Code/Styling pandas.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import libraries\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<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",
       "      <th>E</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-1.264053</td>\n",
       "      <td>1.527905</td>\n",
       "      <td>-0.970711</td>\n",
       "      <td>0.470560</td>\n",
       "      <td>-0.100697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.303793</td>\n",
       "      <td>-1.725962</td>\n",
       "      <td>1.585095</td>\n",
       "      <td>0.134297</td>\n",
       "      <td>-1.106855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.578226</td>\n",
       "      <td>0.107498</td>\n",
       "      <td>-0.764048</td>\n",
       "      <td>-0.775189</td>\n",
       "      <td>1.383847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.760385</td>\n",
       "      <td>-0.285646</td>\n",
       "      <td>0.538367</td>\n",
       "      <td>-2.083897</td>\n",
       "      <td>0.937782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.005778</td>\n",
       "      <td>-0.467479</td>\n",
       "      <td>-0.423015</td>\n",
       "      <td>1.064482</td>\n",
       "      <td>-2.903368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.616890</td>\n",
       "      <td>1.425510</td>\n",
       "      <td>-0.664755</td>\n",
       "      <td>0.985018</td>\n",
       "      <td>-1.700465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-1.100144</td>\n",
       "      <td>-1.315644</td>\n",
       "      <td>0.810501</td>\n",
       "      <td>-1.044778</td>\n",
       "      <td>-0.689229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.852757</td>\n",
       "      <td>1.113472</td>\n",
       "      <td>-1.921170</td>\n",
       "      <td>-0.701402</td>\n",
       "      <td>0.849088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.050700</td>\n",
       "      <td>-0.536874</td>\n",
       "      <td>-0.029193</td>\n",
       "      <td>1.394056</td>\n",
       "      <td>-0.397867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1.019127</td>\n",
       "      <td>1.898881</td>\n",
       "      <td>-0.354850</td>\n",
       "      <td>-0.387016</td>\n",
       "      <td>-1.927305</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          A         B         C         D         E\n",
       "0 -1.264053  1.527905 -0.970711  0.470560 -0.100697\n",
       "1  0.303793 -1.725962  1.585095  0.134297 -1.106855\n",
       "2  1.578226  0.107498 -0.764048 -0.775189  1.383847\n",
       "3  0.760385 -0.285646  0.538367 -2.083897  0.937782\n",
       "4 -0.005778 -0.467479 -0.423015  1.064482 -2.903368\n",
       "5  1.616890  1.425510 -0.664755  0.985018 -1.700465\n",
       "6 -1.100144 -1.315644  0.810501 -1.044778 -0.689229\n",
       "7 -0.852757  1.113472 -1.921170 -0.701402  0.849088\n",
       "8  1.050700 -0.536874 -0.029193  1.394056 -0.397867\n",
       "9  1.019127  1.898881 -0.354850 -0.387016 -1.927305"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate and display dataframe\n",
    "np.random.seed(30)\n",
    "df = pd.DataFrame(np.random.randn(10, 5), columns=list('ABCDE'))\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "        <th class=\"blank level0\" ></th> \n",
       "        <th class=\"col_heading level0 col0\" >A</th> \n",
       "        <th class=\"col_heading level0 col1\" >B</th> \n",
       "        <th class=\"col_heading level0 col2\" >C</th> \n",
       "        <th class=\"col_heading level0 col3\" >D</th> \n",
       "        <th class=\"col_heading level0 col4\" >E</th> \n",
       "    </tr></thead> \n",
       "<tbody>    <tr> \n",
       "        <th id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139level0_row0\" class=\"row_heading level0 row0\" >0</th> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row0_col0\" class=\"data row0 col0\" >-1.26405</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row0_col1\" class=\"data row0 col1\" >1.52791</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row0_col2\" class=\"data row0 col2\" >-0.970711</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row0_col3\" class=\"data row0 col3\" >0.47056</td> \n",
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       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row1_col0\" class=\"data row1 col0\" >0.303793</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row1_col1\" class=\"data row1 col1\" >-1.72596</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row1_col2\" class=\"data row1 col2\" >1.5851</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row1_col3\" class=\"data row1 col3\" >0.134297</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row1_col4\" class=\"data row1 col4\" >-1.10686</td> \n",
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       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row2_col4\" class=\"data row2 col4\" >1.38385</td> \n",
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       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row3_col0\" class=\"data row3 col0\" >0.760385</td> \n",
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       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row3_col2\" class=\"data row3 col2\" >0.538367</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row3_col3\" class=\"data row3 col3\" >-2.0839</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row3_col4\" class=\"data row3 col4\" >0.937782</td> \n",
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       "        <th id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139level0_row4\" class=\"row_heading level0 row4\" >4</th> \n",
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       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row4_col3\" class=\"data row4 col3\" >1.06448</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row4_col4\" class=\"data row4 col4\" >-2.90337</td> \n",
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       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row5_col1\" class=\"data row5 col1\" >1.42551</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row5_col2\" class=\"data row5 col2\" >-0.664755</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row5_col3\" class=\"data row5 col3\" >0.985018</td> \n",
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       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row6_col2\" class=\"data row6 col2\" >0.810501</td> \n",
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       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row6_col4\" class=\"data row6 col4\" >-0.689229</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139level0_row7\" class=\"row_heading level0 row7\" >7</th> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row7_col0\" class=\"data row7 col0\" >-0.852757</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row7_col1\" class=\"data row7 col1\" >1.11347</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row7_col2\" class=\"data row7 col2\" >-1.92117</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row7_col3\" class=\"data row7 col3\" >-0.701402</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row7_col4\" class=\"data row7 col4\" >0.849088</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139level0_row8\" class=\"row_heading level0 row8\" >8</th> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row8_col0\" class=\"data row8 col0\" >1.0507</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row8_col1\" class=\"data row8 col1\" >-0.536874</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row8_col2\" class=\"data row8 col2\" >-0.0291927</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row8_col3\" class=\"data row8 col3\" >1.39406</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row8_col4\" class=\"data row8 col4\" >-0.397867</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139level0_row9\" class=\"row_heading level0 row9\" >9</th> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row9_col0\" class=\"data row9 col0\" >1.01913</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row9_col1\" class=\"data row9 col1\" >1.89888</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row9_col2\" class=\"data row9 col2\" >-0.35485</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row9_col3\" class=\"data row9 col3\" >-0.387016</td> \n",
       "        <td id=\"T_5aba8d6c_4be5_11ea_9342_74e6e243b139row9_col4\" class=\"data row9 col4\" >-1.92731</td> \n",
       "    </tr></tbody> \n",
       "</table> "
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x29e0166a470>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create heatmap using seaborn's style gradient\n",
    "hm = sns.light_palette('green',as_cmap = True )\n",
    "style = df.style.background_gradient(cmap = hm)\n",
    "style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style>  \n",
       "<table id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139\" ><caption>Pandas Styling</caption> \n",
       "<thead>    <tr> \n",
       "        <th class=\"blank level0\" ></th> \n",
       "        <th class=\"col_heading level0 col0\" >A</th> \n",
       "        <th class=\"col_heading level0 col1\" >B</th> \n",
       "        <th class=\"col_heading level0 col2\" >C</th> \n",
       "        <th class=\"col_heading level0 col3\" >D</th> \n",
       "        <th class=\"col_heading level0 col4\" >E</th> \n",
       "    </tr></thead> \n",
       "<tbody>    <tr> \n",
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       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row0_col0\" class=\"data row0 col0\" >-1.26405</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row0_col1\" class=\"data row0 col1\" >1.52791</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row0_col2\" class=\"data row0 col2\" >-0.970711</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row0_col3\" class=\"data row0 col3\" >0.47056</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row0_col4\" class=\"data row0 col4\" >-0.100697</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139level0_row1\" class=\"row_heading level0 row1\" >1</th> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row1_col0\" class=\"data row1 col0\" >0.303793</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row1_col1\" class=\"data row1 col1\" >-1.72596</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row1_col2\" class=\"data row1 col2\" >1.5851</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row1_col3\" class=\"data row1 col3\" >0.134297</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row1_col4\" class=\"data row1 col4\" >-1.10686</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139level0_row2\" class=\"row_heading level0 row2\" >2</th> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row2_col0\" class=\"data row2 col0\" >1.57823</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row2_col1\" class=\"data row2 col1\" >0.107498</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row2_col2\" class=\"data row2 col2\" >-0.764048</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row2_col3\" class=\"data row2 col3\" >-0.775189</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row2_col4\" class=\"data row2 col4\" >1.38385</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139level0_row3\" class=\"row_heading level0 row3\" >3</th> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row3_col0\" class=\"data row3 col0\" >0.760385</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row3_col1\" class=\"data row3 col1\" >-0.285646</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row3_col2\" class=\"data row3 col2\" >0.538367</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row3_col3\" class=\"data row3 col3\" >-2.0839</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row3_col4\" class=\"data row3 col4\" >0.937782</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139level0_row4\" class=\"row_heading level0 row4\" >4</th> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row4_col0\" class=\"data row4 col0\" >-0.005778</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row4_col1\" class=\"data row4 col1\" >-0.467479</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row4_col2\" class=\"data row4 col2\" >-0.423015</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row4_col3\" class=\"data row4 col3\" >1.06448</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row4_col4\" class=\"data row4 col4\" >-2.90337</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139level0_row5\" class=\"row_heading level0 row5\" >5</th> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row5_col0\" class=\"data row5 col0\" >1.61689</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row5_col1\" class=\"data row5 col1\" >1.42551</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row5_col2\" class=\"data row5 col2\" >-0.664755</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row5_col3\" class=\"data row5 col3\" >0.985018</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row5_col4\" class=\"data row5 col4\" >-1.70047</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139level0_row6\" class=\"row_heading level0 row6\" >6</th> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row6_col0\" class=\"data row6 col0\" >-1.10014</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row6_col1\" class=\"data row6 col1\" >-1.31564</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row6_col2\" class=\"data row6 col2\" >0.810501</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row6_col3\" class=\"data row6 col3\" >-1.04478</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row6_col4\" class=\"data row6 col4\" >-0.689229</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139level0_row7\" class=\"row_heading level0 row7\" >7</th> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row7_col0\" class=\"data row7 col0\" >-0.852757</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row7_col1\" class=\"data row7 col1\" >1.11347</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row7_col2\" class=\"data row7 col2\" >-1.92117</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row7_col3\" class=\"data row7 col3\" >-0.701402</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row7_col4\" class=\"data row7 col4\" >0.849088</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139level0_row8\" class=\"row_heading level0 row8\" >8</th> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row8_col0\" class=\"data row8 col0\" >1.0507</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row8_col1\" class=\"data row8 col1\" >-0.536874</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row8_col2\" class=\"data row8 col2\" >-0.0291927</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row8_col3\" class=\"data row8 col3\" >1.39406</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row8_col4\" class=\"data row8 col4\" >-0.397867</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139level0_row9\" class=\"row_heading level0 row9\" >9</th> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row9_col0\" class=\"data row9 col0\" >1.01913</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row9_col1\" class=\"data row9 col1\" >1.89888</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row9_col2\" class=\"data row9 col2\" >-0.35485</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row9_col3\" class=\"data row9 col3\" >-0.387016</td> \n",
       "        <td id=\"T_61075a4a_4be5_11ea_a69e_74e6e243b139row9_col4\" class=\"data row9 col4\" >-1.92731</td> \n",
       "    </tr></tbody> \n",
       "</table> "
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x29e0166a2e8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.style.set_caption(\"Pandas Styling\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
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       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row5_col1 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 86.9%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row5_col2 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 35.8%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row5_col3 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 88.2%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row5_col4 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 28.1%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row6_col0 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 5.7%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row6_col1 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 11.3%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row6_col2 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 77.9%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row6_col3 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 29.9%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row6_col4 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 51.6%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row7_col0 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 14.3%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row7_col1 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 78.3%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row7_col2 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row7_col3 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 39.8%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row7_col4 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 87.5%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row8_col0 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 80.3%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row8_col1 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 32.8%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row8_col2 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 54.0%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row8_col3 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 100.0%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row8_col4 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 58.4%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row9_col0 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 79.3%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row9_col1 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 100.0%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row9_col2 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 44.7%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row9_col3 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 48.8%, transparent 0%);\n",
       "        }    #T_9d7d38f4_4be6_11ea_8623_74e6e243b139row9_col4 {\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 22.8%, transparent 0%);\n",
       "        }</style>  \n",
       "<table id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139\" > \n",
       "<thead>    <tr> \n",
       "        <th class=\"blank level0\" ></th> \n",
       "        <th class=\"col_heading level0 col0\" >A</th> \n",
       "        <th class=\"col_heading level0 col1\" >B</th> \n",
       "        <th class=\"col_heading level0 col2\" >C</th> \n",
       "        <th class=\"col_heading level0 col3\" >D</th> \n",
       "        <th class=\"col_heading level0 col4\" >E</th> \n",
       "    </tr></thead> \n",
       "<tbody>    <tr> \n",
       "        <th id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139level0_row0\" class=\"row_heading level0 row0\" >0</th> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row0_col0\" class=\"data row0 col0\" >-1.26405</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row0_col1\" class=\"data row0 col1\" >1.52791</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row0_col2\" class=\"data row0 col2\" >-0.970711</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row0_col3\" class=\"data row0 col3\" >0.47056</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row0_col4\" class=\"data row0 col4\" >-0.100697</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139level0_row1\" class=\"row_heading level0 row1\" >1</th> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row1_col0\" class=\"data row1 col0\" >0.303793</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row1_col1\" class=\"data row1 col1\" >-1.72596</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row1_col2\" class=\"data row1 col2\" >1.5851</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row1_col3\" class=\"data row1 col3\" >0.134297</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row1_col4\" class=\"data row1 col4\" >-1.10686</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139level0_row2\" class=\"row_heading level0 row2\" >2</th> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row2_col0\" class=\"data row2 col0\" >1.57823</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row2_col1\" class=\"data row2 col1\" >0.107498</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row2_col2\" class=\"data row2 col2\" >-0.764048</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row2_col3\" class=\"data row2 col3\" >-0.775189</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row2_col4\" class=\"data row2 col4\" >1.38385</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139level0_row3\" class=\"row_heading level0 row3\" >3</th> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row3_col0\" class=\"data row3 col0\" >0.760385</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row3_col1\" class=\"data row3 col1\" >-0.285646</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row3_col2\" class=\"data row3 col2\" >0.538367</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row3_col3\" class=\"data row3 col3\" >-2.0839</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row3_col4\" class=\"data row3 col4\" >0.937782</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139level0_row4\" class=\"row_heading level0 row4\" >4</th> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row4_col0\" class=\"data row4 col0\" >-0.005778</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row4_col1\" class=\"data row4 col1\" >-0.467479</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row4_col2\" class=\"data row4 col2\" >-0.423015</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row4_col3\" class=\"data row4 col3\" >1.06448</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row4_col4\" class=\"data row4 col4\" >-2.90337</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139level0_row5\" class=\"row_heading level0 row5\" >5</th> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row5_col0\" class=\"data row5 col0\" >1.61689</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row5_col1\" class=\"data row5 col1\" >1.42551</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row5_col2\" class=\"data row5 col2\" >-0.664755</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row5_col3\" class=\"data row5 col3\" >0.985018</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row5_col4\" class=\"data row5 col4\" >-1.70047</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139level0_row6\" class=\"row_heading level0 row6\" >6</th> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row6_col0\" class=\"data row6 col0\" >-1.10014</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row6_col1\" class=\"data row6 col1\" >-1.31564</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row6_col2\" class=\"data row6 col2\" >0.810501</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row6_col3\" class=\"data row6 col3\" >-1.04478</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row6_col4\" class=\"data row6 col4\" >-0.689229</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139level0_row7\" class=\"row_heading level0 row7\" >7</th> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row7_col0\" class=\"data row7 col0\" >-0.852757</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row7_col1\" class=\"data row7 col1\" >1.11347</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row7_col2\" class=\"data row7 col2\" >-1.92117</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row7_col3\" class=\"data row7 col3\" >-0.701402</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row7_col4\" class=\"data row7 col4\" >0.849088</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139level0_row8\" class=\"row_heading level0 row8\" >8</th> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row8_col0\" class=\"data row8 col0\" >1.0507</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row8_col1\" class=\"data row8 col1\" >-0.536874</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row8_col2\" class=\"data row8 col2\" >-0.0291927</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row8_col3\" class=\"data row8 col3\" >1.39406</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row8_col4\" class=\"data row8 col4\" >-0.397867</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139level0_row9\" class=\"row_heading level0 row9\" >9</th> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row9_col0\" class=\"data row9 col0\" >1.01913</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row9_col1\" class=\"data row9 col1\" >1.89888</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row9_col2\" class=\"data row9 col2\" >-0.35485</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row9_col3\" class=\"data row9 col3\" >-0.387016</td> \n",
       "        <td id=\"T_9d7d38f4_4be6_11ea_8623_74e6e243b139row9_col4\" class=\"data row9 col4\" >-1.92731</td> \n",
       "    </tr></tbody> \n",
       "</table> "
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x29e0166a320>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.style.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}