{
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "### Load packages"
      ],
      "metadata": {
        "id": "utSDkGUL101i"
      },
      "id": "utSDkGUL101i"
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "id": "34299990-bd58-4fe9-99fe-15d4b6796106",
      "metadata": {
        "id": "34299990-bd58-4fe9-99fe-15d4b6796106",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "08b365f9-4076-4762-d913-a66f4721ee7e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": []
        }
      ],
      "source": [
        "!pip install datasets\n",
        "!pip install datatrove\n",
        "import datasets\n",
        "import json\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "from sklearn.feature_extraction.text import TfidfTransformer\n",
        "from sklearn.feature_extraction.text import TfidfVectorizer\n",
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "from datatrove.pipeline.readers import ParquetReader"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "703c7781-0a33-41dc-8da9-2fa034483cad",
      "metadata": {
        "id": "703c7781-0a33-41dc-8da9-2fa034483cad"
      },
      "source": [
        "## Methodology\n",
        "\n",
        "In order to measure bias in the dataset, we consider the following simple [TF-IDF](https://en.wikipedia.org/wiki/Tf%E2%80%93idf) based approach. The idea is that the specificity of a term -- in our case, how `biased` it is -- can be quantified as an inverse function of the number of documents in which it occurs.\n",
        "\n",
        "Given a dataset and terms for a subpopulation (gender) of interest:\n",
        "1. Evaluate Inverse Document Frequencies on the full dataset\n",
        "2. Compute the average TF-IDF vectors for the dataset for a given subpopulation (gender)\n",
        "3. Sort the terms by variance to see words that are much more likely to appear specifically for a given subpopulation\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "7c837c65-987f-45cf-b18d-fc7836894372",
      "metadata": {
        "id": "7c837c65-987f-45cf-b18d-fc7836894372"
      },
      "source": [
        "### Load Fineweb\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "id": "dbd19018",
      "metadata": {
        "id": "dbd19018"
      },
      "outputs": [],
      "source": [
        "# NOTE this is just a sample to be runnable in colab!! Remove limit=10000 if using in a place with more RAM.\n",
        "data_reader = ParquetReader(\"hf://datasets/HuggingFaceFW/fineweb/sample/10BT\", progress=True, limit=10000)\n",
        "corpus = map(lambda doc: doc.text, data_reader())"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Compute frequencies"
      ],
      "metadata": {
        "id": "eBj1TtiW2C-6"
      },
      "id": "eBj1TtiW2C-6"
    },
    {
      "cell_type": "code",
      "source": [
        "# Step 1: get document frequencies for the dataset\n",
        "vectorizer = TfidfVectorizer(max_df=0.95, min_df=2, stop_words='english')\n",
        "full_tfidf = vectorizer.fit_transform(corpus)\n",
        "tfidf_feature_names = np.array(vectorizer.get_feature_names_out())\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fOi2tMVr7ORS",
        "outputId": "ea085db2-a7e4-4038-9f0b-2264905d13dc"
      },
      "id": "fOi2tMVr7ORS",
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "  0%|          | 0/10000 [00:00<?, ?it/s]\u001b[32m2024-05-31 01:37:47.091\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mdatatrove.pipeline.readers.base\u001b[0m:\u001b[36mread_files_shard\u001b[0m:\u001b[36m193\u001b[0m - \u001b[1mReading input file 000_00000.parquet\u001b[0m\n",
            "100%|██████████| 10000/10000 [00:05<00:00, 1726.34it/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Bias analysis: Gender tf-idf"
      ],
      "metadata": {
        "id": "aqIybwilj0KH"
      },
      "id": "aqIybwilj0KH"
    },
    {
      "cell_type": "code",
      "source": [
        "# Step 2: get average TF-IDF vectors **for each gender**\n",
        "woman_docs = map(lambda doc: doc.text, filter(lambda doc: \"woman\" in doc.text.split(), data_reader()))\n",
        "man_docs = map(lambda doc: doc.text, filter(lambda doc: \"man\" in doc.text.split(), data_reader()))\n",
        "tfidf_by_gender = {}\n",
        "tfidf_by_gender[\"man\"] = np.asarray(vectorizer.transform(man_docs).mean(axis=0))[0]\n",
        "tfidf_by_gender[\"woman\"] = np.asarray(vectorizer.transform(woman_docs).mean(axis=0))[0]"
      ],
      "metadata": {
        "id": "d-Na79jvczt0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7950a99f-7e32-4057-df87-2665433873de"
      },
      "id": "d-Na79jvczt0",
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "  0%|          | 0/10000 [00:00<?, ?it/s]\u001b[32m2024-05-31 01:37:53.349\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mdatatrove.pipeline.readers.base\u001b[0m:\u001b[36mread_files_shard\u001b[0m:\u001b[36m193\u001b[0m - \u001b[1mReading input file 000_00000.parquet\u001b[0m\n",
            "100%|██████████| 10000/10000 [00:02<00:00, 3546.68it/s]\n",
            "  0%|          | 0/10000 [00:00<?, ?it/s]\u001b[32m2024-05-31 01:37:56.196\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mdatatrove.pipeline.readers.base\u001b[0m:\u001b[36mread_files_shard\u001b[0m:\u001b[36m193\u001b[0m - \u001b[1mReading input file 000_00000.parquet\u001b[0m\n",
            "100%|██████████| 10000/10000 [00:01<00:00, 5873.86it/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Step 3: for each term, compute the variance across genders\n",
        "all_tfidf = np.array(list(tfidf_by_gender.values()))\n",
        "tf_idf_var = all_tfidf - all_tfidf.sum(axis=0, keepdims=True)\n",
        "tf_idf_var = np.power((tf_idf_var * tf_idf_var).sum(axis=0), 0.5)\n",
        "sort_by_variance = tf_idf_var.argsort()[::-1]"
      ],
      "metadata": {
        "id": "D0sbbLyWw2CZ"
      },
      "id": "D0sbbLyWw2CZ",
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "id": "03393fe5-2a92-451a-bd08-6a27a6239097",
      "metadata": {
        "id": "03393fe5-2a92-451a-bd08-6a27a6239097"
      },
      "outputs": [],
      "source": [
        "# Create the data structure for the visualization,\n",
        "# showing the highest variance words for each gender,\n",
        "# and how they deviate from the mean\n",
        "pre_pandas_lines = [\n",
        "    {\n",
        "        \"word\": tfidf_feature_names[w],\n",
        "        \"man\": all_tfidf[0, w],\n",
        "        \"woman\": all_tfidf[1, w],\n",
        "        \"man+\": all_tfidf[0, w] - all_tfidf[:, w].mean(),\n",
        "        \"woman+\": all_tfidf[1, w] - all_tfidf[:, w].mean(),\n",
        "        \"variance\": tf_idf_var[w],\n",
        "        \"total\": all_tfidf[:, w].sum(),\n",
        "    }\n",
        "    for w in sort_by_variance[:50]\n",
        "]"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Results"
      ],
      "metadata": {
        "id": "IhJC-iT91smy"
      },
      "id": "IhJC-iT91smy"
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot\n",
        "df = pd.DataFrame.from_dict(pre_pandas_lines)\n",
        "df.style.background_gradient(\n",
        "    axis=None,\n",
        "    vmin=0,\n",
        "    vmax=0.2,\n",
        "    cmap=\"YlGnBu\"\n",
        ").format(precision=2)"
      ],
      "metadata": {
        "id": "LDLjFa6HdMWe",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "145ad65f-f7f5-4692-9d78-4eb238ac5fcf"
      },
      "id": "LDLjFa6HdMWe",
      "execution_count": 9,
      "outputs": [
        {
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              "#T_2accb_row11_col2, #T_2accb_row14_col2, #T_2accb_row16_col1, #T_2accb_row18_col2, #T_2accb_row19_col1, #T_2accb_row22_col1, #T_2accb_row25_col2, #T_2accb_row26_col1, #T_2accb_row27_col2, #T_2accb_row28_col2, #T_2accb_row36_col2, #T_2accb_row47_col5, #T_2accb_row48_col5, #T_2accb_row49_col5 {\n",
              "  background-color: #f6fbc5;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2accb_row11_col6, #T_2accb_row12_col6 {\n",
              "  background-color: #e7f6b1;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2accb_row12_col1, #T_2accb_row15_col1, #T_2accb_row17_col1, #T_2accb_row19_col2, #T_2accb_row20_col1, #T_2accb_row20_col2, #T_2accb_row22_col2, #T_2accb_row24_col2, #T_2accb_row29_col2, #T_2accb_row41_col5, #T_2accb_row42_col5, #T_2accb_row43_col5, #T_2accb_row44_col5, #T_2accb_row45_col5, #T_2accb_row46_col5 {\n",
              "  background-color: #f5fbc4;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2accb_row12_col2, #T_2accb_row16_col2, #T_2accb_row21_col2, #T_2accb_row36_col5 {\n",
              "  background-color: #f4fbc1;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2accb_row18_col5, #T_2accb_row19_col5, #T_2accb_row20_col5, #T_2accb_row21_col5, #T_2accb_row41_col6, #T_2accb_row42_col6, #T_2accb_row43_col6, #T_2accb_row44_col6, #T_2accb_row45_col6, #T_2accb_row46_col6 {\n",
              "  background-color: #f1fabb;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2accb_row19_col6, #T_2accb_row20_col6, #T_2accb_row21_col6 {\n",
              "  background-color: #eaf7b1;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2accb_row22_col5, #T_2accb_row23_col5, #T_2accb_row24_col5, #T_2accb_row25_col5, #T_2accb_row47_col6, #T_2accb_row49_col6 {\n",
              "  background-color: #f2fabc;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2accb_row22_col6 {\n",
              "  background-color: #ecf7b1;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2accb_row23_col6, #T_2accb_row24_col6, #T_2accb_row25_col6, #T_2accb_row26_col6 {\n",
              "  background-color: #edf8b1;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2accb_row24_col1, #T_2accb_row25_col1, #T_2accb_row26_col2, #T_2accb_row30_col2, #T_2accb_row31_col2, #T_2accb_row33_col2, #T_2accb_row34_col1, #T_2accb_row40_col2 {\n",
              "  background-color: #f7fcc6;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2accb_row27_col6, #T_2accb_row28_col6, #T_2accb_row29_col6, #T_2accb_row30_col6 {\n",
              "  background-color: #eef8b3;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2accb_row36_col1, #T_2accb_row39_col1, #T_2accb_row42_col1, #T_2accb_row45_col1, #T_2accb_row46_col2, #T_2accb_row47_col2 {\n",
              "  background-color: #f9fdcb;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2accb_row40_col1, #T_2accb_row44_col1, #T_2accb_row49_col1 {\n",
              "  background-color: #f9fdcc;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2accb_row48_col1 {\n",
              "  background-color: #fafdce;\n",
              "  color: #000000;\n",
              "}\n",
              "</style>\n",
              "<table id=\"T_2accb\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"blank level0\" >&nbsp;</th>\n",
              "      <th id=\"T_2accb_level0_col0\" class=\"col_heading level0 col0\" >word</th>\n",
              "      <th id=\"T_2accb_level0_col1\" class=\"col_heading level0 col1\" >man</th>\n",
              "      <th id=\"T_2accb_level0_col2\" class=\"col_heading level0 col2\" >woman</th>\n",
              "      <th id=\"T_2accb_level0_col3\" class=\"col_heading level0 col3\" >man+</th>\n",
              "      <th id=\"T_2accb_level0_col4\" class=\"col_heading level0 col4\" >woman+</th>\n",
              "      <th id=\"T_2accb_level0_col5\" class=\"col_heading level0 col5\" >variance</th>\n",
              "      <th id=\"T_2accb_level0_col6\" class=\"col_heading level0 col6\" >total</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "      <td id=\"T_2accb_row0_col0\" class=\"data row0 col0\" >man</td>\n",
              "      <td id=\"T_2accb_row0_col1\" class=\"data row0 col1\" >0.05</td>\n",
              "      <td id=\"T_2accb_row0_col2\" class=\"data row0 col2\" >0.02</td>\n",
              "      <td id=\"T_2accb_row0_col3\" class=\"data row0 col3\" >0.02</td>\n",
              "      <td id=\"T_2accb_row0_col4\" class=\"data row0 col4\" >-0.02</td>\n",
              "      <td id=\"T_2accb_row0_col5\" class=\"data row0 col5\" >0.06</td>\n",
              "      <td id=\"T_2accb_row0_col6\" class=\"data row0 col6\" >0.07</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "      <td id=\"T_2accb_row1_col0\" class=\"data row1 col0\" >woman</td>\n",
              "      <td id=\"T_2accb_row1_col1\" class=\"data row1 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row1_col2\" class=\"data row1 col2\" >0.06</td>\n",
              "      <td id=\"T_2accb_row1_col3\" class=\"data row1 col3\" >-0.02</td>\n",
              "      <td id=\"T_2accb_row1_col4\" class=\"data row1 col4\" >0.02</td>\n",
              "      <td id=\"T_2accb_row1_col5\" class=\"data row1 col5\" >0.06</td>\n",
              "      <td id=\"T_2accb_row1_col6\" class=\"data row1 col6\" >0.07</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "      <td id=\"T_2accb_row2_col0\" class=\"data row2 col0\" >said</td>\n",
              "      <td id=\"T_2accb_row2_col1\" class=\"data row2 col1\" >0.03</td>\n",
              "      <td id=\"T_2accb_row2_col2\" class=\"data row2 col2\" >0.03</td>\n",
              "      <td id=\"T_2accb_row2_col3\" class=\"data row2 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row2_col4\" class=\"data row2 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row2_col5\" class=\"data row2 col5\" >0.04</td>\n",
              "      <td id=\"T_2accb_row2_col6\" class=\"data row2 col6\" >0.06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "      <td id=\"T_2accb_row3_col0\" class=\"data row3 col0\" >like</td>\n",
              "      <td id=\"T_2accb_row3_col1\" class=\"data row3 col1\" >0.02</td>\n",
              "      <td id=\"T_2accb_row3_col2\" class=\"data row3 col2\" >0.02</td>\n",
              "      <td id=\"T_2accb_row3_col3\" class=\"data row3 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row3_col4\" class=\"data row3 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row3_col5\" class=\"data row3 col5\" >0.03</td>\n",
              "      <td id=\"T_2accb_row3_col6\" class=\"data row3 col6\" >0.05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
              "      <td id=\"T_2accb_row4_col0\" class=\"data row4 col0\" >women</td>\n",
              "      <td id=\"T_2accb_row4_col1\" class=\"data row4 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row4_col2\" class=\"data row4 col2\" >0.03</td>\n",
              "      <td id=\"T_2accb_row4_col3\" class=\"data row4 col3\" >-0.01</td>\n",
              "      <td id=\"T_2accb_row4_col4\" class=\"data row4 col4\" >0.01</td>\n",
              "      <td id=\"T_2accb_row4_col5\" class=\"data row4 col5\" >0.03</td>\n",
              "      <td id=\"T_2accb_row4_col6\" class=\"data row4 col6\" >0.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
              "      <td id=\"T_2accb_row5_col0\" class=\"data row5 col0\" >just</td>\n",
              "      <td id=\"T_2accb_row5_col1\" class=\"data row5 col1\" >0.02</td>\n",
              "      <td id=\"T_2accb_row5_col2\" class=\"data row5 col2\" >0.02</td>\n",
              "      <td id=\"T_2accb_row5_col3\" class=\"data row5 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row5_col4\" class=\"data row5 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row5_col5\" class=\"data row5 col5\" >0.03</td>\n",
              "      <td id=\"T_2accb_row5_col6\" class=\"data row5 col6\" >0.05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
              "      <td id=\"T_2accb_row6_col0\" class=\"data row6 col0\" >time</td>\n",
              "      <td id=\"T_2accb_row6_col1\" class=\"data row6 col1\" >0.02</td>\n",
              "      <td id=\"T_2accb_row6_col2\" class=\"data row6 col2\" >0.02</td>\n",
              "      <td id=\"T_2accb_row6_col3\" class=\"data row6 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row6_col4\" class=\"data row6 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row6_col5\" class=\"data row6 col5\" >0.03</td>\n",
              "      <td id=\"T_2accb_row6_col6\" class=\"data row6 col6\" >0.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
              "      <td id=\"T_2accb_row7_col0\" class=\"data row7 col0\" >people</td>\n",
              "      <td id=\"T_2accb_row7_col1\" class=\"data row7 col1\" >0.02</td>\n",
              "      <td id=\"T_2accb_row7_col2\" class=\"data row7 col2\" >0.02</td>\n",
              "      <td id=\"T_2accb_row7_col3\" class=\"data row7 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row7_col4\" class=\"data row7 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row7_col5\" class=\"data row7 col5\" >0.03</td>\n",
              "      <td id=\"T_2accb_row7_col6\" class=\"data row7 col6\" >0.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
              "      <td id=\"T_2accb_row8_col0\" class=\"data row8 col0\" >life</td>\n",
              "      <td id=\"T_2accb_row8_col1\" class=\"data row8 col1\" >0.02</td>\n",
              "      <td id=\"T_2accb_row8_col2\" class=\"data row8 col2\" >0.02</td>\n",
              "      <td id=\"T_2accb_row8_col3\" class=\"data row8 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row8_col4\" class=\"data row8 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row8_col5\" class=\"data row8 col5\" >0.03</td>\n",
              "      <td id=\"T_2accb_row8_col6\" class=\"data row8 col6\" >0.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
              "      <td id=\"T_2accb_row9_col0\" class=\"data row9 col0\" >love</td>\n",
              "      <td id=\"T_2accb_row9_col1\" class=\"data row9 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row9_col2\" class=\"data row9 col2\" >0.02</td>\n",
              "      <td id=\"T_2accb_row9_col3\" class=\"data row9 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row9_col4\" class=\"data row9 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row9_col5\" class=\"data row9 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row9_col6\" class=\"data row9 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
              "      <td id=\"T_2accb_row10_col0\" class=\"data row10 col0\" >know</td>\n",
              "      <td id=\"T_2accb_row10_col1\" class=\"data row10 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row10_col2\" class=\"data row10 col2\" >0.02</td>\n",
              "      <td id=\"T_2accb_row10_col3\" class=\"data row10 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row10_col4\" class=\"data row10 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row10_col5\" class=\"data row10 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row10_col6\" class=\"data row10 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
              "      <td id=\"T_2accb_row11_col0\" class=\"data row11 col0\" >men</td>\n",
              "      <td id=\"T_2accb_row11_col1\" class=\"data row11 col1\" >0.02</td>\n",
              "      <td id=\"T_2accb_row11_col2\" class=\"data row11 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row11_col3\" class=\"data row11 col3\" >0.00</td>\n",
              "      <td id=\"T_2accb_row11_col4\" class=\"data row11 col4\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row11_col5\" class=\"data row11 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row11_col6\" class=\"data row11 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
              "      <td id=\"T_2accb_row12_col0\" class=\"data row12 col0\" >don</td>\n",
              "      <td id=\"T_2accb_row12_col1\" class=\"data row12 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row12_col2\" class=\"data row12 col2\" >0.02</td>\n",
              "      <td id=\"T_2accb_row12_col3\" class=\"data row12 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row12_col4\" class=\"data row12 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row12_col5\" class=\"data row12 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row12_col6\" class=\"data row12 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
              "      <td id=\"T_2accb_row13_col0\" class=\"data row13 col0\" >god</td>\n",
              "      <td id=\"T_2accb_row13_col1\" class=\"data row13 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row13_col2\" class=\"data row13 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row13_col3\" class=\"data row13 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row13_col4\" class=\"data row13 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row13_col5\" class=\"data row13 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row13_col6\" class=\"data row13 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
              "      <td id=\"T_2accb_row14_col0\" class=\"data row14 col0\" >police</td>\n",
              "      <td id=\"T_2accb_row14_col1\" class=\"data row14 col1\" >0.02</td>\n",
              "      <td id=\"T_2accb_row14_col2\" class=\"data row14 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row14_col3\" class=\"data row14 col3\" >0.00</td>\n",
              "      <td id=\"T_2accb_row14_col4\" class=\"data row14 col4\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row14_col5\" class=\"data row14 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row14_col6\" class=\"data row14 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
              "      <td id=\"T_2accb_row15_col0\" class=\"data row15 col0\" >day</td>\n",
              "      <td id=\"T_2accb_row15_col1\" class=\"data row15 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row15_col2\" class=\"data row15 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row15_col3\" class=\"data row15 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row15_col4\" class=\"data row15 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row15_col5\" class=\"data row15 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row15_col6\" class=\"data row15 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
              "      <td id=\"T_2accb_row16_col0\" class=\"data row16 col0\" >way</td>\n",
              "      <td id=\"T_2accb_row16_col1\" class=\"data row16 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row16_col2\" class=\"data row16 col2\" >0.02</td>\n",
              "      <td id=\"T_2accb_row16_col3\" class=\"data row16 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row16_col4\" class=\"data row16 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row16_col5\" class=\"data row16 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row16_col6\" class=\"data row16 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
              "      <td id=\"T_2accb_row17_col0\" class=\"data row17 col0\" >good</td>\n",
              "      <td id=\"T_2accb_row17_col1\" class=\"data row17 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row17_col2\" class=\"data row17 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row17_col3\" class=\"data row17 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row17_col4\" class=\"data row17 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row17_col5\" class=\"data row17 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row17_col6\" class=\"data row17 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
              "      <td id=\"T_2accb_row18_col0\" class=\"data row18 col0\" >new</td>\n",
              "      <td id=\"T_2accb_row18_col1\" class=\"data row18 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row18_col2\" class=\"data row18 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row18_col3\" class=\"data row18 col3\" >0.00</td>\n",
              "      <td id=\"T_2accb_row18_col4\" class=\"data row18 col4\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row18_col5\" class=\"data row18 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row18_col6\" class=\"data row18 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
              "      <td id=\"T_2accb_row19_col0\" class=\"data row19 col0\" >did</td>\n",
              "      <td id=\"T_2accb_row19_col1\" class=\"data row19 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row19_col2\" class=\"data row19 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row19_col3\" class=\"data row19 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row19_col4\" class=\"data row19 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row19_col5\" class=\"data row19 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row19_col6\" class=\"data row19 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
              "      <td id=\"T_2accb_row20_col0\" class=\"data row20 col0\" >years</td>\n",
              "      <td id=\"T_2accb_row20_col1\" class=\"data row20 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row20_col2\" class=\"data row20 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row20_col3\" class=\"data row20 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row20_col4\" class=\"data row20 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row20_col5\" class=\"data row20 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row20_col6\" class=\"data row20 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
              "      <td id=\"T_2accb_row21_col0\" class=\"data row21 col0\" >make</td>\n",
              "      <td id=\"T_2accb_row21_col1\" class=\"data row21 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row21_col2\" class=\"data row21 col2\" >0.02</td>\n",
              "      <td id=\"T_2accb_row21_col3\" class=\"data row21 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row21_col4\" class=\"data row21 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row21_col5\" class=\"data row21 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row21_col6\" class=\"data row21 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
              "      <td id=\"T_2accb_row22_col0\" class=\"data row22 col0\" >going</td>\n",
              "      <td id=\"T_2accb_row22_col1\" class=\"data row22 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row22_col2\" class=\"data row22 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row22_col3\" class=\"data row22 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row22_col4\" class=\"data row22 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row22_col5\" class=\"data row22 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row22_col6\" class=\"data row22 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
              "      <td id=\"T_2accb_row23_col0\" class=\"data row23 col0\" >want</td>\n",
              "      <td id=\"T_2accb_row23_col1\" class=\"data row23 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row23_col2\" class=\"data row23 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row23_col3\" class=\"data row23 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row23_col4\" class=\"data row23 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row23_col5\" class=\"data row23 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row23_col6\" class=\"data row23 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
              "      <td id=\"T_2accb_row24_col0\" class=\"data row24 col0\" >think</td>\n",
              "      <td id=\"T_2accb_row24_col1\" class=\"data row24 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row24_col2\" class=\"data row24 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row24_col3\" class=\"data row24 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row24_col4\" class=\"data row24 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row24_col5\" class=\"data row24 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row24_col6\" class=\"data row24 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
              "      <td id=\"T_2accb_row25_col0\" class=\"data row25 col0\" >year</td>\n",
              "      <td id=\"T_2accb_row25_col1\" class=\"data row25 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row25_col2\" class=\"data row25 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row25_col3\" class=\"data row25 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row25_col4\" class=\"data row25 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row25_col5\" class=\"data row25 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row25_col6\" class=\"data row25 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
              "      <td id=\"T_2accb_row26_col0\" class=\"data row26 col0\" >old</td>\n",
              "      <td id=\"T_2accb_row26_col1\" class=\"data row26 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row26_col2\" class=\"data row26 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row26_col3\" class=\"data row26 col3\" >0.00</td>\n",
              "      <td id=\"T_2accb_row26_col4\" class=\"data row26 col4\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row26_col5\" class=\"data row26 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row26_col6\" class=\"data row26 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
              "      <td id=\"T_2accb_row27_col0\" class=\"data row27 col0\" >ve</td>\n",
              "      <td id=\"T_2accb_row27_col1\" class=\"data row27 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row27_col2\" class=\"data row27 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row27_col3\" class=\"data row27 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row27_col4\" class=\"data row27 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row27_col5\" class=\"data row27 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row27_col6\" class=\"data row27 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
              "      <td id=\"T_2accb_row28_col0\" class=\"data row28 col0\" >work</td>\n",
              "      <td id=\"T_2accb_row28_col1\" class=\"data row28 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row28_col2\" class=\"data row28 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row28_col3\" class=\"data row28 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row28_col4\" class=\"data row28 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row28_col5\" class=\"data row28 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row28_col6\" class=\"data row28 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
              "      <td id=\"T_2accb_row29_col0\" class=\"data row29 col0\" >book</td>\n",
              "      <td id=\"T_2accb_row29_col1\" class=\"data row29 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row29_col2\" class=\"data row29 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row29_col3\" class=\"data row29 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row29_col4\" class=\"data row29 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row29_col5\" class=\"data row29 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row29_col6\" class=\"data row29 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
              "      <td id=\"T_2accb_row30_col0\" class=\"data row30 col0\" >world</td>\n",
              "      <td id=\"T_2accb_row30_col1\" class=\"data row30 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row30_col2\" class=\"data row30 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row30_col3\" class=\"data row30 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row30_col4\" class=\"data row30 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row30_col5\" class=\"data row30 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row30_col6\" class=\"data row30 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
              "      <td id=\"T_2accb_row31_col0\" class=\"data row31 col0\" >right</td>\n",
              "      <td id=\"T_2accb_row31_col1\" class=\"data row31 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row31_col2\" class=\"data row31 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row31_col3\" class=\"data row31 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row31_col4\" class=\"data row31 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row31_col5\" class=\"data row31 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row31_col6\" class=\"data row31 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row32\" class=\"row_heading level0 row32\" >32</th>\n",
              "      <td id=\"T_2accb_row32_col0\" class=\"data row32 col0\" >say</td>\n",
              "      <td id=\"T_2accb_row32_col1\" class=\"data row32 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row32_col2\" class=\"data row32 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row32_col3\" class=\"data row32 col3\" >0.00</td>\n",
              "      <td id=\"T_2accb_row32_col4\" class=\"data row32 col4\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row32_col5\" class=\"data row32 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row32_col6\" class=\"data row32 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row33\" class=\"row_heading level0 row33\" >33</th>\n",
              "      <td id=\"T_2accb_row33_col0\" class=\"data row33 col0\" >really</td>\n",
              "      <td id=\"T_2accb_row33_col1\" class=\"data row33 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row33_col2\" class=\"data row33 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row33_col3\" class=\"data row33 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row33_col4\" class=\"data row33 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row33_col5\" class=\"data row33 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row33_col6\" class=\"data row33 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row34\" class=\"row_heading level0 row34\" >34</th>\n",
              "      <td id=\"T_2accb_row34_col0\" class=\"data row34 col0\" >home</td>\n",
              "      <td id=\"T_2accb_row34_col1\" class=\"data row34 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row34_col2\" class=\"data row34 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row34_col3\" class=\"data row34 col3\" >0.00</td>\n",
              "      <td id=\"T_2accb_row34_col4\" class=\"data row34 col4\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row34_col5\" class=\"data row34 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row34_col6\" class=\"data row34 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row35\" class=\"row_heading level0 row35\" >35</th>\n",
              "      <td id=\"T_2accb_row35_col0\" class=\"data row35 col0\" >got</td>\n",
              "      <td id=\"T_2accb_row35_col1\" class=\"data row35 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row35_col2\" class=\"data row35 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row35_col3\" class=\"data row35 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row35_col4\" class=\"data row35 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row35_col5\" class=\"data row35 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row35_col6\" class=\"data row35 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row36\" class=\"row_heading level0 row36\" >36</th>\n",
              "      <td id=\"T_2accb_row36_col0\" class=\"data row36 col0\" >family</td>\n",
              "      <td id=\"T_2accb_row36_col1\" class=\"data row36 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row36_col2\" class=\"data row36 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row36_col3\" class=\"data row36 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row36_col4\" class=\"data row36 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row36_col5\" class=\"data row36 col5\" >0.02</td>\n",
              "      <td id=\"T_2accb_row36_col6\" class=\"data row36 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row37\" class=\"row_heading level0 row37\" >37</th>\n",
              "      <td id=\"T_2accb_row37_col0\" class=\"data row37 col0\" >story</td>\n",
              "      <td id=\"T_2accb_row37_col1\" class=\"data row37 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row37_col2\" class=\"data row37 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row37_col3\" class=\"data row37 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row37_col4\" class=\"data row37 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row37_col5\" class=\"data row37 col5\" >0.01</td>\n",
              "      <td id=\"T_2accb_row37_col6\" class=\"data row37 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row38\" class=\"row_heading level0 row38\" >38</th>\n",
              "      <td id=\"T_2accb_row38_col0\" class=\"data row38 col0\" >things</td>\n",
              "      <td id=\"T_2accb_row38_col1\" class=\"data row38 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row38_col2\" class=\"data row38 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row38_col3\" class=\"data row38 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row38_col4\" class=\"data row38 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row38_col5\" class=\"data row38 col5\" >0.01</td>\n",
              "      <td id=\"T_2accb_row38_col6\" class=\"data row38 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row39\" class=\"row_heading level0 row39\" >39</th>\n",
              "      <td id=\"T_2accb_row39_col0\" class=\"data row39 col0\" >didn</td>\n",
              "      <td id=\"T_2accb_row39_col1\" class=\"data row39 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row39_col2\" class=\"data row39 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row39_col3\" class=\"data row39 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row39_col4\" class=\"data row39 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row39_col5\" class=\"data row39 col5\" >0.01</td>\n",
              "      <td id=\"T_2accb_row39_col6\" class=\"data row39 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row40\" class=\"row_heading level0 row40\" >40</th>\n",
              "      <td id=\"T_2accb_row40_col0\" class=\"data row40 col0\" >sex</td>\n",
              "      <td id=\"T_2accb_row40_col1\" class=\"data row40 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row40_col2\" class=\"data row40 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row40_col3\" class=\"data row40 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row40_col4\" class=\"data row40 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row40_col5\" class=\"data row40 col5\" >0.01</td>\n",
              "      <td id=\"T_2accb_row40_col6\" class=\"data row40 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row41\" class=\"row_heading level0 row41\" >41</th>\n",
              "      <td id=\"T_2accb_row41_col0\" class=\"data row41 col0\" >great</td>\n",
              "      <td id=\"T_2accb_row41_col1\" class=\"data row41 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row41_col2\" class=\"data row41 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row41_col3\" class=\"data row41 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row41_col4\" class=\"data row41 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row41_col5\" class=\"data row41 col5\" >0.01</td>\n",
              "      <td id=\"T_2accb_row41_col6\" class=\"data row41 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row42\" class=\"row_heading level0 row42\" >42</th>\n",
              "      <td id=\"T_2accb_row42_col0\" class=\"data row42 col0\" >come</td>\n",
              "      <td id=\"T_2accb_row42_col1\" class=\"data row42 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row42_col2\" class=\"data row42 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row42_col3\" class=\"data row42 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row42_col4\" class=\"data row42 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row42_col5\" class=\"data row42 col5\" >0.01</td>\n",
              "      <td id=\"T_2accb_row42_col6\" class=\"data row42 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row43\" class=\"row_heading level0 row43\" >43</th>\n",
              "      <td id=\"T_2accb_row43_col0\" class=\"data row43 col0\" >does</td>\n",
              "      <td id=\"T_2accb_row43_col1\" class=\"data row43 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row43_col2\" class=\"data row43 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row43_col3\" class=\"data row43 col3\" >0.00</td>\n",
              "      <td id=\"T_2accb_row43_col4\" class=\"data row43 col4\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row43_col5\" class=\"data row43 col5\" >0.01</td>\n",
              "      <td id=\"T_2accb_row43_col6\" class=\"data row43 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row44\" class=\"row_heading level0 row44\" >44</th>\n",
              "      <td id=\"T_2accb_row44_col0\" class=\"data row44 col0\" >young</td>\n",
              "      <td id=\"T_2accb_row44_col1\" class=\"data row44 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row44_col2\" class=\"data row44 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row44_col3\" class=\"data row44 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row44_col4\" class=\"data row44 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row44_col5\" class=\"data row44 col5\" >0.01</td>\n",
              "      <td id=\"T_2accb_row44_col6\" class=\"data row44 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row45\" class=\"row_heading level0 row45\" >45</th>\n",
              "      <td id=\"T_2accb_row45_col0\" class=\"data row45 col0\" >let</td>\n",
              "      <td id=\"T_2accb_row45_col1\" class=\"data row45 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row45_col2\" class=\"data row45 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row45_col3\" class=\"data row45 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row45_col4\" class=\"data row45 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row45_col5\" class=\"data row45 col5\" >0.01</td>\n",
              "      <td id=\"T_2accb_row45_col6\" class=\"data row45 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row46\" class=\"row_heading level0 row46\" >46</th>\n",
              "      <td id=\"T_2accb_row46_col0\" class=\"data row46 col0\" >state</td>\n",
              "      <td id=\"T_2accb_row46_col1\" class=\"data row46 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row46_col2\" class=\"data row46 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row46_col3\" class=\"data row46 col3\" >0.00</td>\n",
              "      <td id=\"T_2accb_row46_col4\" class=\"data row46 col4\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row46_col5\" class=\"data row46 col5\" >0.01</td>\n",
              "      <td id=\"T_2accb_row46_col6\" class=\"data row46 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row47\" class=\"row_heading level0 row47\" >47</th>\n",
              "      <td id=\"T_2accb_row47_col0\" class=\"data row47 col0\" >told</td>\n",
              "      <td id=\"T_2accb_row47_col1\" class=\"data row47 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row47_col2\" class=\"data row47 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row47_col3\" class=\"data row47 col3\" >0.00</td>\n",
              "      <td id=\"T_2accb_row47_col4\" class=\"data row47 col4\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row47_col5\" class=\"data row47 col5\" >0.01</td>\n",
              "      <td id=\"T_2accb_row47_col6\" class=\"data row47 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row48\" class=\"row_heading level0 row48\" >48</th>\n",
              "      <td id=\"T_2accb_row48_col0\" class=\"data row48 col0\" >read</td>\n",
              "      <td id=\"T_2accb_row48_col1\" class=\"data row48 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row48_col2\" class=\"data row48 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row48_col3\" class=\"data row48 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row48_col4\" class=\"data row48 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row48_col5\" class=\"data row48 col5\" >0.01</td>\n",
              "      <td id=\"T_2accb_row48_col6\" class=\"data row48 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2accb_level0_row49\" class=\"row_heading level0 row49\" >49</th>\n",
              "      <td id=\"T_2accb_row49_col0\" class=\"data row49 col0\" >little</td>\n",
              "      <td id=\"T_2accb_row49_col1\" class=\"data row49 col1\" >0.01</td>\n",
              "      <td id=\"T_2accb_row49_col2\" class=\"data row49 col2\" >0.01</td>\n",
              "      <td id=\"T_2accb_row49_col3\" class=\"data row49 col3\" >-0.00</td>\n",
              "      <td id=\"T_2accb_row49_col4\" class=\"data row49 col4\" >0.00</td>\n",
              "      <td id=\"T_2accb_row49_col5\" class=\"data row49 col5\" >0.01</td>\n",
              "      <td id=\"T_2accb_row49_col6\" class=\"data row49 col6\" >0.02</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "id": "e273abff-3d81-431f-9188-82d87d1ecda2",
      "metadata": {
        "id": "e273abff-3d81-431f-9188-82d87d1ecda2"
      },
      "source": [
        "### Sorting by bias\n",
        "\n",
        "In order to better surface biases, we can sort the table by how much one gender term over-represents other terms associated with it."
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Bias towards `man`\n",
        "\n",
        "In this case, we see occupation words such as `police` with a higher association towards `man`"
      ],
      "metadata": {
        "id": "pSzSO6RrTw9l"
      },
      "id": "pSzSO6RrTw9l"
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "id": "34229f06-5bf7-4ece-b43e-7d453931abd4",
      "metadata": {
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        "collapsed": true,
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "e9dda580-1b0e-4673-d077-10576a440ca7"
      },
      "outputs": [
        {
          "output_type": "execute_result",
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              "#T_aa016_row49_col2 {\n",
              "  background-color: #b9e4b5;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_aa016_row49_col5 {\n",
              "  background-color: #b4e2b6;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_aa016_row49_col6 {\n",
              "  background-color: #97d6b9;\n",
              "  color: #000000;\n",
              "}\n",
              "</style>\n",
              "<table id=\"T_aa016\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"blank level0\" >&nbsp;</th>\n",
              "      <th id=\"T_aa016_level0_col0\" class=\"col_heading level0 col0\" >word</th>\n",
              "      <th id=\"T_aa016_level0_col1\" class=\"col_heading level0 col1\" >man</th>\n",
              "      <th id=\"T_aa016_level0_col2\" class=\"col_heading level0 col2\" >woman</th>\n",
              "      <th id=\"T_aa016_level0_col3\" class=\"col_heading level0 col3\" >man+</th>\n",
              "      <th id=\"T_aa016_level0_col4\" class=\"col_heading level0 col4\" >woman+</th>\n",
              "      <th id=\"T_aa016_level0_col5\" class=\"col_heading level0 col5\" >variance</th>\n",
              "      <th id=\"T_aa016_level0_col6\" class=\"col_heading level0 col6\" >total</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "      <td id=\"T_aa016_row0_col0\" class=\"data row0 col0\" >man</td>\n",
              "      <td id=\"T_aa016_row0_col1\" class=\"data row0 col1\" >0.05</td>\n",
              "      <td id=\"T_aa016_row0_col2\" class=\"data row0 col2\" >0.02</td>\n",
              "      <td id=\"T_aa016_row0_col3\" class=\"data row0 col3\" >0.02</td>\n",
              "      <td id=\"T_aa016_row0_col4\" class=\"data row0 col4\" >-0.02</td>\n",
              "      <td id=\"T_aa016_row0_col5\" class=\"data row0 col5\" >0.06</td>\n",
              "      <td id=\"T_aa016_row0_col6\" class=\"data row0 col6\" >0.07</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row1\" class=\"row_heading level0 row1\" >11</th>\n",
              "      <td id=\"T_aa016_row1_col0\" class=\"data row1 col0\" >men</td>\n",
              "      <td id=\"T_aa016_row1_col1\" class=\"data row1 col1\" >0.02</td>\n",
              "      <td id=\"T_aa016_row1_col2\" class=\"data row1 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
              "      <td id=\"T_aa016_row1_col4\" class=\"data row1 col4\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row1_col5\" class=\"data row1 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row1_col6\" class=\"data row1 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row2\" class=\"row_heading level0 row2\" >14</th>\n",
              "      <td id=\"T_aa016_row2_col0\" class=\"data row2 col0\" >police</td>\n",
              "      <td id=\"T_aa016_row2_col1\" class=\"data row2 col1\" >0.02</td>\n",
              "      <td id=\"T_aa016_row2_col2\" class=\"data row2 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row2_col3\" class=\"data row2 col3\" >0.00</td>\n",
              "      <td id=\"T_aa016_row2_col4\" class=\"data row2 col4\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row2_col5\" class=\"data row2 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row2_col6\" class=\"data row2 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row3\" class=\"row_heading level0 row3\" >34</th>\n",
              "      <td id=\"T_aa016_row3_col0\" class=\"data row3 col0\" >home</td>\n",
              "      <td id=\"T_aa016_row3_col1\" class=\"data row3 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row3_col2\" class=\"data row3 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
              "      <td id=\"T_aa016_row3_col4\" class=\"data row3 col4\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row3_col5\" class=\"data row3 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row3_col6\" class=\"data row3 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row4\" class=\"row_heading level0 row4\" >18</th>\n",
              "      <td id=\"T_aa016_row4_col0\" class=\"data row4 col0\" >new</td>\n",
              "      <td id=\"T_aa016_row4_col1\" class=\"data row4 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row4_col2\" class=\"data row4 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
              "      <td id=\"T_aa016_row4_col4\" class=\"data row4 col4\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row4_col5\" class=\"data row4 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row4_col6\" class=\"data row4 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row5\" class=\"row_heading level0 row5\" >46</th>\n",
              "      <td id=\"T_aa016_row5_col0\" class=\"data row5 col0\" >state</td>\n",
              "      <td id=\"T_aa016_row5_col1\" class=\"data row5 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row5_col2\" class=\"data row5 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row5_col3\" class=\"data row5 col3\" >0.00</td>\n",
              "      <td id=\"T_aa016_row5_col4\" class=\"data row5 col4\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row5_col5\" class=\"data row5 col5\" >0.01</td>\n",
              "      <td id=\"T_aa016_row5_col6\" class=\"data row5 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row6\" class=\"row_heading level0 row6\" >47</th>\n",
              "      <td id=\"T_aa016_row6_col0\" class=\"data row6 col0\" >told</td>\n",
              "      <td id=\"T_aa016_row6_col1\" class=\"data row6 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row6_col2\" class=\"data row6 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row6_col3\" class=\"data row6 col3\" >0.00</td>\n",
              "      <td id=\"T_aa016_row6_col4\" class=\"data row6 col4\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row6_col5\" class=\"data row6 col5\" >0.01</td>\n",
              "      <td id=\"T_aa016_row6_col6\" class=\"data row6 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row7\" class=\"row_heading level0 row7\" >26</th>\n",
              "      <td id=\"T_aa016_row7_col0\" class=\"data row7 col0\" >old</td>\n",
              "      <td id=\"T_aa016_row7_col1\" class=\"data row7 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row7_col2\" class=\"data row7 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row7_col3\" class=\"data row7 col3\" >0.00</td>\n",
              "      <td id=\"T_aa016_row7_col4\" class=\"data row7 col4\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row7_col5\" class=\"data row7 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row7_col6\" class=\"data row7 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row8\" class=\"row_heading level0 row8\" >43</th>\n",
              "      <td id=\"T_aa016_row8_col0\" class=\"data row8 col0\" >does</td>\n",
              "      <td id=\"T_aa016_row8_col1\" class=\"data row8 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row8_col2\" class=\"data row8 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row8_col3\" class=\"data row8 col3\" >0.00</td>\n",
              "      <td id=\"T_aa016_row8_col4\" class=\"data row8 col4\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row8_col5\" class=\"data row8 col5\" >0.01</td>\n",
              "      <td id=\"T_aa016_row8_col6\" class=\"data row8 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row9\" class=\"row_heading level0 row9\" >32</th>\n",
              "      <td id=\"T_aa016_row9_col0\" class=\"data row9 col0\" >say</td>\n",
              "      <td id=\"T_aa016_row9_col1\" class=\"data row9 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row9_col2\" class=\"data row9 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row9_col3\" class=\"data row9 col3\" >0.00</td>\n",
              "      <td id=\"T_aa016_row9_col4\" class=\"data row9 col4\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row9_col5\" class=\"data row9 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row9_col6\" class=\"data row9 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row10\" class=\"row_heading level0 row10\" >37</th>\n",
              "      <td id=\"T_aa016_row10_col0\" class=\"data row10 col0\" >story</td>\n",
              "      <td id=\"T_aa016_row10_col1\" class=\"data row10 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row10_col2\" class=\"data row10 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row10_col3\" class=\"data row10 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row10_col4\" class=\"data row10 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row10_col5\" class=\"data row10 col5\" >0.01</td>\n",
              "      <td id=\"T_aa016_row10_col6\" class=\"data row10 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row11\" class=\"row_heading level0 row11\" >20</th>\n",
              "      <td id=\"T_aa016_row11_col0\" class=\"data row11 col0\" >years</td>\n",
              "      <td id=\"T_aa016_row11_col1\" class=\"data row11 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row11_col2\" class=\"data row11 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row11_col3\" class=\"data row11 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row11_col4\" class=\"data row11 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row11_col5\" class=\"data row11 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row11_col6\" class=\"data row11 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row12\" class=\"row_heading level0 row12\" >6</th>\n",
              "      <td id=\"T_aa016_row12_col0\" class=\"data row12 col0\" >time</td>\n",
              "      <td id=\"T_aa016_row12_col1\" class=\"data row12 col1\" >0.02</td>\n",
              "      <td id=\"T_aa016_row12_col2\" class=\"data row12 col2\" >0.02</td>\n",
              "      <td id=\"T_aa016_row12_col3\" class=\"data row12 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row12_col4\" class=\"data row12 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row12_col5\" class=\"data row12 col5\" >0.03</td>\n",
              "      <td id=\"T_aa016_row12_col6\" class=\"data row12 col6\" >0.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row13\" class=\"row_heading level0 row13\" >17</th>\n",
              "      <td id=\"T_aa016_row13_col0\" class=\"data row13 col0\" >good</td>\n",
              "      <td id=\"T_aa016_row13_col1\" class=\"data row13 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row13_col2\" class=\"data row13 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row13_col3\" class=\"data row13 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row13_col4\" class=\"data row13 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row13_col5\" class=\"data row13 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row13_col6\" class=\"data row13 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row14\" class=\"row_heading level0 row14\" >13</th>\n",
              "      <td id=\"T_aa016_row14_col0\" class=\"data row14 col0\" >god</td>\n",
              "      <td id=\"T_aa016_row14_col1\" class=\"data row14 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row14_col2\" class=\"data row14 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row14_col3\" class=\"data row14 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row14_col4\" class=\"data row14 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row14_col5\" class=\"data row14 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row14_col6\" class=\"data row14 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row15\" class=\"row_heading level0 row15\" >25</th>\n",
              "      <td id=\"T_aa016_row15_col0\" class=\"data row15 col0\" >year</td>\n",
              "      <td id=\"T_aa016_row15_col1\" class=\"data row15 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row15_col2\" class=\"data row15 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row15_col3\" class=\"data row15 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row15_col4\" class=\"data row15 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row15_col5\" class=\"data row15 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row15_col6\" class=\"data row15 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row16\" class=\"row_heading level0 row16\" >42</th>\n",
              "      <td id=\"T_aa016_row16_col0\" class=\"data row16 col0\" >come</td>\n",
              "      <td id=\"T_aa016_row16_col1\" class=\"data row16 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row16_col2\" class=\"data row16 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row16_col3\" class=\"data row16 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row16_col4\" class=\"data row16 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row16_col5\" class=\"data row16 col5\" >0.01</td>\n",
              "      <td id=\"T_aa016_row16_col6\" class=\"data row16 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row17\" class=\"row_heading level0 row17\" >41</th>\n",
              "      <td id=\"T_aa016_row17_col0\" class=\"data row17 col0\" >great</td>\n",
              "      <td id=\"T_aa016_row17_col1\" class=\"data row17 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row17_col2\" class=\"data row17 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row17_col3\" class=\"data row17 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row17_col4\" class=\"data row17 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row17_col5\" class=\"data row17 col5\" >0.01</td>\n",
              "      <td id=\"T_aa016_row17_col6\" class=\"data row17 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row18\" class=\"row_heading level0 row18\" >30</th>\n",
              "      <td id=\"T_aa016_row18_col0\" class=\"data row18 col0\" >world</td>\n",
              "      <td id=\"T_aa016_row18_col1\" class=\"data row18 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row18_col2\" class=\"data row18 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row18_col3\" class=\"data row18 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row18_col4\" class=\"data row18 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row18_col5\" class=\"data row18 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row18_col6\" class=\"data row18 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row19\" class=\"row_heading level0 row19\" >45</th>\n",
              "      <td id=\"T_aa016_row19_col0\" class=\"data row19 col0\" >let</td>\n",
              "      <td id=\"T_aa016_row19_col1\" class=\"data row19 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row19_col2\" class=\"data row19 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row19_col3\" class=\"data row19 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row19_col4\" class=\"data row19 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row19_col5\" class=\"data row19 col5\" >0.01</td>\n",
              "      <td id=\"T_aa016_row19_col6\" class=\"data row19 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row20\" class=\"row_heading level0 row20\" >33</th>\n",
              "      <td id=\"T_aa016_row20_col0\" class=\"data row20 col0\" >really</td>\n",
              "      <td id=\"T_aa016_row20_col1\" class=\"data row20 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row20_col2\" class=\"data row20 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row20_col3\" class=\"data row20 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row20_col4\" class=\"data row20 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row20_col5\" class=\"data row20 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row20_col6\" class=\"data row20 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row21\" class=\"row_heading level0 row21\" >19</th>\n",
              "      <td id=\"T_aa016_row21_col0\" class=\"data row21 col0\" >did</td>\n",
              "      <td id=\"T_aa016_row21_col1\" class=\"data row21 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row21_col2\" class=\"data row21 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row21_col3\" class=\"data row21 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row21_col4\" class=\"data row21 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row21_col5\" class=\"data row21 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row21_col6\" class=\"data row21 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row22\" class=\"row_heading level0 row22\" >49</th>\n",
              "      <td id=\"T_aa016_row22_col0\" class=\"data row22 col0\" >little</td>\n",
              "      <td id=\"T_aa016_row22_col1\" class=\"data row22 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row22_col2\" class=\"data row22 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row22_col3\" class=\"data row22 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row22_col4\" class=\"data row22 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row22_col5\" class=\"data row22 col5\" >0.01</td>\n",
              "      <td id=\"T_aa016_row22_col6\" class=\"data row22 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row23\" class=\"row_heading level0 row23\" >35</th>\n",
              "      <td id=\"T_aa016_row23_col0\" class=\"data row23 col0\" >got</td>\n",
              "      <td id=\"T_aa016_row23_col1\" class=\"data row23 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row23_col2\" class=\"data row23 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row23_col3\" class=\"data row23 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row23_col4\" class=\"data row23 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row23_col5\" class=\"data row23 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row23_col6\" class=\"data row23 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row24\" class=\"row_heading level0 row24\" >22</th>\n",
              "      <td id=\"T_aa016_row24_col0\" class=\"data row24 col0\" >going</td>\n",
              "      <td id=\"T_aa016_row24_col1\" class=\"data row24 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row24_col2\" class=\"data row24 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row24_col3\" class=\"data row24 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row24_col4\" class=\"data row24 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row24_col5\" class=\"data row24 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row24_col6\" class=\"data row24 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row25\" class=\"row_heading level0 row25\" >28</th>\n",
              "      <td id=\"T_aa016_row25_col0\" class=\"data row25 col0\" >work</td>\n",
              "      <td id=\"T_aa016_row25_col1\" class=\"data row25 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row25_col2\" class=\"data row25 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row25_col3\" class=\"data row25 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row25_col4\" class=\"data row25 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row25_col5\" class=\"data row25 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row25_col6\" class=\"data row25 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row26\" class=\"row_heading level0 row26\" >31</th>\n",
              "      <td id=\"T_aa016_row26_col0\" class=\"data row26 col0\" >right</td>\n",
              "      <td id=\"T_aa016_row26_col1\" class=\"data row26 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row26_col2\" class=\"data row26 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row26_col3\" class=\"data row26 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row26_col4\" class=\"data row26 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row26_col5\" class=\"data row26 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row26_col6\" class=\"data row26 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row27\" class=\"row_heading level0 row27\" >15</th>\n",
              "      <td id=\"T_aa016_row27_col0\" class=\"data row27 col0\" >day</td>\n",
              "      <td id=\"T_aa016_row27_col1\" class=\"data row27 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row27_col2\" class=\"data row27 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row27_col3\" class=\"data row27 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row27_col4\" class=\"data row27 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row27_col5\" class=\"data row27 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row27_col6\" class=\"data row27 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row28\" class=\"row_heading level0 row28\" >24</th>\n",
              "      <td id=\"T_aa016_row28_col0\" class=\"data row28 col0\" >think</td>\n",
              "      <td id=\"T_aa016_row28_col1\" class=\"data row28 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row28_col2\" class=\"data row28 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row28_col3\" class=\"data row28 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row28_col4\" class=\"data row28 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row28_col5\" class=\"data row28 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row28_col6\" class=\"data row28 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row29\" class=\"row_heading level0 row29\" >38</th>\n",
              "      <td id=\"T_aa016_row29_col0\" class=\"data row29 col0\" >things</td>\n",
              "      <td id=\"T_aa016_row29_col1\" class=\"data row29 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row29_col2\" class=\"data row29 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row29_col3\" class=\"data row29 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row29_col4\" class=\"data row29 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row29_col5\" class=\"data row29 col5\" >0.01</td>\n",
              "      <td id=\"T_aa016_row29_col6\" class=\"data row29 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row30\" class=\"row_heading level0 row30\" >27</th>\n",
              "      <td id=\"T_aa016_row30_col0\" class=\"data row30 col0\" >ve</td>\n",
              "      <td id=\"T_aa016_row30_col1\" class=\"data row30 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row30_col2\" class=\"data row30 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row30_col3\" class=\"data row30 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row30_col4\" class=\"data row30 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row30_col5\" class=\"data row30 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row30_col6\" class=\"data row30 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row31\" class=\"row_heading level0 row31\" >12</th>\n",
              "      <td id=\"T_aa016_row31_col0\" class=\"data row31 col0\" >don</td>\n",
              "      <td id=\"T_aa016_row31_col1\" class=\"data row31 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row31_col2\" class=\"data row31 col2\" >0.02</td>\n",
              "      <td id=\"T_aa016_row31_col3\" class=\"data row31 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row31_col4\" class=\"data row31 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row31_col5\" class=\"data row31 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row31_col6\" class=\"data row31 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row32\" class=\"row_heading level0 row32\" >16</th>\n",
              "      <td id=\"T_aa016_row32_col0\" class=\"data row32 col0\" >way</td>\n",
              "      <td id=\"T_aa016_row32_col1\" class=\"data row32 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row32_col2\" class=\"data row32 col2\" >0.02</td>\n",
              "      <td id=\"T_aa016_row32_col3\" class=\"data row32 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row32_col4\" class=\"data row32 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row32_col5\" class=\"data row32 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row32_col6\" class=\"data row32 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row33\" class=\"row_heading level0 row33\" >10</th>\n",
              "      <td id=\"T_aa016_row33_col0\" class=\"data row33 col0\" >know</td>\n",
              "      <td id=\"T_aa016_row33_col1\" class=\"data row33 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row33_col2\" class=\"data row33 col2\" >0.02</td>\n",
              "      <td id=\"T_aa016_row33_col3\" class=\"data row33 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row33_col4\" class=\"data row33 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row33_col5\" class=\"data row33 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row33_col6\" class=\"data row33 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row34\" class=\"row_heading level0 row34\" >39</th>\n",
              "      <td id=\"T_aa016_row34_col0\" class=\"data row34 col0\" >didn</td>\n",
              "      <td id=\"T_aa016_row34_col1\" class=\"data row34 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row34_col2\" class=\"data row34 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row34_col3\" class=\"data row34 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row34_col4\" class=\"data row34 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row34_col5\" class=\"data row34 col5\" >0.01</td>\n",
              "      <td id=\"T_aa016_row34_col6\" class=\"data row34 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row35\" class=\"row_heading level0 row35\" >2</th>\n",
              "      <td id=\"T_aa016_row35_col0\" class=\"data row35 col0\" >said</td>\n",
              "      <td id=\"T_aa016_row35_col1\" class=\"data row35 col1\" >0.03</td>\n",
              "      <td id=\"T_aa016_row35_col2\" class=\"data row35 col2\" >0.03</td>\n",
              "      <td id=\"T_aa016_row35_col3\" class=\"data row35 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row35_col4\" class=\"data row35 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row35_col5\" class=\"data row35 col5\" >0.04</td>\n",
              "      <td id=\"T_aa016_row35_col6\" class=\"data row35 col6\" >0.06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row36\" class=\"row_heading level0 row36\" >48</th>\n",
              "      <td id=\"T_aa016_row36_col0\" class=\"data row36 col0\" >read</td>\n",
              "      <td id=\"T_aa016_row36_col1\" class=\"data row36 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row36_col2\" class=\"data row36 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row36_col3\" class=\"data row36 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row36_col4\" class=\"data row36 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row36_col5\" class=\"data row36 col5\" >0.01</td>\n",
              "      <td id=\"T_aa016_row36_col6\" class=\"data row36 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row37\" class=\"row_heading level0 row37\" >3</th>\n",
              "      <td id=\"T_aa016_row37_col0\" class=\"data row37 col0\" >like</td>\n",
              "      <td id=\"T_aa016_row37_col1\" class=\"data row37 col1\" >0.02</td>\n",
              "      <td id=\"T_aa016_row37_col2\" class=\"data row37 col2\" >0.02</td>\n",
              "      <td id=\"T_aa016_row37_col3\" class=\"data row37 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row37_col4\" class=\"data row37 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row37_col5\" class=\"data row37 col5\" >0.03</td>\n",
              "      <td id=\"T_aa016_row37_col6\" class=\"data row37 col6\" >0.05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row38\" class=\"row_heading level0 row38\" >23</th>\n",
              "      <td id=\"T_aa016_row38_col0\" class=\"data row38 col0\" >want</td>\n",
              "      <td id=\"T_aa016_row38_col1\" class=\"data row38 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row38_col2\" class=\"data row38 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row38_col3\" class=\"data row38 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row38_col4\" class=\"data row38 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row38_col5\" class=\"data row38 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row38_col6\" class=\"data row38 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row39\" class=\"row_heading level0 row39\" >44</th>\n",
              "      <td id=\"T_aa016_row39_col0\" class=\"data row39 col0\" >young</td>\n",
              "      <td id=\"T_aa016_row39_col1\" class=\"data row39 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row39_col2\" class=\"data row39 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row39_col3\" class=\"data row39 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row39_col4\" class=\"data row39 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row39_col5\" class=\"data row39 col5\" >0.01</td>\n",
              "      <td id=\"T_aa016_row39_col6\" class=\"data row39 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row40\" class=\"row_heading level0 row40\" >29</th>\n",
              "      <td id=\"T_aa016_row40_col0\" class=\"data row40 col0\" >book</td>\n",
              "      <td id=\"T_aa016_row40_col1\" class=\"data row40 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row40_col2\" class=\"data row40 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row40_col3\" class=\"data row40 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row40_col4\" class=\"data row40 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row40_col5\" class=\"data row40 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row40_col6\" class=\"data row40 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row41\" class=\"row_heading level0 row41\" >5</th>\n",
              "      <td id=\"T_aa016_row41_col0\" class=\"data row41 col0\" >just</td>\n",
              "      <td id=\"T_aa016_row41_col1\" class=\"data row41 col1\" >0.02</td>\n",
              "      <td id=\"T_aa016_row41_col2\" class=\"data row41 col2\" >0.02</td>\n",
              "      <td id=\"T_aa016_row41_col3\" class=\"data row41 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row41_col4\" class=\"data row41 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row41_col5\" class=\"data row41 col5\" >0.03</td>\n",
              "      <td id=\"T_aa016_row41_col6\" class=\"data row41 col6\" >0.05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row42\" class=\"row_heading level0 row42\" >7</th>\n",
              "      <td id=\"T_aa016_row42_col0\" class=\"data row42 col0\" >people</td>\n",
              "      <td id=\"T_aa016_row42_col1\" class=\"data row42 col1\" >0.02</td>\n",
              "      <td id=\"T_aa016_row42_col2\" class=\"data row42 col2\" >0.02</td>\n",
              "      <td id=\"T_aa016_row42_col3\" class=\"data row42 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row42_col4\" class=\"data row42 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row42_col5\" class=\"data row42 col5\" >0.03</td>\n",
              "      <td id=\"T_aa016_row42_col6\" class=\"data row42 col6\" >0.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row43\" class=\"row_heading level0 row43\" >21</th>\n",
              "      <td id=\"T_aa016_row43_col0\" class=\"data row43 col0\" >make</td>\n",
              "      <td id=\"T_aa016_row43_col1\" class=\"data row43 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row43_col2\" class=\"data row43 col2\" >0.02</td>\n",
              "      <td id=\"T_aa016_row43_col3\" class=\"data row43 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row43_col4\" class=\"data row43 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row43_col5\" class=\"data row43 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row43_col6\" class=\"data row43 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row44\" class=\"row_heading level0 row44\" >40</th>\n",
              "      <td id=\"T_aa016_row44_col0\" class=\"data row44 col0\" >sex</td>\n",
              "      <td id=\"T_aa016_row44_col1\" class=\"data row44 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row44_col2\" class=\"data row44 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row44_col3\" class=\"data row44 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row44_col4\" class=\"data row44 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row44_col5\" class=\"data row44 col5\" >0.01</td>\n",
              "      <td id=\"T_aa016_row44_col6\" class=\"data row44 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row45\" class=\"row_heading level0 row45\" >36</th>\n",
              "      <td id=\"T_aa016_row45_col0\" class=\"data row45 col0\" >family</td>\n",
              "      <td id=\"T_aa016_row45_col1\" class=\"data row45 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row45_col2\" class=\"data row45 col2\" >0.01</td>\n",
              "      <td id=\"T_aa016_row45_col3\" class=\"data row45 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row45_col4\" class=\"data row45 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row45_col5\" class=\"data row45 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row45_col6\" class=\"data row45 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row46\" class=\"row_heading level0 row46\" >8</th>\n",
              "      <td id=\"T_aa016_row46_col0\" class=\"data row46 col0\" >life</td>\n",
              "      <td id=\"T_aa016_row46_col1\" class=\"data row46 col1\" >0.02</td>\n",
              "      <td id=\"T_aa016_row46_col2\" class=\"data row46 col2\" >0.02</td>\n",
              "      <td id=\"T_aa016_row46_col3\" class=\"data row46 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row46_col4\" class=\"data row46 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row46_col5\" class=\"data row46 col5\" >0.03</td>\n",
              "      <td id=\"T_aa016_row46_col6\" class=\"data row46 col6\" >0.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row47\" class=\"row_heading level0 row47\" >9</th>\n",
              "      <td id=\"T_aa016_row47_col0\" class=\"data row47 col0\" >love</td>\n",
              "      <td id=\"T_aa016_row47_col1\" class=\"data row47 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row47_col2\" class=\"data row47 col2\" >0.02</td>\n",
              "      <td id=\"T_aa016_row47_col3\" class=\"data row47 col3\" >-0.00</td>\n",
              "      <td id=\"T_aa016_row47_col4\" class=\"data row47 col4\" >0.00</td>\n",
              "      <td id=\"T_aa016_row47_col5\" class=\"data row47 col5\" >0.02</td>\n",
              "      <td id=\"T_aa016_row47_col6\" class=\"data row47 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row48\" class=\"row_heading level0 row48\" >4</th>\n",
              "      <td id=\"T_aa016_row48_col0\" class=\"data row48 col0\" >women</td>\n",
              "      <td id=\"T_aa016_row48_col1\" class=\"data row48 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row48_col2\" class=\"data row48 col2\" >0.03</td>\n",
              "      <td id=\"T_aa016_row48_col3\" class=\"data row48 col3\" >-0.01</td>\n",
              "      <td id=\"T_aa016_row48_col4\" class=\"data row48 col4\" >0.01</td>\n",
              "      <td id=\"T_aa016_row48_col5\" class=\"data row48 col5\" >0.03</td>\n",
              "      <td id=\"T_aa016_row48_col6\" class=\"data row48 col6\" >0.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_aa016_level0_row49\" class=\"row_heading level0 row49\" >1</th>\n",
              "      <td id=\"T_aa016_row49_col0\" class=\"data row49 col0\" >woman</td>\n",
              "      <td id=\"T_aa016_row49_col1\" class=\"data row49 col1\" >0.01</td>\n",
              "      <td id=\"T_aa016_row49_col2\" class=\"data row49 col2\" >0.06</td>\n",
              "      <td id=\"T_aa016_row49_col3\" class=\"data row49 col3\" >-0.02</td>\n",
              "      <td id=\"T_aa016_row49_col4\" class=\"data row49 col4\" >0.02</td>\n",
              "      <td id=\"T_aa016_row49_col5\" class=\"data row49 col5\" >0.06</td>\n",
              "      <td id=\"T_aa016_row49_col6\" class=\"data row49 col6\" >0.07</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ],
      "source": [
        "df.sort_values('man+', ascending=False).style.background_gradient(\n",
        "    axis=None,\n",
        "    vmin=0,\n",
        "    vmax=0.2,\n",
        "    cmap=\"YlGnBu\"\n",
        ").format(precision=2)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Bias towards `woman`\n",
        "\n",
        "In this case, we see words like `love`, `life`, and `family` with a higher skew towards `woman`."
      ],
      "metadata": {
        "id": "w-uy1KgQUDhP"
      },
      "id": "w-uy1KgQUDhP"
    },
    {
      "cell_type": "code",
      "source": [
        "df.sort_values('woman+', ascending=False).style.background_gradient(\n",
        "    axis=None,\n",
        "    vmin=0,\n",
        "    vmax=0.2,\n",
        "    cmap=\"YlGnBu\"\n",
        ").format(precision=2)"
      ],
      "metadata": {
        "id": "ufATwOCojOdv",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "b7890818-92a6-400f-99d4-8406658c0560"
      },
      "id": "ufATwOCojOdv",
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7bca7436fc40>"
            ],
            "text/html": [
              "<style type=\"text/css\">\n",
              "#T_2ec1a_row0_col1, #T_2ec1a_row2_col1, #T_2ec1a_row6_col1, #T_2ec1a_row10_col2, #T_2ec1a_row11_col1, #T_2ec1a_row15_col2, #T_2ec1a_row19_col1, #T_2ec1a_row20_col2, #T_2ec1a_row23_col1, #T_2ec1a_row24_col1, #T_2ec1a_row26_col2, #T_2ec1a_row29_col1, #T_2ec1a_row31_col1, #T_2ec1a_row40_col1, #T_2ec1a_row40_col2 {\n",
              "  background-color: #f7fcc7;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row0_col2 {\n",
              "  background-color: #b9e4b5;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row0_col3, #T_2ec1a_row1_col3, #T_2ec1a_row2_col3, #T_2ec1a_row3_col3, #T_2ec1a_row4_col3, #T_2ec1a_row5_col3, #T_2ec1a_row6_col3, #T_2ec1a_row7_col3, #T_2ec1a_row8_col3, #T_2ec1a_row9_col3, #T_2ec1a_row10_col3, #T_2ec1a_row11_col3, #T_2ec1a_row12_col3, #T_2ec1a_row13_col3, #T_2ec1a_row14_col3, #T_2ec1a_row15_col3, #T_2ec1a_row16_col3, #T_2ec1a_row17_col3, #T_2ec1a_row18_col3, #T_2ec1a_row19_col3, #T_2ec1a_row20_col3, #T_2ec1a_row21_col3, #T_2ec1a_row21_col4, #T_2ec1a_row22_col3, #T_2ec1a_row22_col4, #T_2ec1a_row23_col3, #T_2ec1a_row23_col4, #T_2ec1a_row24_col3, #T_2ec1a_row24_col4, #T_2ec1a_row25_col3, #T_2ec1a_row25_col4, #T_2ec1a_row26_col3, #T_2ec1a_row26_col4, #T_2ec1a_row27_col3, #T_2ec1a_row27_col4, #T_2ec1a_row28_col3, #T_2ec1a_row28_col4, #T_2ec1a_row29_col3, #T_2ec1a_row29_col4, #T_2ec1a_row30_col3, #T_2ec1a_row30_col4, #T_2ec1a_row31_col3, #T_2ec1a_row31_col4, #T_2ec1a_row32_col3, #T_2ec1a_row32_col4, #T_2ec1a_row33_col3, #T_2ec1a_row33_col4, #T_2ec1a_row34_col3, #T_2ec1a_row34_col4, #T_2ec1a_row35_col3, #T_2ec1a_row35_col4, #T_2ec1a_row36_col3, #T_2ec1a_row36_col4, #T_2ec1a_row37_col3, #T_2ec1a_row37_col4, #T_2ec1a_row38_col3, #T_2ec1a_row38_col4, #T_2ec1a_row39_col3, #T_2ec1a_row39_col4, #T_2ec1a_row40_col3, #T_2ec1a_row40_col4, #T_2ec1a_row41_col3, #T_2ec1a_row41_col4, #T_2ec1a_row42_col3, #T_2ec1a_row42_col4, #T_2ec1a_row43_col3, #T_2ec1a_row43_col4, #T_2ec1a_row44_col3, #T_2ec1a_row44_col4, #T_2ec1a_row45_col3, #T_2ec1a_row45_col4, #T_2ec1a_row46_col4, #T_2ec1a_row47_col4, #T_2ec1a_row48_col4, #T_2ec1a_row49_col4 {\n",
              "  background-color: #ffffd9;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row0_col4, #T_2ec1a_row4_col6, #T_2ec1a_row8_col1, #T_2ec1a_row12_col1, #T_2ec1a_row37_col1 {\n",
              "  background-color: #f0f9b7;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row0_col5 {\n",
              "  background-color: #b4e2b6;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row0_col6 {\n",
              "  background-color: #97d6b9;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row1_col1, #T_2ec1a_row13_col2, #T_2ec1a_row20_col1, #T_2ec1a_row27_col2, #T_2ec1a_row30_col2, #T_2ec1a_row32_col1, #T_2ec1a_row32_col2, #T_2ec1a_row33_col2, #T_2ec1a_row41_col1, #T_2ec1a_row41_col2, #T_2ec1a_row43_col1, #T_2ec1a_row44_col1, #T_2ec1a_row46_col2 {\n",
              "  background-color: #f8fcca;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row1_col2, #T_2ec1a_row16_col6, #T_2ec1a_row37_col5 {\n",
              "  background-color: #e5f5b2;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row1_col4, #T_2ec1a_row9_col1, #T_2ec1a_row26_col1, #T_2ec1a_row39_col1, #T_2ec1a_row39_col2 {\n",
              "  background-color: #f8fcc9;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row1_col5, #T_2ec1a_row8_col5, #T_2ec1a_row12_col5 {\n",
              "  background-color: #e2f4b2;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row1_col6 {\n",
              "  background-color: #d6efb3;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row2_col2, #T_2ec1a_row5_col6, #T_2ec1a_row7_col1, #T_2ec1a_row17_col5, #T_2ec1a_row22_col5, #T_2ec1a_row35_col5, #T_2ec1a_row36_col5, #T_2ec1a_row47_col5 {\n",
              "  background-color: #f1faba;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row2_col4 {\n",
              "  background-color: #fcfed3;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row2_col5, #T_2ec1a_row7_col2, #T_2ec1a_row23_col6, #T_2ec1a_row29_col6, #T_2ec1a_row40_col6 {\n",
              "  background-color: #eff9b5;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row2_col6 {\n",
              "  background-color: #e3f4b2;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row3_col1, #T_2ec1a_row13_col6, #T_2ec1a_row42_col5 {\n",
              "  background-color: #f3fabd;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row3_col2, #T_2ec1a_row16_col5, #T_2ec1a_row26_col6, #T_2ec1a_row37_col2, #T_2ec1a_row46_col6 {\n",
              "  background-color: #eff9b6;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row3_col4 {\n",
              "  background-color: #fdfed5;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row3_col5, #T_2ec1a_row35_col6, #T_2ec1a_row47_col6 {\n",
              "  background-color: #e8f6b1;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row3_col6 {\n",
              "  background-color: #d7efb3;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row4_col1, #T_2ec1a_row15_col1, #T_2ec1a_row30_col1, #T_2ec1a_row33_col1, #T_2ec1a_row43_col2, #T_2ec1a_row44_col2 {\n",
              "  background-color: #f9fdcb;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row4_col2, #T_2ec1a_row13_col5, #T_2ec1a_row17_col1, #T_2ec1a_row19_col2, #T_2ec1a_row24_col2, #T_2ec1a_row25_col1, #T_2ec1a_row27_col5, #T_2ec1a_row28_col1, #T_2ec1a_row34_col2, #T_2ec1a_row42_col1, #T_2ec1a_row43_col5, #T_2ec1a_row45_col2, #T_2ec1a_row47_col2, #T_2ec1a_row48_col2 {\n",
              "  background-color: #f6fbc5;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row4_col4, #T_2ec1a_row5_col4, #T_2ec1a_row6_col4, #T_2ec1a_row7_col4, #T_2ec1a_row8_col4, #T_2ec1a_row47_col3, #T_2ec1a_row48_col3 {\n",
              "  background-color: #feffd6;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row4_col5, #T_2ec1a_row6_col2, #T_2ec1a_row17_col2, #T_2ec1a_row18_col2 {\n",
              "  background-color: #f4fbc1;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row5_col1, #T_2ec1a_row10_col1, #T_2ec1a_row27_col1 {\n",
              "  background-color: #f9fdcc;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row5_col2, #T_2ec1a_row21_col1, #T_2ec1a_row23_col2, #T_2ec1a_row29_col2, #T_2ec1a_row31_col2, #T_2ec1a_row34_col1, #T_2ec1a_row42_col2, #T_2ec1a_row46_col1 {\n",
              "  background-color: #f7fcc6;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row5_col5, #T_2ec1a_row11_col2, #T_2ec1a_row15_col5, #T_2ec1a_row16_col1, #T_2ec1a_row20_col5, #T_2ec1a_row22_col2, #T_2ec1a_row35_col1, #T_2ec1a_row35_col2, #T_2ec1a_row36_col2, #T_2ec1a_row39_col5, #T_2ec1a_row45_col1 {\n",
              "  background-color: #f5fbc2;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row6_col5, #T_2ec1a_row10_col6, #T_2ec1a_row28_col5, #T_2ec1a_row30_col6, #T_2ec1a_row32_col6, #T_2ec1a_row33_col6, #T_2ec1a_row38_col5, #T_2ec1a_row41_col6, #T_2ec1a_row44_col6, #T_2ec1a_row45_col5 {\n",
              "  background-color: #f1fabb;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row6_col6, #T_2ec1a_row28_col6, #T_2ec1a_row38_col6 {\n",
              "  background-color: #eaf7b1;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row7_col5, #T_2ec1a_row14_col2 {\n",
              "  background-color: #e6f5b2;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row7_col6 {\n",
              "  background-color: #d3eeb3;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row8_col2, #T_2ec1a_row12_col2 {\n",
              "  background-color: #edf8b2;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row8_col6, #T_2ec1a_row12_col6 {\n",
              "  background-color: #ceecb3;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row9_col2, #T_2ec1a_row10_col5, #T_2ec1a_row18_col1, #T_2ec1a_row21_col2, #T_2ec1a_row22_col1, #T_2ec1a_row25_col2, #T_2ec1a_row28_col2, #T_2ec1a_row30_col5, #T_2ec1a_row32_col5, #T_2ec1a_row33_col5, #T_2ec1a_row36_col1, #T_2ec1a_row38_col1, #T_2ec1a_row38_col2, #T_2ec1a_row41_col5, #T_2ec1a_row44_col5 {\n",
              "  background-color: #f5fbc4;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row9_col4, #T_2ec1a_row10_col4, #T_2ec1a_row11_col4, #T_2ec1a_row12_col4, #T_2ec1a_row13_col4, #T_2ec1a_row14_col4, #T_2ec1a_row15_col4, #T_2ec1a_row16_col4, #T_2ec1a_row17_col4, #T_2ec1a_row18_col4, #T_2ec1a_row19_col4, #T_2ec1a_row20_col4, #T_2ec1a_row46_col3 {\n",
              "  background-color: #feffd8;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row9_col5, #T_2ec1a_row16_col2, #T_2ec1a_row19_col5, #T_2ec1a_row23_col5, #T_2ec1a_row24_col5, #T_2ec1a_row31_col5, #T_2ec1a_row48_col1 {\n",
              "  background-color: #f3fabf;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row9_col6, #T_2ec1a_row19_col6, #T_2ec1a_row24_col6, #T_2ec1a_row31_col6 {\n",
              "  background-color: #eef8b3;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row11_col5, #T_2ec1a_row21_col5, #T_2ec1a_row25_col5, #T_2ec1a_row27_col6, #T_2ec1a_row34_col5, #T_2ec1a_row43_col6 {\n",
              "  background-color: #f2fabc;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row11_col6, #T_2ec1a_row21_col6, #T_2ec1a_row34_col6, #T_2ec1a_row42_col6 {\n",
              "  background-color: #edf8b1;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row13_col1 {\n",
              "  background-color: #fafdce;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row14_col1, #T_2ec1a_row17_col6, #T_2ec1a_row22_col6, #T_2ec1a_row36_col6, #T_2ec1a_row45_col6 {\n",
              "  background-color: #e9f7b1;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row14_col5 {\n",
              "  background-color: #d5efb3;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row14_col6 {\n",
              "  background-color: #b0e0b6;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row15_col6, #T_2ec1a_row18_col5, #T_2ec1a_row20_col6, #T_2ec1a_row39_col6, #T_2ec1a_row48_col5, #T_2ec1a_row49_col2 {\n",
              "  background-color: #f0f9b8;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row18_col6, #T_2ec1a_row48_col6 {\n",
              "  background-color: #e7f6b1;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row25_col6 {\n",
              "  background-color: #ecf7b1;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row26_col5, #T_2ec1a_row29_col5, #T_2ec1a_row40_col5, #T_2ec1a_row46_col5, #T_2ec1a_row47_col1, #T_2ec1a_row49_col3 {\n",
              "  background-color: #f4fbc0;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row37_col6 {\n",
              "  background-color: #d1edb3;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row49_col1 {\n",
              "  background-color: #bde5b5;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row49_col5 {\n",
              "  background-color: #b2e1b6;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_2ec1a_row49_col6 {\n",
              "  background-color: #80cebb;\n",
              "  color: #000000;\n",
              "}\n",
              "</style>\n",
              "<table id=\"T_2ec1a\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"blank level0\" >&nbsp;</th>\n",
              "      <th id=\"T_2ec1a_level0_col0\" class=\"col_heading level0 col0\" >word</th>\n",
              "      <th id=\"T_2ec1a_level0_col1\" class=\"col_heading level0 col1\" >man</th>\n",
              "      <th id=\"T_2ec1a_level0_col2\" class=\"col_heading level0 col2\" >woman</th>\n",
              "      <th id=\"T_2ec1a_level0_col3\" class=\"col_heading level0 col3\" >man+</th>\n",
              "      <th id=\"T_2ec1a_level0_col4\" class=\"col_heading level0 col4\" >woman+</th>\n",
              "      <th id=\"T_2ec1a_level0_col5\" class=\"col_heading level0 col5\" >variance</th>\n",
              "      <th id=\"T_2ec1a_level0_col6\" class=\"col_heading level0 col6\" >total</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row0\" class=\"row_heading level0 row0\" >1</th>\n",
              "      <td id=\"T_2ec1a_row0_col0\" class=\"data row0 col0\" >woman</td>\n",
              "      <td id=\"T_2ec1a_row0_col1\" class=\"data row0 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row0_col2\" class=\"data row0 col2\" >0.06</td>\n",
              "      <td id=\"T_2ec1a_row0_col3\" class=\"data row0 col3\" >-0.02</td>\n",
              "      <td id=\"T_2ec1a_row0_col4\" class=\"data row0 col4\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row0_col5\" class=\"data row0 col5\" >0.06</td>\n",
              "      <td id=\"T_2ec1a_row0_col6\" class=\"data row0 col6\" >0.07</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row1\" class=\"row_heading level0 row1\" >4</th>\n",
              "      <td id=\"T_2ec1a_row1_col0\" class=\"data row1 col0\" >women</td>\n",
              "      <td id=\"T_2ec1a_row1_col1\" class=\"data row1 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row1_col2\" class=\"data row1 col2\" >0.03</td>\n",
              "      <td id=\"T_2ec1a_row1_col3\" class=\"data row1 col3\" >-0.01</td>\n",
              "      <td id=\"T_2ec1a_row1_col4\" class=\"data row1 col4\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row1_col5\" class=\"data row1 col5\" >0.03</td>\n",
              "      <td id=\"T_2ec1a_row1_col6\" class=\"data row1 col6\" >0.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row2\" class=\"row_heading level0 row2\" >9</th>\n",
              "      <td id=\"T_2ec1a_row2_col0\" class=\"data row2 col0\" >love</td>\n",
              "      <td id=\"T_2ec1a_row2_col1\" class=\"data row2 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row2_col2\" class=\"data row2 col2\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row2_col3\" class=\"data row2 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row2_col4\" class=\"data row2 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row2_col5\" class=\"data row2 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row2_col6\" class=\"data row2 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row3\" class=\"row_heading level0 row3\" >8</th>\n",
              "      <td id=\"T_2ec1a_row3_col0\" class=\"data row3 col0\" >life</td>\n",
              "      <td id=\"T_2ec1a_row3_col1\" class=\"data row3 col1\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row3_col2\" class=\"data row3 col2\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row3_col3\" class=\"data row3 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row3_col4\" class=\"data row3 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row3_col5\" class=\"data row3 col5\" >0.03</td>\n",
              "      <td id=\"T_2ec1a_row3_col6\" class=\"data row3 col6\" >0.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row4\" class=\"row_heading level0 row4\" >36</th>\n",
              "      <td id=\"T_2ec1a_row4_col0\" class=\"data row4 col0\" >family</td>\n",
              "      <td id=\"T_2ec1a_row4_col1\" class=\"data row4 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row4_col2\" class=\"data row4 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row4_col3\" class=\"data row4 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row4_col4\" class=\"data row4 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row4_col5\" class=\"data row4 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row4_col6\" class=\"data row4 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row5\" class=\"row_heading level0 row5\" >40</th>\n",
              "      <td id=\"T_2ec1a_row5_col0\" class=\"data row5 col0\" >sex</td>\n",
              "      <td id=\"T_2ec1a_row5_col1\" class=\"data row5 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row5_col2\" class=\"data row5 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row5_col3\" class=\"data row5 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row5_col4\" class=\"data row5 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row5_col5\" class=\"data row5 col5\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row5_col6\" class=\"data row5 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row6\" class=\"row_heading level0 row6\" >21</th>\n",
              "      <td id=\"T_2ec1a_row6_col0\" class=\"data row6 col0\" >make</td>\n",
              "      <td id=\"T_2ec1a_row6_col1\" class=\"data row6 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row6_col2\" class=\"data row6 col2\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row6_col3\" class=\"data row6 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row6_col4\" class=\"data row6 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row6_col5\" class=\"data row6 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row6_col6\" class=\"data row6 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
              "      <td id=\"T_2ec1a_row7_col0\" class=\"data row7 col0\" >people</td>\n",
              "      <td id=\"T_2ec1a_row7_col1\" class=\"data row7 col1\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row7_col2\" class=\"data row7 col2\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row7_col3\" class=\"data row7 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row7_col4\" class=\"data row7 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row7_col5\" class=\"data row7 col5\" >0.03</td>\n",
              "      <td id=\"T_2ec1a_row7_col6\" class=\"data row7 col6\" >0.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row8\" class=\"row_heading level0 row8\" >5</th>\n",
              "      <td id=\"T_2ec1a_row8_col0\" class=\"data row8 col0\" >just</td>\n",
              "      <td id=\"T_2ec1a_row8_col1\" class=\"data row8 col1\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row8_col2\" class=\"data row8 col2\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row8_col3\" class=\"data row8 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row8_col4\" class=\"data row8 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row8_col5\" class=\"data row8 col5\" >0.03</td>\n",
              "      <td id=\"T_2ec1a_row8_col6\" class=\"data row8 col6\" >0.05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row9\" class=\"row_heading level0 row9\" >29</th>\n",
              "      <td id=\"T_2ec1a_row9_col0\" class=\"data row9 col0\" >book</td>\n",
              "      <td id=\"T_2ec1a_row9_col1\" class=\"data row9 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row9_col2\" class=\"data row9 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row9_col3\" class=\"data row9 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row9_col4\" class=\"data row9 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row9_col5\" class=\"data row9 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row9_col6\" class=\"data row9 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row10\" class=\"row_heading level0 row10\" >44</th>\n",
              "      <td id=\"T_2ec1a_row10_col0\" class=\"data row10 col0\" >young</td>\n",
              "      <td id=\"T_2ec1a_row10_col1\" class=\"data row10 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row10_col2\" class=\"data row10 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row10_col3\" class=\"data row10 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row10_col4\" class=\"data row10 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row10_col5\" class=\"data row10 col5\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row10_col6\" class=\"data row10 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row11\" class=\"row_heading level0 row11\" >23</th>\n",
              "      <td id=\"T_2ec1a_row11_col0\" class=\"data row11 col0\" >want</td>\n",
              "      <td id=\"T_2ec1a_row11_col1\" class=\"data row11 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row11_col2\" class=\"data row11 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row11_col3\" class=\"data row11 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row11_col4\" class=\"data row11 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row11_col5\" class=\"data row11 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row11_col6\" class=\"data row11 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row12\" class=\"row_heading level0 row12\" >3</th>\n",
              "      <td id=\"T_2ec1a_row12_col0\" class=\"data row12 col0\" >like</td>\n",
              "      <td id=\"T_2ec1a_row12_col1\" class=\"data row12 col1\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row12_col2\" class=\"data row12 col2\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row12_col3\" class=\"data row12 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row12_col4\" class=\"data row12 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row12_col5\" class=\"data row12 col5\" >0.03</td>\n",
              "      <td id=\"T_2ec1a_row12_col6\" class=\"data row12 col6\" >0.05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row13\" class=\"row_heading level0 row13\" >48</th>\n",
              "      <td id=\"T_2ec1a_row13_col0\" class=\"data row13 col0\" >read</td>\n",
              "      <td id=\"T_2ec1a_row13_col1\" class=\"data row13 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row13_col2\" class=\"data row13 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row13_col3\" class=\"data row13 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row13_col4\" class=\"data row13 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row13_col5\" class=\"data row13 col5\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row13_col6\" class=\"data row13 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row14\" class=\"row_heading level0 row14\" >2</th>\n",
              "      <td id=\"T_2ec1a_row14_col0\" class=\"data row14 col0\" >said</td>\n",
              "      <td id=\"T_2ec1a_row14_col1\" class=\"data row14 col1\" >0.03</td>\n",
              "      <td id=\"T_2ec1a_row14_col2\" class=\"data row14 col2\" >0.03</td>\n",
              "      <td id=\"T_2ec1a_row14_col3\" class=\"data row14 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row14_col4\" class=\"data row14 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row14_col5\" class=\"data row14 col5\" >0.04</td>\n",
              "      <td id=\"T_2ec1a_row14_col6\" class=\"data row14 col6\" >0.06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row15\" class=\"row_heading level0 row15\" >39</th>\n",
              "      <td id=\"T_2ec1a_row15_col0\" class=\"data row15 col0\" >didn</td>\n",
              "      <td id=\"T_2ec1a_row15_col1\" class=\"data row15 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row15_col2\" class=\"data row15 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row15_col3\" class=\"data row15 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row15_col4\" class=\"data row15 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row15_col5\" class=\"data row15 col5\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row15_col6\" class=\"data row15 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row16\" class=\"row_heading level0 row16\" >10</th>\n",
              "      <td id=\"T_2ec1a_row16_col0\" class=\"data row16 col0\" >know</td>\n",
              "      <td id=\"T_2ec1a_row16_col1\" class=\"data row16 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row16_col2\" class=\"data row16 col2\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row16_col3\" class=\"data row16 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row16_col4\" class=\"data row16 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row16_col5\" class=\"data row16 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row16_col6\" class=\"data row16 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row17\" class=\"row_heading level0 row17\" >16</th>\n",
              "      <td id=\"T_2ec1a_row17_col0\" class=\"data row17 col0\" >way</td>\n",
              "      <td id=\"T_2ec1a_row17_col1\" class=\"data row17 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row17_col2\" class=\"data row17 col2\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row17_col3\" class=\"data row17 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row17_col4\" class=\"data row17 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row17_col5\" class=\"data row17 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row17_col6\" class=\"data row17 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row18\" class=\"row_heading level0 row18\" >12</th>\n",
              "      <td id=\"T_2ec1a_row18_col0\" class=\"data row18 col0\" >don</td>\n",
              "      <td id=\"T_2ec1a_row18_col1\" class=\"data row18 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row18_col2\" class=\"data row18 col2\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row18_col3\" class=\"data row18 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row18_col4\" class=\"data row18 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row18_col5\" class=\"data row18 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row18_col6\" class=\"data row18 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row19\" class=\"row_heading level0 row19\" >27</th>\n",
              "      <td id=\"T_2ec1a_row19_col0\" class=\"data row19 col0\" >ve</td>\n",
              "      <td id=\"T_2ec1a_row19_col1\" class=\"data row19 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row19_col2\" class=\"data row19 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row19_col3\" class=\"data row19 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row19_col4\" class=\"data row19 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row19_col5\" class=\"data row19 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row19_col6\" class=\"data row19 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row20\" class=\"row_heading level0 row20\" >38</th>\n",
              "      <td id=\"T_2ec1a_row20_col0\" class=\"data row20 col0\" >things</td>\n",
              "      <td id=\"T_2ec1a_row20_col1\" class=\"data row20 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row20_col2\" class=\"data row20 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row20_col3\" class=\"data row20 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row20_col4\" class=\"data row20 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row20_col5\" class=\"data row20 col5\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row20_col6\" class=\"data row20 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row21\" class=\"row_heading level0 row21\" >24</th>\n",
              "      <td id=\"T_2ec1a_row21_col0\" class=\"data row21 col0\" >think</td>\n",
              "      <td id=\"T_2ec1a_row21_col1\" class=\"data row21 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row21_col2\" class=\"data row21 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row21_col3\" class=\"data row21 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row21_col4\" class=\"data row21 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row21_col5\" class=\"data row21 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row21_col6\" class=\"data row21 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row22\" class=\"row_heading level0 row22\" >15</th>\n",
              "      <td id=\"T_2ec1a_row22_col0\" class=\"data row22 col0\" >day</td>\n",
              "      <td id=\"T_2ec1a_row22_col1\" class=\"data row22 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row22_col2\" class=\"data row22 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row22_col3\" class=\"data row22 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row22_col4\" class=\"data row22 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row22_col5\" class=\"data row22 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row22_col6\" class=\"data row22 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row23\" class=\"row_heading level0 row23\" >31</th>\n",
              "      <td id=\"T_2ec1a_row23_col0\" class=\"data row23 col0\" >right</td>\n",
              "      <td id=\"T_2ec1a_row23_col1\" class=\"data row23 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row23_col2\" class=\"data row23 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row23_col3\" class=\"data row23 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row23_col4\" class=\"data row23 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row23_col5\" class=\"data row23 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row23_col6\" class=\"data row23 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row24\" class=\"row_heading level0 row24\" >28</th>\n",
              "      <td id=\"T_2ec1a_row24_col0\" class=\"data row24 col0\" >work</td>\n",
              "      <td id=\"T_2ec1a_row24_col1\" class=\"data row24 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row24_col2\" class=\"data row24 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row24_col3\" class=\"data row24 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row24_col4\" class=\"data row24 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row24_col5\" class=\"data row24 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row24_col6\" class=\"data row24 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row25\" class=\"row_heading level0 row25\" >22</th>\n",
              "      <td id=\"T_2ec1a_row25_col0\" class=\"data row25 col0\" >going</td>\n",
              "      <td id=\"T_2ec1a_row25_col1\" class=\"data row25 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row25_col2\" class=\"data row25 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row25_col3\" class=\"data row25 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row25_col4\" class=\"data row25 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row25_col5\" class=\"data row25 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row25_col6\" class=\"data row25 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row26\" class=\"row_heading level0 row26\" >35</th>\n",
              "      <td id=\"T_2ec1a_row26_col0\" class=\"data row26 col0\" >got</td>\n",
              "      <td id=\"T_2ec1a_row26_col1\" class=\"data row26 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row26_col2\" class=\"data row26 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row26_col3\" class=\"data row26 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row26_col4\" class=\"data row26 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row26_col5\" class=\"data row26 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row26_col6\" class=\"data row26 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row27\" class=\"row_heading level0 row27\" >49</th>\n",
              "      <td id=\"T_2ec1a_row27_col0\" class=\"data row27 col0\" >little</td>\n",
              "      <td id=\"T_2ec1a_row27_col1\" class=\"data row27 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row27_col2\" class=\"data row27 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row27_col3\" class=\"data row27 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row27_col4\" class=\"data row27 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row27_col5\" class=\"data row27 col5\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row27_col6\" class=\"data row27 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row28\" class=\"row_heading level0 row28\" >19</th>\n",
              "      <td id=\"T_2ec1a_row28_col0\" class=\"data row28 col0\" >did</td>\n",
              "      <td id=\"T_2ec1a_row28_col1\" class=\"data row28 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row28_col2\" class=\"data row28 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row28_col3\" class=\"data row28 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row28_col4\" class=\"data row28 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row28_col5\" class=\"data row28 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row28_col6\" class=\"data row28 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row29\" class=\"row_heading level0 row29\" >33</th>\n",
              "      <td id=\"T_2ec1a_row29_col0\" class=\"data row29 col0\" >really</td>\n",
              "      <td id=\"T_2ec1a_row29_col1\" class=\"data row29 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row29_col2\" class=\"data row29 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row29_col3\" class=\"data row29 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row29_col4\" class=\"data row29 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row29_col5\" class=\"data row29 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row29_col6\" class=\"data row29 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row30\" class=\"row_heading level0 row30\" >45</th>\n",
              "      <td id=\"T_2ec1a_row30_col0\" class=\"data row30 col0\" >let</td>\n",
              "      <td id=\"T_2ec1a_row30_col1\" class=\"data row30 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row30_col2\" class=\"data row30 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row30_col3\" class=\"data row30 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row30_col4\" class=\"data row30 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row30_col5\" class=\"data row30 col5\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row30_col6\" class=\"data row30 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row31\" class=\"row_heading level0 row31\" >30</th>\n",
              "      <td id=\"T_2ec1a_row31_col0\" class=\"data row31 col0\" >world</td>\n",
              "      <td id=\"T_2ec1a_row31_col1\" class=\"data row31 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row31_col2\" class=\"data row31 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row31_col3\" class=\"data row31 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row31_col4\" class=\"data row31 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row31_col5\" class=\"data row31 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row31_col6\" class=\"data row31 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row32\" class=\"row_heading level0 row32\" >41</th>\n",
              "      <td id=\"T_2ec1a_row32_col0\" class=\"data row32 col0\" >great</td>\n",
              "      <td id=\"T_2ec1a_row32_col1\" class=\"data row32 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row32_col2\" class=\"data row32 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row32_col3\" class=\"data row32 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row32_col4\" class=\"data row32 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row32_col5\" class=\"data row32 col5\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row32_col6\" class=\"data row32 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row33\" class=\"row_heading level0 row33\" >42</th>\n",
              "      <td id=\"T_2ec1a_row33_col0\" class=\"data row33 col0\" >come</td>\n",
              "      <td id=\"T_2ec1a_row33_col1\" class=\"data row33 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row33_col2\" class=\"data row33 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row33_col3\" class=\"data row33 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row33_col4\" class=\"data row33 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row33_col5\" class=\"data row33 col5\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row33_col6\" class=\"data row33 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row34\" class=\"row_heading level0 row34\" >25</th>\n",
              "      <td id=\"T_2ec1a_row34_col0\" class=\"data row34 col0\" >year</td>\n",
              "      <td id=\"T_2ec1a_row34_col1\" class=\"data row34 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row34_col2\" class=\"data row34 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row34_col3\" class=\"data row34 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row34_col4\" class=\"data row34 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row34_col5\" class=\"data row34 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row34_col6\" class=\"data row34 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row35\" class=\"row_heading level0 row35\" >13</th>\n",
              "      <td id=\"T_2ec1a_row35_col0\" class=\"data row35 col0\" >god</td>\n",
              "      <td id=\"T_2ec1a_row35_col1\" class=\"data row35 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row35_col2\" class=\"data row35 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row35_col3\" class=\"data row35 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row35_col4\" class=\"data row35 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row35_col5\" class=\"data row35 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row35_col6\" class=\"data row35 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row36\" class=\"row_heading level0 row36\" >17</th>\n",
              "      <td id=\"T_2ec1a_row36_col0\" class=\"data row36 col0\" >good</td>\n",
              "      <td id=\"T_2ec1a_row36_col1\" class=\"data row36 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row36_col2\" class=\"data row36 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row36_col3\" class=\"data row36 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row36_col4\" class=\"data row36 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row36_col5\" class=\"data row36 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row36_col6\" class=\"data row36 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row37\" class=\"row_heading level0 row37\" >6</th>\n",
              "      <td id=\"T_2ec1a_row37_col0\" class=\"data row37 col0\" >time</td>\n",
              "      <td id=\"T_2ec1a_row37_col1\" class=\"data row37 col1\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row37_col2\" class=\"data row37 col2\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row37_col3\" class=\"data row37 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row37_col4\" class=\"data row37 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row37_col5\" class=\"data row37 col5\" >0.03</td>\n",
              "      <td id=\"T_2ec1a_row37_col6\" class=\"data row37 col6\" >0.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row38\" class=\"row_heading level0 row38\" >20</th>\n",
              "      <td id=\"T_2ec1a_row38_col0\" class=\"data row38 col0\" >years</td>\n",
              "      <td id=\"T_2ec1a_row38_col1\" class=\"data row38 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row38_col2\" class=\"data row38 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row38_col3\" class=\"data row38 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row38_col4\" class=\"data row38 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row38_col5\" class=\"data row38 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row38_col6\" class=\"data row38 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row39\" class=\"row_heading level0 row39\" >37</th>\n",
              "      <td id=\"T_2ec1a_row39_col0\" class=\"data row39 col0\" >story</td>\n",
              "      <td id=\"T_2ec1a_row39_col1\" class=\"data row39 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row39_col2\" class=\"data row39 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row39_col3\" class=\"data row39 col3\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row39_col4\" class=\"data row39 col4\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row39_col5\" class=\"data row39 col5\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row39_col6\" class=\"data row39 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row40\" class=\"row_heading level0 row40\" >32</th>\n",
              "      <td id=\"T_2ec1a_row40_col0\" class=\"data row40 col0\" >say</td>\n",
              "      <td id=\"T_2ec1a_row40_col1\" class=\"data row40 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row40_col2\" class=\"data row40 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row40_col3\" class=\"data row40 col3\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row40_col4\" class=\"data row40 col4\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row40_col5\" class=\"data row40 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row40_col6\" class=\"data row40 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row41\" class=\"row_heading level0 row41\" >43</th>\n",
              "      <td id=\"T_2ec1a_row41_col0\" class=\"data row41 col0\" >does</td>\n",
              "      <td id=\"T_2ec1a_row41_col1\" class=\"data row41 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row41_col2\" class=\"data row41 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row41_col3\" class=\"data row41 col3\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row41_col4\" class=\"data row41 col4\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row41_col5\" class=\"data row41 col5\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row41_col6\" class=\"data row41 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row42\" class=\"row_heading level0 row42\" >26</th>\n",
              "      <td id=\"T_2ec1a_row42_col0\" class=\"data row42 col0\" >old</td>\n",
              "      <td id=\"T_2ec1a_row42_col1\" class=\"data row42 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row42_col2\" class=\"data row42 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row42_col3\" class=\"data row42 col3\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row42_col4\" class=\"data row42 col4\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row42_col5\" class=\"data row42 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row42_col6\" class=\"data row42 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row43\" class=\"row_heading level0 row43\" >47</th>\n",
              "      <td id=\"T_2ec1a_row43_col0\" class=\"data row43 col0\" >told</td>\n",
              "      <td id=\"T_2ec1a_row43_col1\" class=\"data row43 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row43_col2\" class=\"data row43 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row43_col3\" class=\"data row43 col3\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row43_col4\" class=\"data row43 col4\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row43_col5\" class=\"data row43 col5\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row43_col6\" class=\"data row43 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row44\" class=\"row_heading level0 row44\" >46</th>\n",
              "      <td id=\"T_2ec1a_row44_col0\" class=\"data row44 col0\" >state</td>\n",
              "      <td id=\"T_2ec1a_row44_col1\" class=\"data row44 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row44_col2\" class=\"data row44 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row44_col3\" class=\"data row44 col3\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row44_col4\" class=\"data row44 col4\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row44_col5\" class=\"data row44 col5\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row44_col6\" class=\"data row44 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row45\" class=\"row_heading level0 row45\" >18</th>\n",
              "      <td id=\"T_2ec1a_row45_col0\" class=\"data row45 col0\" >new</td>\n",
              "      <td id=\"T_2ec1a_row45_col1\" class=\"data row45 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row45_col2\" class=\"data row45 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row45_col3\" class=\"data row45 col3\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row45_col4\" class=\"data row45 col4\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row45_col5\" class=\"data row45 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row45_col6\" class=\"data row45 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row46\" class=\"row_heading level0 row46\" >34</th>\n",
              "      <td id=\"T_2ec1a_row46_col0\" class=\"data row46 col0\" >home</td>\n",
              "      <td id=\"T_2ec1a_row46_col1\" class=\"data row46 col1\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row46_col2\" class=\"data row46 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row46_col3\" class=\"data row46 col3\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row46_col4\" class=\"data row46 col4\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row46_col5\" class=\"data row46 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row46_col6\" class=\"data row46 col6\" >0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row47\" class=\"row_heading level0 row47\" >14</th>\n",
              "      <td id=\"T_2ec1a_row47_col0\" class=\"data row47 col0\" >police</td>\n",
              "      <td id=\"T_2ec1a_row47_col1\" class=\"data row47 col1\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row47_col2\" class=\"data row47 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row47_col3\" class=\"data row47 col3\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row47_col4\" class=\"data row47 col4\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row47_col5\" class=\"data row47 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row47_col6\" class=\"data row47 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row48\" class=\"row_heading level0 row48\" >11</th>\n",
              "      <td id=\"T_2ec1a_row48_col0\" class=\"data row48 col0\" >men</td>\n",
              "      <td id=\"T_2ec1a_row48_col1\" class=\"data row48 col1\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row48_col2\" class=\"data row48 col2\" >0.01</td>\n",
              "      <td id=\"T_2ec1a_row48_col3\" class=\"data row48 col3\" >0.00</td>\n",
              "      <td id=\"T_2ec1a_row48_col4\" class=\"data row48 col4\" >-0.00</td>\n",
              "      <td id=\"T_2ec1a_row48_col5\" class=\"data row48 col5\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row48_col6\" class=\"data row48 col6\" >0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_2ec1a_level0_row49\" class=\"row_heading level0 row49\" >0</th>\n",
              "      <td id=\"T_2ec1a_row49_col0\" class=\"data row49 col0\" >man</td>\n",
              "      <td id=\"T_2ec1a_row49_col1\" class=\"data row49 col1\" >0.05</td>\n",
              "      <td id=\"T_2ec1a_row49_col2\" class=\"data row49 col2\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row49_col3\" class=\"data row49 col3\" >0.02</td>\n",
              "      <td id=\"T_2ec1a_row49_col4\" class=\"data row49 col4\" >-0.02</td>\n",
              "      <td id=\"T_2ec1a_row49_col5\" class=\"data row49 col5\" >0.06</td>\n",
              "      <td id=\"T_2ec1a_row49_col6\" class=\"data row49 col6\" >0.07</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "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": "3.11.1"
    },
    "colab": {
      "provenance": [],
      "machine_shape": "hm"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}