+2012-10-13 14:00:00,9.8,-3.1,40,19,48.3,102.2,Mostly Cloudy
+2012-10-13 15:00:00,9.4,-2.1,44,19,48.3,102.18,Mostly Cloudy
+2012-10-13 16:00:00,9.5,-2.7,42,17,48.3,102.14,Mostly Cloudy
+2012-10-13 17:00:00,9.1,-2.7,43,13,25.0,102.08,Mostly Cloudy
+2012-10-13 18:00:00,8.8,-2.4,45,7,25.0,102.01,Cloudy
+2012-10-13 19:00:00,8.2,-1.1,52,15,25.0,101.92,Cloudy
+2012-10-13 20:00:00,7.9,-1.4,52,15,25.0,101.85,Cloudy
+2012-10-13 21:00:00,8.3,-1.9,49,9,25.0,101.73,Cloudy
+2012-10-13 22:00:00,8.2,-0.9,53,24,25.0,101.75,Rain Showers
+2012-10-13 23:00:00,5.6,3.0,83,19,9.7,101.77,"Rain,Fog"
+2012-10-14 00:00:00,5.4,3.1,85,7,8.0,101.68,"Rain,Fog"
+2012-10-14 01:00:00,4.6,3.4,92,20,9.7,101.51,"Rain,Fog"
+2012-10-14 02:00:00,4.4,3.2,92,17,11.3,101.35,Rain
+2012-10-14 03:00:00,4.6,3.8,95,17,9.7,101.24,"Rain,Fog"
+2012-10-14 04:00:00,4.9,4.3,96,17,8.0,101.16,"Rain,Fog"
+2012-10-14 05:00:00,5.4,4.5,94,9,9.7,101.18,"Rain,Fog"
+2012-10-14 06:00:00,5.5,4.5,93,11,12.9,101.11,Rain
+2012-10-14 07:00:00,5.9,4.8,93,6,9.7,101.16,Fog
+2012-10-14 08:00:00,6.2,5.4,95,7,4.8,101.13,Fog
+2012-10-14 09:00:00,6.8,5.4,91,7,16.1,101.13,Cloudy
+2012-10-14 10:00:00,7.3,5.7,90,6,16.1,101.14,Drizzle
+2012-10-14 11:00:00,6.7,6.4,98,11,3.2,101.11,"Drizzle,Fog"
+2012-10-14 12:00:00,6.7,6.3,97,13,2.4,101.0,"Drizzle,Fog"
+2012-10-14 13:00:00,6.6,6.3,98,13,1.6,100.94,"Drizzle,Fog"
+2012-10-14 14:00:00,6.6,6.3,98,19,2.0,100.84,"Rain,Fog"
+2012-10-14 15:00:00,7.0,6.6,97,15,8.0,100.77,"Rain,Fog"
+2012-10-14 16:00:00,7.5,7.1,97,15,3.2,100.68,"Rain,Fog"
+2012-10-14 17:00:00,7.7,7.3,97,19,6.4,100.67,"Rain,Fog"
+2012-10-14 18:00:00,9.9,9.4,97,11,2.0,100.56,"Rain,Fog"
+2012-10-14 19:00:00,9.6,9.1,97,15,9.7,100.48,"Drizzle,Fog"
+2012-10-14 20:00:00,10.0,9.3,95,15,9.7,100.31,Fog
+2012-10-14 21:00:00,9.8,9.3,97,11,9.7,100.27,Fog
+2012-10-14 22:00:00,9.4,9.1,98,7,9.7,100.17,Fog
+2012-10-14 23:00:00,8.9,8.6,98,15,6.4,100.13,"Rain,Fog"
+2012-10-15 00:00:00,8.8,8.4,97,13,9.7,100.05,"Rain,Fog"
+2012-10-15 01:00:00,8.5,8.2,98,9,9.7,100.02,"Rain,Fog"
+2012-10-15 02:00:00,8.7,8.4,98,11,9.7,99.88,"Rain,Fog"
+2012-10-15 03:00:00,8.8,8.4,97,9,9.7,99.78,"Rain,Fog"
+2012-10-15 04:00:00,11.9,10.7,92,4,12.9,99.66,Mostly Cloudy
+2012-10-15 05:00:00,13.5,11.6,88,11,16.1,99.62,Mostly Cloudy
+2012-10-15 06:00:00,13.6,11.5,87,19,24.1,99.56,Cloudy
+2012-10-15 07:00:00,13.8,11.1,84,19,24.1,99.53,Mostly Cloudy
+2012-10-15 08:00:00,14.4,11.3,82,20,24.1,99.53,Cloudy
+2012-10-15 09:00:00,16.4,12.1,76,24,24.1,99.51,Mostly Cloudy
+2012-10-15 10:00:00,16.6,12.7,78,20,24.1,99.5,Cloudy
+2012-10-15 11:00:00,16.6,12.4,76,17,24.1,99.61,Rain Showers
+2012-10-15 12:00:00,16.4,10.6,69,22,24.1,99.63,Mostly Cloudy
+2012-10-15 13:00:00,16.3,10.7,69,28,24.1,99.64,Mostly Cloudy
+2012-10-15 14:00:00,17.8,9.3,57,30,48.3,99.65,Mostly Cloudy
+2012-10-15 15:00:00,16.2,9.0,62,28,24.1,99.7,Mostly Cloudy
+2012-10-15 16:00:00,15.5,8.9,65,30,24.1,99.7,Mostly Cloudy
+2012-10-15 17:00:00,14.7,8.2,65,33,24.1,99.69,Mostly Cloudy
+2012-10-15 18:00:00,13.7,8.7,72,32,25.0,99.7,Mostly Cloudy
+2012-10-15 19:00:00,12.9,8.3,74,30,25.0,99.72,Mostly Cloudy
+2012-10-15 20:00:00,12.6,7.9,73,30,25.0,99.76,Mainly Clear
+2012-10-15 21:00:00,12.1,6.8,70,26,25.0,99.74,Mainly Clear
+2012-10-15 22:00:00,12.1,5.1,62,32,25.0,99.73,Mostly Cloudy
+2012-10-15 23:00:00,11.6,3.5,57,28,25.0,99.75,Mostly Cloudy
+2012-10-16 00:00:00,9.8,3.8,66,28,25.0,99.81,Mainly Clear
+2012-10-16 01:00:00,9.2,3.9,69,24,25.0,99.89,Mostly Cloudy
+2012-10-16 02:00:00,7.6,1.8,67,30,25.0,99.88,Mainly Clear
+2012-10-16 03:00:00,6.7,2.6,75,19,25.0,99.88,Mostly Cloudy
+2012-10-16 04:00:00,6.6,3.0,78,22,25.0,99.94,Cloudy
+2012-10-16 05:00:00,5.9,2.9,81,19,25.0,99.99,Cloudy
+2012-10-16 06:00:00,5.2,1.0,74,28,24.1,100.05,Mostly Cloudy
+2012-10-16 07:00:00,4.8,0.8,75,15,24.1,100.18,Mostly Cloudy
+2012-10-16 08:00:00,5.6,0.7,71,22,24.1,100.24,Mainly Clear
+2012-10-16 09:00:00,6.0,1.3,72,19,24.1,100.27,Mostly Cloudy
+2012-10-16 10:00:00,7.6,1.6,66,26,24.1,100.3,Mostly Cloudy
+2012-10-16 11:00:00,7.7,1.4,64,22,24.1,100.34,Mostly Cloudy
+2012-10-16 12:00:00,7.8,1.6,65,28,24.1,100.35,Cloudy
+2012-10-16 13:00:00,8.2,1.2,61,24,24.1,100.38,Mostly Cloudy
+2012-10-16 14:00:00,8.6,0.7,58,30,24.1,100.37,Mostly Cloudy
+2012-10-16 15:00:00,8.4,0.7,58,32,24.1,100.39,Mostly Cloudy
+2012-10-16 16:00:00,8.4,0.0,55,28,24.1,100.43,Mostly Cloudy
+2012-10-16 17:00:00,7.3,-0.5,58,20,24.1,100.47,Mainly Clear
+2012-10-16 18:00:00,6.5,-0.2,62,15,25.0,100.54,Mainly Clear
+2012-10-16 19:00:00,4.9,-0.2,70,9,25.0,100.57,Mainly Clear
+2012-10-16 20:00:00,3.7,-0.3,75,7,25.0,100.63,Clear
+2012-10-16 21:00:00,3.0,-0.5,78,11,25.0,100.66,Clear
+2012-10-16 22:00:00,4.1,-0.4,72,7,25.0,100.73,Clear
+2012-10-16 23:00:00,1.6,-0.5,86,7,25.0,100.75,Clear
+2012-10-17 00:00:00,3.8,0.5,79,11,25.0,100.8,Clear
+2012-10-17 01:00:00,2.8,0.6,85,9,25.0,100.86,Clear
+2012-10-17 02:00:00,1.1,-1.2,85,7,25.0,100.91,Clear
+2012-10-17 03:00:00,1.8,-0.9,82,6,25.0,100.92,Mostly Cloudy
+2012-10-17 04:00:00,2.2,-0.2,84,7,25.0,100.96,Mostly Cloudy
+2012-10-17 05:00:00,2.6,0.2,84,0,25.0,100.95,Mostly Cloudy
+2012-10-17 06:00:00,2.7,0.4,85,0,24.1,100.98,Mainly Clear
+2012-10-17 07:00:00,3.3,0.7,83,0,24.1,101.02,Clear
+2012-10-17 08:00:00,6.3,2.0,74,0,24.1,101.06,Mainly Clear
+2012-10-17 09:00:00,7.1,4.1,81,6,24.1,101.08,Mainly Clear
+2012-10-17 10:00:00,9.1,1.3,58,6,24.1,101.08,Mainly Clear
+2012-10-17 11:00:00,10.1,2.1,58,6,48.3,101.02,Mainly Clear
+2012-10-17 12:00:00,10.8,2.1,55,7,48.3,100.97,Mainly Clear
+2012-10-17 13:00:00,11.4,1.9,52,6,48.3,100.9,Mostly Cloudy
+2012-10-17 14:00:00,12.0,2.4,52,0,48.3,100.88,Mostly Cloudy
+2012-10-17 15:00:00,12.5,2.9,52,4,48.3,100.86,Mostly Cloudy
+2012-10-17 16:00:00,12.5,3.5,54,4,48.3,100.87,Mostly Cloudy
+2012-10-17 17:00:00,11.7,4.0,59,11,24.1,100.87,Mostly Cloudy
+2012-10-17 18:00:00,11.0,4.7,65,7,25.0,100.94,Mostly Cloudy
+2012-10-17 19:00:00,11.7,3.6,58,7,25.0,100.93,Cloudy
+2012-10-17 20:00:00,11.7,3.2,56,9,25.0,100.92,Mostly Cloudy
+2012-10-17 21:00:00,11.6,3.6,58,11,25.0,100.92,Mostly Cloudy
+2012-10-17 22:00:00,11.7,4.1,60,7,25.0,100.93,Mostly Cloudy
+2012-10-17 23:00:00,11.1,4.9,66,11,25.0,100.9,Cloudy
+2012-10-18 00:00:00,11.1,4.8,65,6,25.0,100.92,Cloudy
+2012-10-18 01:00:00,10.9,5.2,68,4,25.0,100.92,Cloudy
+2012-10-18 02:00:00,10.9,4.9,66,4,25.0,100.92,Mostly Cloudy
+2012-10-18 03:00:00,8.9,5.3,78,9,25.0,100.91,Mostly Cloudy
+2012-10-18 04:00:00,9.1,5.7,79,11,25.0,100.92,Mostly Cloudy
+2012-10-18 05:00:00,9.4,5.8,78,11,25.0,100.94,Mostly Cloudy
+2012-10-18 06:00:00,9.0,5.8,80,11,48.3,100.96,Mostly Cloudy
+2012-10-18 07:00:00,10.7,5.1,68,9,48.3,100.98,Mainly Clear
+2012-10-18 08:00:00,12.2,5.7,64,6,48.3,101.02,Mostly Cloudy
+2012-10-18 09:00:00,14.4,6.4,59,15,48.3,100.99,Mainly Clear
+2012-10-18 10:00:00,16.1,6.7,54,15,48.3,100.97,Mainly Clear
+2012-10-18 11:00:00,17.9,6.3,47,15,48.3,100.94,Mainly Clear
+2012-10-18 12:00:00,18.3,6.3,45,17,48.3,100.9,Mainly Clear
+2012-10-18 13:00:00,18.3,6.2,45,22,48.3,100.85,Mainly Clear
+2012-10-18 14:00:00,19.3,5.8,41,28,48.3,100.78,Mainly Clear
+2012-10-18 15:00:00,18.6,3.6,37,26,48.3,100.78,Mostly Cloudy
+2012-10-18 16:00:00,18.3,3.8,38,28,48.3,100.69,Mostly Cloudy
+2012-10-18 17:00:00,16.6,4.7,45,15,48.3,100.74,Mostly Cloudy
+2012-10-18 18:00:00,16.0,5.1,48,17,25.0,100.8,Mostly Cloudy
+2012-10-18 19:00:00,15.6,5.2,50,15,25.0,100.86,Mainly Clear
+2012-10-18 20:00:00,14.9,5.7,54,17,25.0,100.9,Mostly Cloudy
+2012-10-18 21:00:00,13.8,6.0,59,17,25.0,100.95,Mostly Cloudy
+2012-10-18 22:00:00,14.4,5.9,57,19,25.0,100.99,Mostly Cloudy
+2012-10-18 23:00:00,12.7,5.7,62,15,25.0,100.96,Mostly Cloudy
+2012-10-19 00:00:00,12.3,6.1,66,17,25.0,100.94,Mainly Clear
+2012-10-19 01:00:00,11.7,5.8,67,17,25.0,100.92,Mainly Clear
+2012-10-19 02:00:00,11.7,6.0,68,15,25.0,100.92,Mainly Clear
+2012-10-19 03:00:00,12.0,6.0,67,19,25.0,100.94,Cloudy
+2012-10-19 04:00:00,11.9,6.7,70,13,25.0,100.96,Rain Showers
+2012-10-19 05:00:00,11.7,8.7,82,17,19.3,100.96,Rain Showers
+2012-10-19 06:00:00,11.2,9.8,91,15,9.7,100.91,"Rain,Fog"
+2012-10-19 07:00:00,11.3,9.9,91,17,9.7,101.0,"Rain,Fog"
+2012-10-19 08:00:00,11.7,10.2,91,13,16.1,100.92,Rain
+2012-10-19 09:00:00,12.8,10.6,86,24,24.1,100.77,Cloudy
+2012-10-19 10:00:00,13.1,11.0,87,24,25.0,100.79,Rain Showers
+2012-10-19 11:00:00,12.8,11.5,92,9,19.3,100.79,Rain
+2012-10-19 12:00:00,13.0,11.5,91,11,16.1,100.77,Rain
+2012-10-19 13:00:00,13.1,11.9,92,17,12.9,100.64,Rain
+2012-10-19 14:00:00,13.0,12.1,94,15,8.0,100.55,"Rain,Fog"
+2012-10-19 15:00:00,13.3,12.1,92,13,9.7,100.45,"Rain,Fog"
+2012-10-19 16:00:00,12.9,12.3,96,7,3.2,100.45,"Rain,Fog"
+2012-10-19 17:00:00,13.1,12.1,94,17,6.4,100.38,"Rain,Fog"
+2012-10-19 18:00:00,13.1,12.1,94,22,12.9,100.29,Rain
+2012-10-19 19:00:00,13.5,12.4,93,7,9.7,100.29,Rain
+2012-10-19 20:00:00,13.8,12.9,94,19,12.9,100.13,Rain
+2012-10-19 21:00:00,13.8,12.6,92,17,24.1,100.16,Mostly Cloudy
+2012-10-19 22:00:00,13.4,12.3,93,7,16.1,100.15,Cloudy
+2012-10-19 23:00:00,13.5,12.3,92,11,16.1,100.1,Cloudy
+2012-10-20 00:00:00,13.2,12.3,94,13,16.1,100.02,Cloudy
+2012-10-20 01:00:00,12.9,12.2,96,15,6.4,99.97,Fog
+2012-10-20 02:00:00,12.8,12.2,96,19,4.8,99.84,Fog
+2012-10-20 03:00:00,12.8,12.1,96,13,6.4,99.83,"Rain Showers,Fog"
+2012-10-20 04:00:00,12.4,11.9,97,7,11.3,99.83,Cloudy
+2012-10-20 05:00:00,12.5,12.0,97,4,8.0,99.84,Fog
+2012-10-20 06:00:00,10.6,10.6,100,4,0.4,99.87,Fog
+2012-10-20 07:00:00,11.8,11.6,99,4,2.4,99.88,Fog
+2012-10-20 08:00:00,12.7,12.5,99,4,1.0,99.89,Fog
+2012-10-20 09:00:00,13.8,13.2,96,4,9.7,99.89,Fog
+2012-10-20 10:00:00,16.0,13.2,83,15,24.1,99.87,Mainly Clear
+2012-10-20 11:00:00,16.4,12.2,76,19,24.1,99.93,Mostly Cloudy
+2012-10-20 12:00:00,18.1,11.9,67,20,48.3,99.89,Mostly Cloudy
+2012-10-20 13:00:00,17.6,10.6,64,11,48.3,99.75,Mainly Clear
+2012-10-20 14:00:00,17.2,10.4,64,22,48.3,99.79,Mostly Cloudy
+2012-10-20 15:00:00,16.4,8.8,61,22,24.1,99.75,Mostly Cloudy
+2012-10-20 16:00:00,14.0,9.2,73,15,24.1,99.9,Rain Showers
+2012-10-20 17:00:00,13.4,9.2,76,11,24.1,99.95,Rain Showers
+2012-10-20 18:00:00,12.3,7.2,71,19,25.0,100.01,Mainly Clear
+2012-10-20 19:00:00,11.6,5.9,68,20,25.0,100.04,Clear
+2012-10-20 20:00:00,10.7,5.5,70,17,25.0,100.06,Mainly Clear
+2012-10-20 21:00:00,11.0,6.1,72,13,25.0,100.07,Mainly Clear
+2012-10-20 22:00:00,10.5,6.2,75,11,25.0,100.05,Mainly Clear
+2012-10-20 23:00:00,10.2,6.4,77,19,25.0,100.05,Mainly Clear
+2012-10-21 00:00:00,9.2,6.3,82,13,25.0,100.07,Mainly Clear
+2012-10-21 01:00:00,9.9,6.8,81,19,25.0,100.14,Mostly Cloudy
+2012-10-21 02:00:00,10.3,7.2,81,19,25.0,100.15,Cloudy
+2012-10-21 03:00:00,10.6,7.2,79,26,25.0,100.15,Cloudy
+2012-10-21 04:00:00,10.2,7.1,81,22,25.0,100.15,Mostly Cloudy
+2012-10-21 05:00:00,10.5,7.3,81,24,25.0,100.15,Rain Showers
+2012-10-21 06:00:00,10.1,7.6,84,30,25.0,100.21,Cloudy
+2012-10-21 07:00:00,9.8,7.1,83,28,24.1,100.26,Mostly Cloudy
+2012-10-21 08:00:00,10.2,6.4,77,35,24.1,100.29,Mostly Cloudy
+2012-10-21 09:00:00,10.4,6.0,74,26,24.1,100.27,Mostly Cloudy
+2012-10-21 10:00:00,10.9,5.8,71,32,24.1,100.31,Mostly Cloudy
+2012-10-21 11:00:00,11.2,5.9,70,33,24.1,100.33,Mostly Cloudy
+2012-10-21 12:00:00,12.6,6.4,66,32,24.1,100.3,Mostly Cloudy
+2012-10-21 13:00:00,12.6,5.6,62,32,24.1,100.3,Cloudy
+2012-10-21 14:00:00,12.7,5.8,63,28,24.1,100.33,Mostly Cloudy
+2012-10-21 15:00:00,12.2,5.7,64,32,24.1,100.39,Cloudy
+2012-10-21 16:00:00,12.0,5.5,64,30,24.1,100.44,Cloudy
+2012-10-21 17:00:00,11.8,5.7,66,28,25.0,100.51,Cloudy
+2012-10-21 18:00:00,11.5,5.8,68,22,25.0,100.56,Mostly Cloudy
+2012-10-21 19:00:00,11.3,5.6,68,22,25.0,100.6,Mostly Cloudy
+2012-10-21 20:00:00,11.4,5.5,67,20,25.0,100.63,Mostly Cloudy
+2012-10-21 21:00:00,10.7,5.9,72,22,25.0,100.66,Cloudy
+2012-10-21 22:00:00,10.1,5.3,72,15,25.0,100.72,Mostly Cloudy
+2012-10-21 23:00:00,9.3,4.9,74,17,25.0,100.75,Mostly Cloudy
+2012-10-22 00:00:00,8.7,4.1,73,32,25.0,100.73,Mainly Clear
+2012-10-22 01:00:00,8.0,3.9,75,26,25.0,100.77,Mainly Clear
+2012-10-22 02:00:00,7.6,3.9,77,24,25.0,100.81,Mainly Clear
+2012-10-22 03:00:00,7.1,3.9,80,17,25.0,100.84,Mainly Clear
+2012-10-22 04:00:00,7.4,4.0,79,19,25.0,100.84,Mainly Clear
+2012-10-22 05:00:00,7.4,4.2,80,24,25.0,100.9,Clear
+2012-10-22 06:00:00,7.2,4.1,81,15,25.0,100.95,Clear
+2012-10-22 07:00:00,7.8,4.4,79,15,24.1,101.0,Mainly Clear
+2012-10-22 08:00:00,10.0,5.1,72,22,24.1,101.04,Mostly Cloudy
+2012-10-22 09:00:00,9.8,5.3,74,24,24.1,101.08,Mostly Cloudy
+2012-10-22 10:00:00,11.2,5.6,68,26,48.3,101.01,Mainly Clear
+2012-10-22 11:00:00,12.7,6.3,65,30,48.3,101.06,Mainly Clear
+2012-10-22 12:00:00,13.0,5.6,61,24,48.3,101.03,Mainly Clear
+2012-10-22 13:00:00,14.2,6.2,59,24,48.3,101.0,Mainly Clear
+2012-10-22 14:00:00,14.5,4.7,52,22,48.3,101.04,Mainly Clear
+2012-10-22 15:00:00,14.6,5.0,52,28,48.3,101.05,Mainly Clear
+2012-10-22 16:00:00,14.3,4.9,53,15,48.3,101.06,Mainly Clear
+2012-10-22 17:00:00,13.2,4.7,56,20,24.1,101.11,Mainly Clear
+2012-10-22 18:00:00,11.9,5.4,64,19,25.0,101.16,Mainly Clear
+2012-10-22 19:00:00,11.1,5.7,69,13,25.0,101.21,Clear
+2012-10-22 20:00:00,10.3,5.8,74,13,25.0,101.24,Mainly Clear
+2012-10-22 21:00:00,8.4,5.2,80,9,25.0,101.29,Clear
+2012-10-22 22:00:00,8.1,5.4,83,7,25.0,101.34,Mainly Clear
+2012-10-22 23:00:00,6.4,4.4,87,0,25.0,101.34,Clear
+2012-10-23 00:00:00,6.2,4.1,86,6,25.0,101.36,Clear
+2012-10-23 01:00:00,5.8,3.8,87,4,25.0,101.38,Clear
+2012-10-23 02:00:00,4.9,3.3,89,9,25.0,101.4,Clear
+2012-10-23 03:00:00,5.1,3.5,89,7,25.0,101.42,Clear
+2012-10-23 04:00:00,5.1,3.5,89,4,25.0,101.47,Clear
+2012-10-23 05:00:00,5.4,3.6,88,6,25.0,101.54,Clear
+2012-10-23 06:00:00,5.1,3.5,89,6,24.1,101.59,Mainly Clear
+2012-10-23 07:00:00,4.2,2.8,91,0,24.1,101.68,Mainly Clear
+2012-10-23 08:00:00,6.9,4.5,85,11,24.1,101.71,Mostly Cloudy
+2012-10-23 09:00:00,9.4,5.0,74,9,24.1,101.75,Mostly Cloudy
+2012-10-23 10:00:00,9.6,4.9,72,4,24.1,101.73,Mostly Cloudy
+2012-10-23 11:00:00,10.9,4.6,65,0,24.1,101.69,Mostly Cloudy
+2012-10-23 12:00:00,11.1,3.8,61,0,24.1,101.62,Mainly Clear
+2012-10-23 13:00:00,12.2,3.8,56,4,24.1,101.59,Mostly Cloudy
+2012-10-23 14:00:00,13.1,3.8,53,6,24.1,101.58,Mostly Cloudy
+2012-10-23 15:00:00,12.3,4.3,58,11,24.1,101.57,Mostly Cloudy
+2012-10-23 16:00:00,11.9,4.0,58,11,24.1,101.57,Mostly Cloudy
+2012-10-23 17:00:00,10.9,3.6,61,9,24.1,101.6,Mainly Clear
+2012-10-23 18:00:00,7.9,3.5,74,0,25.0,101.64,Mainly Clear
+2012-10-23 19:00:00,8.6,3.3,69,0,25.0,101.7,Mainly Clear
+2012-10-23 20:00:00,7.0,2.9,75,0,25.0,101.72,Mainly Clear
+2012-10-23 21:00:00,6.9,2.6,74,0,25.0,101.73,Mainly Clear
+2012-10-23 22:00:00,6.8,3.9,82,7,25.0,101.76,Mainly Clear
+2012-10-23 23:00:00,7.7,0.2,59,13,25.0,101.79,Clear
+2012-10-24 00:00:00,7.3,-1.4,54,13,25.0,101.81,Clear
+2012-10-24 01:00:00,5.1,-1.0,65,13,25.0,101.83,Clear
+2012-10-24 02:00:00,4.0,-1.2,69,7,25.0,101.9,Clear
+2012-10-24 03:00:00,4.9,-0.9,66,7,25.0,101.9,Clear
+2012-10-24 04:00:00,2.0,-1.5,78,9,25.0,101.91,Clear
+2012-10-24 05:00:00,2.6,-1.5,74,9,25.0,101.93,Clear
+2012-10-24 06:00:00,1.9,-1.4,79,7,48.3,101.94,Clear
+2012-10-24 07:00:00,2.6,-0.8,78,11,48.3,101.99,Clear
+2012-10-24 08:00:00,5.8,-0.7,63,11,48.3,102.03,Clear
+2012-10-24 09:00:00,7.0,-0.5,59,15,48.3,102.02,Mainly Clear
+2012-10-24 10:00:00,7.2,-1.9,52,17,48.3,102.0,Mostly Cloudy
+2012-10-24 11:00:00,8.1,-0.9,53,11,48.3,101.93,Mostly Cloudy
+2012-10-24 12:00:00,9.1,-0.3,52,11,48.3,101.86,Mostly Cloudy
+2012-10-24 13:00:00,10.6,-0.6,46,6,48.3,101.79,Mainly Clear
+2012-10-24 14:00:00,11.7,-1.7,39,6,48.3,101.75,Mostly Cloudy
+2012-10-24 15:00:00,12.2,-2.1,37,11,48.3,101.73,Mostly Cloudy
+2012-10-24 16:00:00,11.3,-2.1,39,11,48.3,101.75,Mostly Cloudy
+2012-10-24 17:00:00,10.9,-2.2,40,17,48.3,101.78,Mostly Cloudy
+2012-10-24 18:00:00,10.6,-0.3,47,13,25.0,101.83,Cloudy
+2012-10-24 19:00:00,10.3,0.1,49,7,25.0,101.82,Mostly Cloudy
+2012-10-24 20:00:00,10.1,-1.2,45,11,25.0,101.85,Mostly Cloudy
+2012-10-24 21:00:00,10.0,-2.3,42,6,25.0,101.88,Mostly Cloudy
+2012-10-24 22:00:00,9.4,-2.1,44,9,25.0,101.87,Mostly Cloudy
+2012-10-24 23:00:00,9.6,-2.5,43,15,25.0,101.9,Mostly Cloudy
+2012-10-25 00:00:00,9.5,-2.6,43,17,25.0,101.9,Cloudy
+2012-10-25 01:00:00,9.2,-1.8,46,15,25.0,101.92,Mostly Cloudy
+2012-10-25 02:00:00,8.4,-0.9,52,15,25.0,101.89,Mostly Cloudy
+2012-10-25 03:00:00,7.3,-0.5,58,13,25.0,101.84,Mainly Clear
+2012-10-25 04:00:00,6.9,-0.5,59,15,25.0,101.85,Mainly Clear
+2012-10-25 05:00:00,5.7,0.2,68,17,25.0,101.89,Mostly Cloudy
+2012-10-25 06:00:00,4.1,0.6,78,17,24.1,101.9,Mainly Clear
+2012-10-25 07:00:00,4.6,1.5,80,19,24.1,101.93,Mostly Cloudy
+2012-10-25 08:00:00,5.2,1.5,77,22,48.3,101.94,Mostly Cloudy
+2012-10-25 09:00:00,6.4,-0.3,62,17,48.3,101.97,Mostly Cloudy
+2012-10-25 10:00:00,8.0,0.3,58,9,48.3,101.89,Cloudy
+2012-10-25 11:00:00,9.1,0.9,56,11,24.1,101.89,Cloudy
+2012-10-25 12:00:00,11.3,1.4,50,13,24.1,101.77,Cloudy
+2012-10-25 13:00:00,12.8,2.8,51,11,24.1,101.71,Cloudy
+2012-10-25 14:00:00,12.8,2.9,51,17,24.1,101.66,Mostly Cloudy
+2012-10-25 15:00:00,13.5,3.5,51,19,24.1,101.59,Mainly Clear
+2012-10-25 16:00:00,13.3,4.2,54,15,24.1,101.59,Mostly Cloudy
+2012-10-25 17:00:00,12.6,4.1,56,19,24.1,101.55,Mostly Cloudy
+2012-10-25 18:00:00,11.8,4.9,63,15,25.0,101.54,Mostly Cloudy
+2012-10-25 19:00:00,11.4,5.5,67,15,25.0,101.53,Clear
+2012-10-25 20:00:00,11.0,5.9,71,15,25.0,101.51,Clear
+2012-10-25 21:00:00,10.0,5.7,75,13,25.0,101.51,Clear
+2012-10-25 22:00:00,9.8,6.4,79,13,25.0,101.47,Clear
+2012-10-25 23:00:00,9.3,6.6,83,9,25.0,101.45,Clear
+2012-10-26 00:00:00,8.9,6.4,84,9,25.0,101.47,Clear
+2012-10-26 01:00:00,8.5,6.4,87,7,25.0,101.49,Mostly Cloudy
+2012-10-26 02:00:00,8.3,6.4,88,11,25.0,101.5,Mainly Clear
+2012-10-26 03:00:00,7.7,6.4,91,7,25.0,101.49,Clear
+2012-10-26 04:00:00,7.2,5.2,87,7,25.0,101.48,Clear
+2012-10-26 05:00:00,7.0,5.0,87,9,16.1,101.52,Clear
+2012-10-26 06:00:00,6.9,4.8,86,11,16.1,101.53,Clear
+2012-10-26 07:00:00,6.7,4.5,86,11,19.3,101.57,Clear
+2012-10-26 08:00:00,9.1,6.2,82,6,16.1,101.6,Clear
+2012-10-26 09:00:00,11.7,7.9,77,7,16.1,101.6,Clear
+2012-10-26 10:00:00,15.1,9.8,71,6,16.1,101.54,Clear
+2012-10-26 11:00:00,18.1,12.7,71,4,16.1,101.51,Clear
+2012-10-26 12:00:00,19.8,12.9,64,9,16.1,101.43,Clear
+2012-10-26 13:00:00,20.9,13.3,62,11,19.3,101.36,Clear
+2012-10-26 14:00:00,21.1,13.0,60,9,19.3,101.36,Clear
+2012-10-26 15:00:00,20.4,13.1,63,13,24.1,101.35,Clear
+2012-10-26 16:00:00,18.2,12.3,68,19,24.1,101.3,Clear
+2012-10-26 17:00:00,15.7,11.6,77,9,24.1,101.33,Mainly Clear
+2012-10-26 18:00:00,14.7,11.3,80,11,25.0,101.36,Mainly Clear
+2012-10-26 19:00:00,13.5,11.0,85,7,25.0,101.39,Mainly Clear
+2012-10-26 20:00:00,14.2,11.2,82,15,19.3,101.38,Mostly Cloudy
+2012-10-26 21:00:00,13.1,10.9,86,9,25.0,101.38,Mainly Clear
+2012-10-26 22:00:00,13.0,10.9,87,4,19.3,101.41,Mainly Clear
+2012-10-26 23:00:00,12.7,10.9,89,9,16.1,101.4,Mainly Clear
+2012-10-27 00:00:00,11.9,10.7,92,4,16.1,101.42,Mostly Cloudy
+2012-10-27 01:00:00,12.1,10.8,92,4,16.1,101.42,Cloudy
+2012-10-27 02:00:00,11.8,10.8,94,6,19.3,101.41,Cloudy
+2012-10-27 03:00:00,12.2,10.9,92,4,16.1,101.39,Cloudy
+2012-10-27 04:00:00,12.1,10.9,92,0,12.9,101.38,Cloudy
+2012-10-27 05:00:00,11.7,10.7,94,9,8.0,101.38,Fog
+2012-10-27 06:00:00,11.9,10.6,92,9,9.7,101.41,Fog
+2012-10-27 07:00:00,12.3,10.8,91,6,4.0,101.42,Fog
+2012-10-27 08:00:00,12.7,10.8,88,11,6.4,101.46,Fog
+2012-10-27 09:00:00,12.5,10.9,90,17,2.4,101.42,Fog
+2012-10-27 10:00:00,12.4,10.9,91,15,2.8,101.4,Fog
+2012-10-27 11:00:00,13.4,11.1,86,11,6.4,101.35,Fog
+2012-10-27 12:00:00,14.1,11.1,82,17,6.4,101.26,Haze
+2012-10-27 13:00:00,14.2,10.6,79,15,12.9,101.2,Cloudy
+2012-10-27 14:00:00,14.4,9.9,74,15,24.1,101.14,Cloudy
+2012-10-27 15:00:00,14.6,9.5,71,17,24.1,101.1,Cloudy
+2012-10-27 16:00:00,14.6,9.1,70,15,24.1,101.08,Mostly Cloudy
+2012-10-27 17:00:00,13.9,9.3,74,9,24.1,101.09,Mostly Cloudy
+2012-10-27 18:00:00,13.5,9.3,76,9,25.0,101.15,Cloudy
+2012-10-27 19:00:00,13.7,8.8,72,11,25.0,101.13,Cloudy
+2012-10-27 20:00:00,13.5,7.5,67,11,25.0,101.15,Cloudy
+2012-10-27 21:00:00,13.3,7.4,67,11,25.0,101.14,Mostly Cloudy
+2012-10-27 22:00:00,12.8,7.8,72,13,25.0,101.13,Mostly Cloudy
+2012-10-27 23:00:00,12.0,8.4,79,11,25.0,101.14,Mostly Cloudy
+2012-10-28 00:00:00,11.0,8.4,84,15,25.0,101.18,Mostly Cloudy
+2012-10-28 01:00:00,10.4,7.4,82,15,25.0,101.19,Mostly Cloudy
+2012-10-28 02:00:00,9.9,6.8,81,11,25.0,101.22,Cloudy
+2012-10-28 03:00:00,9.8,6.6,80,9,25.0,101.25,Cloudy
+2012-10-28 04:00:00,9.5,6.5,82,13,25.0,101.23,Mostly Cloudy
+2012-10-28 05:00:00,9.6,6.7,82,7,25.0,101.28,Cloudy
+2012-10-28 06:00:00,9.7,6.7,82,7,25.0,101.29,Cloudy
+2012-10-28 07:00:00,9.5,6.9,84,7,24.1,101.36,Cloudy
+2012-10-28 08:00:00,9.9,7.4,84,7,24.1,101.38,Cloudy
+2012-10-28 09:00:00,10.8,7.9,82,11,24.1,101.34,Cloudy
+2012-10-28 10:00:00,11.4,8.3,81,9,24.1,101.32,Cloudy
+2012-10-28 11:00:00,12.0,8.1,77,11,24.1,101.31,Cloudy
+2012-10-28 12:00:00,12.9,8.4,74,20,24.1,101.2,Cloudy
+2012-10-28 13:00:00,12.9,7.8,71,15,24.1,101.19,Cloudy
+2012-10-28 14:00:00,13.0,6.8,66,20,24.1,101.13,Cloudy
+2012-10-28 15:00:00,13.1,6.0,62,20,24.1,101.06,Cloudy
+2012-10-28 16:00:00,12.9,5.9,62,22,24.1,101.06,Cloudy
+2012-10-28 17:00:00,12.7,6.3,65,26,25.0,101.01,Cloudy
+2012-10-28 18:00:00,12.9,6.9,67,24,25.0,101.0,Cloudy
+2012-10-28 19:00:00,12.7,7.4,70,28,25.0,100.99,Cloudy
+2012-10-28 20:00:00,12.3,7.4,72,24,25.0,101.02,Cloudy
+2012-10-28 21:00:00,11.6,7.4,75,24,25.0,101.03,Cloudy
+2012-10-28 22:00:00,11.0,7.4,78,32,25.0,101.01,Mostly Cloudy
+2012-10-28 23:00:00,10.3,7.1,81,26,25.0,100.98,Cloudy
+2012-10-29 00:00:00,9.9,7.0,82,22,25.0,100.95,Mostly Cloudy
+2012-10-29 01:00:00,9.5,6.9,84,26,25.0,100.89,Mostly Cloudy
+2012-10-29 02:00:00,9.2,6.6,84,26,25.0,100.82,Mostly Cloudy
+2012-10-29 03:00:00,9.6,7.0,84,24,25.0,100.79,Cloudy
+2012-10-29 04:00:00,9.9,7.2,83,30,25.0,100.77,Mostly Cloudy
+2012-10-29 05:00:00,9.6,7.4,86,20,25.0,100.76,Cloudy
+2012-10-29 06:00:00,10.2,7.4,83,33,25.0,100.72,Cloudy
+2012-10-29 07:00:00,10.1,7.5,84,26,24.1,100.7,Cloudy
+2012-10-29 08:00:00,10.7,7.8,82,24,24.1,100.67,Cloudy
+2012-10-29 09:00:00,11.9,8.5,80,26,24.1,100.61,Cloudy
+2012-10-29 10:00:00,12.9,8.7,76,28,24.1,100.57,Cloudy
+2012-10-29 11:00:00,14.3,9.4,72,32,24.1,100.48,Cloudy
+2012-10-29 12:00:00,15.4,9.8,69,26,24.1,100.35,Cloudy
+2012-10-29 13:00:00,16.5,9.7,64,33,24.1,100.24,Cloudy
+2012-10-29 14:00:00,16.6,9.9,65,44,24.1,100.13,Cloudy
+2012-10-29 15:00:00,16.6,9.6,63,33,24.1,100.09,Cloudy
+2012-10-29 16:00:00,15.2,9.8,70,48,24.1,100.04,Cloudy
+2012-10-29 17:00:00,14.2,9.4,73,48,24.1,99.94,Cloudy
+2012-10-29 18:00:00,14.2,9.2,72,44,25.0,99.83,Mostly Cloudy
+2012-10-29 19:00:00,14.0,9.6,75,50,25.0,99.65,Mostly Cloudy
+2012-10-29 20:00:00,14.3,9.7,74,52,25.0,99.55,Cloudy
+2012-10-29 21:00:00,14.0,9.7,75,48,25.0,99.46,Mostly Cloudy
+2012-10-29 22:00:00,14.2,9.8,75,50,25.0,99.37,Cloudy
+2012-10-29 23:00:00,14.1,10.0,76,54,25.0,99.33,Cloudy
+2012-10-30 00:00:00,14.6,10.2,75,41,25.0,99.28,Cloudy
+2012-10-30 01:00:00,14.6,10.4,76,52,25.0,99.23,Mostly Cloudy
+2012-10-30 02:00:00,14.1,10.3,78,37,25.0,99.31,Mostly Cloudy
+2012-10-30 03:00:00,13.9,10.6,80,41,25.0,99.21,Rain Showers
+2012-10-30 04:00:00,13.8,10.4,80,35,25.0,99.28,Mostly Cloudy
+2012-10-30 05:00:00,13.7,10.5,81,37,25.0,99.32,Mainly Clear
+2012-10-30 06:00:00,13.6,10.5,82,37,25.0,99.31,Rain Showers
+2012-10-30 07:00:00,15.0,11.1,77,30,19.3,99.45,Rain Showers
+2012-10-30 08:00:00,15.7,12.0,79,26,24.1,99.5,Mostly Cloudy
+2012-10-30 09:00:00,15.4,12.7,84,22,24.1,99.52,Mostly Cloudy
+2012-10-30 10:00:00,16.1,13.3,83,28,24.1,99.57,Mostly Cloudy
+2012-10-30 11:00:00,15.1,13.8,92,22,4.0,99.6,Rain
+2012-10-30 12:00:00,16.1,14.5,90,17,24.1,99.53,Mostly Cloudy
+2012-10-30 13:00:00,19.8,14.7,72,28,24.1,99.44,Mainly Clear
+2012-10-30 14:00:00,20.4,13.2,63,28,24.1,99.5,Mainly Clear
+2012-10-30 15:00:00,20.9,11.8,56,33,24.1,99.47,Mainly Clear
+2012-10-30 16:00:00,20.6,9.9,50,20,24.1,99.49,Mainly Clear
+2012-10-30 17:00:00,19.7,9.3,51,17,24.1,99.54,Mainly Clear
+2012-10-30 18:00:00,19.2,10.4,57,17,25.0,99.61,Mostly Cloudy
+2012-10-30 19:00:00,18.8,11.2,61,28,25.0,99.61,Mostly Cloudy
+2012-10-30 20:00:00,18.6,12.5,68,26,25.0,99.57,Rain Showers
+2012-10-30 21:00:00,16.8,13.5,81,26,19.3,99.6,Rain
+2012-10-30 22:00:00,15.0,13.9,93,17,25.0,99.49,Cloudy
+2012-10-30 23:00:00,15.6,14.0,90,11,25.0,99.45,Rain Showers
+2012-10-31 00:00:00,15.0,13.9,93,9,16.1,99.43,Rain Showers
+2012-10-31 01:00:00,14.9,13.6,92,9,25.0,99.36,Mainly Clear
+2012-10-31 02:00:00,13.7,12.7,94,11,25.0,99.41,Mainly Clear
+2012-10-31 03:00:00,13.7,12.5,92,11,25.0,99.43,Mainly Clear
+2012-10-31 04:00:00,13.8,11.6,87,13,25.0,99.37,Mainly Clear
+2012-10-31 05:00:00,13.6,11.2,85,17,25.0,99.34,Mainly Clear
+2012-10-31 06:00:00,14.0,10.1,77,11,25.0,99.24,Mostly Cloudy
+2012-10-31 07:00:00,11.6,10.4,92,11,24.1,99.26,Mostly Cloudy
+2012-10-31 08:00:00,14.0,12.1,88,17,24.1,99.22,Mostly Cloudy
+2012-10-31 09:00:00,14.6,12.7,88,15,19.3,99.16,Cloudy
+2012-10-31 10:00:00,14.6,12.9,90,19,16.1,99.14,Cloudy
+2012-10-31 11:00:00,14.8,13.7,93,11,9.7,99.12,Rain Showers
+2012-10-31 12:00:00,10.8,9.4,91,24,24.1,99.2,Cloudy
+2012-10-31 13:00:00,10.2,8.5,89,20,24.1,99.26,Rain Showers
+2012-10-31 14:00:00,10.3,8.8,90,11,12.9,99.28,Drizzle
+2012-10-31 15:00:00,10.2,8.6,90,4,24.1,99.28,Rain Showers
+2012-10-31 16:00:00,10.2,8.6,90,4,24.1,99.26,Cloudy
+2012-10-31 17:00:00,9.7,8.1,90,15,24.1,99.31,Cloudy
+2012-10-31 18:00:00,8.8,7.4,91,13,25.0,99.37,Cloudy
+2012-10-31 19:00:00,8.5,6.6,88,7,25.0,99.37,Mostly Cloudy
+2012-10-31 20:00:00,8.4,6.3,87,7,25.0,99.4,Mostly Cloudy
+2012-10-31 21:00:00,8.1,6.5,90,0,25.0,99.39,Rain Showers
+2012-10-31 22:00:00,7.8,6.7,93,0,25.0,99.4,Mostly Cloudy
+2012-10-31 23:00:00,8.1,6.4,89,4,25.0,99.38,Cloudy
+2012-11-01 00:00:00,7.8,6.8,93,7,25.0,99.39,Mostly Cloudy
+2012-11-01 01:00:00,7.6,6.8,95,6,25.0,99.37,Cloudy
+2012-11-01 02:00:00,7.6,6.2,91,4,25.0,99.35,Rain Showers
+2012-11-01 03:00:00,7.3,5.5,88,6,19.3,99.33,Rain Showers
+2012-11-01 04:00:00,7.7,4.7,81,0,25.0,99.32,Rain Showers
+2012-11-01 05:00:00,7.7,5.0,83,4,25.0,99.32,Rain
+2012-11-01 06:00:00,7.4,5.4,87,4,25.0,99.31,Cloudy
+2012-11-01 07:00:00,7.3,4.7,84,7,24.1,99.32,Rain
+2012-11-01 08:00:00,7.2,4.5,83,9,24.1,99.33,Rain
+2012-11-01 09:00:00,7.6,5.6,87,9,24.1,99.34,Rain
+2012-11-01 10:00:00,7.7,5.1,84,9,24.1,99.31,Cloudy
+2012-11-01 11:00:00,8.1,4.7,79,11,24.1,99.29,Cloudy
+2012-11-01 12:00:00,8.4,4.9,79,13,24.1,99.25,Cloudy
+2012-11-01 13:00:00,8.4,4.9,79,15,24.1,99.22,Rain
+2012-11-01 14:00:00,8.4,5.3,81,17,19.3,99.22,Drizzle
+2012-11-01 15:00:00,7.7,6.0,89,11,12.9,99.22,Rain
+2012-11-01 16:00:00,8.0,6.2,88,17,19.3,99.23,Rain
+2012-11-01 17:00:00,8.1,5.9,86,17,16.1,99.26,Rain
+2012-11-01 18:00:00,7.5,4.4,81,28,25.0,99.3,Cloudy
+2012-11-01 19:00:00,6.9,4.7,86,22,25.0,99.33,Rain
+2012-11-01 20:00:00,6.7,4.8,88,24,25.0,99.33,Rain
+2012-11-01 21:00:00,6.4,4.5,88,22,25.0,99.35,Rain
+2012-11-01 22:00:00,5.6,3.6,87,20,25.0,99.37,Rain
+2012-11-01 23:00:00,5.5,2.9,83,19,25.0,99.38,Rain
+2012-11-02 00:00:00,5.3,2.8,84,19,25.0,99.4,Cloudy
+2012-11-02 01:00:00,5.1,2.6,84,20,25.0,99.42,Cloudy
+2012-11-02 02:00:00,5.0,2.6,84,22,25.0,99.45,Cloudy
+2012-11-02 03:00:00,4.8,2.8,87,24,25.0,99.45,Cloudy
+2012-11-02 04:00:00,4.7,2.5,86,20,25.0,99.46,Cloudy
+2012-11-02 05:00:00,4.8,2.9,87,19,25.0,99.46,Rain Showers
+2012-11-02 06:00:00,4.4,2.6,88,20,25.0,99.48,Rain
+2012-11-02 07:00:00,4.1,2.4,89,19,25.0,99.53,Rain
+2012-11-02 08:00:00,3.9,2.5,91,17,24.1,99.58,Rain
+2012-11-02 09:00:00,3.7,2.1,89,22,24.1,99.61,Rain
+2012-11-02 10:00:00,3.9,2.4,90,20,24.1,99.64,Rain
+2012-11-02 11:00:00,4.2,2.8,91,22,24.1,99.67,Drizzle
+2012-11-02 12:00:00,4.3,2.9,91,15,24.1,99.68,Drizzle
+2012-11-02 13:00:00,4.3,3.1,92,20,24.1,99.7,Drizzle
+2012-11-02 14:00:00,4.6,3.3,91,20,24.1,99.7,Cloudy
+2012-11-02 15:00:00,4.8,3.4,91,19,24.1,99.74,Cloudy
+2012-11-02 16:00:00,4.9,3.6,91,22,19.3,99.78,Cloudy
+2012-11-02 17:00:00,5.3,3.7,89,19,25.0,99.81,Cloudy
+2012-11-02 18:00:00,5.7,4.0,89,15,25.0,99.87,Cloudy
+2012-11-02 19:00:00,5.9,4.2,89,19,25.0,99.9,Rain Showers
+2012-11-02 20:00:00,5.8,3.7,86,17,25.0,99.94,Rain Showers
+2012-11-02 21:00:00,5.7,3.1,83,17,25.0,99.96,Cloudy
+2012-11-02 22:00:00,5.6,3.1,84,13,25.0,100.0,Rain Showers
+2012-11-02 23:00:00,5.6,2.8,82,13,25.0,100.02,Rain Showers
+2012-11-03 00:00:00,5.3,2.3,81,17,25.0,100.06,Rain Showers
+2012-11-03 01:00:00,4.9,2.2,83,13,25.0,100.1,Rain
+2012-11-03 02:00:00,4.7,1.9,82,17,25.0,100.13,Rain
+2012-11-03 03:00:00,4.5,1.2,79,17,25.0,100.14,Cloudy
+2012-11-03 04:00:00,4.1,0.9,80,20,25.0,100.17,Mostly Cloudy
+2012-11-03 05:00:00,4.0,0.7,79,19,25.0,100.22,Cloudy
+2012-11-03 06:00:00,3.7,0.2,78,17,25.0,100.27,Mostly Cloudy
+2012-11-03 07:00:00,3.5,0.3,80,20,24.1,100.33,Cloudy
+2012-11-03 08:00:00,4.2,1.2,81,20,24.1,100.39,Cloudy
+2012-11-03 09:00:00,4.8,1.0,76,22,25.0,100.42,Cloudy
+2012-11-03 10:00:00,5.1,1.6,78,22,24.1,100.45,Rain Showers
+2012-11-03 11:00:00,5.3,2.2,80,24,24.1,100.45,Rain Showers
+2012-11-03 12:00:00,5.4,2.0,79,22,24.1,100.45,Drizzle
+2012-11-03 13:00:00,5.1,2.6,84,22,24.1,100.46,Drizzle
+2012-11-03 14:00:00,5.5,2.6,82,20,24.1,100.47,Drizzle
+2012-11-03 15:00:00,5.4,2.7,83,24,24.1,100.52,Drizzle
+2012-11-03 16:00:00,5.0,2.7,85,20,24.1,100.57,Drizzle
+2012-11-03 17:00:00,5.0,2.3,83,20,24.1,100.62,Drizzle
+2012-11-03 18:00:00,4.7,2.4,85,13,25.0,100.66,Drizzle
+2012-11-03 19:00:00,4.8,2.3,84,15,25.0,100.69,Drizzle
+2012-11-03 20:00:00,5.0,1.6,79,17,25.0,100.73,Cloudy
+2012-11-03 21:00:00,5.0,0.9,75,15,25.0,100.76,Cloudy
+2012-11-03 22:00:00,4.7,0.5,74,17,25.0,100.79,Cloudy
+2012-11-03 23:00:00,4.3,-0.1,73,17,25.0,100.82,Cloudy
+2012-11-04 00:00:00,3.8,-0.3,75,15,25.0,100.85,Mostly Cloudy
+2012-11-04 01:00:00,3.2,-0.7,76,11,25.0,100.87,Mostly Cloudy
+2012-11-04 02:00:00,3.0,-1.3,73,15,25.0,100.88,Mostly Cloudy
+2012-11-04 03:00:00,3.1,-1.2,73,17,25.0,100.88,Mostly Cloudy
+2012-11-04 04:00:00,2.9,-0.9,76,19,25.0,100.9,Cloudy
+2012-11-04 05:00:00,3.0,-1.0,75,15,25.0,100.96,Cloudy
+2012-11-04 06:00:00,3.0,-1.6,72,17,25.0,100.99,Cloudy
+2012-11-04 07:00:00,2.8,-1.9,71,15,25.0,101.05,Cloudy
+2012-11-04 08:00:00,2.2,-1.2,78,17,24.1,101.11,"Rain Showers,Snow Showers"
+2012-11-04 09:00:00,2.9,-1.2,74,17,24.1,101.12,Snow Showers
+2012-11-04 10:00:00,3.0,-2.2,69,19,24.1,101.1,Mostly Cloudy
+2012-11-04 11:00:00,3.3,-2.3,67,13,24.1,101.08,Cloudy
+2012-11-04 12:00:00,3.7,-2.4,64,13,24.1,101.07,Cloudy
+2012-11-04 13:00:00,3.4,-2.6,65,11,24.1,101.09,Cloudy
+2012-11-04 14:00:00,3.4,-3.3,61,15,24.1,101.08,Cloudy
+2012-11-04 15:00:00,3.6,-3.9,58,17,24.1,101.08,Cloudy
+2012-11-04 16:00:00,3.5,-4.5,56,13,24.1,101.12,Cloudy
+2012-11-04 17:00:00,3.2,-4.1,59,13,24.1,101.17,Cloudy
+2012-11-04 18:00:00,3.0,-4.5,58,11,25.0,101.21,Cloudy
+2012-11-04 19:00:00,2.5,-4.3,61,9,25.0,101.25,Cloudy
+2012-11-04 20:00:00,2.2,-5.2,58,13,25.0,101.28,Cloudy
+2012-11-04 21:00:00,2.0,-5.1,59,13,25.0,101.3,Cloudy
+2012-11-04 22:00:00,1.8,-5.1,60,9,25.0,101.3,Cloudy
+2012-11-04 23:00:00,1.7,-5.0,61,11,25.0,101.27,Cloudy
+2012-11-05 00:00:00,1.5,-4.9,62,9,25.0,101.28,Cloudy
+2012-11-05 01:00:00,1.2,-4.8,64,11,25.0,101.27,Cloudy
+2012-11-05 02:00:00,1.3,-6.0,58,17,25.0,101.29,Cloudy
+2012-11-05 03:00:00,0.8,-7.7,53,17,25.0,101.29,Cloudy
+2012-11-05 04:00:00,0.4,-7.0,58,13,25.0,101.32,Cloudy
+2012-11-05 05:00:00,-1.1,-6.7,66,11,25.0,101.34,Mostly Cloudy
+2012-11-05 06:00:00,-0.6,-5.1,72,11,25.0,101.38,Mostly Cloudy
+2012-11-05 07:00:00,-0.3,-5.9,66,15,24.1,101.4,Mostly Cloudy
+2012-11-05 08:00:00,-0.5,-5.8,67,15,24.1,101.45,Mainly Clear
+2012-11-05 09:00:00,0.8,-6.0,60,17,24.1,101.46,Mainly Clear
+2012-11-05 10:00:00,1.8,-7.0,52,17,48.3,101.49,Mainly Clear
+2012-11-05 11:00:00,1.7,-7.4,51,17,48.3,101.47,Mostly Cloudy
+2012-11-05 12:00:00,1.8,-7.7,49,15,48.3,101.44,Mostly Cloudy
+2012-11-05 13:00:00,1.9,-8.2,47,17,48.3,101.44,Mostly Cloudy
+2012-11-05 14:00:00,1.8,-8.3,47,15,48.3,101.42,Cloudy
+2012-11-05 15:00:00,1.8,-7.6,50,20,24.1,101.41,Mostly Cloudy
+2012-11-05 16:00:00,1.1,-6.0,59,19,24.1,101.44,Snow Showers
+2012-11-05 17:00:00,0.9,-7.8,52,17,25.0,101.49,Mostly Cloudy
+2012-11-05 18:00:00,0.5,-8.6,50,20,25.0,101.57,Mostly Cloudy
+2012-11-05 19:00:00,-0.6,-10.4,47,13,25.0,101.62,Mostly Cloudy
+2012-11-05 20:00:00,-1.0,-9.5,52,7,25.0,101.64,Mostly Cloudy
+2012-11-05 21:00:00,-2.0,-9.1,58,7,25.0,101.66,Mainly Clear
+2012-11-05 22:00:00,-2.2,-9.6,57,11,25.0,101.65,Mainly Clear
+2012-11-05 23:00:00,-3.2,-9.6,61,9,25.0,101.65,Mainly Clear
+2012-11-06 00:00:00,-2.9,-9.9,58,15,25.0,101.68,Mainly Clear
+2012-11-06 01:00:00,-3.6,-10.3,60,13,25.0,101.69,Clear
+2012-11-06 02:00:00,-4.7,-9.7,68,9,25.0,101.72,Clear
+2012-11-06 03:00:00,-5.5,-8.9,77,4,25.0,101.76,Clear
+2012-11-06 04:00:00,-3.3,-9.9,60,0,25.0,101.76,Mostly Cloudy
+2012-11-06 05:00:00,-3.0,-8.9,64,0,25.0,101.79,Mostly Cloudy
+2012-11-06 06:00:00,-3.7,-7.5,75,6,25.0,101.83,Mostly Cloudy
+2012-11-06 07:00:00,-3.4,-7.0,76,6,48.3,101.86,Mostly Cloudy
+2012-11-06 08:00:00,-1.6,-5.6,74,6,48.3,101.89,Mainly Clear
+2012-11-06 09:00:00,-0.2,-5.8,66,7,48.3,101.9,Mainly Clear
+2012-11-06 10:00:00,0.4,-6.1,62,7,48.3,101.93,Mostly Cloudy
+2012-11-06 11:00:00,1.9,-4.5,62,9,48.3,101.94,Mostly Cloudy
+2012-11-06 12:00:00,1.5,-6.4,56,17,48.3,101.89,Cloudy
+2012-11-06 13:00:00,2.3,-7.7,48,15,48.3,101.88,Mostly Cloudy
+2012-11-06 14:00:00,2.1,-7.4,49,9,48.3,101.87,Mostly Cloudy
+2012-11-06 15:00:00,2.6,-7.7,47,15,48.3,101.87,Mostly Cloudy
+2012-11-06 16:00:00,1.9,-8.1,47,13,48.3,101.87,Mostly Cloudy
+2012-11-06 17:00:00,0.0,-7.5,57,6,48.3,101.89,Mainly Clear
+2012-11-06 18:00:00,-0.9,-7.8,59,4,25.0,101.89,Clear
+2012-11-06 19:00:00,-0.3,-7.7,57,0,25.0,101.93,Clear
+2012-11-06 20:00:00,-1.5,-7.3,65,0,25.0,101.94,Clear
+2012-11-06 21:00:00,-0.7,-6.9,63,4,25.0,101.97,Clear
+2012-11-06 22:00:00,-0.9,-6.6,65,4,25.0,101.98,Clear
+2012-11-06 23:00:00,-1.5,-6.4,69,6,25.0,101.96,Clear
+2012-11-07 00:00:00,-0.6,-5.9,67,7,25.0,101.93,Clear
+2012-11-07 01:00:00,-0.9,-6.5,66,9,25.0,101.9,Clear
+2012-11-07 02:00:00,-2.6,-6.9,72,7,25.0,101.94,Clear
+2012-11-07 03:00:00,-3.6,-6.1,83,9,25.0,101.95,Clear
+2012-11-07 04:00:00,-4.0,-6.2,85,11,25.0,102.02,Clear
+2012-11-07 05:00:00,-4.3,-6.5,85,13,25.0,101.98,Clear
+2012-11-07 06:00:00,-4.2,-6.4,85,13,25.0,101.92,Mainly Clear
+2012-11-07 07:00:00,-3.7,-6.3,82,15,24.1,101.96,Mainly Clear
+2012-11-07 08:00:00,-3.1,-6.0,80,17,24.1,102.0,Mainly Clear
+2012-11-07 09:00:00,-1.3,-6.6,67,22,24.1,102.02,Mostly Cloudy
+2012-11-07 10:00:00,0.0,-6.8,60,20,24.1,102.01,Mostly Cloudy
+2012-11-07 11:00:00,1.1,-7.4,53,26,24.1,101.97,Mostly Cloudy
+2012-11-07 12:00:00,2.1,-7.4,49,26,24.1,101.88,Mostly Cloudy
+2012-11-07 13:00:00,2.4,-7.5,48,32,24.1,101.78,Mostly Cloudy
+2012-11-07 14:00:00,2.2,-7.4,49,24,24.1,101.75,Mostly Cloudy
+2012-11-07 15:00:00,1.8,-7.8,49,24,24.1,101.73,Mostly Cloudy
+2012-11-07 16:00:00,1.5,-7.1,53,26,24.1,101.7,Mostly Cloudy
+2012-11-07 17:00:00,1.2,-6.2,58,20,25.0,101.67,Mainly Clear
+2012-11-07 18:00:00,1.0,-5.6,61,19,25.0,101.68,Mostly Cloudy
+2012-11-07 19:00:00,1.4,-6.7,55,20,25.0,101.69,Mainly Clear
+2012-11-07 20:00:00,1.3,-7.8,51,26,25.0,101.65,Mostly Cloudy
+2012-11-07 21:00:00,0.8,-6.4,59,22,25.0,101.64,Mainly Clear
+2012-11-07 22:00:00,0.0,-5.6,66,22,25.0,101.58,Clear
+2012-11-07 23:00:00,-0.7,-4.7,74,22,25.0,101.55,Mostly Cloudy
+2012-11-08 00:00:00,-0.2,-4.5,73,26,25.0,101.54,Mostly Cloudy
+2012-11-08 01:00:00,-0.9,-4.9,74,30,25.0,101.49,Mostly Cloudy
+2012-11-08 02:00:00,-1.0,-6.0,69,33,25.0,101.48,Mostly Cloudy
+2012-11-08 03:00:00,-0.8,-5.8,69,20,25.0,101.46,Mostly Cloudy
+2012-11-08 04:00:00,-1.3,-5.9,71,26,25.0,101.44,Mostly Cloudy
+2012-11-08 05:00:00,-1.3,-6.2,69,22,25.0,101.43,Mainly Clear
+2012-11-08 06:00:00,-1.4,-5.7,72,19,25.0,101.42,Mainly Clear
+2012-11-08 07:00:00,-1.0,-5.1,74,26,24.1,101.44,Mostly Cloudy
+2012-11-08 08:00:00,-0.2,-4.6,72,20,24.1,101.46,Mostly Cloudy
+2012-11-08 09:00:00,0.8,-4.4,68,19,24.1,101.45,Cloudy
+2012-11-08 10:00:00,2.4,-3.9,63,30,24.1,101.41,Mostly Cloudy
+2012-11-08 11:00:00,2.6,-4.0,62,30,24.1,101.38,Mostly Cloudy
+2012-11-08 12:00:00,3.9,-3.6,58,24,24.1,101.29,Mostly Cloudy
+2012-11-08 13:00:00,4.7,-3.3,56,26,24.1,101.24,Mostly Cloudy
+2012-11-08 14:00:00,5.1,-3.4,54,26,24.1,101.21,Mostly Cloudy
+2012-11-08 15:00:00,5.2,-3.3,54,20,24.1,101.18,Mostly Cloudy
+2012-11-08 16:00:00,4.4,-3.8,55,19,24.1,101.17,Mostly Cloudy
+2012-11-08 17:00:00,3.2,-4.2,58,13,24.1,101.2,Mostly Cloudy
+2012-11-08 18:00:00,2.4,-3.0,67,7,25.0,101.25,Mostly Cloudy
+2012-11-08 19:00:00,1.8,-3.3,69,9,25.0,101.27,Mostly Cloudy
+2012-11-08 20:00:00,1.7,-4.8,62,19,25.0,101.28,Mostly Cloudy
+2012-11-08 21:00:00,0.5,-4.6,69,13,25.0,101.24,Mainly Clear
+2012-11-08 22:00:00,-0.3,-4.8,72,11,25.0,101.21,Mainly Clear
+2012-11-08 23:00:00,-1.3,-5.0,76,7,25.0,101.19,Mainly Clear
+2012-11-09 00:00:00,-3.4,-5.7,84,7,25.0,101.21,Mainly Clear
+2012-11-09 01:00:00,-3.7,-5.9,85,7,25.0,101.18,Mainly Clear
+2012-11-09 02:00:00,-4.3,-6.3,86,7,25.0,101.19,Clear
+2012-11-09 03:00:00,-3.6,-5.6,86,7,25.0,101.19,Clear
+2012-11-09 04:00:00,-3.4,-5.2,87,7,25.0,101.2,Clear
+2012-11-09 05:00:00,-5.4,-6.7,91,7,25.0,101.22,Mainly Clear
+2012-11-09 06:00:00,-3.2,-4.8,89,7,25.0,101.25,Mainly Clear
+2012-11-09 07:00:00,-2.5,-4.2,88,7,24.1,101.3,Mostly Cloudy
+2012-11-09 08:00:00,-1.6,-3.6,86,7,48.3,101.36,Mostly Cloudy
+2012-11-09 09:00:00,1.3,-2.4,76,17,48.3,101.34,Mostly Cloudy
+2012-11-09 10:00:00,2.3,-3.3,66,19,48.3,101.36,Cloudy
+2012-11-09 11:00:00,3.3,-4.1,58,20,48.3,101.36,Mostly Cloudy
+2012-11-09 12:00:00,3.4,-3.6,60,22,48.3,101.31,Mostly Cloudy
+2012-11-09 13:00:00,4.0,-3.2,59,20,24.1,101.26,Cloudy
+2012-11-09 14:00:00,4.8,-2.7,58,20,24.1,101.27,Mostly Cloudy
+2012-11-09 15:00:00,4.6,-2.0,62,24,24.1,101.29,Cloudy
+2012-11-09 16:00:00,4.5,-1.9,63,26,24.1,101.32,Cloudy
+2012-11-09 17:00:00,4.6,-1.2,66,22,25.0,101.36,Cloudy
+2012-11-09 18:00:00,4.6,-0.5,69,15,25.0,101.42,Cloudy
+2012-11-09 19:00:00,4.6,-0.3,70,15,25.0,101.45,Cloudy
+2012-11-09 20:00:00,4.2,-0.3,72,11,25.0,101.47,Cloudy
+2012-11-09 21:00:00,4.6,0.5,75,9,25.0,101.54,Cloudy
+2012-11-09 22:00:00,4.5,0.6,76,11,25.0,101.48,Mostly Cloudy
+2012-11-09 23:00:00,4.0,0.8,80,15,25.0,101.5,Mostly Cloudy
+2012-11-10 00:00:00,2.8,0.4,84,13,25.0,101.55,Mostly Cloudy
+2012-11-10 01:00:00,3.6,0.6,81,9,25.0,101.62,Mostly Cloudy
+2012-11-10 02:00:00,2.7,-0.5,79,9,25.0,101.66,Mainly Clear
+2012-11-10 03:00:00,2.6,-2.7,68,11,25.0,101.75,Mainly Clear
+2012-11-10 04:00:00,1.1,-3.5,71,11,25.0,101.84,Mainly Clear
+2012-11-10 05:00:00,0.7,-4.0,71,6,25.0,101.98,Mainly Clear
+2012-11-10 06:00:00,-0.6,-5.2,71,9,25.0,102.07,Mainly Clear
+2012-11-10 07:00:00,-1.4,-6.0,71,13,24.1,102.22,Clear
+2012-11-10 08:00:00,0.4,-4.9,68,13,24.1,102.32,Clear
+2012-11-10 09:00:00,2.0,-5.2,59,15,48.3,102.39,Clear
+2012-11-10 10:00:00,2.4,-5.9,54,7,48.3,102.43,Mainly Clear
+2012-11-10 11:00:00,3.3,-7.3,46,6,48.3,102.45,Mainly Clear
+2012-11-10 12:00:00,4.2,-7.7,42,6,48.3,102.43,Mainly Clear
+2012-11-10 13:00:00,4.7,-8.0,39,6,48.3,102.39,Mostly Cloudy
+2012-11-10 14:00:00,5.6,-7.6,38,4,48.3,102.37,Mostly Cloudy
+2012-11-10 15:00:00,5.2,-6.9,41,11,48.3,102.4,Mostly Cloudy
+2012-11-10 16:00:00,3.6,-8.2,42,9,48.3,102.39,Mostly Cloudy
+2012-11-10 17:00:00,3.5,-7.8,43,7,25.0,102.47,Mostly Cloudy
+2012-11-10 18:00:00,3.4,-7.0,46,7,25.0,102.53,Mostly Cloudy
+2012-11-10 19:00:00,2.6,-6.4,51,7,25.0,102.58,Mainly Clear
+2012-11-10 20:00:00,2.6,-5.3,56,15,25.0,102.56,Mainly Clear
+2012-11-10 21:00:00,1.8,-6.1,56,9,25.0,102.53,Clear
+2012-11-10 22:00:00,0.9,-4.6,67,11,25.0,102.55,Mainly Clear
+2012-11-10 23:00:00,1.1,-6.7,56,11,25.0,102.5,Mainly Clear
+2012-11-11 00:00:00,2.4,-7.2,49,7,25.0,102.45,Mostly Cloudy
+2012-11-11 01:00:00,2.7,-7.3,48,13,25.0,102.34,Mostly Cloudy
+2012-11-11 02:00:00,3.0,-7.8,45,11,25.0,102.33,Cloudy
+2012-11-11 03:00:00,3.1,-7.6,45,17,25.0,102.24,Cloudy
+2012-11-11 04:00:00,0.9,-4.3,68,20,25.0,102.34,Cloudy
+2012-11-11 05:00:00,0.3,-4.0,73,20,25.0,102.23,Rain
+2012-11-11 06:00:00,0.5,-2.3,81,17,25.0,102.26,Rain
+2012-11-11 07:00:00,0.6,-2.1,82,22,24.1,102.3,Cloudy
+2012-11-11 08:00:00,0.6,-2.0,83,20,24.1,102.34,Cloudy
+2012-11-11 09:00:00,1.1,-2.0,80,20,24.1,102.29,Cloudy
+2012-11-11 10:00:00,1.7,-0.6,85,17,24.1,102.31,Rain Showers
+2012-11-11 11:00:00,2.9,-0.2,80,22,24.1,102.21,Rain Showers
+2012-11-11 12:00:00,3.7,0.3,78,24,24.1,102.15,Mostly Cloudy
+2012-11-11 13:00:00,5.5,1.4,75,17,48.3,102.11,Mainly Clear
+2012-11-11 14:00:00,6.3,1.6,72,20,48.3,102.08,Clear
+2012-11-11 15:00:00,7.0,1.9,70,19,48.3,102.07,Mainly Clear
+2012-11-11 16:00:00,6.6,1.8,71,20,24.1,102.07,Mostly Cloudy
+2012-11-11 17:00:00,4.8,1.5,79,17,25.0,102.12,Mostly Cloudy
+2012-11-11 18:00:00,3.3,1.1,85,13,25.0,102.13,Mainly Clear
+2012-11-11 19:00:00,1.9,0.2,88,17,25.0,102.14,Clear
+2012-11-11 20:00:00,1.5,-0.1,89,15,25.0,102.15,Clear
+2012-11-11 21:00:00,1.3,-0.3,89,15,25.0,102.13,Mainly Clear
+2012-11-11 22:00:00,1.0,-0.5,90,13,25.0,102.07,Clear
+2012-11-11 23:00:00,1.1,-0.3,90,15,25.0,102.04,Clear
+2012-11-12 00:00:00,0.9,-0.3,92,19,19.3,101.99,Mainly Clear
+2012-11-12 01:00:00,0.6,-0.8,90,17,25.0,101.97,Mainly Clear
+2012-11-12 02:00:00,0.4,-0.7,92,15,19.3,101.98,Mainly Clear
+2012-11-12 03:00:00,0.2,-0.9,92,15,19.3,101.94,Clear
+2012-11-12 04:00:00,-0.3,-1.1,94,11,19.3,101.95,Clear
+2012-11-12 05:00:00,-0.2,-1.2,93,11,19.3,101.91,Clear
+2012-11-12 06:00:00,-0.3,-1.2,94,13,19.3,101.87,Mainly Clear
+2012-11-12 07:00:00,-0.2,-1.0,94,11,16.1,101.9,Mainly Clear
+2012-11-12 08:00:00,1.0,0.0,93,9,19.3,101.88,Mainly Clear
+2012-11-12 09:00:00,4.2,1.8,84,7,19.3,101.83,Mainly Clear
+2012-11-12 10:00:00,7.2,3.3,76,6,19.3,101.78,Mostly Cloudy
+2012-11-12 11:00:00,11.8,5.3,64,6,19.3,101.71,Mostly Cloudy
+2012-11-12 12:00:00,17.5,8.5,55,13,19.3,101.61,Mostly Cloudy
+2012-11-12 13:00:00,16.9,8.4,57,22,24.1,101.52,Mostly Cloudy
+2012-11-12 14:00:00,16.3,8.2,59,22,24.1,101.43,Cloudy
+2012-11-12 15:00:00,17.0,8.4,57,20,24.1,101.33,Cloudy
+2012-11-12 16:00:00,16.7,8.0,56,22,24.1,101.21,Cloudy
+2012-11-12 17:00:00,17.1,7.5,53,33,25.0,101.13,Mostly Cloudy
+2012-11-12 18:00:00,17.1,7.3,52,35,25.0,101.09,Mainly Clear
+2012-11-12 19:00:00,17.1,7.8,54,32,25.0,100.98,Mainly Clear
+2012-11-12 20:00:00,16.4,7.5,56,33,25.0,100.91,Mostly Cloudy
+2012-11-12 21:00:00,15.9,7.7,58,30,25.0,100.9,Cloudy
+2012-11-12 22:00:00,16.0,8.2,60,26,25.0,100.87,Cloudy
+2012-11-12 23:00:00,15.6,8.9,64,24,25.0,100.84,Cloudy
+2012-11-13 00:00:00,14.8,10.0,73,48,25.0,100.94,Rain
+2012-11-13 01:00:00,9.1,7.4,89,37,12.9,101.25,Rain
+2012-11-13 02:00:00,8.0,6.2,88,35,25.0,101.36,Rain
+2012-11-13 03:00:00,7.9,5.6,85,41,25.0,101.45,Rain
+2012-11-13 04:00:00,6.2,4.1,86,28,25.0,101.53,Rain
+2012-11-13 05:00:00,5.6,3.4,86,30,25.0,101.6,Rain
+2012-11-13 06:00:00,5.7,3.3,85,30,25.0,101.76,Cloudy
+2012-11-13 07:00:00,5.4,2.3,80,30,24.1,101.78,Cloudy
+2012-11-13 08:00:00,5.2,0.9,74,33,24.1,101.89,Mostly Cloudy
+2012-11-13 09:00:00,4.6,-1.2,66,32,24.1,101.95,Mostly Cloudy
+2012-11-13 10:00:00,4.7,-1.3,65,37,24.1,102.07,Mostly Cloudy
+2012-11-13 11:00:00,4.8,-2.0,61,30,48.3,102.09,Mostly Cloudy
+2012-11-13 12:00:00,6.1,-1.8,57,28,48.3,102.08,Mostly Cloudy
+2012-11-13 13:00:00,5.3,-3.2,54,33,48.3,102.13,Mostly Cloudy
+2012-11-13 14:00:00,5.6,-6.5,41,30,24.1,102.18,Mainly Clear
+2012-11-13 15:00:00,5.4,-2.9,55,28,24.1,102.25,Mainly Clear
+2012-11-13 16:00:00,4.9,-5.1,48,24,24.1,102.33,Mainly Clear
+2012-11-13 17:00:00,3.7,-6.1,49,13,25.0,102.41,Clear
+2012-11-13 18:00:00,2.5,-5.5,56,11,25.0,102.54,Clear
+2012-11-13 19:00:00,0.8,-5.6,62,11,25.0,102.6,Clear
+2012-11-13 20:00:00,-0.7,-6.0,67,9,25.0,102.68,Clear
+2012-11-13 21:00:00,-1.0,-6.0,69,7,25.0,102.75,Clear
+2012-11-13 22:00:00,-0.9,-5.7,70,7,25.0,102.81,Clear
+2012-11-13 23:00:00,-1.5,-5.9,72,7,25.0,102.84,Clear
+2012-11-14 00:00:00,-0.1,-6.0,64,4,25.0,102.91,Clear
+2012-11-14 01:00:00,-0.7,-5.7,69,6,25.0,102.91,Clear
+2012-11-14 02:00:00,-2.3,-6.1,75,6,25.0,102.97,Clear
+2012-11-14 03:00:00,-2.4,-6.7,72,6,25.0,102.99,Clear
+2012-11-14 04:00:00,-4.0,-7.0,80,4,25.0,103.01,Clear
+2012-11-14 05:00:00,-4.7,-6.6,87,4,25.0,103.09,Clear
+2012-11-14 06:00:00,-3.6,-6.1,83,4,25.0,103.15,Clear
+2012-11-14 07:00:00,-5.2,-7.0,87,4,48.3,103.25,Clear
+2012-11-14 08:00:00,-3.0,-4.9,87,4,48.3,103.29,Clear
+2012-11-14 09:00:00,0.6,-3.1,76,6,24.1,103.31,Clear
+2012-11-14 10:00:00,2.4,-4.3,61,2,24.1,103.34,Clear
+2012-11-14 11:00:00,4.6,-5.0,50,4,24.1,103.31,Clear
+2012-11-14 12:00:00,4.8,-6.4,44,7,24.1,103.25,Mainly Clear
+2012-11-14 13:00:00,4.8,-6.6,43,4,48.3,103.2,Mainly Clear
+2012-11-14 14:00:00,5.2,-6.2,44,6,48.3,103.15,Clear
+2012-11-14 15:00:00,4.6,-7.4,41,6,48.3,103.15,Clear
+2012-11-14 16:00:00,4.2,-7.4,43,6,48.3,103.16,Mainly Clear
+2012-11-14 17:00:00,3.6,-7.2,45,7,24.1,103.15,Mainly Clear
+2012-11-14 18:00:00,2.8,-6.3,51,7,25.0,103.16,Clear
+2012-11-14 19:00:00,2.5,-5.9,54,9,25.0,103.17,Clear
+2012-11-14 20:00:00,2.1,-5.8,56,11,25.0,103.18,Clear
+2012-11-14 21:00:00,1.8,-6.1,56,7,25.0,103.16,Clear
+2012-11-14 22:00:00,1.4,-5.7,59,13,25.0,103.15,Clear
+2012-11-14 23:00:00,0.4,-6.2,61,11,25.0,103.12,Clear
+2012-11-15 00:00:00,-1.4,-6.1,70,13,25.0,103.1,Clear
+2012-11-15 01:00:00,-2.0,-5.1,79,9,25.0,103.06,Mainly Clear
+2012-11-15 02:00:00,-2.3,-5.1,81,13,25.0,103.0,Mainly Clear
+2012-11-15 03:00:00,-2.9,-5.4,83,9,25.0,103.01,Mainly Clear
+2012-11-15 04:00:00,-3.6,-6.3,82,9,25.0,103.0,Clear
+2012-11-15 05:00:00,-2.9,-6.0,79,13,25.0,102.94,Mainly Clear
+2012-11-15 06:00:00,-3.1,-6.1,80,15,25.0,102.91,Mainly Clear
+2012-11-15 07:00:00,-2.9,-5.9,80,13,24.1,102.94,Mostly Cloudy
+2012-11-15 08:00:00,-2.1,-5.1,80,11,24.1,102.99,Cloudy
+2012-11-15 09:00:00,-1.0,-4.8,75,19,24.1,102.93,Cloudy
+2012-11-15 10:00:00,0.3,-4.6,70,15,24.1,102.84,Cloudy
+2012-11-15 11:00:00,1.3,-4.8,64,11,24.1,102.79,Cloudy
+2012-11-15 12:00:00,1.8,-4.7,62,15,24.1,102.73,Cloudy
+2012-11-15 13:00:00,2.6,-5.6,55,13,24.1,102.65,Mostly Cloudy
+2012-11-15 14:00:00,2.6,-5.5,55,11,24.1,102.59,Mostly Cloudy
+2012-11-15 15:00:00,2.4,-5.8,55,13,24.1,102.55,Mainly Clear
+2012-11-15 16:00:00,1.8,-5.5,58,11,24.1,102.53,Mainly Clear
+2012-11-15 17:00:00,1.2,-5.9,59,9,25.0,102.53,Mainly Clear
+2012-11-15 18:00:00,1.0,-5.9,60,7,25.0,102.54,Clear
+2012-11-15 19:00:00,0.5,-5.8,63,7,25.0,102.51,Clear
+2012-11-15 20:00:00,-0.7,-5.7,69,4,25.0,102.46,Clear
+2012-11-15 21:00:00,-2.9,-6.3,77,6,25.0,102.46,Clear
+2012-11-15 22:00:00,-1.7,-5.2,77,4,25.0,102.42,Clear
+2012-11-15 23:00:00,-4.3,-6.3,86,6,25.0,102.44,Clear
+2012-11-16 00:00:00,-3.1,-5.5,83,4,25.0,102.42,Clear
+2012-11-16 01:00:00,-5.3,-6.9,88,4,19.3,102.4,Clear
+2012-11-16 02:00:00,-4.5,-6.3,87,0,19.3,102.42,Clear
+2012-11-16 03:00:00,-3.6,-5.1,89,0,19.3,102.4,Clear
+2012-11-16 04:00:00,-6.7,-8.1,90,0,19.3,102.42,Clear
+2012-11-16 05:00:00,-6.5,-7.7,91,4,19.3,102.48,Clear
+2012-11-16 06:00:00,-5.4,-6.4,93,4,16.1,102.48,Mostly Cloudy
+2012-11-16 07:00:00,-5.2,-6.5,91,4,16.1,102.49,Mostly Cloudy
+2012-11-16 08:00:00,-3.2,-4.8,89,0,19.3,102.54,Mostly Cloudy
+2012-11-16 09:00:00,0.4,-1.7,86,9,19.3,102.55,Mostly Cloudy
+2012-11-16 10:00:00,2.0,-2.0,75,13,24.1,102.57,Mainly Clear
+2012-11-16 11:00:00,3.1,-2.5,67,15,24.1,102.53,Mostly Cloudy
+2012-11-16 12:00:00,3.9,-2.8,62,17,24.1,102.48,Mainly Clear
+2012-11-16 13:00:00,4.9,-2.6,58,15,24.1,102.49,Mainly Clear
+2012-11-16 14:00:00,5.3,-2.1,59,13,24.1,102.5,Mainly Clear
+2012-11-16 15:00:00,5.5,-1.9,59,9,24.1,102.5,Mostly Cloudy
+2012-11-16 16:00:00,4.8,-2.0,61,13,24.1,102.55,Mostly Cloudy
+2012-11-16 17:00:00,4.4,-1.3,66,13,25.0,102.61,Cloudy
+2012-11-16 18:00:00,4.2,-1.5,66,15,25.0,102.66,Cloudy
+2012-11-16 19:00:00,3.7,-1.7,68,13,25.0,102.69,Mostly Cloudy
+2012-11-16 20:00:00,3.3,-1.7,70,9,25.0,102.75,Mostly Cloudy
+2012-11-16 21:00:00,0.8,-2.5,79,9,25.0,102.79,Mainly Clear
+2012-11-16 22:00:00,-0.9,-3.1,85,11,25.0,102.81,Mainly Clear
+2012-11-16 23:00:00,-1.5,-3.5,86,13,25.0,102.84,Mainly Clear
+2012-11-17 00:00:00,-1.1,-3.5,84,9,25.0,102.9,Clear
+2012-11-17 01:00:00,-1.3,-3.5,85,9,25.0,102.94,Clear
+2012-11-17 02:00:00,-2.4,-4.2,87,11,25.0,103.05,Mainly Clear
+2012-11-17 03:00:00,-2.0,-5.0,80,11,25.0,103.13,Clear
+2012-11-17 04:00:00,-3.1,-6.5,77,17,25.0,103.17,Clear
+2012-11-17 05:00:00,-2.2,-7.3,68,13,25.0,103.24,Clear
+2012-11-17 06:00:00,-2.6,-8.2,65,13,25.0,103.28,Clear
+2012-11-17 07:00:00,-3.2,-8.2,68,13,24.1,103.39,Mainly Clear
+2012-11-17 08:00:00,-2.7,-8.2,66,15,24.1,103.47,Mainly Clear
+2012-11-17 09:00:00,-2.1,-8.9,60,15,24.1,103.51,Mainly Clear
+2012-11-17 10:00:00,-1.0,-8.9,55,7,48.3,103.52,Mostly Cloudy
+2012-11-17 11:00:00,-0.1,-9.1,51,4,48.3,103.5,Mostly Cloudy
+2012-11-17 12:00:00,1.2,-9.0,46,4,48.3,103.47,Mainly Clear
+2012-11-17 13:00:00,2.3,-8.3,45,4,48.3,103.43,Mainly Clear
+2012-11-17 14:00:00,2.8,-7.4,47,6,48.3,103.43,Mainly Clear
+2012-11-17 15:00:00,2.4,-7.4,48,6,48.3,103.43,Mainly Clear
+2012-11-17 16:00:00,2.0,-7.3,50,4,48.3,103.46,Mainly Clear
+2012-11-17 17:00:00,0.9,-7.7,53,4,25.0,103.46,Clear
+2012-11-17 18:00:00,-1.7,-7.9,63,4,25.0,103.5,Mainly Clear
+2012-11-17 19:00:00,-2.1,-7.2,68,4,25.0,103.51,Clear
+2012-11-17 20:00:00,-0.1,-7.0,60,7,25.0,103.49,Clear
+2012-11-17 21:00:00,-1.4,-6.5,68,7,25.0,103.51,Clear
+2012-11-17 22:00:00,-1.0,-6.3,67,7,25.0,103.54,Clear
+2012-11-17 23:00:00,-1.3,-6.7,67,9,25.0,103.56,Clear
+2012-11-18 00:00:00,-1.6,-6.2,71,0,25.0,103.58,Clear
+2012-11-18 01:00:00,-3.2,-6.9,76,0,25.0,103.59,Clear
+2012-11-18 02:00:00,-4.6,-6.9,84,0,25.0,103.63,Clear
+2012-11-18 03:00:00,-3.9,-6.1,85,7,25.0,103.61,Clear
+2012-11-18 04:00:00,-4.8,-6.9,85,7,25.0,103.59,Clear
+2012-11-18 05:00:00,-5.0,-7.4,83,7,25.0,103.61,Clear
+2012-11-18 06:00:00,-5.4,-7.4,86,9,25.0,103.59,Mainly Clear
+2012-11-18 07:00:00,-6.4,-8.4,86,9,24.1,103.63,Mostly Cloudy
+2012-11-18 08:00:00,-4.5,-6.4,87,7,24.1,103.65,Cloudy
+2012-11-18 09:00:00,-2.4,-5.4,80,9,24.1,103.65,Cloudy
+2012-11-18 10:00:00,-0.5,-6.8,62,7,24.1,103.65,Mostly Cloudy
+2012-11-18 11:00:00,1.9,-6.5,54,7,48.3,103.59,Mostly Cloudy
+2012-11-18 12:00:00,4.1,-10.1,35,4,48.3,103.51,Mostly Cloudy
+2012-11-18 13:00:00,4.0,-11.6,31,6,48.3,103.46,Mostly Cloudy
+2012-11-18 14:00:00,4.5,-10.6,32,7,48.3,103.39,Mostly Cloudy
+2012-11-18 15:00:00,4.5,-11.9,29,9,48.3,103.38,Mostly Cloudy
+2012-11-18 16:00:00,2.7,-9.3,41,9,24.1,103.36,Mostly Cloudy
+2012-11-18 17:00:00,1.5,-8.5,47,9,25.0,103.36,Mostly Cloudy
+2012-11-18 18:00:00,2.6,-7.5,47,9,25.0,103.36,Mostly Cloudy
+2012-11-18 19:00:00,1.1,-7.0,55,4,25.0,103.36,Mostly Cloudy
+2012-11-18 20:00:00,-1.8,-6.8,69,6,25.0,103.3,Mostly Cloudy
+2012-11-18 21:00:00,-0.6,-7.1,61,11,25.0,103.27,Mainly Clear
+2012-11-18 22:00:00,-1.3,-6.9,66,11,25.0,103.25,Cloudy
+2012-11-18 23:00:00,-2.1,-6.0,75,11,25.0,103.22,Cloudy
+2012-11-19 00:00:00,-1.8,-5.7,75,7,25.0,103.2,Mostly Cloudy
+2012-11-19 01:00:00,-2.4,-5.9,77,6,25.0,103.15,Cloudy
+2012-11-19 02:00:00,-3.1,-6.4,78,13,25.0,103.11,Mostly Cloudy
+2012-11-19 03:00:00,-3.6,-6.9,78,9,25.0,103.11,Mostly Cloudy
+2012-11-19 04:00:00,-3.7,-6.9,78,6,25.0,103.05,Mostly Cloudy
+2012-11-19 05:00:00,-4.0,-7.1,79,9,25.0,103.03,Mainly Clear
+2012-11-19 06:00:00,-4.3,-7.0,81,7,25.0,103.01,Clear
+2012-11-19 07:00:00,-4.6,-7.1,83,9,16.1,102.99,Clear
+2012-11-19 08:00:00,-2.8,-5.9,79,11,24.1,102.99,Mainly Clear
+2012-11-19 09:00:00,-0.5,-4.5,74,7,24.1,102.92,Clear
+2012-11-19 10:00:00,1.3,-3.4,71,7,19.3,102.9,Mainly Clear
+2012-11-19 11:00:00,2.4,-3.4,65,6,24.1,102.83,Mainly Clear
+2012-11-19 12:00:00,4.9,-2.7,58,4,24.1,102.72,Clear
+2012-11-19 13:00:00,4.9,-0.4,69,6,19.3,102.64,Mainly Clear
+2012-11-19 14:00:00,5.9,-0.9,62,6,19.3,102.54,Mainly Clear
+2012-11-19 15:00:00,6.2,-1.2,59,4,24.1,102.5,Mainly Clear
+2012-11-19 16:00:00,3.7,-2.0,66,6,24.1,102.45,Mainly Clear
+2012-11-19 17:00:00,3.0,-1.5,72,4,25.0,102.42,Clear
+2012-11-19 18:00:00,1.1,-1.9,80,4,19.3,102.39,Mainly Clear
+2012-11-19 19:00:00,0.1,-2.9,80,4,25.0,102.33,Mainly Clear
+2012-11-19 20:00:00,-1.4,-3.6,85,6,25.0,102.29,Clear
+2012-11-19 21:00:00,-2.5,-3.8,91,4,19.3,102.23,Mainly Clear
+2012-11-19 22:00:00,-3.3,-4.3,93,6,12.9,102.21,Clear
+2012-11-19 23:00:00,-0.7,-2.2,90,6,9.7,102.16,Fog
+2012-11-20 00:00:00,-3.3,-4.5,91,7,9.7,102.12,Fog
+2012-11-20 01:00:00,-3.6,-4.3,95,7,9.7,102.08,Fog
+2012-11-20 02:00:00,-1.8,-3.5,88,6,8.0,102.08,Fog
+2012-11-20 03:00:00,-3.6,-4.5,93,6,9.7,102.08,Fog
+2012-11-20 04:00:00,-2.9,-4.5,89,6,6.4,102.02,Fog
+2012-11-20 05:00:00,-2.9,-4.5,89,6,6.4,102.0,Fog
+2012-11-20 06:00:00,-2.9,-4.8,87,6,6.4,102.01,Fog
+2012-11-20 07:00:00,-3.4,-5.2,87,7,4.8,102.02,Fog
+2012-11-20 08:00:00,-2.0,-4.4,84,9,9.7,102.03,Haze
+2012-11-20 09:00:00,-0.7,-3.6,81,6,9.7,102.01,Haze
+2012-11-20 10:00:00,1.9,-1.9,76,9,12.9,102.0,Mostly Cloudy
+2012-11-20 11:00:00,3.0,-2.2,69,6,11.3,101.96,Cloudy
+2012-11-20 12:00:00,4.6,-1.9,63,2,11.3,101.88,Cloudy
+2012-11-20 13:00:00,5.5,-1.0,63,4,11.3,101.83,Mostly Cloudy
+2012-11-20 14:00:00,5.8,-1.6,59,6,12.9,101.77,Mostly Cloudy
+2012-11-20 15:00:00,5.9,-1.5,59,11,16.1,101.77,Cloudy
+2012-11-20 16:00:00,5.6,-1.6,60,6,16.1,101.78,Cloudy
+2012-11-20 17:00:00,4.2,-0.4,72,7,16.1,101.79,Cloudy
+2012-11-20 18:00:00,2.4,-0.9,79,6,19.3,101.82,Mostly Cloudy
+2012-11-20 19:00:00,1.9,-1.1,80,7,16.1,101.85,Mostly Cloudy
+2012-11-20 20:00:00,3.4,-2.0,68,9,19.3,101.86,Mostly Cloudy
+2012-11-20 21:00:00,1.9,-2.5,73,9,25.0,101.84,Mostly Cloudy
+2012-11-20 22:00:00,1.9,-2.3,74,7,25.0,101.81,Mostly Cloudy
+2012-11-20 23:00:00,2.0,-2.3,73,9,25.0,101.83,Mostly Cloudy
+2012-11-21 00:00:00,3.1,-2.1,69,6,25.0,101.8,Mostly Cloudy
+2012-11-21 01:00:00,0.6,-2.3,81,6,25.0,101.82,Mostly Cloudy
+2012-11-21 02:00:00,0.4,-2.5,81,7,25.0,101.82,Mainly Clear
+2012-11-21 03:00:00,-0.7,-3.3,83,9,25.0,101.83,Mainly Clear
+2012-11-21 04:00:00,-1.9,-3.7,87,9,25.0,101.85,Mainly Clear
+2012-11-21 05:00:00,-1.4,-3.4,86,11,25.0,101.86,Mostly Cloudy
+2012-11-21 06:00:00,-1.6,-3.6,86,4,12.9,101.92,Mostly Cloudy
+2012-11-21 07:00:00,-0.1,-2.8,82,11,9.7,102.0,Haze
+2012-11-21 08:00:00,0.4,-2.2,83,7,12.9,102.01,Mostly Cloudy
+2012-11-21 09:00:00,2.9,-1.6,72,7,16.1,102.01,Mostly Cloudy
+2012-11-21 10:00:00,5.2,-1.5,62,4,19.3,101.98,Mainly Clear
+2012-11-21 11:00:00,6.3,-0.3,63,4,19.3,101.93,Mainly Clear
+2012-11-21 12:00:00,7.2,-0.4,58,6,19.3,101.89,Mainly Clear
+2012-11-21 13:00:00,7.4,-0.6,57,7,19.3,101.89,Mainly Clear
+2012-11-21 14:00:00,8.3,-1.6,50,4,19.3,101.86,Mainly Clear
+2012-11-21 15:00:00,8.2,-2.1,48,4,19.3,101.87,Mainly Clear
+2012-11-21 16:00:00,5.5,-1.5,61,7,24.1,101.86,Mainly Clear
+2012-11-21 17:00:00,2.8,-2.0,71,7,25.0,101.85,Mainly Clear
+2012-11-21 18:00:00,2.1,-1.0,80,6,25.0,101.89,Mainly Clear
+2012-11-21 19:00:00,2.5,-0.8,79,4,25.0,101.89,Mainly Clear
+2012-11-21 20:00:00,1.4,-0.9,85,6,25.0,101.9,Mostly Cloudy
+2012-11-21 21:00:00,2.2,-0.5,82,6,25.0,101.88,Mainly Clear
+2012-11-21 22:00:00,0.9,-1.4,85,4,19.3,101.88,Mostly Cloudy
+2012-11-21 23:00:00,1.0,-0.7,88,4,19.3,101.86,Mainly Clear
+2012-11-22 00:00:00,1.3,0.4,94,4,16.1,101.87,Mainly Clear
+2012-11-22 01:00:00,1.5,0.6,94,6,16.1,101.83,Clear
+2012-11-22 02:00:00,1.3,-0.1,90,4,16.1,101.85,Clear
+2012-11-22 03:00:00,1.1,-0.9,86,4,16.1,101.86,Clear
+2012-11-22 04:00:00,-0.9,-2.3,90,4,12.9,101.84,Clear
+2012-11-22 05:00:00,-1.4,-3.3,87,6,16.1,101.85,Clear
+2012-11-22 06:00:00,-0.3,-2.6,84,9,19.3,101.84,Clear
+2012-11-22 07:00:00,0.8,-2.6,78,4,24.1,101.85,Mainly Clear
+2012-11-22 08:00:00,1.7,-1.9,77,4,24.1,101.87,Mainly Clear
+2012-11-22 09:00:00,3.3,-0.8,74,6,24.1,101.81,Clear
+2012-11-22 10:00:00,6.4,-1.2,58,0,24.1,101.8,Clear
+2012-11-22 11:00:00,8.4,-0.8,52,6,24.1,101.72,Mainly Clear
+2012-11-22 12:00:00,10.8,-1.5,42,13,24.1,101.6,Mainly Clear
+2012-11-22 13:00:00,11.6,-3.2,35,13,24.1,101.52,Mainly Clear
+2012-11-22 14:00:00,12.1,-2.6,36,9,24.1,101.45,Mainly Clear
+2012-11-22 15:00:00,10.7,-1.2,44,15,24.1,101.39,Mainly Clear
+2012-11-22 16:00:00,9.2,0.4,54,15,24.1,101.37,Mainly Clear
+2012-11-22 17:00:00,7.1,0.1,61,15,25.0,101.35,Mainly Clear
+2012-11-22 18:00:00,6.9,0.5,64,15,25.0,101.34,Mainly Clear
+2012-11-22 19:00:00,6.3,0.6,67,6,25.0,101.3,Mainly Clear
+2012-11-22 20:00:00,5.9,0.4,68,7,25.0,101.28,Mainly Clear
+2012-11-22 21:00:00,5.6,0.8,71,17,25.0,101.24,Mainly Clear
+2012-11-22 22:00:00,3.4,-0.9,73,13,25.0,101.16,Mainly Clear
+2012-11-22 23:00:00,4.4,-1.3,66,11,25.0,101.11,Mainly Clear
+2012-11-23 00:00:00,4.5,-1.5,65,15,25.0,101.06,Clear
+2012-11-23 01:00:00,2.7,-1.0,77,17,25.0,100.96,Mainly Clear
+2012-11-23 02:00:00,2.6,-1.3,75,11,25.0,100.96,Mainly Clear
+2012-11-23 03:00:00,2.8,-2.2,70,6,25.0,100.9,Mainly Clear
+2012-11-23 04:00:00,1.2,-2.5,76,11,25.0,100.79,Mainly Clear
+2012-11-23 05:00:00,2.5,-2.4,70,11,25.0,100.69,Mostly Cloudy
+2012-11-23 06:00:00,3.7,-2.1,66,13,25.0,100.61,Mostly Cloudy
+2012-11-23 07:00:00,4.1,-1.5,67,13,48.3,100.54,Mostly Cloudy
+2012-11-23 08:00:00,4.3,-1.1,68,17,48.3,100.47,Cloudy
+2012-11-23 09:00:00,6.2,-1.2,59,20,48.3,100.34,Mostly Cloudy
+2012-11-23 10:00:00,8.2,0.3,57,17,24.1,100.25,Mostly Cloudy
+2012-11-23 11:00:00,10.4,0.4,50,24,24.1,100.11,Mostly Cloudy
+2012-11-23 12:00:00,12.1,1.5,48,22,24.1,99.93,Mostly Cloudy
+2012-11-23 13:00:00,10.9,1.3,51,24,48.3,99.8,Cloudy
+2012-11-23 14:00:00,10.4,1.5,54,24,48.3,99.71,Cloudy
+2012-11-23 15:00:00,10.4,2.5,58,17,16.1,99.79,Rain
+2012-11-23 16:00:00,9.2,6.4,83,30,12.9,99.83,Rain
+2012-11-23 17:00:00,8.8,6.8,87,22,16.1,99.78,Rain
+2012-11-23 18:00:00,8.6,7.0,90,19,25.0,99.73,Cloudy
+2012-11-23 19:00:00,8.7,6.6,87,20,25.0,99.7,Mostly Cloudy
+2012-11-23 20:00:00,10.0,5.4,73,39,25.0,99.71,Cloudy
+2012-11-23 21:00:00,9.3,4.1,70,39,25.0,99.72,Cloudy
+2012-11-23 22:00:00,8.6,3.0,68,26,25.0,99.7,Rain Showers
+2012-11-23 23:00:00,7.9,1.6,64,26,25.0,99.65,Cloudy
+2012-11-24 00:00:00,7.5,0.4,61,19,25.0,99.59,Cloudy
+2012-11-24 01:00:00,5.3,2.3,81,32,25.0,99.6,Rain Showers
+2012-11-24 02:00:00,5.1,2.1,81,30,25.0,99.61,Rain Showers
+2012-11-24 03:00:00,4.6,-0.6,69,28,25.0,99.59,Cloudy
+2012-11-24 04:00:00,4.1,-2.2,63,37,25.0,99.56,Mostly Cloudy
+2012-11-24 05:00:00,3.0,-1.9,70,35,25.0,99.57,Mainly Clear
+2012-11-24 06:00:00,2.8,-1.8,72,28,25.0,99.58,Mostly Cloudy
+2012-11-24 07:00:00,2.6,-1.7,73,32,25.0,99.54,Mostly Cloudy
+2012-11-24 08:00:00,2.2,-2.0,74,30,25.0,99.57,Mostly Cloudy
+2012-11-24 09:00:00,1.6,-0.9,83,33,24.1,99.58,Rain Showers
+2012-11-24 10:00:00,1.8,-2.5,73,30,24.1,99.62,Snow Showers
+2012-11-24 11:00:00,1.6,-3.7,68,33,24.1,99.6,Snow Showers
+2012-11-24 12:00:00,1.8,-5.0,61,30,24.1,99.6,Snow Showers
+2012-11-24 13:00:00,1.5,-7.4,52,37,24.1,99.64,Cloudy
+2012-11-24 14:00:00,1.3,-6.3,57,39,24.1,99.65,Mostly Cloudy
+2012-11-24 15:00:00,0.7,-6.4,59,35,2.4,99.7,Snow Pellets
+2012-11-24 16:00:00,-0.5,-5.1,71,28,24.1,99.74,Mostly Cloudy
+2012-11-24 17:00:00,-0.6,-5.3,70,37,12.9,99.81,Snow Showers
+2012-11-24 18:00:00,-0.4,-5.5,68,28,25.0,99.85,Snow Showers
+2012-11-24 19:00:00,-0.9,-5.0,74,22,19.3,99.9,Snow Showers
+2012-11-24 20:00:00,-0.9,-5.8,69,32,25.0,99.92,Cloudy
+2012-11-24 21:00:00,-1.5,-7.8,62,28,25.0,99.96,Mostly Cloudy
+2012-11-24 22:00:00,-1.8,-8.3,61,24,25.0,100.0,Mostly Cloudy
+2012-11-24 23:00:00,-2.1,-8.8,60,32,25.0,100.0,Mostly Cloudy
+2012-11-25 00:00:00,-2.6,-9.0,61,30,25.0,100.04,Mostly Cloudy
+2012-11-25 01:00:00,-2.9,-9.3,61,26,25.0,100.08,Mainly Clear
+2012-11-25 02:00:00,-3.3,-9.4,63,33,25.0,100.15,Clear
+2012-11-25 03:00:00,-3.6,-9.8,62,26,25.0,100.19,Mainly Clear
+2012-11-25 04:00:00,-4.1,-9.3,67,30,25.0,100.2,Mainly Clear
+2012-11-25 05:00:00,-4.3,-10.0,64,32,25.0,100.25,Mainly Clear
+2012-11-25 06:00:00,-4.3,-9.7,66,28,25.0,100.26,Mainly Clear
+2012-11-25 07:00:00,-4.8,-9.5,70,26,25.0,100.27,Mainly Clear
+2012-11-25 08:00:00,-4.3,-9.4,68,24,24.1,100.3,Mainly Clear
+2012-11-25 09:00:00,-3.8,-9.4,65,33,24.1,100.33,Mainly Clear
+2012-11-25 10:00:00,-3.0,-9.5,61,32,48.3,100.33,Mostly Cloudy
+2012-11-25 11:00:00,-2.9,-9.6,60,35,48.3,100.28,Snow Showers
+2012-11-25 12:00:00,-2.5,-9.9,57,33,48.3,100.21,Cloudy
+2012-11-25 13:00:00,-2.1,-9.9,55,32,48.3,100.19,Cloudy
+2012-11-25 14:00:00,-1.8,-10.3,52,30,48.3,100.22,Mostly Cloudy
+2012-11-25 15:00:00,-1.8,-10.9,50,28,48.3,100.22,Mostly Cloudy
+2012-11-25 16:00:00,-2.1,-10.9,51,24,48.3,100.24,Mostly Cloudy
+2012-11-25 17:00:00,-3.1,-11.8,51,24,25.0,100.27,Clear
+2012-11-25 18:00:00,-3.4,-11.5,53,20,25.0,100.35,Clear
+2012-11-25 19:00:00,-3.7,-11.0,57,22,25.0,100.39,Clear
+2012-11-25 20:00:00,-3.7,-10.7,58,17,25.0,100.42,Mostly Cloudy
+2012-11-25 21:00:00,-3.4,-10.3,59,15,25.0,100.46,Mostly Cloudy
+2012-11-25 22:00:00,-3.6,-10.3,60,13,25.0,100.47,Mostly Cloudy
+2012-11-25 23:00:00,-4.2,-10.5,61,15,25.0,100.5,Mostly Cloudy
+2012-11-26 00:00:00,-4.9,-10.1,67,9,25.0,100.52,Mostly Cloudy
+2012-11-26 01:00:00,-6.5,-10.6,73,7,25.0,100.53,Mainly Clear
+2012-11-26 02:00:00,-5.0,-10.0,68,7,25.0,100.57,Mainly Clear
+2012-11-26 03:00:00,-4.5,-9.3,69,7,25.0,100.62,Cloudy
+2012-11-26 04:00:00,-4.3,-9.3,68,9,25.0,100.66,Cloudy
+2012-11-26 05:00:00,-4.3,-10.4,62,13,25.0,100.72,Cloudy
+2012-11-26 06:00:00,-4.5,-10.9,61,11,25.0,100.77,Cloudy
+2012-11-26 07:00:00,-4.7,-10.5,64,11,25.0,100.9,Cloudy
+2012-11-26 08:00:00,-5.5,-10.6,67,19,24.1,101.03,Mainly Clear
+2012-11-26 09:00:00,-4.2,-11.0,59,17,48.3,101.14,Mainly Clear
+2012-11-26 10:00:00,-3.4,-11.3,54,19,48.3,101.25,Clear
+2012-11-26 11:00:00,-2.5,-10.9,52,22,48.3,101.3,Clear
+2012-11-26 12:00:00,-1.3,-10.6,49,24,48.3,101.33,Mainly Clear
+2012-11-26 13:00:00,-1.0,-10.6,48,24,48.3,101.34,Clear
+2012-11-26 14:00:00,-0.8,-11.3,45,24,48.3,101.38,Clear
+2012-11-26 15:00:00,-0.9,-9.9,50,26,48.3,101.48,Clear
+2012-11-26 16:00:00,-1.8,-9.0,58,24,48.3,101.56,Clear
+2012-11-26 17:00:00,-3.0,-9.5,61,20,25.0,101.67,Clear
+2012-11-26 18:00:00,-3.4,-9.5,63,20,25.0,101.75,Clear
+2012-11-26 19:00:00,-3.8,-10.0,62,15,25.0,101.81,Clear
+2012-11-26 20:00:00,-4.6,-10.0,66,13,25.0,101.85,Clear
+2012-11-26 21:00:00,-7.3,-10.3,79,7,25.0,101.87,Clear
+2012-11-26 22:00:00,-5.4,-9.6,72,0,25.0,101.9,Clear
+2012-11-26 23:00:00,-5.8,-9.7,74,4,25.0,101.94,Clear
+2012-11-27 00:00:00,-7.4,-9.9,82,4,25.0,101.97,Clear
+2012-11-27 01:00:00,-9.0,-11.0,85,4,25.0,101.98,Clear
+2012-11-27 02:00:00,-7.0,-9.3,84,4,25.0,102.04,Mainly Clear
+2012-11-27 03:00:00,-6.1,-8.5,83,7,25.0,102.03,Cloudy
+2012-11-27 04:00:00,-4.8,-8.1,78,7,25.0,102.01,Cloudy
+2012-11-27 05:00:00,-4.4,-9.0,70,7,25.0,102.02,Cloudy
+2012-11-27 06:00:00,-4.4,-8.7,72,6,25.0,102.04,Cloudy
+2012-11-27 07:00:00,-4.4,-8.8,71,9,24.1,102.05,Mostly Cloudy
+2012-11-27 08:00:00,-5.2,-8.4,78,9,24.1,102.15,Mostly Cloudy
+2012-11-27 09:00:00,-4.3,-8.6,72,9,24.1,102.13,Mostly Cloudy
+2012-11-27 10:00:00,-3.1,-7.8,70,9,24.1,102.2,Mostly Cloudy
+2012-11-27 11:00:00,-2.4,-7.8,66,6,24.1,102.2,Mostly Cloudy
+2012-11-27 12:00:00,-0.7,-7.4,60,4,24.1,102.16,Mainly Clear
+2012-11-27 13:00:00,0.3,-7.2,57,7,24.1,102.12,Mainly Clear
+2012-11-27 14:00:00,0.5,-6.9,58,6,24.1,102.08,Mainly Clear
+2012-11-27 15:00:00,0.4,-6.8,58,7,24.1,102.07,Mainly Clear
+2012-11-27 16:00:00,-0.5,-6.9,62,7,24.1,102.08,Clear
+2012-11-27 17:00:00,-2.2,-7.0,70,6,25.0,102.09,Clear
+2012-11-27 18:00:00,-2.8,-7.0,73,4,25.0,102.15,Clear
+2012-11-27 19:00:00,-2.8,-6.7,74,6,25.0,102.16,Clear
+2012-11-27 20:00:00,-4.5,-7.5,80,6,25.0,102.14,Clear
+2012-11-27 21:00:00,-3.0,-6.5,77,7,25.0,102.13,Mainly Clear
+2012-11-27 22:00:00,-3.4,-6.0,82,7,25.0,102.1,Mostly Cloudy
+2012-11-27 23:00:00,-3.8,-6.5,81,7,25.0,102.07,Mostly Cloudy
+2012-11-28 00:00:00,-3.8,-6.2,83,7,25.0,102.03,Mainly Clear
+2012-11-28 01:00:00,-4.0,-6.0,86,6,25.0,101.99,Mainly Clear
+2012-11-28 02:00:00,-3.6,-6.1,83,4,25.0,101.99,Mostly Cloudy
+2012-11-28 03:00:00,-3.4,-5.9,83,11,25.0,101.96,Mostly Cloudy
+2012-11-28 04:00:00,-3.4,-5.5,85,4,25.0,101.93,Mostly Cloudy
+2012-11-28 05:00:00,-3.2,-5.0,87,7,25.0,101.92,Cloudy
+2012-11-28 06:00:00,-3.4,-5.2,87,11,25.0,101.89,Cloudy
+2012-11-28 07:00:00,-3.1,-5.3,85,9,24.1,101.86,Cloudy
+2012-11-28 08:00:00,-3.1,-5.0,87,4,24.1,101.85,Cloudy
+2012-11-28 09:00:00,-1.1,-3.4,84,6,24.1,101.79,Mostly Cloudy
+2012-11-28 10:00:00,0.0,-4.1,74,4,24.1,101.76,Mostly Cloudy
+2012-11-28 11:00:00,0.5,-4.2,71,6,24.1,101.66,Cloudy
+2012-11-28 12:00:00,1.0,-6.4,58,9,24.1,101.55,Cloudy
+2012-11-28 13:00:00,1.8,-4.3,64,20,19.3,101.47,Cloudy
+2012-11-28 14:00:00,0.7,-1.3,86,19,3.2,101.42,Snow Showers
+2012-11-28 15:00:00,0.0,-0.8,94,15,2.4,101.37,Snow Showers
+2012-11-28 16:00:00,0.6,-0.9,90,20,6.4,101.37,Snow Showers
+2012-11-28 17:00:00,0.4,-0.7,92,22,4.8,101.36,Snow
+2012-11-28 18:00:00,0.8,-0.6,90,24,8.0,101.35,Snow
+2012-11-28 19:00:00,1.0,-0.7,88,22,12.9,101.35,Snow Showers
+2012-11-28 20:00:00,0.9,-0.9,88,20,16.1,101.36,Snow Showers
+2012-11-28 21:00:00,0.4,-1.9,85,24,16.1,101.38,Snow Showers
+2012-11-28 22:00:00,-0.7,-6.1,67,30,25.0,101.45,Mostly Cloudy
+2012-11-28 23:00:00,-2.6,-7.5,69,20,25.0,101.56,Mainly Clear
+2012-11-29 00:00:00,-3.9,-8.6,70,28,25.0,101.62,Clear
+2012-11-29 01:00:00,-5.1,-10.6,65,22,25.0,101.71,Clear
+2012-11-29 02:00:00,-6.3,-11.9,64,17,25.0,101.8,Clear
+2012-11-29 03:00:00,-7.4,-12.2,68,17,25.0,101.87,Clear
+2012-11-29 04:00:00,-8.4,-12.4,73,9,25.0,101.86,Clear
+2012-11-29 05:00:00,-8.4,-11.7,77,6,25.0,101.85,Mainly Clear
+2012-11-29 06:00:00,-6.0,-10.2,72,13,25.0,101.84,Mostly Cloudy
+2012-11-29 07:00:00,-5.0,-10.6,65,11,24.1,101.81,Cloudy
+2012-11-29 08:00:00,-4.8,-8.3,76,13,19.3,101.77,Snow
+2012-11-29 09:00:00,-4.6,-7.0,83,19,9.7,101.67,Snow
+2012-11-29 10:00:00,-4.7,-6.8,85,20,4.8,101.56,Snow
+2012-11-29 11:00:00,-3.5,-5.2,88,15,19.3,101.46,Snow
+2012-11-29 12:00:00,-1.8,-4.2,84,15,6.4,101.35,Snow
+2012-11-29 13:00:00,-1.4,-3.4,86,17,24.1,101.33,Snow
+2012-11-29 14:00:00,-0.8,-3.3,83,22,24.1,101.33,Snow
+2012-11-29 15:00:00,-1.2,-4.6,78,22,24.1,101.4,Snow
+2012-11-29 16:00:00,-1.4,-5.4,74,15,24.1,101.5,Cloudy
+2012-11-29 17:00:00,-2.2,-8.3,63,24,25.0,101.63,Cloudy
+2012-11-29 18:00:00,-4.2,-11.8,55,28,25.0,101.78,Snow Showers
+2012-11-29 19:00:00,-4.9,-11.9,58,22,25.0,101.9,Cloudy
+2012-11-29 20:00:00,-5.7,-12.1,61,20,25.0,102.08,Cloudy
+2012-11-29 21:00:00,-6.4,-12.3,63,19,25.0,102.18,Cloudy
+2012-11-29 22:00:00,-7.3,-14.0,59,17,25.0,102.29,Mostly Cloudy
+2012-11-29 23:00:00,-9.4,-15.3,62,20,25.0,102.42,Mainly Clear
+2012-11-30 00:00:00,-10.6,-16.1,64,19,25.0,102.52,Clear
+2012-11-30 01:00:00,-12.0,-16.5,69,9,25.0,102.6,Clear
+2012-11-30 02:00:00,-13.5,-16.9,76,6,25.0,102.72,Clear
+2012-11-30 03:00:00,-12.6,-16.7,71,4,25.0,102.78,Clear
+2012-11-30 04:00:00,-12.4,-17.0,68,4,25.0,102.82,Clear
+2012-11-30 05:00:00,-13.6,-17.0,75,6,25.0,102.9,Clear
+2012-11-30 06:00:00,-13.0,-16.6,74,9,25.0,102.96,Mainly Clear
+2012-11-30 07:00:00,-13.4,-17.3,72,9,24.1,103.03,Mainly Clear
+2012-11-30 08:00:00,-12.8,-16.7,73,13,48.3,103.12,Mainly Clear
+2012-11-30 09:00:00,-11.9,-16.0,72,7,48.3,103.16,Mainly Clear
+2012-11-30 10:00:00,-10.4,-16.3,62,11,48.3,103.2,Mostly Cloudy
+2012-11-30 11:00:00,-9.9,-15.9,61,9,48.3,103.18,Mostly Cloudy
+2012-11-30 12:00:00,-9.3,-15.2,62,0,48.3,103.16,Mostly Cloudy
+2012-11-30 13:00:00,-9.0,-15.2,61,6,48.3,103.15,Mostly Cloudy
+2012-11-30 14:00:00,-9.0,-15.6,59,6,48.3,103.15,Mostly Cloudy
+2012-11-30 15:00:00,-8.8,-15.8,57,11,48.3,103.14,Cloudy
+2012-11-30 16:00:00,-9.1,-15.8,58,11,24.1,103.16,Cloudy
+2012-11-30 17:00:00,-9.3,-15.6,60,15,25.0,103.2,Cloudy
+2012-11-30 18:00:00,-9.5,-15.5,62,13,25.0,103.24,Cloudy
+2012-11-30 19:00:00,-9.7,-15.8,61,15,25.0,103.24,Mostly Cloudy
+2012-11-30 20:00:00,-10.0,-16.3,60,15,25.0,103.26,Cloudy
+2012-11-30 21:00:00,-10.4,-16.9,59,19,25.0,103.3,Mainly Clear
+2012-11-30 22:00:00,-10.7,-16.8,61,19,25.0,103.29,Mainly Clear
+2012-11-30 23:00:00,-10.8,-16.1,65,17,25.0,103.25,Mainly Clear
+2012-12-01 00:00:00,-10.8,-16.2,64,9,25.0,103.26,Clear
+2012-12-01 01:00:00,-11.0,-16.5,64,13,25.0,103.25,Mainly Clear
+2012-12-01 02:00:00,-11.1,-16.5,64,20,25.0,103.21,Mainly Clear
+2012-12-01 03:00:00,-12.5,-15.7,77,15,25.0,103.27,Mainly Clear
+2012-12-01 04:00:00,-11.8,-15.1,76,17,25.0,103.22,Mostly Cloudy
+2012-12-01 05:00:00,-11.9,-14.6,80,20,25.0,103.19,Mostly Cloudy
+2012-12-01 06:00:00,-11.8,-15.0,77,26,25.0,103.18,Mostly Cloudy
+2012-12-01 07:00:00,-11.3,-14.2,79,24,24.1,103.19,Cloudy
+2012-12-01 08:00:00,-10.9,-15.3,70,19,24.1,103.23,Mostly Cloudy
+2012-12-01 09:00:00,-10.6,-15.9,65,24,24.1,103.18,Cloudy
+2012-12-01 10:00:00,-10.9,-15.7,68,24,24.1,103.18,Cloudy
+2012-12-01 11:00:00,-10.3,-15.1,68,20,24.1,103.08,Cloudy
+2012-12-01 12:00:00,-9.4,-14.6,66,24,24.1,102.97,Cloudy
+2012-12-01 13:00:00,-8.9,-14.6,63,22,24.1,102.9,Cloudy
+2012-12-01 14:00:00,-8.3,-13.6,66,22,24.1,102.86,Cloudy
+2012-12-01 15:00:00,-8.3,-13.5,66,17,24.1,102.84,Cloudy
+2012-12-01 16:00:00,-7.9,-12.4,70,20,24.1,102.82,Cloudy
+2012-12-01 17:00:00,-7.5,-12.0,70,20,19.3,102.73,Snow
+2012-12-01 18:00:00,-6.9,-11.3,71,19,25.0,102.71,Snow
+2012-12-01 19:00:00,-6.6,-10.8,72,17,25.0,102.63,Cloudy
+2012-12-01 20:00:00,-6.0,-10.0,73,17,25.0,102.55,Cloudy
+2012-12-01 21:00:00,-5.9,-9.6,75,17,25.0,102.49,Cloudy
+2012-12-01 22:00:00,-4.8,-8.4,76,13,19.3,102.36,Snow
+2012-12-01 23:00:00,-4.7,-8.0,78,19,16.1,102.28,Cloudy
+2012-12-02 00:00:00,-4.3,-7.3,80,15,24.1,102.18,Cloudy
+2012-12-02 01:00:00,-4.2,-6.8,82,15,24.1,102.11,Cloudy
+2012-12-02 02:00:00,-3.9,-6.5,82,15,25.0,102.06,Cloudy
+2012-12-02 03:00:00,-3.5,-5.8,84,13,25.0,102.02,Snow
+2012-12-02 04:00:00,-3.2,-5.3,85,13,25.0,101.86,Cloudy
+2012-12-02 05:00:00,-2.7,-5.1,84,11,25.0,101.75,Cloudy
+2012-12-02 06:00:00,-1.9,-4.0,86,9,25.0,101.67,Cloudy
+2012-12-02 07:00:00,-0.3,-2.3,86,6,25.0,101.58,Cloudy
+2012-12-02 08:00:00,4.7,2.4,85,28,25.0,101.46,Cloudy
+2012-12-02 09:00:00,5.1,2.6,84,32,24.1,101.34,Cloudy
+2012-12-02 10:00:00,5.7,3.0,83,28,19.3,101.27,Cloudy
+2012-12-02 11:00:00,6.2,3.2,81,28,24.1,101.16,Cloudy
+2012-12-02 12:00:00,6.6,3.3,79,28,24.1,101.0,Rain Showers
+2012-12-02 13:00:00,6.2,4.3,88,19,12.9,100.89,Rain
+2012-12-02 14:00:00,6.0,4.5,90,19,9.7,100.82,"Rain,Fog"
+2012-12-02 15:00:00,5.6,4.9,95,22,4.8,100.75,"Rain,Fog"
+2012-12-02 16:00:00,5.5,4.9,96,20,6.4,100.68,"Rain,Fog"
+2012-12-02 17:00:00,5.5,5.0,97,17,6.4,100.65,"Rain,Fog"
+2012-12-02 18:00:00,5.8,5.6,99,15,4.8,100.65,"Rain,Fog"
+2012-12-02 19:00:00,5.9,5.9,100,15,3.6,100.67,"Drizzle,Fog"
+2012-12-02 20:00:00,6.6,6.5,99,13,3.2,100.68,"Drizzle,Fog"
+2012-12-02 21:00:00,6.7,6.6,99,11,8.0,100.7,Fog
+2012-12-02 22:00:00,7.1,6.9,99,15,8.0,100.71,"Drizzle,Fog"
+2012-12-02 23:00:00,8.2,7.7,97,19,8.0,100.72,"Drizzle,Fog"
+2012-12-03 00:00:00,8.1,7.5,96,15,9.7,100.78,"Drizzle,Fog"
+2012-12-03 01:00:00,7.8,6.8,93,22,12.9,100.85,Cloudy
+2012-12-03 02:00:00,6.8,5.3,90,28,25.0,100.99,Mostly Cloudy
+2012-12-03 03:00:00,5.5,2.9,83,26,25.0,101.22,Mostly Cloudy
+2012-12-03 04:00:00,4.1,1.6,84,13,25.0,101.35,Mostly Cloudy
+2012-12-03 05:00:00,3.2,0.6,83,13,25.0,101.48,Mostly Cloudy
+2012-12-03 06:00:00,1.8,-0.1,87,11,25.0,101.58,Clear
+2012-12-03 07:00:00,1.2,-0.6,88,9,25.0,101.7,Mainly Clear
+2012-12-03 08:00:00,2.2,0.0,85,11,24.1,101.78,Mainly Clear
+2012-12-03 09:00:00,3.6,1.0,83,11,48.3,101.87,Mostly Cloudy
+2012-12-03 10:00:00,3.9,1.2,83,13,24.1,101.99,Mostly Cloudy
+2012-12-03 11:00:00,3.7,1.1,83,11,24.1,101.96,Cloudy
+2012-12-03 12:00:00,3.9,1.3,83,9,24.1,101.96,Cloudy
+2012-12-03 13:00:00,4.0,1.2,82,9,24.1,101.95,Cloudy
+2012-12-03 14:00:00,4.2,0.8,79,13,24.1,101.95,Cloudy
+2012-12-03 15:00:00,4.0,1.0,81,9,24.1,101.98,Cloudy
+2012-12-03 16:00:00,3.7,-0.1,76,4,24.1,102.01,Cloudy
+2012-12-03 17:00:00,2.9,1.1,88,4,25.0,102.03,Cloudy
+2012-12-03 18:00:00,3.0,0.6,84,4,25.0,102.03,Cloudy
+2012-12-03 19:00:00,3.4,0.5,81,6,25.0,102.01,Cloudy
+2012-12-03 20:00:00,3.5,0.7,82,0,25.0,101.99,Cloudy
+2012-12-03 21:00:00,3.1,1.2,87,6,25.0,101.99,Cloudy
+2012-12-03 22:00:00,3.7,1.3,84,11,25.0,101.94,Cloudy
+2012-12-03 23:00:00,3.7,1.1,83,13,25.0,101.91,Cloudy
+2012-12-04 00:00:00,3.7,1.3,84,13,25.0,101.92,Cloudy
+2012-12-04 01:00:00,3.6,1.4,86,7,25.0,101.86,Cloudy
+2012-12-04 02:00:00,3.9,1.1,82,6,25.0,101.81,Mostly Cloudy
+2012-12-04 03:00:00,3.8,1.2,83,19,25.0,101.71,Cloudy
+2012-12-04 04:00:00,3.1,1.3,88,20,25.0,101.56,Mainly Clear
+2012-12-04 05:00:00,2.9,1.5,90,13,25.0,101.52,Mostly Cloudy
+2012-12-04 06:00:00,4.2,2.6,89,15,25.0,101.41,Cloudy
+2012-12-04 07:00:00,5.1,3.4,89,13,25.0,101.35,Cloudy
+2012-12-04 08:00:00,5.5,3.9,89,9,19.3,101.29,Rain Showers
+2012-12-04 09:00:00,5.9,4.8,93,11,19.3,101.23,Rain Showers
+2012-12-04 10:00:00,8.0,6.3,89,19,19.3,101.16,Mostly Cloudy
+2012-12-04 11:00:00,10.1,7.7,85,17,24.1,101.06,Cloudy
+2012-12-04 12:00:00,11.5,8.3,81,19,24.1,100.92,Mostly Cloudy
+2012-12-04 13:00:00,11.9,8.4,79,17,24.1,100.84,Cloudy
+2012-12-04 14:00:00,11.3,8.1,81,24,24.1,100.74,Cloudy
+2012-12-04 15:00:00,11.0,7.9,81,24,24.1,100.66,Cloudy
+2012-12-04 16:00:00,10.7,7.9,83,24,19.3,100.64,Cloudy
+2012-12-04 17:00:00,10.8,8.1,83,30,25.0,100.55,Cloudy
+2012-12-04 18:00:00,10.7,8.2,85,32,25.0,100.5,Cloudy
+2012-12-04 19:00:00,10.7,8.4,86,7,25.0,100.57,Rain Showers
+2012-12-04 20:00:00,9.9,9.1,95,15,12.9,100.53,Rain
+2012-12-04 21:00:00,10.4,9.7,95,9,6.4,100.56,Rain
+2012-12-04 22:00:00,9.8,9.3,97,6,12.9,100.57,Rain
+2012-12-04 23:00:00,9.7,9.1,96,19,9.7,100.63,Rain
+2012-12-05 00:00:00,9.5,8.0,90,19,12.9,100.56,Rain
+2012-12-05 01:00:00,9.0,7.3,89,30,16.1,100.45,Rain
+2012-12-05 02:00:00,8.7,7.1,90,24,16.1,100.5,Rain
+2012-12-05 03:00:00,7.8,6.7,93,24,9.7,100.53,Rain
+2012-12-05 04:00:00,7.2,4.8,85,15,25.0,100.55,Mainly Clear
+2012-12-05 05:00:00,6.6,4.1,84,17,25.0,100.62,Cloudy
+2012-12-05 06:00:00,5.7,2.7,81,24,25.0,100.68,Mostly Cloudy
+2012-12-05 07:00:00,5.2,0.4,71,30,25.0,100.74,Mostly Cloudy
+2012-12-05 08:00:00,4.2,-0.5,71,26,24.1,100.85,Cloudy
+2012-12-05 09:00:00,3.6,-1.5,69,26,24.1,100.95,Cloudy
+2012-12-05 10:00:00,2.1,-1.8,75,28,19.3,101.09,"Rain Showers,Snow Showers"
+2012-12-05 11:00:00,2.2,-2.5,71,30,24.1,101.17,Snow Showers
+2012-12-05 12:00:00,1.1,-4.8,65,26,24.1,101.23,Snow Showers
+2012-12-05 13:00:00,1.3,-7.0,54,30,24.1,101.29,Mostly Cloudy
+2012-12-05 14:00:00,0.8,-6.7,57,35,24.1,101.34,Mostly Cloudy
+2012-12-05 15:00:00,0.1,-7.6,56,26,24.1,101.47,Mostly Cloudy
+2012-12-05 16:00:00,-0.4,-9.4,51,30,24.1,101.58,Cloudy
+2012-12-05 17:00:00,-0.7,-8.3,56,30,25.0,101.66,Cloudy
+2012-12-05 18:00:00,-0.8,-8.0,58,22,25.0,101.76,Mostly Cloudy
+2012-12-05 19:00:00,-1.0,-8.5,57,28,25.0,101.84,Snow
+2012-12-05 20:00:00,-1.4,-8.6,58,19,25.0,101.88,Mostly Cloudy
+2012-12-05 21:00:00,-1.9,-8.7,60,24,25.0,101.93,Mostly Cloudy
+2012-12-05 22:00:00,-1.6,-9.5,55,26,25.0,102.01,Mostly Cloudy
+2012-12-05 23:00:00,-1.8,-9.7,55,20,25.0,102.07,Mostly Cloudy
+2012-12-06 00:00:00,-2.1,-9.7,56,20,25.0,102.1,Mostly Cloudy
+2012-12-06 01:00:00,-2.3,-9.3,59,17,25.0,102.12,Mostly Cloudy
+2012-12-06 02:00:00,-2.9,-9.4,61,17,25.0,102.21,Mostly Cloudy
+2012-12-06 03:00:00,-3.4,-9.1,65,15,25.0,102.26,Mostly Cloudy
+2012-12-06 04:00:00,-3.9,-9.0,68,11,25.0,102.33,Mostly Cloudy
+2012-12-06 05:00:00,-5.2,-9.7,71,9,25.0,102.38,Mainly Clear
+2012-12-06 06:00:00,-5.7,-9.7,73,13,25.0,102.45,Mainly Clear
+2012-12-06 07:00:00,-5.9,-10.0,73,11,24.1,102.47,Mainly Clear
+2012-12-06 08:00:00,-4.6,-8.8,72,7,24.1,102.52,Mainly Clear
+2012-12-06 09:00:00,-3.4,-8.9,66,9,48.3,102.53,Mostly Cloudy
+2012-12-06 10:00:00,-2.6,-8.4,64,13,48.3,102.56,Mostly Cloudy
+2012-12-06 11:00:00,-1.8,-8.9,58,13,48.3,102.46,Mainly Clear
+2012-12-06 12:00:00,-1.8,-9.4,56,6,48.3,102.37,Mainly Clear
+2012-12-06 13:00:00,-1.0,-8.3,58,7,48.3,102.27,Mainly Clear
+2012-12-06 14:00:00,-0.9,-8.7,55,13,48.3,102.21,Mainly Clear
+2012-12-06 15:00:00,-1.2,-7.9,60,11,48.3,102.18,Mainly Clear
+2012-12-06 16:00:00,-2.8,-7.9,68,7,48.3,102.11,Mainly Clear
+2012-12-06 17:00:00,-2.8,-7.6,69,7,25.0,102.1,Mainly Clear
+2012-12-06 18:00:00,-2.7,-6.8,73,13,25.0,102.06,Mostly Cloudy
+2012-12-06 19:00:00,-2.8,-7.4,71,9,25.0,102.05,Mostly Cloudy
+2012-12-06 20:00:00,-1.9,-7.4,66,7,25.0,101.95,Mostly Cloudy
+2012-12-06 21:00:00,-1.7,-7.0,67,11,25.0,101.88,Cloudy
+2012-12-06 22:00:00,-1.4,-7.2,65,17,25.0,101.8,Cloudy
+2012-12-06 23:00:00,-1.1,-6.0,69,7,25.0,101.73,Mostly Cloudy
+2012-12-07 00:00:00,-1.3,-5.9,71,13,25.0,101.67,Mostly Cloudy
+2012-12-07 01:00:00,-1.5,-5.7,73,7,25.0,101.58,Mostly Cloudy
+2012-12-07 02:00:00,-1.3,-5.3,74,9,25.0,101.51,Mainly Clear
+2012-12-07 03:00:00,-1.8,-5.3,77,9,25.0,101.46,Mainly Clear
+2012-12-07 04:00:00,-2.7,-5.7,80,11,25.0,101.38,Mostly Cloudy
+2012-12-07 05:00:00,-2.2,-5.5,78,11,25.0,101.3,Mostly Cloudy
+2012-12-07 06:00:00,-2.9,-5.5,82,7,25.0,101.27,Cloudy
+2012-12-07 07:00:00,-2.8,-5.3,83,11,24.1,101.3,Mostly Cloudy
+2012-12-07 08:00:00,-3.3,-5.4,85,7,24.1,101.29,Cloudy
+2012-12-07 09:00:00,-2.1,-4.7,82,7,24.1,101.32,Mostly Cloudy
+2012-12-07 10:00:00,1.2,-5.8,60,9,48.3,101.26,Mostly Cloudy
+2012-12-07 11:00:00,2.6,-5.0,57,4,48.3,101.24,Mostly Cloudy
+2012-12-07 12:00:00,3.0,-5.0,56,4,24.1,101.2,Cloudy
+2012-12-07 13:00:00,3.7,-4.3,56,6,48.3,101.15,Cloudy
+2012-12-07 14:00:00,3.9,-4.3,55,11,48.3,101.09,Cloudy
+2012-12-07 15:00:00,3.9,-3.3,59,11,48.3,101.11,Cloudy
+2012-12-07 16:00:00,3.5,-3.8,59,9,24.1,101.13,Cloudy
+2012-12-07 17:00:00,2.8,-3.3,64,11,25.0,101.14,Cloudy
+2012-12-07 18:00:00,2.2,-3.5,66,7,25.0,101.13,Mostly Cloudy
+2012-12-07 19:00:00,2.2,-3.3,67,6,25.0,101.17,Cloudy
+2012-12-07 20:00:00,2.1,-3.1,68,4,25.0,101.18,Cloudy
+2012-12-07 21:00:00,2.0,-3.1,69,6,25.0,101.18,Cloudy
+2012-12-07 22:00:00,2.3,-2.5,71,4,25.0,101.19,Cloudy
+2012-12-07 23:00:00,1.5,-2.2,76,4,19.3,101.22,Snow
+2012-12-08 00:00:00,1.8,-1.4,79,4,25.0,101.2,Snow
+2012-12-08 01:00:00,2.0,-1.3,79,6,25.0,101.17,Cloudy
+2012-12-08 02:00:00,2.0,-1.9,75,7,25.0,101.17,Cloudy
+2012-12-08 03:00:00,2.1,-1.5,77,6,25.0,101.18,Cloudy
+2012-12-08 04:00:00,2.5,-1.2,77,0,25.0,101.13,Cloudy
+2012-12-08 05:00:00,2.7,-1.0,77,9,25.0,101.07,Cloudy
+2012-12-08 06:00:00,2.4,0.3,86,9,25.0,101.05,Cloudy
+2012-12-08 07:00:00,2.3,1.0,91,6,8.0,101.09,Fog
+2012-12-08 08:00:00,2.7,1.6,92,7,6.4,101.06,"Rain,Fog"
+2012-12-08 09:00:00,2.7,1.8,94,11,4.8,100.98,"Rain,Fog"
+2012-12-08 10:00:00,3.2,2.1,92,11,8.0,100.95,"Rain,Fog"
+2012-12-08 11:00:00,2.2,1.5,95,17,8.0,100.83,"Rain,Fog"
+2012-12-08 12:00:00,2.1,1.6,96,15,4.8,100.74,"Rain,Fog"
+2012-12-08 13:00:00,1.9,1.3,96,17,3.6,100.59,"Rain,Fog"
+2012-12-08 14:00:00,2.1,1.2,94,15,6.4,100.52,"Rain,Fog"
+2012-12-08 15:00:00,2.0,1.0,93,17,4.8,100.48,"Rain,Fog"
+2012-12-08 16:00:00,1.8,0.8,93,17,4.8,100.49,"Rain,Fog"
+2012-12-08 17:00:00,1.6,0.6,93,9,8.0,100.46,"Rain,Fog"
+2012-12-08 18:00:00,1.1,0.5,96,9,6.4,100.54,"Rain,Fog"
+2012-12-08 19:00:00,0.9,0.2,95,9,6.4,100.61,"Rain,Fog"
+2012-12-08 20:00:00,0.8,0.3,96,9,6.4,100.67,"Rain,Fog"
+2012-12-08 21:00:00,0.8,0.3,96,9,6.4,100.73,"Rain,Snow,Fog"
+2012-12-08 22:00:00,1.2,0.6,96,13,6.4,100.84,Fog
+2012-12-08 23:00:00,1.3,0.6,95,17,8.0,100.96,"Drizzle,Fog"
+2012-12-09 00:00:00,1.5,0.7,94,20,9.7,101.07,Fog
+2012-12-09 01:00:00,1.9,0.7,92,17,16.1,101.22,Cloudy
+2012-12-09 02:00:00,1.8,0.1,88,17,19.3,101.37,Cloudy
+2012-12-09 03:00:00,1.5,-0.5,87,17,25.0,101.47,Mainly Clear
+2012-12-09 04:00:00,1.5,-0.3,88,13,25.0,101.59,Mostly Cloudy
+2012-12-09 05:00:00,1.1,-0.9,86,15,25.0,101.72,Cloudy
+2012-12-09 06:00:00,0.8,-1.5,85,11,25.0,101.84,Cloudy
+2012-12-09 07:00:00,0.2,-2.3,83,20,24.1,102.02,Cloudy
+2012-12-09 08:00:00,-0.5,-2.9,84,11,24.1,102.16,Cloudy
+2012-12-09 09:00:00,-0.9,-3.9,80,20,24.1,102.24,Cloudy
+2012-12-09 10:00:00,-1.5,-4.5,80,20,24.1,102.35,Cloudy
+2012-12-09 11:00:00,-1.7,-4.8,79,17,24.1,102.35,Cloudy
+2012-12-09 12:00:00,-1.9,-5.1,79,17,12.9,102.32,Snow Showers
+2012-12-09 13:00:00,-2.3,-5.4,79,9,24.1,102.28,Cloudy
+2012-12-09 14:00:00,-1.9,-5.1,79,7,24.1,102.28,Cloudy
+2012-12-09 15:00:00,-1.9,-4.9,80,6,24.1,102.33,Cloudy
+2012-12-09 16:00:00,-1.6,-5.2,76,4,24.1,102.31,Cloudy
+2012-12-09 17:00:00,-1.2,-5.7,71,15,25.0,102.31,Cloudy
+2012-12-09 18:00:00,-1.4,-5.9,71,19,25.0,102.25,Cloudy
+2012-12-09 19:00:00,-1.7,-6.2,71,22,24.1,102.22,Cloudy
+2012-12-09 20:00:00,-2.2,-7.2,69,28,25.0,102.11,Cloudy
+2012-12-09 21:00:00,-2.4,-6.5,73,20,25.0,101.91,Cloudy
+2012-12-09 22:00:00,-3.0,-8.2,67,28,25.0,101.78,Cloudy
+2012-12-09 23:00:00,-3.6,-8.6,68,32,25.0,101.64,Cloudy
+2012-12-10 00:00:00,-3.9,-8.1,73,20,25.0,101.54,Cloudy
+2012-12-10 01:00:00,-5.0,-6.2,91,32,1.6,101.31,Snow
+2012-12-10 02:00:00,-4.7,-6.2,89,33,4.0,101.1,Snow
+2012-12-10 03:00:00,-4.3,-5.9,89,33,2.8,100.96,"Snow,Ice Pellets"
+2012-12-10 04:00:00,-3.3,-4.4,92,28,3.6,100.73,"Freezing Drizzle,Fog"
+2012-12-10 05:00:00,-1.9,-2.8,94,33,4.0,100.55,"Freezing Drizzle,Fog"
+2012-12-10 06:00:00,0.1,-0.9,93,22,8.0,100.3,"Freezing Rain,Fog"
+2012-12-10 07:00:00,1.0,0.0,93,19,8.0,100.09,"Rain,Fog"
+2012-12-10 08:00:00,1.7,0.8,94,17,6.4,99.98,"Moderate Rain,Fog"
+2012-12-10 09:00:00,2.2,1.5,95,19,6.4,99.78,"Rain,Fog"
+2012-12-10 10:00:00,2.2,1.6,96,17,2.4,99.7,"Rain,Fog"
+2012-12-10 11:00:00,1.9,1.5,97,15,3.2,99.6,"Rain,Fog"
+2012-12-10 12:00:00,1.4,0.8,96,15,4.8,99.44,"Drizzle,Fog"
+2012-12-10 13:00:00,0.6,0.3,98,19,2.4,99.34,"Rain,Fog"
+2012-12-10 14:00:00,0.1,-0.2,98,15,2.4,99.32,"Rain,Fog"
+2012-12-10 15:00:00,0.0,-0.5,96,9,4.0,99.34,"Drizzle,Fog"
+2012-12-10 16:00:00,0.0,-0.5,96,6,4.0,99.41,"Rain,Fog"
+2012-12-10 17:00:00,0.1,-0.3,97,4,4.8,99.42,"Rain,Fog"
+2012-12-10 18:00:00,1.5,1.1,97,15,12.9,99.57,Cloudy
+2012-12-10 19:00:00,2.6,0.9,89,22,25.0,99.54,Cloudy
+2012-12-10 20:00:00,2.5,-0.5,81,24,25.0,99.58,Cloudy
+2012-12-10 21:00:00,2.2,-1.3,78,24,25.0,99.63,Cloudy
+2012-12-10 22:00:00,1.7,-1.3,80,20,25.0,99.73,Cloudy
+2012-12-10 23:00:00,1.2,-2.1,79,20,25.0,99.78,Mostly Cloudy
+2012-12-11 00:00:00,0.7,-2.7,78,17,25.0,99.89,Cloudy
+2012-12-11 01:00:00,0.0,-3.6,77,28,25.0,99.99,Cloudy
+2012-12-11 02:00:00,-1.1,-5.2,74,22,25.0,100.09,Mostly Cloudy
+2012-12-11 03:00:00,-2.5,-6.0,77,24,25.0,100.27,Mostly Cloudy
+2012-12-11 04:00:00,-4.5,-8.0,76,20,25.0,100.38,Mainly Clear
+2012-12-11 05:00:00,-5.9,-9.6,75,17,25.0,100.51,Mainly Clear
+2012-12-11 06:00:00,-7.3,-10.3,79,15,25.0,100.62,Mainly Clear
+2012-12-11 07:00:00,-8.0,-11.5,76,15,24.1,100.78,Mainly Clear
+2012-12-11 08:00:00,-8.4,-12.0,75,17,24.1,100.91,Mainly Clear
+2012-12-11 09:00:00,-7.9,-12.0,72,19,24.1,101.03,Mainly Clear
+2012-12-11 10:00:00,-7.1,-12.0,68,9,24.1,101.12,Mainly Clear
+2012-12-11 11:00:00,-6.6,-12.2,64,7,24.1,101.1,Mainly Clear
+2012-12-11 12:00:00,-6.1,-12.4,61,11,24.1,101.13,Mainly Clear
+2012-12-11 13:00:00,-5.5,-11.1,65,17,24.1,101.18,Mainly Clear
+2012-12-11 14:00:00,-5.2,-11.0,64,17,24.1,101.21,Mainly Clear
+2012-12-11 15:00:00,-5.7,-11.5,64,13,24.1,101.29,Clear
+2012-12-11 16:00:00,-6.1,-11.6,65,15,24.1,101.35,Clear
+2012-12-11 17:00:00,-6.8,-11.7,68,11,24.1,101.45,Clear
+2012-12-11 18:00:00,-6.9,-11.5,70,13,25.0,101.51,Clear
+2012-12-11 19:00:00,-7.9,-11.0,78,13,25.0,101.6,Clear
+2012-12-11 20:00:00,-7.9,-11.3,77,15,25.0,101.68,Clear
+2012-12-11 21:00:00,-8.7,-11.6,79,9,25.0,101.74,Clear
+2012-12-11 22:00:00,-9.1,-11.4,83,6,25.0,101.78,Clear
+2012-12-11 23:00:00,-8.3,-11.2,80,9,25.0,101.84,Clear
+2012-12-12 00:00:00,-9.2,-11.6,83,7,25.0,101.87,Clear
+2012-12-12 01:00:00,-9.4,-11.5,85,7,25.0,101.91,Clear
+2012-12-12 02:00:00,-10.3,-12.0,87,4,25.0,101.96,Clear
+2012-12-12 03:00:00,-9.6,-11.3,87,4,25.0,102.0,Clear
+2012-12-12 04:00:00,-10.1,-11.6,89,6,25.0,102.04,Clear
+2012-12-12 05:00:00,-10.3,-11.7,89,4,25.0,102.06,Clear
+2012-12-12 06:00:00,-9.5,-11.3,87,4,25.0,102.1,Clear
+2012-12-12 07:00:00,-11.2,-12.4,91,4,24.1,102.19,Mainly Clear
+2012-12-12 08:00:00,-7.3,-9.2,86,11,24.1,102.14,Mostly Cloudy
+2012-12-12 09:00:00,-6.1,-9.0,80,4,24.1,102.21,Snow Showers
+2012-12-12 10:00:00,-4.7,-7.6,80,9,24.1,102.2,Snow Showers
+2012-12-12 11:00:00,-3.7,-6.8,79,7,19.3,102.15,Cloudy
+2012-12-12 12:00:00,-2.7,-6.5,75,7,19.3,102.14,Mostly Cloudy
+2012-12-12 13:00:00,-3.0,-6.7,76,6,19.3,102.14,Mainly Clear
+2012-12-12 14:00:00,-2.9,-6.5,76,7,16.1,102.16,Cloudy
+2012-12-12 15:00:00,-3.2,-6.7,77,6,19.3,102.17,Mostly Cloudy
+2012-12-12 16:00:00,-2.8,-6.2,77,4,12.9,102.2,Mostly Cloudy
+2012-12-12 17:00:00,-3.2,-6.0,81,7,9.7,102.25,Snow Showers
+2012-12-12 18:00:00,-3.6,-5.7,85,7,12.9,102.28,Snow Showers
+2012-12-12 19:00:00,-4.0,-6.1,85,11,12.9,102.3,Cloudy
+2012-12-12 20:00:00,-4.4,-6.4,86,7,16.1,102.36,Snow Showers
+2012-12-12 21:00:00,-3.9,-5.9,86,6,16.1,102.37,Snow Showers
+2012-12-12 22:00:00,-3.8,-5.6,87,4,11.3,102.4,Snow Showers
+2012-12-12 23:00:00,-4.3,-5.8,89,4,16.1,102.45,Mainly Clear
+2012-12-13 00:00:00,-6.1,-7.4,90,6,12.9,102.44,Clear
+2012-12-13 01:00:00,-4.3,-5.3,93,11,12.9,102.49,Clear
+2012-12-13 02:00:00,-5.9,-6.6,95,6,11.3,102.57,Clear
+2012-12-13 03:00:00,-6.1,-7.0,93,11,11.3,102.61,Clear
+2012-12-13 04:00:00,-5.4,-6.2,94,6,8.0,102.61,Fog
+2012-12-13 05:00:00,-6.0,-6.8,94,4,9.7,102.63,Fog
+2012-12-13 06:00:00,-6.4,-7.5,92,4,9.7,102.66,Fog
+2012-12-13 07:00:00,-6.1,-7.4,90,4,9.7,102.69,Fog
+2012-12-13 08:00:00,-6.0,-7.1,92,4,8.0,102.67,Fog
+2012-12-13 09:00:00,-4.7,-6.0,91,4,8.0,102.68,Fog
+2012-12-13 10:00:00,-2.3,-4.2,87,4,6.4,102.64,Fog
+2012-12-13 11:00:00,-0.7,-3.1,84,9,9.7,102.55,Haze
+2012-12-13 12:00:00,-0.4,-2.9,83,9,9.7,102.46,Haze
+2012-12-13 13:00:00,0.1,-2.5,83,9,12.9,102.36,Cloudy
+2012-12-13 14:00:00,1.1,-2.1,79,11,19.3,102.28,Mostly Cloudy
+2012-12-13 15:00:00,2.1,-1.9,75,7,19.3,102.25,Mainly Clear
+2012-12-13 16:00:00,1.3,-2.1,78,9,19.3,102.21,Mainly Clear
+2012-12-13 17:00:00,1.4,-1.8,79,19,25.0,102.1,Mainly Clear
+2012-12-13 18:00:00,1.1,-2.0,80,19,25.0,102.01,Mostly Cloudy
+2012-12-13 19:00:00,1.7,-2.5,74,15,25.0,101.99,Mainly Clear
+2012-12-13 20:00:00,0.4,-2.5,81,11,25.0,101.98,Mainly Clear
+2012-12-13 21:00:00,0.6,-2.3,81,15,25.0,101.9,Mostly Cloudy
+2012-12-13 22:00:00,0.2,-2.5,82,15,25.0,101.84,Cloudy
+2012-12-13 23:00:00,0.7,-2.3,80,17,25.0,101.77,Cloudy
+2012-12-14 00:00:00,0.8,-2.6,78,15,25.0,101.71,Cloudy
+2012-12-14 01:00:00,0.0,-3.0,80,17,25.0,101.62,Mostly Cloudy
+2012-12-14 02:00:00,-0.6,-3.2,83,15,25.0,101.59,Cloudy
+2012-12-14 03:00:00,-0.8,-3.4,83,15,25.0,101.51,Cloudy
+2012-12-14 04:00:00,-0.2,-3.5,78,20,25.0,101.44,Mostly Cloudy
+2012-12-14 05:00:00,0.3,-3.3,77,11,25.0,101.4,Cloudy
+2012-12-14 06:00:00,0.5,-3.5,75,15,25.0,101.36,Cloudy
+2012-12-14 07:00:00,2.0,-3.6,66,20,48.3,101.3,Mainly Clear
+2012-12-14 08:00:00,1.5,-3.5,69,13,48.3,101.32,Mostly Cloudy
+2012-12-14 09:00:00,2.3,-3.1,67,26,48.3,101.32,Mostly Cloudy
+2012-12-14 10:00:00,2.8,-2.4,69,22,24.1,101.34,Cloudy
+2012-12-14 11:00:00,2.6,-2.0,72,22,24.1,101.35,Rain Showers
+2012-12-14 12:00:00,2.8,-1.5,73,17,24.1,101.33,Cloudy
+2012-12-14 13:00:00,3.3,-1.2,72,22,24.1,101.33,Mostly Cloudy
+2012-12-14 14:00:00,3.2,-1.1,73,19,24.1,101.38,Mostly Cloudy
+2012-12-14 15:00:00,3.0,-1.0,75,15,24.1,101.44,Cloudy
+2012-12-14 16:00:00,2.8,-1.0,76,17,24.1,101.53,Mostly Cloudy
+2012-12-14 17:00:00,2.5,-0.6,80,13,25.0,101.61,Mostly Cloudy
+2012-12-14 18:00:00,2.3,-1.3,77,17,25.0,101.7,Cloudy
+2012-12-14 19:00:00,1.8,-3.6,67,19,25.0,101.76,Mostly Cloudy
+2012-12-14 20:00:00,0.8,-4.7,67,15,25.0,101.85,Mostly Cloudy
+2012-12-14 21:00:00,-1.5,-6.4,69,22,25.0,101.96,Mainly Clear
+2012-12-14 22:00:00,-2.9,-7.4,71,20,25.0,102.06,Mainly Clear
+2012-12-14 23:00:00,-4.3,-8.6,72,22,25.0,102.13,Mainly Clear
+2012-12-15 00:00:00,-5.3,-10.5,67,20,25.0,102.18,Clear
+2012-12-15 01:00:00,-6.5,-11.4,68,17,25.0,102.27,Clear
+2012-12-15 02:00:00,-7.1,-11.8,69,19,25.0,102.36,Clear
+2012-12-15 03:00:00,-8.0,-13.2,66,17,25.0,102.41,Clear
+2012-12-15 04:00:00,-8.5,-13.8,66,15,25.0,102.42,Clear
+2012-12-15 05:00:00,-9.3,-14.2,67,20,25.0,102.47,Clear
+2012-12-15 06:00:00,-9.9,-14.5,69,17,25.0,102.58,Clear
+2012-12-15 07:00:00,-10.2,-15.1,67,19,48.3,102.63,Clear
+2012-12-15 08:00:00,-10.7,-15.6,67,13,48.3,102.69,Clear
+2012-12-15 09:00:00,-10.4,-15.9,64,19,48.3,102.74,Clear
+2012-12-15 10:00:00,-9.9,-15.2,65,13,48.3,102.78,Mainly Clear
+2012-12-15 11:00:00,-9.3,-14.9,64,19,48.3,102.74,Mainly Clear
+2012-12-15 12:00:00,-9.1,-15.1,62,19,48.3,102.71,Mainly Clear
+2012-12-15 13:00:00,-8.4,-14.7,60,19,48.3,102.64,Clear
+2012-12-15 14:00:00,-8.0,-14.2,61,13,48.3,102.59,Mainly Clear
+2012-12-15 15:00:00,-7.8,-13.7,63,15,48.3,102.55,Mainly Clear
+2012-12-15 16:00:00,-8.5,-14.8,60,20,48.3,102.54,Mainly Clear
+2012-12-15 17:00:00,-8.7,-15.3,59,15,25.0,102.53,Mainly Clear
+2012-12-15 18:00:00,-9.1,-15.1,62,17,25.0,102.54,Clear
+2012-12-15 19:00:00,-9.1,-14.7,64,20,25.0,102.58,Mainly Clear
+2012-12-15 20:00:00,-8.7,-15.1,60,20,25.0,102.5,Clear
+2012-12-15 21:00:00,-9.0,-15.5,59,24,25.0,102.46,Mainly Clear
+2012-12-15 22:00:00,-9.5,-15.0,64,19,25.0,102.47,Mostly Cloudy
+2012-12-15 23:00:00,-9.9,-15.0,66,26,25.0,102.38,Cloudy
+2012-12-16 00:00:00,-10.0,-14.9,67,24,25.0,102.31,Cloudy
+2012-12-16 01:00:00,-10.1,-14.8,68,24,25.0,102.27,Cloudy
+2012-12-16 02:00:00,-10.1,-14.6,70,28,25.0,102.17,Cloudy
+2012-12-16 03:00:00,-10.1,-14.5,70,28,25.0,102.15,Cloudy
+2012-12-16 04:00:00,-10.1,-14.5,70,24,25.0,102.08,Cloudy
+2012-12-16 05:00:00,-10.0,-14.4,70,22,25.0,102.0,Cloudy
+2012-12-16 06:00:00,-9.9,-14.6,68,35,25.0,101.93,Cloudy
+2012-12-16 07:00:00,-9.8,-14.9,66,32,25.0,101.89,Cloudy
+2012-12-16 08:00:00,-9.5,-14.8,65,32,48.3,101.85,Cloudy
+2012-12-16 09:00:00,-9.4,-14.7,65,33,19.3,101.82,Snow
+2012-12-16 10:00:00,-7.7,-13.8,62,32,24.1,101.8,Cloudy
+2012-12-16 11:00:00,-8.2,-13.9,63,35,24.1,101.71,Snow
+2012-12-16 12:00:00,-8.5,-12.2,75,32,4.8,101.62,Snow
+2012-12-16 13:00:00,-8.0,-11.2,78,26,12.9,101.54,Snow
+2012-12-16 14:00:00,-7.7,-10.2,82,32,4.8,101.45,Snow
+2012-12-16 15:00:00,-7.6,-9.4,87,32,3.2,101.38,"Snow,Fog"
+2012-12-16 16:00:00,-7.0,-8.7,88,35,4.0,101.33,"Snow,Fog"
+2012-12-16 17:00:00,-6.4,-8.0,88,30,4.8,101.28,"Snow,Fog"
+2012-12-16 18:00:00,-5.9,-7.4,89,30,4.0,101.25,"Snow,Fog"
+2012-12-16 19:00:00,-5.1,-6.6,89,22,16.1,101.2,Snow
+2012-12-16 20:00:00,-4.7,-6.0,91,28,12.9,101.18,Snow
+2012-12-16 21:00:00,-4.0,-5.4,90,24,16.1,101.17,Snow
+2012-12-16 22:00:00,-3.6,-4.7,92,22,9.7,101.12,Snow
+2012-12-16 23:00:00,-3.1,-4.2,92,24,12.9,101.09,Cloudy
+2012-12-17 00:00:00,-2.3,-3.3,93,24,12.9,101.02,Freezing Drizzle
+2012-12-17 01:00:00,-2.3,-3.3,93,26,9.7,101.01,"Freezing Rain,Fog"
+2012-12-17 02:00:00,-2.2,-3.3,92,24,11.3,101.0,Freezing Rain
+2012-12-17 03:00:00,-2.6,-3.7,92,28,8.0,100.95,"Freezing Rain,Ice Pellets,Fog"
+2012-12-17 04:00:00,-3.0,-4.1,92,24,6.4,100.91,"Snow,Ice Pellets"
+2012-12-17 05:00:00,-3.0,-4.2,91,24,8.0,100.89,"Snow,Ice Pellets"
+2012-12-17 06:00:00,-2.1,-3.2,92,19,8.0,100.88,"Snow,Ice Pellets"
+2012-12-17 07:00:00,-0.3,-1.3,93,13,12.9,100.88,Cloudy
+2012-12-17 08:00:00,0.3,-0.5,94,20,3.2,100.84,"Drizzle,Fog"
+2012-12-17 09:00:00,0.4,-0.7,92,20,4.0,100.79,"Drizzle,Ice Pellets,Fog"
+2012-12-17 10:00:00,0.5,-0.8,91,20,3.6,100.78,"Snow,Fog"
+2012-12-17 11:00:00,0.4,-0.4,94,19,1.6,100.76,"Snow,Fog"
+2012-12-17 12:00:00,0.4,-0.3,95,22,2.0,100.71,"Snow,Fog"
+2012-12-17 13:00:00,0.6,-0.1,95,17,4.8,100.66,"Snow,Fog"
+2012-12-17 14:00:00,0.8,0.1,95,19,4.0,100.65,"Snow,Fog"
+2012-12-17 15:00:00,0.9,0.2,95,19,11.3,100.63,"Drizzle,Snow"
+2012-12-17 16:00:00,1.3,0.4,94,15,12.9,100.62,Drizzle
+2012-12-17 17:00:00,1.9,0.7,92,17,16.1,100.57,Cloudy
+2012-12-17 18:00:00,2.0,0.6,90,19,16.1,100.61,Drizzle
+2012-12-17 19:00:00,2.1,0.4,88,15,16.1,100.63,Drizzle
+2012-12-17 20:00:00,2.3,0.5,88,19,16.1,100.64,Drizzle
+2012-12-17 21:00:00,1.7,0.3,90,20,16.1,100.58,Cloudy
+2012-12-17 22:00:00,1.9,0.1,88,13,19.3,100.56,Cloudy
+2012-12-17 23:00:00,1.2,-0.1,91,20,16.1,100.5,Cloudy
+2012-12-18 00:00:00,0.6,-0.5,92,19,16.1,100.44,Cloudy
+2012-12-18 01:00:00,0.1,-0.9,93,24,19.3,100.37,Cloudy
+2012-12-18 02:00:00,0.4,-0.9,91,24,19.3,100.32,Cloudy
+2012-12-18 03:00:00,0.4,-0.9,91,24,16.1,100.24,Rain
+2012-12-18 04:00:00,0.5,-0.8,91,24,11.3,100.15,Rain
+2012-12-18 05:00:00,0.6,-0.6,92,24,9.7,100.12,"Rain,Ice Pellets"
+2012-12-18 06:00:00,0.5,-0.4,94,24,3.6,100.07,Snow
+2012-12-18 07:00:00,0.5,-0.2,95,24,3.2,100.0,Snow
+2012-12-18 08:00:00,0.7,0.0,95,24,2.8,99.92,Snow
+2012-12-18 09:00:00,0.7,0.1,96,22,2.0,99.88,Snow
+2012-12-18 10:00:00,0.6,0.0,96,24,1.2,99.86,Snow
+2012-12-18 11:00:00,0.5,-0.2,95,22,1.2,99.76,Snow
+2012-12-18 12:00:00,0.8,0.0,94,32,4.8,99.64,Snow
+2012-12-18 13:00:00,1.0,0.0,93,26,4.0,99.56,Snow
+2012-12-18 14:00:00,1.0,0.2,94,24,4.0,99.53,Snow
+2012-12-18 15:00:00,1.1,0.2,94,22,4.8,99.51,Snow
+2012-12-18 16:00:00,1.1,0.1,93,26,8.0,99.48,"Rain,Snow"
+2012-12-18 17:00:00,1.2,0.3,94,22,8.0,99.48,"Rain,Snow"
+2012-12-18 18:00:00,1.4,0.5,94,22,8.0,99.49,"Rain,Snow"
+2012-12-18 19:00:00,1.4,0.7,95,15,8.0,99.53,Rain
+2012-12-18 20:00:00,1.3,0.7,96,15,6.4,99.54,Drizzle
+2012-12-18 21:00:00,1.0,0.6,97,13,3.2,99.58,"Drizzle,Snow,Fog"
+2012-12-18 22:00:00,0.8,0.4,97,15,3.2,99.6,"Drizzle,Snow,Fog"
+2012-12-18 23:00:00,0.8,0.5,98,11,3.2,99.64,"Drizzle,Snow,Fog"
+2012-12-19 00:00:00,0.6,0.2,97,9,4.0,99.65,"Drizzle,Snow,Fog"
+2012-12-19 01:00:00,0.5,0.1,97,7,6.4,99.71,"Drizzle,Snow,Fog"
+2012-12-19 02:00:00,0.4,0.1,98,7,8.0,99.78,"Drizzle,Snow,Fog"
+2012-12-19 03:00:00,0.4,0.0,97,9,4.8,99.82,"Drizzle,Snow,Fog"
+2012-12-19 04:00:00,0.4,0.0,97,11,4.0,99.87,"Drizzle,Snow,Fog"
+2012-12-19 05:00:00,0.3,-0.1,97,11,3.2,99.95,"Drizzle,Snow,Fog"
+2012-12-19 06:00:00,0.4,-0.1,96,9,2.4,100.05,"Drizzle,Snow,Fog"
+2012-12-19 07:00:00,0.4,0.0,97,11,3.2,100.15,"Drizzle,Snow,Fog"
+2012-12-19 08:00:00,0.5,0.1,97,11,2.4,100.24,"Drizzle,Fog"
+2012-12-19 09:00:00,0.6,0.2,97,13,2.4,100.33,"Drizzle,Fog"
+2012-12-19 10:00:00,0.6,0.2,97,15,2.4,100.42,"Drizzle,Fog"
+2012-12-19 11:00:00,0.8,0.2,96,11,9.7,100.44,Fog
+2012-12-19 12:00:00,0.8,0.0,94,17,19.3,100.53,Cloudy
+2012-12-19 13:00:00,1.0,-0.2,92,11,24.1,100.61,Cloudy
+2012-12-19 14:00:00,1.1,-0.1,92,13,24.1,100.72,Cloudy
+2012-12-19 15:00:00,1.3,-0.1,90,9,24.1,100.83,Drizzle
+2012-12-19 16:00:00,1.3,-0.4,88,7,24.1,100.96,Cloudy
+2012-12-19 17:00:00,1.1,-0.2,91,6,16.1,101.04,Drizzle
+2012-12-19 18:00:00,1.2,0.1,92,9,9.7,101.15,"Drizzle,Snow"
+2012-12-19 19:00:00,0.8,0.3,96,11,4.8,101.26,"Snow,Fog"
+2012-12-19 20:00:00,0.7,0.1,96,11,6.4,101.32,"Snow,Fog"
+2012-12-19 21:00:00,0.6,-0.1,95,13,11.3,101.38,Snow
+2012-12-19 22:00:00,0.6,-0.5,92,9,25.0,101.42,Cloudy
+2012-12-19 23:00:00,0.6,-0.9,90,13,25.0,101.5,Snow
+2012-12-20 00:00:00,0.4,-2.1,83,20,25.0,101.57,Snow
+2012-12-20 01:00:00,0.1,-2.2,84,17,25.0,101.6,Cloudy
+2012-12-20 02:00:00,-0.2,-2.4,85,19,25.0,101.68,Cloudy
+2012-12-20 03:00:00,-0.5,-2.9,84,17,25.0,101.69,Cloudy
+2012-12-20 04:00:00,-0.7,-3.4,82,15,25.0,101.72,Cloudy
+2012-12-20 05:00:00,-1.1,-3.9,81,13,25.0,101.78,Cloudy
+2012-12-20 06:00:00,-1.6,-4.2,82,15,25.0,101.82,Snow
+2012-12-20 07:00:00,-1.8,-4.9,79,20,25.0,101.88,Cloudy
+2012-12-20 08:00:00,-1.9,-4.6,82,15,24.1,101.91,Cloudy
+2012-12-20 09:00:00,-1.7,-4.5,81,13,24.1,101.98,Cloudy
+2012-12-20 10:00:00,-1.4,-4.2,81,7,24.1,101.97,Cloudy
+2012-12-20 11:00:00,-1.1,-4.0,81,4,24.1,101.92,Snow
+2012-12-20 12:00:00,-1.0,-3.9,81,6,24.1,101.83,Cloudy
+2012-12-20 13:00:00,-0.9,-4.0,79,15,24.1,101.65,Cloudy
+2012-12-20 14:00:00,-1.0,-4.3,78,15,24.1,101.62,Cloudy
+2012-12-20 15:00:00,-0.5,-3.8,78,13,24.1,101.55,Cloudy
+2012-12-20 16:00:00,-0.3,-3.3,80,13,24.1,101.56,Cloudy
+2012-12-20 17:00:00,-0.3,-3.2,81,19,25.0,101.38,Mostly Cloudy
+2012-12-20 18:00:00,0.2,-3.0,79,19,25.0,101.25,Mostly Cloudy
+2012-12-20 19:00:00,0.3,-2.7,80,17,25.0,101.23,Mostly Cloudy
+2012-12-20 20:00:00,0.1,-2.4,83,20,25.0,101.12,Mostly Cloudy
+2012-12-20 21:00:00,0.7,-2.3,80,22,25.0,101.0,Cloudy
+2012-12-20 22:00:00,1.1,-2.4,77,20,25.0,100.88,Cloudy
+2012-12-20 23:00:00,1.2,-2.1,79,28,25.0,100.69,Cloudy
+2012-12-21 00:00:00,1.9,-2.1,75,26,25.0,100.6,"Rain,Snow Grains"
+2012-12-21 01:00:00,1.1,-0.7,88,17,6.4,100.47,"Rain,Snow,Ice Pellets"
+2012-12-21 02:00:00,1.0,-0.3,91,20,6.4,100.35,"Rain,Snow"
+2012-12-21 03:00:00,0.9,0.0,94,28,4.8,100.12,"Rain,Snow,Ice Pellets"
+2012-12-21 04:00:00,1.1,-0.1,92,22,6.4,99.98,"Rain,Snow,Ice Pellets"
+2012-12-21 05:00:00,1.3,0.1,92,26,6.4,99.85,"Rain,Snow,Ice Pellets"
+2012-12-21 06:00:00,1.0,0.0,93,22,4.0,99.76,"Rain,Snow"
+2012-12-21 07:00:00,0.9,-0.1,93,32,6.4,99.64,"Rain,Snow"
+2012-12-21 08:00:00,0.8,-0.2,93,32,2.4,99.5,"Rain,Snow"
+2012-12-21 09:00:00,0.8,-0.2,93,33,2.4,99.38,"Rain,Snow"
+2012-12-21 10:00:00,1.0,0.0,93,32,12.9,99.24,Snow
+2012-12-21 11:00:00,0.9,0.0,94,30,2.0,99.01,Snow
+2012-12-21 12:00:00,1.3,0.3,93,41,9.7,98.67,Snow
+2012-12-21 13:00:00,1.8,0.3,90,41,19.3,98.36,Snow
+2012-12-21 14:00:00,2.1,0.4,88,41,19.3,98.16,Rain
+2012-12-21 15:00:00,1.8,0.2,89,33,12.9,98.1,Rain
+2012-12-21 16:00:00,1.4,0.2,92,43,9.7,97.93,Rain
+2012-12-21 17:00:00,1.3,0.2,92,46,12.9,97.76,Rain
+2012-12-21 18:00:00,1.4,0.3,92,46,25.0,97.56,Rain
+2012-12-21 19:00:00,2.3,1.1,92,37,11.3,97.52,Rain
+2012-12-21 20:00:00,2.4,1.7,95,15,9.7,97.58,Rain
+2012-12-21 21:00:00,1.3,0.4,94,22,9.7,97.64,Rain
+2012-12-21 22:00:00,0.7,0.0,95,28,3.6,97.75,Snow
+2012-12-21 23:00:00,1.1,0.0,92,30,9.7,97.79,"Drizzle,Snow,Fog"
+2012-12-22 00:00:00,1.1,-0.1,92,32,9.7,97.81,"Drizzle,Snow,Fog"
+2012-12-22 01:00:00,1.2,0.1,92,30,12.9,97.84,Drizzle
+2012-12-22 02:00:00,1.1,0.1,93,30,8.0,97.89,"Drizzle,Snow,Fog"
+2012-12-22 03:00:00,1.1,0.1,93,28,9.7,97.93,"Drizzle,Snow,Fog"
+2012-12-22 04:00:00,0.6,-0.6,92,35,11.3,97.98,Snow
+2012-12-22 05:00:00,-0.9,-1.9,93,35,4.8,98.07,Snow
+2012-12-22 06:00:00,-1.6,-3.0,90,41,4.0,98.19,Snow
+2012-12-22 07:00:00,-2.2,-3.7,89,35,4.8,98.32,Snow
+2012-12-22 08:00:00,-2.5,-4.5,86,41,4.0,98.44,Snow
+2012-12-22 09:00:00,-3.0,-5.0,86,35,3.2,98.58,Snow
+2012-12-22 10:00:00,-3.6,-5.0,90,37,1.6,98.7,Snow
+2012-12-22 11:00:00,-4.3,-5.4,92,35,1.2,98.78,Snow
+2012-12-22 12:00:00,-4.5,-5.9,90,33,1.6,98.86,Snow
+2012-12-22 13:00:00,-4.7,-6.9,85,37,4.0,98.96,Snow
+2012-12-22 14:00:00,-5.0,-7.6,82,32,4.0,99.08,"Snow,Blowing Snow"
+2012-12-22 15:00:00,-5.4,-7.1,88,35,1.6,99.24,"Snow,Blowing Snow"
+2012-12-22 16:00:00,-5.9,-7.8,86,41,1.6,99.37,"Snow,Blowing Snow"
+2012-12-22 17:00:00,-5.7,-8.5,81,32,6.4,99.5,Snow
+2012-12-22 18:00:00,-6.0,-8.7,81,33,4.8,99.62,Snow
+2012-12-22 19:00:00,-6.7,-9.1,83,32,6.4,99.75,Snow
+2012-12-22 20:00:00,-6.9,-10.6,75,32,16.1,99.83,Snow
+2012-12-22 21:00:00,-7.2,-11.6,71,28,16.1,99.96,Snow
+2012-12-22 22:00:00,-7.4,-11.9,70,35,16.1,100.0,Snow
+2012-12-22 23:00:00,-7.8,-12.6,68,39,19.3,100.12,Cloudy
+2012-12-23 00:00:00,-7.8,-11.6,74,32,19.3,100.19,Snow Showers
+2012-12-23 01:00:00,-7.9,-11.8,74,32,25.0,100.27,Snow Showers
+2012-12-23 02:00:00,-8.2,-12.5,71,30,25.0,100.36,Mostly Cloudy
+2012-12-23 03:00:00,-8.2,-12.4,72,30,25.0,100.4,Cloudy
+2012-12-23 04:00:00,-8.3,-12.7,71,28,25.0,100.43,Cloudy
+2012-12-23 05:00:00,-8.5,-13.2,69,30,25.0,100.49,Cloudy
+2012-12-23 06:00:00,-8.4,-12.3,73,26,25.0,100.51,Cloudy
+2012-12-23 07:00:00,-8.5,-12.1,75,20,19.3,100.52,Snow Showers
+2012-12-23 08:00:00,-8.7,-12.0,77,20,19.3,100.54,Snow Showers
+2012-12-23 09:00:00,-8.7,-12.2,76,22,24.1,100.52,Cloudy
+2012-12-23 10:00:00,-8.6,-12.5,73,24,24.1,100.54,Cloudy
+2012-12-23 11:00:00,-8.3,-12.6,71,26,24.1,100.5,Cloudy
+2012-12-23 12:00:00,-7.9,-12.6,69,24,24.1,100.44,Cloudy
+2012-12-23 13:00:00,-7.4,-12.4,67,20,24.1,100.37,Mostly Cloudy
+2012-12-23 14:00:00,-6.9,-11.9,67,11,24.1,100.33,Cloudy
+2012-12-23 15:00:00,-6.8,-11.1,71,13,24.1,100.34,Snow Showers
+2012-12-23 16:00:00,-7.0,-9.6,82,13,9.7,100.35,Snow Showers
+2012-12-23 17:00:00,-7.1,-9.4,84,9,12.9,100.36,Snow
+2012-12-23 18:00:00,-7.2,-10.0,80,11,12.9,100.4,Snow
+2012-12-23 19:00:00,-7.2,-10.1,80,9,25.0,100.46,Snow
+2012-12-23 20:00:00,-7.2,-10.4,78,9,25.0,100.55,Cloudy
+2012-12-23 21:00:00,-8.0,-11.2,78,9,25.0,100.62,Mainly Clear
+2012-12-23 22:00:00,-9.0,-11.7,81,9,25.0,100.68,Mainly Clear
+2012-12-23 23:00:00,-8.3,-10.9,81,9,25.0,100.76,Cloudy
+2012-12-24 00:00:00,-8.5,-10.7,84,15,25.0,100.8,Mostly Cloudy
+2012-12-24 01:00:00,-8.4,-10.7,83,17,25.0,100.85,Cloudy
+2012-12-24 02:00:00,-8.8,-11.4,81,17,25.0,100.91,Cloudy
+2012-12-24 03:00:00,-8.9,-12.3,76,20,25.0,100.99,Cloudy
+2012-12-24 04:00:00,-10.0,-12.7,81,24,25.0,101.02,Mostly Cloudy
+2012-12-24 05:00:00,-10.4,-13.3,79,19,25.0,101.07,Mostly Cloudy
+2012-12-24 06:00:00,-10.9,-14.0,78,15,25.0,101.13,Mainly Clear
+2012-12-24 07:00:00,-11.1,-13.9,80,15,25.0,101.23,Clear
+2012-12-24 08:00:00,-11.0,-13.9,79,13,25.0,101.32,Clear
+2012-12-24 09:00:00,-10.5,-13.7,77,13,24.1,101.41,Clear
+2012-12-24 10:00:00,-9.9,-13.4,76,11,48.3,101.45,Mainly Clear
+2012-12-24 11:00:00,-9.0,-13.7,69,11,48.3,101.44,Mainly Clear
+2012-12-24 12:00:00,-7.9,-13.3,65,9,48.3,101.43,Mainly Clear
+2012-12-24 13:00:00,-7.6,-13.1,65,15,48.3,101.45,Mainly Clear
+2012-12-24 14:00:00,-7.8,-13.7,63,15,48.3,101.46,Mainly Clear
+2012-12-24 15:00:00,-7.5,-13.3,63,13,48.3,101.49,Mainly Clear
+2012-12-24 16:00:00,-8.2,-13.3,67,11,24.1,101.45,Mainly Clear
+2012-12-24 17:00:00,-9.7,-13.7,73,6,25.0,101.49,Mainly Clear
+2012-12-24 18:00:00,-10.4,-13.8,76,9,25.0,101.45,Clear
+2012-12-24 19:00:00,-9.7,-13.1,76,7,25.0,101.43,Mainly Clear
+2012-12-24 20:00:00,-9.6,-12.8,77,6,25.0,101.43,Mainly Clear
+2012-12-24 21:00:00,-9.4,-13.2,74,7,25.0,101.44,Mainly Clear
+2012-12-24 22:00:00,-9.8,-13.2,76,4,25.0,101.44,Mostly Cloudy
+2012-12-24 23:00:00,-10.5,-12.8,83,4,25.0,101.48,Mostly Cloudy
+2012-12-25 00:00:00,-9.0,-12.5,76,11,25.0,101.44,Mostly Cloudy
+2012-12-25 01:00:00,-10.5,-13.0,82,6,25.0,101.51,Mostly Cloudy
+2012-12-25 02:00:00,-10.6,-13.1,82,13,25.0,101.51,Mostly Cloudy
+2012-12-25 03:00:00,-10.5,-12.6,85,19,25.0,101.47,Cloudy
+2012-12-25 04:00:00,-10.1,-13.2,78,15,24.1,101.49,Mostly Cloudy
+2012-12-25 05:00:00,-10.8,-13.1,83,17,25.0,101.49,Cloudy
+2012-12-25 06:00:00,-10.6,-13.6,79,13,25.0,101.59,Cloudy
+2012-12-25 07:00:00,-11.3,-14.1,80,11,25.0,101.72,Cloudy
+2012-12-25 08:00:00,-11.3,-14.4,78,11,24.1,101.79,Cloudy
+2012-12-25 09:00:00,-11.0,-14.2,77,13,24.1,101.87,Cloudy
+2012-12-25 10:00:00,-10.1,-14.3,71,15,24.1,101.95,Cloudy
+2012-12-25 11:00:00,-9.6,-14.4,68,9,24.1,101.93,Cloudy
+2012-12-25 12:00:00,-9.4,-14.4,67,9,24.1,101.92,Cloudy
+2012-12-25 13:00:00,-8.7,-14.5,63,7,24.1,101.92,Mostly Cloudy
+2012-12-25 14:00:00,-7.7,-14.1,60,6,48.3,101.95,Mainly Clear
+2012-12-25 15:00:00,-7.1,-13.7,59,17,48.3,101.98,Clear
+2012-12-25 16:00:00,-7.5,-13.9,60,11,48.3,102.03,Clear
+2012-12-25 17:00:00,-8.3,-13.4,67,13,25.0,102.1,Clear
+2012-12-25 18:00:00,-8.9,-13.4,70,13,25.0,102.16,Mainly Clear
+2012-12-25 19:00:00,-8.8,-12.6,74,19,25.0,102.27,Mainly Clear
+2012-12-25 20:00:00,-9.4,-12.6,77,13,25.0,102.3,Mainly Clear
+2012-12-25 21:00:00,-9.7,-12.5,80,4,25.0,102.28,Clear
+2012-12-25 22:00:00,-10.9,-13.2,83,4,25.0,102.34,Clear
+2012-12-25 23:00:00,-10.4,-12.7,83,11,25.0,102.45,Clear
+2012-12-26 00:00:00,-11.8,-13.5,87,4,25.0,102.41,Clear
+2012-12-26 01:00:00,-11.2,-12.9,87,6,25.0,102.42,Clear
+2012-12-26 02:00:00,-12.7,-14.4,87,4,25.0,102.45,Clear
+2012-12-26 03:00:00,-14.2,-15.8,88,6,25.0,102.52,Clear
+2012-12-26 04:00:00,-13.1,-14.7,88,6,25.0,102.55,Clear
+2012-12-26 05:00:00,-12.7,-14.1,89,4,25.0,102.48,Clear
+2012-12-26 06:00:00,-13.4,-14.8,89,4,25.0,102.47,Clear
+2012-12-26 07:00:00,-13.0,-14.4,89,7,25.0,102.46,Mainly Clear
+2012-12-26 08:00:00,-13.7,-15.2,88,4,16.1,102.53,Mostly Cloudy
+2012-12-26 09:00:00,-11.3,-12.7,89,15,4.0,102.52,"Snow Showers,Fog"
+2012-12-26 10:00:00,-11.0,-13.2,84,15,24.1,102.54,Mainly Clear
+2012-12-26 11:00:00,-11.3,-14.5,77,20,48.3,102.5,Mainly Clear
+2012-12-26 12:00:00,-10.6,-14.3,74,20,48.3,102.36,Mainly Clear
+2012-12-26 13:00:00,-10.3,-14.0,74,15,24.1,102.35,Mostly Cloudy
+2012-12-26 14:00:00,-10.0,-14.0,72,19,24.1,102.27,Cloudy
+2012-12-26 15:00:00,-10.0,-14.2,71,19,24.1,102.28,Cloudy
+2012-12-26 16:00:00,-10.3,-14.1,74,19,25.0,102.17,Cloudy
+2012-12-26 17:00:00,-10.2,-13.9,74,22,25.0,102.16,Cloudy
+2012-12-26 18:00:00,-10.0,-13.8,74,24,25.0,102.14,Cloudy
+2012-12-26 19:00:00,-9.6,-13.1,76,39,25.0,102.03,Cloudy
+2012-12-26 20:00:00,-10.3,-12.9,81,28,25.0,101.88,Cloudy
+2012-12-26 21:00:00,-9.8,-12.5,81,22,25.0,101.87,Cloudy
+2012-12-26 22:00:00,-9.7,-12.8,78,37,25.0,101.7,Cloudy
+2012-12-26 23:00:00,-9.7,-12.3,81,24,25.0,101.61,Cloudy
+2012-12-27 00:00:00,-9.8,-12.5,81,30,25.0,101.46,Cloudy
+2012-12-27 01:00:00,-9.4,-12.2,80,26,25.0,101.37,Cloudy
+2012-12-27 02:00:00,-8.5,-11.3,80,30,25.0,101.31,Cloudy
+2012-12-27 03:00:00,-8.1,-10.2,85,37,2.4,101.21,Snow
+2012-12-27 04:00:00,-7.9,-9.5,88,33,2.0,101.03,Snow
+2012-12-27 05:00:00,-7.5,-9.1,88,43,1.2,100.95,Snow
+2012-12-27 06:00:00,-6.8,-8.1,90,39,1.2,100.83,Snow
+2012-12-27 07:00:00,-6.5,-7.6,92,44,1.2,100.73,Snow
+2012-12-27 08:00:00,-6.3,-7.4,92,39,0.8,100.65,Moderate Snow
+2012-12-27 09:00:00,-5.7,-6.7,93,37,0.8,100.67,Moderate Snow
+2012-12-27 10:00:00,-5.4,-6.4,93,41,0.6,100.64,"Moderate Snow,Blowing Snow"
+2012-12-27 11:00:00,-5.2,-6.4,91,39,0.6,100.62,"Snow,Blowing Snow"
+2012-12-27 12:00:00,-5.5,-6.6,92,39,0.6,100.5,"Moderate Snow,Blowing Snow"
+2012-12-27 13:00:00,-5.4,-6.7,91,48,0.6,100.36,"Snow,Blowing Snow"
+2012-12-27 14:00:00,-5.2,-6.7,89,46,0.6,100.35,"Snow,Blowing Snow"
+2012-12-27 15:00:00,-5.0,-6.2,91,37,0.6,100.37,"Snow,Blowing Snow"
+2012-12-27 16:00:00,-4.5,-6.2,88,37,2.0,100.44,"Snow,Blowing Snow"
+2012-12-27 17:00:00,-4.2,-5.9,88,32,3.2,100.47,"Snow,Blowing Snow"
+2012-12-27 18:00:00,-4.0,-5.7,88,28,8.0,100.49,"Snow,Blowing Snow"
+2012-12-27 19:00:00,-3.9,-5.6,88,26,9.7,100.52,"Snow,Blowing Snow"
+2012-12-27 20:00:00,-3.7,-5.3,89,37,16.1,100.58,Snow
+2012-12-27 21:00:00,-3.7,-4.8,92,24,4.8,100.62,"Freezing Drizzle,Snow"
+2012-12-27 22:00:00,-3.8,-4.6,94,20,4.8,100.65,"Freezing Drizzle,Snow"
+2012-12-27 23:00:00,-4.0,-5.6,89,24,9.7,100.7,Snow
+2012-12-28 00:00:00,-4.2,-5.7,89,19,8.0,100.78,"Freezing Drizzle,Snow"
+2012-12-28 01:00:00,-4.4,-6.6,85,15,6.4,100.83,"Freezing Drizzle,Snow"
+2012-12-28 02:00:00,-4.3,-6.3,86,11,12.9,100.93,"Freezing Drizzle,Snow"
+2012-12-28 03:00:00,-4.6,-5.9,91,13,4.0,101.01,Snow
+2012-12-28 04:00:00,-4.9,-5.9,93,9,9.7,101.0,Snow
+2012-12-28 05:00:00,-5.0,-6.1,92,7,25.0,101.01,Cloudy
+2012-12-28 06:00:00,-4.8,-6.6,87,9,25.0,101.04,Cloudy
+2012-12-28 07:00:00,-5.0,-6.5,89,9,25.0,101.07,Cloudy
+2012-12-28 08:00:00,-5.2,-7.0,87,17,24.1,101.15,Mostly Cloudy
+2012-12-28 09:00:00,-5.5,-8.0,83,17,24.1,101.23,Mostly Cloudy
+2012-12-28 10:00:00,-6.1,-8.6,82,19,24.1,101.27,Clear
+2012-12-28 11:00:00,-6.2,-8.8,82,24,48.3,101.24,Mainly Clear
+2012-12-28 12:00:00,-7.2,-9.9,81,24,48.3,101.22,Mainly Clear
+2012-12-28 13:00:00,-6.8,-9.8,79,20,48.3,101.17,Mainly Clear
+2012-12-28 14:00:00,-6.5,-9.9,77,22,48.3,101.17,Mainly Clear
+2012-12-28 15:00:00,-6.8,-10.3,76,24,48.3,101.22,Mainly Clear
+2012-12-28 16:00:00,-7.7,-11.0,77,30,48.3,101.25,Mainly Clear
+2012-12-28 17:00:00,-8.6,-12.0,76,26,25.0,101.34,Mainly Clear
+2012-12-28 18:00:00,-9.0,-12.2,78,24,25.0,101.37,Mainly Clear
+2012-12-28 19:00:00,-9.4,-12.3,79,22,25.0,101.37,Mainly Clear
+2012-12-28 20:00:00,-9.8,-12.6,80,20,25.0,101.35,Mainly Clear
+2012-12-28 21:00:00,-9.8,-12.5,81,19,25.0,101.36,Mainly Clear
+2012-12-28 22:00:00,-9.9,-12.5,81,17,25.0,101.38,Mainly Clear
+2012-12-28 23:00:00,-10.9,-13.2,83,13,25.0,101.38,Mainly Clear
+2012-12-29 00:00:00,-11.6,-13.5,86,13,25.0,101.35,Mainly Clear
+2012-12-29 01:00:00,-11.9,-13.6,87,11,25.0,101.31,Clear
+2012-12-29 02:00:00,-11.8,-13.1,90,13,25.0,101.33,Clear
+2012-12-29 03:00:00,-13.4,-15.2,86,4,4.8,101.33,Fog
+2012-12-29 04:00:00,-16.0,-17.2,90,6,9.7,101.25,Fog
+2012-12-29 05:00:00,-14.8,-15.9,91,4,6.4,101.25,Fog
+2012-12-29 06:00:00,-13.8,-15.3,88,4,9.7,101.25,Fog
+2012-12-29 07:00:00,-14.8,-16.4,88,7,8.0,101.22,Fog
+2012-12-29 08:00:00,-13.6,-15.1,88,11,12.9,101.19,Cloudy
+2012-12-29 09:00:00,-13.2,-14.8,88,11,12.9,101.13,Cloudy
+2012-12-29 10:00:00,-12.0,-13.3,90,7,6.4,101.15,Fog
+2012-12-29 11:00:00,-10.9,-12.2,90,7,6.4,101.09,"Snow Showers,Fog"
+2012-12-29 12:00:00,-10.5,-11.6,92,11,8.0,100.93,"Snow Showers,Fog"
+2012-12-29 13:00:00,-10.0,-11.1,92,22,9.7,100.63,"Snow Showers,Fog"
+2012-12-29 14:00:00,-9.3,-10.5,91,22,4.8,100.6,"Snow,Fog"
+2012-12-29 15:00:00,-8.8,-10.0,91,20,1.2,100.55,"Snow,Fog"
+2012-12-29 16:00:00,-8.5,-9.9,90,24,1.2,100.49,"Snow,Fog"
+2012-12-29 17:00:00,-9.0,-10.4,90,19,2.4,100.46,"Snow,Fog"
+2012-12-29 18:00:00,-9.3,-10.9,88,26,6.4,100.38,"Snow,Fog"
+2012-12-29 19:00:00,-9.5,-11.2,87,26,3.2,100.33,"Snow,Fog"
+2012-12-29 20:00:00,-9.7,-11.6,86,24,9.7,100.25,"Snow,Fog"
+2012-12-29 21:00:00,-9.8,-11.8,85,24,8.0,100.24,"Snow,Fog"
+2012-12-29 22:00:00,-10.1,-11.6,89,15,2.4,100.2,"Snow,Fog"
+2012-12-29 23:00:00,-10.0,-12.0,85,20,6.4,100.19,"Snow,Fog"
+2012-12-30 00:00:00,-9.6,-11.3,87,13,3.2,100.23,"Snow,Fog"
+2012-12-30 01:00:00,-9.4,-10.5,92,9,2.4,100.22,"Snow,Fog"
+2012-12-30 02:00:00,-9.3,-10.4,92,9,4.0,100.28,"Snow,Fog"
+2012-12-30 03:00:00,-9.1,-10.4,90,11,3.6,100.3,"Snow,Fog"
+2012-12-30 04:00:00,-9.3,-10.6,90,13,9.7,100.28,"Snow,Fog"
+2012-12-30 05:00:00,-9.1,-10.4,90,11,4.0,100.32,"Snow,Fog"
+2012-12-30 06:00:00,-9.3,-10.8,89,17,8.0,100.39,"Snow,Fog"
+2012-12-30 07:00:00,-9.9,-13.2,77,19,25.0,100.48,Mostly Cloudy
+2012-12-30 08:00:00,-11.3,-14.5,77,20,24.1,100.57,Cloudy
+2012-12-30 09:00:00,-11.7,-15.0,76,19,24.1,100.69,Cloudy
+2012-12-30 10:00:00,-12.4,-16.0,74,24,24.1,100.82,Cloudy
+2012-12-30 11:00:00,-11.9,-15.4,75,32,24.1,100.89,Cloudy
+2012-12-30 12:00:00,-12.2,-15.7,75,26,48.3,100.91,Mostly Cloudy
+2012-12-30 13:00:00,-12.4,-16.2,73,37,48.3,100.92,Mostly Cloudy
+2012-12-30 14:00:00,-11.8,-16.1,70,37,48.3,100.96,Mainly Clear
+2012-12-30 15:00:00,-11.3,-15.6,70,32,48.3,101.05,Mainly Clear
+2012-12-30 16:00:00,-11.4,-15.5,72,26,48.3,101.15,Mainly Clear
+2012-12-30 17:00:00,-12.1,-15.8,74,28,25.0,101.26,Mainly Clear
+2012-12-30 18:00:00,-12.6,-16.0,76,24,25.0,101.36,Mainly Clear
+2012-12-30 19:00:00,-13.4,-16.5,77,26,25.0,101.47,Mainly Clear
+2012-12-30 20:00:00,-13.8,-16.5,80,24,25.0,101.52,Clear
+2012-12-30 21:00:00,-13.8,-16.5,80,20,25.0,101.5,Mainly Clear
+2012-12-30 22:00:00,-13.7,-16.3,81,19,25.0,101.54,Mainly Clear
+2012-12-30 23:00:00,-12.1,-15.1,78,28,25.0,101.52,Mostly Cloudy
+2012-12-31 00:00:00,-11.1,-14.4,77,26,25.0,101.51,Cloudy
+2012-12-31 01:00:00,-10.7,-14.0,77,15,25.0,101.5,Cloudy
+2012-12-31 02:00:00,-10.1,-13.4,77,9,25.0,101.45,Cloudy
+2012-12-31 03:00:00,-11.8,-14.4,81,6,25.0,101.42,Mostly Cloudy
+2012-12-31 04:00:00,-10.5,-12.8,83,11,25.0,101.34,Cloudy
+2012-12-31 05:00:00,-10.2,-12.4,84,6,25.0,101.28,Cloudy
+2012-12-31 06:00:00,-9.7,-11.7,85,4,25.0,101.23,Cloudy
+2012-12-31 07:00:00,-9.3,-11.3,85,0,19.3,101.19,Snow Showers
+2012-12-31 08:00:00,-8.6,-10.3,87,4,3.2,101.14,Snow Showers
+2012-12-31 09:00:00,-8.1,-9.6,89,4,2.4,101.09,Snow
+2012-12-31 10:00:00,-7.4,-8.9,89,4,6.4,101.05,"Snow,Fog"
+2012-12-31 11:00:00,-6.7,-7.9,91,9,9.7,100.93,Snow
+2012-12-31 12:00:00,-5.8,-7.5,88,4,12.9,100.78,Snow
+2012-12-31 13:00:00,-4.6,-6.6,86,4,12.9,100.63,Snow
+2012-12-31 14:00:00,-3.4,-5.7,84,6,11.3,100.57,Snow
+2012-12-31 15:00:00,-2.3,-4.6,84,9,9.7,100.47,Snow
+2012-12-31 16:00:00,-1.4,-4.0,82,13,12.9,100.4,Snow
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diff --git a/Tutorials/Python_Data_Engineering/5. Python for Data Engineering/5.1 Working with date & time.ipynb b/Tutorials/Python_Data_Engineering/5. Python for Data Engineering/5.1 Working with date & time.ipynb
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@@ -0,0 +1,2933 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Working with datetime in Pandas DataFrame\n",
+ "\n",
+ "| \n", + " | key1 | \n", + "key2 | \n", + "A | \n", + "B | \n", + "C | \n", + "D | \n", + "
|---|---|---|---|---|---|---|
| 0 | \n", + "K0 | \n", + "K0 | \n", + "A0 | \n", + "B0 | \n", + "C0 | \n", + "D0 | \n", + "
| 1 | \n", + "K0 | \n", + "K1 | \n", + "A1 | \n", + "B1 | \n", + "NaN | \n", + "NaN | \n", + "
| 2 | \n", + "K1 | \n", + "K0 | \n", + "A2 | \n", + "B2 | \n", + "C1 | \n", + "D1 | \n", + "
| 3 | \n", + "K1 | \n", + "K0 | \n", + "A2 | \n", + "B2 | \n", + "C2 | \n", + "D2 | \n", + "
| 4 | \n", + "K2 | \n", + "K1 | \n", + "A3 | \n", + "B3 | \n", + "NaN | \n", + "NaN | \n", + "
![](\"images/datetimememe.webp\")
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 1. Convert strings to datetime"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Default arguments"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.DataFrame({'date': ['3/10/2000', '3/11/2000', '3/12/2000'],\n",
+ " 'value': [2, 3, 4]})\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " date value\n",
+ "0 3/10/2000 2\n",
+ "1 3/11/2000 3\n",
+ "2 3/12/2000 4"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "| \n", + " | date | \n", + "value | \n", + "
|---|---|---|
| 0 | \n", + "3/10/2000 | \n", + "2 | \n", + "
| 1 | \n", + "3/11/2000 | \n", + "3 | \n", + "
| 2 | \n", + "3/12/2000 | \n", + "4 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " date value\n",
+ "0 2000-03-10 2\n",
+ "1 2000-03-11 3\n",
+ "2 2000-03-12 4"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Day first format"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.DataFrame({'date': ['3/10/2000', '3/11/2000', '3/12/2000'],\n",
+ " 'value': [2, 3, 4]})\n",
+ "df['date'] = pd.to_datetime(df['date'], dayfirst=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | date | \n", + "value | \n", + "
|---|---|---|
| 0 | \n", + "2000-03-10 | \n", + "2 | \n", + "
| 1 | \n", + "2000-03-11 | \n", + "3 | \n", + "
| 2 | \n", + "2000-03-12 | \n", + "4 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " date value\n",
+ "0 2000-10-03 2\n",
+ "1 2000-11-03 3\n",
+ "2 2000-12-03 4"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Custom format \n",
+ "\n",
+ "Ref - https://pandas.pydata.org/docs/reference/api/pandas.to_datetime.html"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.DataFrame({'date': ['2016-6-10 20:30:0', \n",
+ " '2016-7-1 19:45:30', \n",
+ " '2013-10-12 4:5:1'],\n",
+ " 'value': [2, 3, 4]})\n",
+ "df['date'] = pd.to_datetime(df['date'], format=\"%Y-%d-%m %H:%M:%S\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | date | \n", + "value | \n", + "
|---|---|---|
| 0 | \n", + "2000-10-03 | \n", + "2 | \n", + "
| 1 | \n", + "2000-11-03 | \n", + "3 | \n", + "
| 2 | \n", + "2000-12-03 | \n", + "4 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " date value\n",
+ "0 2016-10-06 20:30:00 2\n",
+ "1 2016-01-07 19:45:30 3\n",
+ "2 2013-12-10 04:05:01 4"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Speedup parsing with infer_datetime_format"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | date | \n", + "value | \n", + "
|---|---|---|
| 0 | \n", + "2016-10-06 20:30:00 | \n", + "2 | \n", + "
| 1 | \n", + "2016-01-07 19:45:30 | \n", + "3 | \n", + "
| 2 | \n", + "2013-12-10 04:05:01 | \n", + "4 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " date\n",
+ "0 3/11/2000\n",
+ "1 3/12/2000\n",
+ "2 3/13/2000\n",
+ "3 3/11/2000\n",
+ "4 3/12/2000"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = pd.DataFrame({'date': ['3/11/2000', '3/12/2000', '3/13/2000'] * 1000 })\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "449 µs ± 8.62 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
+ ]
+ }
+ ],
+ "source": [
+ "%timeit pd.to_datetime(df['date'], infer_datetime_format=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "434 µs ± 12.2 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
+ ]
+ }
+ ],
+ "source": [
+ "%timeit pd.to_datetime(df['date'], infer_datetime_format=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Handle parsing error"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.DataFrame({'date': ['3/10/2000', 'a/11/2000', '3/12/2000'],\n",
+ " 'value': [2, 3, 4]})\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | date | \n", + "
|---|---|
| 0 | \n", + "3/11/2000 | \n", + "
| 1 | \n", + "3/12/2000 | \n", + "
| 2 | \n", + "3/13/2000 | \n", + "
| 3 | \n", + "3/11/2000 | \n", + "
| 4 | \n", + "3/12/2000 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " date value\n",
+ "0 3/10/2000 2\n",
+ "1 a/11/2000 3\n",
+ "2 3/12/2000 4"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "ParserError",
+ "evalue": "Unknown string format: a/11/2000",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
+ "File \u001b[0;32m/opt/homebrew/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py:2236\u001b[0m, in \u001b[0;36mobjects_to_datetime64ns\u001b[0;34m(data, dayfirst, yearfirst, utc, errors, require_iso8601, allow_object, allow_mixed)\u001b[0m\n\u001b[1;32m 2235\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 2236\u001b[0m values, tz_parsed \u001b[38;5;241m=\u001b[39m \u001b[43mconversion\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdatetime_to_datetime64\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mravel\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mK\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2237\u001b[0m \u001b[38;5;66;03m# If tzaware, these values represent unix timestamps, so we\u001b[39;00m\n\u001b[1;32m 2238\u001b[0m \u001b[38;5;66;03m# return them as i8 to distinguish from wall times\u001b[39;00m\n",
+ "File \u001b[0;32m/opt/homebrew/lib/python3.10/site-packages/pandas/_libs/tslibs/conversion.pyx:360\u001b[0m, in \u001b[0;36mpandas._libs.tslibs.conversion.datetime_to_datetime64\u001b[0;34m()\u001b[0m\n",
+ "\u001b[0;31mTypeError\u001b[0m: Unrecognized value type: | \n", + " | date | \n", + "value | \n", + "
|---|---|---|
| 0 | \n", + "3/10/2000 | \n", + "2 | \n", + "
| 1 | \n", + "a/11/2000 | \n", + "3 | \n", + "
| 2 | \n", + "3/12/2000 | \n", + "4 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " date value\n",
+ "0 3/10/2000 2\n",
+ "1 a/11/2000 3\n",
+ "2 3/12/2000 4"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df['date'] = pd.to_datetime(df['date'], errors='ignore')\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | date | \n", + "value | \n", + "
|---|---|---|
| 0 | \n", + "3/10/2000 | \n", + "2 | \n", + "
| 1 | \n", + "a/11/2000 | \n", + "3 | \n", + "
| 2 | \n", + "3/12/2000 | \n", + "4 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " date value\n",
+ "0 2000-03-10 2\n",
+ "1 NaT 3\n",
+ "2 2000-03-12 4"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df['date'] = pd.to_datetime(df['date'], errors='coerce')\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 2. Assemble a datetime from multiple columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.DataFrame({'year': [2015, 2016],\n",
+ " 'month': [2, 3],\n",
+ " 'day': [4, 5]})\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | date | \n", + "value | \n", + "
|---|---|---|
| 0 | \n", + "2000-03-10 | \n", + "2 | \n", + "
| 1 | \n", + "NaT | \n", + "3 | \n", + "
| 2 | \n", + "2000-03-12 | \n", + "4 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " year month day\n",
+ "0 2015 2 4\n",
+ "1 2016 3 5"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "df['date'] = pd.to_datetime(df)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | year | \n", + "month | \n", + "day | \n", + "
|---|---|---|---|
| 0 | \n", + "2015 | \n", + "2 | \n", + "4 | \n", + "
| 1 | \n", + "2016 | \n", + "3 | \n", + "5 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " year month day date\n",
+ "0 2015 2 4 2015-02-04\n",
+ "1 2016 3 5 2016-03-05"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 3. Get year, month and day"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.DataFrame({'name': ['Tom', 'Andy', 'Lucas'],\n",
+ " 'DoB': ['08-05-1997', '04-28-1996', '12-16-1995']})\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | year | \n", + "month | \n", + "day | \n", + "date | \n", + "
|---|---|---|---|---|
| 0 | \n", + "2015 | \n", + "2 | \n", + "4 | \n", + "2015-02-04 | \n", + "
| 1 | \n", + "2016 | \n", + "3 | \n", + "5 | \n", + "2016-03-05 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " name DoB\n",
+ "0 Tom 08-05-1997\n",
+ "1 Andy 04-28-1996\n",
+ "2 Lucas 12-16-1995"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "| \n", + " | name | \n", + "DoB | \n", + "
|---|---|---|
| 0 | \n", + "Tom | \n", + "08-05-1997 | \n", + "
| 1 | \n", + "Andy | \n", + "04-28-1996 | \n", + "
| 2 | \n", + "Lucas | \n", + "12-16-1995 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " name DoB year month day\n",
+ "0 Tom 1997-08-05 1997 8 5\n",
+ "1 Andy 1996-04-28 1996 4 28\n",
+ "2 Lucas 1995-12-16 1995 12 16"
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df['year']= df['DoB'].dt.year\n",
+ "df['month']= df['DoB'].dt.month\n",
+ "df['day']= df['DoB'].dt.day\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 4. Get the week of year, the day of week and leap year"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/var/folders/0n/nb074wzd4kl1nmdvkbdnpgym0000gn/T/ipykernel_11495/3969492849.py:1: FutureWarning: Series.dt.weekofyear and Series.dt.week have been deprecated. Please use Series.dt.isocalendar().week instead.\n",
+ " df['week_of_year'] = df['DoB'].dt.week\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | name | \n", + "DoB | \n", + "year | \n", + "month | \n", + "day | \n", + "
|---|---|---|---|---|---|
| 0 | \n", + "Tom | \n", + "1997-08-05 | \n", + "1997 | \n", + "8 | \n", + "5 | \n", + "
| 1 | \n", + "Andy | \n", + "1996-04-28 | \n", + "1996 | \n", + "4 | \n", + "28 | \n", + "
| 2 | \n", + "Lucas | \n", + "1995-12-16 | \n", + "1995 | \n", + "12 | \n", + "16 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " name DoB year month day week_of_year day_of_week is_leap_year\n",
+ "0 Tom 1997-08-05 1997 8 5 32 1 False\n",
+ "1 Andy 1996-04-28 1996 4 28 17 6 True\n",
+ "2 Lucas 1995-12-16 1995 12 16 50 5 False"
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df['week_of_year'] = df['DoB'].dt.week\n",
+ "df['day_of_week'] = df['DoB'].dt.dayofweek\n",
+ "df['is_leap_year'] = df['DoB'].dt.is_leap_year\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 1\n",
+ "1 6\n",
+ "2 5\n",
+ "Name: DoB, dtype: int64"
+ ]
+ },
+ "execution_count": 39,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df['DoB'].dt.weekday"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | name | \n", + "DoB | \n", + "year | \n", + "month | \n", + "day | \n", + "week_of_year | \n", + "day_of_week | \n", + "is_leap_year | \n", + "
|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "Tom | \n", + "1997-08-05 | \n", + "1997 | \n", + "8 | \n", + "5 | \n", + "32 | \n", + "1 | \n", + "False | \n", + "
| 1 | \n", + "Andy | \n", + "1996-04-28 | \n", + "1996 | \n", + "4 | \n", + "28 | \n", + "17 | \n", + "6 | \n", + "True | \n", + "
| 2 | \n", + "Lucas | \n", + "1995-12-16 | \n", + "1995 | \n", + "12 | \n", + "16 | \n", + "50 | \n", + "5 | \n", + "False | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " name DoB year month day week_of_year day_of_week \\\n",
+ "0 Tom 1997-08-05 1997 8 5 32 1 \n",
+ "1 Andy 1996-04-28 1996 4 28 17 6 \n",
+ "2 Lucas 1995-12-16 1995 12 16 50 5 \n",
+ "\n",
+ " is_leap_year day_of_week_name \n",
+ "0 False Tuesday \n",
+ "1 True Sunday \n",
+ "2 False Saturday "
+ ]
+ },
+ "execution_count": 40,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dw_mapping={\n",
+ " 0: 'Monday', \n",
+ " 1: 'Tuesday', \n",
+ " 2: 'Wednesday', \n",
+ " 3: 'Thursday', \n",
+ " 4: 'Friday',\n",
+ " 5: 'Saturday', \n",
+ " 6: 'Sunday'\n",
+ "} \n",
+ "df['day_of_week_name']=df['DoB'].dt.weekday.map(dw_mapping)\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 5. Get the age from the date of birth"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 26\n",
+ "1 27\n",
+ "2 28\n",
+ "Name: DoB, dtype: int64"
+ ]
+ },
+ "execution_count": 44,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pd.to_datetime('today').year - df['DoB'].dt.year"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 1997\n",
+ "1 1996\n",
+ "2 1995\n",
+ "Name: DoB, dtype: int64"
+ ]
+ },
+ "execution_count": 43,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | name | \n", + "DoB | \n", + "year | \n", + "month | \n", + "day | \n", + "week_of_year | \n", + "day_of_week | \n", + "is_leap_year | \n", + "day_of_week_name | \n", + "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "Tom | \n", + "1997-08-05 | \n", + "1997 | \n", + "8 | \n", + "5 | \n", + "32 | \n", + "1 | \n", + "False | \n", + "Tuesday | \n", + "
| 1 | \n", + "Andy | \n", + "1996-04-28 | \n", + "1996 | \n", + "4 | \n", + "28 | \n", + "17 | \n", + "6 | \n", + "True | \n", + "Sunday | \n", + "
| 2 | \n", + "Lucas | \n", + "1995-12-16 | \n", + "1995 | \n", + "12 | \n", + "16 | \n", + "50 | \n", + "5 | \n", + "False | \n", + "Saturday | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " name DoB year month day week_of_year day_of_week \\\n",
+ "0 Tom 1997-08-05 1997 8 5 32 1 \n",
+ "1 Andy 1996-04-28 1996 4 28 17 6 \n",
+ "2 Lucas 1995-12-16 1995 12 16 50 5 \n",
+ "\n",
+ " is_leap_year day_of_week_name age \n",
+ "0 False Tuesday 26 \n",
+ "1 True Sunday 27 \n",
+ "2 False Saturday 28 "
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "today = pd.to_datetime('today')\n",
+ "df['age'] = today.year - df['DoB'].dt.year\n",
+ "\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | name | \n", + "DoB | \n", + "year | \n", + "month | \n", + "day | \n", + "week_of_year | \n", + "day_of_week | \n", + "is_leap_year | \n", + "day_of_week_name | \n", + "age | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "Tom | \n", + "1997-08-05 | \n", + "1997 | \n", + "8 | \n", + "5 | \n", + "32 | \n", + "1 | \n", + "False | \n", + "Tuesday | \n", + "26 | \n", + "
| 1 | \n", + "Andy | \n", + "1996-04-28 | \n", + "1996 | \n", + "4 | \n", + "28 | \n", + "17 | \n", + "6 | \n", + "True | \n", + "Sunday | \n", + "27 | \n", + "
| 2 | \n", + "Lucas | \n", + "1995-12-16 | \n", + "1995 | \n", + "12 | \n", + "16 | \n", + "50 | \n", + "5 | \n", + "False | \n", + "Saturday | \n", + "28 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " name DoB year month day week_of_year day_of_week \\\n",
+ "0 Tom 1997-08-05 1997 8 5 32 1 \n",
+ "1 Andy 1996-04-28 1996 4 28 17 6 \n",
+ "2 Lucas 1995-12-16 1995 12 16 50 5 \n",
+ "\n",
+ " is_leap_year day_of_week_name age \n",
+ "0 False Tuesday 25 \n",
+ "1 True Sunday 26 \n",
+ "2 False Saturday 27 "
+ ]
+ },
+ "execution_count": 52,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Year difference\n",
+ "today = pd.to_datetime('today')\n",
+ "diff_y = today.year - df['DoB'].dt.year\n",
+ "\n",
+ "\n",
+ "# Haven't had birthday\n",
+ "b_md = df['DoB'].apply(lambda x: (x.month,x.day) )\n",
+ "no_birthday = b_md > (today.month,today.day)\n",
+ "\n",
+ "df['age'] = diff_y - no_birthday\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 True\n",
+ "1 True\n",
+ "2 True\n",
+ "Name: DoB, dtype: bool"
+ ]
+ },
+ "execution_count": 51,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "no_birthday"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 6. Improve performance by setting date column as the index "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "| \n", + " | name | \n", + "DoB | \n", + "year | \n", + "month | \n", + "day | \n", + "week_of_year | \n", + "day_of_week | \n", + "is_leap_year | \n", + "day_of_week_name | \n", + "age | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "Tom | \n", + "1997-08-05 | \n", + "1997 | \n", + "8 | \n", + "5 | \n", + "32 | \n", + "1 | \n", + "False | \n", + "Tuesday | \n", + "25 | \n", + "
| 1 | \n", + "Andy | \n", + "1996-04-28 | \n", + "1996 | \n", + "4 | \n", + "28 | \n", + "17 | \n", + "6 | \n", + "True | \n", + "Sunday | \n", + "26 | \n", + "
| 2 | \n", + "Lucas | \n", + "1995-12-16 | \n", + "1995 | \n", + "12 | \n", + "16 | \n", + "50 | \n", + "5 | \n", + "False | \n", + "Saturday | \n", + "27 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " num city\n",
+ "date \n",
+ "2015-01-01 09:00:00 4 London\n",
+ "2015-01-01 09:01:00 4 London\n",
+ "2015-01-01 09:02:00 3 London\n",
+ "2015-01-01 09:03:00 3 London\n",
+ "2015-01-01 09:04:00 3 London\n",
+ "... ... ...\n",
+ "2019-01-31 15:56:00 3 Cambridge\n",
+ "2019-01-31 15:57:00 3 Cambridge\n",
+ "2019-01-31 15:58:00 3 Cambridge\n",
+ "2019-01-31 15:59:00 3 Cambridge\n",
+ "2019-01-31 16:00:00 2 Cambridge\n",
+ "\n",
+ "[1795144 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 55,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 7. Select data with a specific year and perform aggregation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | num | \n", + "city | \n", + "
|---|---|---|
| date | \n", + "\n", + " | \n", + " |
| 2015-01-01 09:00:00 | \n", + "4 | \n", + "London | \n", + "
| 2015-01-01 09:01:00 | \n", + "4 | \n", + "London | \n", + "
| 2015-01-01 09:02:00 | \n", + "3 | \n", + "London | \n", + "
| 2015-01-01 09:03:00 | \n", + "3 | \n", + "London | \n", + "
| 2015-01-01 09:04:00 | \n", + "3 | \n", + "London | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "
| 2019-01-31 15:56:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2019-01-31 15:57:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2019-01-31 15:58:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2019-01-31 15:59:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2019-01-31 16:00:00 | \n", + "2 | \n", + "Cambridge | \n", + "
1795144 rows × 2 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " num city\n",
+ "date \n",
+ "2018-01-01 09:00:00 2 London\n",
+ "2018-01-01 09:01:00 1 London\n",
+ "2018-01-01 09:02:00 3 London\n",
+ "2018-01-01 09:03:00 3 London\n",
+ "2018-01-01 09:04:00 3 London\n",
+ "... ... ...\n",
+ "2018-12-31 15:56:00 4 Cambridge\n",
+ "2018-12-31 15:57:00 2 Cambridge\n",
+ "2018-12-31 15:58:00 3 Cambridge\n",
+ "2018-12-31 15:59:00 3 Cambridge\n",
+ "2018-12-31 16:00:00 2 Cambridge\n",
+ "\n",
+ "[439524 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 56,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc['2018']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1231190"
+ ]
+ },
+ "execution_count": 57,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc['2018','num'].sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/var/folders/0n/nb074wzd4kl1nmdvkbdnpgym0000gn/T/ipykernel_11495/1368259670.py:1: FutureWarning: Indexing a DataFrame with a datetimelike index using a single string to slice the rows, like `frame[string]`, is deprecated and will be removed in a future version. Use `frame.loc[string]` instead.\n",
+ " df['2018'].groupby('city').sum()\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | num | \n", + "city | \n", + "
|---|---|---|
| date | \n", + "\n", + " | \n", + " |
| 2018-01-01 09:00:00 | \n", + "2 | \n", + "London | \n", + "
| 2018-01-01 09:01:00 | \n", + "1 | \n", + "London | \n", + "
| 2018-01-01 09:02:00 | \n", + "3 | \n", + "London | \n", + "
| 2018-01-01 09:03:00 | \n", + "3 | \n", + "London | \n", + "
| 2018-01-01 09:04:00 | \n", + "3 | \n", + "London | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "
| 2018-12-31 15:56:00 | \n", + "4 | \n", + "Cambridge | \n", + "
| 2018-12-31 15:57:00 | \n", + "2 | \n", + "Cambridge | \n", + "
| 2018-12-31 15:58:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2018-12-31 15:59:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2018-12-31 16:00:00 | \n", + "2 | \n", + "Cambridge | \n", + "
439524 rows × 2 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " num\n",
+ "city \n",
+ "Cambridge 308428\n",
+ "Durham 307965\n",
+ "London 307431\n",
+ "Oxford 307366"
+ ]
+ },
+ "execution_count": 58,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df['2018'].groupby('city').sum()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 8. Select data with a specific month or a specific day of the month"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | num | \n", + "
|---|---|
| city | \n", + "\n", + " |
| Cambridge | \n", + "308428 | \n", + "
| Durham | \n", + "307965 | \n", + "
| London | \n", + "307431 | \n", + "
| Oxford | \n", + "307366 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " num city\n",
+ "date \n",
+ "2018-05-01 09:00:00 1 London\n",
+ "2018-05-01 09:01:00 4 London\n",
+ "2018-05-01 09:02:00 3 London\n",
+ "2018-05-01 09:03:00 2 London\n",
+ "2018-05-01 09:04:00 3 London\n",
+ "... ... ...\n",
+ "2018-05-31 15:56:00 3 Cambridge\n",
+ "2018-05-31 15:57:00 4 Cambridge\n",
+ "2018-05-31 15:58:00 2 Cambridge\n",
+ "2018-05-31 15:59:00 3 Cambridge\n",
+ "2018-05-31 16:00:00 3 Cambridge\n",
+ "\n",
+ "[38732 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 59,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc['2018-5']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | num | \n", + "city | \n", + "
|---|---|---|
| date | \n", + "\n", + " | \n", + " |
| 2018-05-01 09:00:00 | \n", + "1 | \n", + "London | \n", + "
| 2018-05-01 09:01:00 | \n", + "4 | \n", + "London | \n", + "
| 2018-05-01 09:02:00 | \n", + "3 | \n", + "London | \n", + "
| 2018-05-01 09:03:00 | \n", + "2 | \n", + "London | \n", + "
| 2018-05-01 09:04:00 | \n", + "3 | \n", + "London | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "
| 2018-05-31 15:56:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2018-05-31 15:57:00 | \n", + "4 | \n", + "Cambridge | \n", + "
| 2018-05-31 15:58:00 | \n", + "2 | \n", + "Cambridge | \n", + "
| 2018-05-31 15:59:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2018-05-31 16:00:00 | \n", + "3 | \n", + "Cambridge | \n", + "
38732 rows × 2 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " num city\n",
+ "date \n",
+ "2018-05-01 09:00:00 1 London\n",
+ "2018-05-01 09:01:00 4 London\n",
+ "2018-05-01 09:02:00 3 London\n",
+ "2018-05-01 09:03:00 2 London\n",
+ "2018-05-01 09:04:00 3 London\n",
+ "... ... ...\n",
+ "2018-05-01 15:56:00 2 Cambridge\n",
+ "2018-05-01 15:57:00 3 Cambridge\n",
+ "2018-05-01 15:58:00 3 Cambridge\n",
+ "2018-05-01 15:59:00 3 Cambridge\n",
+ "2018-05-01 16:00:00 1 Cambridge\n",
+ "\n",
+ "[1684 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 60,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc['2018-5-1']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cond = df.index.month==3"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([False, False, False, ..., False, False, False])"
+ ]
+ },
+ "execution_count": 66,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cond"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | num | \n", + "city | \n", + "
|---|---|---|
| date | \n", + "\n", + " | \n", + " |
| 2018-05-01 09:00:00 | \n", + "1 | \n", + "London | \n", + "
| 2018-05-01 09:01:00 | \n", + "4 | \n", + "London | \n", + "
| 2018-05-01 09:02:00 | \n", + "3 | \n", + "London | \n", + "
| 2018-05-01 09:03:00 | \n", + "2 | \n", + "London | \n", + "
| 2018-05-01 09:04:00 | \n", + "3 | \n", + "London | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "
| 2018-05-01 15:56:00 | \n", + "2 | \n", + "Cambridge | \n", + "
| 2018-05-01 15:57:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2018-05-01 15:58:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2018-05-01 15:59:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2018-05-01 16:00:00 | \n", + "1 | \n", + "Cambridge | \n", + "
1684 rows × 2 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " num city\n",
+ "date \n",
+ "2015-03-02 09:00:00 1 London\n",
+ "2015-03-02 09:01:00 3 London\n",
+ "2015-03-02 09:02:00 2 London\n",
+ "2015-03-02 09:03:00 3 London\n",
+ "2015-03-02 09:04:00 1 London\n",
+ "... ... ...\n",
+ "2018-03-30 15:56:00 4 Cambridge\n",
+ "2018-03-30 15:57:00 1 Cambridge\n",
+ "2018-03-30 15:58:00 3 Cambridge\n",
+ "2018-03-30 15:59:00 3 Cambridge\n",
+ "2018-03-30 16:00:00 4 Cambridge\n",
+ "\n",
+ "[151560 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 67,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[cond]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | num | \n", + "city | \n", + "
|---|---|---|
| date | \n", + "\n", + " | \n", + " |
| 2015-03-02 09:00:00 | \n", + "1 | \n", + "London | \n", + "
| 2015-03-02 09:01:00 | \n", + "3 | \n", + "London | \n", + "
| 2015-03-02 09:02:00 | \n", + "2 | \n", + "London | \n", + "
| 2015-03-02 09:03:00 | \n", + "3 | \n", + "London | \n", + "
| 2015-03-02 09:04:00 | \n", + "1 | \n", + "London | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "
| 2018-03-30 15:56:00 | \n", + "4 | \n", + "Cambridge | \n", + "
| 2018-03-30 15:57:00 | \n", + "1 | \n", + "Cambridge | \n", + "
| 2018-03-30 15:58:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2018-03-30 15:59:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2018-03-30 16:00:00 | \n", + "4 | \n", + "Cambridge | \n", + "
151560 rows × 2 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " num city\n",
+ "date \n",
+ "2015-02-02 09:00:00 4 London\n",
+ "2015-02-02 09:01:00 3 London\n",
+ "2015-02-02 09:02:00 3 London\n",
+ "2015-02-02 09:03:00 2 London\n",
+ "2015-02-02 09:04:00 1 London\n",
+ "... ... ...\n",
+ "2018-02-28 15:56:00 4 Cambridge\n",
+ "2018-02-28 15:57:00 3 Cambridge\n",
+ "2018-02-28 15:58:00 4 Cambridge\n",
+ "2018-02-28 15:59:00 4 Cambridge\n",
+ "2018-02-28 16:00:00 4 Cambridge\n",
+ "\n",
+ "[136404 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 61,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cond = df.index.month==2\n",
+ "df[cond]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 9. Select data between two dates"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/var/folders/0n/nb074wzd4kl1nmdvkbdnpgym0000gn/T/ipykernel_11495/380412996.py:1: FutureWarning: Value based partial slicing on non-monotonic DatetimeIndexes with non-existing keys is deprecated and will raise a KeyError in a future Version.\n",
+ " df.loc['2016' : '2018']\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | num | \n", + "city | \n", + "
|---|---|---|
| date | \n", + "\n", + " | \n", + " |
| 2015-02-02 09:00:00 | \n", + "4 | \n", + "London | \n", + "
| 2015-02-02 09:01:00 | \n", + "3 | \n", + "London | \n", + "
| 2015-02-02 09:02:00 | \n", + "3 | \n", + "London | \n", + "
| 2015-02-02 09:03:00 | \n", + "2 | \n", + "London | \n", + "
| 2015-02-02 09:04:00 | \n", + "1 | \n", + "London | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "
| 2018-02-28 15:56:00 | \n", + "4 | \n", + "Cambridge | \n", + "
| 2018-02-28 15:57:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2018-02-28 15:58:00 | \n", + "4 | \n", + "Cambridge | \n", + "
| 2018-02-28 15:59:00 | \n", + "4 | \n", + "Cambridge | \n", + "
| 2018-02-28 16:00:00 | \n", + "4 | \n", + "Cambridge | \n", + "
136404 rows × 2 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " num city\n",
+ "date \n",
+ "2016-01-01 09:00:00 4 London\n",
+ "2016-01-01 09:01:00 3 London\n",
+ "2016-01-01 09:02:00 4 London\n",
+ "2016-01-01 09:03:00 4 London\n",
+ "2016-01-01 09:04:00 2 London\n",
+ "... ... ...\n",
+ "2018-12-31 15:56:00 4 Cambridge\n",
+ "2018-12-31 15:57:00 2 Cambridge\n",
+ "2018-12-31 15:58:00 3 Cambridge\n",
+ "2018-12-31 15:59:00 3 Cambridge\n",
+ "2018-12-31 16:00:00 2 Cambridge\n",
+ "\n",
+ "[1316888 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 62,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc['2016' : '2018']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | num | \n", + "city | \n", + "
|---|---|---|
| date | \n", + "\n", + " | \n", + " |
| 2016-01-01 09:00:00 | \n", + "4 | \n", + "London | \n", + "
| 2016-01-01 09:01:00 | \n", + "3 | \n", + "London | \n", + "
| 2016-01-01 09:02:00 | \n", + "4 | \n", + "London | \n", + "
| 2016-01-01 09:03:00 | \n", + "4 | \n", + "London | \n", + "
| 2016-01-01 09:04:00 | \n", + "2 | \n", + "London | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "
| 2018-12-31 15:56:00 | \n", + "4 | \n", + "Cambridge | \n", + "
| 2018-12-31 15:57:00 | \n", + "2 | \n", + "Cambridge | \n", + "
| 2018-12-31 15:58:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2018-12-31 15:59:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2018-12-31 16:00:00 | \n", + "2 | \n", + "Cambridge | \n", + "
1316888 rows × 2 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " num city\n",
+ "date \n",
+ "2018-05-02 10:00:00 2 London\n",
+ "2018-05-02 10:01:00 3 London\n",
+ "2018-05-02 10:02:00 4 London\n",
+ "2018-05-02 10:03:00 4 London\n",
+ "2018-05-02 10:04:00 4 London\n",
+ "... ... ...\n",
+ "2018-05-02 11:55:00 3 Cambridge\n",
+ "2018-05-02 11:56:00 3 Cambridge\n",
+ "2018-05-02 11:57:00 4 Cambridge\n",
+ "2018-05-02 11:58:00 4 Cambridge\n",
+ "2018-05-02 11:59:00 1 Cambridge\n",
+ "\n",
+ "[480 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 63,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc['2018-5-2 10' : '2018-5-2 11' ]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df.loc['2018-5-2 10:30' : '2018-5-2 10:45' ]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df.between_time('10:30','10:45')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df['rolling_sum_backfilled'] = df['rolling_sum'].fillna(method='backfill')\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "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": "3.10.6"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Tutorials/Python_Data_Engineering/5. Python for Data Engineering/5.2 Working with file formats.ipynb b/Tutorials/Python_Data_Engineering/5. Python for Data Engineering/5.2 Working with file formats.ipynb
new file mode 100644
index 0000000000..4c5939dac3
--- /dev/null
+++ b/Tutorials/Python_Data_Engineering/5. Python for Data Engineering/5.2 Working with file formats.ipynb
@@ -0,0 +1,1333 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "be858957",
+ "metadata": {},
+ "source": [
+ "### | \n", + " | num | \n", + "city | \n", + "
|---|---|---|
| date | \n", + "\n", + " | \n", + " |
| 2018-05-02 10:00:00 | \n", + "2 | \n", + "London | \n", + "
| 2018-05-02 10:01:00 | \n", + "3 | \n", + "London | \n", + "
| 2018-05-02 10:02:00 | \n", + "4 | \n", + "London | \n", + "
| 2018-05-02 10:03:00 | \n", + "4 | \n", + "London | \n", + "
| 2018-05-02 10:04:00 | \n", + "4 | \n", + "London | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "
| 2018-05-02 11:55:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2018-05-02 11:56:00 | \n", + "3 | \n", + "Cambridge | \n", + "
| 2018-05-02 11:57:00 | \n", + "4 | \n", + "Cambridge | \n", + "
| 2018-05-02 11:58:00 | \n", + "4 | \n", + "Cambridge | \n", + "
| 2018-05-02 11:59:00 | \n", + "1 | \n", + "Cambridge | \n", + "
480 rows × 2 columns
\n", + " Working with different file formats
\n",
+ "\n",
+ "\n",
+ "\n",
+ "- JSON (java script object notation)\n",
+ "- CSV (Command Seperated Values)\n",
+ "- Excel\n",
+ "- Avro\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "db1ec6af",
+ "metadata": {},
+ "source": [
+ "### Data comes in various forms\n",
+ "\n",
+ "![](\"images/data_gen.jpeg\")
\n",
+ "\n",
+ "As a data person you will deal with various type of data and it's important to learn how to handle these file formats "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "96639378",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "## Working in JSON files\n",
+ "\n",
+ "***\n",
+ "Since its inception, JSON has quickly become the de facto standard for information exchange. \n",
+ "\n",
+ "Chances are you’re here because you need to transport some data from here to there. Perhaps you’re gathering information through an API or storing your data in a document database. \n",
+ "\n",
+ "One way or another, you’re up to your neck in JSON, and you’ve got to Python your way out.\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4945d9c7",
+ "metadata": {},
+ "source": [
+ "## A (Very) Brief History of JSON\n",
+ "\n",
+ "JSON stangs for JavaScript Object Notation was inspired by a subset of the JavaScript programming language dealing with object literal syntax. \n",
+ "\n",
+ "Ultimately, the community at large adopted JSON because it’s easy for both humans and machines to create and understand."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "fa222af9",
+ "metadata": {},
+ "source": [
+ "### Look, it’s JSON!\n",
+ "```\n",
+ "{\n",
+ " \"firstName\": \"Jane\",\n",
+ " \"lastName\": \"Doe\",\n",
+ " \"hobbies\": [\"running\", \"sky diving\", \"singing\"],\n",
+ " \"age\": 35,\n",
+ " \"children\": [\n",
+ " {\n",
+ " \"firstName\": \"Alice\",\n",
+ " \"age\": 6\n",
+ " },\n",
+ " {\n",
+ " \"firstName\": \"Bob\",\n",
+ " \"age\": 8\n",
+ " }\n",
+ " ]\n",
+ "}\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ceafc60f",
+ "metadata": {},
+ "source": [
+ "### Does this look similar to something?\n",
+ "\n",
+ "YES! Python **dictionary!**"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7ff0b925",
+ "metadata": {},
+ "source": [
+ "### Writing JSON files"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "19cba507",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import json"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "481ec6f9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data = {\n",
+ " \"president\": {\n",
+ " \"name\": \"Zaphod Beeblebrox\",\n",
+ " \"species\": \"Betelgeusian\"\n",
+ " }\n",
+ "}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "8cd43843",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open(\"data_file.json\", \"w\") as write_file:\n",
+ " json.dump(data, write_file)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "040a25a4",
+ "metadata": {},
+ "source": [
+ " Note that `dump()` takes two positional arguments:\n",
+ " 1. the data object to be serialized, and\n",
+ " 2. the file-like object to which the bytes will be written."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9ae9f99b",
+ "metadata": {},
+ "source": [
+ "### Reading JSON files"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "60eade2e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open(\"data_file.json\", \"r\") as read_file:\n",
+ " data = json.load(read_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "cbb6e862",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "dict"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "type(data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "3a6c5f06",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'president': {'name': 'Zaphod Beeblebrox', 'species': 'Betelgeusian'}}"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4880e5c1",
+ "metadata": {},
+ "source": [
+ "### You can also read JSON as DataFrame in Pandas"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "3448afbd",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " Courses Discount\n",
+ "Index0 Pandas 1200\n",
+ "Index1 Hadoop 1500\n",
+ "Index2 Spark 1800\n"
+ ]
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "\n",
+ "jsonStr = '''{\"Index0\":{\"Courses\": \"Pandas\",\"Discount\": \"1200\"},\n",
+ " \"Index1\":{\"Courses\": \"Hadoop\",\"Discount\": \"1500\"},\n",
+ " \"Index2\":{\"Courses\": \"Spark\",\"Discount\": \"1800\"}\n",
+ " }'''\n",
+ "\n",
+ "# Convert JSON to DataFrame Using read_json()\n",
+ "df2 = pd.read_json(jsonStr, orient ='index')\n",
+ "print(df2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0097b560",
+ "metadata": {},
+ "source": [
+ "### Convert Dict To DF"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "06bceead",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'name': 'Zaphod Beeblebrox', 'species': 'Betelgeusian'}"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data['president']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "84371c6d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "\n",
+ "df3 = pd.DataFrame.from_dict(data, orient ='index')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "9522c07e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " name species\n",
+ "president Zaphod Beeblebrox Betelgeusian"
+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "140b0503",
+ "metadata": {},
+ "source": [
+ "## Working with CSV files"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ee495711",
+ "metadata": {},
+ "source": [
+ "A CSV file (Comma Separated Values file) is a type of plain text file that uses specific structuring to arrange tabular data. \n",
+ "\n",
+ "It’s a plain text file that has data separated by commas!\n",
+ "\n",
+ "```\n",
+ "column 1 name,column 2 name, column 3 name\n",
+ "first row data 1,first row data 2,first row data 3\n",
+ "second row data 1,second row data 2,second row data 3\n",
+ "...\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "id": "40170091",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.read_csv('data/hrdata.csv', index_col='Name')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "e4c610f8",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | name | \n", + "species | \n", + "
|---|---|---|
| president | \n", + "Zaphod Beeblebrox | \n", + "Betelgeusian | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Hire Date Salary Sick Days remaining\n",
+ "Name \n",
+ "Graham Chapman 03/15/14 50000.0 10\n",
+ "John Cleese 06/01/15 65000.0 8\n",
+ "Eric Idle 05/12/14 45000.0 10\n",
+ "Terry Jones 11/01/13 70000.0 3\n",
+ "Terry Gilliam 08/12/14 48000.0 7"
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "35cb4247",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.read_csv('data/hrdata.csv', index_col='Name', parse_dates=['Hire Date'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "4997f3a3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | Hire Date | \n", + "Salary | \n", + "Sick Days remaining | \n", + "
|---|---|---|---|
| Name | \n", + "\n", + " | \n", + " | \n", + " |
| Graham Chapman | \n", + "03/15/14 | \n", + "50000.0 | \n", + "10 | \n", + "
| John Cleese | \n", + "06/01/15 | \n", + "65000.0 | \n", + "8 | \n", + "
| Eric Idle | \n", + "05/12/14 | \n", + "45000.0 | \n", + "10 | \n", + "
| Terry Jones | \n", + "11/01/13 | \n", + "70000.0 | \n", + "3 | \n", + "
| Terry Gilliam | \n", + "08/12/14 | \n", + "48000.0 | \n", + "7 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Hire Date Salary Sick Days remaining\n",
+ "Name \n",
+ "Graham Chapman 2014-03-15 50000.0 10\n",
+ "John Cleese 2015-06-01 65000.0 8\n",
+ "Eric Idle 2014-05-12 45000.0 10\n",
+ "Terry Jones 2013-11-01 70000.0 3\n",
+ "Terry Gilliam 2014-08-12 48000.0 7\n",
+ "Michael Palin 2013-05-23 66000.0 8"
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9ceed2cb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df.to_csv('data/hrdata_modified.csv')`"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "86e220c9",
+ "metadata": {},
+ "source": [
+ "## Working with Excel Files"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "160f022f",
+ "metadata": {},
+ "source": [
+ "Excel spreadsheets are one of those things you might have to deal with at some point. Either it’s because your boss loves them or because marketing needs them, and you might have to learn how to work with spreadsheets.\n",
+ "\n",
+ "Many companies still prefer using Excel files for their data storage and analysis, as a data expert you should know how to handle these files programatically!\n",
+ "\n",
+ "To work with Excel files we have package in python `openpyxl`"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "id": "d8954655",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Requirement already satisfied: openpyxl in /opt/homebrew/lib/python3.10/site-packages (3.0.10)\n",
+ "Requirement already satisfied: et-xmlfile in /opt/homebrew/lib/python3.10/site-packages (from openpyxl) (1.1.0)\n",
+ "\n",
+ "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip available: \u001b[0m\u001b[31;49m22.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.0\u001b[0m\n",
+ "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3.10 -m pip install --upgrade pip\u001b[0m\n",
+ "Note: you may need to restart the kernel to use updated packages.\n"
+ ]
+ }
+ ],
+ "source": [
+ "pip install openpyxl"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5007e215",
+ "metadata": {},
+ "source": [
+ "### Basics of Excel\n",
+ "\n",
+ "| \n", + " | Hire Date | \n", + "Salary | \n", + "Sick Days remaining | \n", + "
|---|---|---|---|
| Name | \n", + "\n", + " | \n", + " | \n", + " |
| Graham Chapman | \n", + "2014-03-15 | \n", + "50000.0 | \n", + "10 | \n", + "
| John Cleese | \n", + "2015-06-01 | \n", + "65000.0 | \n", + "8 | \n", + "
| Eric Idle | \n", + "2014-05-12 | \n", + "45000.0 | \n", + "10 | \n", + "
| Terry Jones | \n", + "2013-11-01 | \n", + "70000.0 | \n", + "3 | \n", + "
| Terry Gilliam | \n", + "2014-08-12 | \n", + "48000.0 | \n", + "7 | \n", + "
| Michael Palin | \n", + "2013-05-23 | \n", + "66000.0 | \n", + "8 | \n", + "
![](\"images/excel.png\")
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "37ea8610",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from openpyxl import Workbook\n",
+ "\n",
+ "workbook = Workbook()\n",
+ "sheet = workbook.active\n",
+ "\n",
+ "sheet[\"A1\"] = \"hello\"\n",
+ "sheet[\"B1\"] = \"world!\"\n",
+ "\n",
+ "workbook.save(filename=\"hello_world.xlsx\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "id": "f417c6ce",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['Sheet 1']"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#Reading excel file\n",
+ "\n",
+ "from openpyxl import load_workbook\n",
+ "workbook = load_workbook(filename=\"data/sample-xlsx-file.xlsx\")\n",
+ "workbook.sheetnames\n",
+ "['Sheet 1']\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "6576d18c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sheet = workbook.active"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "id": "e897bf90",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Name Email Date Of Birth Salary \\\n",
+ "0 Rajeev Singh rajeev@example.com 1992-07-21 1500000 \n",
+ "1 John Doe john@example.com 1965-01-13 1300000 \n",
+ "2 Jack Sparrow jack@example.com 1986-12-19 1000000 \n",
+ "3 Steven Cook steven@example.com 1994-05-04 1200000 \n",
+ "\n",
+ " Department \n",
+ "0 Software Engineering \n",
+ "1 Sales \n",
+ "2 HR \n",
+ "3 Marketing "
+ ]
+ },
+ "execution_count": 53,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "excel_df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "id": "1042994b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "excel_df.to_excel('data/sample-xlsx-file-modifeid.xlsx')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "aad8c3c2",
+ "metadata": {},
+ "source": [
+ "## Working with AVRO"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e58db039",
+ "metadata": {},
+ "source": [
+ "Apache Avro is a data serialization format. We can store data as `.avro` files on disk. \n",
+ "\n",
+ "Avro files are typically used with Spark but Spark is completely independent of Avro.\n",
+ "\n",
+ "Avro is a row-based format that is suitable for evolving data schemas. One benefit of using Avro is that schema and metadata travels with the data.\n",
+ "\n",
+ "If you have an .avro file, you have the schema of the data as well. \n",
+ "\n",
+ "The Apache Avro Specification provides easy-to-read yet detailed information."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "id": "78034bbc",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Requirement already satisfied: avro-python3 in /opt/homebrew/lib/python3.10/site-packages (1.10.2)\n",
+ "\n",
+ "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip available: \u001b[0m\u001b[31;49m22.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.0\u001b[0m\n",
+ "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3.10 -m pip install --upgrade pip\u001b[0m\n",
+ "Note: you may need to restart the kernel to use updated packages.\n"
+ ]
+ }
+ ],
+ "source": [
+ "pip install avro-python3"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "8fefc748",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Python 3 with `avro-python3` package available\n",
+ "import copy\n",
+ "import json\n",
+ "import avro\n",
+ "from avro.datafile import DataFileWriter, DataFileReader\n",
+ "from avro.io import DatumWriter, DatumReader"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "id": "f0b82b8f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "# Note that we combined namespace and name to get \"full name\"\n",
+ "schema = {\n",
+ " 'name': 'avro.example.User',\n",
+ " 'type': 'record',\n",
+ " 'fields': [\n",
+ " {'name': 'name', 'type': 'string'},\n",
+ " {'name': 'age', 'type': 'int'}\n",
+ " ]\n",
+ "}\n",
+ "\n",
+ "# Parse the schema so we can use it to write the data\n",
+ "schema_parsed = avro.schema.Parse(json.dumps(schema))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "id": "cd70674d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "| \n", + " | Name | \n", + "Date Of Birth | \n", + "Salary | \n", + "Department | \n", + "|
|---|---|---|---|---|---|
| 0 | \n", + "Rajeev Singh | \n", + "rajeev@example.com | \n", + "1992-07-21 | \n", + "1500000 | \n", + "Software Engineering | \n", + "
| 1 | \n", + "John Doe | \n", + "john@example.com | \n", + "1965-01-13 | \n", + "1300000 | \n", + "Sales | \n", + "
| 2 | \n", + "Jack Sparrow | \n", + "jack@example.com | \n", + "1986-12-19 | \n", + "1000000 | \n", + "HR | \n", + "
| 3 | \n", + "Steven Cook | \n", + "steven@example.com | \n", + "1994-05-04 | \n", + "1200000 | \n", + "Marketing | \n", + "