analyse_data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "10a8279e-9780-48e0-bc76-99753e074eab",
   "metadata": {},
   "source": [
    "# Analyse Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ba1f0d4-d88a-48cf-b857-b3bd013e48c0",
   "metadata": {},
   "source": [
    "Code to analyse simulations made using the PPI tool."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "355df3a4-3424-4166-8a20-78421078077d",
   "metadata": {},
   "source": [
    "### Prepare Workspace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "id": "d8bce32c-dd81-4693-af0a-71f0ee67e6c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import data manipulation libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# Import statistical libraries\n",
    "import statsmodels.api as sm\n",
    "\n",
    "# Import data visualisation libraries\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Load data\n",
    "importance = pd.read_excel('datasets/indicator-impact.xlsx')\n",
    "expenditure = pd.read_excel('datasets/government_expenditure_PPI.xlsx').set_index('program_ID')\n",
    "base_levels = pd.read_excel('datasets/development_indicators_calibrated_PPI.xlsx')\n",
    "\n",
    "# Set display options\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.float_format', lambda x: '%.6f' % x)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5a8190f-cf11-4991-9143-57049d9bb808",
   "metadata": {},
   "source": [
    "### Run Budget Correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "4a721a1e-442c-42fe-8719-11062e3bfa73",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Analysing program 1/68...\n",
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     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create dataframe to store coefficients\n",
    "df_coeff = pd.DataFrame(index=range(1, len(expenditure)), columns=importance['indicator_label'])\n",
    "\n",
    "# Create dataframe to store coefficients\n",
    "df_coeff = pd.DataFrame(index=range(1, len(expenditure)), columns=importance['indicator_label'])\n",
    "\n",
    "# Loop through programs\n",
    "for i in range(1, len(expenditure) + 1):\n",
    "    print('Analysing program {}/{}...'.format(i, len(expenditure)))\n",
    "    budget = expenditure.loc[i]['expenditure']\n",
    "    \n",
    "    # Loop through indicators\n",
    "    j = 0\n",
    "    for j in range(0, len(importance)):\n",
    "        indicator = importance['indicator_label'][j]\n",
    "        base = base_levels.iloc[j]['final_value']\n",
    "        \n",
    "        # Gather data for regression\n",
    "        decrease_50 = pd.read_excel('simulations/government_expenditure_50_PPI_decrease_row_{}.xlsx'.format(i), header=None).iloc[j][17]\n",
    "        decrease_25 = pd.read_excel('simulations/government_expenditure_25_PPI_decrease_row_{}.xlsx'.format(i), header=None).iloc[j][17]\n",
    "        decrease_10 = pd.read_excel('simulations/government_expenditure_10_PPI_decrease_row_{}.xlsx'.format(i), header=None).iloc[j][17]\n",
    "        no_change = pd.read_excel('simulations/simulation_base.xlsx', header=None).iloc[j][17]\n",
    "        increase_10 = pd.read_excel('simulations/government_expenditure_10_PPI_increase_row_{}.xlsx'.format(i), header=None).iloc[j][17]\n",
    "        increase_25 = pd.read_excel('simulations/government_expenditure_25_PPI_increase_row_{}.xlsx'.format(i), header=None).iloc[j][17]\n",
    "        increase_50 = pd.read_excel('simulations/government_expenditure_50_PPI_increase_row_{}.xlsx'.format(i), header=None).iloc[j][17]\n",
    "        \n",
    "        # Format data for regression\n",
    "        x = np.array([budget * 0.5, budget * 0.75, budget * 0.9, budget, budget * 1.1, budget * 1.25, budget * 1.5])\n",
    "        y = np.array([decrease_50, decrease_25, decrease_10, no_change, increase_10, increase_25, increase_50])\n",
    "        #y_perc = (y - base) / base * 100\n",
    "        y_log = np.log(y)\n",
    "        \n",
    "        # Add a constant term to the independent variable (x) for the intercept\n",
    "        X = sm.add_constant(x)\n",
    "        \n",
    "        # Create a linear regression model\n",
    "        model = sm.OLS(y_log, X)\n",
    "        \n",
    "        # Fit the model to the data\n",
    "        results = model.fit()\n",
    "        \n",
    "        # Extract coefficients\n",
    "        coeff = results.params[1]\n",
    "        df_coeff.at[i, indicator] = coeff"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43ef72da-c0d6-44cc-b1a3-84706b0b28d8",
   "metadata": {},
   "source": [
    "### Convert Correlations to Elasticities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "id": "b0a5a4c2-9d50-4f1d-8b77-faa5a0db78d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the transformation function\n",
    "def percent_change(x):\n",
    "    return (np.exp(x) - 1) * 100\n",
    "\n",
    "# Calculate the percent change in the indicator for a one percent budget increase\n",
    "df_coeff_percent = df_coeff.map(percent_change)\n",
    "\n",
    "# Calculate the percent change in the indicator for a one unit budget increase\n",
    "df_coeff_unit = df_coeff_final.divide(expenditure['expenditure'], axis='index')\n",
    "\n",
    "# Scale indicators by importance\n",
    "df_coeff_unit_scaled = \n",
    "\n",
    "# Need to double check division method for budget, looks like it is just doing it based on a single value\n",
    "# Also need to fix this for the importance scaling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "id": "d5ff32e7-d197-445e-9a20-9f4ba1ec7ba1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>indicator_label</th>\n",
       "      <th>lab_prog</th>\n",
       "      <th>soc_prog</th>\n",
       "      <th>int_povline</th>\n",
       "      <th>nat_povline</th>\n",
       "      <th>basic_watser</th>\n",
       "      <th>agr_index</th>\n",
       "      <th>breed_risk</th>\n",
       "      <th>child_stunt</th>\n",
       "      <th>under_nour</th>\n",
       "      <th>dtp_3</th>\n",
       "      <th>under5_mort</th>\n",
       "      <th>hiv_new</th>\n",
       "      <th>mat_mort</th>\n",
       "      <th>adol_birth</th>\n",
       "      <th>edutrain_all</th>\n",
       "      <th>org_learn</th>\n",
       "      <th>compl_uppsec</th>\n",
       "      <th>fem_manag</th>\n",
       "      <th>fem_parl</th>\n",
       "      <th>unpaid_care</th>\n",
       "      <th>perm_water</th>\n",
       "      <th>reser_max</th>\n",
       "      <th>wat_stress</th>\n",
       "      <th>safe_watser</th>\n",
       "      <th>open_def</th>\n",
       "      <th>safe_sanser</th>\n",
       "      <th>acs_elec</th>\n",
       "      <th>energ_int</th>\n",
       "      <th>renenerg_gen</th>\n",
       "      <th>renenerg_sh</th>\n",
       "      <th>mat_consum</th>\n",
       "      <th>atm_tot</th>\n",
       "      <th>gdppc_gr</th>\n",
       "      <th>fatal_occup</th>\n",
       "      <th>gdpempl_gr</th>\n",
       "      <th>inf_empl</th>\n",
       "      <th>neet_youth</th>\n",
       "      <th>unempl_all</th>\n",
       "      <th>co2_gdp</th>\n",
       "      <th>r&amp;d_exp</th>\n",
       "      <th>ind_va</th>\n",
       "      <th>smallind_va</th>\n",
       "      <th>techind_va</th>\n",
       "      <th>ind_empl</th>\n",
       "      <th>cap_rwass</th>\n",
       "      <th>pov_50med</th>\n",
       "      <th>lab_sh</th>\n",
       "      <th>refug_rate</th>\n",
       "      <th>finpart_matt</th>\n",
       "      <th>urb_slums</th>\n",
       "      <th>affect_dis</th>\n",
       "      <th>ecoloss_dis</th>\n",
       "      <th>damdwell_dis</th>\n",
       "      <th>haz_was</th>\n",
       "      <th>munwas_rec</th>\n",
       "      <th>tot_was</th>\n",
       "      <th>foss_subs</th>\n",
       "      <th>drr_score</th>\n",
       "      <th>drr_locgov</th>\n",
       "      <th>chl_dev</th>\n",
       "      <th>markba_prot</th>\n",
       "      <th>forest_cert</th>\n",
       "      <th>smta_tot</th>\n",
       "      <th>watkba_prot</th>\n",
       "      <th>mounkba_prot</th>\n",
       "      <th>terrkba_prot</th>\n",
       "      <th>red_list</th>\n",
       "      <th>gov_exp</th>\n",
       "      <th>hum_traff</th>\n",
       "      <th>homic_intent</th>\n",
       "      <th>unsent_det</th>\n",
       "      <th>remitt_gdp</th>\n",
       "      <th>ext_debt</th>\n",
       "      <th>debt_export</th>\n",
       "      <th>budg_tax</th>\n",
       "      <th>pppart_infr</th>\n",
       "      <th>gov_reven</th>\n",
       "      <th>bband_subs</th>\n",
       "      <th>web_use</th>\n",
       "      <th>finalcons_gr</th>\n",
       "      <th>export_gr</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.001093</td>\n",
       "      <td>-0.000501</td>\n",
       "      <td>0.026926</td>\n",
       "      <td>0.028870</td>\n",
       "      <td>0.000094</td>\n",
       "      <td>0.000632</td>\n",
       "      <td>-0.000115</td>\n",
       "      <td>0.000744</td>\n",
       "      <td>0.000907</td>\n",
       "      <td>-0.000364</td>\n",
       "      <td>0.002050</td>\n",
       "      <td>-0.000679</td>\n",
       "      <td>-0.001850</td>\n",
       "      <td>-0.000472</td>\n",
       "      <td>-0.002549</td>\n",
       "      <td>0.000409</td>\n",
       "      <td>0.001739</td>\n",
       "      <td>-0.001347</td>\n",
       "      <td>0.003871</td>\n",
       "      <td>-0.000385</td>\n",
       "      <td>-0.000080</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>0.063121</td>\n",
       "      <td>-0.001298</td>\n",
       "      <td>-0.000152</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.001997</td>\n",
       "      <td>0.000123</td>\n",
       "      <td>-0.000213</td>\n",
       "      <td>-0.045620</td>\n",
       "      <td>0.020189</td>\n",
       "      <td>-0.009812</td>\n",
       "      <td>-0.000050</td>\n",
       "      <td>-0.000612</td>\n",
       "      <td>0.003030</td>\n",
       "      <td>-0.001453</td>\n",
       "      <td>-0.002948</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>-0.000108</td>\n",
       "      <td>-0.001640</td>\n",
       "      <td>-0.002138</td>\n",
       "      <td>0.000170</td>\n",
       "      <td>-0.000016</td>\n",
       "      <td>0.044743</td>\n",
       "      <td>-0.000961</td>\n",
       "      <td>-0.000675</td>\n",
       "      <td>0.000147</td>\n",
       "      <td>0.001697</td>\n",
       "      <td>0.000898</td>\n",
       "      <td>0.001332</td>\n",
       "      <td>0.000076</td>\n",
       "      <td>0.011374</td>\n",
       "      <td>-0.000548</td>\n",
       "      <td>-0.024153</td>\n",
       "      <td>0.001783</td>\n",
       "      <td>-0.010807</td>\n",
       "      <td>0.000185</td>\n",
       "      <td>-0.001018</td>\n",
       "      <td>0.000136</td>\n",
       "      <td>-0.000745</td>\n",
       "      <td>-0.000487</td>\n",
       "      <td>-0.001241</td>\n",
       "      <td>0.000828</td>\n",
       "      <td>0.000238</td>\n",
       "      <td>0.000154</td>\n",
       "      <td>-0.000214</td>\n",
       "      <td>0.035912</td>\n",
       "      <td>0.001494</td>\n",
       "      <td>0.001464</td>\n",
       "      <td>0.000094</td>\n",
       "      <td>0.000194</td>\n",
       "      <td>0.000439</td>\n",
       "      <td>0.010362</td>\n",
       "      <td>0.001067</td>\n",
       "      <td>0.000261</td>\n",
       "      <td>-0.000707</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>-0.000787</td>\n",
       "      <td>-0.002705</td>\n",
       "      <td>0.000048</td>\n",
       "      <td>0.000001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000020</td>\n",
       "      <td>-0.000009</td>\n",
       "      <td>-0.000010</td>\n",
       "      <td>0.094445</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>0.000123</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>-0.000054</td>\n",
       "      <td>-0.000058</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>-0.000065</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>0.000065</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>0.000133</td>\n",
       "      <td>0.000093</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.000069</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>0.000533</td>\n",
       "      <td>0.000067</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.000111</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>-0.000195</td>\n",
       "      <td>0.004759</td>\n",
       "      <td>-0.003028</td>\n",
       "      <td>-0.001231</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>-0.000013</td>\n",
       "      <td>0.000076</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.001040</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>0.000062</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>-0.000050</td>\n",
       "      <td>-0.000017</td>\n",
       "      <td>-0.001858</td>\n",
       "      <td>0.000049</td>\n",
       "      <td>-0.000106</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.000049</td>\n",
       "      <td>-0.000030</td>\n",
       "      <td>0.000090</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>-0.000925</td>\n",
       "      <td>-0.000017</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>-0.000070</td>\n",
       "      <td>-0.000530</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>-0.000122</td>\n",
       "      <td>0.000140</td>\n",
       "      <td>-0.000028</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>-0.000085</td>\n",
       "      <td>-0.002352</td>\n",
       "      <td>0.000034</td>\n",
       "      <td>0.000136</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>-0.000021</td>\n",
       "      <td>0.000072</td>\n",
       "      <td>-0.000474</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>-0.000084</td>\n",
       "      <td>-0.000046</td>\n",
       "      <td>-0.000031</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>0.000148</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.000007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.001168</td>\n",
       "      <td>0.000741</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>-0.000009</td>\n",
       "      <td>-0.000013</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.000045</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>-0.000020</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>-0.001409</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>-0.000018</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.000111</td>\n",
       "      <td>-0.000401</td>\n",
       "      <td>-0.000286</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>-0.000086</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>-0.000028</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>0.000789</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>-0.000010</td>\n",
       "      <td>0.000035</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>0.000062</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>-0.000222</td>\n",
       "      <td>-0.000043</td>\n",
       "      <td>-0.001887</td>\n",
       "      <td>-0.000017</td>\n",
       "      <td>-0.000019</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>-0.000020</td>\n",
       "      <td>0.001896</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>-0.000016</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>0.000473</td>\n",
       "      <td>0.000181</td>\n",
       "      <td>-0.000016</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>-0.000014</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000050</td>\n",
       "      <td>-0.000076</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>-0.001276</td>\n",
       "      <td>0.002084</td>\n",
       "      <td>-0.000080</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>-0.000079</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>-0.000077</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>0.000092</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>-0.000060</td>\n",
       "      <td>-0.000026</td>\n",
       "      <td>0.000094</td>\n",
       "      <td>-0.000033</td>\n",
       "      <td>0.000101</td>\n",
       "      <td>-0.000051</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001507</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>-0.000035</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>-0.000022</td>\n",
       "      <td>-0.000029</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>0.001172</td>\n",
       "      <td>0.000710</td>\n",
       "      <td>-0.000026</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>-0.000031</td>\n",
       "      <td>-0.000064</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>-0.000365</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>-0.000018</td>\n",
       "      <td>-0.000027</td>\n",
       "      <td>-0.000054</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.002705</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>-0.000080</td>\n",
       "      <td>-0.000010</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>-0.000050</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>-0.000023</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>-0.000078</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>-0.003278</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>0.000165</td>\n",
       "      <td>-0.000330</td>\n",
       "      <td>-0.000013</td>\n",
       "      <td>-0.000010</td>\n",
       "      <td>-0.000033</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>-0.000044</td>\n",
       "      <td>0.000185</td>\n",
       "      <td>-0.000031</td>\n",
       "      <td>0.000057</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.000455</td>\n",
       "      <td>-0.000128</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>0.000054</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>-0.000057</td>\n",
       "      <td>-0.000072</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>-0.000001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.000084</td>\n",
       "      <td>0.000093</td>\n",
       "      <td>-0.000082</td>\n",
       "      <td>-0.004282</td>\n",
       "      <td>-0.000170</td>\n",
       "      <td>0.000297</td>\n",
       "      <td>-0.000037</td>\n",
       "      <td>-0.000137</td>\n",
       "      <td>0.000049</td>\n",
       "      <td>-0.000101</td>\n",
       "      <td>-0.000067</td>\n",
       "      <td>0.000707</td>\n",
       "      <td>0.000434</td>\n",
       "      <td>-0.000124</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>-0.000257</td>\n",
       "      <td>0.000256</td>\n",
       "      <td>-0.000377</td>\n",
       "      <td>-0.000289</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>-0.009149</td>\n",
       "      <td>-0.000309</td>\n",
       "      <td>-0.000013</td>\n",
       "      <td>-0.000241</td>\n",
       "      <td>-0.000304</td>\n",
       "      <td>-0.000041</td>\n",
       "      <td>0.000561</td>\n",
       "      <td>-0.012388</td>\n",
       "      <td>0.002440</td>\n",
       "      <td>0.012633</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>-0.000388</td>\n",
       "      <td>-0.000128</td>\n",
       "      <td>-0.000191</td>\n",
       "      <td>0.000632</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>-0.000087</td>\n",
       "      <td>-0.000084</td>\n",
       "      <td>-0.000254</td>\n",
       "      <td>-0.000029</td>\n",
       "      <td>-0.000058</td>\n",
       "      <td>0.020504</td>\n",
       "      <td>0.000433</td>\n",
       "      <td>0.000715</td>\n",
       "      <td>-0.000020</td>\n",
       "      <td>0.000427</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>0.000326</td>\n",
       "      <td>0.000272</td>\n",
       "      <td>0.019205</td>\n",
       "      <td>0.000695</td>\n",
       "      <td>-0.007371</td>\n",
       "      <td>-0.000155</td>\n",
       "      <td>-0.021482</td>\n",
       "      <td>-0.000128</td>\n",
       "      <td>0.001584</td>\n",
       "      <td>0.003435</td>\n",
       "      <td>0.000604</td>\n",
       "      <td>-0.000021</td>\n",
       "      <td>0.000083</td>\n",
       "      <td>0.000161</td>\n",
       "      <td>0.000049</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.018106</td>\n",
       "      <td>0.000096</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>-0.000032</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>-0.004351</td>\n",
       "      <td>-0.001341</td>\n",
       "      <td>-0.000034</td>\n",
       "      <td>-0.000243</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>0.000260</td>\n",
       "      <td>-0.000095</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>0.000012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>-0.000018</td>\n",
       "      <td>-0.000026</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.002883</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>-0.000041</td>\n",
       "      <td>-0.000047</td>\n",
       "      <td>-0.000009</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>-0.000032</td>\n",
       "      <td>-0.000009</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>-0.000047</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000075</td>\n",
       "      <td>0.000073</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>-0.000017</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.001321</td>\n",
       "      <td>-0.000068</td>\n",
       "      <td>-0.000020</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>-0.000032</td>\n",
       "      <td>0.000170</td>\n",
       "      <td>-0.001137</td>\n",
       "      <td>0.001080</td>\n",
       "      <td>0.005273</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>-0.000014</td>\n",
       "      <td>-0.000042</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>-0.000075</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>-0.000014</td>\n",
       "      <td>-0.000178</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.000711</td>\n",
       "      <td>0.000022</td>\n",
       "      <td>-0.000039</td>\n",
       "      <td>-0.000054</td>\n",
       "      <td>0.000047</td>\n",
       "      <td>0.000047</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>0.000130</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>0.001302</td>\n",
       "      <td>-0.000013</td>\n",
       "      <td>0.001711</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>0.000103</td>\n",
       "      <td>-0.000017</td>\n",
       "      <td>-0.000030</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>-0.000016</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>-0.000551</td>\n",
       "      <td>-0.000011</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>-0.000051</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>0.000765</td>\n",
       "      <td>-0.000074</td>\n",
       "      <td>0.002377</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>-0.000009</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>-0.000001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>-0.001252</td>\n",
       "      <td>-0.013555</td>\n",
       "      <td>0.002336</td>\n",
       "      <td>0.635071</td>\n",
       "      <td>-0.016057</td>\n",
       "      <td>-0.034345</td>\n",
       "      <td>0.001720</td>\n",
       "      <td>0.005280</td>\n",
       "      <td>0.023741</td>\n",
       "      <td>-0.001858</td>\n",
       "      <td>0.008107</td>\n",
       "      <td>0.013075</td>\n",
       "      <td>0.023589</td>\n",
       "      <td>0.005222</td>\n",
       "      <td>-0.002823</td>\n",
       "      <td>-0.002905</td>\n",
       "      <td>0.010393</td>\n",
       "      <td>0.020668</td>\n",
       "      <td>0.027463</td>\n",
       "      <td>-0.000295</td>\n",
       "      <td>-0.000225</td>\n",
       "      <td>-0.000097</td>\n",
       "      <td>-0.207796</td>\n",
       "      <td>-0.012601</td>\n",
       "      <td>0.027036</td>\n",
       "      <td>-0.013347</td>\n",
       "      <td>0.005707</td>\n",
       "      <td>0.008729</td>\n",
       "      <td>0.052854</td>\n",
       "      <td>-0.005010</td>\n",
       "      <td>0.150785</td>\n",
       "      <td>0.136019</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.011194</td>\n",
       "      <td>-0.020564</td>\n",
       "      <td>-0.013387</td>\n",
       "      <td>0.046136</td>\n",
       "      <td>-0.001779</td>\n",
       "      <td>0.011347</td>\n",
       "      <td>-0.002925</td>\n",
       "      <td>-0.033068</td>\n",
       "      <td>-0.001103</td>\n",
       "      <td>-0.003977</td>\n",
       "      <td>0.052905</td>\n",
       "      <td>0.023690</td>\n",
       "      <td>-0.022340</td>\n",
       "      <td>-0.008613</td>\n",
       "      <td>0.020409</td>\n",
       "      <td>0.031594</td>\n",
       "      <td>0.004064</td>\n",
       "      <td>-0.001494</td>\n",
       "      <td>0.026150</td>\n",
       "      <td>0.009864</td>\n",
       "      <td>0.066238</td>\n",
       "      <td>-0.017743</td>\n",
       "      <td>-0.081618</td>\n",
       "      <td>-0.008845</td>\n",
       "      <td>0.045401</td>\n",
       "      <td>0.012187</td>\n",
       "      <td>-0.033811</td>\n",
       "      <td>0.006095</td>\n",
       "      <td>0.014868</td>\n",
       "      <td>0.027534</td>\n",
       "      <td>-0.004995</td>\n",
       "      <td>-0.000042</td>\n",
       "      <td>0.002897</td>\n",
       "      <td>-3.321481</td>\n",
       "      <td>-0.000702</td>\n",
       "      <td>-0.029139</td>\n",
       "      <td>0.001552</td>\n",
       "      <td>0.002153</td>\n",
       "      <td>0.933472</td>\n",
       "      <td>0.045172</td>\n",
       "      <td>0.062757</td>\n",
       "      <td>0.011498</td>\n",
       "      <td>-0.006579</td>\n",
       "      <td>-0.005403</td>\n",
       "      <td>0.017954</td>\n",
       "      <td>0.015417</td>\n",
       "      <td>0.000609</td>\n",
       "      <td>0.001045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>0.000020</td>\n",
       "      <td>-0.000026</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>-0.000295</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>-0.000023</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>-0.000035</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>0.000035</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>-0.000039</td>\n",
       "      <td>-0.000020</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000506</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>-0.000016</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>-0.000009</td>\n",
       "      <td>-0.000023</td>\n",
       "      <td>-0.000300</td>\n",
       "      <td>-0.000681</td>\n",
       "      <td>-0.000097</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>-0.000031</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000011</td>\n",
       "      <td>-0.001206</td>\n",
       "      <td>-0.000051</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>-0.000013</td>\n",
       "      <td>-0.000018</td>\n",
       "      <td>-0.000018</td>\n",
       "      <td>-0.000016</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>-0.000034</td>\n",
       "      <td>-0.000016</td>\n",
       "      <td>-0.001041</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.000108</td>\n",
       "      <td>-0.000009</td>\n",
       "      <td>-0.000020</td>\n",
       "      <td>-0.000034</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>-0.000013</td>\n",
       "      <td>-0.000009</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>-0.002684</td>\n",
       "      <td>-0.000015</td>\n",
       "      <td>-0.000019</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>-0.001194</td>\n",
       "      <td>-0.000010</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>0.001307</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>-0.000022</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>-0.000430</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>-0.000039</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>-0.000029</td>\n",
       "      <td>-0.000011</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>-0.000056</td>\n",
       "      <td>-0.000053</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>-0.000048</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>-0.000048</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>0.000670</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>-0.000017</td>\n",
       "      <td>-0.000026</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>0.000953</td>\n",
       "      <td>-0.001758</td>\n",
       "      <td>-0.001505</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>-0.000032</td>\n",
       "      <td>-0.000020</td>\n",
       "      <td>-0.000551</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>-0.000081</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.000102</td>\n",
       "      <td>-0.000027</td>\n",
       "      <td>-0.000014</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>-0.000009</td>\n",
       "      <td>-0.000076</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>0.000640</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>-0.000041</td>\n",
       "      <td>-0.000017</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>-0.000016</td>\n",
       "      <td>-0.000014</td>\n",
       "      <td>0.000381</td>\n",
       "      <td>-0.000084</td>\n",
       "      <td>-0.000036</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>-0.002491</td>\n",
       "      <td>0.000119</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>-0.000020</td>\n",
       "      <td>0.000059</td>\n",
       "      <td>0.001799</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>-0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0.000095</td>\n",
       "      <td>0.000041</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>0.001931</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>-0.000180</td>\n",
       "      <td>-0.000031</td>\n",
       "      <td>0.000121</td>\n",
       "      <td>0.000092</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>-0.000026</td>\n",
       "      <td>-0.000119</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>0.000047</td>\n",
       "      <td>-0.000133</td>\n",
       "      <td>0.000140</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>-0.002755</td>\n",
       "      <td>0.000075</td>\n",
       "      <td>-0.000192</td>\n",
       "      <td>0.000063</td>\n",
       "      <td>-0.000056</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>-0.000039</td>\n",
       "      <td>0.004530</td>\n",
       "      <td>0.009814</td>\n",
       "      <td>0.004643</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.000299</td>\n",
       "      <td>-0.000152</td>\n",
       "      <td>0.001358</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>-0.000013</td>\n",
       "      <td>-0.000091</td>\n",
       "      <td>0.000073</td>\n",
       "      <td>-0.000017</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>-0.000295</td>\n",
       "      <td>-0.000154</td>\n",
       "      <td>-0.000127</td>\n",
       "      <td>0.000067</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>-0.000125</td>\n",
       "      <td>-0.000080</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.000603</td>\n",
       "      <td>-0.000068</td>\n",
       "      <td>-0.006663</td>\n",
       "      <td>-0.000111</td>\n",
       "      <td>-0.010364</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>0.000255</td>\n",
       "      <td>-0.000197</td>\n",
       "      <td>-0.000138</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>0.000074</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>-0.000114</td>\n",
       "      <td>0.008734</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>-0.000088</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.000103</td>\n",
       "      <td>-0.000057</td>\n",
       "      <td>0.002861</td>\n",
       "      <td>0.000534</td>\n",
       "      <td>-0.000090</td>\n",
       "      <td>0.011719</td>\n",
       "      <td>-0.000015</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>-0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>68 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "indicator_label  lab_prog  soc_prog  int_povline  nat_povline  basic_watser  \\\n",
       "1               -0.001093 -0.000501     0.026926     0.028870      0.000094   \n",
       "2                0.000020 -0.000009    -0.000010     0.094445      0.000017   \n",
       "3                0.001168  0.000741    -0.000002     0.000359     -0.000009   \n",
       "4                0.000050 -0.000076    -0.000007    -0.001276      0.002084   \n",
       "5               -0.000084  0.000093    -0.000082    -0.004282     -0.000170   \n",
       "..                    ...       ...          ...          ...           ...   \n",
       "64              -0.000018 -0.000026     0.000001     0.002883      0.000001   \n",
       "65              -0.001252 -0.013555     0.002336     0.635071     -0.016057   \n",
       "66               0.000020 -0.000026     0.000006    -0.000295     -0.000012   \n",
       "67              -0.000022  0.000019     0.000003    -0.000430      0.000002   \n",
       "68               0.000095  0.000041     0.000032     0.001931      0.000003   \n",
       "\n",
       "indicator_label  agr_index  breed_risk  child_stunt  under_nour     dtp_3  \\\n",
       "1                 0.000632   -0.000115     0.000744    0.000907 -0.000364   \n",
       "2                 0.000029    0.000005     0.000123   -0.000012 -0.000054   \n",
       "3                -0.000013    0.000002     0.000003   -0.000005 -0.000012   \n",
       "4                -0.000080    0.000001     0.000002   -0.000079  0.000024   \n",
       "5                 0.000297   -0.000037    -0.000137    0.000049 -0.000101   \n",
       "..                     ...         ...          ...         ...       ...   \n",
       "64                0.000031   -0.000001    -0.000041   -0.000047 -0.000009   \n",
       "65               -0.034345    0.001720     0.005280    0.023741 -0.001858   \n",
       "66               -0.000023    0.000004     0.000003   -0.000035 -0.000002   \n",
       "67               -0.000039    0.000001     0.000031   -0.000029 -0.000011   \n",
       "68               -0.000005    0.000009     0.000001   -0.000180 -0.000031   \n",
       "\n",
       "indicator_label  under5_mort   hiv_new  mat_mort  adol_birth  edutrain_all  \\\n",
       "1                   0.002050 -0.000679 -0.001850   -0.000472     -0.002549   \n",
       "2                  -0.000058  0.000036 -0.000065   -0.000002      0.000065   \n",
       "3                   0.000007  0.000045  0.000003   -0.000001      0.000006   \n",
       "4                  -0.000077 -0.000001  0.000092    0.000024     -0.000060   \n",
       "5                  -0.000067  0.000707  0.000434   -0.000124     -0.000008   \n",
       "..                       ...       ...       ...         ...           ...   \n",
       "64                  0.000012 -0.000032 -0.000009    0.000019     -0.000047   \n",
       "65                  0.008107  0.013075  0.023589    0.005222     -0.002823   \n",
       "66                 -0.000005  0.000014  0.000021   -0.000004      0.000035   \n",
       "67                  0.000004 -0.000056 -0.000053    0.000009     -0.000048   \n",
       "68                  0.000121  0.000092  0.000024   -0.000026     -0.000119   \n",
       "\n",
       "indicator_label  org_learn  compl_uppsec  fem_manag  fem_parl  unpaid_care  \\\n",
       "1                 0.000409      0.001739  -0.001347  0.003871    -0.000385   \n",
       "2                 0.000190      0.000133   0.000093  0.000051     0.000069   \n",
       "3                 0.000017     -0.000004   0.000008 -0.000020    -0.000001   \n",
       "4                -0.000026      0.000094  -0.000033  0.000101    -0.000051   \n",
       "5                 0.000001     -0.000257   0.000256 -0.000377    -0.000289   \n",
       "..                     ...           ...        ...       ...          ...   \n",
       "64                0.000021      0.000075   0.000073  0.000006    -0.000017   \n",
       "65               -0.002905      0.010393   0.020668  0.027463    -0.000295   \n",
       "66                0.000006     -0.000008   0.000071 -0.000039    -0.000020   \n",
       "67                0.000011     -0.000003  -0.000048  0.000070     0.000023   \n",
       "68                0.000032      0.000047  -0.000133  0.000140     0.000040   \n",
       "\n",
       "indicator_label  perm_water  reser_max  wat_stress  safe_watser  open_def  \\\n",
       "1                 -0.000080   0.000042    0.063121    -0.001298 -0.000152   \n",
       "2                  0.000001  -0.000001    0.000533     0.000067  0.000011   \n",
       "3                  0.000001  -0.000001   -0.001409     0.000009  0.000024   \n",
       "4                  0.000000   0.000000    0.001507     0.000004 -0.000035   \n",
       "5                 -0.000008  -0.000006   -0.009149    -0.000309 -0.000013   \n",
       "..                      ...        ...         ...          ...       ...   \n",
       "64                -0.000000   0.000000   -0.001321    -0.000068 -0.000020   \n",
       "65                -0.000225  -0.000097   -0.207796    -0.012601  0.027036   \n",
       "66                 0.000000  -0.000000   -0.000506    -0.000008  0.000017   \n",
       "67                 0.000003  -0.000001    0.000670     0.000028 -0.000004   \n",
       "68                 0.000004  -0.000003   -0.002755     0.000075 -0.000192   \n",
       "\n",
       "indicator_label  safe_sanser  acs_elec  energ_int  renenerg_gen  renenerg_sh  \\\n",
       "1                   0.000145  0.001997   0.000123     -0.000213    -0.045620   \n",
       "2                   0.000111  0.000010   0.000021     -0.000195     0.004759   \n",
       "3                  -0.000018  0.000020   0.000007      0.000051     0.000111   \n",
       "4                   0.000002 -0.000022  -0.000029      0.000060     0.001172   \n",
       "5                  -0.000241 -0.000304  -0.000041      0.000561    -0.012388   \n",
       "..                       ...       ...        ...           ...          ...   \n",
       "64                 -0.000006  0.000013  -0.000032      0.000170    -0.001137   \n",
       "65                 -0.013347  0.005707   0.008729      0.052854    -0.005010   \n",
       "66                 -0.000016  0.000017  -0.000009     -0.000023    -0.000300   \n",
       "67                 -0.000017 -0.000026   0.000015      0.000032     0.000953   \n",
       "68                  0.000063 -0.000056  -0.000006     -0.000039     0.004530   \n",
       "\n",
       "indicator_label  mat_consum   atm_tot  gdppc_gr  fatal_occup  gdpempl_gr  \\\n",
       "1                  0.020189 -0.009812 -0.000050    -0.000612    0.003030   \n",
       "2                 -0.003028 -0.001231  0.000008    -0.000013    0.000076   \n",
       "3                 -0.000401 -0.000286  0.000002     0.000012    0.000009   \n",
       "4                  0.000710 -0.000026 -0.000001    -0.000031   -0.000064   \n",
       "5                  0.002440  0.012633 -0.000003    -0.000388   -0.000128   \n",
       "..                      ...       ...       ...          ...         ...   \n",
       "64                 0.001080  0.005273 -0.000004    -0.000014   -0.000042   \n",
       "65                 0.150785  0.136019  0.000125     0.011194   -0.020564   \n",
       "66                -0.000681 -0.000097 -0.000001     0.000007   -0.000002   \n",
       "67                -0.001758 -0.001505 -0.000000    -0.000012   -0.000032   \n",
       "68                 0.009814  0.004643  0.000008     0.000010    0.000299   \n",
       "\n",
       "indicator_label  inf_empl  neet_youth  unempl_all   co2_gdp   r&d_exp  \\\n",
       "1               -0.001453   -0.002948    0.000061 -0.000108 -0.001640   \n",
       "2                0.000046    0.001040    0.000002  0.000039  0.000062   \n",
       "3                0.000039   -0.000086   -0.000001 -0.000008  0.000051   \n",
       "4                0.000060   -0.000365   -0.000003 -0.000018 -0.000027   \n",
       "5               -0.000191    0.000632    0.000018 -0.000087 -0.000084   \n",
       "..                    ...         ...         ...       ...       ...   \n",
       "64               0.000026   -0.000075   -0.000001 -0.000014 -0.000178   \n",
       "65              -0.013387    0.046136   -0.001779  0.011347 -0.002925   \n",
       "66               0.000006    0.000014   -0.000005 -0.000012 -0.000031   \n",
       "67              -0.000020   -0.000551   -0.000007  0.000014 -0.000081   \n",
       "68              -0.000152    0.001358   -0.000004 -0.000013 -0.000091   \n",
       "\n",
       "indicator_label    ind_va  smallind_va  techind_va  ind_empl  cap_rwass  \\\n",
       "1               -0.002138     0.000170   -0.000016  0.044743  -0.000961   \n",
       "2                0.000066    -0.000050   -0.000017 -0.001858   0.000049   \n",
       "3               -0.000028    -0.000003   -0.000001  0.000789   0.000017   \n",
       "4               -0.000054    -0.000004    0.000004  0.002705   0.000009   \n",
       "5               -0.000254    -0.000029   -0.000058  0.020504   0.000433   \n",
       "..                    ...          ...         ...       ...        ...   \n",
       "64               0.000029     0.000014    0.000008  0.000711   0.000022   \n",
       "65              -0.033068    -0.001103   -0.003977  0.052905   0.023690   \n",
       "66               0.000018    -0.000000   -0.000011 -0.001206  -0.000051   \n",
       "67               0.000002    -0.000007    0.000006  0.000102  -0.000027   \n",
       "68               0.000073    -0.000017    0.000028 -0.000295  -0.000154   \n",
       "\n",
       "indicator_label  pov_50med    lab_sh  refug_rate  finpart_matt  urb_slums  \\\n",
       "1                -0.000675  0.000147    0.001697      0.000898   0.001332   \n",
       "2                -0.000106  0.000029    0.000049     -0.000030   0.000090   \n",
       "3                 0.000002 -0.000010    0.000035      0.000013   0.000005   \n",
       "4                -0.000080 -0.000010    0.000020      0.000043  -0.000050   \n",
       "5                 0.000715 -0.000020    0.000427      0.000039   0.000326   \n",
       "..                     ...       ...         ...           ...        ...   \n",
       "64               -0.000039 -0.000054    0.000047      0.000047   0.000008   \n",
       "65               -0.022340 -0.008613    0.020409      0.031594   0.004064   \n",
       "66                0.000025 -0.000013   -0.000018     -0.000018  -0.000016   \n",
       "67               -0.000014  0.000009    0.000007      0.000033   0.000004   \n",
       "68               -0.000127  0.000067   -0.000005     -0.000125  -0.000080   \n",
       "\n",
       "indicator_label  affect_dis  ecoloss_dis  damdwell_dis   haz_was  munwas_rec  \\\n",
       "1                  0.000076     0.011374     -0.000548 -0.024153    0.001783   \n",
       "2                  0.000006    -0.000925     -0.000017  0.005687   -0.000070   \n",
       "3                 -0.000002     0.000062      0.000018 -0.000222   -0.000043   \n",
       "4                  0.000006    -0.000023      0.000025 -0.000078    0.000005   \n",
       "5                  0.000272     0.019205      0.000695 -0.007371   -0.000155   \n",
       "..                      ...          ...           ...       ...         ...   \n",
       "64                -0.000001     0.000130     -0.000003  0.001302   -0.000013   \n",
       "65                -0.001494     0.026150      0.009864  0.066238   -0.017743   \n",
       "66                -0.000003    -0.000034     -0.000016 -0.001041    0.000019   \n",
       "67                -0.000003     0.000114     -0.000009 -0.000076    0.000017   \n",
       "68                 0.000004     0.000603     -0.000068 -0.006663   -0.000111   \n",
       "\n",
       "indicator_label   tot_was  foss_subs  drr_score  drr_locgov   chl_dev  \\\n",
       "1               -0.010807   0.000185  -0.001018    0.000136 -0.000745   \n",
       "2               -0.000530   0.000071  -0.000122    0.000140 -0.000028   \n",
       "3               -0.001887  -0.000017  -0.000019    0.000052  0.000026   \n",
       "4               -0.003278  -0.000006   0.000165   -0.000330 -0.000013   \n",
       "5               -0.021482  -0.000128   0.001584    0.003435  0.000604   \n",
       "..                    ...        ...        ...         ...       ...   \n",
       "64               0.001711   0.000018   0.000103   -0.000017 -0.000030   \n",
       "65              -0.081618  -0.008845   0.045401    0.012187 -0.033811   \n",
       "66               0.000108  -0.000009  -0.000020   -0.000034  0.000009   \n",
       "67               0.000640   0.000008   0.000055   -0.000041 -0.000017   \n",
       "68              -0.010364   0.000018   0.000255   -0.000197 -0.000138   \n",
       "\n",
       "indicator_label  markba_prot  forest_cert  smta_tot  watkba_prot  \\\n",
       "1                  -0.000487    -0.001241  0.000828     0.000238   \n",
       "2                   0.000007     0.000004 -0.000001     0.000024   \n",
       "3                  -0.000007     0.000010  0.000001    -0.000001   \n",
       "4                  -0.000010    -0.000033 -0.000001     0.000009   \n",
       "5                  -0.000021     0.000083  0.000161     0.000049   \n",
       "..                       ...          ...       ...          ...   \n",
       "64                  0.000010    -0.000002  0.000016     0.000006   \n",
       "65                  0.006095     0.014868  0.027534    -0.004995   \n",
       "66                 -0.000013    -0.000009  0.000015    -0.000003   \n",
       "67                  0.000008     0.000002  0.000029    -0.000003   \n",
       "68                  0.000002     0.000042  0.000074     0.000019   \n",
       "\n",
       "indicator_label  mounkba_prot  terrkba_prot  red_list   gov_exp  hum_traff  \\\n",
       "1                    0.000154     -0.000214  0.035912  0.001494   0.001464   \n",
       "2                   -0.000008     -0.000085 -0.002352  0.000034   0.000136   \n",
       "3                   -0.000006     -0.000020  0.001896  0.000036  -0.000016   \n",
       "4                    0.000013     -0.000044  0.000185 -0.000031   0.000057   \n",
       "5                    0.000036      0.000021  0.018106  0.000096   0.000038   \n",
       "..                        ...           ...       ...       ...        ...   \n",
       "64                  -0.000016      0.000013 -0.000551 -0.000011   0.000036   \n",
       "65                  -0.000042      0.002897 -3.321481 -0.000702  -0.029139   \n",
       "66                   0.000007      0.000003 -0.002684 -0.000015  -0.000019   \n",
       "67                  -0.000016     -0.000014  0.000381 -0.000084  -0.000036   \n",
       "68                   0.000036     -0.000114  0.008734  0.000200  -0.000088   \n",
       "\n",
       "indicator_label  homic_intent  unsent_det  remitt_gdp  ext_debt  debt_export  \\\n",
       "1                    0.000094    0.000194    0.000439  0.010362     0.001067   \n",
       "2                   -0.000003   -0.000021    0.000072 -0.000474     0.000227   \n",
       "3                   -0.000003    0.000018   -0.000005  0.000473     0.000181   \n",
       "4                    0.000005    0.000060    0.000019  0.000455    -0.000128   \n",
       "5                    0.000009   -0.000032    0.000027 -0.004351    -0.001341   \n",
       "..                        ...         ...         ...       ...          ...   \n",
       "64                   0.000008   -0.000051    0.000018  0.000765    -0.000074   \n",
       "65                   0.001552    0.002153    0.933472  0.045172     0.062757   \n",
       "66                   0.000005    0.000005   -0.000004 -0.001194    -0.000010   \n",
       "67                   0.000003   -0.000001    0.000031 -0.002491     0.000119   \n",
       "68                   0.000004    0.000103   -0.000057  0.002861     0.000534   \n",
       "\n",
       "indicator_label  budg_tax  pppart_infr  gov_reven  bband_subs   web_use  \\\n",
       "1                0.000261    -0.000707   0.000180   -0.000787 -0.002705   \n",
       "2               -0.000084    -0.000046  -0.000031   -0.000008  0.000148   \n",
       "3               -0.000016    -0.000006   0.000003    0.000018 -0.000014   \n",
       "4                0.000042     0.000054  -0.000008   -0.000057 -0.000072   \n",
       "5               -0.000034    -0.000243   0.000033    0.000260 -0.000095   \n",
       "..                    ...          ...        ...         ...       ...   \n",
       "64               0.002377     0.000000  -0.000004   -0.000009  0.000028   \n",
       "65               0.011498    -0.006579  -0.005403    0.017954  0.015417   \n",
       "66               0.000003    -0.000001  -0.000008    0.001307 -0.000008   \n",
       "67               0.000000     0.000011  -0.000020    0.000059  0.001799   \n",
       "68              -0.000090     0.011719  -0.000015    0.000171  0.000028   \n",
       "\n",
       "indicator_label  finalcons_gr  export_gr  \n",
       "1                    0.000048   0.000001  \n",
       "2                    0.000002   0.000007  \n",
       "3                   -0.000001   0.000000  \n",
       "4                   -0.000004  -0.000001  \n",
       "5                    0.000018   0.000012  \n",
       "..                        ...        ...  \n",
       "64                  -0.000004  -0.000001  \n",
       "65                   0.000609   0.001045  \n",
       "66                  -0.000000  -0.000002  \n",
       "67                  -0.000005  -0.000000  \n",
       "68                   0.000008  -0.000000  \n",
       "\n",
       "[68 rows x 81 columns]"
      ]
     },
     "execution_count": 246,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_coeff_unit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "id": "eb14ca11-01d7-4465-b06f-a0c610d459c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     3\n",
       "1     3\n",
       "2     4\n",
       "3     4\n",
       "4     4\n",
       "     ..\n",
       "76    2\n",
       "77    1\n",
       "78    2\n",
       "79    2\n",
       "80    2\n",
       "Name: importance_rank, Length: 81, dtype: int64"
      ]
     },
     "execution_count": 244,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "importance['importance_rank']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "id": "d7fbb8e7-4d04-4aeb-8e02-f38bd0855d07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.08660999999999999"
      ]
     },
     "execution_count": 252,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "0.028870 * 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "id": "cfd57923-4b98-43bb-90fd-eaffb4d0085a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>indicator_label</th>\n",
       "      <th>lab_prog</th>\n",
       "      <th>soc_prog</th>\n",
       "      <th>int_povline</th>\n",
       "      <th>nat_povline</th>\n",
       "      <th>basic_watser</th>\n",
       "      <th>agr_index</th>\n",
       "      <th>breed_risk</th>\n",
       "      <th>child_stunt</th>\n",
       "      <th>under_nour</th>\n",
       "      <th>dtp_3</th>\n",
       "      <th>under5_mort</th>\n",
       "      <th>hiv_new</th>\n",
       "      <th>mat_mort</th>\n",
       "      <th>adol_birth</th>\n",
       "      <th>edutrain_all</th>\n",
       "      <th>org_learn</th>\n",
       "      <th>compl_uppsec</th>\n",
       "      <th>fem_manag</th>\n",
       "      <th>fem_parl</th>\n",
       "      <th>unpaid_care</th>\n",
       "      <th>perm_water</th>\n",
       "      <th>reser_max</th>\n",
       "      <th>wat_stress</th>\n",
       "      <th>safe_watser</th>\n",
       "      <th>open_def</th>\n",
       "      <th>safe_sanser</th>\n",
       "      <th>acs_elec</th>\n",
       "      <th>energ_int</th>\n",
       "      <th>renenerg_gen</th>\n",
       "      <th>renenerg_sh</th>\n",
       "      <th>mat_consum</th>\n",
       "      <th>atm_tot</th>\n",
       "      <th>gdppc_gr</th>\n",
       "      <th>fatal_occup</th>\n",
       "      <th>gdpempl_gr</th>\n",
       "      <th>inf_empl</th>\n",
       "      <th>neet_youth</th>\n",
       "      <th>unempl_all</th>\n",
       "      <th>co2_gdp</th>\n",
       "      <th>r&amp;d_exp</th>\n",
       "      <th>ind_va</th>\n",
       "      <th>smallind_va</th>\n",
       "      <th>techind_va</th>\n",
       "      <th>ind_empl</th>\n",
       "      <th>cap_rwass</th>\n",
       "      <th>pov_50med</th>\n",
       "      <th>lab_sh</th>\n",
       "      <th>refug_rate</th>\n",
       "      <th>finpart_matt</th>\n",
       "      <th>urb_slums</th>\n",
       "      <th>affect_dis</th>\n",
       "      <th>ecoloss_dis</th>\n",
       "      <th>damdwell_dis</th>\n",
       "      <th>haz_was</th>\n",
       "      <th>munwas_rec</th>\n",
       "      <th>tot_was</th>\n",
       "      <th>foss_subs</th>\n",
       "      <th>drr_score</th>\n",
       "      <th>drr_locgov</th>\n",
       "      <th>chl_dev</th>\n",
       "      <th>markba_prot</th>\n",
       "      <th>forest_cert</th>\n",
       "      <th>smta_tot</th>\n",
       "      <th>watkba_prot</th>\n",
       "      <th>mounkba_prot</th>\n",
       "      <th>terrkba_prot</th>\n",
       "      <th>red_list</th>\n",
       "      <th>gov_exp</th>\n",
       "      <th>hum_traff</th>\n",
       "      <th>homic_intent</th>\n",
       "      <th>unsent_det</th>\n",
       "      <th>remitt_gdp</th>\n",
       "      <th>ext_debt</th>\n",
       "      <th>debt_export</th>\n",
       "      <th>budg_tax</th>\n",
       "      <th>pppart_infr</th>\n",
       "      <th>gov_reven</th>\n",
       "      <th>bband_subs</th>\n",
       "      <th>web_use</th>\n",
       "      <th>finalcons_gr</th>\n",
       "      <th>export_gr</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
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       "      <td>3.000000</td>\n",
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       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
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       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
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       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
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       "      <td>3.000000</td>\n",
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       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
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       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
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       "      <td>3.000000</td>\n",
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       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
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       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
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       "      <td>3.000000</td>\n",
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       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
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       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
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       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
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       "      <td>3.000000</td>\n",
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       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
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       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>68 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "indicator_label  lab_prog  soc_prog  int_povline  nat_povline  basic_watser  \\\n",
       "1                3.000000  3.000000     3.000000     3.000000      3.000000   \n",
       "2                3.000000  3.000000     3.000000     3.000000      3.000000   \n",
       "3                3.000000  3.000000     3.000000     3.000000      3.000000   \n",
       "4                3.000000  3.000000     3.000000     3.000000      3.000000   \n",
       "5                3.000000  3.000000     3.000000     3.000000      3.000000   \n",
       "..                    ...       ...          ...          ...           ...   \n",
       "64               3.000000  3.000000     3.000000     3.000000      3.000000   \n",
       "65               3.000000  3.000000     3.000000     3.000000      3.000000   \n",
       "66               3.000000  3.000000     3.000000     3.000000      3.000000   \n",
       "67               3.000000  3.000000     3.000000     3.000000      3.000000   \n",
       "68               3.000000  3.000000     3.000000     3.000000      3.000000   \n",
       "\n",
       "indicator_label  agr_index  breed_risk  child_stunt  under_nour    dtp_3  \\\n",
       "1                 3.000000    3.000000     3.000000    3.000000 3.000000   \n",
       "2                 3.000000    3.000000     3.000000    3.000000 3.000000   \n",
       "3                 3.000000    3.000000     3.000000    3.000000 3.000000   \n",
       "4                 3.000000    3.000000     3.000000    3.000000 3.000000   \n",
       "5                 3.000000    3.000000     3.000000    3.000000 3.000000   \n",
       "..                     ...         ...          ...         ...      ...   \n",
       "64                3.000000    3.000000     3.000000    3.000000 3.000000   \n",
       "65                3.000000    3.000000     3.000000    3.000000 3.000000   \n",
       "66                3.000000    3.000000     3.000000    3.000000 3.000000   \n",
       "67                3.000000    3.000000     3.000000    3.000000 3.000000   \n",
       "68                3.000000    3.000000     3.000000    3.000000 3.000000   \n",
       "\n",
       "indicator_label  under5_mort  hiv_new  mat_mort  adol_birth  edutrain_all  \\\n",
       "1                   3.000000 3.000000  3.000000    3.000000      3.000000   \n",
       "2                   3.000000 3.000000  3.000000    3.000000      3.000000   \n",
       "3                   3.000000 3.000000  3.000000    3.000000      3.000000   \n",
       "4                   3.000000 3.000000  3.000000    3.000000      3.000000   \n",
       "5                   3.000000 3.000000  3.000000    3.000000      3.000000   \n",
       "..                       ...      ...       ...         ...           ...   \n",
       "64                  3.000000 3.000000  3.000000    3.000000      3.000000   \n",
       "65                  3.000000 3.000000  3.000000    3.000000      3.000000   \n",
       "66                  3.000000 3.000000  3.000000    3.000000      3.000000   \n",
       "67                  3.000000 3.000000  3.000000    3.000000      3.000000   \n",
       "68                  3.000000 3.000000  3.000000    3.000000      3.000000   \n",
       "\n",
       "indicator_label  org_learn  compl_uppsec  fem_manag  fem_parl  unpaid_care  \\\n",
       "1                 3.000000      3.000000   3.000000  3.000000     3.000000   \n",
       "2                 3.000000      3.000000   3.000000  3.000000     3.000000   \n",
       "3                 3.000000      3.000000   3.000000  3.000000     3.000000   \n",
       "4                 3.000000      3.000000   3.000000  3.000000     3.000000   \n",
       "5                 3.000000      3.000000   3.000000  3.000000     3.000000   \n",
       "..                     ...           ...        ...       ...          ...   \n",
       "64                3.000000      3.000000   3.000000  3.000000     3.000000   \n",
       "65                3.000000      3.000000   3.000000  3.000000     3.000000   \n",
       "66                3.000000      3.000000   3.000000  3.000000     3.000000   \n",
       "67                3.000000      3.000000   3.000000  3.000000     3.000000   \n",
       "68                3.000000      3.000000   3.000000  3.000000     3.000000   \n",
       "\n",
       "indicator_label  perm_water  reser_max  wat_stress  safe_watser  open_def  \\\n",
       "1                  3.000000   3.000000    3.000000     3.000000  3.000000   \n",
       "2                  3.000000   3.000000    3.000000     3.000000  3.000000   \n",
       "3                  3.000000   3.000000    3.000000     3.000000  3.000000   \n",
       "4                  3.000000   3.000000    3.000000     3.000000  3.000000   \n",
       "5                  3.000000   3.000000    3.000000     3.000000  3.000000   \n",
       "..                      ...        ...         ...          ...       ...   \n",
       "64                 3.000000   3.000000    3.000000     3.000000  3.000000   \n",
       "65                 3.000000   3.000000    3.000000     3.000000  3.000000   \n",
       "66                 3.000000   3.000000    3.000000     3.000000  3.000000   \n",
       "67                 3.000000   3.000000    3.000000     3.000000  3.000000   \n",
       "68                 3.000000   3.000000    3.000000     3.000000  3.000000   \n",
       "\n",
       "indicator_label  safe_sanser  acs_elec  energ_int  renenerg_gen  renenerg_sh  \\\n",
       "1                   3.000000  3.000000   3.000000      3.000000     3.000000   \n",
       "2                   3.000000  3.000000   3.000000      3.000000     3.000000   \n",
       "3                   3.000000  3.000000   3.000000      3.000000     3.000000   \n",
       "4                   3.000000  3.000000   3.000000      3.000000     3.000000   \n",
       "5                   3.000000  3.000000   3.000000      3.000000     3.000000   \n",
       "..                       ...       ...        ...           ...          ...   \n",
       "64                  3.000000  3.000000   3.000000      3.000000     3.000000   \n",
       "65                  3.000000  3.000000   3.000000      3.000000     3.000000   \n",
       "66                  3.000000  3.000000   3.000000      3.000000     3.000000   \n",
       "67                  3.000000  3.000000   3.000000      3.000000     3.000000   \n",
       "68                  3.000000  3.000000   3.000000      3.000000     3.000000   \n",
       "\n",
       "indicator_label  mat_consum  atm_tot  gdppc_gr  fatal_occup  gdpempl_gr  \\\n",
       "1                  3.000000 3.000000  3.000000     3.000000    3.000000   \n",
       "2                  3.000000 3.000000  3.000000     3.000000    3.000000   \n",
       "3                  3.000000 3.000000  3.000000     3.000000    3.000000   \n",
       "4                  3.000000 3.000000  3.000000     3.000000    3.000000   \n",
       "5                  3.000000 3.000000  3.000000     3.000000    3.000000   \n",
       "..                      ...      ...       ...          ...         ...   \n",
       "64                 3.000000 3.000000  3.000000     3.000000    3.000000   \n",
       "65                 3.000000 3.000000  3.000000     3.000000    3.000000   \n",
       "66                 3.000000 3.000000  3.000000     3.000000    3.000000   \n",
       "67                 3.000000 3.000000  3.000000     3.000000    3.000000   \n",
       "68                 3.000000 3.000000  3.000000     3.000000    3.000000   \n",
       "\n",
       "indicator_label  inf_empl  neet_youth  unempl_all  co2_gdp  r&d_exp   ind_va  \\\n",
       "1                3.000000    3.000000    3.000000 3.000000 3.000000 3.000000   \n",
       "2                3.000000    3.000000    3.000000 3.000000 3.000000 3.000000   \n",
       "3                3.000000    3.000000    3.000000 3.000000 3.000000 3.000000   \n",
       "4                3.000000    3.000000    3.000000 3.000000 3.000000 3.000000   \n",
       "5                3.000000    3.000000    3.000000 3.000000 3.000000 3.000000   \n",
       "..                    ...         ...         ...      ...      ...      ...   \n",
       "64               3.000000    3.000000    3.000000 3.000000 3.000000 3.000000   \n",
       "65               3.000000    3.000000    3.000000 3.000000 3.000000 3.000000   \n",
       "66               3.000000    3.000000    3.000000 3.000000 3.000000 3.000000   \n",
       "67               3.000000    3.000000    3.000000 3.000000 3.000000 3.000000   \n",
       "68               3.000000    3.000000    3.000000 3.000000 3.000000 3.000000   \n",
       "\n",
       "indicator_label  smallind_va  techind_va  ind_empl  cap_rwass  pov_50med  \\\n",
       "1                   3.000000    3.000000  3.000000   3.000000   3.000000   \n",
       "2                   3.000000    3.000000  3.000000   3.000000   3.000000   \n",
       "3                   3.000000    3.000000  3.000000   3.000000   3.000000   \n",
       "4                   3.000000    3.000000  3.000000   3.000000   3.000000   \n",
       "5                   3.000000    3.000000  3.000000   3.000000   3.000000   \n",
       "..                       ...         ...       ...        ...        ...   \n",
       "64                  3.000000    3.000000  3.000000   3.000000   3.000000   \n",
       "65                  3.000000    3.000000  3.000000   3.000000   3.000000   \n",
       "66                  3.000000    3.000000  3.000000   3.000000   3.000000   \n",
       "67                  3.000000    3.000000  3.000000   3.000000   3.000000   \n",
       "68                  3.000000    3.000000  3.000000   3.000000   3.000000   \n",
       "\n",
       "indicator_label   lab_sh  refug_rate  finpart_matt  urb_slums  affect_dis  \\\n",
       "1               3.000000    3.000000      3.000000   3.000000    3.000000   \n",
       "2               3.000000    3.000000      3.000000   3.000000    3.000000   \n",
       "3               3.000000    3.000000      3.000000   3.000000    3.000000   \n",
       "4               3.000000    3.000000      3.000000   3.000000    3.000000   \n",
       "5               3.000000    3.000000      3.000000   3.000000    3.000000   \n",
       "..                   ...         ...           ...        ...         ...   \n",
       "64              3.000000    3.000000      3.000000   3.000000    3.000000   \n",
       "65              3.000000    3.000000      3.000000   3.000000    3.000000   \n",
       "66              3.000000    3.000000      3.000000   3.000000    3.000000   \n",
       "67              3.000000    3.000000      3.000000   3.000000    3.000000   \n",
       "68              3.000000    3.000000      3.000000   3.000000    3.000000   \n",
       "\n",
       "indicator_label  ecoloss_dis  damdwell_dis  haz_was  munwas_rec  tot_was  \\\n",
       "1                   3.000000      3.000000 3.000000    3.000000 3.000000   \n",
       "2                   3.000000      3.000000 3.000000    3.000000 3.000000   \n",
       "3                   3.000000      3.000000 3.000000    3.000000 3.000000   \n",
       "4                   3.000000      3.000000 3.000000    3.000000 3.000000   \n",
       "5                   3.000000      3.000000 3.000000    3.000000 3.000000   \n",
       "..                       ...           ...      ...         ...      ...   \n",
       "64                  3.000000      3.000000 3.000000    3.000000 3.000000   \n",
       "65                  3.000000      3.000000 3.000000    3.000000 3.000000   \n",
       "66                  3.000000      3.000000 3.000000    3.000000 3.000000   \n",
       "67                  3.000000      3.000000 3.000000    3.000000 3.000000   \n",
       "68                  3.000000      3.000000 3.000000    3.000000 3.000000   \n",
       "\n",
       "indicator_label  foss_subs  drr_score  drr_locgov  chl_dev  markba_prot  \\\n",
       "1                 3.000000   3.000000    3.000000 3.000000     3.000000   \n",
       "2                 3.000000   3.000000    3.000000 3.000000     3.000000   \n",
       "3                 3.000000   3.000000    3.000000 3.000000     3.000000   \n",
       "4                 3.000000   3.000000    3.000000 3.000000     3.000000   \n",
       "5                 3.000000   3.000000    3.000000 3.000000     3.000000   \n",
       "..                     ...        ...         ...      ...          ...   \n",
       "64                3.000000   3.000000    3.000000 3.000000     3.000000   \n",
       "65                3.000000   3.000000    3.000000 3.000000     3.000000   \n",
       "66                3.000000   3.000000    3.000000 3.000000     3.000000   \n",
       "67                3.000000   3.000000    3.000000 3.000000     3.000000   \n",
       "68                3.000000   3.000000    3.000000 3.000000     3.000000   \n",
       "\n",
       "indicator_label  forest_cert  smta_tot  watkba_prot  mounkba_prot  \\\n",
       "1                   3.000000  3.000000     3.000000      3.000000   \n",
       "2                   3.000000  3.000000     3.000000      3.000000   \n",
       "3                   3.000000  3.000000     3.000000      3.000000   \n",
       "4                   3.000000  3.000000     3.000000      3.000000   \n",
       "5                   3.000000  3.000000     3.000000      3.000000   \n",
       "..                       ...       ...          ...           ...   \n",
       "64                  3.000000  3.000000     3.000000      3.000000   \n",
       "65                  3.000000  3.000000     3.000000      3.000000   \n",
       "66                  3.000000  3.000000     3.000000      3.000000   \n",
       "67                  3.000000  3.000000     3.000000      3.000000   \n",
       "68                  3.000000  3.000000     3.000000      3.000000   \n",
       "\n",
       "indicator_label  terrkba_prot  red_list  gov_exp  hum_traff  homic_intent  \\\n",
       "1                    3.000000  3.000000 3.000000   3.000000      3.000000   \n",
       "2                    3.000000  3.000000 3.000000   3.000000      3.000000   \n",
       "3                    3.000000  3.000000 3.000000   3.000000      3.000000   \n",
       "4                    3.000000  3.000000 3.000000   3.000000      3.000000   \n",
       "5                    3.000000  3.000000 3.000000   3.000000      3.000000   \n",
       "..                        ...       ...      ...        ...           ...   \n",
       "64                   3.000000  3.000000 3.000000   3.000000      3.000000   \n",
       "65                   3.000000  3.000000 3.000000   3.000000      3.000000   \n",
       "66                   3.000000  3.000000 3.000000   3.000000      3.000000   \n",
       "67                   3.000000  3.000000 3.000000   3.000000      3.000000   \n",
       "68                   3.000000  3.000000 3.000000   3.000000      3.000000   \n",
       "\n",
       "indicator_label  unsent_det  remitt_gdp  ext_debt  debt_export  budg_tax  \\\n",
       "1                  3.000000    3.000000  3.000000     3.000000  3.000000   \n",
       "2                  3.000000    3.000000  3.000000     3.000000  3.000000   \n",
       "3                  3.000000    3.000000  3.000000     3.000000  3.000000   \n",
       "4                  3.000000    3.000000  3.000000     3.000000  3.000000   \n",
       "5                  3.000000    3.000000  3.000000     3.000000  3.000000   \n",
       "..                      ...         ...       ...          ...       ...   \n",
       "64                 3.000000    3.000000  3.000000     3.000000  3.000000   \n",
       "65                 3.000000    3.000000  3.000000     3.000000  3.000000   \n",
       "66                 3.000000    3.000000  3.000000     3.000000  3.000000   \n",
       "67                 3.000000    3.000000  3.000000     3.000000  3.000000   \n",
       "68                 3.000000    3.000000  3.000000     3.000000  3.000000   \n",
       "\n",
       "indicator_label  pppart_infr  gov_reven  bband_subs  web_use  finalcons_gr  \\\n",
       "1                   3.000000   3.000000    3.000000 3.000000      3.000000   \n",
       "2                   3.000000   3.000000    3.000000 3.000000      3.000000   \n",
       "3                   3.000000   3.000000    3.000000 3.000000      3.000000   \n",
       "4                   3.000000   3.000000    3.000000 3.000000      3.000000   \n",
       "5                   3.000000   3.000000    3.000000 3.000000      3.000000   \n",
       "..                       ...        ...         ...      ...           ...   \n",
       "64                  3.000000   3.000000    3.000000 3.000000      3.000000   \n",
       "65                  3.000000   3.000000    3.000000 3.000000      3.000000   \n",
       "66                  3.000000   3.000000    3.000000 3.000000      3.000000   \n",
       "67                  3.000000   3.000000    3.000000 3.000000      3.000000   \n",
       "68                  3.000000   3.000000    3.000000 3.000000      3.000000   \n",
       "\n",
       "indicator_label  export_gr  \n",
       "1                 3.000000  \n",
       "2                 3.000000  \n",
       "3                 3.000000  \n",
       "4                 3.000000  \n",
       "5                 3.000000  \n",
       "..                     ...  \n",
       "64                3.000000  \n",
       "65                3.000000  \n",
       "66                3.000000  \n",
       "67                3.000000  \n",
       "68                3.000000  \n",
       "\n",
       "[68 rows x 81 columns]"
      ]
     },
     "execution_count": 254,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_coeff_unit_scaled  / df_coeff_unit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "id": "87980e49-c212-49b3-a260-ccf11ba3d011",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>indicator_label</th>\n",
       "      <th>lab_prog</th>\n",
       "      <th>soc_prog</th>\n",
       "      <th>int_povline</th>\n",
       "      <th>nat_povline</th>\n",
       "      <th>basic_watser</th>\n",
       "      <th>agr_index</th>\n",
       "      <th>breed_risk</th>\n",
       "      <th>child_stunt</th>\n",
       "      <th>under_nour</th>\n",
       "      <th>dtp_3</th>\n",
       "      <th>under5_mort</th>\n",
       "      <th>hiv_new</th>\n",
       "      <th>mat_mort</th>\n",
       "      <th>adol_birth</th>\n",
       "      <th>edutrain_all</th>\n",
       "      <th>org_learn</th>\n",
       "      <th>compl_uppsec</th>\n",
       "      <th>fem_manag</th>\n",
       "      <th>fem_parl</th>\n",
       "      <th>unpaid_care</th>\n",
       "      <th>perm_water</th>\n",
       "      <th>reser_max</th>\n",
       "      <th>wat_stress</th>\n",
       "      <th>safe_watser</th>\n",
       "      <th>open_def</th>\n",
       "      <th>safe_sanser</th>\n",
       "      <th>acs_elec</th>\n",
       "      <th>energ_int</th>\n",
       "      <th>renenerg_gen</th>\n",
       "      <th>renenerg_sh</th>\n",
       "      <th>mat_consum</th>\n",
       "      <th>atm_tot</th>\n",
       "      <th>gdppc_gr</th>\n",
       "      <th>fatal_occup</th>\n",
       "      <th>gdpempl_gr</th>\n",
       "      <th>inf_empl</th>\n",
       "      <th>neet_youth</th>\n",
       "      <th>unempl_all</th>\n",
       "      <th>co2_gdp</th>\n",
       "      <th>r&amp;d_exp</th>\n",
       "      <th>ind_va</th>\n",
       "      <th>smallind_va</th>\n",
       "      <th>techind_va</th>\n",
       "      <th>ind_empl</th>\n",
       "      <th>cap_rwass</th>\n",
       "      <th>pov_50med</th>\n",
       "      <th>lab_sh</th>\n",
       "      <th>refug_rate</th>\n",
       "      <th>finpart_matt</th>\n",
       "      <th>urb_slums</th>\n",
       "      <th>affect_dis</th>\n",
       "      <th>ecoloss_dis</th>\n",
       "      <th>damdwell_dis</th>\n",
       "      <th>haz_was</th>\n",
       "      <th>munwas_rec</th>\n",
       "      <th>tot_was</th>\n",
       "      <th>foss_subs</th>\n",
       "      <th>drr_score</th>\n",
       "      <th>drr_locgov</th>\n",
       "      <th>chl_dev</th>\n",
       "      <th>markba_prot</th>\n",
       "      <th>forest_cert</th>\n",
       "      <th>smta_tot</th>\n",
       "      <th>watkba_prot</th>\n",
       "      <th>mounkba_prot</th>\n",
       "      <th>terrkba_prot</th>\n",
       "      <th>red_list</th>\n",
       "      <th>gov_exp</th>\n",
       "      <th>hum_traff</th>\n",
       "      <th>homic_intent</th>\n",
       "      <th>unsent_det</th>\n",
       "      <th>remitt_gdp</th>\n",
       "      <th>ext_debt</th>\n",
       "      <th>debt_export</th>\n",
       "      <th>budg_tax</th>\n",
       "      <th>pppart_infr</th>\n",
       "      <th>gov_reven</th>\n",
       "      <th>bband_subs</th>\n",
       "      <th>web_use</th>\n",
       "      <th>finalcons_gr</th>\n",
       "      <th>export_gr</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.003279</td>\n",
       "      <td>-0.001503</td>\n",
       "      <td>0.080778</td>\n",
       "      <td>0.086610</td>\n",
       "      <td>0.000283</td>\n",
       "      <td>0.001897</td>\n",
       "      <td>-0.000346</td>\n",
       "      <td>0.002231</td>\n",
       "      <td>0.002721</td>\n",
       "      <td>-0.001093</td>\n",
       "      <td>0.006150</td>\n",
       "      <td>-0.002037</td>\n",
       "      <td>-0.005549</td>\n",
       "      <td>-0.001417</td>\n",
       "      <td>-0.007648</td>\n",
       "      <td>0.001228</td>\n",
       "      <td>0.005217</td>\n",
       "      <td>-0.004041</td>\n",
       "      <td>0.011612</td>\n",
       "      <td>-0.001156</td>\n",
       "      <td>-0.000241</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.189362</td>\n",
       "      <td>-0.003894</td>\n",
       "      <td>-0.000455</td>\n",
       "      <td>0.000434</td>\n",
       "      <td>0.005992</td>\n",
       "      <td>0.000368</td>\n",
       "      <td>-0.000638</td>\n",
       "      <td>-0.136861</td>\n",
       "      <td>0.060568</td>\n",
       "      <td>-0.029436</td>\n",
       "      <td>-0.000151</td>\n",
       "      <td>-0.001837</td>\n",
       "      <td>0.009090</td>\n",
       "      <td>-0.004358</td>\n",
       "      <td>-0.008843</td>\n",
       "      <td>0.000182</td>\n",
       "      <td>-0.000324</td>\n",
       "      <td>-0.004920</td>\n",
       "      <td>-0.006415</td>\n",
       "      <td>0.000509</td>\n",
       "      <td>-0.000049</td>\n",
       "      <td>0.134230</td>\n",
       "      <td>-0.002883</td>\n",
       "      <td>-0.002026</td>\n",
       "      <td>0.000441</td>\n",
       "      <td>0.005090</td>\n",
       "      <td>0.002694</td>\n",
       "      <td>0.003997</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>0.034121</td>\n",
       "      <td>-0.001645</td>\n",
       "      <td>-0.072460</td>\n",
       "      <td>0.005348</td>\n",
       "      <td>-0.032421</td>\n",
       "      <td>0.000554</td>\n",
       "      <td>-0.003053</td>\n",
       "      <td>0.000409</td>\n",
       "      <td>-0.002235</td>\n",
       "      <td>-0.001460</td>\n",
       "      <td>-0.003724</td>\n",
       "      <td>0.002483</td>\n",
       "      <td>0.000713</td>\n",
       "      <td>0.000463</td>\n",
       "      <td>-0.000643</td>\n",
       "      <td>0.107736</td>\n",
       "      <td>0.004481</td>\n",
       "      <td>0.004392</td>\n",
       "      <td>0.000282</td>\n",
       "      <td>0.000583</td>\n",
       "      <td>0.001318</td>\n",
       "      <td>0.031085</td>\n",
       "      <td>0.003202</td>\n",
       "      <td>0.000783</td>\n",
       "      <td>-0.002122</td>\n",
       "      <td>0.000540</td>\n",
       "      <td>-0.002361</td>\n",
       "      <td>-0.008116</td>\n",
       "      <td>0.000143</td>\n",
       "      <td>0.000002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000060</td>\n",
       "      <td>-0.000027</td>\n",
       "      <td>-0.000029</td>\n",
       "      <td>0.283336</td>\n",
       "      <td>0.000050</td>\n",
       "      <td>0.000087</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.000369</td>\n",
       "      <td>-0.000036</td>\n",
       "      <td>-0.000162</td>\n",
       "      <td>-0.000174</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>-0.000195</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>0.000196</td>\n",
       "      <td>0.000569</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.000278</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>0.001598</td>\n",
       "      <td>0.000202</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>0.000334</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.000063</td>\n",
       "      <td>-0.000584</td>\n",
       "      <td>0.014277</td>\n",
       "      <td>-0.009085</td>\n",
       "      <td>-0.003693</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>-0.000038</td>\n",
       "      <td>0.000229</td>\n",
       "      <td>0.000137</td>\n",
       "      <td>0.003119</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.000117</td>\n",
       "      <td>0.000186</td>\n",
       "      <td>0.000197</td>\n",
       "      <td>-0.000149</td>\n",
       "      <td>-0.000052</td>\n",
       "      <td>-0.005573</td>\n",
       "      <td>0.000148</td>\n",
       "      <td>-0.000319</td>\n",
       "      <td>0.000087</td>\n",
       "      <td>0.000148</td>\n",
       "      <td>-0.000091</td>\n",
       "      <td>0.000269</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>-0.002776</td>\n",
       "      <td>-0.000050</td>\n",
       "      <td>0.017060</td>\n",
       "      <td>-0.000210</td>\n",
       "      <td>-0.001590</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>-0.000367</td>\n",
       "      <td>0.000419</td>\n",
       "      <td>-0.000083</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>-0.000023</td>\n",
       "      <td>-0.000256</td>\n",
       "      <td>-0.007055</td>\n",
       "      <td>0.000101</td>\n",
       "      <td>0.000409</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>-0.000062</td>\n",
       "      <td>0.000215</td>\n",
       "      <td>-0.001421</td>\n",
       "      <td>0.000680</td>\n",
       "      <td>-0.000251</td>\n",
       "      <td>-0.000137</td>\n",
       "      <td>-0.000094</td>\n",
       "      <td>-0.000023</td>\n",
       "      <td>0.000445</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.000021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.003504</td>\n",
       "      <td>0.002222</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>0.001076</td>\n",
       "      <td>-0.000028</td>\n",
       "      <td>-0.000040</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>-0.000016</td>\n",
       "      <td>-0.000035</td>\n",
       "      <td>0.000022</td>\n",
       "      <td>0.000136</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>0.000050</td>\n",
       "      <td>-0.000011</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>-0.000061</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>-0.004226</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.000073</td>\n",
       "      <td>-0.000053</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>0.000022</td>\n",
       "      <td>0.000153</td>\n",
       "      <td>0.000332</td>\n",
       "      <td>-0.001202</td>\n",
       "      <td>-0.000859</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.000035</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>0.000116</td>\n",
       "      <td>-0.000257</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>-0.000023</td>\n",
       "      <td>0.000153</td>\n",
       "      <td>-0.000085</td>\n",
       "      <td>-0.000010</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>0.002366</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>-0.000030</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>0.000187</td>\n",
       "      <td>0.000054</td>\n",
       "      <td>-0.000666</td>\n",
       "      <td>-0.000128</td>\n",
       "      <td>-0.005661</td>\n",
       "      <td>-0.000050</td>\n",
       "      <td>-0.000056</td>\n",
       "      <td>0.000155</td>\n",
       "      <td>0.000077</td>\n",
       "      <td>-0.000020</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>-0.000017</td>\n",
       "      <td>-0.000059</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>-0.000049</td>\n",
       "      <td>-0.000010</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>-0.000016</td>\n",
       "      <td>0.001419</td>\n",
       "      <td>0.000544</td>\n",
       "      <td>-0.000049</td>\n",
       "      <td>-0.000018</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000054</td>\n",
       "      <td>-0.000043</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000150</td>\n",
       "      <td>-0.000228</td>\n",
       "      <td>-0.000020</td>\n",
       "      <td>-0.003828</td>\n",
       "      <td>0.006251</td>\n",
       "      <td>-0.000239</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>-0.000238</td>\n",
       "      <td>0.000073</td>\n",
       "      <td>-0.000232</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>-0.000181</td>\n",
       "      <td>-0.000077</td>\n",
       "      <td>0.000283</td>\n",
       "      <td>-0.000098</td>\n",
       "      <td>0.000304</td>\n",
       "      <td>-0.000153</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.004522</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>-0.000105</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>-0.000065</td>\n",
       "      <td>-0.000086</td>\n",
       "      <td>0.000179</td>\n",
       "      <td>0.003517</td>\n",
       "      <td>0.002129</td>\n",
       "      <td>-0.000078</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>-0.000094</td>\n",
       "      <td>-0.000191</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>-0.001094</td>\n",
       "      <td>-0.000009</td>\n",
       "      <td>-0.000055</td>\n",
       "      <td>-0.000080</td>\n",
       "      <td>-0.000162</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.008116</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>-0.000240</td>\n",
       "      <td>-0.000031</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>-0.000150</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>-0.000070</td>\n",
       "      <td>0.000075</td>\n",
       "      <td>-0.000233</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>-0.009835</td>\n",
       "      <td>-0.000019</td>\n",
       "      <td>0.000495</td>\n",
       "      <td>-0.000989</td>\n",
       "      <td>-0.000038</td>\n",
       "      <td>-0.000031</td>\n",
       "      <td>-0.000100</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>-0.000131</td>\n",
       "      <td>0.000555</td>\n",
       "      <td>-0.000093</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.000181</td>\n",
       "      <td>0.000058</td>\n",
       "      <td>0.001366</td>\n",
       "      <td>-0.000383</td>\n",
       "      <td>0.000127</td>\n",
       "      <td>0.000161</td>\n",
       "      <td>-0.000023</td>\n",
       "      <td>-0.000171</td>\n",
       "      <td>-0.000215</td>\n",
       "      <td>-0.000011</td>\n",
       "      <td>-0.000004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.000252</td>\n",
       "      <td>0.000278</td>\n",
       "      <td>-0.000247</td>\n",
       "      <td>-0.012845</td>\n",
       "      <td>-0.000511</td>\n",
       "      <td>0.000890</td>\n",
       "      <td>-0.000112</td>\n",
       "      <td>-0.000410</td>\n",
       "      <td>0.000146</td>\n",
       "      <td>-0.000304</td>\n",
       "      <td>-0.000201</td>\n",
       "      <td>0.002120</td>\n",
       "      <td>0.001301</td>\n",
       "      <td>-0.000372</td>\n",
       "      <td>-0.000025</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>-0.000770</td>\n",
       "      <td>0.000767</td>\n",
       "      <td>-0.001131</td>\n",
       "      <td>-0.000867</td>\n",
       "      <td>-0.000025</td>\n",
       "      <td>-0.000019</td>\n",
       "      <td>-0.027448</td>\n",
       "      <td>-0.000928</td>\n",
       "      <td>-0.000039</td>\n",
       "      <td>-0.000724</td>\n",
       "      <td>-0.000911</td>\n",
       "      <td>-0.000124</td>\n",
       "      <td>0.001682</td>\n",
       "      <td>-0.037165</td>\n",
       "      <td>0.007320</td>\n",
       "      <td>0.037900</td>\n",
       "      <td>-0.000009</td>\n",
       "      <td>-0.001163</td>\n",
       "      <td>-0.000384</td>\n",
       "      <td>-0.000572</td>\n",
       "      <td>0.001896</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>-0.000260</td>\n",
       "      <td>-0.000253</td>\n",
       "      <td>-0.000762</td>\n",
       "      <td>-0.000086</td>\n",
       "      <td>-0.000173</td>\n",
       "      <td>0.061511</td>\n",
       "      <td>0.001300</td>\n",
       "      <td>0.002144</td>\n",
       "      <td>-0.000060</td>\n",
       "      <td>0.001282</td>\n",
       "      <td>0.000118</td>\n",
       "      <td>0.000979</td>\n",
       "      <td>0.000817</td>\n",
       "      <td>0.057614</td>\n",
       "      <td>0.002086</td>\n",
       "      <td>-0.022112</td>\n",
       "      <td>-0.000465</td>\n",
       "      <td>-0.064445</td>\n",
       "      <td>-0.000385</td>\n",
       "      <td>0.004753</td>\n",
       "      <td>0.010304</td>\n",
       "      <td>0.001813</td>\n",
       "      <td>-0.000063</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>0.000484</td>\n",
       "      <td>0.000147</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>0.000063</td>\n",
       "      <td>0.054317</td>\n",
       "      <td>0.000289</td>\n",
       "      <td>0.000115</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>-0.000096</td>\n",
       "      <td>0.000082</td>\n",
       "      <td>-0.013053</td>\n",
       "      <td>-0.004024</td>\n",
       "      <td>-0.000102</td>\n",
       "      <td>-0.000729</td>\n",
       "      <td>0.000098</td>\n",
       "      <td>0.000781</td>\n",
       "      <td>-0.000286</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>0.000036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>-0.000055</td>\n",
       "      <td>-0.000078</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.008649</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.000094</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>-0.000122</td>\n",
       "      <td>-0.000141</td>\n",
       "      <td>-0.000026</td>\n",
       "      <td>0.000037</td>\n",
       "      <td>-0.000097</td>\n",
       "      <td>-0.000027</td>\n",
       "      <td>0.000058</td>\n",
       "      <td>-0.000142</td>\n",
       "      <td>0.000062</td>\n",
       "      <td>0.000224</td>\n",
       "      <td>0.000219</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>-0.000050</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>-0.003963</td>\n",
       "      <td>-0.000204</td>\n",
       "      <td>-0.000059</td>\n",
       "      <td>-0.000019</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>-0.000097</td>\n",
       "      <td>0.000511</td>\n",
       "      <td>-0.003411</td>\n",
       "      <td>0.003241</td>\n",
       "      <td>0.015820</td>\n",
       "      <td>-0.000011</td>\n",
       "      <td>-0.000041</td>\n",
       "      <td>-0.000127</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>-0.000224</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>-0.000041</td>\n",
       "      <td>-0.000535</td>\n",
       "      <td>0.000088</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.002133</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>-0.000117</td>\n",
       "      <td>-0.000161</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000140</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>0.000389</td>\n",
       "      <td>-0.000010</td>\n",
       "      <td>0.003907</td>\n",
       "      <td>-0.000039</td>\n",
       "      <td>0.005132</td>\n",
       "      <td>0.000054</td>\n",
       "      <td>0.000309</td>\n",
       "      <td>-0.000052</td>\n",
       "      <td>-0.000091</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>0.000049</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>-0.000048</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>-0.001652</td>\n",
       "      <td>-0.000033</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>-0.000152</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>0.002294</td>\n",
       "      <td>-0.000221</td>\n",
       "      <td>0.007130</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>-0.000013</td>\n",
       "      <td>-0.000028</td>\n",
       "      <td>0.000083</td>\n",
       "      <td>-0.000013</td>\n",
       "      <td>-0.000003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>-0.003755</td>\n",
       "      <td>-0.040665</td>\n",
       "      <td>0.007008</td>\n",
       "      <td>1.905214</td>\n",
       "      <td>-0.048171</td>\n",
       "      <td>-0.103036</td>\n",
       "      <td>0.005160</td>\n",
       "      <td>0.015841</td>\n",
       "      <td>0.071223</td>\n",
       "      <td>-0.005573</td>\n",
       "      <td>0.024320</td>\n",
       "      <td>0.039224</td>\n",
       "      <td>0.070766</td>\n",
       "      <td>0.015666</td>\n",
       "      <td>-0.008468</td>\n",
       "      <td>-0.008714</td>\n",
       "      <td>0.031178</td>\n",
       "      <td>0.062004</td>\n",
       "      <td>0.082388</td>\n",
       "      <td>-0.000886</td>\n",
       "      <td>-0.000676</td>\n",
       "      <td>-0.000290</td>\n",
       "      <td>-0.623388</td>\n",
       "      <td>-0.037802</td>\n",
       "      <td>0.081108</td>\n",
       "      <td>-0.040041</td>\n",
       "      <td>0.017122</td>\n",
       "      <td>0.026186</td>\n",
       "      <td>0.158561</td>\n",
       "      <td>-0.015031</td>\n",
       "      <td>0.452356</td>\n",
       "      <td>0.408058</td>\n",
       "      <td>0.000374</td>\n",
       "      <td>0.033581</td>\n",
       "      <td>-0.061691</td>\n",
       "      <td>-0.040162</td>\n",
       "      <td>0.138408</td>\n",
       "      <td>-0.005336</td>\n",
       "      <td>0.034041</td>\n",
       "      <td>-0.008774</td>\n",
       "      <td>-0.099205</td>\n",
       "      <td>-0.003308</td>\n",
       "      <td>-0.011931</td>\n",
       "      <td>0.158714</td>\n",
       "      <td>0.071069</td>\n",
       "      <td>-0.067019</td>\n",
       "      <td>-0.025838</td>\n",
       "      <td>0.061226</td>\n",
       "      <td>0.094783</td>\n",
       "      <td>0.012191</td>\n",
       "      <td>-0.004482</td>\n",
       "      <td>0.078449</td>\n",
       "      <td>0.029593</td>\n",
       "      <td>0.198713</td>\n",
       "      <td>-0.053230</td>\n",
       "      <td>-0.244855</td>\n",
       "      <td>-0.026534</td>\n",
       "      <td>0.136204</td>\n",
       "      <td>0.036561</td>\n",
       "      <td>-0.101432</td>\n",
       "      <td>0.018285</td>\n",
       "      <td>0.044603</td>\n",
       "      <td>0.082601</td>\n",
       "      <td>-0.014986</td>\n",
       "      <td>-0.000125</td>\n",
       "      <td>0.008691</td>\n",
       "      <td>-9.964444</td>\n",
       "      <td>-0.002106</td>\n",
       "      <td>-0.087417</td>\n",
       "      <td>0.004655</td>\n",
       "      <td>0.006459</td>\n",
       "      <td>2.800416</td>\n",
       "      <td>0.135515</td>\n",
       "      <td>0.188272</td>\n",
       "      <td>0.034495</td>\n",
       "      <td>-0.019738</td>\n",
       "      <td>-0.016210</td>\n",
       "      <td>0.053861</td>\n",
       "      <td>0.046250</td>\n",
       "      <td>0.001828</td>\n",
       "      <td>0.003134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>0.000060</td>\n",
       "      <td>-0.000079</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>-0.000885</td>\n",
       "      <td>-0.000037</td>\n",
       "      <td>-0.000070</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>-0.000105</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>-0.000014</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>0.000062</td>\n",
       "      <td>-0.000011</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>-0.000025</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>-0.000117</td>\n",
       "      <td>-0.000061</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>-0.001519</td>\n",
       "      <td>-0.000023</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>-0.000048</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>-0.000028</td>\n",
       "      <td>-0.000070</td>\n",
       "      <td>-0.000899</td>\n",
       "      <td>-0.002044</td>\n",
       "      <td>-0.000292</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>-0.000015</td>\n",
       "      <td>-0.000037</td>\n",
       "      <td>-0.000093</td>\n",
       "      <td>0.000054</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000034</td>\n",
       "      <td>-0.003617</td>\n",
       "      <td>-0.000153</td>\n",
       "      <td>0.000075</td>\n",
       "      <td>-0.000038</td>\n",
       "      <td>-0.000054</td>\n",
       "      <td>-0.000055</td>\n",
       "      <td>-0.000049</td>\n",
       "      <td>-0.000009</td>\n",
       "      <td>-0.000101</td>\n",
       "      <td>-0.000047</td>\n",
       "      <td>-0.003122</td>\n",
       "      <td>0.000057</td>\n",
       "      <td>0.000325</td>\n",
       "      <td>-0.000026</td>\n",
       "      <td>-0.000060</td>\n",
       "      <td>-0.000103</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>-0.000038</td>\n",
       "      <td>-0.000028</td>\n",
       "      <td>0.000044</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>-0.008051</td>\n",
       "      <td>-0.000044</td>\n",
       "      <td>-0.000056</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>-0.003581</td>\n",
       "      <td>-0.000029</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>-0.000025</td>\n",
       "      <td>0.003921</td>\n",
       "      <td>-0.000023</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>-0.000067</td>\n",
       "      <td>0.000057</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>-0.001291</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>-0.000117</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.000092</td>\n",
       "      <td>-0.000088</td>\n",
       "      <td>-0.000034</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>-0.000167</td>\n",
       "      <td>-0.000159</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>-0.000145</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>-0.000009</td>\n",
       "      <td>-0.000144</td>\n",
       "      <td>0.000209</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>0.002009</td>\n",
       "      <td>0.000084</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>-0.000050</td>\n",
       "      <td>-0.000079</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.000096</td>\n",
       "      <td>0.002858</td>\n",
       "      <td>-0.005273</td>\n",
       "      <td>-0.004515</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>-0.000035</td>\n",
       "      <td>-0.000096</td>\n",
       "      <td>-0.000061</td>\n",
       "      <td>-0.001652</td>\n",
       "      <td>-0.000020</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>-0.000243</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>-0.000021</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.000307</td>\n",
       "      <td>-0.000081</td>\n",
       "      <td>-0.000042</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000099</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>-0.000010</td>\n",
       "      <td>0.000342</td>\n",
       "      <td>-0.000026</td>\n",
       "      <td>-0.000228</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.001919</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>0.000164</td>\n",
       "      <td>-0.000123</td>\n",
       "      <td>-0.000050</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>0.000087</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>-0.000047</td>\n",
       "      <td>-0.000041</td>\n",
       "      <td>0.001144</td>\n",
       "      <td>-0.000252</td>\n",
       "      <td>-0.000108</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>0.000094</td>\n",
       "      <td>-0.007474</td>\n",
       "      <td>0.000358</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>-0.000060</td>\n",
       "      <td>0.000177</td>\n",
       "      <td>0.005396</td>\n",
       "      <td>-0.000014</td>\n",
       "      <td>-0.000001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0.000284</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>0.000096</td>\n",
       "      <td>0.005794</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>-0.000016</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>-0.000541</td>\n",
       "      <td>-0.000094</td>\n",
       "      <td>0.000362</td>\n",
       "      <td>0.000277</td>\n",
       "      <td>0.000072</td>\n",
       "      <td>-0.000077</td>\n",
       "      <td>-0.000356</td>\n",
       "      <td>0.000097</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>-0.000399</td>\n",
       "      <td>0.000420</td>\n",
       "      <td>0.000121</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>-0.008265</td>\n",
       "      <td>0.000226</td>\n",
       "      <td>-0.000577</td>\n",
       "      <td>0.000189</td>\n",
       "      <td>-0.000167</td>\n",
       "      <td>-0.000019</td>\n",
       "      <td>-0.000116</td>\n",
       "      <td>0.013589</td>\n",
       "      <td>0.029443</td>\n",
       "      <td>0.013930</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.000898</td>\n",
       "      <td>-0.000455</td>\n",
       "      <td>0.004074</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>-0.000038</td>\n",
       "      <td>-0.000273</td>\n",
       "      <td>0.000218</td>\n",
       "      <td>-0.000050</td>\n",
       "      <td>0.000083</td>\n",
       "      <td>-0.000885</td>\n",
       "      <td>-0.000463</td>\n",
       "      <td>-0.000381</td>\n",
       "      <td>0.000202</td>\n",
       "      <td>-0.000015</td>\n",
       "      <td>-0.000376</td>\n",
       "      <td>-0.000239</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.001809</td>\n",
       "      <td>-0.000203</td>\n",
       "      <td>-0.019989</td>\n",
       "      <td>-0.000333</td>\n",
       "      <td>-0.031092</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>0.000765</td>\n",
       "      <td>-0.000592</td>\n",
       "      <td>-0.000414</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.000126</td>\n",
       "      <td>0.000222</td>\n",
       "      <td>0.000058</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>-0.000341</td>\n",
       "      <td>0.026202</td>\n",
       "      <td>0.000601</td>\n",
       "      <td>-0.000263</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000310</td>\n",
       "      <td>-0.000170</td>\n",
       "      <td>0.008584</td>\n",
       "      <td>0.001603</td>\n",
       "      <td>-0.000269</td>\n",
       "      <td>0.035157</td>\n",
       "      <td>-0.000045</td>\n",
       "      <td>0.000514</td>\n",
       "      <td>0.000083</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>-0.000001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>68 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "indicator_label  lab_prog  soc_prog  int_povline  nat_povline  basic_watser  \\\n",
       "1               -0.003279 -0.001503     0.080778     0.086610      0.000283   \n",
       "2                0.000060 -0.000027    -0.000029     0.283336      0.000050   \n",
       "3                0.003504  0.002222    -0.000005     0.001076     -0.000028   \n",
       "4                0.000150 -0.000228    -0.000020    -0.003828      0.006251   \n",
       "5               -0.000252  0.000278    -0.000247    -0.012845     -0.000511   \n",
       "..                    ...       ...          ...          ...           ...   \n",
       "64              -0.000055 -0.000078     0.000002     0.008649      0.000004   \n",
       "65              -0.003755 -0.040665     0.007008     1.905214     -0.048171   \n",
       "66               0.000060 -0.000079     0.000017    -0.000885     -0.000037   \n",
       "67              -0.000067  0.000057     0.000008    -0.001291      0.000005   \n",
       "68               0.000284  0.000124     0.000096     0.005794      0.000009   \n",
       "\n",
       "indicator_label  agr_index  breed_risk  child_stunt  under_nour     dtp_3  \\\n",
       "1                 0.001897   -0.000346     0.002231    0.002721 -0.001093   \n",
       "2                 0.000087    0.000014     0.000369   -0.000036 -0.000162   \n",
       "3                -0.000040    0.000005     0.000010   -0.000016 -0.000035   \n",
       "4                -0.000239    0.000004     0.000007   -0.000238  0.000073   \n",
       "5                 0.000890   -0.000112    -0.000410    0.000146 -0.000304   \n",
       "..                     ...         ...          ...         ...       ...   \n",
       "64                0.000094   -0.000004    -0.000122   -0.000141 -0.000026   \n",
       "65               -0.103036    0.005160     0.015841    0.071223 -0.005573   \n",
       "66               -0.000070    0.000012     0.000009   -0.000105 -0.000006   \n",
       "67               -0.000117    0.000003     0.000092   -0.000088 -0.000034   \n",
       "68               -0.000016    0.000026     0.000003   -0.000541 -0.000094   \n",
       "\n",
       "indicator_label  under5_mort   hiv_new  mat_mort  adol_birth  edutrain_all  \\\n",
       "1                   0.006150 -0.002037 -0.005549   -0.001417     -0.007648   \n",
       "2                  -0.000174  0.000107 -0.000195   -0.000006      0.000196   \n",
       "3                   0.000022  0.000136  0.000008   -0.000002      0.000018   \n",
       "4                  -0.000232 -0.000002  0.000276    0.000071     -0.000181   \n",
       "5                  -0.000201  0.002120  0.001301   -0.000372     -0.000025   \n",
       "..                       ...       ...       ...         ...           ...   \n",
       "64                  0.000037 -0.000097 -0.000027    0.000058     -0.000142   \n",
       "65                  0.024320  0.039224  0.070766    0.015666     -0.008468   \n",
       "66                 -0.000014  0.000042  0.000062   -0.000011      0.000104   \n",
       "67                  0.000012 -0.000167 -0.000159    0.000028     -0.000145   \n",
       "68                  0.000362  0.000277  0.000072   -0.000077     -0.000356   \n",
       "\n",
       "indicator_label  org_learn  compl_uppsec  fem_manag  fem_parl  unpaid_care  \\\n",
       "1                 0.001228      0.005217  -0.004041  0.011612    -0.001156   \n",
       "2                 0.000569      0.000400   0.000278  0.000152     0.000207   \n",
       "3                 0.000050     -0.000011   0.000023 -0.000061    -0.000003   \n",
       "4                -0.000077      0.000283  -0.000098  0.000304    -0.000153   \n",
       "5                 0.000002     -0.000770   0.000767 -0.001131    -0.000867   \n",
       "..                     ...           ...        ...       ...          ...   \n",
       "64                0.000062      0.000224   0.000219  0.000017    -0.000050   \n",
       "65               -0.008714      0.031178   0.062004  0.082388    -0.000886   \n",
       "66                0.000018     -0.000025   0.000213 -0.000117    -0.000061   \n",
       "67                0.000032     -0.000009  -0.000144  0.000209     0.000070   \n",
       "68                0.000097      0.000142  -0.000399  0.000420     0.000121   \n",
       "\n",
       "indicator_label  perm_water  reser_max  wat_stress  safe_watser  open_def  \\\n",
       "1                 -0.000241   0.000125    0.189362    -0.003894 -0.000455   \n",
       "2                  0.000004  -0.000004    0.001598     0.000202  0.000033   \n",
       "3                  0.000002  -0.000002   -0.004226     0.000028  0.000073   \n",
       "4                  0.000000   0.000001    0.004522     0.000012 -0.000105   \n",
       "5                 -0.000025  -0.000019   -0.027448    -0.000928 -0.000039   \n",
       "..                      ...        ...         ...          ...       ...   \n",
       "64                -0.000001   0.000001   -0.003963    -0.000204 -0.000059   \n",
       "65                -0.000676  -0.000290   -0.623388    -0.037802  0.081108   \n",
       "66                 0.000000  -0.000001   -0.001519    -0.000023  0.000051   \n",
       "67                 0.000008  -0.000003    0.002009     0.000084 -0.000012   \n",
       "68                 0.000013  -0.000008   -0.008265     0.000226 -0.000577   \n",
       "\n",
       "indicator_label  safe_sanser  acs_elec  energ_int  renenerg_gen  renenerg_sh  \\\n",
       "1                   0.000434  0.005992   0.000368     -0.000638    -0.136861   \n",
       "2                   0.000334  0.000031   0.000063     -0.000584     0.014277   \n",
       "3                  -0.000053  0.000060   0.000022      0.000153     0.000332   \n",
       "4                   0.000006 -0.000065  -0.000086      0.000179     0.003517   \n",
       "5                  -0.000724 -0.000911  -0.000124      0.001682    -0.037165   \n",
       "..                       ...       ...        ...           ...          ...   \n",
       "64                 -0.000019  0.000039  -0.000097      0.000511    -0.003411   \n",
       "65                 -0.040041  0.017122   0.026186      0.158561    -0.015031   \n",
       "66                 -0.000048  0.000052  -0.000028     -0.000070    -0.000899   \n",
       "67                 -0.000050 -0.000079   0.000046      0.000096     0.002858   \n",
       "68                  0.000189 -0.000167  -0.000019     -0.000116     0.013589   \n",
       "\n",
       "indicator_label  mat_consum   atm_tot  gdppc_gr  fatal_occup  gdpempl_gr  \\\n",
       "1                  0.060568 -0.029436 -0.000151    -0.001837    0.009090   \n",
       "2                 -0.009085 -0.003693  0.000023    -0.000038    0.000229   \n",
       "3                 -0.001202 -0.000859  0.000007     0.000035    0.000027   \n",
       "4                  0.002129 -0.000078 -0.000002    -0.000094   -0.000191   \n",
       "5                  0.007320  0.037900 -0.000009    -0.001163   -0.000384   \n",
       "..                      ...       ...       ...          ...         ...   \n",
       "64                 0.003241  0.015820 -0.000011    -0.000041   -0.000127   \n",
       "65                 0.452356  0.408058  0.000374     0.033581   -0.061691   \n",
       "66                -0.002044 -0.000292 -0.000002     0.000020   -0.000005   \n",
       "67                -0.005273 -0.004515 -0.000001    -0.000035   -0.000096   \n",
       "68                 0.029443  0.013930  0.000023     0.000030    0.000898   \n",
       "\n",
       "indicator_label  inf_empl  neet_youth  unempl_all   co2_gdp   r&d_exp  \\\n",
       "1               -0.004358   -0.008843    0.000182 -0.000324 -0.004920   \n",
       "2                0.000137    0.003119    0.000006  0.000117  0.000186   \n",
       "3                0.000116   -0.000257   -0.000002 -0.000023  0.000153   \n",
       "4                0.000180   -0.001094   -0.000009 -0.000055 -0.000080   \n",
       "5               -0.000572    0.001896    0.000055 -0.000260 -0.000253   \n",
       "..                    ...         ...         ...       ...       ...   \n",
       "64               0.000078   -0.000224   -0.000004 -0.000041 -0.000535   \n",
       "65              -0.040162    0.138408   -0.005336  0.034041 -0.008774   \n",
       "66               0.000018    0.000043   -0.000015 -0.000037 -0.000093   \n",
       "67              -0.000061   -0.001652   -0.000020  0.000043 -0.000243   \n",
       "68              -0.000455    0.004074   -0.000012 -0.000038 -0.000273   \n",
       "\n",
       "indicator_label    ind_va  smallind_va  techind_va  ind_empl  cap_rwass  \\\n",
       "1               -0.006415     0.000509   -0.000049  0.134230  -0.002883   \n",
       "2                0.000197    -0.000149   -0.000052 -0.005573   0.000148   \n",
       "3               -0.000085    -0.000010   -0.000003  0.002366   0.000051   \n",
       "4               -0.000162    -0.000012    0.000012  0.008116   0.000027   \n",
       "5               -0.000762    -0.000086   -0.000173  0.061511   0.001300   \n",
       "..                    ...          ...         ...       ...        ...   \n",
       "64               0.000088     0.000042    0.000024  0.002133   0.000066   \n",
       "65              -0.099205    -0.003308   -0.011931  0.158714   0.071069   \n",
       "66               0.000054    -0.000000   -0.000034 -0.003617  -0.000153   \n",
       "67               0.000005    -0.000021    0.000019  0.000307  -0.000081   \n",
       "68               0.000218    -0.000050    0.000083 -0.000885  -0.000463   \n",
       "\n",
       "indicator_label  pov_50med    lab_sh  refug_rate  finpart_matt  urb_slums  \\\n",
       "1                -0.002026  0.000441    0.005090      0.002694   0.003997   \n",
       "2                -0.000319  0.000087    0.000148     -0.000091   0.000269   \n",
       "3                 0.000006 -0.000030    0.000104      0.000040   0.000015   \n",
       "4                -0.000240 -0.000031    0.000060      0.000128  -0.000150   \n",
       "5                 0.002144 -0.000060    0.001282      0.000118   0.000979   \n",
       "..                     ...       ...         ...           ...        ...   \n",
       "64               -0.000117 -0.000161    0.000142      0.000140   0.000023   \n",
       "65               -0.067019 -0.025838    0.061226      0.094783   0.012191   \n",
       "66                0.000075 -0.000038   -0.000054     -0.000055  -0.000049   \n",
       "67               -0.000042  0.000028    0.000021      0.000099   0.000013   \n",
       "68               -0.000381  0.000202   -0.000015     -0.000376  -0.000239   \n",
       "\n",
       "indicator_label  affect_dis  ecoloss_dis  damdwell_dis   haz_was  munwas_rec  \\\n",
       "1                  0.000228     0.034121     -0.001645 -0.072460    0.005348   \n",
       "2                  0.000018    -0.002776     -0.000050  0.017060   -0.000210   \n",
       "3                 -0.000007     0.000187      0.000054 -0.000666   -0.000128   \n",
       "4                  0.000018    -0.000070      0.000075 -0.000233    0.000016   \n",
       "5                  0.000817     0.057614      0.002086 -0.022112   -0.000465   \n",
       "..                      ...          ...           ...       ...         ...   \n",
       "64                -0.000002     0.000389     -0.000010  0.003907   -0.000039   \n",
       "65                -0.004482     0.078449      0.029593  0.198713   -0.053230   \n",
       "66                -0.000009    -0.000101     -0.000047 -0.003122    0.000057   \n",
       "67                -0.000010     0.000342     -0.000026 -0.000228    0.000051   \n",
       "68                 0.000013     0.001809     -0.000203 -0.019989   -0.000333   \n",
       "\n",
       "indicator_label   tot_was  foss_subs  drr_score  drr_locgov   chl_dev  \\\n",
       "1               -0.032421   0.000554  -0.003053    0.000409 -0.002235   \n",
       "2               -0.001590   0.000213  -0.000367    0.000419 -0.000083   \n",
       "3               -0.005661  -0.000050  -0.000056    0.000155  0.000077   \n",
       "4               -0.009835  -0.000019   0.000495   -0.000989 -0.000038   \n",
       "5               -0.064445  -0.000385   0.004753    0.010304  0.001813   \n",
       "..                    ...        ...        ...         ...       ...   \n",
       "64               0.005132   0.000054   0.000309   -0.000052 -0.000091   \n",
       "65              -0.244855  -0.026534   0.136204    0.036561 -0.101432   \n",
       "66               0.000325  -0.000026  -0.000060   -0.000103  0.000028   \n",
       "67               0.001919   0.000025   0.000164   -0.000123 -0.000050   \n",
       "68              -0.031092   0.000055   0.000765   -0.000592 -0.000414   \n",
       "\n",
       "indicator_label  markba_prot  forest_cert  smta_tot  watkba_prot  \\\n",
       "1                  -0.001460    -0.003724  0.002483     0.000713   \n",
       "2                   0.000020     0.000013 -0.000002     0.000071   \n",
       "3                  -0.000020     0.000030  0.000003    -0.000002   \n",
       "4                  -0.000031    -0.000100 -0.000002     0.000028   \n",
       "5                  -0.000063     0.000248  0.000484     0.000147   \n",
       "..                       ...          ...       ...          ...   \n",
       "64                  0.000029    -0.000005  0.000049     0.000018   \n",
       "65                  0.018285     0.044603  0.082601    -0.014986   \n",
       "66                 -0.000038    -0.000028  0.000044    -0.000008   \n",
       "67                  0.000023     0.000005  0.000087    -0.000008   \n",
       "68                  0.000006     0.000126  0.000222     0.000058   \n",
       "\n",
       "indicator_label  mounkba_prot  terrkba_prot  red_list   gov_exp  hum_traff  \\\n",
       "1                    0.000463     -0.000643  0.107736  0.004481   0.004392   \n",
       "2                   -0.000023     -0.000256 -0.007055  0.000101   0.000409   \n",
       "3                   -0.000017     -0.000059  0.005687  0.000107  -0.000049   \n",
       "4                    0.000040     -0.000131  0.000555 -0.000093   0.000171   \n",
       "5                    0.000107      0.000063  0.054317  0.000289   0.000115   \n",
       "..                        ...           ...       ...       ...        ...   \n",
       "64                  -0.000048      0.000040 -0.001652 -0.000033   0.000107   \n",
       "65                  -0.000125      0.008691 -9.964444 -0.002106  -0.087417   \n",
       "66                   0.000020      0.000008 -0.008051 -0.000044  -0.000056   \n",
       "67                  -0.000047     -0.000041  0.001144 -0.000252  -0.000108   \n",
       "68                   0.000107     -0.000341  0.026202  0.000601  -0.000263   \n",
       "\n",
       "indicator_label  homic_intent  unsent_det  remitt_gdp  ext_debt  debt_export  \\\n",
       "1                    0.000282    0.000583    0.001318  0.031085     0.003202   \n",
       "2                   -0.000008   -0.000062    0.000215 -0.001421     0.000680   \n",
       "3                   -0.000010    0.000053   -0.000016  0.001419     0.000544   \n",
       "4                    0.000014    0.000181    0.000058  0.001366    -0.000383   \n",
       "5                    0.000026   -0.000096    0.000082 -0.013053    -0.004024   \n",
       "..                        ...         ...         ...       ...          ...   \n",
       "64                   0.000023   -0.000152    0.000055  0.002294    -0.000221   \n",
       "65                   0.004655    0.006459    2.800416  0.135515     0.188272   \n",
       "66                   0.000016    0.000016   -0.000012 -0.003581    -0.000029   \n",
       "67                   0.000008   -0.000004    0.000094 -0.007474     0.000358   \n",
       "68                   0.000012    0.000310   -0.000170  0.008584     0.001603   \n",
       "\n",
       "indicator_label  budg_tax  pppart_infr  gov_reven  bband_subs   web_use  \\\n",
       "1                0.000783    -0.002122   0.000540   -0.002361 -0.008116   \n",
       "2               -0.000251    -0.000137  -0.000094   -0.000023  0.000445   \n",
       "3               -0.000049    -0.000018   0.000009    0.000054 -0.000043   \n",
       "4                0.000127     0.000161  -0.000023   -0.000171 -0.000215   \n",
       "5               -0.000102    -0.000729   0.000098    0.000781 -0.000286   \n",
       "..                    ...          ...        ...         ...       ...   \n",
       "64               0.007130     0.000001  -0.000013   -0.000028  0.000083   \n",
       "65               0.034495    -0.019738  -0.016210    0.053861  0.046250   \n",
       "66               0.000008    -0.000003  -0.000025    0.003921 -0.000023   \n",
       "67               0.000001     0.000032  -0.000060    0.000177  0.005396   \n",
       "68              -0.000269     0.035157  -0.000045    0.000514  0.000083   \n",
       "\n",
       "indicator_label  finalcons_gr  export_gr  \n",
       "1                    0.000143   0.000002  \n",
       "2                    0.000007   0.000021  \n",
       "3                   -0.000003   0.000000  \n",
       "4                   -0.000011  -0.000004  \n",
       "5                    0.000055   0.000036  \n",
       "..                        ...        ...  \n",
       "64                  -0.000013  -0.000003  \n",
       "65                   0.001828   0.003134  \n",
       "66                  -0.000000  -0.000006  \n",
       "67                  -0.000014  -0.000001  \n",
       "68                   0.000025  -0.000001  \n",
       "\n",
       "[68 rows x 81 columns]"
      ]
     },
     "execution_count": 253,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_coeff_unit_scaled = df_coeff_unit.mul(importance['importance_rank'].T.iloc[0], axis=1)\n",
    "df_coeff_unit_scaled"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3334274c-6612-4215-978d-ef56de3ca18e",
   "metadata": {},
   "source": [
    "### Identify Highest Impact Programs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "id": "5696e60f-8bf2-4200-aa5d-1893e85ffd88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "28     9.472907\n",
       "33     6.259851\n",
       "25     1.756628\n",
       "48     1.107241\n",
       "8      0.671405\n",
       "        ...    \n",
       "50    -0.074791\n",
       "20    -0.155826\n",
       "65    -1.269656\n",
       "18    -5.080321\n",
       "27   -16.334028\n",
       "Length: 68, dtype: float64"
      ]
     },
     "execution_count": 231,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_coeff_unit.sum(axis=1).sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0b461f24-3faa-4b51-82ff-e41e389a5b30",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_coeff_unit"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16672e6a-7494-4eba-954f-cc25d9237931",
   "metadata": {},
   "source": [
    "### Identify Accelerators"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d44f7a2e-1b97-467f-b10a-a47156ecb948",
   "metadata": {},
   "source": [
    "### Identify Bottlenecks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ee5ba7d9-a567-43dd-a5f2-dac20278e133",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c09c245-08fb-4e0d-b273-7d9ba9e66ef6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Interpretation: Estimated percentage change in the original indicator for a one-unit increase in the percent budget increase"
   ]
  }
 ],
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