Plotly y Cufflinks para análisis de datos.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotly y Cufflinks para análisis de datos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import cufflinks as cf\n",
    "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {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-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {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-latest.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)\n",
    "cf.go_offline()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>0.788996</td>\n",
       "      <td>-0.121393</td>\n",
       "      <td>0.044775</td>\n",
       "      <td>-0.717716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.079511</td>\n",
       "      <td>0.171360</td>\n",
       "      <td>-0.781344</td>\n",
       "      <td>1.245013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.341249</td>\n",
       "      <td>-0.651563</td>\n",
       "      <td>1.822705</td>\n",
       "      <td>0.495189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.017611</td>\n",
       "      <td>-0.198821</td>\n",
       "      <td>-1.724048</td>\n",
       "      <td>-1.687728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.201182</td>\n",
       "      <td>-0.384225</td>\n",
       "      <td>0.324220</td>\n",
       "      <td>2.171168</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>-0.336166</td>\n",
       "      <td>-0.435825</td>\n",
       "      <td>-0.190277</td>\n",
       "      <td>0.773668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.826831</td>\n",
       "      <td>0.118047</td>\n",
       "      <td>-0.623124</td>\n",
       "      <td>-0.601222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>-1.814332</td>\n",
       "      <td>-0.547165</td>\n",
       "      <td>-1.387923</td>\n",
       "      <td>-1.001114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>-0.599875</td>\n",
       "      <td>0.488196</td>\n",
       "      <td>1.219001</td>\n",
       "      <td>0.737129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>-0.486781</td>\n",
       "      <td>-0.661128</td>\n",
       "      <td>0.946658</td>\n",
       "      <td>-1.939261</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           a         b         c         d\n",
       "0   0.788996 -0.121393  0.044775 -0.717716\n",
       "1  -0.079511  0.171360 -0.781344  1.245013\n",
       "2  -0.341249 -0.651563  1.822705  0.495189\n",
       "3  -1.017611 -0.198821 -1.724048 -1.687728\n",
       "4   2.201182 -0.384225  0.324220  2.171168\n",
       "..       ...       ...       ...       ...\n",
       "95 -0.336166 -0.435825 -0.190277  0.773668\n",
       "96  0.826831  0.118047 -0.623124 -0.601222\n",
       "97 -1.814332 -0.547165 -1.387923 -1.001114\n",
       "98 -0.599875  0.488196  1.219001  0.737129\n",
       "99 -0.486781 -0.661128  0.946658 -1.939261\n",
       "\n",
       "[100 rows x 4 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe = pd.DataFrame(np.random.randn(100,4),columns=['a','b','c','d'])\n",
    "dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a22494950>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataframe.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
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