17-problem-begin_handling_missing_data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = [{'City': 'Kirkwood', 'State': 'MO', 'Zip': '63122', 'Income': '842711'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63108', 'Income': '780412'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63122', 'Income': '41924'}, {'City': 'U City', 'State': 'MO', 'Zip': '63130', 'Income': '719394'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63110', 'Income': '273406'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63110', 'Income': '477025'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63110', 'Income': '533929'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63122', 'Income': '350840'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63108', 'Income': '386011'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63122', 'Income': '601569'}, {'City': 'U City', 'State': 'MO', 'Zip': '63130', 'Income': '79496'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63110', 'Income': '278006'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63110', 'Income': '67963'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63110', 'Income': '480613'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63122', 'Income': '370803'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63108', 'Income': '613963'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63122', 'Income': '54130'}, {'City': 'U City', 'State': 'MO', 'Zip': '63130', 'Income': '394805'}, {'City': 'Saint Louis', 'State': 'M0', 'Zip': '63110', 'Income': '338788'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63110', 'Income': '518334'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63110', 'Income': '979554'}, {'City': 'kirkwood', 'State': 'MO', 'Zip': '63122', 'Income': '640675'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '631o8', 'Income': '263677'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63122', 'Income': '728727'}, {'City': 'U City', 'State': 'MO', 'Zip': '63130', 'Income': '256780'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63110', 'Income': '84284'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63110', 'Income': '867721'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63110', 'Income': '785886'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63122', 'Income': '135528'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63108', 'Income': '897005'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63122', 'Income': '850568'}, {'City': 'U City', 'State': 'MO', 'Zip': '63130', 'Income': '314870'}, {'City': 'Saint Louis', 'State': 'mo', 'Zip': '63110', 'Income': '735704'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63110', 'Income': '468759'}, {'City': 'saint louis', 'State': 'MO', 'Zip': '63110', 'Income': '485499'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63122', 'Income': '223582'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63108', 'Income': '984475'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63122', 'Income': '224892'}, {'City': 'U City', 'State': 'MO', 'Zip': '63130', 'Income': '945438'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63110', 'Income': '242228'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63110', 'Income': '675569'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63110', 'Income': '809887'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63122', 'Income': '457095'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63123', 'Income': '802479'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63124', 'Income': '953993'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63125', 'Income': '268044'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63126', 'Income': '149765'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63127', 'Income': '29783'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63128', 'Income': '416247'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63129', 'Income': '933001'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '6313X', 'Income': '516733'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '209980'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '779844'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '279732'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '449682'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '745449'}, {'City': 'KIRKWOOD', 'State': 'MO', 'Zip': '63131', 'Income': '65797'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '1538nn'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '950713'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '350738'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '857845'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '716629'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '299394'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '845559'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '715647'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '698171'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '449146'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '771438'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '894131'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '225024'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '709049'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '912193'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '404430'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '32016'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '301580'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '817085'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '823890'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '680976'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '346918'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '550041'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '392842'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '148017'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '525076'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '58363'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '838320'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '318148'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '256102'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '958737'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '153484'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '887116'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '99928'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '73989'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '425779'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '784345'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '582669'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '28013'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '75185'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '791295'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '866714'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '593427'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '497884'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '321411'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '901691'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '688629'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '735805'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '996374'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '715421'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '271566'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '119366'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '942727'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '446689'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '58427'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '343765'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '738578'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '377531'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '777953'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '275088'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '113063'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '614558'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '856373'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '70331'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '378194'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '341612'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '901243'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '621410'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '385146'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '389227'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '507587'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '740263'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '496464'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '941830'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '198702'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '841121'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '206672'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '534528'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '124721'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '37549'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '608675'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '286071'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '365390'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '194456'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '93617'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '349889'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '69577'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '535024'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '787295'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '207190'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '958984'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '650110'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '295215'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '417949'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '327146'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '659956'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '511729'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '766046'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '895272'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '486185'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '237809'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '268912'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '928339'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '368050'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '612166'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '233068'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '53045'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '143555'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '425380'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '755990'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '865542'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '323856'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '625613'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '471396'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '928140'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '230186'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '756482'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '655205'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '714793'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '438611'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '755662'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '174682'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '328154'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '676315'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '316414'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '677062'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '675394'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '282420'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '529550'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '695780'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '280253'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '124519'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '805547'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '292497'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '564701'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '632087'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '112534'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '200036'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '602850'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '116028'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '584063'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '97752'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '320760'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '480908'}, {'City': 'Saint Louis', 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'Income': '870760'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '587589'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '772091'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '971823'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '677793'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '766183'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '204730'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '225014'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '819773'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '200054'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '868185'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '294643'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '433294'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '384728'}, {'City': 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'MO', 'Zip': '63131', 'Income': '222648'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '430424'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '790452'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '147623'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '571621'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '712381'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '119546'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '478445'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '446154'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '206177'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '661452'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '594274'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '339578'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '601446'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '85481'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '266023'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '901697'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '572513'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '437468'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '879766'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '324427'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '563664'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '866217'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '96181'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '169833'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '292450'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '174459'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '365117'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '140769'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '564537'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '814833'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '874370'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '64499'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '173338'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '823219'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '595877'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '534928'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '429887'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '941958'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '850417'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '517655'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '564517'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '975296'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '787941'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '647828'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '783195'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '62243'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '962932'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '767734'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '809908'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '631014'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '301062'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '591797'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '634905'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '486441'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '266336'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '296350'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '792260'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '184213'}, {'City': 'Saint Louis', 'State': 'MO', 'Zip': '63131', 'Income': '800678'}, {'City': 'Kirkwood', 'State': 'MO', 'Zip': '63131', 'Income': '659200'}, {'City': 'U City', 'State': 'MO', 'Zip': '63131', 'Income': '283005'}]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instead of using built-in Python data structures, we are going to load `data` into a pandas data frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Zip</th>\n",
       "      <th>Income</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kirkwood</td>\n",
       "      <td>MO</td>\n",
       "      <td>63122</td>\n",
       "      <td>842711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Saint Louis</td>\n",
       "      <td>MO</td>\n",
       "      <td>63108</td>\n",
       "      <td>780412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Kirkwood</td>\n",
       "      <td>MO</td>\n",
       "      <td>63122</td>\n",
       "      <td>41924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>U City</td>\n",
       "      <td>MO</td>\n",
       "      <td>63130</td>\n",
       "      <td>719394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Saint Louis</td>\n",
       "      <td>MO</td>\n",
       "      <td>63110</td>\n",
       "      <td>273406</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          City State    Zip  Income\n",
       "0     Kirkwood    MO  63122  842711\n",
       "1  Saint Louis    MO  63108  780412\n",
       "2     Kirkwood    MO  63122   41924\n",
       "3       U City    MO  63130  719394\n",
       "4  Saint Louis    MO  63110  273406"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(data)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "City      object\n",
       "State     object\n",
       "Zip       object\n",
       "Income    object\n",
       "dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The goal of this exercise is to clean the data\n",
    "\n",
    "- What are the (unique) values that `State` takes?\n",
    "- Ensure that discrepancies of data entry are resolved.\n",
    "- Ensure that all values of `City` are in title case\n",
    "- Convert `Income` to a numeric type, mark corrupt values with `NaN`. **HINT** a helpful function is `pd.to_numeric` check out its documentation\n",
    "- What is the average income?\n",
    "- What is the average income in `Saint Louis`?\n",
    "- What is the average income in `Kirkwood`?\n",
    "- What is the average income in `U City`?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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