Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tokenize import generate_tokens\n",
    "xrange = range\n",
    "from io import StringIO\n",
    "import matplotlib\n",
    "import matplotlib.pyplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Helper funtions to process an array of strings from a csv\n",
    "\n",
    "def parts(a):\n",
    "    \"\"\"Split a python-tokenizable expression on comma operators\"\"\"\n",
    "    compos = [-1] # compos stores the positions of the relevant commas in the argument string\n",
    "    compos.extend(t[2][1] for t in generate_tokens(StringIO(a).readline) if t[1] == ',')\n",
    "    compos.append(len(a))\n",
    "    return [ a[compos[i]+1:compos[i+1]] for i in xrange(len(compos)-1)]\n",
    "\n",
    "#coverts to list of strings\n",
    "def convertType(toConv, makeUpper):\n",
    "    \n",
    "    tcs = []\n",
    "    for tc in toConv:\n",
    "        tc = tc.replace('[','')\n",
    "        tc = tc.replace(']','')\n",
    "        tc = tc.replace('{','')\n",
    "        tc = tc.replace('}','')\n",
    "        tc = tc.replace(' \\'','')\n",
    "        tc = tc.replace('\\'','')\n",
    "        tc = tc.replace('@','')\n",
    "        tc = tc.replace('-','')\n",
    "        tc = tc.replace('#','')\n",
    "        chain = parts(tc)\n",
    "        \n",
    "        chain2 = []\n",
    "        for c in chain:\n",
    "            chain2.append(c) \n",
    "        \n",
    "        #make uppercase if specified\n",
    "        chain3 = []\n",
    "        if makeUpper:\n",
    "            for c in chain2:\n",
    "                chain3.append(c.upper())\n",
    "            tcs.append(chain3)\n",
    "        else:\n",
    "            tcs.append(chain2)\n",
    "        \n",
    "    return np.array(tcs)\n",
    "\n",
    "def fixDF(df):\n",
    "    # remove empty columns\n",
    "    df = df.loc[:, ~df.columns.str.contains('^Unnamed')]\n",
    "\n",
    "    # fix all string fields \n",
    "    for column in df:\n",
    "        if (type(df[column][0]) == str):\n",
    "            df[column] = convertType(df[column], False)\n",
    "    \n",
    "    return df \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/ipykernel_launcher.py:48: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    }
   ],
   "source": [
    "# load in datasets\n",
    "# load dataset and fix all string fields \n",
    "\n",
    "bills = pd.read_csv(\"data/bills_2019.csv\")\n",
    "bills = fixDF(bills)\n",
    "\n",
    "legislators = pd.read_csv(\"data/legislators_2019.csv\")\n",
    "legislators = fixDF(legislators)\n",
    "\n",
    "relationships = pd.read_csv(\"data/matrix_2019.csv\")\n",
    "relationships = fixDF(relationships)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bill Analysis ###"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1 Introduced\n",
    "# 2 Engrossed\n",
    "# 3 Enrolled\n",
    "# 4 Passed\n",
    "# 5 Vetoed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2497"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(bills)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['bill_id', 'bill_number', 'change_hash', 'url', 'status_date', 'status', 'last_action_date', 'last_action', 'title', 'description', 'session_id', 'session_name', 'state_link', 'completed', 'state', 'state_id', 'bill_type', 'bill_type_id', 'bodie', 'body_id', 'current_body', 'current_body_id', 'pending_committee_id', 'progress_event', 'progress_date', 'history_date', 'history_action', 'history_chamber', 'history_chamber_id', 'history_importance', 'sponsor_people_id', 'sponsor_party_id', 'sponsor_party', 'sponsor_role_id', 'sponsor_role', 'sponsor_name', 'sponsor_district', 'sponsor_type_id', 'sponsor_order', 'committee_sponsor', 'votes_roll_call_id', 'votes_date', 'votes_desc', 'votes_yea', 'votes_nay', 'votes_nv', 'votes_absent', 'votes_total', 'votes_passed', 'votes_chamber', 'votes_chamber_id', 'votes_url', 'votes_state_link']\n",
      "1    1373\n",
      "3    483 \n",
      "4    383 \n",
      "2    258 \n",
      "Name: status, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1246aeba8>]"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "statuses = bills[\"status\"]\n",
    "print(list(bills))\n",
    "print(statuses.value_counts())\n",
    "matplotlib.pyplot.plot_date(bills[\"status_date\"], bills[\"status\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'': 262, 'D': 1672, 'R': 563}\n"
     ]
    }
   ],
   "source": [
    "sp = bills['sponsor_party']\n",
    "ps = []\n",
    "for s in sp:\n",
    "    ps.append(s[0])\n",
    "unique, counts = np.unique(ps, return_counts=True)\n",
    "print(dict(zip(unique, counts)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "866\n"
     ]
    }
   ],
   "source": [
    "passed_bills = bills[(bills[\"status\"] == 4) | (bills[\"status\"] == 3)]\n",
    "print(len(passed_bills))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "864\n"
     ]
    }
   ],
   "source": [
    "print(sum(legislators['primary_sponsored_bills_passed']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "148    [1168043,  1168000,  1167985,  1168038,  1167998,  1168014,  1168025,  1167966,  1168040,  1168061,  1168012,  1167971,  1168002,  1167994,  1168044,  1168042,  1167980,  1182345,  1182320,  1182323,  1184991,  1196438,  1196983,  1196548,  1209520,  1209526,  1209514,  1217191]\n",
      "Name: primary_sponsored_bills, dtype: object\n"
     ]
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', -1)\n",
    "n = 'Prince Georges County Delegation'\n",
    "legislatorspg = legislators[legislators['name'] == n]\n",
    "print(legislatorspg['primary_sponsored_bills'].sort_values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "866\n"
     ]
    }
   ],
   "source": [
    "print(len(passed_bills))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2497\n"
     ]
    }
   ],
   "source": [
    "print(len(bills))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2496\n"
     ]
    }
   ],
   "source": [
    "print(sum(legislators['primary_sponsored_bills_count']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1569    SB129\n",
       "1578    SB138\n",
       "1579    SB139\n",
       "1591    SB151\n",
       "1636    SB196\n",
       "1708    SB268\n",
       "1731    SB291\n",
       "1751    SB311\n",
       "1768    SB328\n",
       "1769    SB329\n",
       "1770    SB330\n",
       "1794    SB354\n",
       "1795    SB355\n",
       "1881    SB441\n",
       "1882    SB442\n",
       "1991    SB551\n",
       "1992    SB552\n",
       "1993    SB553\n",
       "2007    SB567\n",
       "2129    SB689\n",
       "2130    SB690\n",
       "2131    SB691\n",
       "2137    SB697\n",
       "2176    SB736\n",
       "2214    SB774\n",
       "2244    SB804\n",
       "2249    SB809\n",
       "2252    SB812\n",
       "2254    SB814\n",
       "2257    SB817\n",
       "2322    SB882\n",
       "Name: bill_number, dtype: object"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bills_list = [1162064, 1164670, 1164690, 1164746, 1168029, 1175010, 1177768, 1180389, 1180322, 1180329, 1180298, 1182344, 1182290, 1184994, 1184933, 1188986, 1188962, 1188644, 1188923, 1188979, 1188629, 1188939, 1188708, 1188757, 1188697, 1188638, 1188680, 1188821, 1188602, 1188842, 1198196]\n",
    "\n",
    "this_list = bills[bills[\"bill_id\"].isin(bills_list)]\n",
    "this_list[\"bill_number\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['bill_id', 'bill_number', 'change_hash', 'url', 'status_date', 'status', 'last_action_date', 'last_action', 'title', 'description', 'session_id', 'session_name', 'state_link', 'completed', 'state', 'state_id', 'bill_type', 'bill_type_id', 'bodie', 'body_id', 'current_body', 'current_body_id', 'pending_committee_id', 'progress_event', 'progress_date', 'history_date', 'history_action', 'history_chamber', 'history_chamber_id', 'history_importance', 'sponsor_people_id', 'sponsor_party_id', 'sponsor_party', 'sponsor_role_id', 'sponsor_role', 'sponsor_name', 'sponsor_district', 'sponsor_type_id', 'sponsor_order', 'committee_sponsor', 'votes_roll_call_id', 'votes_date', 'votes_desc', 'votes_yea', 'votes_nay', 'votes_nv', 'votes_absent', 'votes_total', 'votes_passed', 'votes_chamber', 'votes_chamber_id', 'votes_url', 'votes_state_link']\n"
     ]
    }
   ],
   "source": [
    "print(list(bills))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "status_an = bills[['status_date', 'status', 'last_action_date', 'last_action','sponsor_party','bill_type', 'bill_type_id', 'bodie', 'body_id', 'current_body', 'current_body_id']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Returned Passed]                                                                    337\n",
       "[Passed Enrolled]                                                                    144\n",
       "[First Reading House Rules and Executive Nominations]                                88 \n",
       "[Unfavorable Report by Health and Government Operations; Withdrawn]                  69 \n",
       "[Unfavorable Report by Judicial Proceedings]                                         56 \n",
       "[Unfavorable Report by Environment and Transportation; Withdrawn]                    56 \n",
       "[Unfavorable Report by Education,  Health,  and Environmental Affairs]               47 \n",
       "[Unfavorable Report by Economic Matters]                                             43 \n",
       "[Unfavorable Report by Environment and Transportation]                               43 \n",
       "[Hearing 3/08 at 1:00 p.m.]                                                          41 \n",
       "[Hearing 3/13 at 1:00 p.m.]                                                          38 \n",
       "[Hearing 2/27 at 1:00 p.m.]                                                          38 \n",
       "[Hearing 3/06 at 1:00 p.m.]                                                          36 \n",
       "[Unfavorable Report by Judiciary; Withdrawn]                                         34 \n",
       "[Hearing 2/26 at 1:00 p.m.]                                                          32 \n",
       "[First Reading Senate Rules]                                                         32 \n",
       "[Unfavorable Report by Judicial Proceedings; Withdrawn]                              31 \n",
       "[Unfavorable Report by Finance; Withdrawn]                                           30 \n",
       "[Unfavorable Report by Economic Matters; Withdrawn]                                  27 \n",
       "[Hearing 2/28 at 1:00 p.m.]                                                          24 \n",
       "[Unfavorable Report by Ways and Means; Withdrawn]                                    23 \n",
       "[Hearing 3/12 at 1:00 p.m.]                                                          23 \n",
       "[Hearing 2/12 at 1:00 p.m.]                                                          23 \n",
       "[Hearing 3/20 at 1:00 p.m.]                                                          22 \n",
       "[Unfavorable Report by Education,  Health,  and Environmental Affairs; Withdrawn]    22 \n",
       "[Hearing 3/07 at 1:00 p.m.]                                                          21 \n",
       "[Hearing 3/05 at 1:00 p.m.]                                                          21 \n",
       "[Unfavorable Report by Appropriations; Withdrawn]                                    21 \n",
       "[Hearing 2/19 at 1:00 p.m.]                                                          20 \n",
       "[First Reading Judicial Proceedings]                                                 19 \n",
       "                                                                                     .. \n",
       "[Approved by the Governor  Chapter 280]                                              1  \n",
       "[Hearing 2/27 at 12:00 p.m. (Judicial Proceedings)]                                  1  \n",
       "[Approved by the Governor  Chapter 364]                                              1  \n",
       "[Hearing 3/01 at 11:30 a.m.]                                                         1  \n",
       "[Approved by the Governor  Chapter 163]                                              1  \n",
       "[Approved by the Governor  Chapter 331]                                              1  \n",
       "[Approved by the Governor  Chapter 187]                                              1  \n",
       "[Approved by the Governor  Chapter 27]                                               1  \n",
       "[Approved by the Governor  Chapter 279]                                              1  \n",
       "[Approved by the Governor  Chapter 195]                                              1  \n",
       "[Approved by the Governor  Chapter 149]                                              1  \n",
       "[Approved by the Governor  Chapter 134]                                              1  \n",
       "[Approved by the Governor  Chapter 18]                                               1  \n",
       "[Approved by the Governor  Chapter 241]                                              1  \n",
       "[Approved by the Governor  Chapter 161]                                              1  \n",
       "[Approved by the Governor  Chapter 336]                                              1  \n",
       "[Hearing 2/06 at 1:00 p.m. (Ways and Means)]                                         1  \n",
       "[Approved by the Governor  Chapter 202]                                              1  \n",
       "[Approved by the Governor  Chapter 335]                                              1  \n",
       "[Hearing 3/01 at 1:30 p.m.]                                                          1  \n",
       "[Approved by the Governor  Chapter 157]                                              1  \n",
       "[Approved by the Governor  Chapter 273]                                              1  \n",
       "[Approved by the Governor  Chapter 75]                                               1  \n",
       "[Approved by the Governor  Chapter 205]                                              1  \n",
       "[Approved by the Governor  Chapter 357]                                              1  \n",
       "[Approved by the Governor  Chapter 179]                                              1  \n",
       "[Approved by the Governor  Chapter 148]                                              1  \n",
       "[Approved by the Governor  Chapter 137]                                              1  \n",
       "[Approved by the Governor  Chapter 277]                                              1  \n",
       "[Approved by the Governor  Chapter 120]                                              1  \n",
       "Name: last_action, Length: 606, dtype: int64"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "status_an['last_action'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15618\n",
      "15618\n",
      "2248\n",
      "622\n",
      "2181\n",
      "10567\n"
     ]
    }
   ],
   "source": [
    "# find number of cross party co sponsorships\n",
    "\n",
    "count = 0\n",
    "all_count = 0\n",
    "rtd = 0\n",
    "dtr = 0\n",
    "rtr = 0\n",
    "dtd = 0\n",
    "for index,row in bills.iterrows():\n",
    "    if (len(row['sponsor_party']) > 1):\n",
    "        main = row['sponsor_party'][0]\n",
    "        if (main.strip() == \"R\" or main.strip() == \"D\"):\n",
    "            sps = row['sponsor_party']\n",
    "            sps = sps[1:]\n",
    "            for cp in sps:\n",
    "                if (cp.strip() == \"R\" or cp.strip() == \"D\"):\n",
    "                    all_count = all_count + 1\n",
    "                    if (cp.strip() != main.strip()):\n",
    "                        count = count + 1\n",
    "                        if (cp.strip() == \"D\"):\n",
    "                            dtr = dtr + 1\n",
    "                        if (cp.strip() == \"R\"):\n",
    "                            rtd = rtd + 1\n",
    "                    else:\n",
    "                        count = count + 1\n",
    "                        if (cp.strip() == \"D\"):\n",
    "                            dtd = dtd + 1\n",
    "                        if (cp.strip() == \"R\"):\n",
    "                            rtr = rtr + 1\n",
    "print(count)\n",
    "print(all_count)\n",
    "print(rtd)\n",
    "print(dtr)\n",
    "print(rtr)\n",
    "print(dtd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15649\n"
     ]
    }
   ],
   "source": [
    "# legislators = legislators[[\"name\",\"party\",\"primary_sponsored_bills_passed\",\"primary_sponsored_bills_count\",\"primary_sponsored_bills_avg\",\"co_sponsored_bills_avg\",\"co_sponsored_bills_count\", \"co_sponsored_bills_passed\", \"committee_sponsor\",\"people_id\"]]\n",
    "# legislators = legislators[legislators['committee_sponsor'] != 1]\n",
    "\n",
    "print(sum(legislators['co_sponsored_bills_count']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0       [D]                                                                           \n",
      "1       [D]                                                                           \n",
      "2       [D]                                                                           \n",
      "3       [D]                                                                           \n",
      "4       [D, D, D, D, D, D, R, R, R, D, D, D, D, D, R, D, D, D, D, R, R, D, D, D, R]   \n",
      "5       [D]                                                                           \n",
      "6       [D]                                                                           \n",
      "7       [D]                                                                           \n",
      "8       [D]                                                                           \n",
      "9       [D]                                                                           \n",
      "10      [D, D, D, D, R, R, D, D, D, R, D, D]                                          \n",
      "11      [R, R]                                                                        \n",
      "12      [D]                                                                           \n",
      "13      [D]                                                                           \n",
      "14      [D]                                                                           \n",
      "15      [D]                                                                           \n",
      "16      [D, D, D, D, R, D, D, D, D, D, D]                                             \n",
      "17      [D, D, D, D, D, D, D, D, D, D, D, R, R, D, R, D, D, R, D]                     \n",
      "18      [D]                                                                           \n",
      "19      [D]                                                                           \n",
      "20      [D, D, D, D, D, R, D, D, D, D, D, R, R, D, R, R, D, D, D, R, D, R, D]         \n",
      "21      [D]                                                                           \n",
      "22      [D]                                                                           \n",
      "23      [D]                                                                           \n",
      "24      [D, D, D, D, D, D, D, D, D, D, R, D, D, D, D, D, R, R, D, R, R, D, R, D, R, D]\n",
      "25      [D]                                                                           \n",
      "26      [D]                                                                           \n",
      "27      [R]                                                                           \n",
      "28      [R]                                                                           \n",
      "29      [D]                                                                           \n",
      "       ...                                                                            \n",
      "2467    [D]                                                                           \n",
      "2468    [R, R]                                                                        \n",
      "2469    [R, R]                                                                        \n",
      "2470    [D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D]                  \n",
      "2471    [D]                                                                           \n",
      "2472    [D]                                                                           \n",
      "2473    [D]                                                                           \n",
      "2474    [D]                                                                           \n",
      "2475    [D]                                                                           \n",
      "2476    [R, R, D, R, R, D, R, R, R, D, R, R, R]                                       \n",
      "2477    [D]                                                                           \n",
      "2478    [R]                                                                           \n",
      "2479    [R]                                                                           \n",
      "2480    [, D, D, D, D]                                                                \n",
      "2481    [D]                                                                           \n",
      "2482    [R, R]                                                                        \n",
      "2483    [R]                                                                           \n",
      "2484    [D, D]                                                                        \n",
      "2485    [D]                                                                           \n",
      "2486    [D, D, D, D, D, D, D, D, D]                                                   \n",
      "2487    [D, D]                                                                        \n",
      "2488    [D]                                                                           \n",
      "2489    [D]                                                                           \n",
      "2490    [R]                                                                           \n",
      "2491    [R]                                                                           \n",
      "2492    [D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D]                  \n",
      "2493    [D]                                                                           \n",
      "2494    [R, R]                                                                        \n",
      "2495    [R, R, D, R, R, D, R, R, R, D, R, R, R]                                       \n",
      "2496    [R]                                                                           \n",
      "Name: sponsor_party, Length: 2497, dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(bills['sponsor_party'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['name', 'party', 'district', 'role', 'people_id', 'committee_sponsor', 'all_sponsored_bills_count', 'unspecified_sponsored_bills_count', 'primary_sponsored_bills_count', 'co_sponsored_bills_count', 'joint_sponsored_bills_count', 'all_sponsored_bills', 'unspecified_sponsored_bills', 'primary_sponsored_bills', 'co_sponsored_bills', 'joint_sponsored_bills', 'all_sponsored_bills_status', 'unspecified_sponsored_bills_status', 'primary_sponsored_bills_status', 'co_sponsored_bills_status', 'joint_sponsored_bills_status', 'all_sponsored_bills_passed', 'unspecified_sponsored_bills_passed', 'primary_sponsored_bills_passed', 'co_sponsored_bills_passed', 'joint_sponsored_bills_passed', 'all_sponsored_bills_avg', 'unspecified_sponsored_bills_avg', 'primary_sponsored_bills_avg', 'co_sponsored_bills_avg', 'joint_sponsored_bills_avg']\n"
     ]
    }
   ],
   "source": [
    "print(list(legislators))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Legislator Analysis ###"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean: 0.3057712884499195\n",
      "median: 0.26666666666666666\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>party</th>\n",
       "      <th>primary_sponsored_bills_passed</th>\n",
       "      <th>primary_sponsored_bills_count</th>\n",
       "      <th>primary_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_count</th>\n",
       "      <th>co_sponsored_bills_passed</th>\n",
       "      <th>committee_sponsor</th>\n",
       "      <th>people_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Melony Griffith</td>\n",
       "      <td>D</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.604167</td>\n",
       "      <td>48</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>4664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Maggie McIntosh</td>\n",
       "      <td>D</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.434783</td>\n",
       "      <td>69</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>4649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jerry Clark</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.157143</td>\n",
       "      <td>70</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>19026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Charles Otto</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.138462</td>\n",
       "      <td>65</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>12078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Heather Bagnall</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>105</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>20588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Jesse Pippy</td>\n",
       "      <td>R</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.310345</td>\n",
       "      <td>29</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>20534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Andrea Harrison</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.488372</td>\n",
       "      <td>43</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>21279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Brian Chisholm</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.373913</td>\n",
       "      <td>115</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>20530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Jessica Feldmark</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.435294</td>\n",
       "      <td>85</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>20860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Courtney Watson</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.440000</td>\n",
       "      <td>50</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>20857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Adrienne Jones</td>\n",
       "      <td>D</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>64</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>4607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Sarah Elfreth</td>\n",
       "      <td>D</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.551724</td>\n",
       "      <td>87</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>20685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Shane Pendergrass</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.653846</td>\n",
       "      <td>78</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>4635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Ben Barnes</td>\n",
       "      <td>D</td>\n",
       "      <td>12</td>\n",
       "      <td>16</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.393939</td>\n",
       "      <td>66</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>4583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Shelly Hettleman</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.446809</td>\n",
       "      <td>141</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>17377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Edith Patterson</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.391304</td>\n",
       "      <td>92</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>17434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Brian Feldman</td>\n",
       "      <td>D</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.573913</td>\n",
       "      <td>115</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>4575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Craig Zucker</td>\n",
       "      <td>D</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.566667</td>\n",
       "      <td>90</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>11975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Nancy King</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>0.692308</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>64</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>4718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Anne Kaiser</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.471698</td>\n",
       "      <td>53</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>4588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Malcolm Augustine</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.566667</td>\n",
       "      <td>60</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>20865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Steve Johnson</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.561798</td>\n",
       "      <td>89</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>20965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Mike Rogers</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.194444</td>\n",
       "      <td>36</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>20592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Ariana Kelly</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.450331</td>\n",
       "      <td>151</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>11634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Joseline PenaMelnyk</td>\n",
       "      <td>D</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.496503</td>\n",
       "      <td>143</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>4561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Bryan Simonaire</td>\n",
       "      <td>R</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.224138</td>\n",
       "      <td>58</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>4682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Lorig Charkoudian</td>\n",
       "      <td>D</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.344538</td>\n",
       "      <td>119</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>20858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Kumar Barve</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.508772</td>\n",
       "      <td>57</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>4536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>William Ferguson</td>\n",
       "      <td>D</td>\n",
       "      <td>10</td>\n",
       "      <td>17</td>\n",
       "      <td>0.588235</td>\n",
       "      <td>0.644737</td>\n",
       "      <td>76</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>11453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Luke Clippinger</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>20</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>11447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Stephanie Smith</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>0.376068</td>\n",
       "      <td>117</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>21255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Cheryl Kagan</td>\n",
       "      <td>D</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>0.573770</td>\n",
       "      <td>61</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>17313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Paul Pinsky</td>\n",
       "      <td>D</td>\n",
       "      <td>14</td>\n",
       "      <td>26</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.508772</td>\n",
       "      <td>57</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>4725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Adelaide Eckardt</td>\n",
       "      <td>R</td>\n",
       "      <td>11</td>\n",
       "      <td>22</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.273585</td>\n",
       "      <td>106</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>4549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Katie Hester</td>\n",
       "      <td>D</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.581818</td>\n",
       "      <td>55</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>20956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Julie Palakovich Carr</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.360902</td>\n",
       "      <td>133</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>20794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Charlotte Crutchfield</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.448718</td>\n",
       "      <td>78</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>20867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Jason Gallion</td>\n",
       "      <td>R</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.173333</td>\n",
       "      <td>75</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>20532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Lesley Lopez</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.287500</td>\n",
       "      <td>80</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>20793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Pamela Beidle</td>\n",
       "      <td>D</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "      <td>0.470588</td>\n",
       "      <td>0.526316</td>\n",
       "      <td>57</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>4527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Douglas Peters</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>0.414141</td>\n",
       "      <td>99</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>4679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Andrew Cassilly</td>\n",
       "      <td>R</td>\n",
       "      <td>6</td>\n",
       "      <td>13</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>0.314815</td>\n",
       "      <td>54</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>17245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Dereck Davis</td>\n",
       "      <td>D</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.409091</td>\n",
       "      <td>44</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>4659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Benjamin Kramer</td>\n",
       "      <td>D</td>\n",
       "      <td>12</td>\n",
       "      <td>27</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.492537</td>\n",
       "      <td>67</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>4597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>George Edwards</td>\n",
       "      <td>R</td>\n",
       "      <td>7</td>\n",
       "      <td>16</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>0.280000</td>\n",
       "      <td>75</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>4694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Ronald Young</td>\n",
       "      <td>D</td>\n",
       "      <td>13</td>\n",
       "      <td>30</td>\n",
       "      <td>0.433333</td>\n",
       "      <td>0.439394</td>\n",
       "      <td>132</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>11711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Antonio Hayes</td>\n",
       "      <td>D</td>\n",
       "      <td>14</td>\n",
       "      <td>33</td>\n",
       "      <td>0.424242</td>\n",
       "      <td>0.520833</td>\n",
       "      <td>96</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>17321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>David Fraserhidalgo</td>\n",
       "      <td>D</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>0.361446</td>\n",
       "      <td>83</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>16100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Wendell Beitzel</td>\n",
       "      <td>R</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>0.215686</td>\n",
       "      <td>51</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>4528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Cory McCray</td>\n",
       "      <td>D</td>\n",
       "      <td>8</td>\n",
       "      <td>20</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.523077</td>\n",
       "      <td>65</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>17322</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     name party  primary_sponsored_bills_passed  \\\n",
       "0   Melony Griffith        D     13                               \n",
       "1   Maggie McIntosh        D     5                                \n",
       "2   Jerry Clark            R     4                                \n",
       "3   Charles Otto           R     4                                \n",
       "4   Heather Bagnall        D     3                                \n",
       "5   Jesse Pippy            R     3                                \n",
       "6   Andrea Harrison        D     1                                \n",
       "7   Brian Chisholm         R     1                                \n",
       "8   Jessica Feldmark       D     1                                \n",
       "9   Courtney Watson        D     1                                \n",
       "10  Adrienne Jones         D     5                                \n",
       "11  Sarah Elfreth          D     8                                \n",
       "12  Shane Pendergrass      D     4                                \n",
       "13  Ben Barnes             D     12                               \n",
       "14  Shelly Hettleman       D     9                                \n",
       "15  Edith Patterson        D     3                                \n",
       "16  Brian Feldman          D     16                               \n",
       "17  Craig Zucker           D     8                                \n",
       "18  Nancy King             D     9                                \n",
       "19  Anne Kaiser            D     4                                \n",
       "20  Malcolm Augustine      D     4                                \n",
       "21  Steve Johnson          D     2                                \n",
       "22  Mike Rogers            D     2                                \n",
       "23  Ariana Kelly           D     7                                \n",
       "24  Joseline PenaMelnyk    D     5                                \n",
       "25  Bryan Simonaire        R     5                                \n",
       "26  Lorig Charkoudian      D     6                                \n",
       "27  Kumar Barve            D     3                                \n",
       "28  William Ferguson       D     10                               \n",
       "29  Luke Clippinger        D     4                                \n",
       "30  Stephanie Smith        D     4                                \n",
       "31  Cheryl Kagan           D     11                               \n",
       "32  Paul Pinsky            D     14                               \n",
       "33  Adelaide Eckardt       R     11                               \n",
       "34  Katie Hester           D     5                                \n",
       "35  Julie Palakovich Carr  D     3                                \n",
       "36  Charlotte Crutchfield  D     3                                \n",
       "37  Jason Gallion          R     3                                \n",
       "38  Lesley Lopez           D     2                                \n",
       "39  Pamela Beidle          D     8                                \n",
       "40  Douglas Peters         D     7                                \n",
       "41  Andrew Cassilly        R     6                                \n",
       "42  Dereck Davis           D     5                                \n",
       "43  Benjamin Kramer        D     12                               \n",
       "44  George Edwards         R     7                                \n",
       "45  Ronald Young           D     13                               \n",
       "46  Antonio Hayes          D     14                               \n",
       "47  David Fraserhidalgo    D     5                                \n",
       "48  Wendell Beitzel        R     5                                \n",
       "49  Cory McCray            D     8                                \n",
       "\n",
       "    primary_sponsored_bills_count  primary_sponsored_bills_avg  \\\n",
       "0   13                             1.000000                      \n",
       "1   5                              1.000000                      \n",
       "2   4                              1.000000                      \n",
       "3   4                              1.000000                      \n",
       "4   3                              1.000000                      \n",
       "5   3                              1.000000                      \n",
       "6   1                              1.000000                      \n",
       "7   1                              1.000000                      \n",
       "8   1                              1.000000                      \n",
       "9   1                              1.000000                      \n",
       "10  6                              0.833333                      \n",
       "11  10                             0.800000                      \n",
       "12  5                              0.800000                      \n",
       "13  16                             0.750000                      \n",
       "14  12                             0.750000                      \n",
       "15  4                              0.750000                      \n",
       "16  22                             0.727273                      \n",
       "17  11                             0.727273                      \n",
       "18  13                             0.692308                      \n",
       "19  6                              0.666667                      \n",
       "20  6                              0.666667                      \n",
       "21  3                              0.666667                      \n",
       "22  3                              0.666667                      \n",
       "23  11                             0.636364                      \n",
       "24  8                              0.625000                      \n",
       "25  8                              0.625000                      \n",
       "26  10                             0.600000                      \n",
       "27  5                              0.600000                      \n",
       "28  17                             0.588235                      \n",
       "29  7                              0.571429                      \n",
       "30  7                              0.571429                      \n",
       "31  20                             0.550000                      \n",
       "32  26                             0.538462                      \n",
       "33  22                             0.500000                      \n",
       "34  10                             0.500000                      \n",
       "35  6                              0.500000                      \n",
       "36  6                              0.500000                      \n",
       "37  6                              0.500000                      \n",
       "38  4                              0.500000                      \n",
       "39  17                             0.470588                      \n",
       "40  15                             0.466667                      \n",
       "41  13                             0.461538                      \n",
       "42  11                             0.454545                      \n",
       "43  27                             0.444444                      \n",
       "44  16                             0.437500                      \n",
       "45  30                             0.433333                      \n",
       "46  33                             0.424242                      \n",
       "47  12                             0.416667                      \n",
       "48  12                             0.416667                      \n",
       "49  20                             0.400000                      \n",
       "\n",
       "    co_sponsored_bills_avg  co_sponsored_bills_count  \\\n",
       "0   0.604167                48                         \n",
       "1   0.434783                69                         \n",
       "2   0.157143                70                         \n",
       "3   0.138462                65                         \n",
       "4   0.571429                105                        \n",
       "5   0.310345                29                         \n",
       "6   0.488372                43                         \n",
       "7   0.373913                115                        \n",
       "8   0.435294                85                         \n",
       "9   0.440000                50                         \n",
       "10  0.500000                64                         \n",
       "11  0.551724                87                         \n",
       "12  0.653846                78                         \n",
       "13  0.393939                66                         \n",
       "14  0.446809                141                        \n",
       "15  0.391304                92                         \n",
       "16  0.573913                115                        \n",
       "17  0.566667                90                         \n",
       "18  0.562500                64                         \n",
       "19  0.471698                53                         \n",
       "20  0.566667                60                         \n",
       "21  0.561798                89                         \n",
       "22  0.194444                36                         \n",
       "23  0.450331                151                        \n",
       "24  0.496503                143                        \n",
       "25  0.224138                58                         \n",
       "26  0.344538                119                        \n",
       "27  0.508772                57                         \n",
       "28  0.644737                76                         \n",
       "29  0.550000                20                         \n",
       "30  0.376068                117                        \n",
       "31  0.573770                61                         \n",
       "32  0.508772                57                         \n",
       "33  0.273585                106                        \n",
       "34  0.581818                55                         \n",
       "35  0.360902                133                        \n",
       "36  0.448718                78                         \n",
       "37  0.173333                75                         \n",
       "38  0.287500                80                         \n",
       "39  0.526316                57                         \n",
       "40  0.414141                99                         \n",
       "41  0.314815                54                         \n",
       "42  0.409091                44                         \n",
       "43  0.492537                67                         \n",
       "44  0.280000                75                         \n",
       "45  0.439394                132                        \n",
       "46  0.520833                96                         \n",
       "47  0.361446                83                         \n",
       "48  0.215686                51                         \n",
       "49  0.523077                65                         \n",
       "\n",
       "    co_sponsored_bills_passed  committee_sponsor  people_id  \n",
       "0   29                         0                  4664       \n",
       "1   30                         0                  4649       \n",
       "2   11                         0                  19026      \n",
       "3   9                          0                  12078      \n",
       "4   60                         0                  20588      \n",
       "5   9                          0                  20534      \n",
       "6   21                         0                  21279      \n",
       "7   43                         0                  20530      \n",
       "8   37                         0                  20860      \n",
       "9   22                         0                  20857      \n",
       "10  32                         0                  4607       \n",
       "11  48                         0                  20685      \n",
       "12  51                         0                  4635       \n",
       "13  26                         0                  4583       \n",
       "14  63                         0                  17377      \n",
       "15  36                         0                  17434      \n",
       "16  66                         0                  4575       \n",
       "17  51                         0                  11975      \n",
       "18  36                         0                  4718       \n",
       "19  25                         0                  4588       \n",
       "20  34                         0                  20865      \n",
       "21  50                         0                  20965      \n",
       "22  7                          0                  20592      \n",
       "23  68                         0                  11634      \n",
       "24  71                         0                  4561       \n",
       "25  13                         0                  4682       \n",
       "26  41                         0                  20858      \n",
       "27  29                         0                  4536       \n",
       "28  49                         0                  11453      \n",
       "29  11                         0                  11447      \n",
       "30  44                         0                  21255      \n",
       "31  35                         0                  17313      \n",
       "32  29                         0                  4725       \n",
       "33  29                         0                  4549       \n",
       "34  32                         0                  20956      \n",
       "35  48                         0                  20794      \n",
       "36  35                         0                  20867      \n",
       "37  13                         0                  20532      \n",
       "38  23                         0                  20793      \n",
       "39  30                         0                  4527       \n",
       "40  41                         0                  4679       \n",
       "41  17                         0                  17245      \n",
       "42  18                         0                  4659       \n",
       "43  33                         0                  4597       \n",
       "44  21                         0                  4694       \n",
       "45  58                         0                  11711      \n",
       "46  50                         0                  17321      \n",
       "47  30                         0                  16100      \n",
       "48  11                         0                  4528       \n",
       "49  34                         0                  17322      "
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Best Primary Bill AVG\n",
    "sm = legislators[[\"name\",\"party\",\"primary_sponsored_bills_passed\",\"primary_sponsored_bills_count\",\"primary_sponsored_bills_avg\",\"co_sponsored_bills_avg\",\"co_sponsored_bills_count\", \"co_sponsored_bills_passed\", \"committee_sponsor\",\"people_id\"]]\n",
    "sm = sm[sm['committee_sponsor'] != 1]\n",
    "sm = sm.sort_values(by=['primary_sponsored_bills_avg', 'primary_sponsored_bills_count'], ascending=[False,False]).reset_index(drop=True)\n",
    "print(\"mean: \" + str(np.mean(sm[\"primary_sponsored_bills_avg\"])))\n",
    "print(\"median: \" + str(np.median(sm[\"primary_sponsored_bills_avg\"])))\n",
    "sm.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "sm.to_csv(\"legislators_sm_2019.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>party</th>\n",
       "      <th>primary_sponsored_bills_passed</th>\n",
       "      <th>primary_sponsored_bills_count</th>\n",
       "      <th>primary_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_count</th>\n",
       "      <th>co_sponsored_bills_passed</th>\n",
       "      <th>committee_sponsor</th>\n",
       "      <th>people_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Neil Parrott</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.092308</td>\n",
       "      <td>65</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>12189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>April Rose</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.204301</td>\n",
       "      <td>93</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>17670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bob Cassilly</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.283582</td>\n",
       "      <td>67</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>17244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jason Buckel</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.216667</td>\n",
       "      <td>120</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>17231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mary Ann Lisanti</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.430556</td>\n",
       "      <td>72</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>17442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Mark Chang</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.381579</td>\n",
       "      <td>76</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>17233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Frank Conaway</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>58</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>4531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Bob Long</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>50</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>17424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Johnny Mautz</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.174603</td>\n",
       "      <td>63</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>17425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Vaughn Stewart</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.320513</td>\n",
       "      <td>156</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>20797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Kathy Szeliga</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.327434</td>\n",
       "      <td>113</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>11766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Gabriel Acevero</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.306569</td>\n",
       "      <td>137</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>20789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Mark Fisher</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Ric Metzgar</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.432203</td>\n",
       "      <td>118</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>17403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Joseph Boteler</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.220000</td>\n",
       "      <td>50</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>4614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Barrie Ciliberti</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.147059</td>\n",
       "      <td>68</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>17553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Melissa Wells</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.425287</td>\n",
       "      <td>87</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>20864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Sid Saab</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.383333</td>\n",
       "      <td>120</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>17242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Veronica Turner</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.441558</td>\n",
       "      <td>77</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>4554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>James Gilchrist</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.441176</td>\n",
       "      <td>68</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>4654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Sandy Bartlett</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>88</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>20589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Darryl Barnes</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>60</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>17325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Richard Impallaria</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>22</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Tony Bridges</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.447368</td>\n",
       "      <td>76</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>20856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Curtis Anderson</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>51</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>4582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Trent Kittleman</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.174603</td>\n",
       "      <td>63</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>17378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Lily Qi</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>70</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>20966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Carl Anderton</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.204545</td>\n",
       "      <td>44</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>17419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Eric Bromwell</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.358974</td>\n",
       "      <td>39</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>4617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Nino Mangione</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.053571</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>20933</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name party  primary_sponsored_bills_passed  \\\n",
       "0   Neil Parrott        R     0                                \n",
       "1   April Rose          R     0                                \n",
       "2   Bob Cassilly        R     0                                \n",
       "3   Jason Buckel        R     0                                \n",
       "4   Mary Ann Lisanti    D     0                                \n",
       "5   Mark Chang          D     0                                \n",
       "6   Frank Conaway       D     0                                \n",
       "7   Bob Long            R     0                                \n",
       "8   Johnny Mautz        R     0                                \n",
       "9   Vaughn Stewart      D     0                                \n",
       "10  Kathy Szeliga       R     0                                \n",
       "11  Gabriel Acevero     D     0                                \n",
       "12  Mark Fisher         R     0                                \n",
       "13  Ric Metzgar         R     0                                \n",
       "14  Joseph Boteler      R     0                                \n",
       "15  Barrie Ciliberti    R     0                                \n",
       "16  Melissa Wells       D     0                                \n",
       "17  Sid Saab            R     0                                \n",
       "18  Veronica Turner     D     0                                \n",
       "19  James Gilchrist     D     0                                \n",
       "20  Sandy Bartlett      D     0                                \n",
       "21  Darryl Barnes       D     0                                \n",
       "22  Richard Impallaria  R     0                                \n",
       "23  Tony Bridges        D     0                                \n",
       "24  Curtis Anderson     D     0                                \n",
       "25  Trent Kittleman     R     0                                \n",
       "26  Lily Qi             D     0                                \n",
       "27  Carl Anderton       R     0                                \n",
       "28  Eric Bromwell       D     0                                \n",
       "29  Nino Mangione       R     0                                \n",
       "\n",
       "    primary_sponsored_bills_count  primary_sponsored_bills_avg  \\\n",
       "0   16                             0.0                           \n",
       "1   12                             0.0                           \n",
       "2   11                             0.0                           \n",
       "3   10                             0.0                           \n",
       "4   10                             0.0                           \n",
       "5   9                              0.0                           \n",
       "6   8                              0.0                           \n",
       "7   8                              0.0                           \n",
       "8   8                              0.0                           \n",
       "9   7                              0.0                           \n",
       "10  7                              0.0                           \n",
       "11  7                              0.0                           \n",
       "12  7                              0.0                           \n",
       "13  6                              0.0                           \n",
       "14  6                              0.0                           \n",
       "15  5                              0.0                           \n",
       "16  5                              0.0                           \n",
       "17  5                              0.0                           \n",
       "18  5                              0.0                           \n",
       "19  4                              0.0                           \n",
       "20  4                              0.0                           \n",
       "21  4                              0.0                           \n",
       "22  4                              0.0                           \n",
       "23  3                              0.0                           \n",
       "24  3                              0.0                           \n",
       "25  3                              0.0                           \n",
       "26  3                              0.0                           \n",
       "27  2                              0.0                           \n",
       "28  2                              0.0                           \n",
       "29  2                              0.0                           \n",
       "\n",
       "    co_sponsored_bills_avg  co_sponsored_bills_count  \\\n",
       "0   0.092308                65                         \n",
       "1   0.204301                93                         \n",
       "2   0.283582                67                         \n",
       "3   0.216667                120                        \n",
       "4   0.430556                72                         \n",
       "5   0.381579                76                         \n",
       "6   0.500000                58                         \n",
       "7   0.200000                50                         \n",
       "8   0.174603                63                         \n",
       "9   0.320513                156                        \n",
       "10  0.327434                113                        \n",
       "11  0.306569                137                        \n",
       "12  0.100000                30                         \n",
       "13  0.432203                118                        \n",
       "14  0.220000                50                         \n",
       "15  0.147059                68                         \n",
       "16  0.425287                87                         \n",
       "17  0.383333                120                        \n",
       "18  0.441558                77                         \n",
       "19  0.441176                68                         \n",
       "20  0.363636                88                         \n",
       "21  0.466667                60                         \n",
       "22  0.181818                22                         \n",
       "23  0.447368                76                         \n",
       "24  0.333333                51                         \n",
       "25  0.174603                63                         \n",
       "26  0.400000                70                         \n",
       "27  0.204545                44                         \n",
       "28  0.358974                39                         \n",
       "29  0.053571                56                         \n",
       "\n",
       "    co_sponsored_bills_passed  committee_sponsor  people_id  \n",
       "0   6                          0                  12189      \n",
       "1   19                         0                  17670      \n",
       "2   19                         0                  17244      \n",
       "3   26                         0                  17231      \n",
       "4   31                         0                  17442      \n",
       "5   29                         0                  17233      \n",
       "6   29                         0                  4531       \n",
       "7   10                         0                  17424      \n",
       "8   11                         0                  17425      \n",
       "9   50                         0                  20797      \n",
       "10  37                         0                  11766      \n",
       "11  42                         0                  20789      \n",
       "12  3                          0                  11554      \n",
       "13  51                         0                  17403      \n",
       "14  11                         0                  4614       \n",
       "15  10                         0                  17553      \n",
       "16  37                         0                  20864      \n",
       "17  46                         0                  17242      \n",
       "18  34                         0                  4554       \n",
       "19  30                         0                  4654       \n",
       "20  32                         0                  20589      \n",
       "21  28                         0                  17325      \n",
       "22  4                          0                  4638       \n",
       "23  34                         0                  20856      \n",
       "24  17                         0                  4582       \n",
       "25  11                         0                  17378      \n",
       "26  28                         0                  20966      \n",
       "27  9                          0                  17419      \n",
       "28  14                         0                  4617       \n",
       "29  3                          0                  20933      "
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# worst Primary Bill AVG\n",
    "sm = sm.sort_values(by=['primary_sponsored_bills_avg',\"primary_sponsored_bills_count\"], ascending=[True,False]).reset_index(drop=True)\n",
    "sm.head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean: 3.606382978723404\n",
      "median: 3.0\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>party</th>\n",
       "      <th>primary_sponsored_bills_passed</th>\n",
       "      <th>primary_sponsored_bills_count</th>\n",
       "      <th>primary_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_count</th>\n",
       "      <th>co_sponsored_bills_passed</th>\n",
       "      <th>committee_sponsor</th>\n",
       "      <th>people_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>D</td>\n",
       "      <td>17</td>\n",
       "      <td>52</td>\n",
       "      <td>0.326923</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>4700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Brian Feldman</td>\n",
       "      <td>D</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.573913</td>\n",
       "      <td>115</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>4575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>D</td>\n",
       "      <td>16</td>\n",
       "      <td>50</td>\n",
       "      <td>0.320000</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>4569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Paul Pinsky</td>\n",
       "      <td>D</td>\n",
       "      <td>14</td>\n",
       "      <td>26</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.508772</td>\n",
       "      <td>57</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>4725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Antonio Hayes</td>\n",
       "      <td>D</td>\n",
       "      <td>14</td>\n",
       "      <td>33</td>\n",
       "      <td>0.424242</td>\n",
       "      <td>0.520833</td>\n",
       "      <td>96</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>17321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ronald Young</td>\n",
       "      <td>D</td>\n",
       "      <td>13</td>\n",
       "      <td>30</td>\n",
       "      <td>0.433333</td>\n",
       "      <td>0.439394</td>\n",
       "      <td>132</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>11711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>William Smith</td>\n",
       "      <td>D</td>\n",
       "      <td>13</td>\n",
       "      <td>40</td>\n",
       "      <td>0.325000</td>\n",
       "      <td>0.496124</td>\n",
       "      <td>129</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>17171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Melony Griffith</td>\n",
       "      <td>D</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.604167</td>\n",
       "      <td>48</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>4664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Clarence Lam</td>\n",
       "      <td>D</td>\n",
       "      <td>12</td>\n",
       "      <td>44</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.536082</td>\n",
       "      <td>97</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>17170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Benjamin Kramer</td>\n",
       "      <td>D</td>\n",
       "      <td>12</td>\n",
       "      <td>27</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.492537</td>\n",
       "      <td>67</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>4597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Susan Lee</td>\n",
       "      <td>D</td>\n",
       "      <td>12</td>\n",
       "      <td>37</td>\n",
       "      <td>0.324324</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>124</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>4626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ben Barnes</td>\n",
       "      <td>D</td>\n",
       "      <td>12</td>\n",
       "      <td>16</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.393939</td>\n",
       "      <td>66</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>4583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Adelaide Eckardt</td>\n",
       "      <td>R</td>\n",
       "      <td>11</td>\n",
       "      <td>22</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.273585</td>\n",
       "      <td>106</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>4549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Cheryl Kagan</td>\n",
       "      <td>D</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>0.573770</td>\n",
       "      <td>61</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>17313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>William Ferguson</td>\n",
       "      <td>D</td>\n",
       "      <td>10</td>\n",
       "      <td>17</td>\n",
       "      <td>0.588235</td>\n",
       "      <td>0.644737</td>\n",
       "      <td>76</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>11453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Delores Kelley</td>\n",
       "      <td>D</td>\n",
       "      <td>10</td>\n",
       "      <td>26</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.516129</td>\n",
       "      <td>62</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>4711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Nancy King</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>0.692308</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>64</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>4718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Erek Barron</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>0.360000</td>\n",
       "      <td>0.507143</td>\n",
       "      <td>140</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>17319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Katherine Klausmeier</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>43</td>\n",
       "      <td>0.209302</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>76</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>4686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Shelly Hettleman</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.446809</td>\n",
       "      <td>141</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>17377</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    name party  primary_sponsored_bills_passed  \\\n",
       "0   Thomas Miller         D     17                               \n",
       "1   Brian Feldman         D     16                               \n",
       "2   Michael Busch         D     16                               \n",
       "3   Paul Pinsky           D     14                               \n",
       "4   Antonio Hayes         D     14                               \n",
       "5   Ronald Young          D     13                               \n",
       "6   William Smith         D     13                               \n",
       "7   Melony Griffith       D     13                               \n",
       "8   Clarence Lam          D     12                               \n",
       "9   Benjamin Kramer       D     12                               \n",
       "10  Susan Lee             D     12                               \n",
       "11  Ben Barnes            D     12                               \n",
       "12  Adelaide Eckardt      R     11                               \n",
       "13  Cheryl Kagan          D     11                               \n",
       "14  William Ferguson      D     10                               \n",
       "15  Delores Kelley        D     10                               \n",
       "16  Nancy King            D     9                                \n",
       "17  Erek Barron           D     9                                \n",
       "18  Katherine Klausmeier  D     9                                \n",
       "19  Shelly Hettleman      D     9                                \n",
       "\n",
       "    primary_sponsored_bills_count  primary_sponsored_bills_avg  \\\n",
       "0   52                             0.326923                      \n",
       "1   22                             0.727273                      \n",
       "2   50                             0.320000                      \n",
       "3   26                             0.538462                      \n",
       "4   33                             0.424242                      \n",
       "5   30                             0.433333                      \n",
       "6   40                             0.325000                      \n",
       "7   13                             1.000000                      \n",
       "8   44                             0.272727                      \n",
       "9   27                             0.444444                      \n",
       "10  37                             0.324324                      \n",
       "11  16                             0.750000                      \n",
       "12  22                             0.500000                      \n",
       "13  20                             0.550000                      \n",
       "14  17                             0.588235                      \n",
       "15  26                             0.384615                      \n",
       "16  13                             0.692308                      \n",
       "17  25                             0.360000                      \n",
       "18  43                             0.209302                      \n",
       "19  12                             0.750000                      \n",
       "\n",
       "    co_sponsored_bills_avg  co_sponsored_bills_count  \\\n",
       "0   0.750000                20                         \n",
       "1   0.573913                115                        \n",
       "2   0.727273                11                         \n",
       "3   0.508772                57                         \n",
       "4   0.520833                96                         \n",
       "5   0.439394                132                        \n",
       "6   0.496124                129                        \n",
       "7   0.604167                48                         \n",
       "8   0.536082                97                         \n",
       "9   0.492537                67                         \n",
       "10  0.500000                124                        \n",
       "11  0.393939                66                         \n",
       "12  0.273585                106                        \n",
       "13  0.573770                61                         \n",
       "14  0.644737                76                         \n",
       "15  0.516129                62                         \n",
       "16  0.562500                64                         \n",
       "17  0.507143                140                        \n",
       "18  0.500000                76                         \n",
       "19  0.446809                141                        \n",
       "\n",
       "    co_sponsored_bills_passed  committee_sponsor  people_id  \n",
       "0   15                         0                  4700       \n",
       "1   66                         0                  4575       \n",
       "2   8                          0                  4569       \n",
       "3   29                         0                  4725       \n",
       "4   50                         0                  17321      \n",
       "5   58                         0                  11711      \n",
       "6   64                         0                  17171      \n",
       "7   29                         0                  4664       \n",
       "8   52                         0                  17170      \n",
       "9   33                         0                  4597       \n",
       "10  62                         0                  4626       \n",
       "11  26                         0                  4583       \n",
       "12  29                         0                  4549       \n",
       "13  35                         0                  17313      \n",
       "14  49                         0                  11453      \n",
       "15  32                         0                  4711       \n",
       "16  36                         0                  4718       \n",
       "17  71                         0                  17319      \n",
       "18  38                         0                  4686       \n",
       "19  63                         0                  17377      "
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# most primary sponsors passed\n",
    "sm = sm.sort_values(by=['primary_sponsored_bills_passed'], ascending=[False]).reset_index(drop=True)\n",
    "print(\"mean: \" + str(np.mean(sm[\"primary_sponsored_bills_passed\"])))\n",
    "print(\"median: \" + str(np.median(sm[\"primary_sponsored_bills_passed\"])))\n",
    "sm.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean: 3.606382978723404\n",
      "median: 3.0\n"
     ]
    },
    {
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       "      <th>0</th>\n",
       "      <td>Neil Parrott</td>\n",
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       "      <td>Bob Cassilly</td>\n",
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       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>17244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jason Buckel</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.216667</td>\n",
       "      <td>120</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>17231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Mary Ann Lisanti</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.430556</td>\n",
       "      <td>72</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>17442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mark Chang</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.381579</td>\n",
       "      <td>76</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>17233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Bob Long</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>50</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>17424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Johnny Mautz</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.174603</td>\n",
       "      <td>63</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>17425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Vaughn Stewart</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.320513</td>\n",
       "      <td>156</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>20797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Frank Conaway</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>58</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>4531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Gabriel Acevero</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.306569</td>\n",
       "      <td>137</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>20789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Mark Fisher</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ric Metzgar</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.432203</td>\n",
       "      <td>118</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>17403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Joseph Boteler</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.220000</td>\n",
       "      <td>50</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>4614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Barrie Ciliberti</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.147059</td>\n",
       "      <td>68</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>17553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Melissa Wells</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.425287</td>\n",
       "      <td>87</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>20864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Sid Saab</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.383333</td>\n",
       "      <td>120</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>17242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Kathy Szeliga</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.327434</td>\n",
       "      <td>113</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>11766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Veronica Turner</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.441558</td>\n",
       "      <td>77</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>4554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sandy Bartlett</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>88</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>20589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>James Gilchrist</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.441176</td>\n",
       "      <td>68</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>4654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Tony Bridges</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.447368</td>\n",
       "      <td>76</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>20856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Darryl Barnes</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>60</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>17325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Regina Boyce</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>86</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>20855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Curtis Anderson</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>51</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>4582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Trent Kittleman</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.174603</td>\n",
       "      <td>63</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>17378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Carl Anderton</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.204545</td>\n",
       "      <td>44</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>17419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Eric Bromwell</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.358974</td>\n",
       "      <td>39</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>4617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Nino Mangione</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.053571</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>20933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Dalya Attar</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.411765</td>\n",
       "      <td>34</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>20930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>April Rose</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.204301</td>\n",
       "      <td>93</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>17670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Lily Qi</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>70</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>20966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Wayne Hartman</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.237288</td>\n",
       "      <td>59</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>20533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Tawanna Gaines</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.490566</td>\n",
       "      <td>53</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>4660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Elizabeth Proctor</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>56</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>17833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Lauren Arikan</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.244681</td>\n",
       "      <td>94</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>20964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Jay Jalisi</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.355556</td>\n",
       "      <td>90</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>17169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Debra Davis</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.457143</td>\n",
       "      <td>35</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>20859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Jen Terrasa</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.387755</td>\n",
       "      <td>98</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>20868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Nick Charles</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.656250</td>\n",
       "      <td>96</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>20931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Richard Impallaria</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>22</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Marvin Holmes</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>63</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>4623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Julian Ivey</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.375887</td>\n",
       "      <td>141</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>20791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Robin Grammer</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.269231</td>\n",
       "      <td>52</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>17423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Haven Shoemaker</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.172727</td>\n",
       "      <td>110</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>17427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Jessica Feldmark</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.435294</td>\n",
       "      <td>85</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>20860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Courtney Watson</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.440000</td>\n",
       "      <td>50</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>20857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Ron Watson</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>52</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>20934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Brian Chisholm</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.373913</td>\n",
       "      <td>115</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>20530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Andrea Harrison</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.488372</td>\n",
       "      <td>43</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>21279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Johnny Salling</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.252874</td>\n",
       "      <td>87</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>17246</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name party  primary_sponsored_bills_passed  \\\n",
       "0   Neil Parrott        R     0                                \n",
       "1   Bob Cassilly        R     0                                \n",
       "2   Jason Buckel        R     0                                \n",
       "3   Mary Ann Lisanti    D     0                                \n",
       "4   Mark Chang          D     0                                \n",
       "5   Bob Long            R     0                                \n",
       "6   Johnny Mautz        R     0                                \n",
       "7   Vaughn Stewart      D     0                                \n",
       "8   Frank Conaway       D     0                                \n",
       "9   Gabriel Acevero     D     0                                \n",
       "10  Mark Fisher         R     0                                \n",
       "11  Ric Metzgar         R     0                                \n",
       "12  Joseph Boteler      R     0                                \n",
       "13  Barrie Ciliberti    R     0                                \n",
       "14  Melissa Wells       D     0                                \n",
       "15  Sid Saab            R     0                                \n",
       "16  Kathy Szeliga       R     0                                \n",
       "17  Veronica Turner     D     0                                \n",
       "18  Sandy Bartlett      D     0                                \n",
       "19  James Gilchrist     D     0                                \n",
       "20  Tony Bridges        D     0                                \n",
       "21  Darryl Barnes       D     0                                \n",
       "22  Regina Boyce        D     0                                \n",
       "23  Curtis Anderson     D     0                                \n",
       "24  Trent Kittleman     R     0                                \n",
       "25  Carl Anderton       R     0                                \n",
       "26  Eric Bromwell       D     0                                \n",
       "27  Nino Mangione       R     0                                \n",
       "28  Dalya Attar         D     0                                \n",
       "29  April Rose          R     0                                \n",
       "30  Lily Qi             D     0                                \n",
       "31  Wayne Hartman       R     0                                \n",
       "32  Tawanna Gaines      D     0                                \n",
       "33  Elizabeth Proctor   D     0                                \n",
       "34  Lauren Arikan       R     0                                \n",
       "35  Jay Jalisi          D     0                                \n",
       "36  Debra Davis         D     0                                \n",
       "37  Jen Terrasa         D     0                                \n",
       "38  Nick Charles        D     0                                \n",
       "39  Richard Impallaria  R     0                                \n",
       "40  Marvin Holmes       D     1                                \n",
       "41  Julian Ivey         D     1                                \n",
       "42  Robin Grammer       R     1                                \n",
       "43  Haven Shoemaker     R     1                                \n",
       "44  Jessica Feldmark    D     1                                \n",
       "45  Courtney Watson     D     1                                \n",
       "46  Ron Watson          D     1                                \n",
       "47  Brian Chisholm      R     1                                \n",
       "48  Andrea Harrison     D     1                                \n",
       "49  Johnny Salling      R     1                                \n",
       "\n",
       "    primary_sponsored_bills_count  primary_sponsored_bills_avg  \\\n",
       "0   16                             0.000000                      \n",
       "1   11                             0.000000                      \n",
       "2   10                             0.000000                      \n",
       "3   10                             0.000000                      \n",
       "4   9                              0.000000                      \n",
       "5   8                              0.000000                      \n",
       "6   8                              0.000000                      \n",
       "7   7                              0.000000                      \n",
       "8   8                              0.000000                      \n",
       "9   7                              0.000000                      \n",
       "10  7                              0.000000                      \n",
       "11  6                              0.000000                      \n",
       "12  6                              0.000000                      \n",
       "13  5                              0.000000                      \n",
       "14  5                              0.000000                      \n",
       "15  5                              0.000000                      \n",
       "16  7                              0.000000                      \n",
       "17  5                              0.000000                      \n",
       "18  4                              0.000000                      \n",
       "19  4                              0.000000                      \n",
       "20  3                              0.000000                      \n",
       "21  4                              0.000000                      \n",
       "22  1                              0.000000                      \n",
       "23  3                              0.000000                      \n",
       "24  3                              0.000000                      \n",
       "25  2                              0.000000                      \n",
       "26  2                              0.000000                      \n",
       "27  2                              0.000000                      \n",
       "28  1                              0.000000                      \n",
       "29  12                             0.000000                      \n",
       "30  3                              0.000000                      \n",
       "31  1                              0.000000                      \n",
       "32  1                              0.000000                      \n",
       "33  1                              0.000000                      \n",
       "34  1                              0.000000                      \n",
       "35  0                              0.000000                      \n",
       "36  0                              0.000000                      \n",
       "37  0                              0.000000                      \n",
       "38  1                              0.000000                      \n",
       "39  4                              0.000000                      \n",
       "40  13                             0.076923                      \n",
       "41  15                             0.066667                      \n",
       "42  18                             0.055556                      \n",
       "43  9                              0.111111                      \n",
       "44  1                              1.000000                      \n",
       "45  1                              1.000000                      \n",
       "46  3                              0.333333                      \n",
       "47  1                              1.000000                      \n",
       "48  1                              1.000000                      \n",
       "49  12                             0.083333                      \n",
       "\n",
       "    co_sponsored_bills_avg  co_sponsored_bills_count  \\\n",
       "0   0.092308                65                         \n",
       "1   0.283582                67                         \n",
       "2   0.216667                120                        \n",
       "3   0.430556                72                         \n",
       "4   0.381579                76                         \n",
       "5   0.200000                50                         \n",
       "6   0.174603                63                         \n",
       "7   0.320513                156                        \n",
       "8   0.500000                58                         \n",
       "9   0.306569                137                        \n",
       "10  0.100000                30                         \n",
       "11  0.432203                118                        \n",
       "12  0.220000                50                         \n",
       "13  0.147059                68                         \n",
       "14  0.425287                87                         \n",
       "15  0.383333                120                        \n",
       "16  0.327434                113                        \n",
       "17  0.441558                77                         \n",
       "18  0.363636                88                         \n",
       "19  0.441176                68                         \n",
       "20  0.447368                76                         \n",
       "21  0.466667                60                         \n",
       "22  0.500000                86                         \n",
       "23  0.333333                51                         \n",
       "24  0.174603                63                         \n",
       "25  0.204545                44                         \n",
       "26  0.358974                39                         \n",
       "27  0.053571                56                         \n",
       "28  0.411765                34                         \n",
       "29  0.204301                93                         \n",
       "30  0.400000                70                         \n",
       "31  0.237288                59                         \n",
       "32  0.490566                53                         \n",
       "33  0.428571                56                         \n",
       "34  0.244681                94                         \n",
       "35  0.355556                90                         \n",
       "36  0.457143                35                         \n",
       "37  0.387755                98                         \n",
       "38  0.656250                96                         \n",
       "39  0.181818                22                         \n",
       "40  0.333333                63                         \n",
       "41  0.375887                141                        \n",
       "42  0.269231                52                         \n",
       "43  0.172727                110                        \n",
       "44  0.435294                85                         \n",
       "45  0.440000                50                         \n",
       "46  0.461538                52                         \n",
       "47  0.373913                115                        \n",
       "48  0.488372                43                         \n",
       "49  0.252874                87                         \n",
       "\n",
       "    co_sponsored_bills_passed  committee_sponsor  people_id  \n",
       "0   6                          0                  12189      \n",
       "1   19                         0                  17244      \n",
       "2   26                         0                  17231      \n",
       "3   31                         0                  17442      \n",
       "4   29                         0                  17233      \n",
       "5   10                         0                  17424      \n",
       "6   11                         0                  17425      \n",
       "7   50                         0                  20797      \n",
       "8   29                         0                  4531       \n",
       "9   42                         0                  20789      \n",
       "10  3                          0                  11554      \n",
       "11  51                         0                  17403      \n",
       "12  11                         0                  4614       \n",
       "13  10                         0                  17553      \n",
       "14  37                         0                  20864      \n",
       "15  46                         0                  17242      \n",
       "16  37                         0                  11766      \n",
       "17  34                         0                  4554       \n",
       "18  32                         0                  20589      \n",
       "19  30                         0                  4654       \n",
       "20  34                         0                  20856      \n",
       "21  28                         0                  17325      \n",
       "22  43                         0                  20855      \n",
       "23  17                         0                  4582       \n",
       "24  11                         0                  17378      \n",
       "25  9                          0                  17419      \n",
       "26  14                         0                  4617       \n",
       "27  3                          0                  20933      \n",
       "28  14                         0                  20930      \n",
       "29  19                         0                  17670      \n",
       "30  28                         0                  20966      \n",
       "31  14                         0                  20533      \n",
       "32  26                         0                  4660       \n",
       "33  24                         0                  17833      \n",
       "34  23                         0                  20964      \n",
       "35  32                         0                  17169      \n",
       "36  16                         0                  20859      \n",
       "37  38                         0                  20868      \n",
       "38  63                         0                  20931      \n",
       "39  4                          0                  4638       \n",
       "40  21                         0                  4623       \n",
       "41  53                         0                  20791      \n",
       "42  14                         0                  17423      \n",
       "43  19                         0                  17427      \n",
       "44  37                         0                  20860      \n",
       "45  22                         0                  20857      \n",
       "46  24                         0                  20934      \n",
       "47  43                         0                  20530      \n",
       "48  21                         0                  21279      \n",
       "49  22                         0                  17246      "
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# least primary sponsors passed\n",
    "sm = sm.sort_values(by=['primary_sponsored_bills_passed'], ascending=[True]).reset_index(drop=True)\n",
    "print(\"mean: \" + str(np.mean(sm[\"primary_sponsored_bills_passed\"])))\n",
    "print(\"median: \" + str(np.median(sm[\"primary_sponsored_bills_passed\"])))\n",
    "sm.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "188\n"
     ]
    }
   ],
   "source": [
    "print(len(sm))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean: 11.882978723404255\n",
      "median: 10.0\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>party</th>\n",
       "      <th>primary_sponsored_bills_passed</th>\n",
       "      <th>primary_sponsored_bills_count</th>\n",
       "      <th>primary_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_count</th>\n",
       "      <th>co_sponsored_bills_passed</th>\n",
       "      <th>committee_sponsor</th>\n",
       "      <th>people_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>D</td>\n",
       "      <td>17</td>\n",
       "      <td>52</td>\n",
       "      <td>0.326923</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>4700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>D</td>\n",
       "      <td>16</td>\n",
       "      <td>50</td>\n",
       "      <td>0.320000</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>4569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Clarence Lam</td>\n",
       "      <td>D</td>\n",
       "      <td>12</td>\n",
       "      <td>44</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.536082</td>\n",
       "      <td>97</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>17170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Katherine Klausmeier</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>43</td>\n",
       "      <td>0.209302</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>76</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>4686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jill Carter</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>43</td>\n",
       "      <td>0.162791</td>\n",
       "      <td>0.510417</td>\n",
       "      <td>96</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>4584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>William Smith</td>\n",
       "      <td>D</td>\n",
       "      <td>13</td>\n",
       "      <td>40</td>\n",
       "      <td>0.325000</td>\n",
       "      <td>0.496124</td>\n",
       "      <td>129</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>17171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Susan Lee</td>\n",
       "      <td>D</td>\n",
       "      <td>12</td>\n",
       "      <td>37</td>\n",
       "      <td>0.324324</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>124</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>4626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Antonio Hayes</td>\n",
       "      <td>D</td>\n",
       "      <td>14</td>\n",
       "      <td>33</td>\n",
       "      <td>0.424242</td>\n",
       "      <td>0.520833</td>\n",
       "      <td>96</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>17321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Chris West</td>\n",
       "      <td>R</td>\n",
       "      <td>6</td>\n",
       "      <td>32</td>\n",
       "      <td>0.187500</td>\n",
       "      <td>0.361538</td>\n",
       "      <td>130</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>17243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Ronald Young</td>\n",
       "      <td>D</td>\n",
       "      <td>13</td>\n",
       "      <td>30</td>\n",
       "      <td>0.433333</td>\n",
       "      <td>0.439394</td>\n",
       "      <td>132</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>11711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Samuel Rosenberg</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>29</td>\n",
       "      <td>0.103448</td>\n",
       "      <td>0.651685</td>\n",
       "      <td>89</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>4581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Andrew Serafini</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.275362</td>\n",
       "      <td>69</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>4650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Kathleen Dumais</td>\n",
       "      <td>D</td>\n",
       "      <td>6</td>\n",
       "      <td>27</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.449275</td>\n",
       "      <td>69</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>4580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Cheryl Glenn</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "      <td>27</td>\n",
       "      <td>0.148148</td>\n",
       "      <td>0.421053</td>\n",
       "      <td>76</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>4544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Benjamin Kramer</td>\n",
       "      <td>D</td>\n",
       "      <td>12</td>\n",
       "      <td>27</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.492537</td>\n",
       "      <td>67</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>4597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Jeff Waldstreicher</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>27</td>\n",
       "      <td>0.259259</td>\n",
       "      <td>0.506024</td>\n",
       "      <td>83</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>4553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Delores Kelley</td>\n",
       "      <td>D</td>\n",
       "      <td>10</td>\n",
       "      <td>26</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.516129</td>\n",
       "      <td>62</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>4711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Paul Pinsky</td>\n",
       "      <td>D</td>\n",
       "      <td>14</td>\n",
       "      <td>26</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.508772</td>\n",
       "      <td>57</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>4725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Erek Barron</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>0.360000</td>\n",
       "      <td>0.507143</td>\n",
       "      <td>140</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>17319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Robert Zirkin</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>25</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.619048</td>\n",
       "      <td>42</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>4713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Alonzo Washington</td>\n",
       "      <td>D</td>\n",
       "      <td>5</td>\n",
       "      <td>23</td>\n",
       "      <td>0.217391</td>\n",
       "      <td>0.402299</td>\n",
       "      <td>87</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>15140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Guy Guzzone</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>23</td>\n",
       "      <td>0.304348</td>\n",
       "      <td>0.470588</td>\n",
       "      <td>136</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>4636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Shirley NathanPulliam</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>23</td>\n",
       "      <td>0.304348</td>\n",
       "      <td>0.450549</td>\n",
       "      <td>91</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>4590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>James Rosapepe</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.474747</td>\n",
       "      <td>99</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>4731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Nick Mosby</td>\n",
       "      <td>D</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>0.347826</td>\n",
       "      <td>0.377953</td>\n",
       "      <td>127</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>19213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Adelaide Eckardt</td>\n",
       "      <td>R</td>\n",
       "      <td>11</td>\n",
       "      <td>22</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.273585</td>\n",
       "      <td>106</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>4549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Brian Feldman</td>\n",
       "      <td>D</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.573913</td>\n",
       "      <td>115</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>4575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Stephen Hershey</td>\n",
       "      <td>R</td>\n",
       "      <td>6</td>\n",
       "      <td>22</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.346154</td>\n",
       "      <td>78</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>11448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>David Moon</td>\n",
       "      <td>D</td>\n",
       "      <td>6</td>\n",
       "      <td>22</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.284024</td>\n",
       "      <td>169</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>17238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Geraldine ValentinoSmith</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>70</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>12105</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        name party  primary_sponsored_bills_passed  \\\n",
       "0   Thomas Miller             D     17                               \n",
       "1   Michael Busch             D     16                               \n",
       "2   Clarence Lam              D     12                               \n",
       "3   Katherine Klausmeier      D     9                                \n",
       "4   Jill Carter               D     7                                \n",
       "5   William Smith             D     13                               \n",
       "6   Susan Lee                 D     12                               \n",
       "7   Antonio Hayes             D     14                               \n",
       "8   Chris West                R     6                                \n",
       "9   Ronald Young              D     13                               \n",
       "10  Samuel Rosenberg          D     3                                \n",
       "11  Andrew Serafini           R     1                                \n",
       "12  Kathleen Dumais           D     6                                \n",
       "13  Cheryl Glenn              D     4                                \n",
       "14  Benjamin Kramer           D     12                               \n",
       "15  Jeff Waldstreicher        D     7                                \n",
       "16  Delores Kelley            D     10                               \n",
       "17  Paul Pinsky               D     14                               \n",
       "18  Erek Barron               D     9                                \n",
       "19  Robert Zirkin             D     3                                \n",
       "20  Alonzo Washington         D     5                                \n",
       "21  Guy Guzzone               D     7                                \n",
       "22  Shirley NathanPulliam     D     7                                \n",
       "23  James Rosapepe            D     1                                \n",
       "24  Nick Mosby                D     8                                \n",
       "25  Adelaide Eckardt          R     11                               \n",
       "26  Brian Feldman             D     16                               \n",
       "27  Stephen Hershey           R     6                                \n",
       "28  David Moon                D     6                                \n",
       "29  Geraldine ValentinoSmith  D     7                                \n",
       "\n",
       "    primary_sponsored_bills_count  primary_sponsored_bills_avg  \\\n",
       "0   52                             0.326923                      \n",
       "1   50                             0.320000                      \n",
       "2   44                             0.272727                      \n",
       "3   43                             0.209302                      \n",
       "4   43                             0.162791                      \n",
       "5   40                             0.325000                      \n",
       "6   37                             0.324324                      \n",
       "7   33                             0.424242                      \n",
       "8   32                             0.187500                      \n",
       "9   30                             0.433333                      \n",
       "10  29                             0.103448                      \n",
       "11  27                             0.037037                      \n",
       "12  27                             0.222222                      \n",
       "13  27                             0.148148                      \n",
       "14  27                             0.444444                      \n",
       "15  27                             0.259259                      \n",
       "16  26                             0.384615                      \n",
       "17  26                             0.538462                      \n",
       "18  25                             0.360000                      \n",
       "19  25                             0.120000                      \n",
       "20  23                             0.217391                      \n",
       "21  23                             0.304348                      \n",
       "22  23                             0.304348                      \n",
       "23  23                             0.043478                      \n",
       "24  23                             0.347826                      \n",
       "25  22                             0.500000                      \n",
       "26  22                             0.727273                      \n",
       "27  22                             0.272727                      \n",
       "28  22                             0.272727                      \n",
       "29  20                             0.350000                      \n",
       "\n",
       "    co_sponsored_bills_avg  co_sponsored_bills_count  \\\n",
       "0   0.750000                20                         \n",
       "1   0.727273                11                         \n",
       "2   0.536082                97                         \n",
       "3   0.500000                76                         \n",
       "4   0.510417                96                         \n",
       "5   0.496124                129                        \n",
       "6   0.500000                124                        \n",
       "7   0.520833                96                         \n",
       "8   0.361538                130                        \n",
       "9   0.439394                132                        \n",
       "10  0.651685                89                         \n",
       "11  0.275362                69                         \n",
       "12  0.449275                69                         \n",
       "13  0.421053                76                         \n",
       "14  0.492537                67                         \n",
       "15  0.506024                83                         \n",
       "16  0.516129                62                         \n",
       "17  0.508772                57                         \n",
       "18  0.507143                140                        \n",
       "19  0.619048                42                         \n",
       "20  0.402299                87                         \n",
       "21  0.470588                136                        \n",
       "22  0.450549                91                         \n",
       "23  0.474747                99                         \n",
       "24  0.377953                127                        \n",
       "25  0.273585                106                        \n",
       "26  0.573913                115                        \n",
       "27  0.346154                78                         \n",
       "28  0.284024                169                        \n",
       "29  0.428571                70                         \n",
       "\n",
       "    co_sponsored_bills_passed  committee_sponsor  people_id  \n",
       "0   15                         0                  4700       \n",
       "1   8                          0                  4569       \n",
       "2   52                         0                  17170      \n",
       "3   38                         0                  4686       \n",
       "4   49                         0                  4584       \n",
       "5   64                         0                  17171      \n",
       "6   62                         0                  4626       \n",
       "7   50                         0                  17321      \n",
       "8   47                         0                  17243      \n",
       "9   58                         0                  11711      \n",
       "10  58                         0                  4581       \n",
       "11  19                         0                  4650       \n",
       "12  31                         0                  4580       \n",
       "13  32                         0                  4544       \n",
       "14  33                         0                  4597       \n",
       "15  42                         0                  4553       \n",
       "16  32                         0                  4711       \n",
       "17  29                         0                  4725       \n",
       "18  71                         0                  17319      \n",
       "19  26                         0                  4713       \n",
       "20  35                         0                  15140      \n",
       "21  64                         0                  4636       \n",
       "22  41                         0                  4590       \n",
       "23  47                         0                  4731       \n",
       "24  48                         0                  19213      \n",
       "25  29                         0                  4549       \n",
       "26  66                         0                  4575       \n",
       "27  27                         0                  11448      \n",
       "28  48                         0                  17238      \n",
       "29  30                         0                  12105      "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# most primary sponsors attempted\n",
    "sm = sm.sort_values(by=['primary_sponsored_bills_count'], ascending=[False]).reset_index(drop=True)\n",
    "print(\"mean: \" + str(np.mean(sm[\"primary_sponsored_bills_count\"])))\n",
    "print(\"median: \" + str(np.median(sm[\"primary_sponsored_bills_count\"])))\n",
    "sm.head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>party</th>\n",
       "      <th>primary_sponsored_bills_passed</th>\n",
       "      <th>primary_sponsored_bills_count</th>\n",
       "      <th>primary_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_count</th>\n",
       "      <th>co_sponsored_bills_passed</th>\n",
       "      <th>committee_sponsor</th>\n",
       "      <th>people_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jen Terrasa</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.387755</td>\n",
       "      <td>98</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>20868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Debra Davis</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.457143</td>\n",
       "      <td>35</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>20859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jay Jalisi</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.355556</td>\n",
       "      <td>90</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>17169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Dalya Attar</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.411765</td>\n",
       "      <td>34</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>20930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jessica Feldmark</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.435294</td>\n",
       "      <td>85</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>20860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Nick Charles</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.656250</td>\n",
       "      <td>96</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>20931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Lauren Arikan</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.244681</td>\n",
       "      <td>94</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>20964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Wayne Hartman</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.237288</td>\n",
       "      <td>59</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>20533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Elizabeth Proctor</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>56</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>17833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Tawanna Gaines</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.490566</td>\n",
       "      <td>53</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>4660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Regina Boyce</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>86</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>20855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Brian Chisholm</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.373913</td>\n",
       "      <td>115</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>20530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Andrea Harrison</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.488372</td>\n",
       "      <td>43</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>21279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Courtney Watson</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.440000</td>\n",
       "      <td>50</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>20857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Nino Mangione</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.053571</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>20933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Eric Bromwell</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.358974</td>\n",
       "      <td>39</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>4617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Carl Anderton</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.204545</td>\n",
       "      <td>44</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>17419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Mike Rogers</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.194444</td>\n",
       "      <td>36</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>20592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Tony Bridges</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.447368</td>\n",
       "      <td>76</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>20856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Ron Watson</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>52</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>20934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Curtis Anderson</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>51</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>4582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Diana Fennell</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.371134</td>\n",
       "      <td>97</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>17320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Steve Johnson</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.561798</td>\n",
       "      <td>89</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>20965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Jesse Pippy</td>\n",
       "      <td>R</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.310345</td>\n",
       "      <td>29</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>20534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Lily Qi</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>70</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>20966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Heather Bagnall</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>105</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>20588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Trent Kittleman</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.174603</td>\n",
       "      <td>63</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>17378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Sandy Bartlett</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>88</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>20589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>James Gilchrist</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.441176</td>\n",
       "      <td>68</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>4654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Darryl Barnes</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>60</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>17325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Barrie Ciliberti</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.147059</td>\n",
       "      <td>68</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>17553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Maggie McIntosh</td>\n",
       "      <td>D</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.434783</td>\n",
       "      <td>69</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>4649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Melissa Wells</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.425287</td>\n",
       "      <td>87</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>20864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Paul Corderman</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.176471</td>\n",
       "      <td>102</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>19527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Kumar Barve</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.508772</td>\n",
       "      <td>57</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>4536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Sid Saab</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.383333</td>\n",
       "      <td>120</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>17242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Mary Lehman</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.355932</td>\n",
       "      <td>118</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>20591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Jeff Ghrist</td>\n",
       "      <td>R</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.244898</td>\n",
       "      <td>49</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>17399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Veronica Turner</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.441558</td>\n",
       "      <td>77</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>4554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Ken Kerr</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.644444</td>\n",
       "      <td>90</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>20792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Wanika Fisher</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.369369</td>\n",
       "      <td>111</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>20863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Susan McComas</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.195122</td>\n",
       "      <td>123</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>4641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Joseph Boteler</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.220000</td>\n",
       "      <td>50</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>4614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Ric Metzgar</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.432203</td>\n",
       "      <td>118</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>17403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Sara Love</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>104</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>20862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Charlotte Crutchfield</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.448718</td>\n",
       "      <td>78</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>20867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Carol Krimm</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.471698</td>\n",
       "      <td>53</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>17236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Mike Mckay</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.216867</td>\n",
       "      <td>83</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>17402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Adrienne Jones</td>\n",
       "      <td>D</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>64</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>4607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Anne Kaiser</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.471698</td>\n",
       "      <td>53</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>4588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Jon Cardin</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.474576</td>\n",
       "      <td>59</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>4598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Malcolm Augustine</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.566667</td>\n",
       "      <td>60</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>20865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Jared Solomon</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.409836</td>\n",
       "      <td>122</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>20796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Julie Palakovich Carr</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.360902</td>\n",
       "      <td>133</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>20794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Jason Gallion</td>\n",
       "      <td>R</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.173333</td>\n",
       "      <td>75</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>20532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Kathy Szeliga</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.327434</td>\n",
       "      <td>113</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>11766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Luke Clippinger</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>20</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>11447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Vaughn Stewart</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.320513</td>\n",
       "      <td>156</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>20797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Gabriel Acevero</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.306569</td>\n",
       "      <td>137</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>20789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Mark Fisher</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11554</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>70 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     name party  primary_sponsored_bills_passed  \\\n",
       "0   Jen Terrasa            D     0                                \n",
       "1   Debra Davis            D     0                                \n",
       "2   Jay Jalisi             D     0                                \n",
       "3   Dalya Attar            D     0                                \n",
       "4   Jessica Feldmark       D     1                                \n",
       "5   Nick Charles           D     0                                \n",
       "6   Lauren Arikan          R     0                                \n",
       "7   Wayne Hartman          R     0                                \n",
       "8   Elizabeth Proctor      D     0                                \n",
       "9   Tawanna Gaines         D     0                                \n",
       "10  Regina Boyce           D     0                                \n",
       "11  Brian Chisholm         R     1                                \n",
       "12  Andrea Harrison        D     1                                \n",
       "13  Courtney Watson        D     1                                \n",
       "14  Nino Mangione          R     0                                \n",
       "15  Eric Bromwell          D     0                                \n",
       "16  Carl Anderton          R     0                                \n",
       "17  Mike Rogers            D     2                                \n",
       "18  Tony Bridges           D     0                                \n",
       "19  Ron Watson             D     1                                \n",
       "20  Curtis Anderson        D     0                                \n",
       "21  Diana Fennell          D     1                                \n",
       "22  Steve Johnson          D     2                                \n",
       "23  Jesse Pippy            R     3                                \n",
       "24  Lily Qi                D     0                                \n",
       "25  Heather Bagnall        D     3                                \n",
       "26  Trent Kittleman        R     0                                \n",
       "27  Sandy Bartlett         D     0                                \n",
       "28  James Gilchrist        D     0                                \n",
       "29  Darryl Barnes          D     0                                \n",
       "..            ...         ..    ..                                \n",
       "40  Barrie Ciliberti       R     0                                \n",
       "41  Maggie McIntosh        D     5                                \n",
       "42  Melissa Wells          D     0                                \n",
       "43  Paul Corderman         R     1                                \n",
       "44  Kumar Barve            D     3                                \n",
       "45  Sid Saab               R     0                                \n",
       "46  Mary Lehman            D     1                                \n",
       "47  Jeff Ghrist            R     2                                \n",
       "48  Veronica Turner        D     0                                \n",
       "49  Ken Kerr               D     2                                \n",
       "50  Wanika Fisher          D     2                                \n",
       "51  Susan McComas          R     1                                \n",
       "52  Joseph Boteler         R     0                                \n",
       "53  Ric Metzgar            R     0                                \n",
       "54  Sara Love              D     2                                \n",
       "55  Charlotte Crutchfield  D     3                                \n",
       "56  Carol Krimm            D     2                                \n",
       "57  Mike Mckay             R     1                                \n",
       "58  Adrienne Jones         D     5                                \n",
       "59  Anne Kaiser            D     4                                \n",
       "60  Jon Cardin             D     2                                \n",
       "61  Malcolm Augustine      D     4                                \n",
       "62  Jared Solomon          D     2                                \n",
       "63  Julie Palakovich Carr  D     3                                \n",
       "64  Jason Gallion          R     3                                \n",
       "65  Kathy Szeliga          R     0                                \n",
       "66  Luke Clippinger        D     4                                \n",
       "67  Vaughn Stewart         D     0                                \n",
       "68  Gabriel Acevero        D     0                                \n",
       "69  Mark Fisher            R     0                                \n",
       "\n",
       "    primary_sponsored_bills_count  primary_sponsored_bills_avg  \\\n",
       "0   0                              0.000000                      \n",
       "1   0                              0.000000                      \n",
       "2   0                              0.000000                      \n",
       "3   1                              0.000000                      \n",
       "4   1                              1.000000                      \n",
       "5   1                              0.000000                      \n",
       "6   1                              0.000000                      \n",
       "7   1                              0.000000                      \n",
       "8   1                              0.000000                      \n",
       "9   1                              0.000000                      \n",
       "10  1                              0.000000                      \n",
       "11  1                              1.000000                      \n",
       "12  1                              1.000000                      \n",
       "13  1                              1.000000                      \n",
       "14  2                              0.000000                      \n",
       "15  2                              0.000000                      \n",
       "16  2                              0.000000                      \n",
       "17  3                              0.666667                      \n",
       "18  3                              0.000000                      \n",
       "19  3                              0.333333                      \n",
       "20  3                              0.000000                      \n",
       "21  3                              0.333333                      \n",
       "22  3                              0.666667                      \n",
       "23  3                              1.000000                      \n",
       "24  3                              0.000000                      \n",
       "25  3                              1.000000                      \n",
       "26  3                              0.000000                      \n",
       "27  4                              0.000000                      \n",
       "28  4                              0.000000                      \n",
       "29  4                              0.000000                      \n",
       ".. ..                                   ...                      \n",
       "40  5                              0.000000                      \n",
       "41  5                              1.000000                      \n",
       "42  5                              0.000000                      \n",
       "43  5                              0.200000                      \n",
       "44  5                              0.600000                      \n",
       "45  5                              0.000000                      \n",
       "46  5                              0.200000                      \n",
       "47  5                              0.400000                      \n",
       "48  5                              0.000000                      \n",
       "49  5                              0.400000                      \n",
       "50  6                              0.333333                      \n",
       "51  6                              0.166667                      \n",
       "52  6                              0.000000                      \n",
       "53  6                              0.000000                      \n",
       "54  6                              0.333333                      \n",
       "55  6                              0.500000                      \n",
       "56  6                              0.333333                      \n",
       "57  6                              0.166667                      \n",
       "58  6                              0.833333                      \n",
       "59  6                              0.666667                      \n",
       "60  6                              0.333333                      \n",
       "61  6                              0.666667                      \n",
       "62  6                              0.333333                      \n",
       "63  6                              0.500000                      \n",
       "64  6                              0.500000                      \n",
       "65  7                              0.000000                      \n",
       "66  7                              0.571429                      \n",
       "67  7                              0.000000                      \n",
       "68  7                              0.000000                      \n",
       "69  7                              0.000000                      \n",
       "\n",
       "    co_sponsored_bills_avg  co_sponsored_bills_count  \\\n",
       "0   0.387755                98                         \n",
       "1   0.457143                35                         \n",
       "2   0.355556                90                         \n",
       "3   0.411765                34                         \n",
       "4   0.435294                85                         \n",
       "5   0.656250                96                         \n",
       "6   0.244681                94                         \n",
       "7   0.237288                59                         \n",
       "8   0.428571                56                         \n",
       "9   0.490566                53                         \n",
       "10  0.500000                86                         \n",
       "11  0.373913                115                        \n",
       "12  0.488372                43                         \n",
       "13  0.440000                50                         \n",
       "14  0.053571                56                         \n",
       "15  0.358974                39                         \n",
       "16  0.204545                44                         \n",
       "17  0.194444                36                         \n",
       "18  0.447368                76                         \n",
       "19  0.461538                52                         \n",
       "20  0.333333                51                         \n",
       "21  0.371134                97                         \n",
       "22  0.561798                89                         \n",
       "23  0.310345                29                         \n",
       "24  0.400000                70                         \n",
       "25  0.571429                105                        \n",
       "26  0.174603                63                         \n",
       "27  0.363636                88                         \n",
       "28  0.441176                68                         \n",
       "29  0.466667                60                         \n",
       "..       ...                ..                         \n",
       "40  0.147059                68                         \n",
       "41  0.434783                69                         \n",
       "42  0.425287                87                         \n",
       "43  0.176471                102                        \n",
       "44  0.508772                57                         \n",
       "45  0.383333                120                        \n",
       "46  0.355932                118                        \n",
       "47  0.244898                49                         \n",
       "48  0.441558                77                         \n",
       "49  0.644444                90                         \n",
       "50  0.369369                111                        \n",
       "51  0.195122                123                        \n",
       "52  0.220000                50                         \n",
       "53  0.432203                118                        \n",
       "54  0.375000                104                        \n",
       "55  0.448718                78                         \n",
       "56  0.471698                53                         \n",
       "57  0.216867                83                         \n",
       "58  0.500000                64                         \n",
       "59  0.471698                53                         \n",
       "60  0.474576                59                         \n",
       "61  0.566667                60                         \n",
       "62  0.409836                122                        \n",
       "63  0.360902                133                        \n",
       "64  0.173333                75                         \n",
       "65  0.327434                113                        \n",
       "66  0.550000                20                         \n",
       "67  0.320513                156                        \n",
       "68  0.306569                137                        \n",
       "69  0.100000                30                         \n",
       "\n",
       "    co_sponsored_bills_passed  committee_sponsor  people_id  \n",
       "0   38                         0                  20868      \n",
       "1   16                         0                  20859      \n",
       "2   32                         0                  17169      \n",
       "3   14                         0                  20930      \n",
       "4   37                         0                  20860      \n",
       "5   63                         0                  20931      \n",
       "6   23                         0                  20964      \n",
       "7   14                         0                  20533      \n",
       "8   24                         0                  17833      \n",
       "9   26                         0                  4660       \n",
       "10  43                         0                  20855      \n",
       "11  43                         0                  20530      \n",
       "12  21                         0                  21279      \n",
       "13  22                         0                  20857      \n",
       "14  3                          0                  20933      \n",
       "15  14                         0                  4617       \n",
       "16  9                          0                  17419      \n",
       "17  7                          0                  20592      \n",
       "18  34                         0                  20856      \n",
       "19  24                         0                  20934      \n",
       "20  17                         0                  4582       \n",
       "21  36                         0                  17320      \n",
       "22  50                         0                  20965      \n",
       "23  9                          0                  20534      \n",
       "24  28                         0                  20966      \n",
       "25  60                         0                  20588      \n",
       "26  11                         0                  17378      \n",
       "27  32                         0                  20589      \n",
       "28  30                         0                  4654       \n",
       "29  28                         0                  17325      \n",
       "..  ..                        ..                    ...      \n",
       "40  10                         0                  17553      \n",
       "41  30                         0                  4649       \n",
       "42  37                         0                  20864      \n",
       "43  18                         0                  19527      \n",
       "44  29                         0                  4536       \n",
       "45  46                         0                  17242      \n",
       "46  42                         0                  20591      \n",
       "47  12                         0                  17399      \n",
       "48  34                         0                  4554       \n",
       "49  58                         0                  20792      \n",
       "50  41                         0                  20863      \n",
       "51  24                         0                  4641       \n",
       "52  11                         0                  4614       \n",
       "53  51                         0                  17403      \n",
       "54  39                         0                  20862      \n",
       "55  35                         0                  20867      \n",
       "56  25                         0                  17236      \n",
       "57  18                         0                  17402      \n",
       "58  32                         0                  4607       \n",
       "59  25                         0                  4588       \n",
       "60  28                         0                  4598       \n",
       "61  34                         0                  20865      \n",
       "62  50                         0                  20796      \n",
       "63  48                         0                  20794      \n",
       "64  13                         0                  20532      \n",
       "65  37                         0                  11766      \n",
       "66  11                         0                  11447      \n",
       "67  50                         0                  20797      \n",
       "68  42                         0                  20789      \n",
       "69  3                          0                  11554      \n",
       "\n",
       "[70 rows x 10 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# least primary sponsors attempted\n",
    "sm = sm.sort_values(by=['primary_sponsored_bills_count'], ascending=[True]).reset_index(drop=True)\n",
    "sm.head(70)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean: 32.962765957446805\n",
      "median: 31.5\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>party</th>\n",
       "      <th>primary_sponsored_bills_passed</th>\n",
       "      <th>primary_sponsored_bills_count</th>\n",
       "      <th>primary_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_count</th>\n",
       "      <th>co_sponsored_bills_passed</th>\n",
       "      <th>committee_sponsor</th>\n",
       "      <th>people_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Robbyn Lewis</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.442308</td>\n",
       "      <td>208</td>\n",
       "      <td>92</td>\n",
       "      <td>0</td>\n",
       "      <td>18731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Joseline PenaMelnyk</td>\n",
       "      <td>D</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.496503</td>\n",
       "      <td>143</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>4561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Erek Barron</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>0.360000</td>\n",
       "      <td>0.507143</td>\n",
       "      <td>140</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>17319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Terri Hill</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.554688</td>\n",
       "      <td>128</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>17167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Ariana Kelly</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.450331</td>\n",
       "      <td>151</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>11634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Brian Feldman</td>\n",
       "      <td>D</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.573913</td>\n",
       "      <td>115</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>4575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Mary Washington</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>0.187500</td>\n",
       "      <td>0.455172</td>\n",
       "      <td>145</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>11917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Brooke Lierman</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>18</td>\n",
       "      <td>0.388889</td>\n",
       "      <td>0.458333</td>\n",
       "      <td>144</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>17237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Karen Young</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.585586</td>\n",
       "      <td>111</td>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>17248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>William Smith</td>\n",
       "      <td>D</td>\n",
       "      <td>13</td>\n",
       "      <td>40</td>\n",
       "      <td>0.325000</td>\n",
       "      <td>0.496124</td>\n",
       "      <td>129</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>17171</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name party  primary_sponsored_bills_passed  \\\n",
       "0  Robbyn Lewis         D     4                                \n",
       "1  Joseline PenaMelnyk  D     5                                \n",
       "2  Erek Barron          D     9                                \n",
       "3  Terri Hill           D     4                                \n",
       "4  Ariana Kelly         D     7                                \n",
       "5  Brian Feldman        D     16                               \n",
       "6  Mary Washington      D     3                                \n",
       "7  Brooke Lierman       D     7                                \n",
       "8  Karen Young          D     3                                \n",
       "9  William Smith        D     13                               \n",
       "\n",
       "   primary_sponsored_bills_count  primary_sponsored_bills_avg  \\\n",
       "0  10                             0.400000                      \n",
       "1  8                              0.625000                      \n",
       "2  25                             0.360000                      \n",
       "3  20                             0.200000                      \n",
       "4  11                             0.636364                      \n",
       "5  22                             0.727273                      \n",
       "6  16                             0.187500                      \n",
       "7  18                             0.388889                      \n",
       "8  13                             0.230769                      \n",
       "9  40                             0.325000                      \n",
       "\n",
       "   co_sponsored_bills_avg  co_sponsored_bills_count  \\\n",
       "0  0.442308                208                        \n",
       "1  0.496503                143                        \n",
       "2  0.507143                140                        \n",
       "3  0.554688                128                        \n",
       "4  0.450331                151                        \n",
       "5  0.573913                115                        \n",
       "6  0.455172                145                        \n",
       "7  0.458333                144                        \n",
       "8  0.585586                111                        \n",
       "9  0.496124                129                        \n",
       "\n",
       "   co_sponsored_bills_passed  committee_sponsor  people_id  \n",
       "0  92                         0                  18731      \n",
       "1  71                         0                  4561       \n",
       "2  71                         0                  17319      \n",
       "3  71                         0                  17167      \n",
       "4  68                         0                  11634      \n",
       "5  66                         0                  4575       \n",
       "6  66                         0                  11917      \n",
       "7  66                         0                  17237      \n",
       "8  65                         0                  17248      \n",
       "9  64                         0                  17171      "
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# most co sponsors passed\n",
    "sm = sm.sort_values(by=['co_sponsored_bills_passed'], ascending=[False]).reset_index(drop=True)\n",
    "print(\"mean: \" + str(np.mean(sm[\"co_sponsored_bills_passed\"])))\n",
    "print(\"median: \" + str(np.median(sm[\"co_sponsored_bills_passed\"])))\n",
    "sm.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>party</th>\n",
       "      <th>primary_sponsored_bills_passed</th>\n",
       "      <th>primary_sponsored_bills_count</th>\n",
       "      <th>primary_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_count</th>\n",
       "      <th>co_sponsored_bills_passed</th>\n",
       "      <th>committee_sponsor</th>\n",
       "      <th>people_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Nino Mangione</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.053571</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>20933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mark Fisher</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Richard Impallaria</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>22</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Neil Parrott</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.092308</td>\n",
       "      <td>65</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>12189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>William Wivell</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.189189</td>\n",
       "      <td>37</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>17669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Mike Rogers</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.194444</td>\n",
       "      <td>36</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>20592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Seth Howard</td>\n",
       "      <td>R</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.148936</td>\n",
       "      <td>47</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>17324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Warren Miller</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.190476</td>\n",
       "      <td>42</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>11771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>D</td>\n",
       "      <td>16</td>\n",
       "      <td>50</td>\n",
       "      <td>0.320000</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>4569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Carl Anderton</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.204545</td>\n",
       "      <td>44</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>17419</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 name party  primary_sponsored_bills_passed  \\\n",
       "0  Nino Mangione       R     0                                \n",
       "1  Mark Fisher         R     0                                \n",
       "2  Richard Impallaria  R     0                                \n",
       "3  Neil Parrott        R     0                                \n",
       "4  William Wivell      R     1                                \n",
       "5  Mike Rogers         D     2                                \n",
       "6  Seth Howard         R     2                                \n",
       "7  Warren Miller       R     4                                \n",
       "8  Michael Busch       D     16                               \n",
       "9  Carl Anderton       R     0                                \n",
       "\n",
       "   primary_sponsored_bills_count  primary_sponsored_bills_avg  \\\n",
       "0  2                              0.000000                      \n",
       "1  7                              0.000000                      \n",
       "2  4                              0.000000                      \n",
       "3  16                             0.000000                      \n",
       "4  9                              0.111111                      \n",
       "5  3                              0.666667                      \n",
       "6  9                              0.222222                      \n",
       "7  10                             0.400000                      \n",
       "8  50                             0.320000                      \n",
       "9  2                              0.000000                      \n",
       "\n",
       "   co_sponsored_bills_avg  co_sponsored_bills_count  \\\n",
       "0  0.053571                56                         \n",
       "1  0.100000                30                         \n",
       "2  0.181818                22                         \n",
       "3  0.092308                65                         \n",
       "4  0.189189                37                         \n",
       "5  0.194444                36                         \n",
       "6  0.148936                47                         \n",
       "7  0.190476                42                         \n",
       "8  0.727273                11                         \n",
       "9  0.204545                44                         \n",
       "\n",
       "   co_sponsored_bills_passed  committee_sponsor  people_id  \n",
       "0  3                          0                  20933      \n",
       "1  3                          0                  11554      \n",
       "2  4                          0                  4638       \n",
       "3  6                          0                  12189      \n",
       "4  7                          0                  17669      \n",
       "5  7                          0                  20592      \n",
       "6  7                          0                  17324      \n",
       "7  8                          0                  11771      \n",
       "8  8                          0                  4569       \n",
       "9  9                          0                  17419      "
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# least co sponsors passed\n",
    "sm = sm.sort_values(by=['co_sponsored_bills_passed'], ascending=[True]).reset_index(drop=True)\n",
    "sm.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean: 0.39567678453687233\n",
      "median: 0.4108003857280617\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>party</th>\n",
       "      <th>primary_sponsored_bills_passed</th>\n",
       "      <th>primary_sponsored_bills_count</th>\n",
       "      <th>primary_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_count</th>\n",
       "      <th>co_sponsored_bills_passed</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>D</td>\n",
       "      <td>17</td>\n",
       "      <td>52</td>\n",
       "      <td>0.326923</td>\n",
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       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>4700</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>D</td>\n",
       "      <td>16</td>\n",
       "      <td>50</td>\n",
       "      <td>0.320000</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>4569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Nick Charles</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>96</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>20931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Harry Bhandari</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.654545</td>\n",
       "      <td>55</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>20790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Shane Pendergrass</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.653846</td>\n",
       "      <td>78</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>4635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Samuel Rosenberg</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>29</td>\n",
       "      <td>0.103448</td>\n",
       "      <td>0.651685</td>\n",
       "      <td>89</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>4581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>William Ferguson</td>\n",
       "      <td>D</td>\n",
       "      <td>10</td>\n",
       "      <td>17</td>\n",
       "      <td>0.588235</td>\n",
       "      <td>0.644737</td>\n",
       "      <td>76</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>11453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Ken Kerr</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.644444</td>\n",
       "      <td>90</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>20792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Robert Zirkin</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>25</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.619048</td>\n",
       "      <td>42</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>4713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Melony Griffith</td>\n",
       "      <td>D</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.604167</td>\n",
       "      <td>48</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>4664</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                name party  primary_sponsored_bills_passed  \\\n",
       "0  Thomas Miller      D     17                               \n",
       "1  Michael Busch      D     16                               \n",
       "2  Nick Charles       D     0                                \n",
       "3  Harry Bhandari     D     1                                \n",
       "4  Shane Pendergrass  D     4                                \n",
       "5  Samuel Rosenberg   D     3                                \n",
       "6  William Ferguson   D     10                               \n",
       "7  Ken Kerr           D     2                                \n",
       "8  Robert Zirkin      D     3                                \n",
       "9  Melony Griffith    D     13                               \n",
       "\n",
       "   primary_sponsored_bills_count  primary_sponsored_bills_avg  \\\n",
       "0  52                             0.326923                      \n",
       "1  50                             0.320000                      \n",
       "2  1                              0.000000                      \n",
       "3  4                              0.250000                      \n",
       "4  5                              0.800000                      \n",
       "5  29                             0.103448                      \n",
       "6  17                             0.588235                      \n",
       "7  5                              0.400000                      \n",
       "8  25                             0.120000                      \n",
       "9  13                             1.000000                      \n",
       "\n",
       "   co_sponsored_bills_avg  co_sponsored_bills_count  \\\n",
       "0  0.750000                20                         \n",
       "1  0.727273                11                         \n",
       "2  0.656250                96                         \n",
       "3  0.654545                55                         \n",
       "4  0.653846                78                         \n",
       "5  0.651685                89                         \n",
       "6  0.644737                76                         \n",
       "7  0.644444                90                         \n",
       "8  0.619048                42                         \n",
       "9  0.604167                48                         \n",
       "\n",
       "   co_sponsored_bills_passed  committee_sponsor  people_id  \n",
       "0  15                         0                  4700       \n",
       "1  8                          0                  4569       \n",
       "2  63                         0                  20931      \n",
       "3  36                         0                  20790      \n",
       "4  51                         0                  4635       \n",
       "5  58                         0                  4581       \n",
       "6  49                         0                  11453      \n",
       "7  58                         0                  20792      \n",
       "8  26                         0                  4713       \n",
       "9  29                         0                  4664       "
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# AVG co sponsors highest\n",
    "sm = sm.sort_values(by=['co_sponsored_bills_avg'], ascending=[False]).reset_index(drop=True)\n",
    "print(\"mean: \" + str(np.mean(sm[\"co_sponsored_bills_avg\"])))\n",
    "print(\"median: \" + str(np.median(sm[\"co_sponsored_bills_avg\"])))\n",
    "sm.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "    }\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>party</th>\n",
       "      <th>primary_sponsored_bills_passed</th>\n",
       "      <th>primary_sponsored_bills_count</th>\n",
       "      <th>primary_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_count</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Nino Mangione</td>\n",
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       "    </tr>\n",
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       "      <th>1</th>\n",
       "      <td>Neil Parrott</td>\n",
       "      <td>R</td>\n",
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       "      <td>16</td>\n",
       "      <td>0.000000</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>R</td>\n",
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       "      <td>0.000000</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Charles Otto</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.138462</td>\n",
       "      <td>65</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>12078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Barrie Ciliberti</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.147059</td>\n",
       "      <td>68</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>17553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Seth Howard</td>\n",
       "      <td>R</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.148936</td>\n",
       "      <td>47</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>17324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Steven Arentz</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.150685</td>\n",
       "      <td>73</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>16083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Jerry Clark</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.157143</td>\n",
       "      <td>70</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>19026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Jay Jacobs</td>\n",
       "      <td>R</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.171429</td>\n",
       "      <td>70</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>11449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Haven Shoemaker</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.172727</td>\n",
       "      <td>110</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>17427</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               name party  primary_sponsored_bills_passed  \\\n",
       "0  Nino Mangione     R     0                                \n",
       "1  Neil Parrott      R     0                                \n",
       "2  Mark Fisher       R     0                                \n",
       "3  Charles Otto      R     4                                \n",
       "4  Barrie Ciliberti  R     0                                \n",
       "5  Seth Howard       R     2                                \n",
       "6  Steven Arentz     R     1                                \n",
       "7  Jerry Clark       R     4                                \n",
       "8  Jay Jacobs        R     2                                \n",
       "9  Haven Shoemaker   R     1                                \n",
       "\n",
       "   primary_sponsored_bills_count  primary_sponsored_bills_avg  \\\n",
       "0  2                              0.000000                      \n",
       "1  16                             0.000000                      \n",
       "2  7                              0.000000                      \n",
       "3  4                              1.000000                      \n",
       "4  5                              0.000000                      \n",
       "5  9                              0.222222                      \n",
       "6  4                              0.250000                      \n",
       "7  4                              1.000000                      \n",
       "8  7                              0.285714                      \n",
       "9  9                              0.111111                      \n",
       "\n",
       "   co_sponsored_bills_avg  co_sponsored_bills_count  \\\n",
       "0  0.053571                56                         \n",
       "1  0.092308                65                         \n",
       "2  0.100000                30                         \n",
       "3  0.138462                65                         \n",
       "4  0.147059                68                         \n",
       "5  0.148936                47                         \n",
       "6  0.150685                73                         \n",
       "7  0.157143                70                         \n",
       "8  0.171429                70                         \n",
       "9  0.172727                110                        \n",
       "\n",
       "   co_sponsored_bills_passed  committee_sponsor  people_id  \n",
       "0  3                          0                  20933      \n",
       "1  6                          0                  12189      \n",
       "2  3                          0                  11554      \n",
       "3  9                          0                  12078      \n",
       "4  10                         0                  17553      \n",
       "5  7                          0                  17324      \n",
       "6  11                         0                  16083      \n",
       "7  11                         0                  19026      \n",
       "8  12                         0                  11449      \n",
       "9  19                         0                  17427      "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# AVG co sponsors lowest\n",
    "sm = sm.sort_values(by=['co_sponsored_bills_avg'], ascending=[True]).reset_index(drop=True)\n",
    "sm.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean: 83.10106382978724\n",
      "median: 77.5\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>party</th>\n",
       "      <th>primary_sponsored_bills_passed</th>\n",
       "      <th>primary_sponsored_bills_count</th>\n",
       "      <th>primary_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_count</th>\n",
       "      <th>co_sponsored_bills_passed</th>\n",
       "      <th>committee_sponsor</th>\n",
       "      <th>people_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Robbyn Lewis</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.442308</td>\n",
       "      <td>208</td>\n",
       "      <td>92</td>\n",
       "      <td>0</td>\n",
       "      <td>18731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>David Moon</td>\n",
       "      <td>D</td>\n",
       "      <td>6</td>\n",
       "      <td>22</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.284024</td>\n",
       "      <td>169</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>17238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Vaughn Stewart</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.320513</td>\n",
       "      <td>156</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>20797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ariana Kelly</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.450331</td>\n",
       "      <td>151</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>11634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jheanelle Wilkins</td>\n",
       "      <td>D</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.357616</td>\n",
       "      <td>151</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>19199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Susan Krebs</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.324324</td>\n",
       "      <td>148</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>4629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Mary Washington</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>0.187500</td>\n",
       "      <td>0.455172</td>\n",
       "      <td>145</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>11917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Brooke Lierman</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>18</td>\n",
       "      <td>0.388889</td>\n",
       "      <td>0.458333</td>\n",
       "      <td>144</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>17237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Joseline PenaMelnyk</td>\n",
       "      <td>D</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.496503</td>\n",
       "      <td>143</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>4561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Julian Ivey</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.375887</td>\n",
       "      <td>141</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>20791</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name party  primary_sponsored_bills_passed  \\\n",
       "0  Robbyn Lewis         D     4                                \n",
       "1  David Moon           D     6                                \n",
       "2  Vaughn Stewart       D     0                                \n",
       "3  Ariana Kelly         D     7                                \n",
       "4  Jheanelle Wilkins    D     5                                \n",
       "5  Susan Krebs          R     4                                \n",
       "6  Mary Washington      D     3                                \n",
       "7  Brooke Lierman       D     7                                \n",
       "8  Joseline PenaMelnyk  D     5                                \n",
       "9  Julian Ivey          D     1                                \n",
       "\n",
       "   primary_sponsored_bills_count  primary_sponsored_bills_avg  \\\n",
       "0  10                             0.400000                      \n",
       "1  22                             0.272727                      \n",
       "2  7                              0.000000                      \n",
       "3  11                             0.636364                      \n",
       "4  15                             0.333333                      \n",
       "5  14                             0.285714                      \n",
       "6  16                             0.187500                      \n",
       "7  18                             0.388889                      \n",
       "8  8                              0.625000                      \n",
       "9  15                             0.066667                      \n",
       "\n",
       "   co_sponsored_bills_avg  co_sponsored_bills_count  \\\n",
       "0  0.442308                208                        \n",
       "1  0.284024                169                        \n",
       "2  0.320513                156                        \n",
       "3  0.450331                151                        \n",
       "4  0.357616                151                        \n",
       "5  0.324324                148                        \n",
       "6  0.455172                145                        \n",
       "7  0.458333                144                        \n",
       "8  0.496503                143                        \n",
       "9  0.375887                141                        \n",
       "\n",
       "   co_sponsored_bills_passed  committee_sponsor  people_id  \n",
       "0  92                         0                  18731      \n",
       "1  48                         0                  17238      \n",
       "2  50                         0                  20797      \n",
       "3  68                         0                  11634      \n",
       "4  54                         0                  19199      \n",
       "5  48                         0                  4629       \n",
       "6  66                         0                  11917      \n",
       "7  66                         0                  17237      \n",
       "8  71                         0                  4561       \n",
       "9  53                         0                  20791      "
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# co sponsors count most\n",
    "sm = sm.sort_values(by=['co_sponsored_bills_count'], ascending=[False]).reset_index(drop=True)\n",
    "print(\"mean: \" + str(np.mean(sm[\"co_sponsored_bills_count\"])))\n",
    "print(\"median: \" + str(np.median(sm[\"co_sponsored_bills_count\"])))\n",
    "sm.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>party</th>\n",
       "      <th>primary_sponsored_bills_passed</th>\n",
       "      <th>primary_sponsored_bills_count</th>\n",
       "      <th>primary_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_count</th>\n",
       "      <th>co_sponsored_bills_passed</th>\n",
       "      <th>committee_sponsor</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>D</td>\n",
       "      <td>16</td>\n",
       "      <td>50</td>\n",
       "      <td>0.320000</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>4569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>D</td>\n",
       "      <td>17</td>\n",
       "      <td>52</td>\n",
       "      <td>0.326923</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>4700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Luke Clippinger</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>20</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>11447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Richard Impallaria</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>22</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jesse Pippy</td>\n",
       "      <td>R</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.310345</td>\n",
       "      <td>29</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>20534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Mark Fisher</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Talmadge Branch</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.515152</td>\n",
       "      <td>33</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>4602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Dalya Attar</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.411765</td>\n",
       "      <td>34</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>20930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Debra Davis</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.457143</td>\n",
       "      <td>35</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>20859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Mike Rogers</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.194444</td>\n",
       "      <td>36</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>20592</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 name party  primary_sponsored_bills_passed  \\\n",
       "0  Michael Busch       D     16                               \n",
       "1  Thomas Miller       D     17                               \n",
       "2  Luke Clippinger     D     4                                \n",
       "3  Richard Impallaria  R     0                                \n",
       "4  Jesse Pippy         R     3                                \n",
       "5  Mark Fisher         R     0                                \n",
       "6  Talmadge Branch     D     1                                \n",
       "7  Dalya Attar         D     0                                \n",
       "8  Debra Davis         D     0                                \n",
       "9  Mike Rogers         D     2                                \n",
       "\n",
       "   primary_sponsored_bills_count  primary_sponsored_bills_avg  \\\n",
       "0  50                             0.320000                      \n",
       "1  52                             0.326923                      \n",
       "2  7                              0.571429                      \n",
       "3  4                              0.000000                      \n",
       "4  3                              1.000000                      \n",
       "5  7                              0.000000                      \n",
       "6  4                              0.250000                      \n",
       "7  1                              0.000000                      \n",
       "8  0                              0.000000                      \n",
       "9  3                              0.666667                      \n",
       "\n",
       "   co_sponsored_bills_avg  co_sponsored_bills_count  \\\n",
       "0  0.727273                11                         \n",
       "1  0.750000                20                         \n",
       "2  0.550000                20                         \n",
       "3  0.181818                22                         \n",
       "4  0.310345                29                         \n",
       "5  0.100000                30                         \n",
       "6  0.515152                33                         \n",
       "7  0.411765                34                         \n",
       "8  0.457143                35                         \n",
       "9  0.194444                36                         \n",
       "\n",
       "   co_sponsored_bills_passed  committee_sponsor  people_id  \n",
       "0  8                          0                  4569       \n",
       "1  15                         0                  4700       \n",
       "2  11                         0                  11447      \n",
       "3  4                          0                  4638       \n",
       "4  9                          0                  20534      \n",
       "5  3                          0                  11554      \n",
       "6  17                         0                  4602       \n",
       "7  14                         0                  20930      \n",
       "8  16                         0                  20859      \n",
       "9  7                          0                  20592      "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# co sponsors count least\n",
    "sm = sm.sort_values(by=['co_sponsored_bills_count'], ascending=[True]).reset_index(drop=True)\n",
    "sm.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# of rep deligates: 57\n",
      "# of dem deligates: 131\n",
      "\n",
      "\n",
      "Rep primary count mean: 9.859649122807017\n",
      "Rep primary count median: 9.0\n",
      "Dem primary count mean: 12.763358778625955\n",
      "Dem primary count median: 10.0\n",
      "\n",
      "\n",
      "Rep primary bill avg mean: 0.22960050405802945\n",
      "Rep primary bill avg median: 0.16666666666666666\n",
      "Dem primary bill avg mean: 0.33891430150593277\n",
      "Dem primary bill avg median: 0.3043478260869565\n",
      "\n",
      "\n",
      "Rep primary bills passed mean: 2.1403508771929824\n",
      "Rep primary bills passed median: 1.0\n",
      "Dem primary bills passed mean: 4.244274809160306\n",
      "Dem primary bills passed median: 3.0\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Split by party\n",
    "\n",
    "Rdel = sm.loc[sm['party'] == \"R\"]\n",
    "Ddel = sm.loc[sm['party'] == \"D\"]\n",
    "\n",
    "print(\"# of rep deligates: \" + str(len(Rdel)))\n",
    "print(\"# of dem deligates: \" + str(len(Ddel)))\n",
    "print(\"\\n\")\n",
    "\n",
    "# primary counts\n",
    "print(\"Rep primary count mean: \" + str(np.mean(Rdel[\"primary_sponsored_bills_count\"])))\n",
    "print(\"Rep primary count median: \" + str(np.median(Rdel[\"primary_sponsored_bills_count\"])))\n",
    "print(\"Dem primary count mean: \" + str(np.mean(Ddel[\"primary_sponsored_bills_count\"])))\n",
    "print(\"Dem primary count median: \" + str(np.median(Ddel[\"primary_sponsored_bills_count\"])))\n",
    "print(\"\\n\")\n",
    "\n",
    "# Primary Bill AVG\n",
    "print(\"Rep primary bill avg mean: \" + str(np.mean(Rdel[\"primary_sponsored_bills_avg\"])))\n",
    "print(\"Rep primary bill avg median: \" + str(np.median(Rdel[\"primary_sponsored_bills_avg\"])))\n",
    "print(\"Dem primary bill avg mean: \" + str(np.mean(Ddel[\"primary_sponsored_bills_avg\"])))\n",
    "print(\"Dem primary bill avg median: \" + str(np.median(Ddel[\"primary_sponsored_bills_avg\"])))\n",
    "print(\"\\n\")\n",
    "\n",
    "# Primary Bill AVG\n",
    "print(\"Rep primary bills passed mean: \" + str(np.mean(Rdel[\"primary_sponsored_bills_passed\"])))\n",
    "print(\"Rep primary bills passed median: \" + str(np.median(Rdel[\"primary_sponsored_bills_passed\"])))\n",
    "print(\"Dem primary bills passed mean: \" + str(np.mean(Ddel[\"primary_sponsored_bills_passed\"])))\n",
    "print(\"Dem primary bills passed median: \" + str(np.median(Ddel[\"primary_sponsored_bills_passed\"])))\n",
    "print(\"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Relationships Analysis ###"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['name', 'party', 'district', 'role', 'people_id', 'committee_sponsor', 'all_sponsored_bills_count', 'unspecified_sponsored_bills_count', 'primary_sponsored_bills_count', 'co_sponsored_bills_count', 'joint_sponsored_bills_count', 'all_sponsored_bills', 'unspecified_sponsored_bills', 'primary_sponsored_bills', 'co_sponsored_bills', 'joint_sponsored_bills', 'all_sponsored_bills_status', 'unspecified_sponsored_bills_status', 'primary_sponsored_bills_status', 'co_sponsored_bills_status', 'joint_sponsored_bills_status', 'all_sponsored_bills_passed', 'unspecified_sponsored_bills_passed', 'primary_sponsored_bills_passed', 'co_sponsored_bills_passed', 'joint_sponsored_bills_passed', 'all_sponsored_bills_avg', 'unspecified_sponsored_bills_avg', 'primary_sponsored_bills_avg', 'co_sponsored_bills_avg', 'joint_sponsored_bills_avg']\n"
     ]
    }
   ],
   "source": [
    "print(list(legislators))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['relationship', 'first_name', 'second_name', 'co_bills', 'co_bills_status', 'co_bills_total']\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>first_name</th>\n",
       "      <th>second_name</th>\n",
       "      <th>co_bills_total</th>\n",
       "      <th>co_bills_status</th>\n",
       "      <th>co_bills</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Susan Lee</td>\n",
       "      <td>William Smith</td>\n",
       "      <td>31</td>\n",
       "      <td>[3,  3,  3,  1,  3,  1,  1,  1,  3,  1,  3,  1,  1,  1,  1,  1,  1,  1,  2,  3,  3,  1,  3,  3,  3,  2,  3,  1,  1,  1,  1]</td>\n",
       "      <td>[1162064,  1164670,  1164690,  1164746,  1168029,  1175010,  1177768,  1180389,  1180322,  1180329,  1180298,  1182344,  1182290,  1184994,  1184933,  1188986,  1188962,  1188644,  1188923,  1188979,  1188629,  1188939,  1188708,  1188757,  1188697,  1188638,  1188680,  1188821,  1188602,  1188842,  1198196]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Kathy Szeliga</td>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>25</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151,  1188814,  1194036,  1194034,  1243029]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Chris West</td>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>24</td>\n",
       "      <td>[2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]</td>\n",
       "      <td>[1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164758,  1164634,  1164742,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Adelaide Eckardt</td>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>24</td>\n",
       "      <td>[2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]</td>\n",
       "      <td>[1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164758,  1164634,  1164742,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Mary Carozza</td>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>24</td>\n",
       "      <td>[2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]</td>\n",
       "      <td>[1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164758,  1164634,  1164742,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>Ric Metzgar</td>\n",
       "      <td>24</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  3,  3]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167423,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151,  1188814,  1243029]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>Nicholaus Kipke</td>\n",
       "      <td>24</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  3,  2,  3]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151,  1188814,  1188713,  1243029]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Brian Chisholm</td>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>24</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170465,  1170151,  1188814,  1194036,  1194034,  1243029]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Jack Bailey</td>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>24</td>\n",
       "      <td>[2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1,  1,  1]</td>\n",
       "      <td>[1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164634,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1188674,  1196639,  1196860,  1208187]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jason Gallion</td>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>24</td>\n",
       "      <td>[2,  1,  1,  1,  3,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]</td>\n",
       "      <td>[1147702,  1147694,  1147700,  1147703,  1162264,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164758,  1164634,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>Sid Saab</td>\n",
       "      <td>23</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  3,  3]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151,  1188814,  1243029]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Michael Hough</td>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>23</td>\n",
       "      <td>[2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]</td>\n",
       "      <td>[1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164758,  1164634,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Stephen Hershey</td>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>23</td>\n",
       "      <td>[2,  1,  1,  1,  1,  2,  2,  2,  3,  2,  1,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]</td>\n",
       "      <td>[1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164686,  1164698,  1164702,  1164630,  1164758,  1164634,  1164742,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Matt Morgan</td>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>23</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151,  1188814,  1194036,  1194034,  1243029]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>Paul Corderman</td>\n",
       "      <td>23</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1,  1]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151,  1194036,  1194034]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>Susan Krebs</td>\n",
       "      <td>23</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1170390,  1170270,  1170178,  1170404,  1170465,  1170151,  1188814,  1194036,  1194034,  1243029]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>J.B. Jennings</td>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>23</td>\n",
       "      <td>[2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]</td>\n",
       "      <td>[1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164634,  1164742,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>George Edwards</td>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>23</td>\n",
       "      <td>[2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]</td>\n",
       "      <td>[1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164758,  1164634,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Bob Cassilly</td>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>22</td>\n",
       "      <td>[2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]</td>\n",
       "      <td>[1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164634,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Bryan Simonaire</td>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>22</td>\n",
       "      <td>[2,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]</td>\n",
       "      <td>[1147702,  1147694,  1147700,  1147703,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164634,  1164742,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Johnny Salling</td>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>22</td>\n",
       "      <td>[2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1]</td>\n",
       "      <td>[1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164634,  1164742,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196860]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>Susan McComas</td>\n",
       "      <td>21</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1170390,  1170270,  1170178,  1170404,  1170465,  1170151,  1194036,  1194034]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Jerry Clark</td>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>21</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151,  1194034]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Barrie Ciliberti</td>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>21</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Christopher Adams</td>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>21</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1194036,  1194034]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Antonio Hayes</td>\n",
       "      <td>Jill Carter</td>\n",
       "      <td>21</td>\n",
       "      <td>[3,  1,  3,  3,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1]</td>\n",
       "      <td>[1173055,  1173118,  1180403,  1185025,  1186563,  1188904,  1188615,  1188818,  1188603,  1188884,  1188784,  1188887,  1188865,  1188835,  1188974,  1188576,  1188966,  1208156,  1208218,  1208177,  1229639]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>Teresa Reilly</td>\n",
       "      <td>21</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1170390,  1170178,  1170404,  1170324,  1170465,  1170151,  1194036,  1194034]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>Michael Malone</td>\n",
       "      <td>21</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  3,  1,  1,  1,  1,  1,  1,  1,  1,  1]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167423,  1167640,  1167381,  1167488,  1167467,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151,  1194036,  1194034]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>Steven Arentz</td>\n",
       "      <td>20</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170465,  1170151]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Kevin Hornberger</td>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>20</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167423,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1170390,  1170178,  1170404,  1170324,  1170465,  1194036]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Justin Ready</td>\n",
       "      <td>Thomas Miller</td>\n",
       "      <td>20</td>\n",
       "      <td>[2,  1,  1,  1,  1,  2,  2,  3,  2,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]</td>\n",
       "      <td>[1147702,  1147694,  1147700,  1147703,  1164682,  1164686,  1164698,  1164702,  1164630,  1164758,  1164634,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>Wayne Hartman</td>\n",
       "      <td>20</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Jason Buckel</td>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>19</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1167661,  1167619,  1167402,  1167640,  1167488,  1167467,  1167446,  1167575,  1170390,  1170178,  1170404,  1170324,  1170465,  1170151,  1194036,  1194034]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Jill Carter</td>\n",
       "      <td>Mary Washington</td>\n",
       "      <td>19</td>\n",
       "      <td>[3,  3,  2,  2,  3,  1,  2,  1,  2,  1,  3,  1,  1,  1,  1,  1,  1,  1,  2]</td>\n",
       "      <td>[1151499,  1172955,  1172977,  1182277,  1185025,  1184981,  1186576,  1186563,  1188826,  1188615,  1188841,  1188887,  1188865,  1188689,  1188835,  1188988,  1188576,  1188966,  1205125]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Clarence Lam</td>\n",
       "      <td>Ronald Young</td>\n",
       "      <td>19</td>\n",
       "      <td>[3,  2,  3,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  3,  1]</td>\n",
       "      <td>[1164714,  1167987,  1173081,  1180348,  1180367,  1180404,  1180337,  1188877,  1188679,  1188791,  1188725,  1188751,  1188758,  1188736,  1188664,  1188772,  1203042,  1203062,  1202989]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Carl Anderton</td>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>19</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170270,  1170178,  1170404,  1170465,  1170151]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Charles Otto</td>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>19</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170178,  1170404,  1170465,  1170151]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Jay Jacobs</td>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>19</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170178,  1170404,  1170465,  1170151]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>David Moon</td>\n",
       "      <td>Lorig Charkoudian</td>\n",
       "      <td>19</td>\n",
       "      <td>[1,  3,  1,  3,  1,  3,  1,  1,  1,  3,  1,  3,  1,  1,  1,  1,  2,  1,  1]</td>\n",
       "      <td>[1157077,  1157081,  1157070,  1157082,  1157087,  1161304,  1177640,  1177661,  1188698,  1188641,  1191496,  1196285,  1196209,  1196269,  1196671,  1196579,  1196818,  1196539,  1209481]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>April Rose</td>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>19</td>\n",
       "      <td>[1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1]</td>\n",
       "      <td>[1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1170390,  1170270,  1170178,  1170404,  1170465,  1170151]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           first_name        second_name  co_bills_total  \\\n",
       "0   Susan Lee          William Smith      31               \n",
       "1   Kathy Szeliga      Michael Busch      25               \n",
       "2   Chris West         Thomas Miller      24               \n",
       "6   Adelaide Eckardt   Thomas Miller      24               \n",
       "7   Mary Carozza       Thomas Miller      24               \n",
       "5   Michael Busch      Ric Metzgar        24               \n",
       "4   Michael Busch      Nicholaus Kipke    24               \n",
       "9   Brian Chisholm     Michael Busch      24               \n",
       "8   Jack Bailey        Thomas Miller      24               \n",
       "3   Jason Gallion      Thomas Miller      24               \n",
       "12  Michael Busch      Sid Saab           23               \n",
       "13  Michael Hough      Thomas Miller      23               \n",
       "14  Stephen Hershey    Thomas Miller      23               \n",
       "15  Matt Morgan        Michael Busch      23               \n",
       "16  Michael Busch      Paul Corderman     23               \n",
       "17  Michael Busch      Susan Krebs        23               \n",
       "10  J.B. Jennings      Thomas Miller      23               \n",
       "11  George Edwards     Thomas Miller      23               \n",
       "19  Bob Cassilly       Thomas Miller      22               \n",
       "20  Bryan Simonaire    Thomas Miller      22               \n",
       "18  Johnny Salling     Thomas Miller      22               \n",
       "23  Michael Busch      Susan McComas      21               \n",
       "24  Jerry Clark        Michael Busch      21               \n",
       "25  Barrie Ciliberti   Michael Busch      21               \n",
       "26  Christopher Adams  Michael Busch      21               \n",
       "27  Antonio Hayes      Jill Carter        21               \n",
       "21  Michael Busch      Teresa Reilly      21               \n",
       "22  Michael Busch      Michael Malone     21               \n",
       "28  Michael Busch      Steven Arentz      20               \n",
       "29  Kevin Hornberger   Michael Busch      20               \n",
       "30  Justin Ready       Thomas Miller      20               \n",
       "31  Michael Busch      Wayne Hartman      20               \n",
       "37  Jason Buckel       Michael Busch      19               \n",
       "36  Jill Carter        Mary Washington    19               \n",
       "33  Clarence Lam       Ronald Young       19               \n",
       "34  Carl Anderton      Michael Busch      19               \n",
       "32  Charles Otto       Michael Busch      19               \n",
       "40  Jay Jacobs         Michael Busch      19               \n",
       "35  David Moon         Lorig Charkoudian  19               \n",
       "38  April Rose         Michael Busch      19               \n",
       "\n",
       "                                                                                                                co_bills_status  \\\n",
       "0   [3,  3,  3,  1,  3,  1,  1,  1,  3,  1,  3,  1,  1,  1,  1,  1,  1,  1,  2,  3,  3,  1,  3,  3,  3,  2,  3,  1,  1,  1,  1]   \n",
       "1   [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3]                           \n",
       "2   [2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]                               \n",
       "6   [2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]                               \n",
       "7   [2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]                               \n",
       "5   [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  3,  3]                               \n",
       "4   [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  3,  2,  3]                               \n",
       "9   [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3]                               \n",
       "8   [2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1,  1,  1]                               \n",
       "3   [2,  1,  1,  1,  3,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]                               \n",
       "12  [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  3,  3]                                   \n",
       "13  [2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]                                   \n",
       "14  [2,  1,  1,  1,  1,  2,  2,  2,  3,  2,  1,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]                                   \n",
       "15  [1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3]                                   \n",
       "16  [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1,  1]                                   \n",
       "17  [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3]                                   \n",
       "10  [2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]                                   \n",
       "11  [2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]                                   \n",
       "19  [2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]                                       \n",
       "20  [2,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]                                       \n",
       "18  [2,  1,  1,  1,  1,  2,  1,  2,  2,  3,  2,  1,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1]                                       \n",
       "23  [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1]                                           \n",
       "24  [1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1]                                           \n",
       "25  [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1]                                           \n",
       "26  [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1]                                           \n",
       "27  [3,  1,  3,  3,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1]                                           \n",
       "21  [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1]                                           \n",
       "22  [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  3,  1,  1,  1,  1,  1,  1,  1,  1,  1]                                           \n",
       "28  [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1]                                               \n",
       "29  [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1]                                               \n",
       "30  [2,  1,  1,  1,  1,  2,  2,  3,  2,  1,  1,  1,  1,  2,  1,  2,  1,  1,  1,  1]                                               \n",
       "31  [1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1]                                               \n",
       "37  [1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1]                                                   \n",
       "36  [3,  3,  2,  2,  3,  1,  2,  1,  2,  1,  3,  1,  1,  1,  1,  1,  1,  1,  2]                                                   \n",
       "33  [3,  2,  3,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  3,  1]                                                   \n",
       "34  [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1]                                                   \n",
       "32  [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1]                                                   \n",
       "40  [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  3,  1,  1,  1,  1,  1]                                                   \n",
       "35  [1,  3,  1,  3,  1,  3,  1,  1,  1,  3,  1,  3,  1,  1,  1,  1,  2,  1,  1]                                                   \n",
       "38  [1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  3,  1,  1,  1,  1,  1,  1,  1,  1]                                                   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                 co_bills  \n",
       "0   [1162064,  1164670,  1164690,  1164746,  1168029,  1175010,  1177768,  1180389,  1180322,  1180329,  1180298,  1182344,  1182290,  1184994,  1184933,  1188986,  1188962,  1188644,  1188923,  1188979,  1188629,  1188939,  1188708,  1188757,  1188697,  1188638,  1188680,  1188821,  1188602,  1188842,  1198196]  \n",
       "1   [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151,  1188814,  1194036,  1194034,  1243029]                                                              \n",
       "2   [1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164758,  1164634,  1164742,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]                                                                        \n",
       "6   [1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164758,  1164634,  1164742,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]                                                                        \n",
       "7   [1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164758,  1164634,  1164742,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]                                                                        \n",
       "5   [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167423,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151,  1188814,  1243029]                                                                        \n",
       "4   [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151,  1188814,  1188713,  1243029]                                                                        \n",
       "9   [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170465,  1170151,  1188814,  1194036,  1194034,  1243029]                                                                        \n",
       "8   [1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164634,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1188674,  1196639,  1196860,  1208187]                                                                        \n",
       "3   [1147702,  1147694,  1147700,  1147703,  1162264,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164758,  1164634,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]                                                                        \n",
       "12  [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151,  1188814,  1243029]                                                                                  \n",
       "13  [1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164758,  1164634,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]                                                                                  \n",
       "14  [1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164686,  1164698,  1164702,  1164630,  1164758,  1164634,  1164742,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]                                                                                  \n",
       "15  [1147697,  1147689,  1147682,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151,  1188814,  1194036,  1194034,  1243029]                                                                                  \n",
       "16  [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151,  1194036,  1194034]                                                                                  \n",
       "17  [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1170390,  1170270,  1170178,  1170404,  1170465,  1170151,  1188814,  1194036,  1194034,  1243029]                                                                                  \n",
       "10  [1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164634,  1164742,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]                                                                                  \n",
       "11  [1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164758,  1164634,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]                                                                                  \n",
       "19  [1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164634,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]                                                                                            \n",
       "20  [1147702,  1147694,  1147700,  1147703,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164634,  1164742,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]                                                                                            \n",
       "18  [1147702,  1147694,  1147700,  1147703,  1164762,  1164738,  1164682,  1164686,  1164698,  1164702,  1164630,  1164634,  1164742,  1164674,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196860]                                                                                            \n",
       "23  [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1170390,  1170270,  1170178,  1170404,  1170465,  1170151,  1194036,  1194034]                                                                                                      \n",
       "24  [1147697,  1147689,  1147682,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151,  1194034]                                                                                                      \n",
       "25  [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151]                                                                                                      \n",
       "26  [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1194036,  1194034]                                                                                                      \n",
       "27  [1173055,  1173118,  1180403,  1185025,  1186563,  1188904,  1188615,  1188818,  1188603,  1188884,  1188784,  1188887,  1188865,  1188835,  1188974,  1188576,  1188966,  1208156,  1208218,  1208177,  1229639]                                                                                                      \n",
       "21  [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1170390,  1170178,  1170404,  1170324,  1170465,  1170151,  1194036,  1194034]                                                                                                      \n",
       "22  [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167423,  1167640,  1167381,  1167488,  1167467,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151,  1194036,  1194034]                                                                                                      \n",
       "28  [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170465,  1170151]                                                                                                                \n",
       "29  [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167423,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1170390,  1170178,  1170404,  1170324,  1170465,  1194036]                                                                                                                \n",
       "30  [1147702,  1147694,  1147700,  1147703,  1164682,  1164686,  1164698,  1164702,  1164630,  1164758,  1164634,  1164722,  1164718,  1164734,  1164602,  1164694,  1168007,  1188650,  1196639,  1196860]                                                                                                                \n",
       "31  [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170270,  1170178,  1170404,  1170324,  1170465,  1170151]                                                                                                                \n",
       "37  [1147697,  1147689,  1147682,  1167661,  1167619,  1167402,  1167640,  1167488,  1167467,  1167446,  1167575,  1170390,  1170178,  1170404,  1170324,  1170465,  1170151,  1194036,  1194034]                                                                                                                          \n",
       "36  [1151499,  1172955,  1172977,  1182277,  1185025,  1184981,  1186576,  1186563,  1188826,  1188615,  1188841,  1188887,  1188865,  1188689,  1188835,  1188988,  1188576,  1188966,  1205125]                                                                                                                          \n",
       "33  [1164714,  1167987,  1173081,  1180348,  1180367,  1180404,  1180337,  1188877,  1188679,  1188791,  1188725,  1188751,  1188758,  1188736,  1188664,  1188772,  1203042,  1203062,  1202989]                                                                                                                          \n",
       "34  [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170270,  1170178,  1170404,  1170465,  1170151]                                                                                                                          \n",
       "32  [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170178,  1170404,  1170465,  1170151]                                                                                                                          \n",
       "40  [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1167997,  1170390,  1170178,  1170404,  1170465,  1170151]                                                                                                                          \n",
       "35  [1157077,  1157081,  1157070,  1157082,  1157087,  1161304,  1177640,  1177661,  1188698,  1188641,  1191496,  1196285,  1196209,  1196269,  1196671,  1196579,  1196818,  1196539,  1209481]                                                                                                                          \n",
       "38  [1147697,  1147689,  1147682,  1147691,  1167661,  1167619,  1167402,  1167640,  1167381,  1167488,  1167467,  1167446,  1167575,  1170390,  1170270,  1170178,  1170404,  1170465,  1170151]                                                                                                                          "
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# most cosponsers\n",
    "\n",
    "print(list(relationships))\n",
    "\n",
    "relationships = relationships.sort_values(by=['co_bills_total'], ascending=False)\n",
    "rsm = relationships[[\"first_name\",\"second_name\",\"co_bills_total\", \"co_bills_status\",\"co_bills\"]]\n",
    "rsm = rsm.sort_values(by=['co_bills_total'], ascending=False)\n",
    "rsm.head(40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reationships with no cosponserships: 20515\n",
      "Reationships with at least 1 cosponsership: 5363\n"
     ]
    }
   ],
   "source": [
    "# least cosponsers\n",
    "print(\"Reationships with no cosponserships: \" + str(len(rsm.loc[rsm['co_bills_total'] == 0])))\n",
    "print(\"Reationships with at least 1 cosponsership: \" + str(len(rsm.loc[rsm['co_bills_total'] != 0])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>party</th>\n",
       "      <th>district</th>\n",
       "      <th>role</th>\n",
       "      <th>people_id</th>\n",
       "      <th>committee_sponsor</th>\n",
       "      <th>all_sponsored_bills_count</th>\n",
       "      <th>unspecified_sponsored_bills_count</th>\n",
       "      <th>primary_sponsored_bills_count</th>\n",
       "      <th>co_sponsored_bills_count</th>\n",
       "      <th>...</th>\n",
       "      <th>all_sponsored_bills_passed</th>\n",
       "      <th>unspecified_sponsored_bills_passed</th>\n",
       "      <th>primary_sponsored_bills_passed</th>\n",
       "      <th>co_sponsored_bills_passed</th>\n",
       "      <th>joint_sponsored_bills_passed</th>\n",
       "      <th>all_sponsored_bills_avg</th>\n",
       "      <th>unspecified_sponsored_bills_avg</th>\n",
       "      <th>primary_sponsored_bills_avg</th>\n",
       "      <th>co_sponsored_bills_avg</th>\n",
       "      <th>joint_sponsored_bills_avg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Health and Government Operations</td>\n",
       "      <td>No Party</td>\n",
       "      <td>No District</td>\n",
       "      <td>Rep</td>\n",
       "      <td>15421</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Environment and Transportation</td>\n",
       "      <td>No Party</td>\n",
       "      <td>No District</td>\n",
       "      <td>Rep</td>\n",
       "      <td>17629</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
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       "      <td>0.666667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Economic Matters</td>\n",
       "      <td>No Party</td>\n",
       "      <td>No District</td>\n",
       "      <td>Rep</td>\n",
       "      <td>15420</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Cecil County Delegation</td>\n",
       "      <td>No Party</td>\n",
       "      <td>No District</td>\n",
       "      <td>Rep</td>\n",
       "      <td>15784</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Judiciary</td>\n",
       "      <td>No Party</td>\n",
       "      <td>No District</td>\n",
       "      <td>Rep</td>\n",
       "      <td>15412</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 name     party     district role  people_id  \\\n",
       "88   Health and Government Operations  No Party  No District  Rep  15421       \n",
       "89   Environment and Transportation    No Party  No District  Rep  17629       \n",
       "96   Economic Matters                  No Party  No District  Rep  15420       \n",
       "111  Cecil County Delegation           No Party  No District  Rep  15784       \n",
       "145  Judiciary                         No Party  No District  Rep  15412       \n",
       "\n",
       "     committee_sponsor  all_sponsored_bills_count  \\\n",
       "88   1                  5                           \n",
       "89   1                  9                           \n",
       "96   1                  10                          \n",
       "111  1                  4                           \n",
       "145  1                  6                           \n",
       "\n",
       "     unspecified_sponsored_bills_count  primary_sponsored_bills_count  \\\n",
       "88   0                                  5                               \n",
       "89   0                                  9                               \n",
       "96   0                                  10                              \n",
       "111  0                                  4                               \n",
       "145  0                                  6                               \n",
       "\n",
       "     co_sponsored_bills_count            ...             \\\n",
       "88   0                                   ...              \n",
       "89   0                                   ...              \n",
       "96   0                                   ...              \n",
       "111  0                                   ...              \n",
       "145  0                                   ...              \n",
       "\n",
       "     all_sponsored_bills_passed unspecified_sponsored_bills_passed  \\\n",
       "88   2                           0                                   \n",
       "89   6                           0                                   \n",
       "96   7                           0                                   \n",
       "111  4                           0                                   \n",
       "145  3                           0                                   \n",
       "\n",
       "    primary_sponsored_bills_passed co_sponsored_bills_passed  \\\n",
       "88   2                              0                          \n",
       "89   6                              0                          \n",
       "96   7                              0                          \n",
       "111  4                              0                          \n",
       "145  3                              0                          \n",
       "\n",
       "    joint_sponsored_bills_passed all_sponsored_bills_avg  \\\n",
       "88   0                            0.400000                 \n",
       "89   0                            0.666667                 \n",
       "96   0                            0.700000                 \n",
       "111  0                            1.000000                 \n",
       "145  0                            0.500000                 \n",
       "\n",
       "    unspecified_sponsored_bills_avg primary_sponsored_bills_avg  \\\n",
       "88   0.0                             0.400000                     \n",
       "89   0.0                             0.666667                     \n",
       "96   0.0                             0.700000                     \n",
       "111  0.0                             1.000000                     \n",
       "145  0.0                             0.500000                     \n",
       "\n",
       "    co_sponsored_bills_avg joint_sponsored_bills_avg  \n",
       "88   0.0                    0.0                       \n",
       "89   0.0                    0.0                       \n",
       "96   0.0                    0.0                       \n",
       "111  0.0                    0.0                       \n",
       "145  0.0                    0.0                       \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xt = legislators[legislators['co_sponsored_bills_count'] == 0]\n",
    "xt.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create data for network Graphics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "nt = legislators[legislators['committee_sponsor'] != 1]\n",
    "nt = nt[[\"name\",\"party\",'role']]\n",
    "\n",
    "group = []\n",
    "for i in nt['party']:\n",
    "    if (i == \"D\"):\n",
    "        group.append(2)\n",
    "    else:\n",
    "        group.append(1)\n",
    "        \n",
    "nt['group'] = group\n",
    "nt = nt.drop(columns=['party'])\n",
    "\n",
    "nt.rename(columns={'name':'id'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "188\n",
      "141\n",
      "47\n"
     ]
    }
   ],
   "source": [
    "nt['role'] = nt.role.str.strip()\n",
    "house = nt[nt['role'] == \"Rep\" ]\n",
    "senate = nt[nt['role'] == \"Sen\" ]\n",
    "house = house.drop(columns=['role'])\n",
    "senate = senate.drop(columns=['role'])\n",
    "print(len(nt))\n",
    "print(len(house))\n",
    "print(len(senate))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "rl = relationships[['first_name', 'second_name', 'co_bills_total']]\n",
    "rl = rl[rl[\"co_bills_total\"] > 0]\n",
    "\n",
    "#house relationships\n",
    "names = house['id'].tolist()\n",
    "keep = []\n",
    "for i,j in zip(rl[\"first_name\"],rl[\"second_name\"]):\n",
    "    if ((i.strip() not in names) or (j.strip() not in names) or ('Budget' in i) or ('Budget' in j)):\n",
    "        keep.append(False)\n",
    "    else:\n",
    "        keep.append(True)\n",
    "        \n",
    "        \n",
    "rl[\"keep\"] = keep\n",
    "house_relationships = rl[rl.keep]\n",
    "house_relationships = house_relationships.drop(columns=['keep'])\n",
    "house_relationships.rename(columns={'first_name':'source', 'second_name' : 'target', 'co_bills_total' : 'value'}, inplace=True)\n",
    "house_relationships = house_relationships[house_relationships['value'] > 15]\n",
    "\n",
    "#senate relationships\n",
    "names = senate['id'].tolist()\n",
    "keep = []\n",
    "for i,j in zip(rl[\"first_name\"],rl[\"second_name\"]):\n",
    "    if ((i.strip() not in names) or (j.strip() not in names) or ('Budget' in i) or ('Budget' in j)):\n",
    "        keep.append(False)\n",
    "    else:\n",
    "        keep.append(True)\n",
    "        \n",
    "        \n",
    "rl[\"keep\"] = keep\n",
    "senate_relationships = rl[rl.keep]\n",
    "senate_relationships = senate_relationships.drop(columns=['keep'])\n",
    "senate_relationships.rename(columns={'first_name':'source', 'second_name' : 'target', 'co_bills_total' : 'value'}, inplace=True)\n",
    "senate_relationships = senate_relationships[senate_relationships['value'] > 15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>source</th>\n",
       "      <th>target</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Kathy Szeliga</td>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Brian Chisholm</td>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>Ric Metzgar</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>Nicholaus Kipke</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Michael Busch</td>\n",
       "      <td>Sid Saab</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            source           target  value\n",
       "1   Kathy Szeliga   Michael Busch    25   \n",
       "9   Brian Chisholm  Michael Busch    24   \n",
       "5   Michael Busch   Ric Metzgar      24   \n",
       "4   Michael Busch   Nicholaus Kipke  24   \n",
       "12  Michael Busch   Sid Saab         23   "
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house.head()\n",
    "house_relationships.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "# remove people not in a relationship\n",
    "keep = []\n",
    "for i in senate['id']:\n",
    "    if ((i.strip() in senate_relationships['source'].tolist()) or (i.strip() in senate_relationships['target'].tolist())):\n",
    "        keep.append(True)\n",
    "    else:\n",
    "        keep.append(False)\n",
    "        \n",
    "senate['keep'] = keep\n",
    "senate = senate[senate.keep]\n",
    "senate = senate.drop(columns=['keep'])\n",
    "\n",
    "keep = []\n",
    "for i in house['id']:\n",
    "    if ((i in house_relationships['source'].tolist()) or (i in house_relationships['target'].tolist())):\n",
    "        keep.append(True)\n",
    "    else:\n",
    "        keep.append(False)\n",
    "        \n",
    "house['keep'] = keep\n",
    "house = house[house.keep]\n",
    "house = house.drop(columns=['keep'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{\"id\":\"Vanessa Atterbeary\",\"group\":2},{\"id\":\"Barrie Ciliberti\",\"group\":1},{\"id\":\"Jerry Clark\",\"group\":1},{\"id\":\"Jay Jacobs\",\"group\":1},{\"id\":\"Charles Otto\",\"group\":1},{\"id\":\"Vaughn Stewart\",\"group\":2},{\"id\":\"Paul Corderman\",\"group\":1},{\"id\":\"Dan Cox\",\"group\":1},{\"id\":\"Susan McComas\",\"group\":1},{\"id\":\"David Moon\",\"group\":2},{\"id\":\"Mike Mckay\",\"group\":1},{\"id\":\"Erek Barron\",\"group\":2},{\"id\":\"Nicholaus Kipke\",\"group\":1},{\"id\":\"Susan Krebs\",\"group\":1},{\"id\":\"Ric Metzgar\",\"group\":1},{\"id\":\"Kathy Szeliga\",\"group\":1},{\"id\":\"Brian Chisholm\",\"group\":1},{\"id\":\"Matt Morgan\",\"group\":1},{\"id\":\"Sid Saab\",\"group\":1},{\"id\":\"Michael Busch\",\"group\":2},{\"id\":\"Christopher Adams\",\"group\":1},{\"id\":\"Carl Anderton\",\"group\":1},{\"id\":\"Steven Arentz\",\"group\":1},{\"id\":\"Jason Buckel\",\"group\":1},{\"id\":\"Wayne Hartman\",\"group\":1},{\"id\":\"Kevin Hornberger\",\"group\":1},{\"id\":\"Trent Kittleman\",\"group\":1},{\"id\":\"Michael Malone\",\"group\":1},{\"id\":\"Johnny Mautz\",\"group\":1},{\"id\":\"Teresa Reilly\",\"group\":1},{\"id\":\"April Rose\",\"group\":1},{\"id\":\"Haven Shoemaker\",\"group\":1},{\"id\":\"Lorig Charkoudian\",\"group\":2},{\"id\":\"Nick Mosby\",\"group\":2},{\"id\":\"Stephanie Smith\",\"group\":2}]\n"
     ]
    }
   ],
   "source": [
    "json = house.to_json(orient='records')\n",
    "print(json)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{\"source\":\"Kathy Szeliga\",\"target\":\"Michael Busch\",\"value\":25},{\"source\":\"Brian Chisholm\",\"target\":\"Michael Busch\",\"value\":24},{\"source\":\"Michael Busch\",\"target\":\"Ric Metzgar\",\"value\":24},{\"source\":\"Michael Busch\",\"target\":\"Nicholaus Kipke\",\"value\":24},{\"source\":\"Michael Busch\",\"target\":\"Sid Saab\",\"value\":23},{\"source\":\"Matt Morgan\",\"target\":\"Michael Busch\",\"value\":23},{\"source\":\"Michael Busch\",\"target\":\"Paul Corderman\",\"value\":23},{\"source\":\"Michael Busch\",\"target\":\"Susan Krebs\",\"value\":23},{\"source\":\"Michael Busch\",\"target\":\"Michael Malone\",\"value\":21},{\"source\":\"Michael Busch\",\"target\":\"Susan McComas\",\"value\":21},{\"source\":\"Jerry Clark\",\"target\":\"Michael Busch\",\"value\":21},{\"source\":\"Barrie Ciliberti\",\"target\":\"Michael Busch\",\"value\":21},{\"source\":\"Christopher Adams\",\"target\":\"Michael Busch\",\"value\":21},{\"source\":\"Michael Busch\",\"target\":\"Teresa Reilly\",\"value\":21},{\"source\":\"Michael Busch\",\"target\":\"Wayne Hartman\",\"value\":20},{\"source\":\"Michael Busch\",\"target\":\"Steven Arentz\",\"value\":20},{\"source\":\"Kevin Hornberger\",\"target\":\"Michael Busch\",\"value\":20},{\"source\":\"April Rose\",\"target\":\"Michael Busch\",\"value\":19},{\"source\":\"Jay Jacobs\",\"target\":\"Michael Busch\",\"value\":19},{\"source\":\"Michael Busch\",\"target\":\"Mike Mckay\",\"value\":19},{\"source\":\"David Moon\",\"target\":\"Lorig Charkoudian\",\"value\":19},{\"source\":\"Jason Buckel\",\"target\":\"Michael Busch\",\"value\":19},{\"source\":\"Charles Otto\",\"target\":\"Michael Busch\",\"value\":19},{\"source\":\"Carl Anderton\",\"target\":\"Michael Busch\",\"value\":19},{\"source\":\"Dan Cox\",\"target\":\"Michael Busch\",\"value\":18},{\"source\":\"Haven Shoemaker\",\"target\":\"Michael Busch\",\"value\":18},{\"source\":\"Michael Busch\",\"target\":\"Trent Kittleman\",\"value\":18},{\"source\":\"David Moon\",\"target\":\"Vaughn Stewart\",\"value\":18},{\"source\":\"Johnny Mautz\",\"target\":\"Michael Busch\",\"value\":18},{\"source\":\"David Moon\",\"target\":\"Vanessa Atterbeary\",\"value\":17},{\"source\":\"Nick Mosby\",\"target\":\"Stephanie Smith\",\"value\":16},{\"source\":\"David Moon\",\"target\":\"Erek Barron\",\"value\":16}]\n"
     ]
    }
   ],
   "source": [
    "json = house_relationships.to_json(orient='records')\n",
    "print(json)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{\"id\":\"J.B. Jennings\",\"group\":1},{\"id\":\"Adelaide Eckardt\",\"group\":1},{\"id\":\"George Edwards\",\"group\":1},{\"id\":\"Johnny Salling\",\"group\":1},{\"id\":\"Andrew Serafini\",\"group\":1},{\"id\":\"Ronald Young\",\"group\":2},{\"id\":\"Jill Carter\",\"group\":2},{\"id\":\"Brian Feldman\",\"group\":2},{\"id\":\"Clarence Lam\",\"group\":2},{\"id\":\"Mary Washington\",\"group\":2},{\"id\":\"Shirley NathanPulliam\",\"group\":2},{\"id\":\"Thomas Miller\",\"group\":2},{\"id\":\"Jack Bailey\",\"group\":1},{\"id\":\"Mary Carozza\",\"group\":1},{\"id\":\"Bob Cassilly\",\"group\":1},{\"id\":\"Jason Gallion\",\"group\":1},{\"id\":\"Stephen Hershey\",\"group\":1},{\"id\":\"Michael Hough\",\"group\":1},{\"id\":\"Justin Ready\",\"group\":1},{\"id\":\"Bryan Simonaire\",\"group\":1},{\"id\":\"Chris West\",\"group\":1},{\"id\":\"Antonio Hayes\",\"group\":2},{\"id\":\"William Smith\",\"group\":2},{\"id\":\"Susan Lee\",\"group\":2},{\"id\":\"Jeff Waldstreicher\",\"group\":2},{\"id\":\"Paul Pinsky\",\"group\":2},{\"id\":\"Delores Kelley\",\"group\":2}]\n"
     ]
    }
   ],
   "source": [
    "json = senate.to_json(orient='records')\n",
    "print(json)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{\"source\":\"Susan Lee\",\"target\":\"William Smith\",\"value\":31},{\"source\":\"Chris West\",\"target\":\"Thomas Miller\",\"value\":24},{\"source\":\"Mary Carozza\",\"target\":\"Thomas Miller\",\"value\":24},{\"source\":\"Jason Gallion\",\"target\":\"Thomas Miller\",\"value\":24},{\"source\":\"Jack Bailey\",\"target\":\"Thomas Miller\",\"value\":24},{\"source\":\"Adelaide Eckardt\",\"target\":\"Thomas Miller\",\"value\":24},{\"source\":\"George Edwards\",\"target\":\"Thomas Miller\",\"value\":23},{\"source\":\"Michael Hough\",\"target\":\"Thomas Miller\",\"value\":23},{\"source\":\"Stephen Hershey\",\"target\":\"Thomas Miller\",\"value\":23},{\"source\":\"J.B. Jennings\",\"target\":\"Thomas Miller\",\"value\":23},{\"source\":\"Bryan Simonaire\",\"target\":\"Thomas Miller\",\"value\":22},{\"source\":\"Johnny Salling\",\"target\":\"Thomas Miller\",\"value\":22},{\"source\":\"Bob Cassilly\",\"target\":\"Thomas Miller\",\"value\":22},{\"source\":\"Antonio Hayes\",\"target\":\"Jill Carter\",\"value\":21},{\"source\":\"Justin Ready\",\"target\":\"Thomas Miller\",\"value\":20},{\"source\":\"Jill Carter\",\"target\":\"William Smith\",\"value\":19},{\"source\":\"Jeff Waldstreicher\",\"target\":\"William Smith\",\"value\":19},{\"source\":\"Clarence Lam\",\"target\":\"Ronald Young\",\"value\":19},{\"source\":\"Jill Carter\",\"target\":\"Mary Washington\",\"value\":19},{\"source\":\"Justin Ready\",\"target\":\"Michael Hough\",\"value\":18},{\"source\":\"Andrew Serafini\",\"target\":\"Thomas Miller\",\"value\":18},{\"source\":\"Delores Kelley\",\"target\":\"Shirley NathanPulliam\",\"value\":17},{\"source\":\"Paul Pinsky\",\"target\":\"Ronald Young\",\"value\":17},{\"source\":\"Ronald Young\",\"target\":\"Shirley NathanPulliam\",\"value\":17},{\"source\":\"Clarence Lam\",\"target\":\"Paul Pinsky\",\"value\":16},{\"source\":\"Brian Feldman\",\"target\":\"Delores Kelley\",\"value\":16}]\n"
     ]
    }
   ],
   "source": [
    "json = senate_relationships.to_json(orient='records')\n",
    "print(json)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Find Data For Sankey"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['bill_id', 'bill_number', 'change_hash', 'url', 'status_date', 'status', 'last_action_date', 'last_action', 'title', 'description', 'session_id', 'session_name', 'state_link', 'completed', 'state', 'state_id', 'bill_type', 'bill_type_id', 'bodie', 'body_id', 'current_body', 'current_body_id', 'pending_committee_id', 'progress_event', 'progress_date', 'history_date', 'history_action', 'history_chamber', 'history_chamber_id', 'history_importance', 'sponsor_people_id', 'sponsor_party_id', 'sponsor_party', 'sponsor_role_id', 'sponsor_role', 'sponsor_name', 'sponsor_district', 'sponsor_type_id', 'sponsor_order', 'committee_sponsor', 'votes_roll_call_id', 'votes_date', 'votes_desc', 'votes_yea', 'votes_nay', 'votes_nv', 'votes_absent', 'votes_total', 'votes_passed', 'votes_chamber', 'votes_chamber_id', 'votes_url', 'votes_state_link']\n"
     ]
    }
   ],
   "source": [
    "print(list(bills))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      bill_id bill_number  \\\n",
      "0     1135301  HB1          \n",
      "1     1135241  HB2          \n",
      "2     1135257  HB3          \n",
      "3     1135288  HB4          \n",
      "4     1135325  HB5          \n",
      "5     1135318  HB6          \n",
      "6     1135281  HB7          \n",
      "7     1135260  HB8          \n",
      "8     1135297  HB9          \n",
      "9     1135243  HB10         \n",
      "10    1135322  HB11         \n",
      "11    1135268  HB12         \n",
      "12    1135236  HB13         \n",
      "13    1135292  HB14         \n",
      "14    1135264  HB15         \n",
      "15    1135248  HB16         \n",
      "16    1135310  HB17         \n",
      "17    1135304  HB18         \n",
      "18    1135279  HB19         \n",
      "19    1135327  HB20         \n",
      "20    1135329  HB21         \n",
      "21    1135239  HB22         \n",
      "22    1135331  HB23         \n",
      "23    1135267  HB24         \n",
      "24    1135300  HB25         \n",
      "25    1135275  HB26         \n",
      "26    1135308  HB27         \n",
      "27    1135255  HB28         \n",
      "28    1135313  HB29         \n",
      "29    1135262  HB30         \n",
      "...       ...   ...         \n",
      "2467  1227210  SB1027       \n",
      "2468  1227326  SB1028       \n",
      "2469  1227259  SB1029       \n",
      "2470  1229566  SB1030       \n",
      "2471  1228199  SB1031       \n",
      "2472  1228196  SB1032       \n",
      "2473  1229651  SB1033       \n",
      "2474  1229608  SB1034       \n",
      "2475  1229667  SB1035       \n",
      "2476  1229670  SB1036       \n",
      "2477  1229673  SB1037       \n",
      "2478  1229656  SB1038       \n",
      "2479  1229685  SB1039       \n",
      "2480  1229610  SB1040       \n",
      "2481  1229617  SB1041       \n",
      "2482  1229643  SB1042       \n",
      "2483  1229631  SB1043       \n",
      "2484  1229639  SB1044       \n",
      "2485  1232525  SB1045       \n",
      "2486  1236086  SB1046       \n",
      "2487  1237271  SB1047       \n",
      "2488  1237240  SB1048       \n",
      "2489  1244422  SB1049       \n",
      "2490  1246287  SB1050       \n",
      "2491  1248129  SB1051       \n",
      "2492  1173010  SJ1          \n",
      "2493  1227343  SJ2          \n",
      "2494  1228228  SJ3          \n",
      "2495  1229663  SJ4          \n",
      "2496  1245037  SJ5          \n",
      "\n",
      "                                                                       sponsor_party  \\\n",
      "0     [D]                                                                              \n",
      "1     [D]                                                                              \n",
      "2     [D]                                                                              \n",
      "3     [D]                                                                              \n",
      "4     [D, D, D, D, D, D, R, R, R, D, D, D, D, D, R, D, D, D, D, R, R, D, D, D, R]      \n",
      "5     [D]                                                                              \n",
      "6     [D]                                                                              \n",
      "7     [D]                                                                              \n",
      "8     [D]                                                                              \n",
      "9     [D]                                                                              \n",
      "10    [D, D, D, D, R, R, D, D, D, R, D, D]                                             \n",
      "11    [R, R]                                                                           \n",
      "12    [D]                                                                              \n",
      "13    [D]                                                                              \n",
      "14    [D]                                                                              \n",
      "15    [D]                                                                              \n",
      "16    [D, D, D, D, R, D, D, D, D, D, D]                                                \n",
      "17    [D, D, D, D, D, D, D, D, D, D, D, R, R, D, R, D, D, R, D]                        \n",
      "18    [D]                                                                              \n",
      "19    [D]                                                                              \n",
      "20    [D, D, D, D, D, R, D, D, D, D, D, R, R, D, R, R, D, D, D, R, D, R, D]            \n",
      "21    [D]                                                                              \n",
      "22    [D]                                                                              \n",
      "23    [D]                                                                              \n",
      "24    [D, D, D, D, D, D, D, D, D, D, R, D, D, D, D, D, R, R, D, R, R, D, R, D, R, D]   \n",
      "25    [D]                                                                              \n",
      "26    [D]                                                                              \n",
      "27    [R]                                                                              \n",
      "28    [R]                                                                              \n",
      "29    [D]                                                                              \n",
      "...   ...                                                                              \n",
      "2467  [D]                                                                              \n",
      "2468  [R, R]                                                                           \n",
      "2469  [R, R]                                                                           \n",
      "2470  [D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D]                     \n",
      "2471  [D]                                                                              \n",
      "2472  [D]                                                                              \n",
      "2473  [D]                                                                              \n",
      "2474  [D]                                                                              \n",
      "2475  [D]                                                                              \n",
      "2476  [R, R, D, R, R, D, R, R, R, D, R, R, R]                                          \n",
      "2477  [D]                                                                              \n",
      "2478  [R]                                                                              \n",
      "2479  [R]                                                                              \n",
      "2480  [, D, D, D, D]                                                                   \n",
      "2481  [D]                                                                              \n",
      "2482  [R, R]                                                                           \n",
      "2483  [R]                                                                              \n",
      "2484  [D, D]                                                                           \n",
      "2485  [D]                                                                              \n",
      "2486  [D, D, D, D, D, D, D, D, D]                                                      \n",
      "2487  [D, D]                                                                           \n",
      "2488  [D]                                                                              \n",
      "2489  [D]                                                                              \n",
      "2490  [R]                                                                              \n",
      "2491  [R]                                                                              \n",
      "2492  [D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D]                     \n",
      "2493  [D]                                                                              \n",
      "2494  [R, R]                                                                           \n",
      "2495  [R, R, D, R, R, D, R, R, R, D, R, R, R]                                          \n",
      "2496  [R]                                                                              \n",
      "\n",
      "                                                                                                                            sponsor_role  \\\n",
      "0     [Rep]                                                                                                                                \n",
      "1     [Rep]                                                                                                                                \n",
      "2     [Rep]                                                                                                                                \n",
      "3     [Rep]                                                                                                                                \n",
      "4     [Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep]        \n",
      "5     [Rep]                                                                                                                                \n",
      "6     [Rep]                                                                                                                                \n",
      "7     [Rep]                                                                                                                                \n",
      "8     [Rep]                                                                                                                                \n",
      "9     [Rep]                                                                                                                                \n",
      "10    [Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep]                                                                         \n",
      "11    [Rep, Rep]                                                                                                                           \n",
      "12    [Rep]                                                                                                                                \n",
      "13    [Rep]                                                                                                                                \n",
      "14    [Rep]                                                                                                                                \n",
      "15    [Rep]                                                                                                                                \n",
      "16    [Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep]                                                                              \n",
      "17    [Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep]                                      \n",
      "18    [Rep]                                                                                                                                \n",
      "19    [Rep]                                                                                                                                \n",
      "20    [Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep]                  \n",
      "21    [Rep]                                                                                                                                \n",
      "22    [Rep]                                                                                                                                \n",
      "23    [Rep]                                                                                                                                \n",
      "24    [Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep, Rep]   \n",
      "25    [Rep]                                                                                                                                \n",
      "26    [Rep]                                                                                                                                \n",
      "27    [Rep]                                                                                                                                \n",
      "28    [Rep]                                                                                                                                \n",
      "29    [Rep]                                                                                                                                \n",
      "...     ...                                                                                                                                \n",
      "2467  [Sen]                                                                                                                                \n",
      "2468  [Sen, Sen]                                                                                                                           \n",
      "2469  [Sen, Sen]                                                                                                                           \n",
      "2470  [Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen]                                 \n",
      "2471  [Sen]                                                                                                                                \n",
      "2472  [Sen]                                                                                                                                \n",
      "2473  [Sen]                                                                                                                                \n",
      "2474  [Sen]                                                                                                                                \n",
      "2475  [Sen]                                                                                                                                \n",
      "2476  [Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen]                                                                    \n",
      "2477  [Sen]                                                                                                                                \n",
      "2478  [Sen]                                                                                                                                \n",
      "2479  [Sen]                                                                                                                                \n",
      "2480  [Sen, Sen, Sen, Sen, Sen]                                                                                                            \n",
      "2481  [Sen]                                                                                                                                \n",
      "2482  [Sen, Sen]                                                                                                                           \n",
      "2483  [Sen]                                                                                                                                \n",
      "2484  [Sen, Sen]                                                                                                                           \n",
      "2485  [Sen]                                                                                                                                \n",
      "2486  [Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen]                                                                                        \n",
      "2487  [Sen, Sen]                                                                                                                           \n",
      "2488  [Sen]                                                                                                                                \n",
      "2489  [Sen]                                                                                                                                \n",
      "2490  [Sen]                                                                                                                                \n",
      "2491  [Sen]                                                                                                                                \n",
      "2492  [Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen]                                 \n",
      "2493  [Sen]                                                                                                                                \n",
      "2494  [Sen, Sen]                                                                                                                           \n",
      "2495  [Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen, Sen]                                                                    \n",
      "2496  [Sen]                                                                                                                                \n",
      "\n",
      "     bodie  status  \\\n",
      "0     H     1        \n",
      "1     H     1        \n",
      "2     H     1        \n",
      "3     H     2        \n",
      "4     H     2        \n",
      "5     H     1        \n",
      "6     H     1        \n",
      "7     H     1        \n",
      "8     H     1        \n",
      "9     H     1        \n",
      "10    H     2        \n",
      "11    H     1        \n",
      "12    H     2        \n",
      "13    H     1        \n",
      "14    H     1        \n",
      "15    H     1        \n",
      "16    H     3        \n",
      "17    H     2        \n",
      "18    H     1        \n",
      "19    H     3        \n",
      "20    H     2        \n",
      "21    H     3        \n",
      "22    H     1        \n",
      "23    H     1        \n",
      "24    H     3        \n",
      "25    H     1        \n",
      "26    H     1        \n",
      "27    H     4        \n",
      "28    H     1        \n",
      "29    H     1        \n",
      "...  ..    ..        \n",
      "2467  S     1        \n",
      "2468  S     1        \n",
      "2469  S     1        \n",
      "2470  S     3        \n",
      "2471  S     3        \n",
      "2472  S     3        \n",
      "2473  S     1        \n",
      "2474  S     1        \n",
      "2475  S     1        \n",
      "2476  S     1        \n",
      "2477  S     1        \n",
      "2478  S     4        \n",
      "2479  S     1        \n",
      "2480  S     1        \n",
      "2481  S     1        \n",
      "2482  S     1        \n",
      "2483  S     3        \n",
      "2484  S     1        \n",
      "2485  S     1        \n",
      "2486  S     1        \n",
      "2487  S     1        \n",
      "2488  S     1        \n",
      "2489  S     2        \n",
      "2490  S     1        \n",
      "2491  S     1        \n",
      "2492  S     1        \n",
      "2493  S     3        \n",
      "2494  S     1        \n",
      "2495  S     1        \n",
      "2496  S     2        \n",
      "\n",
      "                                                                                            committee_sponsor  \n",
      "0     [0]                                                                                                      \n",
      "1     [0]                                                                                                      \n",
      "2     [0]                                                                                                      \n",
      "3     [0]                                                                                                      \n",
      "4     [0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0]      \n",
      "5     [0]                                                                                                      \n",
      "6     [0]                                                                                                      \n",
      "7     [0]                                                                                                      \n",
      "8     [0]                                                                                                      \n",
      "9     [0]                                                                                                      \n",
      "10    [0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0]                                                          \n",
      "11    [0,  0]                                                                                                  \n",
      "12    [0]                                                                                                      \n",
      "13    [0]                                                                                                      \n",
      "14    [0]                                                                                                      \n",
      "15    [0]                                                                                                      \n",
      "16    [0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0]                                                              \n",
      "17    [0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0]                              \n",
      "18    [0]                                                                                                      \n",
      "19    [0]                                                                                                      \n",
      "20    [0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0]              \n",
      "21    [0]                                                                                                      \n",
      "22    [0]                                                                                                      \n",
      "23    [0]                                                                                                      \n",
      "24    [0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0]  \n",
      "25    [0]                                                                                                      \n",
      "26    [0]                                                                                                      \n",
      "27    [0]                                                                                                      \n",
      "28    [0]                                                                                                      \n",
      "29    [0]                                                                                                      \n",
      "...   ...                                                                                                      \n",
      "2467  [0]                                                                                                      \n",
      "2468  [0,  0]                                                                                                  \n",
      "2469  [0,  0]                                                                                                  \n",
      "2470  [0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0]                          \n",
      "2471  [0]                                                                                                      \n",
      "2472  [0]                                                                                                      \n",
      "2473  [0]                                                                                                      \n",
      "2474  [0]                                                                                                      \n",
      "2475  [0]                                                                                                      \n",
      "2476  [0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0]                                                      \n",
      "2477  [0]                                                                                                      \n",
      "2478  [0]                                                                                                      \n",
      "2479  [0]                                                                                                      \n",
      "2480  [1,  0,  0,  0,  0]                                                                                      \n",
      "2481  [0]                                                                                                      \n",
      "2482  [0,  0]                                                                                                  \n",
      "2483  [0]                                                                                                      \n",
      "2484  [0,  0]                                                                                                  \n",
      "2485  [0]                                                                                                      \n",
      "2486  [0,  0,  0,  0,  0,  0,  0,  0,  0]                                                                      \n",
      "2487  [0,  0]                                                                                                  \n",
      "2488  [0]                                                                                                      \n",
      "2489  [0]                                                                                                      \n",
      "2490  [0]                                                                                                      \n",
      "2491  [0]                                                                                                      \n",
      "2492  [0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0]                          \n",
      "2493  [0]                                                                                                      \n",
      "2494  [0,  0]                                                                                                  \n",
      "2495  [0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0]                                                      \n",
      "2496  [0]                                                                                                      \n",
      "\n",
      "[2497 rows x 7 columns]\n"
     ]
    }
   ],
   "source": [
    "sk = bills[[\"bill_id\",\"bill_number\",\"sponsor_party\",\"sponsor_role\",\"bodie\",\"status\",\"committee_sponsor\"]]\n",
    "print(sk)\n",
    "# prs = []\n",
    "# for i in sk['sponsor_role']:\n",
    "#     prs.append(i[0].strip())\n",
    "# sk['primary_sponsor_role'] = prs\n",
    "# housesk = sk[sk['primary_sponsor_role'] == \"Rep\"]\n",
    "# senatesk = sk[sk['primary_sponsor_role'] == \"Sen\"]\n",
    "# print(len(senatesk))\n",
    "# print(len(housesk))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "331\n",
      "232\n",
      "926\n",
      "746\n",
      "262\n"
     ]
    }
   ],
   "source": [
    "prs = []\n",
    "for i in bills['sponsor_party']:\n",
    "    prs.append(i[0].strip())\n",
    "bills['primary_sponsor_party'] = prs\n",
    "other = bills[bills['primary_sponsor_party'] == '']\n",
    "\n",
    "house_repub = bills[(bills['primary_sponsor_party'] == 'R') & (bills['bodie'] == 'H')]\n",
    "senate_repub = bills[(bills['primary_sponsor_party'] == 'R') & (bills['bodie'] == 'S')]\n",
    "house_dem = bills[(bills['primary_sponsor_party'] == 'D') & (bills['bodie'] == 'H')]\n",
    "senate_dem = bills[(bills['primary_sponsor_party'] == 'D') & (bills['bodie'] == 'S')]\n",
    "print(len(house_repub))\n",
    "print(len(senate_repub))\n",
    "print(len(house_dem))\n",
    "print(len(senate_dem))\n",
    "print(len(other))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "262\n",
      "163\n",
      "99\n"
     ]
    }
   ],
   "source": [
    "other = bills[bills['primary_sponsor_party'] == '']\n",
    "other = other[[\"primary_sponsor_party\",\"sponsor_name\",\"sponsor_party\",\"sponsor_role\",\"bodie\",\"status\",\"committee_sponsor\"]]\n",
    "print(len(other))\n",
    "\n",
    "prs = []\n",
    "for i in other['sponsor_name']:\n",
    "    prs.append(i[0].strip())\n",
    "other['primary_sponsor_name'] = prs\n",
    "\n",
    "sendel = other[(other['primary_sponsor_name'].str.contains('Senators')) | (other['primary_sponsor_name'].str.contains('Delegation'))]\n",
    "\n",
    "com = other[~other['primary_sponsor_name'].isin(sendel['primary_sponsor_name'])]\n",
    "print(len(sendel))\n",
    "print(len(com))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "139\n",
      "24\n"
     ]
    }
   ],
   "source": [
    "print(len(sendel[sendel['bodie'] == 'H']))\n",
    "print(len(sendel[sendel['bodie'] == 'S']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "45\n",
      "54\n"
     ]
    }
   ],
   "source": [
    "print(len(com[com['bodie'] == 'H']))\n",
    "print(len(com[com['bodie'] == 'S']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2497\n",
      "1441\n",
      "1056\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "house_bills = bills[bills['bodie'] == 'H']\n",
    "senate_bills = bills[bills['bodie'] == 'S']\n",
    "other_bills =  bills[(bills['bodie'] != 'S') & (bills['bodie'] != 'H') ]\n",
    "print(len(bills))\n",
    "print(len(house_bills))\n",
    "print(len(senate_bills))\n",
    "print(len(other_bills))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1 Introduced\n",
    "# 2 Engrossed\n",
    "# 3 Enrolled\n",
    "# 4 Passed\n",
    "# 5 Vetoed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1    811\n",
      "3    263\n",
      "4    199\n",
      "2    168\n",
      "Name: status, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "house_statuses = house_bills[\"status\"]\n",
    "print(house_statuses.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1    562\n",
      "3    220\n",
      "4    184\n",
      "2    90 \n",
      "Name: status, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "senate_statuses = senate_bills[\"status\"]\n",
    "print(senate_statuses.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1    252\n",
      "4    41 \n",
      "3    20 \n",
      "2    18 \n",
      "Name: status, dtype: int64\n",
      "1    147\n",
      "3    33 \n",
      "4    29 \n",
      "2    23 \n",
      "Name: status, dtype: int64\n",
      "1    517\n",
      "3    190\n",
      "2    131\n",
      "4    88 \n",
      "Name: status, dtype: int64\n",
      "1    403\n",
      "3    177\n",
      "4    102\n",
      "2    64 \n",
      "Name: status, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(house_repub[\"status\"].value_counts())\n",
    "print(senate_repub[\"status\"].value_counts())\n",
    "print(house_dem[\"status\"].value_counts())\n",
    "print(senate_dem[\"status\"].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "B     2481\n",
      "JR    16  \n",
      "Name: bill_type, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(bills['bill_type'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 2, 1, 3, 1, 1, 2]\n",
      "1    12\n",
      "3    2 \n",
      "2    2 \n",
      "Name: status, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "j_bills = bills[bills['bill_type'] == \"JR\"]\n",
    "statuses = j_bills[\"status\"]\n",
    "print(list(statuses))\n",
    "print(statuses.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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