AIdea 競賽「台灣牧場乳量預測」解題筆記（一） - EDA (Exploratory Data Analysis) 探索式 資料分析&資料前處理

experiment.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from tqdm import tqdm\n",
    "import os, sys\n",
    "import warnings\n",
    "import sweetviz as sv\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "dataFolder = 'data/'\n",
    "dataList = [dataFolder + f for f in os.listdir(dataFolder) if f.endswith('.csv')]\n",
    "\n",
    "\n",
    "def read_csv(file: str) -> pd.DataFrame:\n",
    "    return pd.read_csv(file)\n",
    "\n",
    "def pre_processing(df:pd.DataFrame, drop_col:list=None, one_hot_col:list=None, date_col:list=None, convert_col:list=None) -> pd.DataFrame:\n",
    "    \n",
    "    # drop id column\n",
    "    if drop_col is not None:\n",
    "        for col in drop_col:\n",
    "            df = df.drop(col, axis=1)\n",
    "            \n",
    "    # one-hot encoding \n",
    "    if one_hot_col is not None:\n",
    "        for col in one_hot_col:\n",
    "            df[col] = df[col].astype('category').cat.codes\n",
    "    \n",
    "    # date convert\n",
    "    if date_col is not None:\n",
    "        for date in date_col:\n",
    "            df[date] = pd.to_datetime(df[date])\n",
    "            \n",
    "    if convert_col is not None:\n",
    "        for col in convert_col:\n",
    "            df[col] = df[col].astype('float')\n",
    "            \n",
    "    return df\n",
    "\n",
    "def get_df_name(df):\n",
    "    name =[x for x in globals() if globals()[x] is df][0]\n",
    "    return name"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 匯入資料"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "reportDf = read_csv(dataList[0])\n",
    "birthDf = read_csv(dataList[1])\n",
    "submissionDf = read_csv(dataList[2])\n",
    "breedDf = read_csv(dataList[3])\n",
    "specDf = read_csv(dataList[4])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析資料中的缺失值，再決定要不要刪除 / 補值 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 缺失值計算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reportDf\n",
      "(37517, 21)\n",
      "id                       0.000000\n",
      "year                     0.000000\n",
      "month                    0.000000\n",
      "dairyFarm                0.000000\n",
      "numOfCow                 0.000000\n",
      "numOfCowFatherSemen      2.334941\n",
      "numOfCowMotherSemen      9.553003\n",
      "birthday                 0.000000\n",
      "parity                   0.000000\n",
      "dayOfLactation           0.002665\n",
      "milkVolume              11.362849\n",
      "lastDateOfBirth          0.002665\n",
      "dayOfSampling            0.000000\n",
      "ageOfTheMoon             0.000000\n",
      "dateOfTest               0.000000\n",
      "lastDateOfBreeding       4.094144\n",
      "semenOfLastBreeding      4.094144\n",
      "countOfBreeding          0.000000\n",
      "lastDateOfChildbirth    46.432284\n",
      "firstDateOfBreeding      3.814271\n",
      "semenOfFirstBreeding     3.814271\n",
      "dtype: float64\n",
      "\n",
      "birthDf\n",
      "(3761, 13)\n",
      "numOfCow                    0.000000\n",
      "dateOfChildbirth            0.000000\n",
      "dateOfDryMilk              43.525658\n",
      "firstNumOfCalf             77.293273\n",
      "secondNumOfCalf            99.787291\n",
      "numOfmonCow                81.122042\n",
      "dateOfLogin                 0.000000\n",
      "countOfwomb                 0.000000\n",
      "parityOfCow                 0.000000\n",
      "difficultyOfGivingBirth    24.009572\n",
      "sizeOfCalf                 90.614198\n",
      "genderOfCalf               74.501462\n",
      "dairyFarm                   0.000000\n",
      "dtype: float64\n",
      "\n",
      "submissionDf\n",
      "(4263, 2)\n",
      "ID                       0.0\n",
      "milkVolumeOfPredict    100.0\n",
      "dtype: float64\n",
      "\n",
      "breedDf\n",
      "(21050, 8)\n",
      "numOfCow             0.000000\n",
      "dateOfBreeding       0.000000\n",
      "semenOfBreeding      0.000000\n",
      "dateOfLogin          0.000000\n",
      "pregnancyTest        0.000000\n",
      "methodOfBreeding    98.988124\n",
      "typeOfSemen         98.916865\n",
      "dairyFarm            0.000000\n",
      "dtype: float64\n",
      "\n",
      "specDf\n",
      "(4362, 7)\n",
      "numOfCow            0.000000\n",
      "typeOfSituation     0.000000\n",
      "codeOfSituation    14.053187\n",
      "dateOfSituation     0.000000\n",
      "comment            72.558459\n",
      "dateOfLogin        28.839982\n",
      "dairyFarm           0.000000\n",
      "dtype: float64\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for df in [reportDf, birthDf, submissionDf, breedDf, specDf]:\n",
    "    print(get_df_name(df))\n",
    "    print(df.shape)\n",
    "    # 算出每個欄位的缺失值比例\n",
    "    print(f\"{df.isnull().sum() / len(df) * 100}\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 資料分佈"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'id'}>,\n",
       "        <AxesSubplot:title={'center':'year'}>,\n",
       "        <AxesSubplot:title={'center':'month'}>],\n",
       "       [<AxesSubplot:title={'center':'numOfCow'}>,\n",
       "        <AxesSubplot:title={'center':'parity'}>,\n",
       "        <AxesSubplot:title={'center':'dayOfLactation'}>],\n",
       "       [<AxesSubplot:title={'center':'milkVolume'}>,\n",
       "        <AxesSubplot:title={'center':'ageOfTheMoon'}>,\n",
       "        <AxesSubplot:title={'center':'countOfBreeding'}>]], dtype=object)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reportDf.hist(figsize=(15, 15), bins=50, xlabelsize=12, ylabelsize=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'numOfCow'}>,\n",
       "        <AxesSubplot:title={'center':'numOfmonCow'}>],\n",
       "       [<AxesSubplot:title={'center':'parityOfCow'}>,\n",
       "        <AxesSubplot:title={'center':'difficultyOfGivingBirth'}>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "birthDf.hist(figsize=(15, 15), bins=50, xlabelsize=12, ylabelsize=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'numOfCow'}>,\n",
       "        <AxesSubplot:title={'center':'pregnancyTest'}>]], dtype=object)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "breedDf.hist(figsize=(15, 15), bins=50, xlabelsize=12, ylabelsize=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'numOfCow'}>]], dtype=object)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "specDf.hist(figsize=(15, 15), bins=50, xlabelsize=12, ylabelsize=12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 目前 dataset 和 preidct target 的相關性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#使用seaborn的 heatmap 來看相關性\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(reportDf.corr(), annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'year', 'month', 'dairyFarm', 'numOfCow', 'numOfCowFatherSemen',\n",
       "       'numOfCowMotherSemen', 'birthday', 'parity', 'dayOfLactation',\n",
       "       'milkVolume', 'lastDateOfBirth', 'dayOfSampling', 'ageOfTheMoon',\n",
       "       'dateOfTest', 'lastDateOfBreeding', 'semenOfLastBreeding',\n",
       "       'countOfBreeding', 'lastDateOfChildbirth', 'firstDateOfBreeding',\n",
       "       'semenOfFirstBreeding'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reportDf.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 資料前處理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 我們從上面的分析得知，有些資料是有缺失值的，還有一些欄位是沒有意義的，所以我們要先處理這些資料"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 刪除缺失值的欄位"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "    * reportDf -> lastDateOfChildbirth, id, dateOfTest\n",
    "    * birthDf -> 'secondNumOfCalf', 'countOfwomb', 'dateOfLogin', 'firstNumOfCalf', 'sizeOfCalf', 'genderOfCalf'\n",
    "    * breedDf -> 'dateOfLogin', 'pregnancyTest', 'typeOfSemen'\n",
    "    * specDf -> 'dateOfLogin', 'comment'\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 補值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 發現目標 milkVolume 有一部分的資料是 0, 因為是重要的資料，所以我們要先處理這些資料"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'milkVolume'}, ylabel='Frequency'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reportDf['milkVolume'].plot(kind='hist', bins=50, figsize=(10, 8), title='milkVolume')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### plot 出每個牧場的 milkVolume 情況"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Mean milkVolume with different dairyFarm and year'}, xlabel='dairyFarm,year'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reportDf.groupby(['dairyFarm', 'year'])['milkVolume'].mean().plot(kind='bar', figsize=(10, 8), \\\n",
    "    title='Mean milkVolume with different dairyFarm and year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Mean milkVolume with different dairyFarm and month'}, xlabel='dairyFarm,month'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reportDf.groupby(['dairyFarm', 'month'])['milkVolume'].mean().plot(kind='bar', figsize=(10, 8), title='Mean milkVolume with different dairyFarm and month')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### One-Hot Encoding map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "\n",
    "preReportDf\n",
    "\n",
    "- dairyFarm {A: 0, B: 1, C: 2}\n",
    "\n",
    "---\n",
    "\n",
    "preBirthDf\n",
    "\n",
    "- genderOfCalf {公：1，母：2, 未知：0}\n",
    "- dairyFarm {A: 0 , B: 1, C: 2}\n",
    "- sizeOfCalf {S：3, M：2, L：1, 未知： 0}\n",
    "\n",
    "---\n",
    "\n",
    "preSpecDf\n",
    "\n",
    "- typeOfSituation { C:2, D:3, N:4 ,1:0, 2:1}\n",
    "- dairyFarm {A: 0 , B: 1, C: 2}\n",
    "\n",
    "---\n",
    "\n",
    "preBreedDf\n",
    "\n",
    "- dairyFarm {A: 0 , B: 1, C: 2}\n",
    "\n",
    "```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Preprocessing main"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "外購            2231\n",
       "進口             436\n",
       "96174165.0     159\n",
       "95040473       149\n",
       "97171306.0     125\n",
       "              ... \n",
       "96174168.0       1\n",
       "1112031          1\n",
       "3114009          1\n",
       "3114052          1\n",
       "3040216          1\n",
       "Name: numOfCowMotherSemen, Length: 1266, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reportDf.numOfCowMotherSemen.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 4/4 [00:00<00:00, 3953.16it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The size of preReportDf : (33254, 18)\n",
      "The size of preBirthDf : (3761, 6)\n",
      "The size of preSpecDf : (4362, 5)\n",
      "The size of preBreedDf : (21050, 5)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# drop year column == 2019，因為沒有資料\n",
    "reportDf = reportDf[reportDf['year'] != 2019]\n",
    "preReportDf = pre_processing(df=reportDf, drop_col=['id', 'dateOfTest', 'lastDateOfChildbirth'], one_hot_col=['dairyFarm', 'numOfCowFatherSemen','semenOfLastBreeding', 'numOfCowMotherSemen', 'semenOfFirstBreeding' ], \\\n",
    "    date_col=['birthday', 'lastDateOfBirth', 'dayOfSampling', 'lastDateOfBreeding', 'firstDateOfBreeding'],\\\n",
    "    convert_col=['numOfCowFatherSemen', 'numOfCowMotherSemen'])  \n",
    "    \n",
    "preBirthDf = pre_processing(df=birthDf, drop_col=['secondNumOfCalf', 'countOfwomb', 'dateOfLogin', 'firstNumOfCalf', 'sizeOfCalf', 'genderOfCalf', 'dateOfDryMilk'], one_hot_col=['dairyFarm'], \\\n",
    "    date_col=['dateOfChildbirth'])\n",
    "\n",
    "# 因為 data 裡有相同、但大小寫不同的欄位，所以先轉成大寫\n",
    "specDf['typeOfSituation'] = specDf['typeOfSituation'].str.upper()\n",
    "preSpecDf = pre_processing(df=specDf, drop_col=['dateOfLogin', 'comment'], one_hot_col=['dairyFarm', 'typeOfSituation', 'codeOfSituation'])\n",
    "\n",
    "preBreedDf = pre_processing(df=breedDf, drop_col=['dateOfLogin', 'pregnancyTest', 'typeOfSemen'], one_hot_col=['dairyFarm','semenOfBreeding'],\\\n",
    "    date_col=['dateOfBreeding'])\n",
    "\n",
    "for df in tqdm([preReportDf, preBirthDf, preSpecDf, preBreedDf]):\n",
    "    print(f\"The size of {get_df_name(df)} : {df.shape}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 針對 report 資料集使用 sweetviz 進行 EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Done! Use 'show' commands to display/save.   |██████████| [100%]   00:01 -> (00:00 left)\n"
     ]
    },
    {
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       "            &lt;script&gt; let g_snapped = &quot;&quot;;\n",
       "let g_lastHovered = &quot;&quot;;\n",
       "\n",
       "function hideAllDetails()\n",
       "{\n",
       "    $(&quot;.container-feature-detail&quot;).hide();\n",
       "    $(&quot;.container-df-associations&quot;).hide();\n",
       "    $(&quot;span.bg-tab-summary-rollover&quot;).hide();\n",
       "}\n",
       "\n",
       "\n",
       "// GLOBAL EVENTS\n",
       "// ---------------------------------------------------------------------------------------------------------------------------\n",
       "// EVENT: [ANYWHERE] RIGHT-CLICK REMOVES SELECTION\n",
       "// $(document).contextmenu(function() {\n",
       "//     if (g_snapped != &quot;&quot;)\n",
       "//     {\n",
       "//         g_snapped = &quot;&quot;;\n",
       "//         hideAllDetails();\n",
       "//     }\n",
       "//     if (g_lastHovered != &quot;&quot;)\n",
       "//     {\n",
       "//         $(g_lastHovered).show();\n",
       "//         //alert(&quot;#&quot;+g_lastHovered);\n",
       "//     }\n",
       "//     return false;\n",
       "// });\n",
       "\n",
       "$(&quot;span.bg-tab-summary-rollover&quot;).hide();\n",
       "// hideAllDetails();\n",
       "\n",
       "$(document).ready(function() {\n",
       "// INITIALIZATION\n",
       "// --------------------------------------------------------\n",
       "hideAllDetails();\n",
       "$(&quot;span.bg-tab-summary-rollover&quot;).hide();\n",
       "\n",
       "// Make the detail column the same height, so the floating element has room\n",
       "//$(&quot;#col2&quot;).height($(&quot;#col1&quot;).height());\n",
       "$(&quot;#col1&quot;).height(g_height);\n",
       "$(&quot;#col2&quot;).height(g_height);\n",
       "//alert($(&quot;#col1&quot;).height());\n",
       "\n",
       "// SUMMARY AREA\n",
       "// --------------------------------------------------------\n",
       "// EVENT: SUMMARY ROLLOVER\n",
       "// $(&quot;.selector, .container-feature-summary-target&quot;).hover(\n",
       "$(&quot;.selector&quot;).hover(\n",
       "// ENTER function\n",
       "function(event) {\n",
       "    // Rollover start!\n",
       "    // $(&quot;.container-feature-detail&quot;).hide();\n",
       "    $(&quot;span.bg-tab-summary-rollover&quot;).hide();\n",
       "    $(&quot;#&quot; + $(this).data(&quot;rollover-span&quot;)).removeClass(&quot;bg-tab-summary-rollover-locked&quot;);\n",
       "    $(&quot;#&quot; + $(this).data(&quot;rollover-span&quot;)).addClass(&quot;bg-tab-summary-rollover-vertical&quot;);\n",
       "    $(&quot;#&quot; + $(this).data(&quot;rollover-span&quot;)).show();\n",
       "    g_lastHovered = &quot;#&quot; + $(this).data(&quot;detail-div&quot;);\n",
       "    },\n",
       "// EXIT function\n",
       "function(event) {\n",
       "    // Rollover end!\n",
       "    // hideAllDetails();\n",
       "    //FBFB        $(&quot;#&quot; + $(this).data(&quot;detail-div&quot;)).hide();\n",
       "    }\n",
       ");\n",
       "\n",
       "// EVENT: SUMMARY CLICK\n",
       "// $(&quot;.container-feature-summary, .container-feature-summary-target&quot;).click(function(event) {\n",
       "$(&quot;.selector&quot;).click(function(event) {\n",
       "    if ($(this).parent().parent().data(&#x27;expanded&#x27;) != &#x27;true&#x27;)\n",
       "    {\n",
       "        // EXPAND\n",
       "        // --------------------------------------------------------\n",
       "        $(&quot;#&quot; + $(this).data(&quot;detail-div&quot;)).show();\n",
       "        $(this).parent().parent().data(&#x27;expanded&#x27;, &#x27;true&#x27;);\n",
       "        //alert($(this).parent().attr(&#x27;id&#x27;).substring(8) );\n",
       "\n",
       "        var feature_index_str = $(this).parent().attr(&#x27;id&#x27;).substring(8);\n",
       "        if ($(this).parent().attr(&#x27;id&#x27;) == &quot;summary-target&quot;) {\n",
       "            // Special feature name for target, so use common index notation for the following tasks\n",
       "            feature_index_str = &quot;f-1&quot;;\n",
       "        }\n",
       "        if ($(&#x27;#cat-assoc-window-&#x27;+feature_index_str).length) {\n",
       "            // CATEGORICAL feature: use variable-height window\n",
       "            var $el = $(&#x27;#detail_breakdown-&#x27; + feature_index_str);  //record the elem so you don&#x27;t crawl the DOM everytime\n",
       "            // HACK: BUG IN BROWSERS? DIVING BY SCALE HERE...\n",
       "            var bottom = ($el.position().top / g_scale) + $el.outerHeight(true); // passing &quot;true&quot; will also include the top and bottom margin\n",
       "            var desiredBottomBreakdown = bottom + 157;\n",
       "\n",
       "            $el = $(&#x27;#cat-assoc-window-&#x27; + feature_index_str);  //record the elem so you don&#x27;t crawl the DOM everytime\n",
       "            var bottomAssoc = $el.position().top + $el.outerHeight(true); // passing &quot;true&quot; will also include the top and bottom margin\n",
       "            var desiredBottomAssoc = bottomAssoc + 166;\n",
       "\n",
       "            var finalHeight = Math.max(desiredBottomBreakdown, desiredBottomAssoc);\n",
       "            if ($(this).parent().attr(&#x27;id&#x27;) == &quot;summary-target&quot;)\n",
       "            {\n",
       "                // More special processing for the target: change its background and limit its height (so it doesn&#x27;t show through others below)\n",
       "                // (Here, make the Height a bit taller so the black background shows through)\n",
       "               $(this).parent().css(&#x27;height&#x27;, String((finalHeight + 50))+ &#x27;px&#x27;);\n",
       "               $(&quot;#summary-target&quot;).css(&quot;overflow&quot;, &quot;hidden&quot;);\n",
       "            }\n",
       "            $(this).parent().parent().css(&#x27;height&#x27;, String(finalHeight) + &#x27;px&#x27;);\n",
       "        }\n",
       "        else\n",
       "        {\n",
       "            // NON-CATEGORICAL feature: use fixed height window\n",
       "            $(this).parent().parent().css(&#x27;height&#x27;, &#x27;1030px&#x27;);\n",
       "        }\n",
       "        // Use the &quot;big&quot; background image for the target\n",
       "        if ($(this).parent().attr(&#x27;id&#x27;) == &quot;summary-target&quot;)\n",
       "        {\n",
       "            $(&quot;#summary-target-bg&quot;).addClass(&quot;bg-tab-summary-target-full&quot;);\n",
       "            $(&quot;#summary-target-bg&quot;).removeClass(&quot;bg-tab-summary-target&quot;);\n",
       "        }\n",
       "\n",
       "        // HACK: For SOME reason, a selection gets made when we change what is hidden, unselect it\n",
       "        let sel = document.getSelection();\n",
       "        sel.removeAllRanges();\n",
       "\n",
       "        // Animate to the top of the screen when expanding, so we can see the whole thing immediately\n",
       "        $(&#x27;html,body&#x27;).animate(\n",
       "            {scrollTop: $(&quot;#&quot; + $(this).parent().attr(&#x27;id&#x27;)).offset().top}, &#x27;fast&#x27;);\n",
       "    }\n",
       "    else\n",
       "    {\n",
       "        // CONTRACT\n",
       "        // --------------------------------------------------------\n",
       "        $(&quot;#&quot; + $(this).data(&quot;detail-div&quot;)).hide();\n",
       "\n",
       "        // HACK: For SOME reason, a selection gets made when we change what is hidden, unselect it\n",
       "        let sel = document.getSelection();\n",
       "        sel.removeAllRanges();\n",
       "\n",
       "        $(this).parent().parent().data(&#x27;expanded&#x27;, &#x27;false&#x27;);\n",
       "        $(this).parent().parent().css(&#x27;height&#x27;, &#x27;161px&#x27;);\n",
       "\n",
       "        if ($(this).parent().attr(&#x27;id&#x27;) == &quot;summary-target&quot;)\n",
       "        {\n",
       "            $(&quot;#summary-target-bg&quot;).removeClass(&quot;bg-tab-summary-target-full&quot;);\n",
       "            $(&quot;#summary-target-bg&quot;).addClass(&quot;bg-tab-summary-target&quot;);\n",
       "        }\n",
       "    }\n",
       "    // var offTop = $(&quot;#&quot; + $(this).parent().attr(&#x27;id&#x27;)).offset().top;\n",
       "  //  $(&#x27;html,body&#x27;).scrollTop(offTop);\n",
       "    // let thisIndex = $(this).parent().parent().data(&#x27;order-index&#x27;);\n",
       "    //alert(thisIndex);\n",
       "    // for (let i = parseInt(thisIndex) + 1; i &lt; 10; i++) {\n",
       "    //     let currentTop = $(&quot;#summary-pos-f&quot; + i).attr(&#x27;style&#x27;)\n",
       "    //     $(&quot;#summary-pos-f&quot; + i).attr(&#x27;style&#x27;,\n",
       "    // }\n",
       "// if(g_snapped == $(this).parent().attr(&#x27;id&#x27;))\n",
       "//     {\n",
       "//         $(&quot;#&quot; + $(this).data(&quot;rollover-span&quot;)).removeClass(&quot;bg-tab-summary-rollover-locked&quot;);\n",
       "//         $(&quot;#&quot; + $(this).data(&quot;rollover-span&quot;)).addClass(&quot;bg-tab-summary-rollover&quot;);\n",
       "//         g_snapped = &quot;&quot;;\n",
       "//     }\n",
       "//     else if (g_snapped == &quot;&quot;)\n",
       "//     {\n",
       "//         $(&quot;#&quot; + $(this).data(&quot;rollover-span&quot;)).removeClass(&quot;bg-tab-summary-rollover&quot;);\n",
       "//         $(&quot;#&quot; + $(this).data(&quot;rollover-span&quot;)).addClass(&quot;bg-tab-summary-rollover-locked&quot;);\n",
       "//         g_snapped = $(this).parent().attr(&#x27;id&#x27;);\n",
       "// //        $(&quot;#&quot; + $(this).data(&quot;detail-div&quot;)).show();\n",
       "//         //$(g_lastHovered).show();\n",
       "//         // alert(this.parent().id);\n",
       "//     }\n",
       "    }\n",
       ");\n",
       "\n",
       "\n",
       "// SPECIFIC BUTTONS\n",
       "// ---------------------------------------------------------------------------------------------------------------------------\n",
       "// SUMMARY: ASSOCIATIONS\n",
       "// $(&quot;#button-summary-associations-source, #button-summary-associations-compare&quot;).hover(\n",
       "//     // ENTER function\n",
       "//     function()\n",
       "//     {\n",
       "//         if(g_snapped==&quot;&quot;)\n",
       "//         {\n",
       "//             hideAllDetails();\n",
       "//             $(&quot;#df-assoc&quot;).show();\n",
       "//             //$(&quot;#df-assoc&quot;).show();\n",
       "//         }\n",
       "//         g_lastHovered = &quot;#df-assoc&quot;;\n",
       "//     },\n",
       "//     // EXIT function\n",
       "//     function()\n",
       "//     {\n",
       "//         if(g_snapped==&quot;&quot;)\n",
       "//         {\n",
       "//             hideAllDetails();\n",
       "//         }\n",
       "//     });\n",
       "// );\n",
       "\n",
       "// ASSOCIATIONS CLICK\n",
       "$(&quot;#button-summary-associations-source, #button-summary-associations-compare&quot;).click(function(event) {\n",
       "    let actual_div = &quot;#&quot; + $(this).data(&quot;detail-div&quot;);\n",
       "    // Quick hack: just remove the selected state to both buttons and restore if needed\n",
       "    $(&quot;#button-summary-associations-source, #button-summary-associations-compare&quot;).removeClass(&quot;button-assoc-selected&quot;);\n",
       "    $(&quot;#button-summary-associations-source, #button-summary-associations-compare&quot;).addClass(&quot;button-assoc&quot;);\n",
       "    if(g_snapped == actual_div)\n",
       "    {\n",
       "        // DESELECT/HIDE ASSOC\n",
       "        // --------------------------------------------------------\n",
       "        g_snapped = &quot;&quot;;\n",
       "        $(actual_div).hide();\n",
       "        $(&quot;.page-all-summaries&quot;).css({top: &quot;160px&quot;});\n",
       "        // $(this).removeClass(&quot;button-assoc-selected&quot;);\n",
       "        // $(this).addClass(&quot;button-assoc&quot;);\n",
       "    }\n",
       "    else if(g_snapped == &quot;&quot;)\n",
       "    {\n",
       "        // SELECT/SHOW ASSOC\n",
       "        // --------------------------------------------------------\n",
       "        g_snapped =  actual_div;\n",
       "        $(actual_div).show();\n",
       "        $(&quot;.page-all-summaries&quot;).css({top: &quot;993px&quot;});\n",
       "        $(this).addClass(&quot;button-assoc-selected&quot;);\n",
       "    }\n",
       "    else\n",
       "    {\n",
       "        // SWAP to OTHER ASSOC: DESELECT old, select new\n",
       "        // --------------------------------------------------------\n",
       "        $(g_snapped).hide();\n",
       "        g_snapped =  actual_div;\n",
       "        $(this).addClass(&quot;button-assoc-selected&quot;);\n",
       "        $(actual_div).show();\n",
       "    }\n",
       "});\n",
       "\n",
       "\n",
       "// DETAIL GRAPH BUTTONS\n",
       "$(&quot;.button-bin&quot;).click(function() {\n",
       "    which_id = $(this).attr(&#x27;data-target&#x27;);\n",
       "    $(&quot;#&quot;+which_id).attr(&#x27;class&#x27;, $(this).attr(&#x27;data-new_class&#x27;) + &quot; pos-detail-num-graph&quot;);\n",
       "});\n",
       "\n",
       "\n",
       "}); // $(document).ready(...  &lt;/script&gt;\n",
       "        &lt;style&gt; span.icon-expand { content: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAYAAAByDd+UAAAAGXRFWHRTb2Z0d2FyZQBBZG9iZSBJbWFnZVJlYWR5ccllPAAAALRJREFUeNpi/P//PwM9ARMDncGohVQHLATkDYA4gEQzD0AxdgBKpTjw/P/kg/m4zMVlWQKSRgE8jkLHAkgOTcCmBlccKkDpRCD+QEJwfkDSo0DNRAMqLfbjkRcYzYeDJh8ixxk6cMAizkgtCw9gsYwBbwan0EJHLD4+gEV8NNEMrlSKr0hjpLYPH0CLp/n4iikcRdp8JDMGvnpiJNBqc0DKc8SCDUB8AWdcjDYTRy0kFQAEGAAqdjq/C2RykQAAAABJRU5ErkJggg==);}\n",
       "span.icon-categorical { content: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAYAAAByDd+UAAAAGXRFWHRTb2Z0d2FyZQBBZG9iZSBJbWFnZVJlYWR5ccllPAAAAOFJREFUeNpi/P//PwM9ARMDncGohVQHLHjkHKAYHTwA4gVQdgIQK2BRcwCKMQEolWLBCf/xgwYoxgcSsJmNy4cwVxcC8QUkcQMg7gdieyQxXGoUSA1SBqhBB6igZjSVwkE8WkqVJ1MNwVTqAMTv8aTA/VCMC7yHmoFhNiOewlsBms8YcORFBlwpEZpPHwwKH7LgKWUEoC59iBY/CVh8g02NA7bsQijRLETT5IDFQmLUjOZDlHIRH59YNQQthCXpfhzyB5Hiq5+AGURZCMtHhOrDB6TWh4yjrbZRCwe9hQABBgAyc1dqBJEdOQAAAABJRU5ErkJggg==);}\n",
       "span.icon-collapse { content: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAYAAAByDd+UAAAAGXRFWHRTb2Z0d2FyZQBBZG9iZSBJbWFnZVJlYWR5ccllPAAAAJxJREFUeNpi/P//PwM9ARMDncGohVQHLATkDYA4gEQzD0AxdgBKpTjw/P/kg/m4zMVlWQKSRgE8jkLHAkgOTcCmBlccKkDpRCD+QEJwfkDSo0DPRCMwmg8HTT6E5x4i1TFSy8ID9Pah42iiGZIWfqCnhQ+gxdN8fMUUjiJtPpIZA189MRJotTlAMSlgAxBfwFkyjDYTRy0kFQAEGAD+JDS/pyABgwAAAABJRU5ErkJggg==);}\n",
       "\n",
       "span.bg-tab-summary { position: absolute; z-index:-1000; content: url(data:image/png;base64,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       "/* used in assoc */\n",
       "span.bg-tab-detail-wide { position: absolute; z-index:-10; width: 879px; content: 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);}\n",
       "\n",
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       "\n",
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       "\n",
       "div.im-logo { content: url(data:image/png;base64,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);}\n",
       "\n",
       "div.ic-missing-green { position: absolute; top: 2px; z-index: -1; content: url(data:image/png;base64,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);}\n",
       "div.ic-missing-yellow { position: absolute; top: 2px; z-index: -1; content: url(data:image/png;base64,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);}\n",
       "div.ic-missing-orange { position: absolute; top: 2px; z-index: -1; content: url(data:image/png;base64,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);}\n",
       "div.ic-missing-red { position: absolute; top: 2px; z-index: -1; content: url(data:image/png;base64,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);} &lt;/style&gt;\n",
       "        &lt;style&gt; @font-face\n",
       "{\n",
       "    font-family: RobotoBoldCond; font-style: normal; font-weight: normal;\n",
       "    src: 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format(&#x27;truetype&#x27;);\n",
       "}\n",
       "@font-face\n",
       "{\n",
       "    font-family: RobotoMed; font-style: normal; font-weight: normal;\n",
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format(&#x27;truetype&#x27;);\n",
       "}\n",
       "@font-face\n",
       "{\n",
       "    font-family: RobotoReg; font-style: normal; font-weight: normal;\n",
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) format(&#x27;truetype&#x27;);\n",
       "}\n",
       "\n",
       "body\n",
       "{\n",
       "/* Re-adding horizontal scrollbar\n",
       "    overflow-x: hidden;\n",
       "    background-color: #f7f7f7;\n",
       "*/\n",
       "    background-color: #f3f3f0;\n",
       "    color: #58544f;\n",
       "    margin-top: 0px;\n",
       "}\n",
       "\n",
       ".isHidden { display: none; }\n",
       "\n",
       ".page-root\n",
       "{\n",
       "\t/*width: 1880px;*/\n",
       "    /* Made this bigger to better match actual width and avoid flickering due to the horizontal Scrollbar showing up */\n",
       "\twidth: 1903px;\n",
       "\toverflow: visible;\n",
       "\t margin: 0 auto;\n",
       "    position: relative;\n",
       "}\n",
       ".page-root-vertical\n",
       "{\n",
       "\twidth: 1056px;\n",
       "\toverflow: visible;\n",
       "\t  margin: 0 auto;\n",
       "    position: relative;\n",
       "}\n",
       ".page-column-main { width: 930px; position: absolute;}\n",
       ".page-column-detail { position: absolute; left: 1005.0px; }\n",
       ".page-all-summaries { position: absolute; top:160px; left: -12px; width: 960px; }\n",
       "\n",
       ".pos-feature-summary\n",
       "{\n",
       "\twidth: 1056px;\n",
       "\theight:162px;\n",
       "    position: relative;\n",
       "}\n",
       "\n",
       ".container-feature-summary\n",
       "{\n",
       "\twidth: 1056px;\n",
       "\theight:175px;\n",
       "    position: absolute;\n",
       "}\n",
       ".container-feature-summary-target\n",
       "{\n",
       "\twidth: 1056px;\n",
       "\theight:175px;\n",
       "    position: relative;\n",
       "}\n",
       ".container-feature-detail\n",
       "{\n",
       "    height:900px;position:sticky;top:0;\n",
       "    transform: scale(1.0);transform-origin: 0 0;\n",
       "}\n",
       ".container-feature-detail-vertical\n",
       "{\n",
       "    width: 900px;height:900px;position:absolute; top: 151px; left:93px\n",
       "}\n",
       ".container-feature-detail__offset\n",
       "{\n",
       "    height:900px;position:absolute;top:0px;left:-17px\n",
       "}\n",
       "\n",
       ".color-source { color: #0088ed; }\n",
       ".button-border-source { border:1px solid #0088ed; }\n",
       ".color-source-target { color: #004bd1; }\n",
       ".color-compare { color: #f77721; }\n",
       ".button-border-compare { border:1px solid #f77721; }\n",
       ".color-compare-target { color: #e54600; }\n",
       ".color-normal { color: #58544f; }\n",
       ".color-target-summary { color: #CFC8BC; }\n",
       ".color-light { color: #837d76; }\n",
       ".color-red { color: #ff0000; }\n",
       ".dim { opacity: 0.5; }\n",
       ".color-title-disabled  { color: #e2e2e2; }\n",
       "\n",
       "a { color: #58544f; }\n",
       ".text-dataframe-title { font-family: RobotoBoldCond; font-size: 24px; }\n",
       ".text-dataframe-title-small { font-family: RobotoBoldCond; font-size: 20px; }\n",
       ".text-large-bold { font-family: RobotoBoldCond; font-size: 15.4px; }\n",
       ".text-med-bold { font-family: RobotoBoldCond; font-size: 12px; }\n",
       ".text-med { font-family: RobotoMed; font-size: 12px; }\n",
       ".text-small-med { font-family: RobotoMed; font-size: 10px; }\n",
       ".text-small-bold { font-family: RobotoBoldCond; font-size: 10px; }\n",
       ".text-label { font-family: RobotoReg; font-size: 11px;}\n",
       ".text-value { font-family: RobotoMed; font-size: 11px; }\n",
       ".text-distinct { font-family: RobotoMed; font-size: 12px; font-weight: bold;}\n",
       ".text-version { font-family: RobotoReg; font-size: 14px; font-weight: bold; }\n",
       ".text-credits { font-family: RobotoReg; font-size: 9px;}\n",
       "\n",
       ".pos-logo-group         { position: absolute; top:0px; left:0px; width: 380px; height: 200px; text-align: center;}\n",
       ".pos-logo               { position: relative;\n",
       "      margin-left: auto;\n",
       "  margin-right: auto;\n",
       "    top: 32px; }\n",
       ".pos-credits            { position: relative; top:26px; text-align: center; }\n",
       "\n",
       ".row-colored            { background-color: #00000008; }\n",
       ".row-missing            { background-color: #00000008; text-indent: 4px; height: 16px; width: 250px; }\n",
       ".assoc-row              { height: 13px; line-height: 11px; text-indent: 4px; }\n",
       ".assoc-row-target       { height: 13px; line-height: 11px; text-indent: 4px; background-color: #221F1F; color: #c1b9af; }\n",
       ".row-numeric-summary    { height: 13px; line-height: 11px; width: 140px; }\n",
       ".row-separator-bottom   { border-bottom: 1px solid #00000018; }\n",
       ".row-separator-top      { border-top: 1px solid #00000018; }\n",
       ".breakdown-row          { height: 13px; line-height: 11px; text-indent: 4px; }\n",
       ".breakdown-row-header   { height: 26px; text-indent: 4px; }\n",
       ".breakdown-row-header-2-lines   { height: 30px; text-indent: 4px; }\n",
       ".breakdown-hr           { position:absolute; top: 13px; left: 10px; width: 592px; }\n",
       ".breakdown-hr-2-lines   { position:absolute; top: 20px; left: 10px; width: 592px; }\n",
       "\n",
       "/* TAB ICON/NAME */\n",
       ".text-title-tab                     { font-family: RobotoBoldCond; font-size: 15.4px; position: absolute; left: 74px; top: 24px; width:250px; }\n",
       ".pos-tab-image                      { position: absolute; left: 45px; top: 21px; }\n",
       ".pos-detail-tab-icon-text__offset    { position: absolute; left: -4px; top: -4px; }\n",
       ".pos-text-title-tab__no-icon { position: absolute; left: 37px; top: 17px; }\n",
       "\n",
       "/*\n",
       " DATAFRAME SUMMARY\n",
       "------------------------------------*/\n",
       ".pos-dataframe-summary-title-source { position: absolute; left: 0px; top: 12px; width: 250px; text-align: right; }\n",
       ".pos-dataframe-summary-title-compare { position: absolute; left: 350px; top: 12px; width: 250px; text-align: left; }\n",
       ".pos-dataframe-summary-title-compare-none { position: absolute; left: 350px; top: 16px; width: 250px; text-align: left; }\n",
       ".pos-dataframe-summary  { position: absolute; top: 9px; left: 380px; }\n",
       ".pos-dataframe-summary-rows  { position: absolute; top: 47px; left: 19px; }\n",
       ".dataframe-summary-row  { height: 13px; width: 563px; line-height: 12px; }\n",
       ".pos-df-summary-source      { position: absolute; left: 0px; width: 231px; text-align: right;}\n",
       ".pos-df-summary-center     { position: absolute; left: 231px; width: 100px; text-align: center;}\n",
       ".pos-df-summary-compare      { position: absolute; left: 331px; width: 200px; text-align: left;}\n",
       ".size-df-summary-button     { width: 156px; height: 35px; }\n",
       ".pos-df-summary-button-assoc-source { position: absolute; top: 54px; left: 10px; }\n",
       ".pos-df-summary-button-assoc-compare { position: absolute; top: 54px; left: 397px; }\n",
       "\n",
       "/*\n",
       " FEATURE SUMMARY\n",
       "------------------------------------*/\n",
       ".summary-number\n",
       "{\n",
       "    position: absolute; top: 17px; left: 0px; width: 34px;\n",
       "    font-family: RobotoBoldCond; font-size: 26px;\n",
       "    color: #d9d9d9; text-align: right;\n",
       "}\n",
       ".summary-number-vertical\n",
       "{\n",
       "    position: absolute; top: 25px; left: 6px; width: 34px;\n",
       "    font-family: RobotoBoldCond; font-size: 26px;\n",
       "    color: #d9d9d9; text-align: right;\n",
       "    text-orientation: mixed;\n",
       "    writing-mode: vertical-rl;\n",
       "}\n",
       "\n",
       "/* BASE STATS */\n",
       ".pos-base-stats                 { position: absolute; top: 65px; left: 74px; }\n",
       ".pos-base-stats-in-detail       { position: absolute; top: 49px; left: 68px; }\n",
       ".base-stats-row                 { height: 13px; width: 200px; }\n",
       ".pos-base-stats__label         { position: absolute; left: 0px; text-align: left;}\n",
       ".pos-base-stats__source        { position: absolute; left: 55px; width: 55px; text-align: right;}\n",
       ".pos-base-stats__source-perc   { position: absolute; left: 113px; width: 35px; text-align: right;}\n",
       ".pos-base-stats__compare       { position: absolute; left: 153px; width: 55px; text-align: right;}\n",
       ".pos-base-stats__compare-perc  { position: absolute; left: 211px; width: 35px; text-align: right;}\n",
       "\n",
       "/* These are all NUMERICAL SUMMARY actually! */\n",
       ".pos-summary-numeric-group1             { position: absolute; top: 67px; left: 372px; }\n",
       ".pos-summary-numeric-group2             { position: absolute; top: 67px; left: 560px; }\n",
       ".pos-summary-numeric-source          { position: absolute; left: 40px; width: 50px; text-align: right;}\n",
       ".pos-summary-numeric-compare         { position: absolute; left: 90px; width: 50px; text-align: right;}\n",
       ".pos-summary-numeric-source-wide          { position: absolute; left: 40px; width: 64px; text-align: right;}\n",
       ".pos-summary-numeric-compare-wide         { position: absolute; left: 104px; width: 64px; text-align: right;}\n",
       ".pos-detail-num__top                  { position: absolute; top: 63px; line-height: 13px; }\n