Plotyly and Cufflinks.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import the basic libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import the necessary the libraries for Drawing of the Maps\n",
    "#import plotly.plotly as py #depricated \n",
    "\n",
    "import plotly.graph_objs as go "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.9.0\n"
     ]
    }
   ],
   "source": [
    "#check the version installation\n",
    "from plotly import __version__\n",
    "print(__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#get the necessary module and run it\n",
    "import chart_studio.plotly as py "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cufflinks as cf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-2.12.1.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "init_notebook_mode(connected=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-2.12.1.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cf.go_offline()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#creating a data frame\n",
    "df1=pd.DataFrame(np.random.randn(100,4),columns=['a','b','c','d'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "      <th>d</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.012399</td>\n",
       "      <td>-0.414926</td>\n",
       "      <td>-1.303187</td>\n",
       "      <td>1.247197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.157253</td>\n",
       "      <td>-0.104435</td>\n",
       "      <td>1.373617</td>\n",
       "      <td>-0.555439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.275243</td>\n",
       "      <td>1.814794</td>\n",
       "      <td>-1.083417</td>\n",
       "      <td>-1.251190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.816313</td>\n",
       "      <td>-0.666081</td>\n",
       "      <td>-1.129017</td>\n",
       "      <td>0.224028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-2.282533</td>\n",
       "      <td>0.088245</td>\n",
       "      <td>0.805280</td>\n",
       "      <td>-1.589456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>-1.992452</td>\n",
       "      <td>-0.637900</td>\n",
       "      <td>-0.098289</td>\n",
       "      <td>1.048395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>1.011916</td>\n",
       "      <td>-0.293192</td>\n",
       "      <td>-0.636680</td>\n",
       "      <td>0.261068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.219164</td>\n",
       "      <td>0.944984</td>\n",
       "      <td>1.316297</td>\n",
       "      <td>1.432124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0.263524</td>\n",
       "      <td>1.574173</td>\n",
       "      <td>0.402739</td>\n",
       "      <td>-0.018047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>0.144900</td>\n",
       "      <td>0.614574</td>\n",
       "      <td>-0.562892</td>\n",
       "      <td>0.487476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           a         b         c         d\n",
       "0  -0.012399 -0.414926 -1.303187  1.247197\n",
       "1   2.157253 -0.104435  1.373617 -0.555439\n",
       "2   0.275243  1.814794 -1.083417 -1.251190\n",
       "3  -0.816313 -0.666081 -1.129017  0.224028\n",
       "4  -2.282533  0.088245  0.805280 -1.589456\n",
       "..       ...       ...       ...       ...\n",
       "95 -1.992452 -0.637900 -0.098289  1.048395\n",
       "96  1.011916 -0.293192 -0.636680  0.261068\n",
       "97  0.219164  0.944984  1.316297  1.432124\n",
       "98  0.263524  1.574173  0.402739 -0.018047\n",
       "99  0.144900  0.614574 -0.562892  0.487476\n",
       "\n",
       "[100 rows x 4 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2=pd.DataFrame({'cat':['a','b','c'],\n",
    "                  'values':[32,43,50]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cat</th>\n",
       "      <th>values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>a</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>b</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>c</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  cat  values\n",
       "0   a      32\n",
       "1   b      43\n",
       "2   c      50"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#testing normal plot vs iplot\n",
    "#normal plot\n",
    "df1.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
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        "linkText": "Export to plot.ly",
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    "#iplot\n",
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       "     name  marks\n",
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       "   place  city  cnt\n",
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   "source": [
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