Plotly and Cuff links.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7099b985",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a16478e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.9.0\n"
     ]
    }
   ],
   "source": [
    "from plotly import __version__\n",
    "print(__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ad54b472",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cufflinks as cf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "08bc6b04",
   "metadata": {},
   "outputs": [],
   "source": [
    "from plotly.offline import download_plotlyjs,init_notebook_mode,plot,iplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9502895d",
   "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": 6,
   "id": "4d195e44",
   "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()# Use cufflinks offline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "98a9e76c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data \n",
    "df = pd.DataFrame(np.random.randn(100,4),columns=\"A B C D\".split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c41c30d3",
   "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>0.644621</td>\n",
       "      <td>-0.221608</td>\n",
       "      <td>0.701298</td>\n",
       "      <td>0.771069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.407822</td>\n",
       "      <td>1.715855</td>\n",
       "      <td>0.131129</td>\n",
       "      <td>-0.086733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.276587</td>\n",
       "      <td>-0.623774</td>\n",
       "      <td>-0.681397</td>\n",
       "      <td>-0.929228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.104567</td>\n",
       "      <td>1.717182</td>\n",
       "      <td>0.762627</td>\n",
       "      <td>-0.087227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.083241</td>\n",
       "      <td>-0.196812</td>\n",
       "      <td>1.881057</td>\n",
       "      <td>-1.835409</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          A         B         C         D\n",
       "0  0.644621 -0.221608  0.701298  0.771069\n",
       "1  0.407822  1.715855  0.131129 -0.086733\n",
       "2 -0.276587 -0.623774 -0.681397 -0.929228\n",
       "3  0.104567  1.717182  0.762627 -0.087227\n",
       "4  0.083241 -0.196812  1.881057 -1.835409"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b836c815",
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = pd.DataFrame({'Category':['A','B','C'],'Values':[32,43,50]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e1ea305d",
   "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>Category</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": [
       "  Category  Values\n",
       "0        A      32\n",
       "1        B      43\n",
       "2        C      50"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3430894d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0fea5855",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": true
       },
       "data": [
        {
         "line": {
          "color": "rgba(255, 153, 51, 1.0)",
          "dash": "solid",
          "shape": "linear",
          "width": 1.3
         },
         "mode": "lines",
         "name": "A",
         "text": "",
         "type": "scatter",
         "x": [
          0,
          1,
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         ],
         "y": [
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          1.583409055253283,
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   "source": [
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   "execution_count": 14,
   "id": "4d6e8a4e",
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