(B) Weighting.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import scipy.stats as stat\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = (18.5 * 0.65, 10.5 * 0.65)\n",
    "\n",
    "from mlgear.utils import show, display_columns\n",
    "from surveyweights import run_weighting_iteration, run_weighting_scheme, normalize_weights, get_census"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Processed Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "survey = pd.read_csv('responses_processed.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## US National Weighting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## gender ##\n",
      "Female               1.178275\n",
      "Male                 1.180485\n",
      "Other                0.472380\n",
      "Prefer not to say    1.168861\n",
      "dtype: float64\n",
      "ERROR: 0.184476269208447\n",
      "-\n",
      "-\n",
      "## race ##\n",
      "Asian or Asian American      0.333217\n",
      "Black or African American    1.387757\n",
      "Hispanic or Latino           1.752834\n",
      "Other                        0.650321\n",
      "White or Caucasian           0.875871\n",
      "dtype: float64\n",
      "ERROR: 0.2884959321058848\n",
      "-\n",
      "-\n",
      "## education ##\n",
      "Completed graduate school     0.220876\n",
      "Graduated from college        0.180412\n",
      "Graduated from high school    0.749039\n",
      "Less than high school         3.535978\n",
      "Some college, no degree       0.313695\n",
      "dtype: float64\n",
      "ERROR: 0.718995818189874\n",
      "-\n",
      "-\n",
      "## urban_rural ##\n",
      "Rural       1.130103\n",
      "Suburban    0.968004\n",
      "Urban       0.901893\n",
      "dtype: float64\n",
      "ERROR: 0.06566875674077151\n",
      "-\n",
      "-\n",
      "## income ##\n",
      "Between $100,000 and $150,000    1.080109\n",
      "Between $15,000 and $49,999      0.702520\n",
      "Between $50,000 and $74,999      0.749527\n",
      "Between $75,000 and $99,999      0.827474\n",
      "Over $150,000                    2.281912\n",
      "Under $15,000                    0.358457\n",
      "dtype: float64\n",
      "ERROR: 0.3787356964585124\n",
      "-\n",
      "-\n",
      "## age ##\n",
      "18-24    0.241601\n",
      "25-44    0.248728\n",
      "45-64    0.981891\n",
      "65+      2.527780\n",
      "dtype: float64\n",
      "ERROR: 0.6655532921461068\n",
      "-\n",
      "-\n",
      "## vote2016 ##\n",
      "Did not vote       1.010070\n",
      "Donald Trump       1.662000\n",
      "Hillary Clinton    0.796055\n",
      "Other              0.531874\n",
      "dtype: float64\n",
      "ERROR: 0.24460372013743586\n",
      "-\n",
      "-\n",
      "## region ##\n",
      "Midwest      1.034401\n",
      "Mountains    1.350841\n",
      "Northeast    0.851562\n",
      "Other        0.909590\n",
      "Pacific      0.575398\n",
      "South        1.174032\n",
      "Southeast    0.901086\n",
      "Southwest    1.203089\n",
      "dtype: float64\n",
      "ERROR: 0.20367626470571626\n",
      "-\n",
      "-\n",
      "## gss_trust ##\n",
      "Can trust               0.941345\n",
      "Can't be too careful    1.048331\n",
      "Don’t know              1.010324\n",
      "dtype: float64\n",
      "ERROR: 0.05027565327808684\n",
      "-\n",
      "-\n",
      "## gss_bible ##\n",
      "Book of fables    0.303549\n",
      "I don’t know      0.724983\n",
      "Inspired word     0.921602\n",
      "Word of God       2.049866\n",
      "dtype: float64\n",
      "ERROR: 0.49337511576300097\n",
      "-\n",
      "-\n",
      "## gss_spanking ##\n",
      "Agree         1.622421\n",
      "Disagree      0.471002\n",
      "Don't know    0.906577\n",
      "dtype: float64\n",
      "ERROR: 0.491883765159451\n",
      "-\n",
      "-\n",
      "{'education': 2.5359784099746796, 'age': 1.5277800465421456, 'income': 1.2819124325543152, 'gss_bible': 1.0498655335928024, 'race': 0.7528338304204403, 'vote2016': 0.6620004008140645, 'gss_spanking': 0.6224214714931966, 'gender': 0.5276202372670243, 'region': 0.4246016641750081, 'urban_rural': 0.13010320908589557, 'gss_trust': 0.05865537342798921}\n",
      "TOTAL ERROR: 3.785740283893287\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'errors': [0.184476269208447,\n",
       "  0.2884959321058848,\n",
       "  0.718995818189874,\n",
       "  0.06566875674077151,\n",
       "  0.3787356964585124,\n",
       "  0.6655532921461068,\n",
       "  0.24460372013743586,\n",
       "  0.20367626470571626,\n",
       "  0.05027565327808684,\n",
       "  0.49337511576300097,\n",
       "  0.491883765159451],\n",
       " 'error_table': {'education': 2.5359784099746796,\n",
       "  'age': 1.5277800465421456,\n",
       "  'income': 1.2819124325543152,\n",
       "  'gss_bible': 1.0498655335928024,\n",
       "  'race': 0.7528338304204403,\n",
       "  'vote2016': 0.6620004008140645,\n",
       "  'gss_spanking': 0.6224214714931966,\n",
       "  'gender': 0.5276202372670243,\n",
       "  'region': 0.4246016641750081,\n",
       "  'urban_rural': 0.13010320908589557,\n",
       "  'gss_trust': 0.05865537342798921},\n",
       " 'weights': {'gender': Female               1.178275\n",
       "  Male                 1.180485\n",
       "  Other                0.472380\n",
       "  Prefer not to say    1.168861\n",
       "  dtype: float64,\n",
       "  'race': Asian or Asian American      0.333217\n",
       "  Black or African American    1.387757\n",
       "  Hispanic or Latino           1.752834\n",
       "  Other                        0.650321\n",
       "  White or Caucasian           0.875871\n",
       "  dtype: float64,\n",
       "  'education': Completed graduate school     0.220876\n",
       "  Graduated from college        0.180412\n",
       "  Graduated from high school    0.749039\n",
       "  Less than high school         3.535978\n",
       "  Some college, no degree       0.313695\n",
       "  dtype: float64,\n",
       "  'urban_rural': Rural       1.130103\n",
       "  Suburban    0.968004\n",
       "  Urban       0.901893\n",
       "  dtype: float64,\n",
       "  'income': Between $100,000 and $150,000    1.080109\n",
       "  Between $15,000 and $49,999      0.702520\n",
       "  Between $50,000 and $74,999      0.749527\n",
       "  Between $75,000 and $99,999      0.827474\n",
       "  Over $150,000                    2.281912\n",
       "  Under $15,000                    0.358457\n",
       "  dtype: float64,\n",
       "  'age': 18-24    0.241601\n",
       "  25-44    0.248728\n",
       "  45-64    0.981891\n",
       "  65+      2.527780\n",
       "  dtype: float64,\n",
       "  'vote2016': Did not vote       1.010070\n",
       "  Donald Trump       1.662000\n",
       "  Hillary Clinton    0.796055\n",
       "  Other              0.531874\n",
       "  dtype: float64,\n",
       "  'region': Midwest      1.034401\n",
       "  Mountains    1.350841\n",
       "  Northeast    0.851562\n",
       "  Other        0.909590\n",
       "  Pacific      0.575398\n",
       "  South        1.174032\n",
       "  Southeast    0.901086\n",
       "  Southwest    1.203089\n",
       "  dtype: float64,\n",
       "  'gss_trust': Can trust               0.941345\n",
       "  Can't be too careful    1.048331\n",
       "  Don’t know              1.010324\n",
       "  dtype: float64,\n",
       "  'gss_bible': Book of fables    0.303549\n",
       "  I don’t know      0.724983\n",
       "  Inspired word     0.921602\n",
       "  Word of God       2.049866\n",
       "  dtype: float64,\n",
       "  'gss_spanking': Agree         1.622421\n",
       "  Disagree      0.471002\n",
       "  Don't know    0.906577\n",
       "  dtype: float64},\n",
       " 'total_error': 3.785740283893287}"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demographics = ['gender', 'race', 'education', 'urban_rural', 'income', 'age', 'vote2016', 'region',\n",
    "                'gss_trust', 'gss_bible', 'gss_spanking']\n",
    "run_weighting_iteration(survey, weigh_on=demographics, census='US')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ITER 1/1 - initialization - ERROR 50\n",
      "ITER 2/50 - weight gender - ERROR 3.785740283893287\n",
      "ITER 3/50 - weight race - ERROR 3.5902085971467197\n",
      "ITER 4/50 - weight education - ERROR 3.3374562621457935\n",
      "ITER 5/50 - weight urban_rural - ERROR 2.738343403787317\n",
      "ITER 6/50 - weight income - ERROR 2.711111258984514\n",
      "ITER 7/50 - weight age - ERROR 2.6994634556446426\n",
      "ITER 8/50 - weight vote2016 - ERROR 2.6925709482558076\n",
      "ITER 9/50 - weight region - ERROR 2.2245207318012237\n",
      "ITER 10/50 - weight gss_trust - ERROR 1.74506528489569\n",
      "ITER 11/50 - weight gss_bible - ERROR 1.6357789069243371\n",
      "ITER 12/50 - weight gss_spanking - ERROR 1.4421324633846475\n",
      "ITER 13/50 - weight gender - ERROR 1.2023924901235976\n",
      "ITER 14/50 - weight region - ERROR 1.0533028750886309\n",
      "ITER 15/50 - weight education - ERROR 0.9266562105963254\n",
      "ITER 16/50 - weight vote2016 - ERROR 0.7087915809583842\n",
      "ITER 17/50 - weight race - ERROR 0.5608994418118916\n",
      "ITER 18/50 - weight region - ERROR 0.5031014923958272\n",
      "ITER 19/50 - weight age - ERROR 0.6643734800379886\n",
      "ITER 20/50 - weight region - ERROR 0.6192055382886927\n",
      "ITER 21/50 - weight income - ERROR 0.5172276334113047\n",
      "ITER 22/50 - weight region - ERROR 0.5037973311282049\n",
      "ITER 23/50 - weight education - ERROR 0.4423357647575393\n",
      "ITER 24/50 - weight gender - ERROR 0.37914210057172243\n",
      "ITER 25/50 - weight income - ERROR 0.36885046459128173\n",
      "ITER 26/50 - weight race - ERROR 0.2883146084208713\n",
      "ITER 27/50 - weight age - ERROR 0.3492071450824018\n",
      "ITER 28/50 - weight gss_trust - ERROR 0.29215439956276795\n",
      "ITER 29/50 - weight gss_spanking - ERROR 0.30593892172376363\n",
      "ITER 30/50 - weight vote2016 - ERROR 0.21403736353947833\n",
      "ITER 31/50 - weight gss_bible - ERROR 0.19369450558790577\n",
      "ITER 32/50 - weight education - ERROR 0.18828552404690446\n",
      "ITER 33/50 - weight age - ERROR 0.1927602046598315\n",
      "ITER 34/50 - weight urban_rural - ERROR 0.15646448687734954\n",
      "ITER 35/50 - weight region - ERROR 0.1384123798623254\n",
      "ITER 36/50 - weight race - ERROR 0.12656230618100767\n",
      "ITER 37/50 - weight region - ERROR 0.12083499897768238\n",
      "ITER 38/50 - weight income - ERROR 0.11605877034489025\n",
      "ITER 39/50 - weight education - ERROR 0.10135876719712271\n",
      "ITER 40/50 - weight age - ERROR 0.10341640140274945\n",
      "ITER 41/50 - weight gss_trust - ERROR 0.09037827174945522\n",
      "ITER 42/50 - weight gender - ERROR 0.08309608544541414\n",
      "ITER 43/50 - weight gss_spanking - ERROR 0.06956109659648871\n",
      "ITER 44/50 - weight gss_bible - ERROR 0.057689802954996115\n",
      "ITER 45/50 - weight vote2016 - ERROR 0.048078360649232245\n",
      "ITER 46/50 - weight income - ERROR 0.04649004836603541\n",
      "ITER 47/50 - weight race - ERROR 0.044097016489818654\n",
      "ITER 48/50 - weight education - ERROR 0.04164831205957497\n",
      "ITER 49/50 - weight age - ERROR 0.04165941806075464\n",
      "ITER 50/50 - weight region - ERROR 0.03887170442669416\n",
      "Done - FINAL ERROR 0.03887170442669416 - MAX WEIGHT 57.94643740786702 - MIN WEIGHT 0.006917629428439338\n"
     ]
    }
   ],
   "source": [
    "output = run_weighting_scheme(survey, iters=50, weigh_on=demographics, census='US', verbose=1, early_terminate=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## gender ##\n",
      "Female               1.002508\n",
      "Male                 0.994053\n",
      "Other                0.994926\n",
      "Prefer not to say    1.008513\n",
      "dtype: float64\n",
      "ERROR: 0.0042184376889861566\n",
      "-\n",
      "-\n",
      "## race ##\n",
      "Asian or Asian American      1.009731\n",
      "Black or African American    0.997755\n",
      "Hispanic or Latino           1.003034\n",
      "Other                        0.997009\n",
      "White or Caucasian           0.992471\n",
      "dtype: float64\n",
      "ERROR: 0.006944254939915727\n",
      "-\n",
      "-\n",
      "## education ##\n",
      "Completed graduate school     0.999048\n",
      "Graduated from college        0.997424\n",
      "Graduated from high school    0.999930\n",
      "Less than high school         1.005324\n",
      "Some college, no degree       0.998274\n",
      "dtype: float64\n",
      "ERROR: 0.0017468454774673683\n",
      "-\n",
      "-\n",
      "## urban_rural ##\n",
      "Rural       0.992383\n",
      "Suburban    0.999014\n",
      "Urban       1.008603\n",
      "dtype: float64\n",
      "ERROR: 0.004306778714232753\n",
      "-\n",
      "-\n",
      "## income ##\n",
      "Between $100,000 and $150,000    1.002978\n",
      "Between $15,000 and $49,999      0.992404\n",
      "Between $50,000 and $74,999      0.998029\n",
      "Between $75,000 and $99,999      0.997671\n",
      "Over $150,000                    1.009239\n",
      "Under $15,000                    0.999678\n",
      "dtype: float64\n",
      "ERROR: 0.00397718408966927\n",
      "-\n",
      "-\n",
      "## age ##\n",
      "18-24    1.000324\n",
      "25-44    1.000653\n",
      "45-64    0.999399\n",
      "65+      0.999625\n",
      "dtype: float64\n",
      "ERROR: 0.0005620349595842437\n",
      "-\n",
      "-\n",
      "## vote2016 ##\n",
      "Did not vote       1.006475\n",
      "Donald Trump       0.999626\n",
      "Hillary Clinton    1.000995\n",
      "Other              0.992904\n",
      "dtype: float64\n",
      "ERROR: 0.0031365564915348\n",
      "-\n",
      "-\n",
      "## region ##\n",
      "Midwest      1.0\n",
      "Mountains    1.0\n",
      "Northeast    1.0\n",
      "Other        1.0\n",
      "Pacific      1.0\n",
      "South        1.0\n",
      "Southeast    1.0\n",
      "Southwest    1.0\n",
      "dtype: float64\n",
      "ERROR: 6.759914609292764e-16\n",
      "-\n",
      "-\n",
      "## gss_trust ##\n",
      "Can trust               1.000547\n",
      "Can't be too careful    0.991881\n",
      "Don’t know              1.007572\n",
      "dtype: float64\n",
      "ERROR: 0.005517640600685924\n",
      "-\n",
      "-\n",
      "## gss_bible ##\n",
      "Book of fables    1.005840\n",
      "I don’t know      0.997670\n",
      "Inspired word     1.002257\n",
      "Word of God       0.994233\n",
      "dtype: float64\n",
      "ERROR: 0.004387346104589487\n",
      "-\n",
      "-\n",
      "## gss_spanking ##\n",
      "Agree         1.005382\n",
      "Disagree      0.995905\n",
      "Don't know    0.998713\n",
      "dtype: float64\n",
      "ERROR: 0.004074625360027654\n",
      "-\n",
      "-\n",
      "{'race': 0.00973114016664578, 'income': 0.009239304415653793, 'urban_rural': 0.008602803680968663, 'gender': 0.008513009970171792, 'gss_trust': 0.008119164844067273, 'vote2016': 0.007096361458112321, 'gss_bible': 0.00584002054675814, 'gss_spanking': 0.005381518664206997, 'education': 0.005324240464573693, 'age': 0.0006525380212172305, 'region': 1.3322676295501878e-15}\n",
      "TOTAL ERROR: 0.038871704426694055\n"
     ]
    }
   ],
   "source": [
    "survey = output['final_df']\n",
    "_ = run_weighting_iteration(survey, weigh_on=demographics, census='US')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Likely Voter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "survey['lv_index'] = 0\n",
    "survey['rv_index'] = 0\n",
    "survey.loc[survey['lv_thought'] == 'Quite a lot', 'lv_index'] += 1\n",
    "survey.loc[survey['lv_thought'] == 'Some', 'lv_index'] += 0.7\n",
    "survey.loc[(survey['lv_plan_vote'] == 'Yes'), 'lv_index'] += 1\n",
    "survey.loc[(survey['lv_likely'] == 'Very likely'), 'lv_index'] += 1\n",
    "survey.loc[(survey['lv_likely'] == 'Likely'), 'lv_index'] += 0.7\n",
    "survey.loc[(survey['lv_likely'] == 'Somewhat likely'), 'lv_index'] += 0.4\n",
    "survey.loc[(survey['lv_likely'] == 'Neither likely nor unlikely'), 'lv_index'] += 0.2\n",
    "survey.loc[(survey['lv_likely'] == 'Somewhat unlikely'), 'lv_index'] += 0.1\n",
    "survey.loc[(survey['lv_likely'] == 'Unlikely'), 'lv_index'] += 0.05\n",
    "survey.loc[(survey['age'] == '18-24'), 'lv_index'] += 1\n",
    "survey.loc[(survey['age'] != '18-24') & (survey['vote2016'] != 'Did not vote'), 'lv_index'] += 1\n",
    "survey.loc[survey['vote_method_plan'].isin(['In person on election day',\n",
    "                                            'In person before election day',\n",
    "                                            'By mail, and I’ve already requested and received my mail-in ballot']),\n",
    "           'lv_index'] += 1\n",
    "survey.loc[survey['vote_method_plan'] == 'By mail, and I’ve already requested my mail-in ballot', 'lv_index'] += 0.8\n",
    "survey.loc[survey['vote_method_plan'] == 'By mail, but I haven\\'t requested my mail-in ballot yet', 'lv_index'] += 0.4\n",
    "survey.loc[survey['lv_already_voted'] == 'Yes', 'lv_index'] = survey['lv_index'].max()\n",
    "survey.loc[~(survey['lv_registered'] == 'Yes'), 'lv_index'] = 0\n",
    "survey.loc[(survey['lv_registered'] == 'Yes'), 'rv_index'] = 1\n",
    "\n",
    "# https://www.pewresearch.org/methods/2016/01/07/measuring-the-likelihood-to-vote/\n",
    "perry_gallup_loadings = {7: 0.83, 6: 0.63, 5: 0.59, 4: 0.4, 3: 0.34, 2: 0.23, 1: 0.13, 0: 0.11}\n",
    "survey['lv_index'] = survey['lv_index'].apply(lambda l: perry_gallup_loadings[int(np.round(l * 2 * 0.7))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 865.8x491.4 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(survey['lv_index'], bins=7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.83    3565\n",
       "0.11     509\n",
       "0.63     437\n",
       "0.59     203\n",
       "0.40      72\n",
       "0.34      63\n",
       "0.23      42\n",
       "0.13      42\n",
       "Name: lv_index, dtype: int64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey['lv_index'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0\n",
      "1.0\n"
     ]
    }
   ],
   "source": [
    "survey['lv_weight'] = normalize_weights(survey['weight'] * survey['lv_index'])\n",
    "survey['rv_weight'] = normalize_weights(survey['weight'] * survey['rv_index'])\n",
    "print(survey['lv_weight'].mean())\n",
    "print(survey['rv_weight'].mean())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Alternative Weighting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'age': {'18-24': 0.1304, '25-44': 0.3505, '45-64': 0.3478, '65+': 0.1713},\n",
       " 'education': {'Completed graduate school': 0.1204,\n",
       "  'Graduated from college': 0.2128,\n",
       "  'Some college, no degree': 0.2777,\n",
       "  'Graduated from high school': 0.2832,\n",
       "  'Less than high school': 0.106},\n",
       " 'gender': {'Female': 0.507, 'Male': 0.487, 'Other': 0.006},\n",
       " 'income': {'Under $15,000': 0.102,\n",
       "  'Between $15,000 and $49,999': 0.297,\n",
       "  'Between $50,000 and $74,999': 0.172,\n",
       "  'Between $75,000 and $99,999': 0.125,\n",
       "  'Between $100,000 and $150,000': 0.149,\n",
       "  'Over $150,000': 0.155},\n",
       " 'race': {'White or Caucasian': 0.634,\n",
       "  'Asian or Asian American': 0.059,\n",
       "  'Black or African American': 0.134,\n",
       "  'Hispanic or Latino': 0.153,\n",
       "  'Other': 0.02},\n",
       " 'urban_rural': {'Suburban': 0.55, 'Urban': 0.31, 'Rural': 0.14},\n",
       " 'region': {'Midwest': 0.2149,\n",
       "  'Mountains': 0.0539,\n",
       "  'Northeast': 0.1604,\n",
       "  'Pacific': 0.1602,\n",
       "  'South': 0.218,\n",
       "  'Southwest': 0.0531,\n",
       "  'Southeast': 0.1398},\n",
       " 'vote2016': {'Hillary Clinton': 0.482, 'Donald Trump': 0.461, 'Other': 0.057},\n",
       " 'left_right': {'Liberal': 0.35, 'Moderate': 0.26, 'Conservative': 0.3},\n",
       " 'gss_bible': {'Word of God': 0.31,\n",
       "  'Inspired word': 0.473,\n",
       "  'Book of fables': 0.217},\n",
       " 'gss_trust': {'Can trust': 0.331, \"Can't be too careful\": 0.669},\n",
       " 'gss_spanking': {'Agree': 0.677, 'Disagree': 0.323},\n",
       " 'social_twitter': {'False': 0.8, 'True': 0.22},\n",
       " 'social_fb': {'False': 0.31, 'True': 0.69}}"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "census = get_census()\n",
    "survey_ = survey.copy()\n",
    "survey_['social_twitter'] = survey_['social_twitter'].astype(str)\n",
    "census['social_twitter'] = {'False': 0.8, 'True': 0.22}\n",
    "survey_['social_fb'] = survey_['social_fb'].astype(str)\n",
    "census['social_fb'] = {'False': 0.31, 'True': 0.69}\n",
    "census"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## gender ##\n",
      "Female               1.002508\n",
      "Male                 0.994053\n",
      "Other                0.994926\n",
      "Prefer not to say    1.008513\n",
      "dtype: float64\n",
      "ERROR: 0.0042184376889861566\n",
      "-\n",
      "-\n",
      "## race ##\n",
      "Asian or Asian American      1.009731\n",
      "Black or African American    0.997755\n",
      "Hispanic or Latino           1.003034\n",
      "Other                        0.997009\n",
      "White or Caucasian           0.992471\n",
      "dtype: float64\n",
      "ERROR: 0.006944254939915727\n",
      "-\n",
      "-\n",
      "## education ##\n",
      "Completed graduate school     0.999048\n",
      "Graduated from college        0.997424\n",
      "Graduated from high school    0.999930\n",
      "Less than high school         1.005324\n",
      "Some college, no degree       0.998274\n",
      "dtype: float64\n",
      "ERROR: 0.0017468454774673683\n",
      "-\n",
      "-\n",
      "## urban_rural ##\n",
      "Rural       0.992383\n",
      "Suburban    0.999014\n",
      "Urban       1.008603\n",
      "dtype: float64\n",
      "ERROR: 0.004306778714232753\n",
      "-\n",
      "-\n",
      "## income ##\n",
      "Between $100,000 and $150,000    1.002978\n",
      "Between $15,000 and $49,999      0.992404\n",
      "Between $50,000 and $74,999      0.998029\n",
      "Between $75,000 and $99,999      0.997671\n",
      "Over $150,000                    1.009239\n",
      "Under $15,000                    0.999678\n",
      "dtype: float64\n",
      "ERROR: 0.00397718408966927\n",
      "-\n",
      "-\n",
      "## age ##\n",
      "18-24    1.000324\n",
      "25-44    1.000653\n",
      "45-64    0.999399\n",
      "65+      0.999625\n",
      "dtype: float64\n",
      "ERROR: 0.0005620349595842437\n",
      "-\n",
      "-\n",
      "## vote2016 ##\n",
      "Did not vote       1.006475\n",
      "Donald Trump       0.999626\n",
      "Hillary Clinton    1.000995\n",
      "Other              0.992904\n",
      "dtype: float64\n",
      "ERROR: 0.0031365564915348\n",
      "-\n",
      "-\n",
      "## region ##\n",
      "Midwest      1.0\n",
      "Mountains    1.0\n",
      "Northeast    1.0\n",
      "Other        1.0\n",
      "Pacific      1.0\n",
      "South        1.0\n",
      "Southeast    1.0\n",
      "Southwest    1.0\n",
      "dtype: float64\n",
      "ERROR: 6.759914609292764e-16\n",
      "-\n",
      "-\n",
      "## gss_trust ##\n",
      "Can trust               1.000547\n",
      "Can't be too careful    0.991881\n",
      "Don’t know              1.007572\n",
      "dtype: float64\n",
      "ERROR: 0.005517640600685924\n",
      "-\n",
      "-\n",
      "## gss_bible ##\n",
      "Book of fables    1.005840\n",
      "I don’t know      0.997670\n",
      "Inspired word     1.002257\n",
      "Word of God       0.994233\n",
      "dtype: float64\n",
      "ERROR: 0.004387346104589487\n",
      "-\n",
      "-\n",
      "## gss_spanking ##\n",
      "Agree         1.005382\n",
      "Disagree      0.995905\n",
      "Don't know    0.998713\n",
      "dtype: float64\n",
      "ERROR: 0.004074625360027654\n",
      "-\n",
      "-\n",
      "## social_twitter ##\n",
      "False    1.546914\n",
      "True     0.453086\n",
      "dtype: float64\n",
      "ERROR: 0.54691404677961\n",
      "-\n",
      "-\n",
      "## social_fb ##\n",
      "False    1.130551\n",
      "True     0.869449\n",
      "dtype: float64\n",
      "ERROR: 0.13055074412059817\n",
      "-\n",
      "-\n",
      "{'social_twitter': 0.5469140467796101, 'social_fb': 0.1305507441205982, 'race': 0.00973114016664578, 'income': 0.009239304415653793, 'urban_rural': 0.008602803680968663, 'gender': 0.008513009970171792, 'gss_trust': 0.008119164844067273, 'vote2016': 0.007096361458112321, 'gss_bible': 0.00584002054675814, 'gss_spanking': 0.005381518664206997, 'education': 0.005324240464573693, 'age': 0.0006525380212172305, 'region': 1.3322676295501878e-15}\n",
      "TOTAL ERROR: 0.7163364953269022\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'errors': [0.0042184376889861566,\n",
       "  0.006944254939915727,\n",
       "  0.0017468454774673683,\n",
       "  0.004306778714232753,\n",
       "  0.00397718408966927,\n",
       "  0.0005620349595842437,\n",
       "  0.0031365564915348,\n",
       "  6.759914609292764e-16,\n",
       "  0.005517640600685924,\n",
       "  0.004387346104589487,\n",
       "  0.004074625360027654,\n",
       "  0.54691404677961,\n",
       "  0.13055074412059817],\n",
       " 'error_table': {'social_twitter': 0.5469140467796101,\n",
       "  'social_fb': 0.1305507441205982,\n",
       "  'race': 0.00973114016664578,\n",
       "  'income': 0.009239304415653793,\n",
       "  'urban_rural': 0.008602803680968663,\n",
       "  'gender': 0.008513009970171792,\n",
       "  'gss_trust': 0.008119164844067273,\n",
       "  'vote2016': 0.007096361458112321,\n",
       "  'gss_bible': 0.00584002054675814,\n",
       "  'gss_spanking': 0.005381518664206997,\n",
       "  'education': 0.005324240464573693,\n",
       "  'age': 0.0006525380212172305,\n",
       "  'region': 1.3322676295501878e-15},\n",
       " 'weights': {'gender': Female               1.002508\n",
       "  Male                 0.994053\n",
       "  Other                0.994926\n",
       "  Prefer not to say    1.008513\n",
       "  dtype: float64,\n",
       "  'race': Asian or Asian American      1.009731\n",
       "  Black or African American    0.997755\n",
       "  Hispanic or Latino           1.003034\n",
       "  Other                        0.997009\n",
       "  White or Caucasian           0.992471\n",
       "  dtype: float64,\n",
       "  'education': Completed graduate school     0.999048\n",
       "  Graduated from college        0.997424\n",
       "  Graduated from high school    0.999930\n",
       "  Less than high school         1.005324\n",
       "  Some college, no degree       0.998274\n",
       "  dtype: float64,\n",
       "  'urban_rural': Rural       0.992383\n",
       "  Suburban    0.999014\n",
       "  Urban       1.008603\n",
       "  dtype: float64,\n",
       "  'income': Between $100,000 and $150,000    1.002978\n",
       "  Between $15,000 and $49,999      0.992404\n",
       "  Between $50,000 and $74,999      0.998029\n",
       "  Between $75,000 and $99,999      0.997671\n",
       "  Over $150,000                    1.009239\n",
       "  Under $15,000                    0.999678\n",
       "  dtype: float64,\n",
       "  'age': 18-24    1.000324\n",
       "  25-44    1.000653\n",
       "  45-64    0.999399\n",
       "  65+      0.999625\n",
       "  dtype: float64,\n",
       "  'vote2016': Did not vote       1.006475\n",
       "  Donald Trump       0.999626\n",
       "  Hillary Clinton    1.000995\n",
       "  Other              0.992904\n",
       "  dtype: float64,\n",
       "  'region': Midwest      1.0\n",
       "  Mountains    1.0\n",
       "  Northeast    1.0\n",
       "  Other        1.0\n",
       "  Pacific      1.0\n",
       "  South        1.0\n",
       "  Southeast    1.0\n",
       "  Southwest    1.0\n",
       "  dtype: float64,\n",
       "  'gss_trust': Can trust               1.000547\n",
       "  Can't be too careful    0.991881\n",
       "  Don’t know              1.007572\n",
       "  dtype: float64,\n",
       "  'gss_bible': Book of fables    1.005840\n",
       "  I don’t know      0.997670\n",
       "  Inspired word     1.002257\n",
       "  Word of God       0.994233\n",
       "  dtype: float64,\n",
       "  'gss_spanking': Agree         1.005382\n",
       "  Disagree      0.995905\n",
       "  Don't know    0.998713\n",
       "  dtype: float64,\n",
       "  'social_twitter': False    1.546914\n",
       "  True     0.453086\n",
       "  dtype: float64,\n",
       "  'social_fb': False    1.130551\n",
       "  True     0.869449\n",
       "  dtype: float64},\n",
       " 'total_error': 0.7163364953269022}"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demographics = ['gender', 'race', 'education', 'urban_rural', 'income', 'age', 'vote2016', 'region',\n",
    "                'gss_trust', 'gss_bible', 'gss_spanking', 'social_twitter', 'social_fb']\n",
    "run_weighting_iteration(survey_, weigh_on=demographics, census='US')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ITER 1/1 - initialization - ERROR 50\n",
      "ITER 2/50 - weight gender - ERROR 4.479561614296531\n",
      "ITER 3/50 - weight race - ERROR 4.280541306003009\n",
      "ITER 4/50 - weight education - ERROR 4.054256975231975\n",
      "ITER 5/50 - weight urban_rural - ERROR 3.5298624586936307\n",
      "ITER 6/50 - weight income - ERROR 3.505682837479146\n",
      "ITER 7/50 - weight age - ERROR 3.4089260235331924\n",
      "ITER 8/50 - weight vote2016 - ERROR 3.2997157828367354\n",
      "ITER 9/50 - weight region - ERROR 2.8127680821439167\n",
      "ITER 10/50 - weight gss_trust - ERROR 2.3434827970220766\n",
      "ITER 11/50 - weight gss_bible - ERROR 2.2148043322962208\n",
      "ITER 12/50 - weight gss_spanking - ERROR 2.1026822200346773\n",
      "ITER 13/50 - weight social_twitter - ERROR 2.2277282627966715\n",
      "ITER 14/50 - weight social_fb - ERROR 2.1161184441166654\n",
      "ITER 15/50 - weight region - ERROR 1.6256620777573172\n",
      "ITER 16/50 - weight gender - ERROR 1.1185193443538268\n",
      "ITER 17/50 - weight education - ERROR 1.0643284183210926\n",
      "ITER 18/50 - weight race - ERROR 0.994717886170391\n",
      "ITER 19/50 - weight region - ERROR 0.9340039553336522\n",
      "ITER 20/50 - weight vote2016 - ERROR 0.7654262720195926\n",
      "ITER 21/50 - weight income - ERROR 0.7210874380301292\n",
      "ITER 22/50 - weight gss_spanking - ERROR 0.590212415407232\n",
      "ITER 23/50 - weight education - ERROR 0.5812063437174113\n",
      "ITER 24/50 - weight age - ERROR 0.4787902179098848\n",
      "ITER 25/50 - weight urban_rural - ERROR 0.47435566540911367\n",
      "ITER 26/50 - weight gss_bible - ERROR 0.4554652341262854\n",
      "ITER 27/50 - weight gender - ERROR 0.352810996984275\n",
      "ITER 28/50 - weight gss_trust - ERROR 0.27854774967168255\n",
      "ITER 29/50 - weight region - ERROR 0.23043954139459963\n",
      "ITER 30/50 - weight income - ERROR 0.24913615584820742\n",
      "ITER 31/50 - weight vote2016 - ERROR 0.22127992161646465\n",
      "ITER 32/50 - weight race - ERROR 0.20941495038206714\n",
      "ITER 33/50 - weight education - ERROR 0.21360837456411527\n",
      "ITER 34/50 - weight age - ERROR 0.15953311303880166\n",
      "ITER 35/50 - weight income - ERROR 0.17485638413768537\n",
      "ITER 36/50 - weight social_twitter - ERROR 0.15856954408698587\n",
      "ITER 37/50 - weight region - ERROR 0.1527385553532193\n",
      "ITER 38/50 - weight gender - ERROR 0.1273675043146231\n",
      "ITER 39/50 - weight urban_rural - ERROR 0.10234991652497163\n",
      "ITER 40/50 - weight region - ERROR 0.09917546643564965\n",
      "ITER 41/50 - weight race - ERROR 0.09206871809894751\n",
      "ITER 42/50 - weight region - ERROR 0.08715158228519006\n",
      "ITER 43/50 - weight education - ERROR 0.08281013078266071\n",
      "ITER 44/50 - weight income - ERROR 0.07874097930440291\n",
      "ITER 45/50 - weight vote2016 - ERROR 0.07334392572761257\n",
      "ITER 46/50 - weight gss_bible - ERROR 0.07175358843187239\n",
      "ITER 47/50 - weight education - ERROR 0.07162958716879729\n",
      "ITER 48/50 - weight gender - ERROR 0.06099398917903305\n",
      "ITER 49/50 - weight race - ERROR 0.055695015098001864\n",
      "ITER 50/50 - weight gss_spanking - ERROR 0.055551720377979966\n",
      "Done - FINAL ERROR 0.055551720377979966 - MAX WEIGHT 61.50191864654696 - MIN WEIGHT 0.0033625785249461384\n"
     ]
    }
   ],
   "source": [
    "output = run_weighting_scheme(survey_, iters=50, weigh_on=demographics, census='US', verbose=1, early_terminate=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## gender ##\n",
      "Female               0.996755\n",
      "Male                 0.994221\n",
      "Other                1.007366\n",
      "Prefer not to say    1.001657\n",
      "dtype: float64\n",
      "ERROR: 0.004518629627617977\n",
      "-\n",
      "-\n",
      "## race ##\n",
      "Asian or Asian American      1.001232\n",
      "Black or African American    0.997843\n",
      "Hispanic or Latino           1.001079\n",
      "Other                        0.999277\n",
      "White or Caucasian           1.000569\n",
      "dtype: float64\n",
      "ERROR: 0.0008554469309911721\n",
      "-\n",
      "-\n",
      "## education ##\n",
      "Completed graduate school     1.000872\n",
      "Graduated from college        1.000924\n",
      "Graduated from high school    0.997344\n",
      "Less than high school         1.000503\n",
      "Some college, no degree       1.000357\n",
      "dtype: float64\n",
      "ERROR: 0.0009610717889308241\n",
      "-\n",
      "-\n",
      "## urban_rural ##\n",
      "Rural       0.995915\n",
      "Suburban    1.000974\n",
      "Urban       1.003111\n",
      "dtype: float64\n",
      "ERROR: 0.0020554410745346917\n",
      "-\n",
      "-\n",
      "## income ##\n",
      "Between $100,000 and $150,000    1.002832\n",
      "Between $15,000 and $49,999      0.993042\n",
      "Between $50,000 and $74,999      0.997747\n",
      "Between $75,000 and $99,999      1.000724\n",
      "Over $150,000                    1.012494\n",
      "Under $15,000                    0.993161\n",
      "dtype: float64\n",
      "ERROR: 0.005220210554086079\n",
      "-\n",
      "-\n",
      "## age ##\n",
      "18-24    0.989127\n",
      "25-44    1.006121\n",
      "45-64    0.995359\n",
      "65+      1.009394\n",
      "dtype: float64\n",
      "ERROR: 0.007075262400921448\n",
      "-\n",
      "-\n",
      "## vote2016 ##\n",
      "Did not vote       0.997359\n",
      "Donald Trump       0.999125\n",
      "Hillary Clinton    1.005881\n",
      "Other              0.997635\n",
      "dtype: float64\n",
      "ERROR: 0.0036153725212647696\n",
      "-\n",
      "-\n",
      "## region ##\n",
      "Midwest      0.998045\n",
      "Mountains    0.999532\n",
      "Northeast    0.993907\n",
      "Other        1.018314\n",
      "Pacific      0.993537\n",
      "South        0.997389\n",
      "Southeast    0.995124\n",
      "Southwest    1.004153\n",
      "dtype: float64\n",
      "ERROR: 0.0043657143020276006\n",
      "-\n",
      "-\n",
      "## gss_trust ##\n",
      "Can trust               1.005031\n",
      "Can't be too careful    0.987865\n",
      "Don’t know              1.007104\n",
      "dtype: float64\n",
      "ERROR: 0.009507249485196361\n",
      "-\n",
      "-\n",
      "## gss_bible ##\n",
      "Book of fables    1.004256\n",
      "I don’t know      0.997885\n",
      "Inspired word     1.001659\n",
      "Word of God       0.996200\n",
      "dtype: float64\n",
      "ERROR: 0.003181744843418322\n",
      "-\n",
      "-\n",
      "## gss_spanking ##\n",
      "Agree         1.0\n",
      "Disagree      1.0\n",
      "Don't know    1.0\n",
      "dtype: float64\n",
      "ERROR: 1.5625494456451524e-15\n",
      "-\n",
      "-\n",
      "## social_twitter ##\n",
      "False    1.005816\n",
      "True     0.994184\n",
      "dtype: float64\n",
      "ERROR: 0.005816145554685459\n",
      "-\n",
      "-\n",
      "## social_fb ##\n",
      "False    0.991621\n",
      "True     1.008379\n",
      "dtype: float64\n",
      "ERROR: 0.008379431294303704\n",
      "-\n",
      "-\n",
      "{'region': 0.01831387955664865, 'income': 0.012494039498364584, 'gss_trust': 0.012134520761890144, 'age': 0.010873152154256438, 'social_fb': 0.00837943129430374, 'gender': 0.007366462870474377, 'vote2016': 0.005881494614980776, 'social_twitter': 0.005816145554685459, 'gss_bible': 0.004256336135839867, 'urban_rural': 0.004085256099449208, 'education': 0.0026558724767620223, 'race': 0.0021565292316370055, 'gss_spanking': 2.220446049250313e-15}\n",
      "TOTAL ERROR: 0.055551720377979966\n"
     ]
    }
   ],
   "source": [
    "survey_ = output['final_df']\n",
    "_ = run_weighting_iteration(survey_, weigh_on=demographics, census='US')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "survey_['lv_weight'] = normalize_weights(survey_['weight'] * survey_['lv_index'])\n",
    "survey_['lv_weight_alt'] = survey_['lv_weight']\n",
    "survey_.loc[(~survey['voted2016']) & (survey_['vote_trump_biden'] == 'Donald Trump, the Republican'), 'lv_weight_alt'] *= 1.662\n",
    "survey_['lv_weight_alt'] = normalize_weights(survey_['lv_weight_alt'])\n",
    "survey['lv_weight_alt'] = survey_['lv_weight_alt']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Trump 2020 Weighting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "vote2020 = {'vote_trump_biden': {'Donald Trump, the Republican': 0.475, 'Joe Biden, the Democrat': 0.51}}\n",
    "output = run_weighting_iteration(survey, census=vote2020, weigh_on=['vote_trump_biden'], verbose=0)\n",
    "weights2020 = output['weights']['vote_trump_biden']\n",
    "weights2020 = survey['vote_trump_biden'].astype(str).replace(weights2020)\n",
    "survey['lv_weight_2020'] = survey['lv_weight'] * weights2020\n",
    "survey['lv_weight_2020'] = normalize_weights(survey['lv_weight_2020'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "survey.to_csv('responses_processed_national_weighted.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis of Weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## age ##\n",
      "unweighted\n",
      "18-24    22.765052\n",
      "25-44    59.436448\n",
      "45-64    14.940199\n",
      "65+       2.858301\n",
      "Name: age, dtype: float64\n",
      "-\n",
      "weighted\n",
      "18-24    13.035747\n",
      "25-44    35.027048\n",
      "45-64    34.800829\n",
      "65+      17.136376\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "18-24    11.503112\n",
      "25-44    35.313211\n",
      "45-64    36.056452\n",
      "65+      17.127225\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "18-24    11.734802\n",
      "25-44    33.556019\n",
      "45-64    36.301678\n",
      "65+      18.407501\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "18-24    12.322422\n",
      "25-44    33.799382\n",
      "45-64    36.156934\n",
      "65+      17.721261\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "18-24    11.355815\n",
      "25-44    33.415674\n",
      "45-64    36.505785\n",
      "65+      18.722726\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_11hrs_sleep ##\n",
      "unweighted\n",
      "Agree          5.817961\n",
      "Disagree      90.675046\n",
      "Don't know     3.506994\n",
      "Name: agree_11hrs_sleep, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree          7.604401\n",
      "Disagree      89.495804\n",
      "Don't know     2.899795\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree          8.032859\n",
      "Disagree      89.296496\n",
      "Don't know     2.670644\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree          8.313511\n",
      "Disagree      88.976172\n",
      "Don't know     2.710316\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree          7.265341\n",
      "Disagree      89.782806\n",
      "Don't know     2.951853\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree          8.486659\n",
      "Disagree      88.818869\n",
      "Don't know     2.694473\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_40hrs_work ##\n",
      "unweighted\n",
      "Agree         35.333468\n",
      "Disagree      53.699574\n",
      "Don't know    10.966957\n",
      "Name: agree_40hrs_work, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree         35.749672\n",
      "Disagree      53.161150\n",
      "Don't know    11.089177\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree         39.137256\n",
      "Disagree      50.059914\n",
      "Don't know    10.802829\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree         38.397496\n",
      "Disagree      50.859476\n",
      "Don't know    10.743028\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree         36.697126\n",
      "Disagree      52.542765\n",
      "Don't know    10.760109\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree         38.600922\n",
      "Disagree      50.572639\n",
      "Don't know    10.826439\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_birth_control_immoral ##\n",
      "unweighted\n",
      "Agree          6.263937\n",
      "Disagree      85.749037\n",
      "Don't know     7.987026\n",
      "Name: agree_birth_control_immoral, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree         11.724570\n",
      "Disagree      73.424077\n",
      "Don't know    14.851352\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree         12.996127\n",
      "Disagree      73.531784\n",
      "Don't know    13.472089\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree         12.843335\n",
      "Disagree      73.375884\n",
      "Don't know    13.780781\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree         11.510169\n",
      "Disagree      73.369671\n",
      "Don't know    15.120161\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree         13.513593\n",
      "Disagree      72.435393\n",
      "Don't know    14.051014\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_eat_animals_fed_insects ##\n",
      "unweighted\n",
      "Agree                 35.353740\n",
      "Disagree              22.967768\n",
      "Don't know            24.285425\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_eat_animals_fed_insects, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 32.988735\n",
      "Disagree              30.270019\n",
      "Don't know            24.977039\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 34.049827\n",
      "Disagree              29.373789\n",
      "Don't know            24.587869\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 34.879400\n",
      "Disagree              28.917993\n",
      "Don't know            24.116625\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 35.115057\n",
      "Disagree              27.477465\n",
      "Don't know            24.766953\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 35.344947\n",
      "Disagree              28.554718\n",
      "Don't know            24.234803\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_eat_animals_fed_insects_alt_reverse ##\n",
      "unweighted\n",
      "Agree                 27.103183\n",
      "Disagree              33.894182\n",
      "Don't know            21.609568\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_eat_animals_fed_insects_alt_reverse, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 38.153086\n",
      "Disagree              28.555258\n",
      "Don't know            21.527449\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 37.853804\n",
      "Disagree              29.470035\n",
      "Don't know            20.687645\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 38.118057\n",
      "Disagree              28.928601\n",
      "Don't know            20.867360\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 35.231888\n",
      "Disagree              29.129051\n",
      "Don't know            22.998536\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 38.131001\n",
      "Disagree              29.011997\n",
      "Don't know            20.991471\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_eat_insects ##\n",
      "unweighted\n",
      "Agree                 48.408676\n",
      "Disagree              18.244476\n",
      "Don't know            15.953781\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_eat_insects, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 59.747677\n",
      "Disagree              15.369620\n",
      "Don't know            13.118496\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 59.263616\n",
      "Disagree              16.100529\n",
      "Don't know            12.647340\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 59.817928\n",
      "Disagree              15.462732\n",
      "Don't know            12.633359\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 58.652006\n",
      "Disagree              15.470218\n",
      "Don't know            13.237251\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 60.196074\n",
      "Disagree              15.360343\n",
      "Don't know            12.578051\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_farming_climate_change ##\n",
      "unweighted\n",
      "Agree                 47.516724\n",
      "Disagree              14.717211\n",
      "Don't know            20.372998\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_farming_climate_change, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 36.449674\n",
      "Disagree              27.531530\n",
      "Don't know            24.254590\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 36.444651\n",
      "Disagree              28.247303\n",
      "Don't know            23.319530\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 36.631423\n",
      "Disagree              27.925178\n",
      "Don't know            23.357417\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 34.603120\n",
      "Disagree              28.952745\n",
      "Don't know            23.803610\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 35.895330\n",
      "Disagree              28.911643\n",
      "Don't know            23.327495\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_farming_covid ##\n",
      "unweighted\n",
      "Agree                 18.021488\n",
      "Disagree              33.245490\n",
      "Don't know            31.339955\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_farming_covid, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 16.648470\n",
      "Disagree              41.459136\n",
      "Don't know            30.128187\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 17.655668\n",
      "Disagree              42.283170\n",
      "Don't know            28.072647\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 18.029228\n",
      "Disagree              42.478805\n",
      "Don't know            27.405985\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 16.838339\n",
      "Disagree              43.722669\n",
      "Don't know            26.798467\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 17.884614\n",
      "Disagree              43.235702\n",
      "Don't know            27.014152\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_farming_harms_environment ##\n",
      "unweighted\n",
      "Agree                 49.280357\n",
      "Disagree              16.602473\n",
      "Don't know            16.724103\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_farming_harms_environment, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 36.157332\n",
      "Disagree              28.238808\n",
      "Don't know            23.839653\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 35.635984\n",
      "Disagree              28.701408\n",
      "Don't know            23.674092\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 36.790503\n",
      "Disagree              28.842448\n",
      "Don't know            22.281067\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 35.635953\n",
      "Disagree              30.559238\n",
      "Don't know            21.164284\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 36.218482\n",
      "Disagree              29.679867\n",
      "Don't know            22.236120\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_flies_animal_feed ##\n",
      "unweighted\n",
      "Agree                 20.028380\n",
      "Disagree              22.136631\n",
      "Don't know            40.441922\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_flies_animal_feed, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 21.431584\n",
      "Disagree              30.189655\n",
      "Don't know            36.614553\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 20.793733\n",
      "Disagree              30.809452\n",
      "Don't know            36.408300\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 21.418632\n",
      "Disagree              30.352843\n",
      "Don't know            36.142544\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 20.986532\n",
      "Disagree              29.471608\n",
      "Don't know            36.901335\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 21.684656\n",
      "Disagree              30.569631\n",
      "Don't know            35.880181\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_flies_animal_feed_alt ##\n",
      "unweighted\n",
      "Agree                 34.238800\n",
      "Disagree              18.872897\n",
      "Don't know            29.495236\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_flies_animal_feed_alt, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 32.909735\n",
      "Disagree              26.903102\n",
      "Don't know            28.422955\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 34.287812\n",
      "Disagree              27.194799\n",
      "Don't know            26.528874\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 34.212858\n",
      "Disagree              27.085713\n",
      "Don't know            26.615447\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 34.875405\n",
      "Disagree              25.531436\n",
      "Don't know            26.952633\n",
      "NA - Not presented    12.640525\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 34.699784\n",
      "Disagree              27.080002\n",
      "Don't know            26.354681\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_immigrants_work ##\n",
      "unweighted\n",
      "Agree                 72.390026\n",
      "Disagree               1.946077\n",
      "Don't know             8.270829\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_immigrants_work, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 69.270289\n",
      "Disagree               3.834202\n",
      "Don't know            15.131302\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 69.526928\n",
      "Disagree               4.109072\n",
      "Don't know            14.375484\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 69.404635\n",
      "Disagree               4.144718\n",
      "Don't know            14.364666\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 67.098959\n",
      "Disagree               3.995047\n",
      "Don't know            16.265469\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 69.002875\n",
      "Disagree               4.210331\n",
      "Don't know            14.921261\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_insect_feed_harms_health ##\n",
      "unweighted\n",
      "Agree                 19.379688\n",
      "Disagree              22.258261\n",
      "Don't know            40.968984\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_insect_feed_harms_health, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 27.823330\n",
      "Disagree              20.319718\n",
      "Don't know            40.092744\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 27.391167\n",
      "Disagree              21.096305\n",
      "Don't know            39.524012\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 27.948147\n",
      "Disagree              20.517318\n",
      "Don't know            39.448553\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 25.754117\n",
      "Disagree              19.666162\n",
      "Don't know            41.939196\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 28.137401\n",
      "Disagree              20.591744\n",
      "Don't know            39.405324\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_need_more_equal_rights ##\n",
      "unweighted\n",
      "Agree                 54.976688\n",
      "Disagree              15.710521\n",
      "Don't know            11.919724\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_need_more_equal_rights, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 46.461580\n",
      "Disagree              26.570751\n",
      "Don't know            15.203463\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 47.207363\n",
      "Disagree              26.292541\n",
      "Don't know            14.511581\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 46.634816\n",
      "Disagree              26.887526\n",
      "Don't know            14.391676\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 42.156637\n",
      "Disagree              31.247671\n",
      "Don't know            13.955167\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 45.137568\n",
      "Disagree              28.267442\n",
      "Don't know            14.729457\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_pain_ants ##\n",
      "unweighted\n",
      "Agree                 45.469288\n",
      "Disagree               9.345226\n",
      "Don't know            27.792418\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_pain_ants, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 49.352731\n",
      "Disagree              10.512157\n",
      "Don't know            28.370904\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 51.049794\n",
      "Disagree               8.462426\n",
      "Don't know            28.499265\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 50.527690\n",
      "Disagree               8.565610\n",
      "Don't know            28.820719\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 49.736257\n",
      "Disagree               8.691545\n",
      "Don't know            28.931674\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 50.788565\n",
      "Disagree               8.486840\n",
      "Don't know            28.859063\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_pain_chickens ##\n",
      "unweighted\n",
      "Agree                 78.876951\n",
      "Disagree               1.196027\n",
      "Don't know             2.533955\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_pain_chickens, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 82.010579\n",
      "Disagree               2.441378\n",
      "Don't know             3.783836\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 82.746890\n",
      "Disagree               2.709302\n",
      "Don't know             2.555292\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 82.444585\n",
      "Disagree               2.719438\n",
      "Don't know             2.749995\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 82.268946\n",
      "Disagree               2.481471\n",
      "Don't know             2.609058\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 82.575168\n",
      "Disagree               2.820734\n",
      "Don't know             2.738566\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_pain_dogs ##\n",
      "unweighted\n",
      "Agree                 80.478411\n",
      "Disagree               0.952767\n",
      "Don't know             1.175755\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_pain_dogs, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 85.164413\n",
      "Disagree               1.733398\n",
      "Don't know             1.337982\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 84.732174\n",
      "Disagree               1.866560\n",
      "Don't know             1.412750\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 84.975364\n",
      "Disagree               1.969156\n",
      "Don't know             0.969498\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 84.796192\n",
      "Disagree               1.669488\n",
      "Don't know             0.893794\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 85.130853\n",
      "Disagree               2.044188\n",
      "Don't know             0.959427\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_pain_fish ##\n",
      "unweighted\n",
      "Agree                 66.511251\n",
      "Disagree               3.770525\n",
      "Don't know            12.325157\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_pain_fish, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 68.548615\n",
      "Disagree               5.804090\n",
      "Don't know            13.883088\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 69.284808\n",
      "Disagree               4.618351\n",
      "Don't know            14.108325\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 69.069503\n",
      "Disagree               4.792771\n",
      "Don't know            14.051744\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 69.210305\n",
      "Disagree               4.457577\n",
      "Don't know            13.691593\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 69.124748\n",
      "Disagree               4.833660\n",
      "Don't know            14.176060\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_pain_honeybees ##\n",
      "unweighted\n",
      "Agree                 54.003649\n",
      "Disagree               5.453071\n",
      "Don't know            23.150213\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_pain_honeybees, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 57.480557\n",
      "Disagree               6.991282\n",
      "Don't know            23.763954\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 57.597679\n",
      "Disagree               6.231538\n",
      "Don't know            24.182267\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 57.338524\n",
      "Disagree               6.150208\n",
      "Don't know            24.425286\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 57.913967\n",
      "Disagree               5.156177\n",
      "Don't know            24.289331\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 57.584747\n",
      "Disagree               6.127160\n",
      "Don't know            24.422561\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_pain_pigs ##\n",
      "unweighted\n",
      "Agree                 79.647273\n",
      "Disagree               1.155483\n",
      "Don't know             1.804176\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_pain_pigs, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 82.429631\n",
      "Disagree               2.383344\n",
      "Don't know             3.422818\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 83.277445\n",
      "Disagree               2.606874\n",
      "Don't know             2.127165\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 82.883671\n",
      "Disagree               2.724910\n",
      "Don't know             2.305437\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 82.202052\n",
      "Disagree               2.204798\n",
      "Don't know             2.952625\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 83.034174\n",
      "Disagree               2.836115\n",
      "Don't know             2.264179\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_pain_termites ##\n",
      "unweighted\n",
      "Agree                 43.502939\n",
      "Disagree               9.770930\n",
      "Don't know            29.333063\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_pain_termites, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 45.545867\n",
      "Disagree              11.516049\n",
      "Don't know            31.173877\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 47.189175\n",
      "Disagree               9.488998\n",
      "Don't know            31.333311\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 46.565262\n",
      "Disagree               9.646145\n",
      "Don't know            31.702611\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 45.629943\n",
      "Disagree               9.483828\n",
      "Don't know            32.245703\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 46.690118\n",
      "Disagree               9.566963\n",
      "Don't know            31.877387\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_plant_based_is_meat ##\n",
      "unweighted\n",
      "Agree                  6.324752\n",
      "Disagree              58.382323\n",
      "Don't know            17.899858\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_plant_based_is_meat, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 11.442046\n",
      "Disagree              55.312121\n",
      "Don't know            21.481626\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Agree                 12.407624\n",
      "Disagree              54.696311\n",
      "Don't know            20.907549\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 12.458592\n",
      "Disagree              55.034639\n",
      "Don't know            20.420787\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 10.802309\n",
      "Disagree              54.843482\n",
      "Don't know            21.713684\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 12.703575\n",
      "Disagree              54.790238\n",
      "Don't know            20.640655\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_puerto_rico ##\n",
      "unweighted\n",
      "Agree                 42.935333\n",
      "Disagree              11.757551\n",
      "Don't know            27.914048\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_puerto_rico, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 39.781537\n",
      "Disagree              17.895206\n",
      "Don't know            30.559050\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 40.984799\n",
      "Disagree              17.289789\n",
      "Don't know            29.736897\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 41.356690\n",
      "Disagree              17.684763\n",
      "Don't know            28.872566\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 39.506904\n",
      "Disagree              17.318704\n",
      "Don't know            30.533867\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 40.625505\n",
      "Disagree              18.108547\n",
      "Don't know            29.400416\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_socialists_no_teach ##\n",
      "unweighted\n",
      "Agree                 12.973850\n",
      "Disagree              49.929049\n",
      "Don't know            19.704034\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_socialists_no_teach, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 24.993163\n",
      "Disagree              37.095268\n",
      "Don't know            26.147362\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 26.898429\n",
      "Disagree              38.805492\n",
      "Don't know            22.307563\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 27.079206\n",
      "Disagree              38.118900\n",
      "Don't know            22.715912\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 29.728538\n",
      "Disagree              35.609984\n",
      "Don't know            22.020953\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 28.453562\n",
      "Disagree              36.975092\n",
      "Don't know            22.705814\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_stop_buying_if_reneg ##\n",
      "unweighted\n",
      "Agree                 45.611190\n",
      "Disagree              16.480843\n",
      "Don't know            20.514900\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_stop_buying_if_reneg, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 42.555297\n",
      "Disagree              21.632771\n",
      "Don't know            24.047725\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 43.657599\n",
      "Disagree              21.477154\n",
      "Don't know            22.876731\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 44.009343\n",
      "Disagree              21.059153\n",
      "Don't know            22.845522\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 42.988008\n",
      "Disagree              22.243220\n",
      "Don't know            22.128247\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 43.632542\n",
      "Disagree              21.435624\n",
      "Don't know            23.066302\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_vote_atheist ##\n",
      "unweighted\n",
      "Agree                 23.089398\n",
      "Disagree              24.690857\n",
      "Don't know            34.826677\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_vote_atheist, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 14.038736\n",
      "Disagree              44.489514\n",
      "Don't know            29.707543\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 13.428416\n",
      "Disagree              45.703798\n",
      "Don't know            28.879270\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 13.825663\n",
      "Disagree              45.422164\n",
      "Don't know            28.666191\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 12.927540\n",
      "Disagree              47.641359\n",
      "Don't know            26.790576\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 13.567209\n",
      "Disagree              46.654799\n",
      "Don't know            27.912460\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_vote_cand_animal_welfare ##\n",
      "unweighted\n",
      "Agree                 58.848571\n",
      "Disagree               4.338131\n",
      "Don't know            19.420231\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_vote_cand_animal_welfare, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 58.646207\n",
      "Disagree              10.541043\n",
      "Don't know            19.048543\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 59.494302\n",
      "Disagree               9.869586\n",
      "Don't know            18.647596\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 59.589671\n",
      "Disagree               9.640728\n",
      "Don't know            18.683620\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 56.547279\n",
      "Disagree              10.011465\n",
      "Don't know            20.800731\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 59.267157\n",
      "Disagree              10.026785\n",
      "Don't know            18.840525\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_vote_cand_gun_control ##\n",
      "unweighted\n",
      "Agree                 47.780255\n",
      "Disagree              20.372998\n",
      "Don't know            14.453679\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_vote_cand_gun_control, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 45.943535\n",
      "Disagree              28.833178\n",
      "Don't know            13.459080\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 46.845550\n",
      "Disagree              29.025713\n",
      "Don't know            12.140221\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 46.731295\n",
      "Disagree              29.247875\n",
      "Don't know            11.934849\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 44.377349\n",
      "Disagree              31.168373\n",
      "Don't know            11.813753\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 45.837964\n",
      "Disagree              30.497183\n",
      "Don't know            11.799321\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_vote_cand_oppose_abortion ##\n",
      "unweighted\n",
      "Agree                 18.001216\n",
      "Disagree              52.584634\n",
      "Don't know            12.021083\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_vote_cand_oppose_abortion, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 34.953322\n",
      "Disagree              34.761928\n",
      "Don't know            18.520543\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 35.000469\n",
      "Disagree              35.208275\n",
      "Don't know            17.802740\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 35.441663\n",
      "Disagree              35.148803\n",
      "Don't know            17.323553\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 38.233723\n",
      "Disagree              32.312831\n",
      "Don't know            16.812921\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 36.743974\n",
      "Disagree              33.863350\n",
      "Don't know            17.527144\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_vote_cand_reg_farming ##\n",
      "unweighted\n",
      "Agree                 48.226232\n",
      "Disagree               8.149199\n",
      "Don't know            26.231502\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_vote_cand_reg_farming, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 46.240974\n",
      "Disagree              11.610333\n",
      "Don't know            30.384486\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 47.133704\n",
      "Disagree              12.117036\n",
      "Don't know            28.760744\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 46.623131\n",
      "Disagree              12.151708\n",
      "Don't know            29.139179\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 44.320777\n",
      "Disagree              12.635641\n",
      "Don't know            30.403057\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 46.211744\n",
      "Disagree              12.606383\n",
      "Don't know            29.316341\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_vote_gay ##\n",
      "unweighted\n",
      "Agree                 15.609163\n",
      "Disagree              23.231299\n",
      "Don't know            43.766471\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_vote_gay, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 13.884827\n",
      "Disagree              35.932599\n",
      "Don't know            38.418367\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 13.476544\n",
      "Disagree              36.157603\n",
      "Don't know            38.377337\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 13.549179\n",
      "Disagree              36.750725\n",
      "Don't know            37.614114\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 11.783272\n",
      "Disagree              39.347378\n",
      "Don't know            36.228825\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 13.391899\n",
      "Disagree              38.156801\n",
      "Don't know            36.585768\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## agree_vote_veg ##\n",
      "unweighted\n",
      "Agree                 12.385972\n",
      "Disagree              30.042570\n",
      "Don't know            40.178390\n",
      "NA - Not presented    17.393067\n",
      "Name: agree_vote_veg, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree                 13.125973\n",
      "Disagree              38.452326\n",
      "Don't know            36.657494\n",
      "NA - Not presented    11.764207\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree                 13.848023\n",
      "Disagree              39.684958\n",
      "Don't know            34.478503\n",
      "NA - Not presented    11.988516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree                 13.154532\n",
      "Disagree              39.691991\n",
      "Don't know            35.067495\n",
      "NA - Not presented    12.085982\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree                 12.619853\n",
      "Disagree              39.984145\n",
      "Don't know            34.755478\n",
      "NA - Not presented    12.640525\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree                 13.292328\n",
      "Disagree              40.595361\n",
      "Don't know            34.246779\n",
      "NA - Not presented    11.865532\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## college ##\n",
      "unweighted\n",
      "False    13.521184\n",
      "Name: college, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    38.838535\n",
      "True     61.161465\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    35.996681\n",
      "True     64.003319\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False    34.627912\n",
      "True     65.372088\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    36.292582\n",
      "True     63.707418\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    34.976961\n",
      "True     65.023039\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## education ##\n",
      "unweighted\n",
      "Completed graduate school     18.062031\n",
      "Graduated from college        39.083722\n",
      "Graduated from high school    12.527874\n",
      "Less than high school          0.993310\n",
      "Some college, no degree       29.333063\n",
      "Name: education, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Completed graduate school     12.043004\n",
      "Graduated from college        21.319976\n",
      "Graduated from high school    28.302081\n",
      "Less than high school         10.536455\n",
      "Some college, no degree       27.798484\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Completed graduate school     13.169829\n",
      "Graduated from college        22.116188\n",
      "Graduated from high school    25.064930\n",
      "Less than high school         10.931751\n",
      "Some college, no degree       28.717302\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Completed graduate school     13.478800\n",
      "Graduated from college        22.812690\n",
      "Graduated from high school    24.686988\n",
      "Less than high school          9.940924\n",
      "Some college, no degree       29.080598\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Completed graduate school     13.341091\n",
      "Graduated from college        21.820528\n",
      "Graduated from high school    25.657141\n",
      "Less than high school         10.635441\n",
      "Some college, no degree       28.545799\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Completed graduate school     13.462263\n",
      "Graduated from college        22.503436\n",
      "Graduated from high school    24.699772\n",
      "Less than high school         10.277189\n",
      "Some college, no degree       29.057341\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## ffq_beef ##\n",
      "unweighted\n",
      "False    17.717413\n",
      "Name: ffq_beef, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    19.055989\n",
      "True     80.944011\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    17.80485\n",
      "True     82.19515\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    16.879707\n",
      "True     83.120293\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    16.490939\n",
      "True     83.509061\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    16.8316\n",
      "True     83.1684\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## ffq_chicken ##\n",
      "unweighted\n",
      "False    8.291101\n",
      "Name: ffq_chicken, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False     6.471746\n",
      "True     93.528254\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False     6.234199\n",
      "True     93.765801\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False     5.920608\n",
      "True     94.079392\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False     5.942455\n",
      "True     94.057545\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False     5.881601\n",
      "True     94.118399\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## ffq_dairy ##\n",
      "unweighted\n",
      "False    7.885668\n",
      "Name: ffq_dairy, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    10.350648\n",
      "True     89.649352\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    10.828781\n",
      "True     89.171219\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    10.034821\n",
      "True     89.965179\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False     9.416102\n",
      "True     90.583898\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    10.248033\n",
      "True     89.751967\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## ffq_eggs ##\n",
      "unweighted\n",
      "False    9.547942\n",
      "Name: ffq_eggs, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    12.175042\n",
      "True     87.824958\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    12.44479\n",
      "True     87.55521\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    11.617927\n",
      "True     88.382073\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    11.248278\n",
      "True     88.751722\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    11.768214\n",
      "True     88.231786\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## ffq_fish ##\n",
      "unweighted\n",
      "False    29.17089\n",
      "Name: ffq_fish, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    28.352288\n",
      "True     71.647712\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    28.528337\n",
      "True     71.471663\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    28.424849\n",
      "True     71.575151\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    29.702566\n",
      "True     70.297434\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    28.695477\n",
      "True     71.304523\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## ffq_none ##\n",
      "unweighted\n",
      "True    18.589094\n",
      "Name: ffq_none, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    87.051483\n",
      "True     12.948517\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    86.944297\n",
      "True     13.055703\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    86.788606\n",
      "True     13.211394\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    86.53785\n",
      "True     13.46215\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    86.957799\n",
      "True     13.042201\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## ffq_other_meat ##\n",
      "unweighted\n",
      "True    30.062842\n",
      "Name: ffq_other_meat, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    75.68585\n",
      "True     24.31415\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    75.613472\n",
      "True     24.386528\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    75.122883\n",
      "True     24.877117\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    75.537388\n",
      "True     24.462612\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    75.247592\n",
      "True     24.752408\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## ffq_pork ##\n",
      "unweighted\n",
      "False    31.015609\n",
      "Name: ffq_pork, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    33.785935\n",
      "True     66.214065\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    34.394959\n",
      "True     65.605041\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    33.389644\n",
      "True     66.610356\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    32.722815\n",
      "True     67.277185\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    33.51373\n",
      "True     66.48627\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## ffq_seafood ##\n",
      "unweighted\n",
      "False    47.597811\n",
      "Name: ffq_seafood, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    53.006357\n",
      "True     46.993643\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    52.200566\n",
      "True     47.799434\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    51.630674\n",
      "True     48.369326\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    51.040967\n",
      "True     48.959033\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    51.907316\n",
      "True     48.092684\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## ffq_turkey ##\n",
      "unweighted\n",
      "False    42.327184\n",
      "Name: ffq_turkey, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    45.109747\n",
      "True     54.890253\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    43.113834\n",
      "True     56.886166\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    43.599935\n",
      "True     56.400065\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    43.970263\n",
      "True     56.029737\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    43.811258\n",
      "True     56.188742\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## gender ##\n",
      "unweighted\n",
      "Female               50.131766\n",
      "Male                 48.064058\n",
      "Other                 1.479830\n",
      "Prefer not to say     0.324346\n",
      "Name: gender, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Female               50.326444\n",
      "Male                 48.752358\n",
      "Other                 0.600118\n",
      "Prefer not to say     0.321081\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Female               48.431063\n",
      "Male                 50.853568\n",
      "Other                 0.512269\n",
      "Prefer not to say     0.203100\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Female               48.579876\n",
      "Male                 50.714028\n",
      "Other                 0.537066\n",
      "Prefer not to say     0.169030\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Female               49.085288\n",
      "Male                 50.320328\n",
      "Other                 0.381718\n",
      "Prefer not to say     0.212666\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Female               48.257403\n",
      "Male                 51.051958\n",
      "Other                 0.535726\n",
      "Prefer not to say     0.154912\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## gss_bible ##\n",
      "unweighted\n",
      "Book of fables    49.158727\n",
      "I don’t know       5.148997\n",
      "Inspired word     35.292925\n",
      "Word of God       10.399351\n",
      "Name: gss_bible, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Book of fables    20.470936\n",
      "I don’t know       5.162984\n",
      "Inspired word     44.780476\n",
      "Word of God       29.585604\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Book of fables    20.594979\n",
      "I don’t know       4.764120\n",
      "Inspired word     45.635726\n",
      "Word of God       29.005174\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Book of fables    20.775255\n",
      "I don’t know       4.688796\n",
      "Inspired word     45.708121\n",
      "Word of God       28.827827\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Book of fables    20.107280\n",
      "I don’t know       4.537397\n",
      "Inspired word     46.546604\n",
      "Word of God       28.808718\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Book of fables    19.974480\n",
      "I don’t know       4.634541\n",
      "Inspired word     45.712893\n",
      "Word of God       29.678086\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## gss_spanking ##\n",
      "unweighted\n",
      "Agree         32.008920\n",
      "Disagree      52.604906\n",
      "Don't know    15.386175\n",
      "Name: gss_spanking, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Agree         57.076494\n",
      "Disagree      27.490590\n",
      "Don't know    15.432916\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Agree         56.737897\n",
      "Disagree      27.922418\n",
      "Don't know    15.339685\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Agree         56.393861\n",
      "Disagree      28.110388\n",
      "Don't know    15.495751\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Agree         57.326256\n",
      "Disagree      27.411128\n",
      "Don't know    15.262616\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Agree         57.258375\n",
      "Disagree      27.234947\n",
      "Don't know    15.506678\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## gss_trust ##\n",
      "unweighted\n",
      "Can trust               34.056355\n",
      "Can't be too careful    61.808230\n",
      "Don’t know               4.135415\n",
      "Name: gss_trust, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Can trust               31.563424\n",
      "Can't be too careful    64.351708\n",
      "Don’t know               4.084868\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Can trust               33.340440\n",
      "Can't be too careful    63.062533\n",
      "Don’t know               3.597027\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Can trust               34.103152\n",
      "Can't be too careful    62.251165\n",
      "Don’t know               3.645683\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Can trust               33.299478\n",
      "Can't be too careful    63.177363\n",
      "Don’t know               3.523159\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Can trust               34.563038\n",
      "Can't be too careful    61.831934\n",
      "Don’t know               3.605028\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## income ##\n",
      "unweighted\n",
      "Between $100,000 and $150,000    10.662883\n",
      "Between $15,000 and $49,999      32.677884\n",
      "Between $50,000 and $74,999      17.737685\n",
      "Between $75,000 and $99,999      11.676465\n",
      "Over $150,000                     5.250355\n",
      "Under $15,000                    21.994729\n",
      "Name: income, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Between $100,000 and $150,000    14.839786\n",
      "Between $15,000 and $49,999      29.895157\n",
      "Between $50,000 and $74,999      17.215448\n",
      "Between $75,000 and $99,999      12.515705\n",
      "Over $150,000                    15.341592\n",
      "Under $15,000                    10.192312\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Between $100,000 and $150,000    16.008296\n",
      "Between $15,000 and $49,999      27.891530\n",
      "Between $50,000 and $74,999      17.818764\n",
      "Between $75,000 and $99,999      12.854725\n",
      "Over $150,000                    16.368407\n",
      "Under $15,000                     9.058277\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Between $100,000 and $150,000    15.183733\n",
      "Between $15,000 and $49,999      27.677998\n",
      "Between $50,000 and $74,999      18.107250\n",
      "Between $75,000 and $99,999      13.341366\n",
      "Over $150,000                    17.039958\n",
      "Under $15,000                     8.649695\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Between $100,000 and $150,000    15.593610\n",
      "Between $15,000 and $49,999      28.005524\n",
      "Between $50,000 and $74,999      17.937949\n",
      "Between $75,000 and $99,999      13.419737\n",
      "Over $150,000                    16.402448\n",
      "Under $15,000                     8.640732\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Between $100,000 and $150,000    15.421101\n",
      "Between $15,000 and $49,999      27.600739\n",
      "Between $50,000 and $74,999      17.954101\n",
      "Between $75,000 and $99,999      13.672716\n",
      "Over $150,000                    16.859311\n",
      "Under $15,000                     8.492032\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## lv_already_voted ##\n",
      "unweighted\n",
      "Don't know     0.364890\n",
      "No            63.490776\n",
      "Yes           36.144334\n",
      "Name: lv_already_voted, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don't know     0.766948\n",
      "No            65.723495\n",
      "Yes           33.509557\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don't know     0.650268\n",
      "No            61.116155\n",
      "Yes           38.233577\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don't know     0.443554\n",
      "No            58.841827\n",
      "Yes           40.714619\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don't know     0.444978\n",
      "No            58.523667\n",
      "Yes           41.031355\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don't know     0.417764\n",
      "No            59.080631\n",
      "Yes           40.501606\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## lv_index ##\n",
      "unweighted\n",
      "0.11    10.318265\n",
      "0.13     0.851409\n",
      "0.23     0.851409\n",
      "0.34     1.277113\n",
      "0.40     1.459558\n",
      "0.59     4.115143\n",
      "0.63     8.858707\n",
      "0.83    72.268397\n",
      "Name: lv_index, dtype: float64\n",
      "-\n",
      "weighted\n",
      "0.11    12.683129\n",
      "0.13     1.498487\n",
      "0.23     0.646861\n",
      "0.34     0.903891\n",
      "0.40     2.601240\n",
      "0.59     3.840898\n",
      "0.63     8.311864\n",
      "0.83    69.513631\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "0.11     0.329126\n",
      "0.13     1.710500\n",
      "0.23     0.738381\n",
      "0.34     1.031778\n",
      "0.40     2.969276\n",
      "0.59     4.384326\n",
      "0.63     9.487865\n",
      "0.83    79.348748\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "0.11     2.043106\n",
      "0.13     0.285278\n",
      "0.23     0.217876\n",
      "0.34     0.450056\n",
      "0.40     1.523745\n",
      "0.59     3.318612\n",
      "0.63     7.668505\n",
      "0.83    84.492822\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "0.11     2.243165\n",
      "0.13     0.260576\n",
      "0.23     0.271378\n",
      "0.34     0.581862\n",
      "0.40     1.446803\n",
      "0.59     3.434771\n",
      "0.63     9.114004\n",
      "0.83    82.647441\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "0.11     1.898764\n",
      "0.13     0.275598\n",
      "0.23     0.207496\n",
      "0.34     0.434921\n",
      "0.40     1.521461\n",
      "0.59     3.184997\n",
      "0.63     7.469708\n",
      "0.83    85.007054\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## lv_likely ##\n",
      "unweighted\n",
      "Likely                          8.007298\n",
      "NA - Not presented             44.861139\n",
      "Neither likely nor unlikely     1.520373\n",
      "Somewhat likely                 2.655585\n",
      "Somewhat unlikely               1.094669\n",
      "Unlikely                        0.344618\n",
      "Very likely                    41.374417\n",
      "Very unlikely                   0.141901\n",
      "Name: lv_likely, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Likely                          8.529779\n",
      "NA - Not presented             43.126510\n",
      "Neither likely nor unlikely     2.078841\n",
      "Somewhat likely                 2.395066\n",
      "Somewhat unlikely               0.936006\n",
      "Unlikely                        1.396663\n",
      "Very likely                    41.395843\n",
      "Very unlikely                   0.141292\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Likely                          9.129793\n",
      "NA - Not presented             39.638025\n",
      "Neither likely nor unlikely     1.704498\n",
      "Somewhat likely                 1.591575\n",
      "Somewhat unlikely               0.714403\n",
      "Unlikely                        0.032102\n",
      "Very likely                    47.122512\n",
      "Very unlikely                   0.067093\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Likely                          7.309186\n",
      "NA - Not presented             42.334856\n",
      "Neither likely nor unlikely     0.645278\n",
      "Somewhat likely                 1.065524\n",
      "Somewhat unlikely               0.360747\n",
      "Unlikely                        0.229456\n",
      "Very likely                    48.004123\n",
      "Very unlikely                   0.050831\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Likely                          6.775213\n",
      "NA - Not presented             42.746604\n",
      "Neither likely nor unlikely     0.612026\n",
      "Somewhat likely                 1.188111\n",
      "Somewhat unlikely               0.493287\n",
      "Unlikely                        0.235915\n",
      "Very likely                    47.907443\n",
      "Very unlikely                   0.041401\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Likely                          7.234037\n",
      "NA - Not presented             41.996256\n",
      "Neither likely nor unlikely     0.617758\n",
      "Somewhat likely                 1.027561\n",
      "Somewhat unlikely               0.366072\n",
      "Unlikely                        0.204256\n",
      "Very likely                    48.507426\n",
      "Very unlikely                   0.046635\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## lv_plan_vote ##\n",
      "unweighted\n",
      "Don't know     4.175958\n",
      "No             8.737077\n",
      "Yes           87.086965\n",
      "Name: lv_plan_vote, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don't know     5.350661\n",
      "No             9.717022\n",
      "Yes           84.932317\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don't know     3.055971\n",
      "No             1.518676\n",
      "Yes           95.425354\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don't know     1.540029\n",
      "No             1.741871\n",
      "Yes           96.718100\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don't know     1.781484\n",
      "No             1.766857\n",
      "Yes           96.451658\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don't know     1.468750\n",
      "No             1.625406\n",
      "Yes           96.905844\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## lv_registered ##\n",
      "unweighted\n",
      "Don't know     0.932495\n",
      "No             8.960065\n",
      "Yes           90.107440\n",
      "Name: lv_registered, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don't know     0.529134\n",
      "No            11.865663\n",
      "Yes           87.605203\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don't know      0.0\n",
      "No              0.0\n",
      "Yes           100.0\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don't know     0.085237\n",
      "No             1.911421\n",
      "Yes           98.003341\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don't know     0.096923\n",
      "No             2.099901\n",
      "Yes           97.803176\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don't know     0.080243\n",
      "No             1.776537\n",
      "Yes           98.143220\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## lv_thought ##\n",
      "unweighted\n",
      "Only a little     5.676059\n",
      "Quite a lot      69.977701\n",
      "Some             24.346240\n",
      "Name: lv_thought, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Only a little     7.835592\n",
      "Quite a lot      66.551070\n",
      "Some             25.613338\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Only a little     3.735681\n",
      "Quite a lot      72.477853\n",
      "Some             23.786466\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Only a little     3.499448\n",
      "Quite a lot      74.884779\n",
      "Some             21.615774\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Only a little     3.461698\n",
      "Quite a lot      73.313212\n",
      "Some             23.225090\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Only a little     3.428002\n",
      "Quite a lot      74.718384\n",
      "Some             21.853614\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## lv_weight ##\n",
      "unweighted\n",
      "0.003232     0.020272\n",
      "0.003581     0.020272\n",
      "0.004171     0.020272\n",
      "0.004598     0.020272\n",
      "0.004752     0.020272\n",
      "               ...   \n",
      "30.088422    0.020272\n",
      "36.738410    0.020272\n",
      "45.659280    0.020272\n",
      "49.567576    0.020272\n",
      "66.060148    0.020272\n",
      "Name: lv_weight, Length: 4659, dtype: float64\n",
      "-\n",
      "weighted\n",
      "0.003232     0.000407\n",
      "0.003581     0.000451\n",
      "0.004171     0.000525\n",
      "0.004598     0.000579\n",
      "0.004752     0.000598\n",
      "               ...   \n",
      "30.088422    0.501809\n",
      "36.738410    0.612716\n",
      "45.659280    0.761497\n",
      "49.567576    0.826679\n",
      "66.060148    1.101739\n",
      "Length: 4659, dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "0.003232     0.000000\n",
      "0.003581     0.000000\n",
      "0.004171     0.000000\n",
      "0.004598     0.000000\n",
      "0.004752     0.000000\n",
      "               ...   \n",
      "30.088422    0.572807\n",
      "36.738410    0.699406\n",
      "45.659280    0.869237\n",
      "49.567576    0.943641\n",
      "66.060148    1.257618\n",
      "Length: 4659, dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "0.003232     0.000066\n",
      "0.003581     0.000073\n",
      "0.004171     0.000085\n",
      "0.004598     0.000093\n",
      "0.004752     0.000096\n",
      "               ...   \n",
      "30.088422    0.609942\n",
      "36.738410    0.744748\n",
      "45.659280    0.925588\n",
      "49.567576    1.004816\n",
      "66.060148    1.339148\n",
      "Name: lv_weight, Length: 4659, dtype: float64\n",
      "-\n",
      "weighted + LV alt\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.003232     0.000025\n",
      "0.003581     0.000027\n",
      "0.004171     0.000141\n",
      "0.004598     0.000048\n",
      "0.004752     0.000042\n",
      "               ...   \n",
      "30.088422    0.439270\n",
      "36.738410    0.781536\n",
      "45.659280    0.550750\n",
      "49.567576    1.369761\n",
      "66.060148    1.469218\n",
      "Length: 4659, dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "0.003232     0.000061\n",
      "0.003581     0.000066\n",
      "0.004171     0.000077\n",
      "0.004598     0.000087\n",
      "0.004752     0.000104\n",
      "               ...   \n",
      "30.088422    0.655686\n",
      "36.738410    0.800603\n",
      "45.659280    0.995006\n",
      "49.567576    1.080176\n",
      "66.060148    1.439582\n",
      "Length: 4659, dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## lv_weight_2020 ##\n",
      "unweighted\n",
      "0.003008     0.020272\n",
      "0.003250     0.020272\n",
      "0.003786     0.020272\n",
      "0.004278     0.020272\n",
      "0.004473     0.020272\n",
      "               ...   \n",
      "32.345014    0.020272\n",
      "39.493744    0.020272\n",
      "49.083667    0.020272\n",
      "53.285080    0.020272\n",
      "71.014574    0.020272\n",
      "Name: lv_weight_2020, Length: 4688, dtype: float64\n",
      "-\n",
      "weighted\n",
      "0.003008     0.000407\n",
      "0.003250     0.000451\n",
      "0.003786     0.000525\n",
      "0.004278     0.000579\n",
      "0.004473     0.000605\n",
      "               ...   \n",
      "32.345014    0.501809\n",
      "39.493744    0.612716\n",
      "49.083667    0.761497\n",
      "53.285080    0.826679\n",
      "71.014574    1.101739\n",
      "Length: 4688, dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "0.003008     0.000000\n",
      "0.003250     0.000000\n",
      "0.003786     0.000000\n",
      "0.004278     0.000000\n",
      "0.004473     0.000000\n",
      "               ...   \n",
      "32.345014    0.572807\n",
      "39.493744    0.699406\n",
      "49.083667    0.869237\n",
      "53.285080    0.943641\n",
      "71.014574    1.257618\n",
      "Length: 4688, dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "0.003008     0.000066\n",
      "0.003250     0.000073\n",
      "0.003786     0.000085\n",
      "0.004278     0.000093\n",
      "0.004473     0.000097\n",
      "               ...   \n",
      "32.345014    0.609942\n",
      "39.493744    0.744748\n",
      "49.083667    0.925588\n",
      "53.285080    1.004816\n",
      "71.014574    1.339148\n",
      "Length: 4688, dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "0.003008     0.000025\n",
      "0.003250     0.000027\n",
      "0.003786     0.000141\n",
      "0.004278     0.000048\n",
      "0.004473     0.000219\n",
      "               ...   \n",
      "32.345014    0.439270\n",
      "39.493744    0.781536\n",
      "49.083667    0.550750\n",
      "53.285080    1.369761\n",
      "71.014574    1.469218\n",
      "Length: 4688, dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "0.003008     0.000061\n",
      "0.003250     0.000066\n",
      "0.003786     0.000077\n",
      "0.004278     0.000087\n",
      "0.004473     0.000091\n",
      "               ...   \n",
      "32.345014    0.655686\n",
      "39.493744    0.800603\n",
      "49.083667    0.995006\n",
      "53.285080    1.080176\n",
      "71.014574    1.439582\n",
      "Name: lv_weight_2020, Length: 4688, dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## lv_weight_alt ##\n",
      "unweighted\n",
      "0.001244     0.020272\n",
      "0.001354     0.020272\n",
      "0.002049     0.020272\n",
      "0.002066     0.020272\n",
      "0.002262     0.020272\n",
      "               ...   \n",
      "49.755965    0.020272\n",
      "50.192197    0.020272\n",
      "63.200549    0.020272\n",
      "67.570334    0.020272\n",
      "72.476517    0.020272\n",
      "Name: lv_weight_alt, Length: 4815, dtype: float64\n",
      "-\n",
      "weighted\n",
      "0.001244     0.000407\n",
      "0.001354     0.000451\n",
      "0.002049     0.000685\n",
      "0.002066     0.000598\n",
      "0.002262     0.000762\n",
      "               ...   \n",
      "49.755965    0.442267\n",
      "50.192197    0.526160\n",
      "63.200549    0.374228\n",
      "67.570334    0.826679\n",
      "72.476517    1.101739\n",
      "Length: 4815, dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "0.001244     0.000000\n",
      "0.001354     0.000000\n",
      "0.002049     0.000000\n",
      "0.002066     0.000000\n",
      "0.002262     0.000000\n",
      "               ...   \n",
      "49.755965    0.504841\n",
      "50.192197    0.600603\n",
      "63.200549    0.427175\n",
      "67.570334    0.943641\n",
      "72.476517    1.257618\n",
      "Length: 4815, dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "0.001244     0.000066\n",
      "0.001354     0.000073\n",
      "0.002049     0.000110\n",
      "0.002066     0.000096\n",
      "0.002262     0.000123\n",
      "               ...   \n",
      "49.755965    0.537569\n",
      "50.192197    0.485434\n",
      "63.200549    0.345262\n",
      "67.570334    1.004816\n",
      "72.476517    1.339148\n",
      "Length: 4815, dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "0.001244     0.000025\n",
      "0.001354     0.000027\n",
      "0.002049     0.000042\n",
      "0.002066     0.000042\n",
      "0.002262     0.000046\n",
      "               ...   \n",
      "49.755965    1.008635\n",
      "50.192197    1.017478\n",
      "63.200549    1.281179\n",
      "67.570334    1.369761\n",
      "72.476517    1.469218\n",
      "Name: lv_weight_alt, Length: 4815, dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "0.001244     0.000061\n",
      "0.001354     0.000066\n",
      "0.002049     0.000100\n",
      "0.002066     0.000104\n",
      "0.002262     0.000111\n",
      "               ...   \n",
      "49.755965    0.577886\n",
      "50.192197    0.451659\n",
      "63.200549    0.371156\n",
      "67.570334    1.080176\n",
      "72.476517    1.439582\n",
      "Length: 4815, dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## meta_straightlining_vote_measure ##\n",
      "unweighted\n",
      "0.676471    17.393067\n",
      "0.794118    82.586661\n",
      "0.823529     0.020272\n",
      "Name: meta_straightlining_vote_measure, dtype: float64\n",
      "-\n",
      "weighted\n",
      "0.676471    11.764207\n",
      "0.794118    88.234219\n",
      "0.823529     0.001574\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "0.676471    11.988516\n",
      "0.794118    88.009687\n",
      "0.823529     0.001797\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "0.676471    12.085982\n",
      "0.794118    87.912566\n",
      "0.823529     0.001452\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "0.676471    12.640525\n",
      "0.794118    87.356629\n",
      "0.823529     0.002846\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "0.676471    11.865532\n",
      "0.794118    88.133117\n",
      "0.823529     0.001351\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## news_amount ##\n",
      "unweighted\n",
      "True    100.0\n",
      "Name: news_amount, dtype: float64\n",
      "-\n",
      "weighted\n",
      "True    100.0\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "True    100.0\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "True    100.0\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "True    100.0\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "True    100.0\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## news_atlantic ##\n",
      "unweighted\n",
      "True    14.595581\n",
      "Name: news_atlantic, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    91.366875\n",
      "True      8.633125\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    90.773154\n",
      "True      9.226846\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    90.407622\n",
      "True      9.592378\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    91.529463\n",
      "True      8.470537\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    90.718462\n",
      "True      9.281538\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## news_cnn ##\n",
      "unweighted\n",
      "True    47.455909\n",
      "Name: news_cnn, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    53.79907\n",
      "True     46.20093\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    51.742679\n",
      "True     48.257321\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    52.649175\n",
      "True     47.350825\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    58.527061\n",
      "True     41.472939\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    53.717685\n",
      "True     46.282315\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## news_daily_wire ##\n",
      "unweighted\n",
      "True    5.797689\n",
      "Name: news_daily_wire, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    93.084819\n",
      "True      6.915181\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    92.733903\n",
      "True      7.266097\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    93.215553\n",
      "True      6.784447\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    93.654825\n",
      "True      6.345175\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    93.095193\n",
      "True      6.904807\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## news_fox ##\n",
      "unweighted\n",
      "True    24.630043\n",
      "Name: news_fox, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    59.248236\n",
      "True     40.751764\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    58.174988\n",
      "True     41.825012\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    58.605898\n",
      "True     41.394102\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    60.139917\n",
      "True     39.860083\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    57.226397\n",
      "True     42.773603\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## news_guardian ##\n",
      "unweighted\n",
      "True    18.122846\n",
      "Name: news_guardian, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    87.769991\n",
      "True     12.230009\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    87.883215\n",
      "True     12.116785\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    87.528661\n",
      "True     12.471339\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    90.506519\n",
      "True      9.493481\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    87.843207\n",
      "True     12.156793\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## news_john_oliver ##\n",
      "unweighted\n",
      "True    19.805392\n",
      "Name: news_john_oliver, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    90.471807\n",
      "True      9.528193\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    89.659604\n",
      "True     10.340396\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    89.424417\n",
      "True     10.575583\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    89.268752\n",
      "True     10.731248\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    89.787225\n",
      "True     10.212775\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## news_msnbc ##\n",
      "unweighted\n",
      "True    22.542064\n",
      "Name: news_msnbc, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    78.102147\n",
      "True     21.897853\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    77.370483\n",
      "True     22.629517\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    77.248218\n",
      "True     22.751782\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    79.703134\n",
      "True     20.296866\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    78.02023\n",
      "True     21.97977\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## news_none ##\n",
      "unweighted\n",
      "True    19.440503\n",
      "Name: news_none, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    79.893537\n",
      "True     20.106463\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    82.050838\n",
      "True     17.949162\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    82.195296\n",
      "True     17.804704\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    79.418488\n",
      "True     20.581512\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    81.818217\n",
      "True     18.181783\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## news_npr ##\n",
      "unweighted\n",
      "True    31.40077\n",
      "Name: news_npr, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    79.564643\n",
      "True     20.435357\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    78.330208\n",
      "True     21.669792\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    77.777034\n",
      "True     22.222966\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    79.353107\n",
      "True     20.646893\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    78.592587\n",
      "True     21.407413\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## news_nyt ##\n",
      "unweighted\n",
      "True    46.422056\n",
      "Name: news_nyt, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    68.044431\n",
      "True     31.955569\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    66.52457\n",
      "True     33.47543\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    66.27693\n",
      "True     33.72307\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    71.771016\n",
      "True     28.228984\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    67.103414\n",
      "True     32.896586\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## news_steven_colbert ##\n",
      "unweighted\n",
      "True    13.521184\n",
      "Name: news_steven_colbert, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    90.66743\n",
      "True      9.33257\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    90.099866\n",
      "True      9.900134\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    89.750068\n",
      "True     10.249932\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    90.133768\n",
      "True      9.866232\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    90.295899\n",
      "True      9.704101\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## news_wp ##\n",
      "unweighted\n",
      "True    32.840057\n",
      "Name: news_wp, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    76.963187\n",
      "True     23.036813\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    75.580129\n",
      "True     24.419871\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    75.033386\n",
      "True     24.966614\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    79.020225\n",
      "True     20.979775\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    75.658898\n",
      "True     24.341102\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## news_wsj ##\n",
      "unweighted\n",
      "True    24.143523\n",
      "Name: news_wsj, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    82.385094\n",
      "True     17.614906\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    81.704335\n",
      "True     18.295665\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    81.14706\n",
      "True     18.85294\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    82.818341\n",
      "True     17.181659\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    81.444431\n",
      "True     18.555569\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## noncollege_white ##\n",
      "unweighted\n",
      "True    8.635719\n",
      "Name: noncollege_white, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    73.831461\n",
      "True     26.168539\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    74.865156\n",
      "True     25.134844\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    76.009311\n",
      "True     23.990689\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    75.371836\n",
      "True     24.628164\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    75.178557\n",
      "True     24.821443\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## pescetarian ##\n",
      "unweighted\n",
      "True    5.655788\n",
      "Name: pescetarian, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    96.866237\n",
      "True      3.133763\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    97.208338\n",
      "True      2.791662\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    97.505358\n",
      "True      2.494642\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    97.876122\n",
      "True      2.123878\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    97.59771\n",
      "True      2.40229\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## race ##\n",
      "unweighted\n",
      "Asian or Asian American      15.872694\n",
      "Black or African American     8.655990\n",
      "Hispanic or Latino            7.824853\n",
      "Other                         2.756943\n",
      "White or Caucasian           64.889520\n",
      "Name: race, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Asian or Asian American       5.819050\n",
      "Black or African American    13.374785\n",
      "Hispanic or Latino           15.190839\n",
      "Other                         1.997730\n",
      "White or Caucasian           63.617596\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Asian or Asian American       5.440245\n",
      "Black or African American    12.368380\n",
      "Hispanic or Latino           15.220529\n",
      "Other                         1.481644\n",
      "White or Caucasian           65.489202\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Asian or Asian American       5.446815\n",
      "Black or African American    12.021224\n",
      "Hispanic or Latino           15.490280\n",
      "Other                         1.611461\n",
      "White or Caucasian           65.430219\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Asian or Asian American       5.457442\n",
      "Black or African American    11.909556\n",
      "Hispanic or Latino           15.304308\n",
      "Other                         1.618678\n",
      "White or Caucasian           65.710016\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Asian or Asian American       5.209081\n",
      "Black or African American    11.500186\n",
      "Hispanic or Latino           15.324626\n",
      "Other                         1.556305\n",
      "White or Caucasian           66.409802\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## race_white ##\n",
      "unweighted\n",
      "False    35.11048\n",
      "Name: race_white, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    36.382404\n",
      "True     63.617596\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    34.510798\n",
      "True     65.489202\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    34.569781\n",
      "True     65.430219\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    34.289984\n",
      "True     65.710016\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    33.590198\n",
      "True     66.409802\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## region ##\n",
      "unweighted\n",
      "Midwest      18.893168\n",
      "Mountains     3.628624\n",
      "Northeast    17.129536\n",
      "Other         0.020272\n",
      "Pacific      25.319278\n",
      "South        16.886276\n",
      "Southeast    14.109061\n",
      "Southwest     4.013785\n",
      "Name: region, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Midwest      21.479201\n",
      "Mountains     5.387291\n",
      "Northeast    16.031940\n",
      "Other         0.020266\n",
      "Pacific      16.011950\n",
      "South        21.789045\n",
      "Southeast    13.972975\n",
      "Southwest     5.307332\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Midwest      21.841943\n",
      "Mountains     5.178005\n",
      "Northeast    16.963295\n",
      "Other         0.023133\n",
      "Pacific      16.275396\n",
      "South        20.366816\n",
      "Southeast    13.523370\n",
      "Southwest     5.828041\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Midwest      22.044871\n",
      "Mountains     5.207546\n",
      "Northeast    16.506098\n",
      "Other         0.010090\n",
      "Pacific      16.040576\n",
      "South        20.583579\n",
      "Southeast    13.968269\n",
      "Southwest     5.638971\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Midwest      21.940777\n",
      "Mountains     5.144076\n",
      "Northeast    17.138268\n",
      "Other         0.009573\n",
      "Pacific      15.818224\n",
      "South        21.267338\n",
      "Southeast    13.194742\n",
      "Southwest     5.487002\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Midwest      22.164014\n",
      "Mountains     5.301891\n",
      "Northeast    16.340047\n",
      "Other         0.009159\n",
      "Pacific      15.738964\n",
      "South        20.916291\n",
      "Southeast    13.888826\n",
      "Southwest     5.640809\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## rv_index ##\n",
      "unweighted\n",
      "0     9.89256\n",
      "1    90.10744\n",
      "Name: rv_index, dtype: float64\n",
      "-\n",
      "weighted\n",
      "0    12.394797\n",
      "1    87.605203\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "0      0.0\n",
      "1    100.0\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "0     1.996659\n",
      "1    98.003341\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "0     2.196824\n",
      "1    97.803176\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "0     1.85678\n",
      "1    98.14322\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## rv_weight ##\n",
      "unweighted\n",
      "0.000000     9.892560\n",
      "0.007896     0.020272\n",
      "0.007937     0.020272\n",
      "0.008454     0.020272\n",
      "0.010041     0.020272\n",
      "               ...   \n",
      "35.228455    0.020272\n",
      "42.879461    0.020272\n",
      "46.549813    0.020272\n",
      "56.569802    0.020272\n",
      "62.038288    0.020272\n",
      "Name: rv_weight, Length: 4128, dtype: float64\n",
      "-\n",
      "weighted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.000000     12.394797\n",
      "0.007896      0.000140\n",
      "0.007937      0.000141\n",
      "0.008454      0.000150\n",
      "0.010041      0.000178\n",
      "               ...    \n",
      "35.228455     0.625623\n",
      "42.879461     0.761497\n",
      "46.549813     0.826679\n",
      "56.569802     1.004624\n",
      "62.038288     1.101739\n",
      "Length: 4128, dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "0.000000     0.000000\n",
      "0.007896     0.000160\n",
      "0.007937     0.000161\n",
      "0.008454     0.000171\n",
      "0.010041     0.000204\n",
      "               ...   \n",
      "35.228455    0.714139\n",
      "42.879461    0.869237\n",
      "46.549813    0.943641\n",
      "56.569802    1.146763\n",
      "62.038288    1.257618\n",
      "Name: rv_weight, Length: 4128, dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "0.000000     1.996659\n",
      "0.007896     0.000170\n",
      "0.007937     0.000171\n",
      "0.008454     0.000182\n",
      "0.010041     0.000217\n",
      "               ...   \n",
      "35.228455    0.540550\n",
      "42.879461    0.925588\n",
      "46.549813    1.004816\n",
      "56.569802    0.588485\n",
      "62.038288    1.339148\n",
      "Length: 4128, dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "0.000000     2.196824\n",
      "0.007896     0.000081\n",
      "0.007937     0.000080\n",
      "0.008454     0.000300\n",
      "0.010041     0.000098\n",
      "               ...   \n",
      "35.228455    0.195275\n",
      "42.879461    0.550750\n",
      "46.549813    1.369761\n",
      "56.569802    0.588117\n",
      "62.038288    1.469218\n",
      "Length: 4128, dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "0.000000     1.856780\n",
      "0.007896     0.000159\n",
      "0.007937     0.000159\n",
      "0.008454     0.000230\n",
      "0.010041     0.000273\n",
      "               ...   \n",
      "35.228455    0.469873\n",
      "42.879461    0.995006\n",
      "46.549813    1.080176\n",
      "56.569802    0.632620\n",
      "62.038288    1.439582\n",
      "Length: 4128, dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## social_fb ##\n",
      "unweighted\n",
      "False    32.779242\n",
      "Name: social_fb, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    25.67901\n",
      "True     74.32099\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    24.874712\n",
      "True     75.125288\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    24.505242\n",
      "True     75.494758\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    30.632079\n",
      "True     69.367921\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    24.476606\n",
      "True     75.523394\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## social_instagram ##\n",
      "unweighted\n",
      "False    37.279546\n",
      "Name: social_instagram, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    47.12683\n",
      "True     52.87317\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    47.227166\n",
      "True     52.772834\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    47.925391\n",
      "True     52.074609\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    57.267887\n",
      "True     42.732113\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    48.497506\n",
      "True     51.502494\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## social_none ##\n",
      "unweighted\n",
      "True    8.939793\n",
      "Name: social_none, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    91.238559\n",
      "True      8.761441\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    90.98708\n",
      "True      9.01292\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    91.058197\n",
      "True      8.941803\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    85.380329\n",
      "True     14.619671\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    90.836325\n",
      "True      9.163675\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## social_pinterest ##\n",
      "unweighted\n",
      "True    26.616663\n",
      "Name: social_pinterest, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    72.705783\n",
      "True     27.294217\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    71.887473\n",
      "True     28.112527\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    72.080554\n",
      "True     27.919446\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    77.120848\n",
      "True     22.879152\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    72.313666\n",
      "True     27.686334\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## social_tiktok ##\n",
      "unweighted\n",
      "True    20.02838\n",
      "Name: social_tiktok, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    81.604014\n",
      "True     18.395986\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    81.900781\n",
      "True     18.099219\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    82.076085\n",
      "True     17.923915\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    85.328769\n",
      "True     14.671231\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    82.395983\n",
      "True     17.604017\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## social_twitter ##\n",
      "unweighted\n",
      "False    43.300223\n",
      "Name: social_twitter, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    51.575697\n",
      "True     48.424303\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    49.834856\n",
      "True     50.165144\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    50.74971\n",
      "True     49.25029\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    77.70936\n",
      "True     22.29064\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    51.063583\n",
      "True     48.936417\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## state ##\n",
      "unweighted\n",
      "Alabama                       1.033854\n",
      "Alaska                        0.202716\n",
      "Arizona                       1.783904\n",
      "Arkansas                      0.608149\n",
      "California                   20.717616\n",
      "Colorado                      1.074397\n",
      "Connecticut                   0.851409\n",
      "Delaware                      0.283803\n",
      "District of Columbia (DC)     0.243260\n",
      "Florida                       6.892358\n",
      "Georgia                       2.655585\n",
      "Guam                          0.020272\n",
      "Hawaii                        0.405433\n",
      "Idaho                         0.405433\n",
      "Illinois                      3.790797\n",
      "Indiana                       1.743361\n",
      "Iowa                          0.831137\n",
      "Kansas                        0.587878\n",
      "Kentucky                      1.155483\n",
      "Louisiana                     1.094669\n",
      "Maine                         0.344618\n",
      "Maryland                      1.783904\n",
      "Massachusetts                 2.310967\n",
      "Michigan                      2.533955\n",
      "Minnesota                     1.277113\n",
      "Mississippi                   0.587878\n",
      "Missouri                      1.601460\n",
      "Montana                       0.222988\n",
      "Nebraska                      0.547334\n",
      "Nevada                        0.891952\n",
      "New Hampshire                 0.202716\n",
      "New Jersey                    2.736671\n",
      "New Mexico                    0.263531\n",
      "New York                      7.865396\n",
      "North Carolina                3.405636\n",
      "North Dakota                  0.141901\n",
      "Northern Marianas Islands     0.020272\n",
      "Ohio                          3.243462\n",
      "Oklahoma                      0.851409\n",
      "Oregon                        1.702818\n",
      "Pennsylvania                  3.952970\n",
      "Puerto Rico                   0.020272\n",
      "Rhode Island                  0.243260\n",
      "South Carolina                1.155483\n",
      "South Dakota                  0.141901\n",
      "Tennessee                     1.114940\n",
      "Texas                         7.095074\n",
      "Utah                          0.506791\n",
      "Vermont                       0.263531\n",
      "Virginia                      2.148794\n",
      "Washington                    2.452868\n",
      "West Virginia                 0.445976\n",
      "Wisconsin                     1.520373\n",
      "Wyoming                       0.020272\n",
      "Name: state, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Alabama                       0.980752\n",
      "Alaska                        0.276470\n",
      "Arizona                       2.637614\n",
      "Arkansas                      0.544938\n",
      "California                   13.841404\n",
      "Colorado                      0.906379\n",
      "Connecticut                   0.407329\n",
      "Delaware                      0.342413\n",
      "District of Columbia (DC)     0.114479\n",
      "Florida                       7.252137\n",
      "Georgia                       2.672642\n",
      "Guam                          0.004205\n",
      "Hawaii                        0.238817\n",
      "Idaho                         0.449607\n",
      "Illinois                      4.371349\n",
      "Indiana                       1.706148\n",
      "Iowa                          0.808331\n",
      "Kansas                        0.492088\n",
      "Kentucky                      2.603639\n",
      "Louisiana                     0.774990\n",
      "Maine                         0.082480\n",
      "Maryland                      2.519685\n",
      "Massachusetts                 1.509031\n",
      "Michigan                      3.274783\n",
      "Minnesota                     0.916252\n",
      "Mississippi                   0.769585\n",
      "Missouri                      1.630895\n",
      "Montana                       0.317358\n",
      "Nebraska                      0.493837\n",
      "Nevada                        1.592331\n",
      "New Hampshire                 0.053411\n",
      "New Jersey                    2.684154\n",
      "New Mexico                    0.171008\n",
      "New York                      8.101719\n",
      "North Carolina                3.332874\n",
      "North Dakota                  0.180441\n",
      "Northern Marianas Islands     0.020266\n",
      "Ohio                          3.698254\n",
      "Oklahoma                      2.476503\n",
      "Oregon                        0.656155\n",
      "Pennsylvania                  5.140921\n",
      "Puerto Rico                   0.002730\n",
      "Rhode Island                  0.075944\n",
      "South Carolina                0.715322\n",
      "South Dakota                  0.262741\n",
      "Tennessee                     2.264749\n",
      "Texas                        10.040451\n",
      "Utah                          0.430940\n",
      "Vermont                       0.141296\n",
      "Virginia                      1.428516\n",
      "Washington                    1.268639\n",
      "West Virginia                 0.750529\n",
      "Wisconsin                     1.563162\n",
      "Wyoming                       0.007307\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Alabama                       0.923174\n",
      "Alaska                        0.288740\n",
      "Arizona                       2.849023\n",
      "Arkansas                      0.585305\n",
      "California                   14.155588\n",
      "Colorado                      1.019833\n",
      "Connecticut                   0.349317\n",
      "Delaware                      0.351107\n",
      "District of Columbia (DC)     0.116741\n",
      "Florida                       7.099201\n",
      "Georgia                       2.910611\n",
      "Guam                          0.000000\n",
      "Hawaii                        0.269418\n",
      "Idaho                         0.506609\n",
      "Illinois                      4.905728\n",
      "Indiana                       1.474471\n",
      "Iowa                          0.507104\n",
      "Kansas                        0.524180\n",
      "Kentucky                      1.608762\n",
      "Louisiana                     0.744177\n",
      "Maine                         0.086389\n",
      "Maryland                      2.792321\n",
      "Massachusetts                 1.444722\n",
      "Michigan                      3.506693\n",
      "Minnesota                     1.024622\n",
      "Mississippi                   0.830083\n",
      "Missouri                      1.785608\n",
      "Montana                       0.346043\n",
      "Nebraska                      0.563707\n",
      "Nevada                        1.783891\n",
      "New Hampshire                 0.058618\n",
      "New Jersey                    2.592882\n",
      "New Mexico                    0.175294\n",
      "New York                      8.951267\n",
      "North Carolina                2.776222\n",
      "North Dakota                  0.205970\n",
      "Northern Marianas Islands     0.023133\n",
      "Ohio                          3.495635\n",
      "Oklahoma                      2.072856\n",
      "Oregon                        0.687948\n",
      "Pennsylvania                  5.266436\n",
      "Puerto Rico                   0.003116\n",
      "Rhode Island                  0.064205\n",
      "South Carolina                0.737337\n",
      "South Dakota                  0.230171\n",
      "Tennessee                     2.383521\n",
      "Texas                         9.096205\n",
      "Utah                          0.439730\n",
      "Vermont                       0.155726\n",
      "Virginia                      1.589611\n",
      "Washington                    1.159326\n",
      "West Virginia                 0.820370\n",
      "Wisconsin                     1.661255\n",
      "Wyoming                       0.000000\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Alabama                       0.954029\n",
      "Alaska                        0.278823\n",
      "Arizona                       2.634940\n",
      "Arkansas                      0.552263\n",
      "California                   13.859067\n",
      "Colorado                      1.063992\n",
      "Connecticut                   0.384900\n",
      "Delaware                      0.374916\n",
      "District of Columbia (DC)     0.114255\n",
      "Florida                       7.406432\n",
      "Georgia                       2.879915\n",
      "Guam                          0.000677\n",
      "Hawaii                        0.283333\n",
      "Idaho                         0.514086\n",
      "Illinois                      4.995488\n",
      "Indiana                       1.592264\n",
      "Iowa                          0.581687\n",
      "Kansas                        0.452964\n",
      "Kentucky                      1.839796\n",
      "Louisiana                     0.772223\n",
      "Maine                         0.088038\n",
      "Maryland                      2.861332\n",
      "Massachusetts                 1.492865\n",
      "Michigan                      3.398357\n",
      "Minnesota                     0.974165\n",
      "Mississippi                   0.816460\n",
      "Missouri                      1.787017\n",
      "Montana                       0.361460\n",
      "Nebraska                      0.572655\n",
      "Nevada                        1.756814\n",
      "New Hampshire                 0.059951\n",
      "New Jersey                    2.577541\n",
      "New Mexico                    0.183224\n",
      "New York                      8.370900\n",
      "North Carolina                2.941507\n",
      "North Dakota                  0.219323\n",
      "Northern Marianas Islands     0.010090\n",
      "Ohio                          3.334984\n",
      "Oklahoma                      2.160791\n",
      "Oregon                        0.717194\n",
      "Pennsylvania                  5.482255\n",
      "Puerto Rico                   0.003318\n",
      "Rhode Island                  0.068017\n",
      "South Carolina                0.740414\n",
      "South Dakota                  0.254935\n",
      "Tennessee                     2.177968\n",
      "Texas                         9.556602\n",
      "Utah                          0.391331\n",
      "Vermont                       0.113385\n",
      "Virginia                      1.511091\n",
      "Washington                    1.176989\n",
      "West Virginia                 0.616131\n",
      "Wisconsin                     1.685670\n",
      "Wyoming                       0.001177\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Alabama                       1.114540\n",
      "Alaska                        0.264111\n",
      "Arizona                       2.508773\n",
      "Arkansas                      1.015595\n",
      "California                   13.651596\n",
      "Colorado                      1.026385\n",
      "Connecticut                   0.404397\n",
      "Delaware                      0.190569\n",
      "District of Columbia (DC)     0.078951\n",
      "Florida                       6.645857\n",
      "Georgia                       2.754887\n",
      "Guam                          0.000383\n",
      "Hawaii                        0.190331\n",
      "Idaho                         0.420461\n",
      "Illinois                      3.670355\n",
      "Indiana                       1.654977\n",
      "Iowa                          0.455176\n",
      "Kansas                        0.516974\n",
      "Kentucky                      1.840051\n",
      "Louisiana                     0.918947\n",
      "Maine                         0.074803\n",
      "Maryland                      3.401615\n",
      "Massachusetts                 1.672669\n",
      "Michigan                      4.240744\n",
      "Minnesota                     1.207800\n",
      "Mississippi                   0.575801\n",
      "Missouri                      1.723831\n",
      "Montana                       0.215454\n",
      "Nebraska                      0.520353\n",
      "Nevada                        1.772929\n",
      "New Hampshire                 0.104923\n",
      "New Jersey                    2.524101\n",
      "New Mexico                    0.178915\n",
      "New York                      8.396044\n",
      "North Carolina                3.124710\n",
      "North Dakota                  0.140751\n",
      "Northern Marianas Islands     0.009573\n",
      "Ohio                          3.049777\n",
      "Oklahoma                      2.509930\n",
      "Oregon                        0.740798\n",
      "Pennsylvania                  6.162713\n",
      "Puerto Rico                   0.005699\n",
      "Rhode Island                  0.160358\n",
      "South Carolina                0.669288\n",
      "South Dakota                  0.089187\n",
      "Tennessee                     1.893144\n",
      "Texas                         9.891684\n",
      "Utah                          0.464247\n",
      "Vermont                       0.129839\n",
      "Virginia                      1.598327\n",
      "Washington                    1.229416\n",
      "West Virginia                 0.695418\n",
      "Wisconsin                     1.499235\n",
      "Wyoming                       0.002606\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Alabama                       0.996409\n",
      "Alaska                        0.298576\n",
      "Arizona                       2.632126\n",
      "Arkansas                      0.576931\n",
      "California                   13.559685\n",
      "Colorado                      1.059534\n",
      "Connecticut                   0.387527\n",
      "Delaware                      0.350763\n",
      "District of Columbia (DC)     0.106261\n",
      "Florida                       7.306297\n",
      "Georgia                       2.937205\n",
      "Guam                          0.000589\n",
      "Hawaii                        0.293546\n",
      "Idaho                         0.494992\n",
      "Illinois                      5.101746\n",
      "Indiana                       1.536600\n",
      "Iowa                          0.569280\n",
      "Kansas                        0.451874\n",
      "Kentucky                      1.932021\n",
      "Louisiana                     0.785680\n",
      "Maine                         0.092160\n",
      "Maryland                      2.872046\n",
      "Massachusetts                 1.449157\n",
      "Michigan                      3.267513\n",
      "Minnesota                     0.939617\n",
      "Mississippi                   0.790166\n",
      "Missouri                      1.842688\n",
      "Montana                       0.435248\n",
      "Nebraska                      0.545883\n",
      "Nevada                        1.772058\n",
      "New Hampshire                 0.058572\n",
      "New Jersey                    2.444384\n",
      "New Mexico                    0.177090\n",
      "New York                      8.394339\n",
      "North Carolina                2.926172\n",
      "North Dakota                  0.208151\n",
      "Northern Marianas Islands     0.009159\n",
      "Ohio                          3.303240\n",
      "Oklahoma                      2.240809\n",
      "Oregon                        0.734773\n",
      "Pennsylvania                  5.722789\n",
      "Puerto Rico                   0.003087\n",
      "Rhode Island                  0.069593\n",
      "South Carolina                0.719151\n",
      "South Dakota                  0.237638\n",
      "Tennessee                     2.149220\n",
      "Texas                         9.740387\n",
      "Utah                          0.387624\n",
      "Vermont                       0.115243\n",
      "Virginia                      1.492384\n",
      "Washington                    1.147284\n",
      "West Virginia                 0.610403\n",
      "Wisconsin                     1.723229\n",
      "Wyoming                       0.001095\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## urban_rural ##\n",
      "unweighted\n",
      "Rural       11.960268\n",
      "Suburban    54.855058\n",
      "Urban       33.184675\n",
      "Name: urban_rural, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Rural       14.121949\n",
      "Suburban    55.110877\n",
      "Urban       30.767175\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Rural       13.729268\n",
      "Suburban    55.336274\n",
      "Urban       30.934458\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Rural       13.917598\n",
      "Suburban    55.798492\n",
      "Urban       30.283910\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Rural       13.738613\n",
      "Suburban    55.631421\n",
      "Urban       30.629967\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Rural       14.257966\n",
      "Suburban    55.467531\n",
      "Urban       30.274504\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vegan ##\n",
      "unweighted\n",
      "True    1.135212\n",
      "Name: vegan, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    99.305992\n",
      "True      0.694008\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    99.492484\n",
      "True      0.507516\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    99.468382\n",
      "True      0.531618\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    99.468563\n",
      "True      0.531437\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    99.461443\n",
      "True      0.538557\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vegetarian ##\n",
      "unweighted\n",
      "True    4.135415\n",
      "Name: vegetarian, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    97.797344\n",
      "True      2.202656\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    97.965735\n",
      "True      2.034265\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    98.297227\n",
      "True      1.702773\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    98.507355\n",
      "True      1.492645\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    98.35952\n",
      "True      1.64048\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote2016 ##\n",
      "unweighted\n",
      "Did not vote       33.144131\n",
      "Donald Trump       18.730995\n",
      "Hillary Clinton    40.887898\n",
      "Other               7.236975\n",
      "Name: vote2016, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Did not vote       32.999055\n",
      "Donald Trump       30.895880\n",
      "Hillary Clinton    32.259102\n",
      "Other               3.845963\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Did not vote       24.522473\n",
      "Donald Trump       34.802650\n",
      "Hillary Clinton    36.362052\n",
      "Other               4.312825\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Did not vote       21.927263\n",
      "Donald Trump       36.284245\n",
      "Hillary Clinton    37.244292\n",
      "Other               4.544201\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Did not vote       24.700236\n",
      "Donald Trump       35.071175\n",
      "Hillary Clinton    35.835298\n",
      "Other               4.393291\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Did not vote       21.282101\n",
      "Donald Trump       38.716887\n",
      "Hillary Clinton    35.185538\n",
      "Other               4.815474\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_100pct_income_tax ##\n",
      "unweighted\n",
      "Don’t know / Undecided    15.446990\n",
      "Vote against / Oppose     70.930468\n",
      "Vote for / Support        13.622542\n",
      "Name: vote_measure_100pct_income_tax, dtype: float64\n",
      "-\n",
      "weighted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Don’t know / Undecided    12.158766\n",
      "Vote against / Oppose     71.962415\n",
      "Vote for / Support        15.878820\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided    11.286517\n",
      "Vote against / Oppose     72.012800\n",
      "Vote for / Support        16.700683\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided    11.143018\n",
      "Vote against / Oppose     72.733622\n",
      "Vote for / Support        16.123359\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     9.559682\n",
      "Vote against / Oppose     75.282702\n",
      "Vote for / Support        15.157615\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided    10.707634\n",
      "Vote against / Oppose     73.093548\n",
      "Vote for / Support        16.198818\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_22wk_abortion ##\n",
      "unweighted\n",
      "Don’t know / Undecided     1.662274\n",
      "NA - Not presented        17.393067\n",
      "Not presented             69.126292\n",
      "Vote against / Oppose      7.764038\n",
      "Vote for / Support         4.054328\n",
      "Name: vote_measure_22wk_abortion, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     1.600889\n",
      "NA - Not presented        11.764207\n",
      "Not presented             74.068518\n",
      "Vote against / Oppose      5.611218\n",
      "Vote for / Support         6.955169\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     1.448220\n",
      "NA - Not presented        11.988516\n",
      "Not presented             73.153317\n",
      "Vote against / Oppose      5.971635\n",
      "Vote for / Support         7.438313\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     1.528210\n",
      "NA - Not presented        12.085982\n",
      "Not presented             74.108579\n",
      "Vote against / Oppose      5.388837\n",
      "Vote for / Support         6.888392\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     1.613397\n",
      "NA - Not presented        12.640525\n",
      "Not presented             72.877535\n",
      "Vote against / Oppose      5.256804\n",
      "Vote for / Support         7.611739\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     1.444922\n",
      "NA - Not presented        11.865532\n",
      "Not presented             74.272859\n",
      "Vote against / Oppose      5.313742\n",
      "Vote for / Support         7.102945\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_al_citizen_voting ##\n",
      "unweighted\n",
      "Don’t know / Undecided     1.783904\n",
      "NA - Not presented        17.393067\n",
      "Not presented             67.930266\n",
      "Vote against / Oppose      5.736874\n",
      "Vote for / Support         7.155889\n",
      "Name: vote_measure_al_citizen_voting, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     1.538397\n",
      "NA - Not presented        11.764207\n",
      "Not presented             74.268440\n",
      "Vote against / Oppose      3.640207\n",
      "Vote for / Support         8.788749\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     1.499845\n",
      "NA - Not presented        11.988516\n",
      "Not presented             73.201028\n",
      "Vote against / Oppose      3.944810\n",
      "Vote for / Support         9.365802\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     1.404618\n",
      "NA - Not presented        12.085982\n",
      "Not presented             73.180882\n",
      "Vote against / Oppose      3.830212\n",
      "Vote for / Support         9.498307\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     1.170956\n",
      "NA - Not presented        12.640525\n",
      "Not presented             73.156759\n",
      "Vote against / Oppose      3.210962\n",
      "Vote for / Support         9.820797\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     1.331554\n",
      "NA - Not presented        11.865532\n",
      "Not presented             73.364191\n",
      "Vote against / Oppose      3.596212\n",
      "Vote for / Support         9.842512\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_alt_protein_funding ##\n",
      "unweighted\n",
      "Don’t know / Undecided     1.702818\n",
      "NA - Not presented        17.393067\n",
      "Not presented             65.882830\n",
      "Vote against / Oppose      3.527265\n",
      "Vote for / Support        11.494020\n",
      "Name: vote_measure_alt_protein_funding, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     3.097350\n",
      "NA - Not presented        11.764207\n",
      "Not presented             69.761470\n",
      "Vote against / Oppose      6.040056\n",
      "Vote for / Support         9.336917\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     1.725969\n",
      "NA - Not presented        11.988516\n",
      "Not presented             70.876367\n",
      "Vote against / Oppose      5.802766\n",
      "Vote for / Support         9.606383\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     1.750433\n",
      "NA - Not presented        12.085982\n",
      "Not presented             70.841160\n",
      "Vote against / Oppose      5.823208\n",
      "Vote for / Support         9.499217\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     2.456033\n",
      "NA - Not presented        12.640525\n",
      "Not presented             68.097985\n",
      "Vote against / Oppose      6.910456\n",
      "Vote for / Support         9.895001\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     1.743046\n",
      "NA - Not presented        11.865532\n",
      "Not presented             70.989315\n",
      "Vote against / Oppose      6.090159\n",
      "Vote for / Support         9.311948\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_ca_prop14_stem_cell ##\n",
      "unweighted\n",
      "Don’t know / Undecided     6.385567\n",
      "Not presented             66.085546\n",
      "Vote against / Oppose      5.676059\n",
      "Vote for / Support        21.852828\n",
      "Name: vote_measure_ca_prop14_stem_cell, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     5.677806\n",
      "Not presented             71.382895\n",
      "Vote against / Oppose      8.149360\n",
      "Vote for / Support        14.789939\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     5.067809\n",
      "Not presented             70.562575\n",
      "Vote against / Oppose      8.798212\n",
      "Vote for / Support        15.571404\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     5.233056\n",
      "Not presented             71.018708\n",
      "Vote against / Oppose      8.076914\n",
      "Vote for / Support        15.671322\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     5.284601\n",
      "Not presented             71.045284\n",
      "Vote against / Oppose      7.777487\n",
      "Vote for / Support        15.892628\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     5.160235\n",
      "Not presented             71.339234\n",
      "Vote against / Oppose      8.029476\n",
      "Vote for / Support        15.471055\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_ca_prop15_property_tax ##\n",
      "unweighted\n",
      "Don’t know / Undecided     6.547740\n",
      "Not presented             66.288263\n",
      "Vote against / Oppose      7.885668\n",
      "Vote for / Support        19.278330\n",
      "Name: vote_measure_ca_prop15_property_tax, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     5.357888\n",
      "Not presented             70.576003\n",
      "Vote against / Oppose      8.732418\n",
      "Vote for / Support        15.333690\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     4.904701\n",
      "Not presented             68.775533\n",
      "Vote against / Oppose      9.424195\n",
      "Vote for / Support        16.895571\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     4.832841\n",
      "Not presented             69.220329\n",
      "Vote against / Oppose      8.907112\n",
      "Vote for / Support        17.039718\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     4.740712\n",
      "Not presented             69.039071\n",
      "Vote against / Oppose      8.634064\n",
      "Vote for / Support        17.586153\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     4.770869\n",
      "Not presented             69.537416\n",
      "Vote against / Oppose      9.132926\n",
      "Vote for / Support        16.558789\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_ca_prop16_affirmative_action ##\n",
      "unweighted\n",
      "Don’t know / Undecided     6.304480\n",
      "Not presented             65.862558\n",
      "Vote against / Oppose     13.136023\n",
      "Vote for / Support        14.696939\n",
      "Name: vote_measure_ca_prop16_affirmative_action, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     5.396845\n",
      "Not presented             68.822761\n",
      "Vote against / Oppose     14.225884\n",
      "Vote for / Support        11.554510\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     3.653710\n",
      "Not presented             69.009352\n",
      "Vote against / Oppose     15.241119\n",
      "Vote for / Support        12.095819\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     3.824384\n",
      "Not presented             68.792467\n",
      "Vote against / Oppose     15.123762\n",
      "Vote for / Support        12.259387\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     3.818151\n",
      "Not presented             67.922992\n",
      "Vote against / Oppose     16.084817\n",
      "Vote for / Support        12.174040\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     3.620414\n",
      "Not presented             68.745624\n",
      "Vote against / Oppose     15.687855\n",
      "Vote for / Support        11.946108\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_ca_prop17_felon_vote ##\n",
      "unweighted\n",
      "Don’t know / Undecided     2.716400\n",
      "Not presented             66.815325\n",
      "Vote against / Oppose      6.608555\n",
      "Vote for / Support        23.859720\n",
      "Name: vote_measure_ca_prop17_felon_vote, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     3.476191\n",
      "Not presented             69.448791\n",
      "Vote against / Oppose      8.660515\n",
      "Vote for / Support        18.414503\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     1.955073\n",
      "Not presented             70.376373\n",
      "Vote against / Oppose      8.957496\n",
      "Vote for / Support        18.711058\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     2.005857\n",
      "Not presented             69.750136\n",
      "Vote against / Oppose      9.270849\n",
      "Vote for / Support        18.973158\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     2.093453\n",
      "Not presented             72.001833\n",
      "Vote against / Oppose      7.984729\n",
      "Vote for / Support        17.919984\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     1.918379\n",
      "Not presented             70.097418\n",
      "Vote against / Oppose      9.447580\n",
      "Vote for / Support        18.536623\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_ca_prop18_17yo_vote ##\n",
      "unweighted\n",
      "Don’t know / Undecided     2.229880\n",
      "Not presented             66.227448\n",
      "Vote against / Oppose      9.770930\n",
      "Vote for / Support        21.771741\n",
      "Name: vote_measure_ca_prop18_17yo_vote, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     2.103450\n",
      "Not presented             71.769754\n",
      "Vote against / Oppose     12.699344\n",
      "Vote for / Support        13.427453\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     1.720256\n",
      "Not presented             71.404390\n",
      "Vote against / Oppose     13.218106\n",
      "Vote for / Support        13.657249\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     1.827726\n",
      "Not presented             71.564583\n",
      "Vote against / Oppose     13.005099\n",
      "Vote for / Support        13.602592\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     2.016778\n",
      "Not presented             71.437747\n",
      "Vote against / Oppose     13.848914\n",
      "Vote for / Support        12.696561\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     1.864070\n",
      "Not presented             71.754505\n",
      "Vote against / Oppose     13.238829\n",
      "Vote for / Support        13.142596\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_ca_prop20_parole ##\n",
      "unweighted\n",
      "Don’t know / Undecided     6.953173\n",
      "Not presented             65.700385\n",
      "Vote against / Oppose     14.088790\n",
      "Vote for / Support        13.257653\n",
      "Name: vote_measure_ca_prop20_parole, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     5.787439\n",
      "Not presented             68.430988\n",
      "Vote against / Oppose     12.112124\n",
      "Vote for / Support        13.669448\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     5.308039\n",
      "Not presented             67.402835\n",
      "Vote against / Oppose     12.441281\n",
      "Vote for / Support        14.847845\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     5.191001\n",
      "Not presented             67.682322\n",
      "Vote against / Oppose     12.082484\n",
      "Vote for / Support        15.044193\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     5.883961\n",
      "Not presented             64.741285\n",
      "Vote against / Oppose     13.099875\n",
      "Vote for / Support        16.274880\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     5.136506\n",
      "Not presented             67.726117\n",
      "Vote against / Oppose     11.995369\n",
      "Vote for / Support        15.142008\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_ca_prop21_rent_control ##\n",
      "unweighted\n",
      "Don’t know / Undecided     8.737077\n",
      "Not presented             65.882830\n",
      "Vote against / Oppose      8.818163\n",
      "Vote for / Support        16.561930\n",
      "Name: vote_measure_ca_prop21_rent_control, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     8.691377\n",
      "Not presented             69.607252\n",
      "Vote against / Oppose      8.952557\n",
      "Vote for / Support        12.748813\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     7.627492\n",
      "Not presented             69.914201\n",
      "Vote against / Oppose      9.029154\n",
      "Vote for / Support        13.429153\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     7.635510\n",
      "Not presented             69.441093\n",
      "Vote against / Oppose      9.279047\n",
      "Vote for / Support        13.644350\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     8.540185\n",
      "Not presented             68.595725\n",
      "Vote against / Oppose      9.307159\n",
      "Vote for / Support        13.556931\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     7.489470\n",
      "Not presented             69.515697\n",
      "Vote against / Oppose      9.484295\n",
      "Vote for / Support        13.510538\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_ca_prop22_rideshare ##\n",
      "unweighted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Don’t know / Undecided     5.838232\n",
      "Not presented             66.308534\n",
      "Vote against / Oppose     14.615852\n",
      "Vote for / Support        13.237381\n",
      "Name: vote_measure_ca_prop22_rideshare, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     5.371264\n",
      "Not presented             72.554261\n",
      "Vote against / Oppose      9.121804\n",
      "Vote for / Support        12.952671\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     3.400204\n",
      "Not presented             73.784276\n",
      "Vote against / Oppose      9.238601\n",
      "Vote for / Support        13.576919\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     3.595822\n",
      "Not presented             73.183477\n",
      "Vote against / Oppose      9.360232\n",
      "Vote for / Support        13.860469\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     3.383051\n",
      "Not presented             72.834829\n",
      "Vote against / Oppose      9.032756\n",
      "Vote for / Support        14.749364\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     3.482311\n",
      "Not presented             73.399901\n",
      "Vote against / Oppose      9.357890\n",
      "Vote for / Support        13.759898\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_ca_prop23_dialysis ##\n",
      "unweighted\n",
      "Don’t know / Undecided     7.703223\n",
      "Not presented             65.213866\n",
      "Vote against / Oppose      8.818163\n",
      "Vote for / Support        18.264748\n",
      "Name: vote_measure_ca_prop23_dialysis, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     5.242368\n",
      "Not presented             69.720868\n",
      "Vote against / Oppose      8.834337\n",
      "Vote for / Support        16.202426\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     4.875848\n",
      "Not presented             69.846117\n",
      "Vote against / Oppose      8.395370\n",
      "Vote for / Support        16.882664\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     4.905194\n",
      "Not presented             69.560370\n",
      "Vote against / Oppose      8.747710\n",
      "Vote for / Support        16.786726\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     5.436378\n",
      "Not presented             68.447129\n",
      "Vote against / Oppose      9.574825\n",
      "Vote for / Support        16.541668\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     4.760943\n",
      "Not presented             69.738212\n",
      "Vote against / Oppose      8.856664\n",
      "Vote for / Support        16.644180\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_ca_prop25_bail ##\n",
      "unweighted\n",
      "Don’t know / Undecided     5.290898\n",
      "Not presented             66.470707\n",
      "Vote against / Oppose      7.764038\n",
      "Vote for / Support        20.474356\n",
      "Name: vote_measure_ca_prop25_bail, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     3.424874\n",
      "Not presented             73.572770\n",
      "Vote against / Oppose      7.862662\n",
      "Vote for / Support        15.139694\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     2.970870\n",
      "Not presented             73.016223\n",
      "Vote against / Oppose      7.778073\n",
      "Vote for / Support        16.234834\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     3.011652\n",
      "Not presented             73.098663\n",
      "Vote against / Oppose      7.875389\n",
      "Vote for / Support        16.014296\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     2.852367\n",
      "Not presented             72.809907\n",
      "Vote against / Oppose      7.596929\n",
      "Vote for / Support        16.740797\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     3.046507\n",
      "Not presented             73.221619\n",
      "Vote against / Oppose      7.949147\n",
      "Vote for / Support        15.782727\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_cage_free ##\n",
      "unweighted\n",
      "Don’t know / Undecided     1.317657\n",
      "NA - Not presented        17.393067\n",
      "Not presented             65.720657\n",
      "Vote against / Oppose      2.229880\n",
      "Vote for / Support        13.338739\n",
      "Name: vote_measure_cage_free, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     1.865355\n",
      "NA - Not presented        11.764207\n",
      "Not presented             69.395560\n",
      "Vote against / Oppose      3.347324\n",
      "Vote for / Support        13.627554\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     1.668129\n",
      "NA - Not presented        11.988516\n",
      "Not presented             69.260288\n",
      "Vote against / Oppose      2.663246\n",
      "Vote for / Support        14.419821\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     1.537056\n",
      "NA - Not presented        12.085982\n",
      "Not presented             69.014298\n",
      "Vote against / Oppose      2.896821\n",
      "Vote for / Support        14.465842\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     1.190925\n",
      "NA - Not presented        12.640525\n",
      "Not presented             69.554838\n",
      "Vote against / Oppose      2.367551\n",
      "Vote for / Support        14.246161\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     1.444922\n",
      "NA - Not presented        11.865532\n",
      "Not presented             69.350110\n",
      "Vote against / Oppose      2.908613\n",
      "Vote for / Support        14.430822\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_cig_tax ##\n",
      "unweighted\n",
      "Don’t know / Undecided     0.810866\n",
      "NA - Not presented        17.393067\n",
      "Not presented             68.741131\n",
      "Vote against / Oppose      2.452868\n",
      "Vote for / Support        10.602068\n",
      "Name: vote_measure_cig_tax, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     0.740639\n",
      "NA - Not presented        11.764207\n",
      "Not presented             75.561196\n",
      "Vote against / Oppose      3.665080\n",
      "Vote for / Support         8.268877\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     0.713363\n",
      "NA - Not presented        11.988516\n",
      "Not presented             75.329920\n",
      "Vote against / Oppose      3.617411\n",
      "Vote for / Support         8.350791\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     0.771788\n",
      "NA - Not presented        12.085982\n",
      "Not presented             74.981123\n",
      "Vote against / Oppose      3.629616\n",
      "Vote for / Support         8.531491\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     0.809960\n",
      "NA - Not presented        12.640525\n",
      "Not presented             74.216691\n",
      "Vote against / Oppose      3.964357\n",
      "Vote for / Support         8.368467\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     0.752424\n",
      "NA - Not presented        11.865532\n",
      "Not presented             75.039126\n",
      "Vote against / Oppose      3.793882\n",
      "Vote for / Support         8.549036\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_co_gray_wolf ##\n",
      "unweighted\n",
      "Don’t know / Undecided     2.615042\n",
      "NA - Not presented        17.393067\n",
      "Not presented             68.518143\n",
      "Vote against / Oppose      2.797486\n",
      "Vote for / Support         8.676262\n",
      "Name: vote_measure_co_gray_wolf, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     2.361974\n",
      "NA - Not presented        11.764207\n",
      "Not presented             73.305844\n",
      "Vote against / Oppose      4.142908\n",
      "Vote for / Support         8.425066\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     2.052414\n",
      "NA - Not presented        11.988516\n",
      "Not presented             73.129393\n",
      "Vote against / Oppose      3.990333\n",
      "Vote for / Support         8.839345\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     1.944855\n",
      "NA - Not presented        12.085982\n",
      "Not presented             73.735582\n",
      "Vote against / Oppose      3.886523\n",
      "Vote for / Support         8.347059\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     1.797500\n",
      "NA - Not presented        12.640525\n",
      "Not presented             73.622160\n",
      "Vote against / Oppose      4.029618\n",
      "Vote for / Support         7.910197\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     1.985586\n",
      "NA - Not presented        11.865532\n",
      "Not presented             74.047972\n",
      "Vote against / Oppose      3.937441\n",
      "Vote for / Support         8.163469\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_family_leave ##\n",
      "unweighted\n",
      "Don’t know / Undecided     2.027164\n",
      "NA - Not presented        17.393067\n",
      "Not presented             68.801946\n",
      "Vote against / Oppose      2.696128\n",
      "Vote for / Support         9.081695\n",
      "Name: vote_measure_family_leave, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     1.856159\n",
      "NA - Not presented        11.764207\n",
      "Not presented             73.703387\n",
      "Vote against / Oppose      4.625126\n",
      "Vote for / Support         8.051120\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     2.007996\n",
      "NA - Not presented        11.988516\n",
      "Not presented             73.774087\n",
      "Vote against / Oppose      4.961441\n",
      "Vote for / Support         7.267961\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     2.064646\n",
      "NA - Not presented        12.085982\n",
      "Not presented             73.138270\n",
      "Vote against / Oppose      5.107858\n",
      "Vote for / Support         7.603244\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     2.158692\n",
      "NA - Not presented        12.640525\n",
      "Not presented             73.525172\n",
      "Vote against / Oppose      4.647968\n",
      "Vote for / Support         7.027644\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     2.037955\n",
      "NA - Not presented        11.865532\n",
      "Not presented             73.354030\n",
      "Vote against / Oppose      5.242365\n",
      "Vote for / Support         7.500118\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_income_tax_for_educ ##\n",
      "unweighted\n",
      "Don’t know / Undecided     0.952767\n",
      "NA - Not presented        17.393067\n",
      "Not presented             69.065477\n",
      "Vote against / Oppose      2.858301\n",
      "Vote for / Support         9.730387\n",
      "Name: vote_measure_income_tax_for_educ, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     0.637140\n",
      "NA - Not presented        11.764207\n",
      "Not presented             70.687720\n",
      "Vote against / Oppose      5.596592\n",
      "Vote for / Support        11.314341\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     0.581018\n",
      "NA - Not presented        11.988516\n",
      "Not presented             69.963600\n",
      "Vote against / Oppose      5.892702\n",
      "Vote for / Support        11.574165\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     0.472510\n",
      "NA - Not presented        12.085982\n",
      "Not presented             69.674922\n",
      "Vote against / Oppose      6.065128\n",
      "Vote for / Support        11.701459\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     0.432856\n",
      "NA - Not presented        12.640525\n",
      "Not presented             69.685894\n",
      "Vote against / Oppose      6.673367\n",
      "Vote for / Support        10.567358\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     0.468463\n",
      "NA - Not presented        11.865532\n",
      "Not presented             69.655314\n",
      "Vote against / Oppose      6.352999\n",
      "Vote for / Support        11.657691\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_la_a1_abortion ##\n",
      "unweighted\n",
      "Don’t know / Undecided     1.337928\n",
      "NA - Not presented        17.393067\n",
      "Not presented             69.126292\n",
      "Vote against / Oppose      9.487128\n",
      "Vote for / Support         2.655585\n",
      "Name: vote_measure_la_a1_abortion, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     1.138676\n",
      "NA - Not presented        11.764207\n",
      "Not presented             74.298673\n",
      "Vote against / Oppose      6.956133\n",
      "Vote for / Support         5.842311\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     0.957214\n",
      "NA - Not presented        11.988516\n",
      "Not presented             73.808366\n",
      "Vote against / Oppose      7.256824\n",
      "Vote for / Support         5.989080\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     0.849193\n",
      "NA - Not presented        12.085982\n",
      "Not presented             74.124129\n",
      "Vote against / Oppose      7.417097\n",
      "Vote for / Support         5.523599\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     1.007732\n",
      "NA - Not presented        12.640525\n",
      "Not presented             74.694749\n",
      "Vote against / Oppose      6.637545\n",
      "Vote for / Support         5.019449\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     0.839523\n",
      "NA - Not presented        11.865532\n",
      "Not presented             74.493446\n",
      "Vote against / Oppose      7.089359\n",
      "Vote for / Support         5.712140\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_marijuana ##\n",
      "unweighted\n",
      "Don’t know / Undecided     0.891952\n",
      "NA - Not presented        17.393067\n",
      "Not presented             67.362660\n",
      "Vote against / Oppose      2.392054\n",
      "Vote for / Support        11.960268\n",
      "Name: vote_measure_marijuana, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     1.434868\n",
      "NA - Not presented        11.764207\n",
      "Not presented             71.144423\n",
      "Vote against / Oppose      5.489808\n",
      "Vote for / Support        10.166694\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     1.330571\n",
      "NA - Not presented        11.988516\n",
      "Not presented             70.611434\n",
      "Vote against / Oppose      5.307206\n",
      "Vote for / Support        10.762273\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     1.272519\n",
      "NA - Not presented        12.085982\n",
      "Not presented             70.247935\n",
      "Vote against / Oppose      5.495129\n",
      "Vote for / Support        10.898435\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     1.294481\n",
      "NA - Not presented        12.640525\n",
      "Not presented             69.545512\n",
      "Vote against / Oppose      5.451082\n",
      "Vote for / Support        11.068400\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     1.212495\n",
      "NA - Not presented        11.865532\n",
      "Not presented             70.170744\n",
      "Vote against / Oppose      5.714915\n",
      "Vote for / Support        11.036314\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_mi_prop2_electronic_privacy ##\n",
      "unweighted\n",
      "Don’t know / Undecided     1.033854\n",
      "NA - Not presented        17.393067\n",
      "Not presented             69.106021\n",
      "Vote against / Oppose      1.885263\n",
      "Vote for / Support        10.581796\n",
      "Name: vote_measure_mi_prop2_electronic_privacy, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     1.317480\n",
      "NA - Not presented        11.764207\n",
      "Not presented             73.694798\n",
      "Vote against / Oppose      2.659713\n",
      "Vote for / Support        10.563802\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     1.185817\n",
      "NA - Not presented        11.988516\n",
      "Not presented             73.485860\n",
      "Vote against / Oppose      2.348174\n",
      "Vote for / Support        10.991632\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     1.257931\n",
      "NA - Not presented        12.085982\n",
      "Not presented             72.960250\n",
      "Vote against / Oppose      2.277415\n",
      "Vote for / Support        11.418423\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     0.942476\n",
      "NA - Not presented        12.640525\n",
      "Not presented             73.175472\n",
      "Vote against / Oppose      1.824191\n",
      "Vote for / Support        11.417336\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     1.268939\n",
      "NA - Not presented        11.865532\n",
      "Not presented             73.183709\n",
      "Vote against / Oppose      2.215334\n",
      "Vote for / Support        11.466487\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_min_wage ##\n",
      "unweighted\n",
      "Don’t know / Undecided     0.871681\n",
      "NA - Not presented        17.393067\n",
      "Not presented             68.720860\n",
      "Vote against / Oppose      2.655585\n",
      "Vote for / Support        10.358808\n",
      "Name: vote_measure_min_wage, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     1.223631\n",
      "NA - Not presented        11.764207\n",
      "Not presented             73.306427\n",
      "Vote against / Oppose      3.105346\n",
      "Vote for / Support        10.600388\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     1.167119\n",
      "NA - Not presented        11.988516\n",
      "Not presented             73.101816\n",
      "Vote against / Oppose      3.375230\n",
      "Vote for / Support        10.367319\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     0.976788\n",
      "NA - Not presented        12.085982\n",
      "Not presented             73.407415\n",
      "Vote against / Oppose      3.042766\n",
      "Vote for / Support        10.487050\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     1.148874\n",
      "NA - Not presented        12.640525\n",
      "Not presented             72.590227\n",
      "Vote against / Oppose      3.555791\n",
      "Vote for / Support        10.064583\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     0.975774\n",
      "NA - Not presented        11.865532\n",
      "Not presented             73.714363\n",
      "Vote against / Oppose      3.114647\n",
      "Vote for / Support        10.329684\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_mt_firearms ##\n",
      "unweighted\n",
      "Don’t know / Undecided     2.878573\n",
      "NA - Not presented        17.393067\n",
      "Not presented             69.268194\n",
      "Vote against / Oppose      6.446382\n",
      "Vote for / Support         4.013785\n",
      "Name: vote_measure_mt_firearms, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     2.954778\n",
      "NA - Not presented        11.764207\n",
      "Not presented             74.468239\n",
      "Vote against / Oppose      4.888117\n",
      "Vote for / Support         5.924660\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     2.553690\n",
      "NA - Not presented        11.988516\n",
      "Not presented             74.427735\n",
      "Vote against / Oppose      4.555676\n",
      "Vote for / Support         6.474384\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     2.701463\n",
      "NA - Not presented        12.085982\n",
      "Not presented             73.902973\n",
      "Vote against / Oppose      4.651975\n",
      "Vote for / Support         6.657606\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     3.104637\n",
      "NA - Not presented        12.640525\n",
      "Not presented             71.329587\n",
      "Vote against / Oppose      4.683234\n",
      "Vote for / Support         8.242017\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     2.682544\n",
      "NA - Not presented        11.865532\n",
      "Not presented             73.867588\n",
      "Vote against / Oppose      4.619390\n",
      "Vote for / Support         6.964945\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_ne428_payday_cap ##\n",
      "unweighted\n",
      "Don’t know / Undecided     2.128522\n",
      "NA - Not presented        17.393067\n",
      "Not presented             68.720860\n",
      "Vote against / Oppose      1.966349\n",
      "Vote for / Support         9.791202\n",
      "Name: vote_measure_ne428_payday_cap, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     1.531140\n",
      "NA - Not presented        11.764207\n",
      "Not presented             74.546475\n",
      "Vote against / Oppose      2.577427\n",
      "Vote for / Support         9.580751\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     1.065249\n",
      "NA - Not presented        11.988516\n",
      "Not presented             74.378826\n",
      "Vote against / Oppose      2.203870\n",
      "Vote for / Support        10.363539\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     1.078635\n",
      "NA - Not presented        12.085982\n",
      "Not presented             73.948412\n",
      "Vote against / Oppose      2.370091\n",
      "Vote for / Support        10.516880\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     1.069502\n",
      "NA - Not presented        12.640525\n",
      "Not presented             72.121391\n",
      "Vote against / Oppose      2.482798\n",
      "Vote for / Support        11.685783\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     1.086742\n",
      "NA - Not presented        11.865532\n",
      "Not presented             74.167257\n",
      "Vote against / Oppose      2.469467\n",
      "Vote for / Support        10.411001\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_no_insect_feed ##\n",
      "unweighted\n",
      "Don’t know / Undecided     3.628624\n",
      "NA - Not presented        17.393067\n",
      "Not presented             66.267991\n",
      "Vote against / Oppose      9.000608\n",
      "Vote for / Support         3.709710\n",
      "Name: vote_measure_no_insect_feed, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     4.236037\n",
      "NA - Not presented        11.764207\n",
      "Not presented             69.699681\n",
      "Vote against / Oppose      9.258132\n",
      "Vote for / Support         5.041943\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     4.265992\n",
      "NA - Not presented        11.988516\n",
      "Not presented             68.544760\n",
      "Vote against / Oppose      9.776549\n",
      "Vote for / Support         5.424183\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     4.354654\n",
      "NA - Not presented        12.085982\n",
      "Not presented             68.632496\n",
      "Vote against / Oppose      9.430180\n",
      "Vote for / Support         5.496688\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     4.392790\n",
      "NA - Not presented        12.640525\n",
      "Not presented             68.179375\n",
      "Vote against / Oppose      9.462034\n",
      "Vote for / Support         5.325276\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     4.404668\n",
      "NA - Not presented        11.865532\n",
      "Not presented             68.418135\n",
      "Vote against / Oppose      9.694851\n",
      "Vote for / Support         5.616814\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_no_labeling ##\n",
      "unweighted\n",
      "Don’t know / Undecided     1.966349\n",
      "NA - Not presented        17.393067\n",
      "Not presented             66.105818\n",
      "Vote against / Oppose      8.412731\n",
      "Vote for / Support         6.122035\n",
      "Name: vote_measure_no_labeling, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     1.999026\n",
      "NA - Not presented        11.764207\n",
      "Not presented             71.097481\n",
      "Vote against / Oppose      7.932985\n",
      "Vote for / Support         7.206301\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     1.924817\n",
      "NA - Not presented        11.988516\n",
      "Not presented             70.345667\n",
      "Vote against / Oppose      8.288846\n",
      "Vote for / Support         7.452155\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     1.995656\n",
      "NA - Not presented        12.085982\n",
      "Not presented             70.282233\n",
      "Vote against / Oppose      8.251213\n",
      "Vote for / Support         7.384916\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     1.552163\n",
      "NA - Not presented        12.640525\n",
      "Not presented             70.430267\n",
      "Vote against / Oppose      7.900858\n",
      "Vote for / Support         7.476188\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     1.908671\n",
      "NA - Not presented        11.865532\n",
      "Not presented             70.539857\n",
      "Vote against / Oppose      8.349973\n",
      "Vote for / Support         7.335967\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_no_slavery ##\n",
      "unweighted\n",
      "Don’t know / Undecided     1.135212\n",
      "NA - Not presented        17.393067\n",
      "Not presented             69.369552\n",
      "Vote against / Oppose      2.189337\n",
      "Vote for / Support         9.912832\n",
      "Name: vote_measure_no_slavery, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     1.463645\n",
      "NA - Not presented        11.764207\n",
      "Not presented             71.940799\n",
      "Vote against / Oppose      3.284906\n",
      "Vote for / Support        11.546443\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     1.559209\n",
      "NA - Not presented        11.988516\n",
      "Not presented             72.246707\n",
      "Vote against / Oppose      2.221390\n",
      "Vote for / Support        11.984177\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     1.356814\n",
      "NA - Not presented        12.085982\n",
      "Not presented             72.154586\n",
      "Vote against / Oppose      2.392394\n",
      "Vote for / Support        12.010225\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     0.921433\n",
      "NA - Not presented        12.640525\n",
      "Not presented             72.319573\n",
      "Vote against / Oppose      2.368706\n",
      "Vote for / Support        11.749763\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     1.311859\n",
      "NA - Not presented        11.865532\n",
      "Not presented             72.482085\n",
      "Vote against / Oppose      2.327672\n",
      "Vote for / Support        12.012852\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_nvq6_renewables_mandate ##\n",
      "unweighted\n",
      "Don’t know / Undecided     1.236570\n",
      "NA - Not presented        17.393067\n",
      "Not presented             69.106021\n",
      "Vote against / Oppose      2.331239\n",
      "Vote for / Support         9.933104\n",
      "Name: vote_measure_nvq6_renewables_mandate, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     0.959343\n",
      "NA - Not presented        11.764207\n",
      "Not presented             76.396497\n",
      "Vote against / Oppose      3.626570\n",
      "Vote for / Support         7.253382\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     0.828127\n",
      "NA - Not presented        11.988516\n",
      "Not presented             76.254504\n",
      "Vote against / Oppose      3.729788\n",
      "Vote for / Support         7.199066\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     0.746178\n",
      "NA - Not presented        12.085982\n",
      "Not presented             76.790662\n",
      "Vote against / Oppose      3.572777\n",
      "Vote for / Support         6.804402\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     0.716061\n",
      "NA - Not presented        12.640525\n",
      "Not presented             75.569358\n",
      "Vote against / Oppose      5.086518\n",
      "Vote for / Support         5.987537\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     0.721094\n",
      "NA - Not presented        11.865532\n",
      "Not presented             77.026964\n",
      "Vote against / Oppose      3.835232\n",
      "Vote for / Support         6.551177\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_primate_rights ##\n",
      "unweighted\n",
      "Don’t know / Undecided     3.628624\n",
      "NA - Not presented        17.393067\n",
      "Not presented             69.653355\n",
      "Vote against / Oppose      4.196229\n",
      "Vote for / Support         5.128725\n",
      "Name: vote_measure_primate_rights, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     2.838251\n",
      "NA - Not presented        11.764207\n",
      "Not presented             75.200629\n",
      "Vote against / Oppose      5.482351\n",
      "Vote for / Support         4.714563\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     2.921754\n",
      "NA - Not presented        11.988516\n",
      "Not presented             75.000745\n",
      "Vote against / Oppose      5.139317\n",
      "Vote for / Support         4.949668\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     2.954884\n",
      "NA - Not presented        12.085982\n",
      "Not presented             74.574676\n",
      "Vote against / Oppose      5.347450\n",
      "Vote for / Support         5.037008\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     3.200509\n",
      "NA - Not presented        12.640525\n",
      "Not presented             75.082192\n",
      "Vote against / Oppose      5.008897\n",
      "Vote for / Support         4.067877\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     2.936924\n",
      "NA - Not presented        11.865532\n",
      "Not presented             74.707796\n",
      "Vote against / Oppose      5.481592\n",
      "Vote for / Support         5.008157\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_psilocybin ##\n",
      "unweighted\n",
      "Don’t know / Undecided     3.263734\n",
      "NA - Not presented        17.393067\n",
      "Not presented             66.450436\n",
      "Vote against / Oppose      2.878573\n",
      "Vote for / Support        10.014190\n",
      "Name: vote_measure_psilocybin, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     3.480020\n",
      "NA - Not presented        11.764207\n",
      "Not presented             72.988979\n",
      "Vote against / Oppose      4.667195\n",
      "Vote for / Support         7.099599\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     3.322839\n",
      "NA - Not presented        11.988516\n",
      "Not presented             73.018856\n",
      "Vote against / Oppose      4.761227\n",
      "Vote for / Support         6.908563\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     3.248467\n",
      "NA - Not presented        12.085982\n",
      "Not presented             72.885886\n",
      "Vote against / Oppose      4.708560\n",
      "Vote for / Support         7.071105\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     3.418151\n",
      "NA - Not presented        12.640525\n",
      "Not presented             73.175436\n",
      "Vote against / Oppose      4.305841\n",
      "Vote for / Support         6.460047\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     3.193338\n",
      "NA - Not presented        11.865532\n",
      "Not presented             73.240455\n",
      "Vote against / Oppose      4.720207\n",
      "Vote for / Support         6.980468\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_rank_choice ##\n",
      "unweighted\n",
      "Don’t know / Undecided     1.560916\n",
      "NA - Not presented        17.393067\n",
      "Not presented             69.369552\n",
      "Vote against / Oppose      4.155686\n",
      "Vote for / Support         7.520778\n",
      "Name: vote_measure_rank_choice, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     1.338561\n",
      "NA - Not presented        11.764207\n",
      "Not presented             73.455972\n",
      "Vote against / Oppose      6.684349\n",
      "Vote for / Support         6.756911\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     1.213109\n",
      "NA - Not presented        11.988516\n",
      "Not presented             73.080090\n",
      "Vote against / Oppose      7.198330\n",
      "Vote for / Support         6.519956\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     1.257056\n",
      "NA - Not presented        12.085982\n",
      "Not presented             73.468246\n",
      "Vote against / Oppose      7.029760\n",
      "Vote for / Support         6.158956\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     0.947995\n",
      "NA - Not presented        12.640525\n",
      "Not presented             74.066069\n",
      "Vote against / Oppose      6.722581\n",
      "Vote for / Support         5.622830\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     1.205275\n",
      "NA - Not presented        11.865532\n",
      "Not presented             73.641581\n",
      "Vote against / Oppose      7.194053\n",
      "Vote for / Support         6.093559\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_stand_ground ##\n",
      "unweighted\n",
      "Don’t know / Undecided     2.087979\n",
      "NA - Not presented        17.393067\n",
      "Not presented             68.599230\n",
      "Vote against / Oppose      6.101764\n",
      "Vote for / Support         5.817961\n",
      "Name: vote_measure_stand_ground, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     2.714024\n",
      "NA - Not presented        11.764207\n",
      "Not presented             73.853290\n",
      "Vote against / Oppose      4.654966\n",
      "Vote for / Support         7.013512\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     1.076979\n",
      "NA - Not presented        11.988516\n",
      "Not presented             74.736478\n",
      "Vote against / Oppose      4.836656\n",
      "Vote for / Support         7.361372\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Don’t know / Undecided     1.305505\n",
      "NA - Not presented        12.085982\n",
      "Not presented             74.261236\n",
      "Vote against / Oppose      5.097129\n",
      "Vote for / Support         7.250148\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     1.196973\n",
      "NA - Not presented        12.640525\n",
      "Not presented             73.904703\n",
      "Vote against / Oppose      5.405816\n",
      "Vote for / Support         6.851984\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     1.225324\n",
      "NA - Not presented        11.865532\n",
      "Not presented             74.637998\n",
      "Vote against / Oppose      4.882431\n",
      "Vote for / Support         7.388715\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_measure_utah_hunt ##\n",
      "unweighted\n",
      "Don’t know / Undecided     3.142104\n",
      "NA - Not presented        17.393067\n",
      "Not presented             68.538415\n",
      "Vote against / Oppose      5.858504\n",
      "Vote for / Support         5.067910\n",
      "Name: vote_measure_utah_hunt, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Don’t know / Undecided     3.129927\n",
      "NA - Not presented        11.764207\n",
      "Not presented             69.637140\n",
      "Vote against / Oppose      8.635224\n",
      "Vote for / Support         6.833503\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Don’t know / Undecided     2.676360\n",
      "NA - Not presented        11.988516\n",
      "Not presented             70.490156\n",
      "Vote against / Oppose      7.702927\n",
      "Vote for / Support         7.142042\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Don’t know / Undecided     2.485790\n",
      "NA - Not presented        12.085982\n",
      "Not presented             70.051849\n",
      "Vote against / Oppose      8.078516\n",
      "Vote for / Support         7.297863\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Don’t know / Undecided     3.261507\n",
      "NA - Not presented        12.640525\n",
      "Not presented             68.911929\n",
      "Vote against / Oppose      7.472000\n",
      "Vote for / Support         7.714040\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Don’t know / Undecided     2.427581\n",
      "NA - Not presented        11.865532\n",
      "Not presented             70.191347\n",
      "Vote against / Oppose      8.062311\n",
      "Vote for / Support         7.453229\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_method ##\n",
      "unweighted\n",
      "By mail               26.758565\n",
      "Don't know             0.040543\n",
      "In person              7.743766\n",
      "NA - Not presented    63.855666\n",
      "Other                  1.601460\n",
      "Name: vote_method, dtype: float64\n",
      "-\n",
      "weighted\n",
      "By mail               20.511044\n",
      "Don't know             0.174707\n",
      "In person             11.006021\n",
      "NA - Not presented    66.490443\n",
      "Other                  1.817785\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "By mail               23.395973\n",
      "Don't know             0.199426\n",
      "In person             12.563205\n",
      "NA - Not presented    61.766423\n",
      "Other                  2.074974\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "By mail               24.915112\n",
      "Don't know             0.212354\n",
      "In person             13.377661\n",
      "NA - Not presented    59.285381\n",
      "Other                  2.209491\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "By mail               25.170726\n",
      "Don't know             0.092190\n",
      "In person             13.624067\n",
      "NA - Not presented    58.968645\n",
      "Other                  2.144372\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "By mail               24.581312\n",
      "Don't know             0.197579\n",
      "In person             13.581947\n",
      "NA - Not presented    59.498394\n",
      "Other                  2.140767\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_method_plan ##\n",
      "unweighted\n",
      "By mail, and I’ve already requested and received my mail-in ballot    12.831948\n",
      "By mail, and I’ve already requested my mail-in ballot                  4.520576\n",
      "By mail, but I haven’t requested my mail-in ballot yet                 2.229880\n",
      "Don’t know                                                             2.635313\n",
      "In person before election day                                         13.298196\n",
      "In person on election day                                             19.176971\n",
      "NA - Not presented                                                    44.861139\n",
      "Other                                                                  0.445976\n",
      "Name: vote_method_plan, dtype: float64\n",
      "-\n",
      "weighted\n",
      "By mail, and I’ve already requested and received my mail-in ballot     7.834704\n",
      "By mail, and I’ve already requested my mail-in ballot                  4.054586\n",
      "By mail, but I haven’t requested my mail-in ballot yet                 1.460556\n",
      "Don’t know                                                             4.319140\n",
      "In person before election day                                         16.884089\n",
      "In person on election day                                             21.872864\n",
      "NA - Not presented                                                    43.126510\n",
      "Other                                                                  0.447551\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "By mail, and I’ve already requested and received my mail-in ballot     8.874527\n",
      "By mail, and I’ve already requested my mail-in ballot                  4.577071\n",
      "By mail, but I haven’t requested my mail-in ballot yet                 1.078250\n",
      "Don’t know                                                             2.407733\n",
      "In person before election day                                         18.775856\n",
      "In person on election day                                             24.350628\n",
      "NA - Not presented                                                    39.638025\n",
      "Other                                                                  0.297911\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "By mail, and I’ve already requested and received my mail-in ballot     8.721990\n",
      "By mail, and I’ve already requested my mail-in ballot                  3.623866\n",
      "By mail, but I haven’t requested my mail-in ballot yet                 0.746025\n",
      "Don’t know                                                             1.332883\n",
      "In person before election day                                         18.549405\n",
      "In person on election day                                             24.471945\n",
      "NA - Not presented                                                    42.334856\n",
      "Other                                                                  0.219030\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "By mail, and I’ve already requested and received my mail-in ballot     8.412839\n",
      "By mail, and I’ve already requested my mail-in ballot                  3.288948\n",
      "By mail, but I haven’t requested my mail-in ballot yet                 0.733207\n",
      "Don’t know                                                             1.761300\n",
      "In person before election day                                         17.761765\n",
      "In person on election day                                             25.135174\n",
      "NA - Not presented                                                    42.746604\n",
      "Other                                                                  0.160162\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "By mail, and I’ve already requested and received my mail-in ballot     8.562127\n",
      "By mail, and I’ve already requested my mail-in ballot                  3.542223\n",
      "By mail, but I haven’t requested my mail-in ballot yet                 0.720034\n",
      "Don’t know                                                             1.283052\n",
      "In person before election day                                         18.619315\n",
      "In person on election day                                             25.068372\n",
      "NA - Not presented                                                    41.996256\n",
      "Other                                                                  0.208621\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_rep ##\n",
      "unweighted\n",
      "A Democratic candidate    58.808028\n",
      "A Republican candidate    18.974255\n",
      "Another candidate          1.824448\n",
      "Do not intend to vote      7.682952\n",
      "I did not vote             0.810866\n",
      "Not decided               10.480438\n",
      "Unsure                     1.419015\n",
      "Name: vote_rep, dtype: float64\n",
      "-\n",
      "weighted\n",
      "A Democratic candidate    41.530995\n",
      "A Republican candidate    36.474810\n",
      "Another candidate          2.234793\n",
      "Do not intend to vote      7.631973\n",
      "I did not vote             0.603264\n",
      "Not decided               10.845431\n",
      "Unsure                     0.678734\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "A Democratic candidate    45.989211\n",
      "A Republican candidate    40.499173\n",
      "Another candidate          2.315928\n",
      "Do not intend to vote      2.118676\n",
      "I did not vote             0.688616\n",
      "Not decided                7.613631\n",
      "Unsure                     0.774765\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "A Democratic candidate    46.090747\n",
      "A Republican candidate    40.992672\n",
      "Another candidate          2.401705\n",
      "Do not intend to vote      1.907981\n",
      "I did not vote             0.733258\n",
      "Not decided                7.048644\n",
      "Unsure                     0.824992\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "A Democratic candidate    42.633287\n",
      "A Republican candidate    43.887907\n",
      "Another candidate          2.563250\n",
      "Do not intend to vote      2.208107\n",
      "I did not vote             0.720364\n",
      "Not decided                7.214037\n",
      "Unsure                     0.773048\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "A Democratic candidate    43.247972\n",
      "A Republican candidate    43.967377\n",
      "Another candidate          2.551672\n",
      "Do not intend to vote      1.798157\n",
      "I did not vote             0.768631\n",
      "Not decided                6.827427\n",
      "Unsure                     0.838764\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_senate ##\n",
      "unweighted\n",
      "A Democratic candidate                              54.510440\n",
      "A Republican candidate                              18.062031\n",
      "Another candidate                                    1.439286\n",
      "Do not intend to vote                                7.784310\n",
      "I did not vote                                       0.608149\n",
      "Not decided                                         10.520981\n",
      "There is no Senate election in my state in 2020      2.574498\n",
      "There was no Senate election in my state in 2020     3.243462\n",
      "Unsure                                               1.256842\n",
      "Name: vote_senate, dtype: float64\n",
      "-\n",
      "weighted\n",
      "A Democratic candidate                              38.905489\n",
      "A Republican candidate                              34.647005\n",
      "Another candidate                                    1.723727\n",
      "Do not intend to vote                                8.093381\n",
      "I did not vote                                       0.297441\n",
      "Not decided                                         11.984885\n",
      "There is no Senate election in my state in 2020      1.746338\n",
      "There was no Senate election in my state in 2020     1.976349\n",
      "Unsure                                               0.625384\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "A Democratic candidate                              43.039146\n",
      "A Republican candidate                              38.633096\n",
      "Another candidate                                    1.684794\n",
      "Do not intend to vote                                1.499805\n",
      "I did not vote                                       0.339524\n",
      "Not decided                                          9.849970\n",
      "There is no Senate election in my state in 2020      1.983826\n",
      "There was no Senate election in my state in 2020     2.255972\n",
      "Unsure                                               0.713866\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "A Democratic candidate                              43.436877\n",
      "A Republican candidate                              39.155532\n",
      "Another candidate                                    1.725248\n",
      "Do not intend to vote                                1.718343\n",
      "I did not vote                                       0.361535\n",
      "Not decided                                          8.434073\n",
      "There is no Senate election in my state in 2020      2.006023\n",
      "There was no Senate election in my state in 2020     2.402224\n",
      "Unsure                                               0.760145\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "A Democratic candidate                              40.669769\n",
      "A Republican candidate                              41.426981\n",
      "Another candidate                                    1.991612\n",
      "Do not intend to vote                                1.971644\n",
      "I did not vote                                       0.415933\n",
      "Not decided                                          8.349325\n",
      "There is no Senate election in my state in 2020      2.401215\n",
      "There was no Senate election in my state in 2020     1.903717\n",
      "Unsure                                               0.869803\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "A Democratic candidate                              40.864501\n",
      "A Republican candidate                              41.953129\n",
      "Another candidate                                    1.887768\n",
      "Do not intend to vote                                1.607311\n",
      "I did not vote                                       0.360945\n",
      "Not decided                                          8.211817\n",
      "There is no Senate election in my state in 2020      2.070155\n",
      "There was no Senate election in my state in 2020     2.306175\n",
      "Unsure                                               0.738198\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## vote_trump_biden ##\n",
      "unweighted\n",
      "Another candidate                4.034056\n",
      "Do not intend to vote            6.912629\n",
      "Donald Trump, the Republican    19.379688\n",
      "I did not vote                   0.101358\n",
      "Joe Biden, the Democrat         64.240827\n",
      "Not decided                      5.088182\n",
      "Unsure                           0.243260\n",
      "Name: vote_trump_biden, dtype: float64\n",
      "-\n",
      "weighted\n",
      "Another candidate                3.216178\n",
      "Do not intend to vote            7.638565\n",
      "Donald Trump, the Republican    37.059124\n",
      "I did not vote                   0.071860\n",
      "Joe Biden, the Democrat         45.972597\n",
      "Not decided                      5.871040\n",
      "Unsure                           0.170636\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "Another candidate                3.524077\n",
      "Do not intend to vote            1.340112\n",
      "Donald Trump, the Republican    40.456375\n",
      "I did not vote                   0.082027\n",
      "Joe Biden, the Democrat         50.218144\n",
      "Not decided                      4.184487\n",
      "Unsure                           0.194778\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "Another candidate                3.525661\n",
      "Do not intend to vote            1.321769\n",
      "Donald Trump, the Republican    40.822833\n",
      "I did not vote                   0.087345\n",
      "Joe Biden, the Democrat         50.516639\n",
      "Not decided                      3.518349\n",
      "Unsure                           0.207406\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "Another candidate                4.076176\n",
      "Do not intend to vote            1.339849\n",
      "Donald Trump, the Republican    43.488832\n",
      "I did not vote                   0.087486\n",
      "Joe Biden, the Democrat         47.546715\n",
      "Not decided                      3.241943\n",
      "Unsure                           0.218998\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "Another candidate                4.435464\n",
      "Do not intend to vote            1.199730\n",
      "Donald Trump, the Republican    43.884493\n",
      "I did not vote                   0.123568\n",
      "Joe Biden, the Democrat         47.001861\n",
      "Not decided                      3.058321\n",
      "Unsure                           0.296563\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## voted2016 ##\n",
      "unweighted\n",
      "False    33.144131\n",
      "Name: voted2016, dtype: float64\n",
      "-\n",
      "weighted\n",
      "False    32.999055\n",
      "True     67.000945\n",
      "dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "False    24.522473\n",
      "True     75.477527\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "False    21.927263\n",
      "True     78.072737\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "False    24.700236\n",
      "True     75.299764\n",
      "dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "False    21.282101\n",
      "True     78.717899\n",
      "dtype: float64\n",
      "-\n",
      "-\n",
      "-\n",
      "## weight ##\n",
      "unweighted\n",
      "0.006918     0.020272\n",
      "0.006953     0.020272\n",
      "0.007406     0.020272\n",
      "0.008796     0.020272\n",
      "0.009139     0.020272\n",
      "               ...   \n",
      "37.564639    0.020272\n",
      "40.780058    0.020272\n",
      "49.558090    0.020272\n",
      "54.348768    0.020272\n",
      "57.946437    0.020272\n",
      "Name: weight, Length: 4574, dtype: float64\n",
      "-\n",
      "weighted\n",
      "0.006918     0.000140\n",
      "0.006953     0.000141\n",
      "0.007406     0.000150\n",
      "0.008796     0.000178\n",
      "0.009139     0.000185\n",
      "               ...   \n",
      "37.564639    0.761497\n",
      "40.780058    0.826679\n",
      "49.558090    1.004624\n",
      "54.348768    1.101739\n",
      "57.946437    1.174669\n",
      "Name: weight, Length: 4574, dtype: float64\n",
      "-\n",
      "weighted + RV\n",
      "0.006918     0.000160\n",
      "0.006953     0.000161\n",
      "0.007406     0.000171\n",
      "0.008796     0.000204\n",
      "0.009139     0.000211\n",
      "               ...   \n",
      "37.564639    0.869237\n",
      "40.780058    0.943641\n",
      "49.558090    1.146763\n",
      "54.348768    1.257618\n",
      "57.946437    0.000000\n",
      "Length: 4574, dtype: float64\n",
      "-\n",
      "weighted + LV\n",
      "0.006918     0.000170\n",
      "0.006953     0.000171\n",
      "0.007406     0.000182\n",
      "0.008796     0.000217\n",
      "0.009139     0.000225\n",
      "               ...   \n",
      "37.564639    0.925588\n",
      "40.780058    1.004816\n",
      "49.558090    0.588485\n",
      "54.348768    1.339148\n",
      "57.946437    0.189226\n",
      "Length: 4574, dtype: float64\n",
      "-\n",
      "weighted + LV alt\n",
      "0.006918     0.000081\n",
      "0.006953     0.000080\n",
      "0.007406     0.000300\n",
      "0.008796     0.000098\n",
      "0.009139     0.000409\n",
      "               ...   \n",
      "37.564639    0.550750\n",
      "40.780058    1.369761\n",
      "49.558090    0.588117\n",
      "54.348768    1.469218\n",
      "57.946437    0.178599\n",
      "Length: 4574, dtype: float64\n",
      "-\n",
      "weighted + LV alt 2020\n",
      "0.006918     0.000159\n",
      "0.006953     0.000159\n",
      "0.007406     0.000230\n",
      "0.008796     0.000273\n",
      "0.009139     0.000210\n",
      "               ...   \n",
      "37.564639    0.995006\n",
      "40.780058    1.080176\n",
      "49.558090    0.632620\n",
      "54.348768    1.439582\n",
      "57.946437    0.164484\n",
      "Length: 4574, dtype: float64\n",
      "-\n",
      "-\n",
      "-\n"
     ]
    }
   ],
   "source": [
    "survey_ = survey.fillna('NA - Not presented')\n",
    "for var in sorted(list(survey.columns)):\n",
    "    print('## {} ##'.format(var))\n",
    "    print('unweighted')\n",
    "    print(survey_[var].value_counts(normalize=True)[sorted(survey_[var].unique())] * 100)\n",
    "    print('-')\n",
    "    print('weighted')\n",
    "    print(survey_[var].value_counts(normalize=True) * survey_.groupby(var)['weight'].mean() * 100)\n",
    "    print('-')\n",
    "    print('weighted + RV')\n",
    "    print(survey_[var].value_counts(normalize=True) * survey_.groupby(var)['rv_weight'].mean() * 100)\n",
    "    print('-')\n",
    "    print('weighted + LV')\n",
    "    print(survey_[var].value_counts(normalize=True) * survey_.groupby(var)['lv_weight'].mean() * 100)\n",
    "    print('-')\n",
    "    print('weighted + LV alt')\n",
    "    print(survey_[var].value_counts(normalize=True) * survey_.groupby(var)['lv_weight_alt'].mean() * 100)\n",
    "    print('-')\n",
    "    print('weighted + LV alt 2020')\n",
    "    print(survey_[var].value_counts(normalize=True) * survey_.groupby(var)['lv_weight_2020'].mean() * 100)\n",
    "    print('-')\n",
    "    print('-')\n",
    "    print('-')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## California National Weighting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## vote2016 ##\n",
      "Did not vote       0.974207\n",
      "Donald Trump       0.663662\n",
      "Hillary Clinton    1.240880\n",
      "Other              1.121250\n",
      "dtype: float64\n",
      "ERROR: 0.1788137960181947\n",
      "-\n",
      "-\n",
      "{'vote2016': 0.3363376957963128}\n",
      "TOTAL ERROR: 0.1788137960181947\n",
      "## gender ##\n",
      "Female               0.952850\n",
      "Male                 1.023651\n",
      "Other                1.050018\n",
      "Prefer not to say    0.973481\n",
      "dtype: float64\n",
      "ERROR: 0.03583059903010189\n",
      "-\n",
      "-\n",
      "## race ##\n",
      "Asian or Asian American      1.548276\n",
      "Black or African American    0.244783\n",
      "Hispanic or Latino           1.604736\n",
      "Other                        1.209373\n",
      "White or Caucasian           0.392831\n",
      "dtype: float64\n",
      "ERROR: 0.5994785017992587\n",
      "-\n",
      "-\n",
      "## education ##\n",
      "Completed graduate school     0.976028\n",
      "Graduated from college        0.902175\n",
      "Graduated from high school    0.679686\n",
      "Less than high school         1.499581\n",
      "Some college, no degree       0.942530\n",
      "dtype: float64\n",
      "ERROR: 0.10451208209855302\n",
      "-\n",
      "-\n",
      "## income ##\n",
      "Between $100,000 and $150,000    1.067702\n",
      "Between $15,000 and $49,999      0.982234\n",
      "Between $50,000 and $74,999      0.951880\n",
      "Between $75,000 and $99,999      0.985620\n",
      "Over $150,000                    1.001033\n",
      "Under $15,000                    1.011531\n",
      "dtype: float64\n",
      "ERROR: 0.025829577610564997\n",
      "-\n",
      "-\n",
      "## age ##\n",
      "18-24    1.038903\n",
      "25-44    1.234160\n",
      "45-64    0.813335\n",
      "65+      0.913602\n",
      "dtype: float64\n",
      "ERROR: 0.17839021628748697\n",
      "-\n",
      "-\n",
      "## vote2016 ##\n",
      "Did not vote       1.0\n",
      "Donald Trump       1.0\n",
      "Hillary Clinton    1.0\n",
      "Other              1.0\n",
      "dtype: float64\n",
      "ERROR: 1.2331735290550618e-15\n",
      "-\n",
      "-\n",
      "{'race': 0.7552170281140246, 'education': 0.4995805186655533, 'age': 0.23415995557889602, 'income': 0.06770186114438137, 'gender': 0.050018060704363654, 'vote2016': 2.3314683517128287e-15}\n",
      "TOTAL ERROR: 0.9440409768259668\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'errors': [0.03583059903010189,\n",
       "  0.5994785017992587,\n",
       "  0.10451208209855302,\n",
       "  0.025829577610564997,\n",
       "  0.17839021628748697,\n",
       "  1.2331735290550618e-15],\n",
       " 'error_table': {'race': 0.7552170281140246,\n",
       "  'education': 0.4995805186655533,\n",
       "  'age': 0.23415995557889602,\n",
       "  'income': 0.06770186114438137,\n",
       "  'gender': 0.050018060704363654,\n",
       "  'vote2016': 2.3314683517128287e-15},\n",
       " 'weights': {'gender': Female               0.952850\n",
       "  Male                 1.023651\n",
       "  Other                1.050018\n",
       "  Prefer not to say    0.973481\n",
       "  dtype: float64,\n",
       "  'race': Asian or Asian American      1.548276\n",
       "  Black or African American    0.244783\n",
       "  Hispanic or Latino           1.604736\n",
       "  Other                        1.209373\n",
       "  White or Caucasian           0.392831\n",
       "  dtype: float64,\n",
       "  'education': Completed graduate school     0.976028\n",
       "  Graduated from college        0.902175\n",
       "  Graduated from high school    0.679686\n",
       "  Less than high school         1.499581\n",
       "  Some college, no degree       0.942530\n",
       "  dtype: float64,\n",
       "  'income': Between $100,000 and $150,000    1.067702\n",
       "  Between $15,000 and $49,999      0.982234\n",
       "  Between $50,000 and $74,999      0.951880\n",
       "  Between $75,000 and $99,999      0.985620\n",
       "  Over $150,000                    1.001033\n",
       "  Under $15,000                    1.011531\n",
       "  dtype: float64,\n",
       "  'age': 18-24    1.038903\n",
       "  25-44    1.234160\n",
       "  45-64    0.813335\n",
       "  65+      0.913602\n",
       "  dtype: float64,\n",
       "  'vote2016': Did not vote       1.0\n",
       "  Donald Trump       1.0\n",
       "  Hillary Clinton    1.0\n",
       "  Other              1.0\n",
       "  dtype: float64},\n",
       " 'total_error': 0.9440409768259668}"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ca_national_survey = survey.copy()\n",
    "demographics = ['gender', 'race', 'education', 'income', 'age', 'vote2016']\n",
    "output = run_weighting_iteration(ca_national_survey, census='US_CA', weigh_on=['vote2016'])\n",
    "ca_potus_weights = output['weights']['vote2016']\n",
    "ca_potus_weights = ca_national_survey['vote2016'].astype(str).replace(ca_potus_weights)\n",
    "ca_national_survey['weight'] = normalize_weights(ca_national_survey['weight'] * ca_potus_weights)\n",
    "ca_national_survey['lv_weight'] = normalize_weights(ca_national_survey['weight'] * ca_national_survey['lv_index'])\n",
    "ca_national_survey['rv_weight'] = normalize_weights(ca_national_survey['weight'] * ca_national_survey['rv_index'])\n",
    "run_weighting_iteration(ca_national_survey, census='US_CA', weigh_on=demographics)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "ca_national_survey['lv_weight_alt'] = ca_national_survey['lv_weight']\n",
    "ca_national_survey.loc[(~ca_national_survey['voted2016']) & (ca_national_survey['vote_trump_biden'] == 'Donald Trump, the Republican'), 'lv_weight_alt'] *= 1.662\n",
    "ca_national_survey['lv_weight_alt'] = normalize_weights(ca_national_survey['lv_weight_alt'])\n",
    "\n",
    "vote2020 = {'vote_trump_biden': {'Donald Trump, the Republican': 0.336, 'Joe Biden, the Democrat': 0.643}}\n",
    "output = run_weighting_iteration(ca_national_survey, census=vote2020, weigh_on=['vote_trump_biden'], verbose=0)\n",
    "weights2020 = output['weights']['vote_trump_biden']\n",
    "weights2020 = ca_national_survey['vote_trump_biden'].astype(str).replace(weights2020)\n",
    "ca_national_survey['lv_weight_2020'] = ca_national_survey['lv_weight'] * weights2020\n",
    "ca_national_survey['lv_weight_2020'] = normalize_weights(ca_national_survey['lv_weight_2020'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "ca_national_survey.to_csv('responses_processed_ca_weighted.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## California State Weighting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## gender ##\n",
      "Female               1.424568\n",
      "Male                 1.038210\n",
      "Other                0.581135\n",
      "Prefer not to say    0.956088\n",
      "dtype: float64\n",
      "ERROR: 0.22001982145762808\n",
      "-\n",
      "-\n",
      "## race ##\n",
      "Asian or Asian American      0.886883\n",
      "Black or African American    0.957693\n",
      "Hispanic or Latino           1.318781\n",
      "Other                        0.949486\n",
      "White or Caucasian           0.887157\n",
      "dtype: float64\n",
      "ERROR: 0.13531555562642267\n",
      "-\n",
      "-\n",
      "## education ##\n",
      "Completed graduate school     0.993779\n",
      "Graduated from college        0.878140\n",
      "Graduated from high school    0.738909\n",
      "Less than high school         1.513204\n",
      "Some college, no degree       0.875968\n",
      "dtype: float64\n",
      "ERROR: 0.12371930957772853\n",
      "-\n",
      "-\n",
      "## income ##\n",
      "Between $100,000 and $150,000    0.730080\n",
      "Between $15,000 and $49,999      1.246111\n",
      "Between $50,000 and $74,999      1.574756\n",
      "Between $75,000 and $99,999      1.009429\n",
      "Over $150,000                    0.544368\n",
      "Under $15,000                    0.895256\n",
      "dtype: float64\n",
      "ERROR: 0.2446006182195892\n",
      "-\n",
      "-\n",
      "## age ##\n",
      "18-24    0.706663\n",
      "25-44    1.068188\n",
      "45-64    0.923485\n",
      "65+      1.301664\n",
      "dtype: float64\n",
      "ERROR: 0.13533782067335848\n",
      "-\n",
      "-\n",
      "## vote2016 ##\n",
      "Did not vote       0.799910\n",
      "Donald Trump       0.814265\n",
      "Hillary Clinton    0.763686\n",
      "Other              1.622139\n",
      "dtype: float64\n",
      "ERROR: 0.23957388919474507\n",
      "-\n",
      "-\n",
      "{'vote2016': 0.6221392086744117, 'income': 0.5747560253627193, 'education': 0.513204426985705, 'gender': 0.42456772083682526, 'race': 0.318781243520887, 'age': 0.3016641021732185}\n",
      "TOTAL ERROR: 1.098567014749472\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'errors': [0.22001982145762808,\n",
       "  0.13531555562642267,\n",
       "  0.12371930957772853,\n",
       "  0.2446006182195892,\n",
       "  0.13533782067335848,\n",
       "  0.23957388919474507],\n",
       " 'error_table': {'vote2016': 0.6221392086744117,\n",
       "  'income': 0.5747560253627193,\n",
       "  'education': 0.513204426985705,\n",
       "  'gender': 0.42456772083682526,\n",
       "  'race': 0.318781243520887,\n",
       "  'age': 0.3016641021732185},\n",
       " 'weights': {'gender': Female               1.424568\n",
       "  Male                 1.038210\n",
       "  Other                0.581135\n",
       "  Prefer not to say    0.956088\n",
       "  dtype: float64,\n",
       "  'race': Asian or Asian American      0.886883\n",
       "  Black or African American    0.957693\n",
       "  Hispanic or Latino           1.318781\n",
       "  Other                        0.949486\n",
       "  White or Caucasian           0.887157\n",
       "  dtype: float64,\n",
       "  'education': Completed graduate school     0.993779\n",
       "  Graduated from college        0.878140\n",
       "  Graduated from high school    0.738909\n",
       "  Less than high school         1.513204\n",
       "  Some college, no degree       0.875968\n",
       "  dtype: float64,\n",
       "  'income': Between $100,000 and $150,000    0.730080\n",
       "  Between $15,000 and $49,999      1.246111\n",
       "  Between $50,000 and $74,999      1.574756\n",
       "  Between $75,000 and $99,999      1.009429\n",
       "  Over $150,000                    0.544368\n",
       "  Under $15,000                    0.895256\n",
       "  dtype: float64,\n",
       "  'age': 18-24    0.706663\n",
       "  25-44    1.068188\n",
       "  45-64    0.923485\n",
       "  65+      1.301664\n",
       "  dtype: float64,\n",
       "  'vote2016': Did not vote       0.799910\n",
       "  Donald Trump       0.814265\n",
       "  Hillary Clinton    0.763686\n",
       "  Other              1.622139\n",
       "  dtype: float64},\n",
       " 'total_error': 1.098567014749472}"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ca_state_survey = survey.copy()\n",
    "ca_state_survey = ca_state_survey.loc[ca_state_survey['state'] == 'California']\n",
    "demographics = ['gender', 'race', 'education', 'income', 'age', 'vote2016']\n",
    "run_weighting_iteration(ca_state_survey, weigh_on=demographics, census='US_CA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ITER 1/1 - initialization - ERROR 30\n",
      "ITER 2/30 - weight gender - ERROR 2.5873486101860426\n",
      "ITER 3/30 - weight race - ERROR 2.496823662180782\n",
      "ITER 4/30 - weight education - ERROR 2.2168866711259874\n",
      "ITER 5/30 - weight income - ERROR 1.8420000790794464\n",
      "ITER 6/30 - weight age - ERROR 1.3000938118401266\n",
      "ITER 7/30 - weight vote2016 - ERROR 1.2346875178930459\n",
      "ITER 8/30 - weight gender - ERROR 0.8184395610450931\n",
      "ITER 9/30 - weight education - ERROR 0.9586451984915771\n",
      "ITER 10/30 - weight race - ERROR 1.0059750728108308\n",
      "ITER 11/30 - weight gender - ERROR 0.5691838478042431\n",
      "ITER 12/30 - weight age - ERROR 0.5083163536795938\n",
      "ITER 13/30 - weight education - ERROR 0.45131633087885\n",
      "ITER 14/30 - weight gender - ERROR 0.37386037854931753\n",
      "ITER 15/30 - weight race - ERROR 0.4265763154243949\n",
      "ITER 16/30 - weight age - ERROR 0.27355439992304004\n",
      "ITER 17/30 - weight education - ERROR 0.34357531123150914\n",
      "ITER 18/30 - weight gender - ERROR 0.263303355932926\n",
      "ITER 19/30 - weight income - ERROR 0.19432276732579046\n",
      "ITER 20/30 - weight race - ERROR 0.19274694845030052\n",
      "ITER 21/30 - weight education - ERROR 0.2506640087743492\n",
      "ITER 22/30 - weight age - ERROR 0.1667746058946767\n",
      "ITER 23/30 - weight vote2016 - ERROR 0.137150246881381\n",
      "ITER 24/30 - weight gender - ERROR 0.09734088091926604\n",
      "ITER 25/30 - weight race - ERROR 0.12332301142863988\n",
      "ITER 26/30 - weight education - ERROR 0.15644011214838932\n",
      "ITER 27/30 - weight gender - ERROR 0.10853473693193934\n",
      "ITER 28/30 - weight income - ERROR 0.08807467561073534\n",
      "ITER 29/30 - weight age - ERROR 0.1058305123793545\n",
      "ITER 30/30 - weight education - ERROR 0.08647694627418084\n",
      "Done - FINAL ERROR 0.08647694627418084 - MAX WEIGHT 37.588093112866645 - MIN WEIGHT 0.00022424777794097922\n"
     ]
    }
   ],
   "source": [
    "output = run_weighting_scheme(ca_state_survey, iters=30, weigh_on=demographics, census='US_CA', verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## gender ##\n",
      "Female               0.990371\n",
      "Male                 0.979552\n",
      "Other                0.974190\n",
      "Prefer not to say    1.055887\n",
      "dtype: float64\n",
      "ERROR: 0.015688085370046793\n",
      "-\n",
      "-\n",
      "## race ##\n",
      "Asian or Asian American      1.034824\n",
      "Black or African American    0.983325\n",
      "Hispanic or Latino           1.062521\n",
      "Other                        0.947809\n",
      "White or Caucasian           0.971520\n",
      "dtype: float64\n",
      "ERROR: 0.03558074343366535\n",
      "-\n",
      "-\n",
      "## education ##\n",
      "Completed graduate school     1.0\n",
      "Graduated from college        1.0\n",
      "Graduated from high school    1.0\n",
      "Less than high school         1.0\n",
      "Some college, no degree       1.0\n",
      "dtype: float64\n",
      "ERROR: 8.617807489580593e-16\n",
      "-\n",
      "-\n",
      "## income ##\n",
      "Between $100,000 and $150,000    0.984976\n",
      "Between $15,000 and $49,999      0.989056\n",
      "Between $50,000 and $74,999      1.007725\n",
      "Between $75,000 and $99,999      1.001150\n",
      "Over $150,000                    1.007863\n",
      "Under $15,000                    1.009230\n",
      "dtype: float64\n",
      "ERROR: 0.008998831927996352\n",
      "-\n",
      "-\n",
      "## age ##\n",
      "18-24    0.990929\n",
      "25-44    0.985678\n",
      "45-64    1.007588\n",
      "65+      1.015805\n",
      "dtype: float64\n",
      "ERROR: 0.012200788425043152\n",
      "-\n",
      "-\n",
      "## vote2016 ##\n",
      "Did not vote       1.000509\n",
      "Donald Trump       1.010466\n",
      "Hillary Clinton    0.973586\n",
      "Other              1.015439\n",
      "dtype: float64\n",
      "ERROR: 0.01400849711742827\n",
      "-\n",
      "-\n",
      "{'race': 0.06252110332207117, 'gender': 0.05588740134645631, 'vote2016': 0.026414017681481217, 'age': 0.015804611647036504, 'income': 0.015024049326820332, 'education': 1.1102230246251565e-15}\n",
      "TOTAL ERROR: 0.08647694627418077\n"
     ]
    }
   ],
   "source": [
    "ca_state_survey = output['final_df']\n",
    "ca_state_survey['rv_weight'] = normalize_weights(ca_state_survey['weight'] * ca_state_survey['rv_index'])\n",
    "ca_state_survey['lv_weight'] = normalize_weights(ca_state_survey['weight'] * ca_state_survey['lv_index'])\n",
    "_ = run_weighting_iteration(ca_state_survey, weigh_on=demographics, census='US_CA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "ca_state_survey['lv_weight_alt'] = ca_state_survey['lv_weight']\n",
    "ca_state_survey.loc[(~ca_state_survey['voted2016']) & (ca_state_survey['vote_trump_biden'] == 'Donald Trump, the Republican'), 'lv_weight_alt'] *= 1.662\n",
    "ca_state_survey['lv_weight_alt'] = normalize_weights(ca_state_survey['lv_weight_alt'])\n",
    "\n",
    "vote2020 = {'vote_trump_biden': {'Donald Trump, the Republican': 0.336, 'Joe Biden, the Democrat': 0.643}}\n",
    "output = run_weighting_iteration(ca_state_survey, census=vote2020, weigh_on=['vote_trump_biden'], verbose=0)\n",
    "weights2020 = output['weights']['vote_trump_biden']\n",
    "weights2020 = ca_state_survey['vote_trump_biden'].astype(str).replace(weights2020)\n",
    "ca_state_survey['lv_weight_2020'] = ca_state_survey['lv_weight'] * weights2020\n",
    "ca_state_survey['lv_weight_2020'] = normalize_weights(ca_state_survey['lv_weight_2020'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "ca_state_survey.to_csv('responses_processed_ca_state_ca_weighted.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Texas National Weighting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## vote2016 ##\n",
      "Did not vote       1.052218\n",
      "Donald Trump       1.184021\n",
      "Hillary Clinton    0.938801\n",
      "Other              0.824960\n",
      "dtype: float64\n",
      "ERROR: 0.08946675607854256\n",
      "-\n",
      "-\n",
      "{'vote2016': 0.1840211181969469}\n",
      "TOTAL ERROR: 0.08946675607854256\n",
      "## gender ##\n",
      "Female               0.998838\n",
      "Male                 1.004425\n",
      "Other                0.970511\n",
      "Prefer not to say    1.026226\n",
      "dtype: float64\n",
      "ERROR: 0.0032305606781402397\n",
      "-\n",
      "-\n",
      "## race ##\n",
      "Asian or Asian American      0.690540\n",
      "Black or African American    0.741686\n",
      "Hispanic or Latino           2.149114\n",
      "Other                        0.905751\n",
      "White or Caucasian           0.512909\n",
      "dtype: float64\n",
      "ERROR: 0.4800649763099724\n",
      "-\n",
      "-\n",
      "## education ##\n",
      "Completed graduate school     0.870650\n",
      "Graduated from college        0.918460\n",
      "Graduated from high school    0.850958\n",
      "Less than high school         1.367713\n",
      "Some college, no degree       0.992219\n",
      "dtype: float64\n",
      "ERROR: 0.07983899828499558\n",
      "-\n",
      "-\n",
      "## income ##\n",
      "Between $100,000 and $150,000    0.906688\n",
      "Between $15,000 and $49,999      1.205554\n",
      "Between $50,000 and $74,999      0.977411\n",
      "Between $75,000 and $99,999      0.963893\n",
      "Over $150,000                    0.751397\n",
      "Under $15,000                    1.195057\n",
      "dtype: float64\n",
      "ERROR: 0.14129796188702873\n",
      "-\n",
      "-\n",
      "## age ##\n",
      "18-24    0.857651\n",
      "25-44    1.145072\n",
      "45-64    0.960598\n",
      "65+      1.036679\n",
      "dtype: float64\n",
      "ERROR: 0.12556673732032558\n",
      "-\n",
      "-\n",
      "## vote2016 ##\n",
      "Did not vote       1.0\n",
      "Donald Trump       1.0\n",
      "Hillary Clinton    1.0\n",
      "Other              1.0\n",
      "dtype: float64\n",
      "ERROR: 1.2013049743648282e-15\n",
      "-\n",
      "-\n",
      "{'race': 1.1491141038252244, 'education': 0.36771333290181096, 'income': 0.24860267616190346, 'age': 0.14507229447705372, 'gender': 0.02948934073784748, 'vote2016': 2.1094237467877974e-15}\n",
      "TOTAL ERROR: 0.8299992344804638\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'errors': [0.0032305606781402397,\n",
       "  0.4800649763099724,\n",
       "  0.07983899828499558,\n",
       "  0.14129796188702873,\n",
       "  0.12556673732032558,\n",
       "  1.2013049743648282e-15],\n",
       " 'error_table': {'race': 1.1491141038252244,\n",
       "  'education': 0.36771333290181096,\n",
       "  'income': 0.24860267616190346,\n",
       "  'age': 0.14507229447705372,\n",
       "  'gender': 0.02948934073784748,\n",
       "  'vote2016': 2.1094237467877974e-15},\n",
       " 'weights': {'gender': Female               0.998838\n",
       "  Male                 1.004425\n",
       "  Other                0.970511\n",
       "  Prefer not to say    1.026226\n",
       "  dtype: float64,\n",
       "  'race': Asian or Asian American      0.690540\n",
       "  Black or African American    0.741686\n",
       "  Hispanic or Latino           2.149114\n",
       "  Other                        0.905751\n",
       "  White or Caucasian           0.512909\n",
       "  dtype: float64,\n",
       "  'education': Completed graduate school     0.870650\n",
       "  Graduated from college        0.918460\n",
       "  Graduated from high school    0.850958\n",
       "  Less than high school         1.367713\n",
       "  Some college, no degree       0.992219\n",
       "  dtype: float64,\n",
       "  'income': Between $100,000 and $150,000    0.906688\n",
       "  Between $15,000 and $49,999      1.205554\n",
       "  Between $50,000 and $74,999      0.977411\n",
       "  Between $75,000 and $99,999      0.963893\n",
       "  Over $150,000                    0.751397\n",
       "  Under $15,000                    1.195057\n",
       "  dtype: float64,\n",
       "  'age': 18-24    0.857651\n",
       "  25-44    1.145072\n",
       "  45-64    0.960598\n",
       "  65+      1.036679\n",
       "  dtype: float64,\n",
       "  'vote2016': Did not vote       1.0\n",
       "  Donald Trump       1.0\n",
       "  Hillary Clinton    1.0\n",
       "  Other              1.0\n",
       "  dtype: float64},\n",
       " 'total_error': 0.8299992344804638}"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tx_national_survey = survey.copy()\n",
    "output = run_weighting_iteration(tx_national_survey, census='US_TX', weigh_on=['vote2016'])\n",
    "tx_potus_weights = output['weights']['vote2016']\n",
    "tx_potus_weights = tx_national_survey['vote2016'].astype(str).replace(tx_potus_weights)\n",
    "tx_national_survey['weight'] = normalize_weights(tx_national_survey['weight'] * tx_potus_weights)\n",
    "tx_national_survey['lv_weight'] = normalize_weights(tx_national_survey['weight'] * tx_national_survey['lv_index'])\n",
    "tx_national_survey['rv_weight'] = normalize_weights(tx_national_survey['weight'] * tx_national_survey['rv_index'])\n",
    "run_weighting_iteration(tx_national_survey, census='US_TX', weigh_on=demographics)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "tx_national_survey['lv_weight_alt'] = tx_national_survey['lv_weight']\n",
    "tx_national_survey.loc[(~tx_national_survey['voted2016']) & (tx_national_survey['vote_trump_biden'] == 'Donald Trump, the Republican'), 'lv_weight_alt'] *= 1.662\n",
    "tx_national_survey['lv_weight_alt'] = normalize_weights(tx_national_survey['lv_weight_alt'])\n",
    "\n",
    "vote2020 = {'vote_trump_biden': {'Donald Trump, the Republican': 0.521, 'Joe Biden, the Democrat': 0.464}}\n",
    "output = run_weighting_iteration(tx_national_survey, census=vote2020, weigh_on=['vote_trump_biden'], verbose=0)\n",
    "weights2020 = output['weights']['vote_trump_biden']\n",
    "weights2020 = tx_national_survey['vote_trump_biden'].astype(str).replace(weights2020)\n",
    "tx_national_survey['lv_weight_2020'] = tx_national_survey['lv_weight'] * weights2020\n",
    "tx_national_survey['lv_weight_2020'] = normalize_weights(tx_national_survey['lv_weight_2020'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "tx_national_survey.to_csv('responses_processed_tx_weighted.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Texas State Weighting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## vote2016 ##\n",
      "Did not vote       0.901026\n",
      "Donald Trump       0.531238\n",
      "Hillary Clinton    0.780585\n",
      "Other              1.787151\n",
      "dtype: float64\n",
      "ERROR: 0.2558844515210721\n",
      "-\n",
      "-\n",
      "## gender ##\n",
      "Female               0.694760\n",
      "Male                 0.648415\n",
      "Other                1.899386\n",
      "Prefer not to say    0.757439\n",
      "dtype: float64\n",
      "ERROR: 0.3369619990030636\n",
      "-\n",
      "-\n",
      "## race ##\n",
      "Asian or Asian American      0.942801\n",
      "Black or African American    0.937138\n",
      "Hispanic or Latino           1.584138\n",
      "Other                        0.459235\n",
      "White or Caucasian           1.076688\n",
      "dtype: float64\n",
      "ERROR: 0.16443231300449562\n",
      "-\n",
      "-\n",
      "## education ##\n",
      "Completed graduate school     0.664945\n",
      "Graduated from college        0.957633\n",
      "Graduated from high school    0.956969\n",
      "Less than high school         1.762688\n",
      "Some college, no degree       0.657765\n",
      "dtype: float64\n",
      "ERROR: 0.20184609011425955\n",
      "-\n",
      "-\n",
      "## income ##\n",
      "Between $100,000 and $150,000    1.201603\n",
      "Between $15,000 and $49,999      1.744841\n",
      "Between $50,000 and $74,999      0.735569\n",
      "Between $75,000 and $99,999      0.451876\n",
      "Over $150,000                    0.802563\n",
      "Under $15,000                    1.063548\n",
      "dtype: float64\n",
      "ERROR: 0.39109541310995927\n",
      "-\n",
      "-\n",
      "## age ##\n",
      "18-24    0.738224\n",
      "25-44    1.329693\n",
      "45-64    1.146429\n",
      "65+      0.785655\n",
      "dtype: float64\n",
      "ERROR: 0.283894958075178\n",
      "-\n",
      "-\n",
      "{'gender': 0.8993856931818263, 'vote2016': 0.7871508170287382, 'education': 0.7626880357220667, 'income': 0.7448412812367307, 'race': 0.5841383820355375, 'age': 0.32969252857621667}\n",
      "TOTAL ERROR: 1.6341152248280282\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'errors': [0.2558844515210721,\n",
       "  0.3369619990030636,\n",
       "  0.16443231300449562,\n",
       "  0.20184609011425955,\n",
       "  0.39109541310995927,\n",
       "  0.283894958075178],\n",
       " 'error_table': {'gender': 0.8993856931818263,\n",
       "  'vote2016': 0.7871508170287382,\n",
       "  'education': 0.7626880357220667,\n",
       "  'income': 0.7448412812367307,\n",
       "  'race': 0.5841383820355375,\n",
       "  'age': 0.32969252857621667},\n",
       " 'weights': {'vote2016': Did not vote       0.901026\n",
       "  Donald Trump       0.531238\n",
       "  Hillary Clinton    0.780585\n",
       "  Other              1.787151\n",
       "  dtype: float64,\n",
       "  'gender': Female               0.694760\n",
       "  Male                 0.648415\n",
       "  Other                1.899386\n",
       "  Prefer not to say    0.757439\n",
       "  dtype: float64,\n",
       "  'race': Asian or Asian American      0.942801\n",
       "  Black or African American    0.937138\n",
       "  Hispanic or Latino           1.584138\n",
       "  Other                        0.459235\n",
       "  White or Caucasian           1.076688\n",
       "  dtype: float64,\n",
       "  'education': Completed graduate school     0.664945\n",
       "  Graduated from college        0.957633\n",
       "  Graduated from high school    0.956969\n",
       "  Less than high school         1.762688\n",
       "  Some college, no degree       0.657765\n",
       "  dtype: float64,\n",
       "  'income': Between $100,000 and $150,000    1.201603\n",
       "  Between $15,000 and $49,999      1.744841\n",
       "  Between $50,000 and $74,999      0.735569\n",
       "  Between $75,000 and $99,999      0.451876\n",
       "  Over $150,000                    0.802563\n",
       "  Under $15,000                    1.063548\n",
       "  dtype: float64,\n",
       "  'age': 18-24    0.738224\n",
       "  25-44    1.329693\n",
       "  45-64    1.146429\n",
       "  65+      0.785655\n",
       "  dtype: float64},\n",
       " 'total_error': 1.6341152248280282}"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tx_state_survey = survey.copy()\n",
    "tx_state_survey = tx_state_survey.loc[tx_state_survey['state'] == 'Texas']\n",
    "demographics = ['vote2016', 'gender', 'race', 'education', 'income', 'age']\n",
    "run_weighting_iteration(tx_state_survey, weigh_on=demographics, census='US_TX')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ITER 1/1 - initialization - ERROR 50\n",
      "ITER 2/50 - weight vote2016 - ERROR 2.633708187187187\n",
      "ITER 3/50 - weight gender - ERROR 2.333366117189929\n",
      "ITER 4/50 - weight race - ERROR 2.1555014986845964\n",
      "ITER 5/50 - weight education - ERROR 2.256759566475447\n",
      "ITER 6/50 - weight income - ERROR 1.5531813676773352\n",
      "ITER 7/50 - weight age - ERROR 1.640223922553313\n",
      "ITER 8/50 - weight gender - ERROR 1.5310349497402669\n",
      "ITER 9/50 - weight race - ERROR 0.9468105349651292\n",
      "ITER 10/50 - weight education - ERROR 0.8823262946923627\n",
      "ITER 11/50 - weight vote2016 - ERROR 0.7411110259280015\n",
      "ITER 12/50 - weight age - ERROR 0.8673953106763836\n",
      "ITER 13/50 - weight income - ERROR 0.6577558980272293\n",
      "ITER 14/50 - weight age - ERROR 0.7058219874265141\n",
      "ITER 15/50 - weight education - ERROR 0.6750028724091348\n",
      "ITER 16/50 - weight gender - ERROR 0.4723062762209292\n",
      "ITER 17/50 - weight race - ERROR 0.4592372833027953\n",
      "ITER 18/50 - weight income - ERROR 0.4208669425549898\n",
      "ITER 19/50 - weight vote2016 - ERROR 0.538398484455508\n",
      "ITER 20/50 - weight age - ERROR 0.2863307332148317\n",
      "ITER 21/50 - weight education - ERROR 0.29967552580221\n",
      "ITER 22/50 - weight vote2016 - ERROR 0.3240696004650178\n",
      "ITER 23/50 - weight race - ERROR 0.3265151052020803\n",
      "ITER 24/50 - weight age - ERROR 0.226719738818582\n",
      "ITER 25/50 - weight education - ERROR 0.2592831952694674\n",
      "ITER 26/50 - weight income - ERROR 0.24072939596497223\n",
      "ITER 27/50 - weight vote2016 - ERROR 0.222103690491812\n",
      "ITER 28/50 - weight race - ERROR 0.2051360338285149\n",
      "ITER 29/50 - weight education - ERROR 0.22352554841315053\n",
      "ITER 30/50 - weight age - ERROR 0.1836668324383872\n",
      "ITER 31/50 - weight gender - ERROR 0.14196887472780423\n",
      "ITER 32/50 - weight education - ERROR 0.15352942805584677\n",
      "ITER 33/50 - weight vote2016 - ERROR 0.15248460356561608\n",
      "ITER 34/50 - weight income - ERROR 0.12724918015353853\n",
      "ITER 35/50 - weight age - ERROR 0.1399571205950589\n",
      "ITER 36/50 - weight education - ERROR 0.13863560402348085\n",
      "ITER 37/50 - weight race - ERROR 0.1076340049377822\n",
      "ITER 38/50 - weight vote2016 - ERROR 0.10803111408160102\n",
      "ITER 39/50 - weight age - ERROR 0.09753071236563016\n",
      "ITER 40/50 - weight education - ERROR 0.10961744811332572\n",
      "ITER 41/50 - weight income - ERROR 0.10979697351027419\n",
      "ITER 42/50 - weight gender - ERROR 0.08697248990876472\n",
      "ITER 43/50 - weight education - ERROR 0.07725338127270674\n",
      "ITER 44/50 - weight vote2016 - ERROR 0.0789711139478637\n",
      "ITER 45/50 - weight age - ERROR 0.06667928782734263\n",
      "ITER 46/50 - weight education - ERROR 0.08014154509844032\n",
      "ITER 47/50 - weight race - ERROR 0.0636920847376291\n",
      "ITER 48/50 - weight income - ERROR 0.05858161904213516\n",
      "ITER 49/50 - weight vote2016 - ERROR 0.059743872130871525\n",
      "ITER 50/50 - weight age - ERROR 0.054688242371258425\n",
      "Done - FINAL ERROR 0.054688242371258425 - MAX WEIGHT 27.984787928132572 - MIN WEIGHT 0.0023462801074177727\n"
     ]
    }
   ],
   "source": [
    "output = run_weighting_scheme(tx_state_survey, iters=50, weigh_on=demographics, census='US_TX', verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## vote2016 ##\n",
      "Did not vote       1.014965\n",
      "Donald Trump       0.986878\n",
      "Hillary Clinton    0.996133\n",
      "Other              1.002024\n",
      "dtype: float64\n",
      "ERROR: 0.010073206475376994\n",
      "-\n",
      "-\n",
      "## gender ##\n",
      "Female               0.979072\n",
      "Male                 0.996463\n",
      "Other                1.017135\n",
      "Prefer not to say    1.007330\n",
      "dtype: float64\n",
      "ERROR: 0.012675526636772629\n",
      "-\n",
      "-\n",
      "## race ##\n",
      "Asian or Asian American      0.996703\n",
      "Black or African American    0.996634\n",
      "Hispanic or Latino           1.015929\n",
      "Other                        0.998177\n",
      "White or Caucasian           0.992557\n",
      "dtype: float64\n",
      "ERROR: 0.007346633544603751\n",
      "-\n",
      "-\n",
      "## education ##\n",
      "Completed graduate school     0.967074\n",
      "Graduated from college        0.975692\n",
      "Graduated from high school    1.002989\n",
      "Less than high school         1.059640\n",
      "Some college, no degree       0.994604\n",
      "dtype: float64\n",
      "ERROR: 0.017490902128651016\n",
      "-\n",
      "-\n",
      "## income ##\n",
      "Between $100,000 and $150,000    1.000040\n",
      "Between $15,000 and $49,999      1.005891\n",
      "Between $50,000 and $74,999      1.002422\n",
      "Between $75,000 and $99,999      0.982487\n",
      "Over $150,000                    0.999993\n",
      "Under $15,000                    1.009167\n",
      "dtype: float64\n",
      "ERROR: 0.007101973585853662\n",
      "-\n",
      "-\n",
      "## age ##\n",
      "18-24    1.0\n",
      "25-44    1.0\n",
      "45-64    1.0\n",
      "65+      1.0\n",
      "dtype: float64\n",
      "ERROR: 3.7144890338173094e-16\n",
      "-\n",
      "-\n",
      "{'education': 0.05964042442578443, 'gender': 0.020928464831321603, 'income': 0.01751296803362179, 'race': 0.015928995484950637, 'vote2016': 0.014965192423160412, 'age': 4.440892098500626e-16}\n",
      "TOTAL ERROR: 0.054688242371258425\n"
     ]
    }
   ],
   "source": [
    "tx_state_survey = output['final_df']\n",
    "tx_state_survey['lv_weight'] = normalize_weights(tx_state_survey['weight'] * tx_state_survey['lv_index'])\n",
    "tx_state_survey['rv_weight'] = normalize_weights(tx_state_survey['weight'] * tx_state_survey['rv_index'])\n",
    "_ = run_weighting_iteration(tx_state_survey, weigh_on=demographics, census='US_TX')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Did not vote       40.000000\n",
       "Hillary Clinton    33.714286\n",
       "Donald Trump       20.285714\n",
       "Other               6.000000\n",
       "Name: vote2016, dtype: float64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tx_state_survey['vote2016'].value_counts(normalize=True) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Did not vote       39.440931\n",
       "Donald Trump       31.779423\n",
       "Hillary Clinton    26.065022\n",
       "Other               2.714624\n",
       "dtype: float64"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tx_state_survey['vote2016'].value_counts(normalize=True) * tx_state_survey.groupby('vote2016')['weight'].mean() * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "tx_state_survey['lv_weight_alt'] = tx_state_survey['lv_weight']\n",
    "tx_state_survey.loc[(~tx_state_survey['voted2016']) & (tx_state_survey['vote_trump_biden'] == 'Donald Trump, the Republican'), 'lv_weight_alt'] *= 1.662\n",
    "tx_state_survey['lv_weight_alt'] = normalize_weights(tx_state_survey['lv_weight_alt'])\n",
    "\n",
    "vote2020 = {'vote_trump_biden': {'Donald Trump, the Republican': 0.521, 'Joe Biden, the Democrat': 0.464}}\n",
    "output = run_weighting_iteration(tx_state_survey, census=vote2020, weigh_on=['vote_trump_biden'], verbose=0)\n",
    "weights2020 = output['weights']['vote_trump_biden']\n",
    "weights2020 = tx_state_survey['vote_trump_biden'].astype(str).replace(weights2020)\n",
    "tx_state_survey['lv_weight_2020'] = tx_state_survey['lv_weight'] * weights2020\n",
    "tx_state_survey['lv_weight_2020'] = normalize_weights(tx_state_survey['lv_weight_2020'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Did not vote       32.456310\n",
       "Donald Trump       36.481819\n",
       "Hillary Clinton    28.021988\n",
       "Other               3.039884\n",
       "dtype: float64"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tx_state_survey['vote2016'].value_counts(normalize=True) * tx_state_survey.groupby('vote2016')['lv_weight_alt'].mean() * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Did not vote       28.609012\n",
       "Donald Trump       38.701793\n",
       "Hillary Clinton    29.403528\n",
       "Other               3.285667\n",
       "dtype: float64"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tx_state_survey['vote2016'].value_counts(normalize=True) * tx_state_survey.groupby('vote2016')['lv_weight_2020'].mean() * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "tx_state_survey.to_csv('responses_processed_tx_state_tx_weighted.csv', index=False)"
   ]
  }
 ],
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