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nealmcb/corla17_explore.ipynb

Created August 27, 2019 23:04
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corla17_explore.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import qgrid"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pd.set_option('display.precision', 4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Derive missing rla_export/prefix_length.csv file from lengths of ballot_lists by county"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import csv"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"csv.reader?"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [],
"source": [
"r = csv.reader(open('/srv/s/electionaudits/ColoradoRLA/neal_ignore/2018-rfi/rfi/2017_General_Election_CVR_and_ENR_Data.csv', 'r'))\n",
"namemap = dict([((row[0], row[3]), row[2]) for row in r])"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{('Adams',\n",
" '27J School Director - District 4'): 'Brighton School District 27J Director District No. 4',\n",
" ('Adams',\n",
" '27J School Director - District 5'): 'Brighton School District 27J Director District No. 5',\n",
" ('Adams',\n",
" '27J School Director - District 6'): 'Brighton School District 27J Director District No. 6',\n",
" ('Adams',\n",
" '32J School Board Director'): 'Byers School District 32J School Board Director',\n",
" ('Adams',\n",
" 'Adams 12 Director District No 3'): 'Adams 12 Five Star Schools Director District No. 3',\n",
" ('Adams',\n",
" 'Adams 12 Director District No 4'): 'Adams 12 Five Star Schools Director District No. 4',\n",
" ('Adams',\n",
" 'Arvada Councilmember At Large'): 'City of Arvada Councilmember At Large',\n",
" ('Adams',\n",
" 'Aurora Council Member - At Large'): 'City of Aurora Council Member At-Large',\n",
" ('Adams',\n",
" 'Aurora Council Member Ward 1'): 'City of Aurora Council Member Ward I',\n",
" ('Adams',\n",
" 'Aurora Council Member Ward 2'): 'City of Aurora Council Member Ward II',\n",
" ('Adams', 'Ballot Issue 2C'): 'City of Commerce City Ballot Issue 2C',\n",
" ('Adams', 'Ballot Issue 2D'): 'Town of Lochbuie Ballot Issue 2D',\n",
" ('Adams', 'Ballot Issue 2E'): 'Town of Lochbuie Ballot Issue 2E',\n",
" ('Adams', 'Ballot Issue 2F'): 'City of Northglenn Ballot Issue 2F',\n",
" ('Adams', 'Ballot Issue 2J'): 'City of Brighton Ballot Issue 2J',\n",
" ('Adams', 'Ballot Issue 2L'): 'City of Federal Heights Ballot Issue 2L',\n",
" ('Adams', 'Ballot Issue 3D'): 'Brighton School District 27J Ballot Issue 3D',\n",
" ('Adams',\n",
" 'Ballot Issue 4D'): 'Bennett Fire Protection District No. 7 Ballot Issue 4D',\n",
" ('Adams',\n",
" 'Ballot Issue 4E'): 'Sable-Altura Fire Protection District Ballot Issue 4E',\n",
" ('Adams',\n",
" 'Ballot Issue 4F'): 'Strasburg Fire Protection District No. 8 Ballot Issue 4F',\n",
" ('Adams', 'Ballot Question 2A'): 'City of Thornton Ballot Question 2A',\n",
" ('Adams', 'Ballot Question 2B'): 'City of Thornton Ballot Question 2B',\n",
" ('Adams', 'Ballot Question 2G'): 'City of Northglenn Ballot Question 2G',\n",
" ('Adams', 'Ballot Question 2H'): 'City of Northglenn Ballot Question 2H',\n",
" ('Adams', 'Ballot Question 2I'): 'City of Northglenn Ballot Question 2I',\n",
" ('Adams', 'Ballot Question 2K'): 'City of Aurora Ballot Question 2K',\n",
" ('Adams', 'Ballot Question 2M'): 'City of Federal Heights Ballot Question 2M',\n",
" ('Adams', 'Ballot Question 2N'): 'City of Federal Heights Ballot Question 2N',\n",
" ('Adams',\n",
" 'Ballot Question 3A'): 'Byers School District 32J Ballot Question 3A',\n",
" ('Adams',\n",
" 'Ballot Question 3B'): 'Byers School District 32J Ballot Question 3B',\n",
" ('Adams',\n",
" 'Brighton City Council - Ward 1'): 'City of Brighton Councilmember Ward 1',\n",
" ('Adams',\n",
" 'Brighton City Council - Ward 2'): 'City of Brighton Councilmember Ward 2',\n",
" ('Adams',\n",
" 'Brighton City Council - Ward 3'): 'City of Brighton Councilmember Ward 3',\n",
" ('Adams',\n",
" 'Brighton City Council - Ward 4'): 'City of Brighton Councilmember Ward 4',\n",
" ('Adams', 'Brighton Mayor'): 'City of Brighton Mayor',\n",
" ('Adams',\n",
" 'Commerce City Councilmember - At Large'): 'City of Commerce City Councilmember - At Large',\n",
" ('Adams',\n",
" 'Commerce City Councilmember - Ward I'): 'City of Commerce City Councilmember - Ward I',\n",
" ('Adams',\n",
" 'Commerce City Councilmember - Ward III'): 'City of Commerce City Councilmember - Ward III',\n",
" ('Adams',\n",
" 'Federal Heights Council Member - Ward II'): 'City of Federal Heights Council Member Ward Two (4 year term)',\n",
" ('Adams',\n",
" 'Federal Heights Council Member - Ward III'): 'City of Federal Heights Council Member Ward Three (4 year term)',\n",
" ('Adams',\n",
" 'Federal Heights Council Member Ward I'): 'City of Federal Heights Council Member Ward One (4 year term)',\n",
" ('Adams',\n",
" 'Federal Heights Council Member Ward I (2 year term)'): 'City of Federal Heights Council Member Ward One (2 year term)',\n",
" ('Adams',\n",
" 'Federal Heights Council Member Ward III (2 year term)'): 'City of Federal Heights Council Member Ward Three (2 year term)',\n",
" ('Adams',\n",
" 'Northglenn Council Member - Ward I'): 'City of Northglenn Council Member Ward 1',\n",
" ('Adams',\n",
" 'Northglenn Council Member - Ward II'): 'City of Northglenn Council Member Ward 2',\n",
" ('Adams',\n",
" 'Northglenn Council Member - Ward III'): 'City of Northglenn Council Member Ward 3',\n",
" ('Adams',\n",
" 'Northglenn Council Member - Ward IV'): 'City of Northglenn Council Member Ward 4',\n",
" ('Adams', 'Northglenn Mayor'): 'City of Northglenn Mayor',\n",
" ('Adams',\n",
" 'RE-50J Board Of Education'): 'Wiggins School District RE-50J Board of Education At Large',\n",
" ('Adams',\n",
" 'School Director District No. 4 Adams'): 'Brighton School District 27J Director District No. 2',\n",
" ('Adams',\n",
" 'Thornton Council Member - Ward 1'): 'City of Thornton Councilmember - Ward 1',\n",
" ('Adams',\n",
" 'Thornton Council Member - Ward 2'): 'City of Thornton Councilmember - Ward 2',\n",
" ('Adams',\n",
" 'Thornton Council Member - Ward 3'): 'City of Thornton Councilmember - Ward 3',\n",
" ('Adams',\n",
" 'Thornton Council Member - Ward 4'): 'City of Thornton Councilmember - Ward 4',\n",
" ('Adams',\n",
" 'Westminster Board Of Education'): 'Westminster Public Schools Board of Education At Large',\n",
" ('Adams', 'Westminster Councillor'): 'City of Westminster City Councillor',\n",
" ('Adams', 'Westminster Mayor'): 'City of Westminster Mayor',\n",
" ('Alamosa', 'Councilor Ward 2'): 'City of Alamosa Councilor Ward 2',\n",
" ('Alamosa', 'Councilor Ward 4'): 'City of Alamosa Councilor Ward 4',\n",
" ('Alamosa', 'Councilor at large'): 'City of Alamosa Councilor At Large',\n",
" ('Alamosa',\n",
" 'Director District 1'): 'Alamosa RE-11J School District Director District 1',\n",
" ('Alamosa',\n",
" 'Director District 4'): 'Alamosa RE-11J School District Director District 4',\n",
" ('Alamosa',\n",
" 'Initiated Ballot Question 300'): 'City of Alamosa Initiated Ballot Question 300',\n",
" ('Alamosa',\n",
" 'Initiated Ballot Question 301'): 'City of Alamosa Initiated Ballot Question 301',\n",
" ('Alamosa', 'Mayor'): 'City of Alamosa Mayor',\n",
" ('Alamosa',\n",
" 'Referred Ballot Question 2C'): 'City of Alamosa Referred Ballot Question 2C',\n",
" ('Alamosa',\n",
" 'Referred Ballot Issue 2A'): 'City of Alamosa Referred Ballot Issue 2A',\n",
" ('Alamosa',\n",
" 'Referred Ballot Question 2B'): 'City of Alamosa Referred Ballot Question 2B',\n",
" ('Alamosa',\n",
" 'Referred Ballot Question 2D'): 'City of Alamosa Referred Ballot Question 2D',\n",
" ('Alamosa',\n",
" 'Referred Ballot Question 2E'): 'City of Alamosa Referred Ballot Question 2E',\n",
" ('Alamosa',\n",
" 'Referred Ballot Question 3A'): 'Sangre De Cristo RE-22J School District Ballot Question 3A',\n",
" ('Alamosa',\n",
" 'School Board Director'): 'Sargent School District RE-33J School Board Director',\n",
" ('Alamosa',\n",
" 'School Director B'): 'Center Consolidated School Distirct 26JT School Director B',\n",
" ('Arapahoe',\n",
" 'Bennett Fire Protection District No. 7 Issue 4D'): 'Bennett Fire Protection District No. 7 Ballot Issue 4D',\n",
" ('Arapahoe',\n",
" 'Byers School District 32J Question 3B'): 'Byers School District 32J Ballot Question 3B',\n",
" ('Arapahoe',\n",
" 'Byers School District 32J Question 3A'): 'Byers School District 32J Ballot Question 3A',\n",
" ('Arapahoe',\n",
" 'Byers School District 32J School Board Director'): 'Byers School District 32J School Board Director',\n",
" ('Arapahoe',\n",
" 'City of Aurora Council Member At-Large'): 'City of Aurora Council Member At-Large',\n",
" ('Arapahoe',\n",
" 'City of Aurora Council Member Ward I'): 'City of Aurora Council Member Ward I',\n",
" ('Arapahoe',\n",
" 'City of Aurora Council Member Ward II'): 'City of Aurora Council Member Ward II',\n",
" ('Arapahoe',\n",
" 'City of Aurora Council Member Ward III'): 'City of Aurora Council Member Ward III',\n",
" ('Arapahoe',\n",
" 'City of Aurora Question 2K'): 'City of Aurora Ballot Question 2K',\n",
" ('Arapahoe',\n",
" 'City of Centennial Council Member District 1'): 'City of Centennial Council Member District 1',\n",
" ('Arapahoe',\n",
" 'City of Centennial Council Member District 2'): 'City of Centennial Council Member District 2',\n",
" ('Arapahoe',\n",
" 'City of Centennial Council Member District 3'): 'City of Centennial Council Member District 3',\n",
" ('Arapahoe',\n",
" 'City of Centennial Council Member District 4'): 'City of Centennial Council Member District 4',\n",
" ('Arapahoe', 'City of Centennial Mayor'): 'City of Centennial Mayor',\n",
" ('Arapahoe',\n",
" 'City of Englewood Office of Council Member At-Large'): 'City of Englewood Office of Council Member At-Large',\n",
" ('Arapahoe',\n",
" 'City of Englewood Office of Council Member District 2'): 'City of Englewood Office of Council Member District 2',\n",
" ('Arapahoe',\n",
" 'City of Englewood Office of Council Member District 4'): 'City of Englewood Office of Council Member District 4',\n",
" ('Arapahoe',\n",
" 'City of Englewood Office of Municipal Judge'): 'City of Englewood Office of Municipal Judge',\n",
" ('Arapahoe',\n",
" 'City of Greenwood Village Councilmember District 1'): 'City of Greenwood Village Councilmember District 1',\n",
" ('Arapahoe',\n",
" 'City of Greenwood Village Councilmember District 2'): 'City of Greenwood Village Councilmember District 2',\n",
" ('Arapahoe',\n",
" 'City of Greenwood Village Councilmember District 3'): 'City of Greenwood Village Councilmember District 3',\n",
" ('Arapahoe',\n",
" 'City of Greenwood Village Councilmember District 4'): 'City of Greenwood Village Councilmember District 4',\n",
" ('Arapahoe',\n",
" 'City of Littleton Council Member District I'): 'City of Littleton Council Member District I',\n",
" ('Arapahoe',\n",
" 'City of Littleton Council Member District III'): 'City of Littleton Council Member District III',\n",
" ('Arapahoe',\n",
" 'City of Littleton Council Member at Large'): 'City of Littleton Council Member at Large',\n",
" ('Arapahoe',\n",
" 'City of Littleton Issue 2C'): 'City of Littleton Ballot Issue 2C',\n",
" ('Arapahoe',\n",
" 'City of Littleton Issue 2D'): 'City of Littleton Ballot Issue 2D',\n",
" ('Arapahoe',\n",
" 'City of Sheridan City Council Member Ward 1'): 'City of Sheridan City Council Member Ward 1',\n",
" ('Arapahoe',\n",
" 'City of Sheridan City Council Member Ward 2'): 'City of Sheridan City Council Member Ward 2',\n",
" ('Arapahoe', 'City of Sheridan Issue 2A'): 'City of Sheridan Ballot Issue 2A',\n",
" ('Arapahoe', 'City of Sheridan Mayor'): 'City of Sheridan Mayor',\n",
" ('Arapahoe',\n",
" 'Englewood School District School Board Director'): 'Englewood School District School Board Director',\n",
" ('Arapahoe',\n",
" 'Sable-Altura Fire Protection District Issue 4E'): 'Sable-Altura Fire Protection District Ballot Issue 4E',\n",
" ('Arapahoe',\n",
" 'School Director District No. 4 Adams'): 'Bennett School District 29J School Director At Large',\n",
" ('Arapahoe',\n",
" 'Sheridan Sanitation District No. 1 Issue 5A'): 'Sheridan Sanitation District No. 1 Ballot Issue 5A',\n",
" ('Arapahoe',\n",
" 'Sheridan School District No. 2 Board of Education Director District A'): 'Sheridan School District No. 2 Board of Education Director District A',\n",
" ('Arapahoe',\n",
" 'Sheridan School District No. 2 Board of Education Director District C'): 'Sheridan School District No. 2 Board of Education Director District C',\n",
" ('Arapahoe',\n",
" 'Sheridan School District No. 2 Board of Education Director District D'): 'Sheridan School District No. 2 Board of Education Director District D',\n",
" ('Arapahoe',\n",
" 'Sheridan School District No. 2 Board of Education Director District E'): 'Sheridan School District No. 2 Board of Education Director District E',\n",
" ('Arapahoe',\n",
" 'South Suburban Park and Recreation District Issue 4B'): 'South Suburban Park and Recreation District Ballot Issue 4B',\n",
" ('Arapahoe',\n",
" 'South Suburban Park and Recreation District Issue 4C'): 'South Suburban Park and Recreation District Ballot Issue 4C',\n",
" ('Arapahoe',\n",
" 'Strasburg Fire Protection District No. 8 Issue 4F'): 'Strasburg Fire Protection District No. 8 Ballot Issue 4F',\n",
" ('Arapahoe', 'Town of Foxfield Issue 2B'): 'Town of Foxfield Ballot Issue 2B',\n",
" ('Arapahoe',\n",
" 'Valley Sanitation District Issue 4A'): 'Valley Sanitation District Ballot Issue 4A',\n",
" ('Archuleta',\n",
" 'Ballot Issue'): 'San Juan Water Conservancy District Ballot Issue 5A',\n",
" ('Archuleta', 'Ballot Question'): 'Archuleta County Ballot Question 1A',\n",
" ('Archuleta',\n",
" 'Board of Education'): 'Bayfield School District 10 Jt-R Board of Education',\n",
" ('Baca',\n",
" 'Springfield RE-4 School'): 'Springfield School District RE-4 School Board Director',\n",
" ('Baca',\n",
" 'Walsh RE-1 School'): 'Walsh School District RE 1 School Board Director',\n",
" ('Bent', 'City Council 10-1'): 'City of Las Animas City Council Ward 1',\n",
" ('Bent', 'City Council 8-3'): 'City of Las Animas City Council Ward 3',\n",
" ('Bent', 'City Council 9-2'): 'City of Las Animas City Council Ward 2',\n",
" ('Bent', 'Light & Power Board 1'): 'City of Las Animas Light & Power Board 1',\n",
" ('Bent',\n",
" 'RE-13 School Director'): 'Wiley School District RE-13 JT School Director',\n",
" ('Bent',\n",
" 'RE-2 School Director'): 'McClave School District RE-2 School Director',\n",
" ('Boulder',\n",
" 'Boulder Valley School RE-2 Director District B'): 'Boulder Valley School District RE-2 Director District B',\n",
" ('Boulder',\n",
" 'Boulder Valley School RE-2 Director District E'): 'Boulder Valley School District RE-2 Director District E',\n",
" ('Boulder',\n",
" 'Boulder Valley School RE-2 Director District F'): 'Boulder Valley School District RE-2 Director District F',\n",
" ('Boulder',\n",
" 'CITY OF BOULDER BALLOT ISSUE 2L'): 'City of Boulder Ballot Issue 2L',\n",
" ('Boulder',\n",
" 'CITY OF BOULDER BALLOT ISSUE 2M'): 'City of Boulder Ballot Issue 2M',\n",
" ('Boulder',\n",
" 'CITY OF BOULDER BALLOT ISSUE 2N'): 'City of Boulder Ballot Issue 2N',\n",
" ('Boulder',\n",
" 'CITY OF LAFAYETTE BALLOT ISSUE 2A'): 'City of Lafayette Ballot Issue 2A',\n",
" ('Boulder',\n",
" 'CITY OF LAFAYETTE BALLOT ISSUE 2B'): 'City of Lafayette Ballot Issue 2B',\n",
" ('Boulder',\n",
" 'CITY OF LAFAYETTE BALLOT ISSUE 2C'): 'City of Lafayette Ballot Issue 2C',\n",
" ('Boulder',\n",
" 'CITY OF LONGMONT BALLOT ISSUE 2H'): 'City of Longmont Ballot Issue 2H',\n",
" ('Boulder',\n",
" 'CITY OF LONGMONT BALLOT ISSUE 2I'): 'City of Longmont Ballot Issue 2I',\n",
" ('Boulder',\n",
" 'CITY OF LOUISVILLE BALLOT ISSUE 2F'): 'City of Louisville Ballot Issue 2F',\n",
" ('Boulder', 'COUNTY ISSUE 1A'): 'Boulder County Issue 1A',\n",
" ('Boulder',\n",
" 'COUNTY ISSUE 5A'): 'Burgundy Park Public Improvement District of Boulder County Ballot Issue 5A',\n",
" ('Boulder',\n",
" 'City of Boulder Ballot Question 2O'): 'City of Boulder Ballot Question 2O',\n",
" ('Boulder',\n",
" 'City of Boulder Ballot Question 2P'): 'City of Boulder Ballot Question 2P',\n",
" ('Boulder',\n",
" 'City of Boulder Ballot Question 2Q'): 'City of Boulder Ballot Question 2Q',\n",
" ('Boulder',\n",
" 'City of Boulder Council Candidates'): 'City of Boulder Council Candidates',\n",
" ('Boulder',\n",
" 'City of Lafayette Ballot Question 2D'): 'City of Lafayette Ballot Question 2D',\n",
" ('Boulder',\n",
" 'City of Lafayette Ballot Question 2E'): 'City of Lafayette Ballot Question 2E',\n",
" ('Boulder',\n",
" 'City of Lafayette Council Candidates'): 'City of Lafayette Council Candidates',\n",
" ('Boulder',\n",
" 'City of Longmont Ballot Question 2J'): 'City of Longmont Ballot Question 2J',\n",
" ('Boulder',\n",
" 'City of Longmont Ballot Question 2K'): 'City of Longmont Ballot Question 2K',\n",
" ('Boulder',\n",
" 'City of Longmont Council Member At Large'): 'City of Longmont City Council At Large',\n",
" ('Boulder',\n",
" 'City of Longmont Council Member Ward 2'): 'City of Longmont City Council Ward 2',\n",
" ('Boulder', 'City of Longmont Mayor'): 'City of Longmont Mayor',\n",
" ('Boulder',\n",
" 'City of Louisville Ballot Question 2G'): 'City of Louisville Ballot Question 2G',\n",
" ('Boulder',\n",
" 'City of Louisville City Council Person Ward I'): 'City of Louisville City Council Person Ward I',\n",
" ('Boulder',\n",
" 'City of Louisville City Council Person Ward II'): 'City of Louisville City Council Person Ward II',\n",
" ('Boulder',\n",
" 'City of Louisville City Council Person Ward III'): 'City of Louisville City Council Person Ward III',\n",
" ('Boulder', 'County Question 1B'): 'Boulder County Question 1B',\n",
" ('Boulder', 'County Question 1C'): 'Boulder County Question 1C',\n",
" ('Boulder',\n",
" 'ESTES PARK SCHOOL DISTRICT R-3 BALLOT ISSUE 3A'): 'Estes Park School District R-3 Ballot Issue 3A',\n",
" ('Boulder',\n",
" 'Estes Park School R-3 School Director At Large'): 'Estes Park School District R-3 School Director At Large',\n",
" ('Boulder',\n",
" 'FOUR MILE FIRE PROTECTION DISTRICT BALLOT ISSUE 5B'): 'Four Mile Fire Protection District Ballot Issue 5B',\n",
" ('Boulder',\n",
" 'Thompson School R2-J Director District B'): 'Thompson School District R2-J Board of Education Director District B',\n",
" ('Boulder',\n",
" 'Thompson School R2-J Director District E'): 'Thompson School District R2-J Board of Education Director District E',\n",
" ('Boulder',\n",
" 'Thompson School R2-J Director District F'): 'Thompson School District R2-J Board of Education Director District F',\n",
" ('Broomfield',\n",
" 'Ballot Issue No. 3D'): 'Brighton School District 27J Ballot Issue 3D',\n",
" ('Broomfield',\n",
" 'Councilmember Ward 1'): 'City and County of Broomfield Councilmember Ward 1',\n",
" ('Broomfield',\n",
" 'Councilmember Ward 2'): 'City and County of Broomfield Councilmember Ward 2',\n",
" ('Broomfield',\n",
" 'Councilmember Ward 3'): 'City and County of Broomfield Councilmember Ward 3',\n",
" ('Broomfield',\n",
" 'Councilmember Ward 4'): 'City and County of Broomfield Councilmember Ward 4',\n",
" ('Broomfield',\n",
" 'Councilmember Ward 5'): 'City and County of Broomfield Councilmember Ward 5',\n",
" ('Broomfield',\n",
" 'Director District 1 Jefferson'): 'Jefferson County School District R-1 Director District 1',\n",
" ('Broomfield',\n",
" 'Director District 2 Jefferson'): 'Jefferson County School District R-1 Director District 2',\n",
" ('Broomfield',\n",
" 'Director District 5 Jefferson'): 'Jefferson County School District R-1 Director District 5',\n",
" ('Broomfield',\n",
" 'Director District B Boulder'): 'Boulder Valley School District RE-2 Director District B',\n",
" ('Broomfield',\n",
" 'Director District C Weld'): 'Weld RE-8 School District Director District C',\n",
" ('Broomfield',\n",
" 'Director District D Weld'): 'Weld RE-8 School District Director District D',\n",
" ('Broomfield',\n",
" 'Director District E Boulder'): 'Boulder Valley School District RE-2 Director District E',\n",
" ('Broomfield',\n",
" 'Director District F Boulder'): 'Boulder Valley School District RE-2 Director District F',\n",
" ('Broomfield',\n",
" 'Director District F Weld'): 'Weld RE-8 School District Director District F',\n",
" ('Broomfield',\n",
" 'Director District G Weld'): 'Weld RE-8 School District Director District G',\n",
" ('Broomfield', 'Mayoral'): 'City and County of Broomfield Mayoral',\n",
" ('Broomfield', 'Question 301'): 'City and County of Broomfield Question 301',\n",
" ('Broomfield',\n",
" 'School Director District No. 2 Brighton'): 'Brighton School District 27J Director District No. 2',\n",
" ('Broomfield',\n",
" 'School Director District No. 3 Adams'): 'Adams 12 Five Star Schools Director District No. 3',\n",
" ('Broomfield',\n",
" 'School Director District No. 4 Adams'): 'Adams 12 Five Star Schools Director District No. 4',\n",
" ('Broomfield',\n",
" 'School Director District No. 4 Brighton'): 'Brighton School District 27J Director District No. 4',\n",
" ('Broomfield',\n",
" 'School Director District No. 5 Brighton'): 'Brighton School District 27J Director District No. 5',\n",
" ('Broomfield',\n",
" 'School Director District No. 6 Brighton'): 'Brighton School District 27J Director District No. 6',\n",
" ('Chaffee',\n",
" 'Buena Vista School District R-31'): 'Buena Vista School District R-31 Ballot Issue 3A',\n",
" ('Chaffee', 'City of Salida'): 'City of Salida Ballot Issue 2A',\n",
" ('Chaffee', 'Councilman Ward One -1'): 'City of Salida City Council Ward 1',\n",
" ('Chaffee', 'Councilman Ward Three-1'): 'City of Salida City Council Ward 3',\n",
" ('Chaffee', 'Councilman Ward Two-1'): 'City of Salida City Council Ward 2',\n",
" ('Chaffee',\n",
" 'Director District 1'): 'Salida School District R-32-J District 1',\n",
" ('Chaffee',\n",
" 'Director District 3'): 'Salida School District R-32-J District 3',\n",
" ('Chaffee',\n",
" 'Director District 5'): 'Salida School District R-32-J District 5',\n",
" ('Chaffee',\n",
" 'Director District B'): 'Buena Vista School District R-31 Director District B',\n",
" ('Chaffee',\n",
" 'Director District D'): 'Buena Vista School District R-31 Director District D',\n",
" ('Chaffee',\n",
" 'Director-At-Large 4 year term'): 'Salida School District R-32-J Director At Large',\n",
" ('Chaffee', 'Mayor'): 'City of Salida Mayor',\n",
" ('Clear Creek', 'City Clerk'): 'City of Idaho Springs City Clerk',\n",
" ('Clear Creek',\n",
" 'City Council, Ward I'): 'City of Idaho Springs City Council Ward I',\n",
" ('Clear Creek',\n",
" 'City Council, Ward II'): 'City of Idaho Springs City Council Ward II',\n",
" ('Clear Creek',\n",
" 'City Council, Ward III'): 'City of Idaho Springs City Council Ward III',\n",
" ('Clear Creek', 'City Treasurer'): 'City of Idaho Springs City Treasurer',\n",
" ('Clear Creek',\n",
" 'City of Idaho Springs Ballot Issue 2B'): 'City of Idaho Springs Ballot Issue 2B',\n",
" ('Clear Creek',\n",
" 'City of Idaho Springs Ballot Question 2C'): 'City of Idaho Springs Ballot Question 2C',\n",
" ('Clear Creek',\n",
" 'Clear Creek County Ballot Issue 1A'): 'Clear Creek County Ballot Issue 1A',\n",
" ('Clear Creek',\n",
" 'Director, District B'): 'Clear Creek School District RE-1 Director District B',\n",
" ('Clear Creek',\n",
" 'Director, District C'): 'Clear Creek School District RE-1 Director District C',\n",
" ('Clear Creek', 'Mayor'): 'City of Idaho Springs Mayor',\n",
" ('Clear Creek',\n",
" 'Town of Georgetown Ballot Question 2A'): 'Town of Georgetown Ballot Question 2A',\n",
" ('Conejos',\n",
" 'Director District 1'): 'Alamosa RE-11J School District Director District 1',\n",
" ('Conejos',\n",
" 'Director District 4'): 'Alamosa RE-11J School District Director District 4',\n",
" ('Conejos',\n",
" 'Director District A'): 'South Conejos School District No. RE-10 Director District A',\n",
" ('Conejos',\n",
" 'Director District B'): 'South Conejos School District No. RE-10 Director District B',\n",
" ('Conejos',\n",
" 'Director District C'): 'South Conejos School District No. RE-10 Director District C',\n",
" ('Conejos',\n",
" 'PROPOSITION 3A CHANGE IN PLAN OF REPRESENTATION OF SCHOOL DIRECTORS FOR SOUTH CONEJOS SCHOOL DISTRICT'): 'South Conejos School District No. RE-10 Proposition 3A',\n",
" ('Costilla',\n",
" 'Centennial R-1 Director - District 3'): 'Centennial School District R-1 Director - District 3',\n",
" ('Costilla',\n",
" 'Centennial R-1 Director - District 4'): 'Centennial School District R-1 Director - District 4',\n",
" ('Costilla',\n",
" 'Centennial R-1 Director- District 2'): 'Centennial School District R-1 Director - District 2',\n",
" ('Costilla',\n",
" 'Sierra Grande R - 30 Director - District 1'): 'Sierra Grande School District R-30 Director - District 1',\n",
" ('Costilla',\n",
" 'Sierra Grande R - 30 Director - District 3'): 'Sierra Grande School District R-30 Director - District 3',\n",
" ('County',\n",
" 'CVR Export Data County Contest Name'): 'ENR Export Data Contest Name',\n",
" ('Crowley',\n",
" 'Ballot Issue 3A'): 'Crowley County School District RE-1J Ballot Issue 3A',\n",
" ('Crowley',\n",
" 'Ballot Issue 3B'): 'Crowley County School District RE-1J Ballot Issue 3B',\n",
" ('Crowley',\n",
" 'Ballot Issue 3C'): 'Manzanola School District 3J Ballot Issue 3C',\n",
" ('Crowley',\n",
" 'Director At Large - RE.1J'): 'Crowley County School District RE-1J Director',\n",
" ('Crowley',\n",
" 'Director at Large - 3J'): 'Manzanola School District 3J Director At Large',\n",
" ('Custer',\n",
" 'BALLOT QUESTION 1A Custer County'): 'Custer County Ballot Question 1A',\n",
" ('Custer',\n",
" 'Ballot Issue 3A: Custer County'): 'Custer County School District C-1 Ballot Issue 3A',\n",
" ('Custer',\n",
" 'DIRECTOR DISTRICT 1 TWO YEAR TERM'): 'Custer County School District C-1 Director District 1',\n",
" ('Custer',\n",
" 'DIRECTOR DISTRICT 4 FOUR YEAR TERM'): 'Custer County School District C-1 Director District 4',\n",
" ('Custer',\n",
" 'DIRECTOR DISTRICT 5 FOUR YEAR TERM'): 'Custer County School District C-1 Director District 5',\n",
" ('Custer',\n",
" 'DIRECTOR DISTRICT E TWO YEAR TERM'): 'Fremont RE-2 School District Director District E',\n",
" ('Custer',\n",
" 'DIRECTOR DISTRICT F FOUR YEAR TERM'): 'Fremont RE-2 School District Director District F',\n",
" ('Custer',\n",
" 'District 1 Successor Candidates'): 'District 1 Successor Candidates',\n",
" ('Custer',\n",
" 'District 2 Successor Candidates'): 'District 2 Successor Candidates',\n",
" ('Custer',\n",
" 'District 3 Successor Candidates'): 'District 3 Successor Candidates',\n",
" ('Custer',\n",
" 'Question 3C Fremont'): 'Fremont RE-2 School District Ballot Question 3C',\n",
" ('Custer',\n",
" 'Recall County Commissioner District 1'): 'Recall County Commissioner District 1',\n",
" ('Custer',\n",
" 'Recall County Commissioner District 2'): 'Recall County Commissioner District 2',\n",
" ('Custer',\n",
" 'Recall County Commissioner District 3'): 'Recall County Commissioner District 3',\n",
" ('Delta',\n",
" 'Delta County Ambulance District Ballot Issue 5A'): 'Delta County Ambulance District Ballot Issue 5A',\n",
" ('Delta',\n",
" 'Town of Crawford Ballot Issue 2A'): 'Town of Crawford Ballot Issue 2A',\n",
" ('Denver',\n",
" 'Director District 2'): 'Denver Public Schools (School District No. 1) Director District 2',\n",
" ('Denver',\n",
" 'Director District 3'): 'Denver Public Schools (School District No. 1) Director District 3',\n",
" ('Denver',\n",
" 'Director District 4'): 'Denver Public Schools (School District No. 1) Director District 4',\n",
" ('Denver',\n",
" 'Director at Large'): 'Denver Public Schools (School District No. 1) Director at Large',\n",
" ('Denver',\n",
" 'Initiated Ordinance 300'): 'City And County of Denver Initiated Ordinance 300',\n",
" ('Denver',\n",
" 'Referred Question 2A'): 'City And County of Denver Referred Question 2A',\n",
" ('Denver',\n",
" 'Referred Question 2B'): 'City And County of Denver Referred Question 2B',\n",
" ('Denver',\n",
" 'Referred Question 2C'): 'City And County of Denver Referred Question 2C',\n",
" ('Denver',\n",
" 'Referred Question 2D'): 'City And County of Denver Referred Question 2D',\n",
" ('Denver',\n",
" 'Referred Question 2E'): 'City And County of Denver Referred Question 2E',\n",
" ('Denver',\n",
" 'Referred Question 2F'): 'City And County of Denver Referred Question 2F',\n",
" ('Denver',\n",
" 'Referred Question 2G'): 'City And County of Denver Referred Question 2G',\n",
" ('Denver',\n",
" 'Referred Question 2H'): 'City And County of Denver Referred Question 2H',\n",
" ('Denver',\n",
" 'Valley Sanitation District Ballot Issue 4A'): 'Valley Sanitation District Ballot Issue 4A',\n",
" ('Douglas', 'Ballot Issue 2C'): 'City of Littleton Ballot Issue 2C',\n",
" ('Douglas', 'Ballot Issue 2D'): 'City of Littleton Ballot Issue 2D',\n",
" ('Douglas',\n",
" 'Ballot Issue 4B'): 'South Suburban Park and Recreation District Ballot Issue 4B',\n",
" ('Douglas',\n",
" 'Ballot Issue 4C'): 'South Suburban Park and Recreation District Ballot Issue 4C',\n",
" ('Douglas',\n",
" 'Ballot Issue 5A'): 'Jackson 105 Fire Protection District Ballot Issue 5A',\n",
" ('Douglas',\n",
" 'Ballot Question 2K Amend Aurora City Charter Section 3-6'): 'City of Aurora Ballot Question 2K',\n",
" ('Douglas',\n",
" 'Ballot Question 300 Castle Rock Charter Amendment'): 'Town Of Castle Rock Ballot Question 300',\n",
" ('Douglas',\n",
" 'City Council, Ward 1'): 'City Of Castle Pines City Council, Ward 1',\n",
" ('Douglas',\n",
" 'City Council, Ward 2'): 'City Of Castle Pines City Council, Ward 2 (Two Year Term)',\n",
" ('Douglas',\n",
" 'City Council, Ward 3'): 'City Of Castle Pines City Council, Ward 3 (Two Year Term)',\n",
" ('Douglas',\n",
" 'Council Member At Large'): 'City of Littleton Council Member at Large',\n",
" ('Douglas',\n",
" 'Council Member At-Large'): 'City of Aurora Council Member At-Large',\n",
" ('Douglas',\n",
" 'Council Member District III'): 'City of Littleton Council Member District III',\n",
" ('Douglas', 'Mayor'): 'City Of Castle Pines Mayor',\n",
" ('Douglas',\n",
" 'School Board Director, District B'): 'Douglas County School District RE-1 School Board Director, District B',\n",
" ('Douglas',\n",
" 'School Board Director, District D'): 'Douglas County School District RE-1 School Board Director, District D',\n",
" ('Douglas',\n",
" 'School Board Director, District E'): 'Douglas County School District RE-1 School Board Director, District E',\n",
" ('Douglas',\n",
" 'School Board Director, District G'): 'Douglas County School District RE-1 School Board Director, District G',\n",
" ('Eagle',\n",
" 'BALLOT ISSUE 1A - FUNDING TO SUPPORT MENTAL HEALTH AND SUBSTANCE ABUSE SERVICES IN EAGLE COUNTY THROUGH THE TAXATION OF RETAI...'): 'Eagle County Ballot Issue 1A',\n",
" ('Eagle', 'BALLOT ISSUE 2D'): 'Town of Eagle Ballot Issue 2D',\n",
" ('Eagle', 'BALLOT ISSUE 2F'): 'Town of Red Cliff Ballot Issue 2F',\n",
" ('Eagle', 'BALLOT ISSUE 5A'): 'Eagle Cemetery District Ballot Issue 5A',\n",
" ('Eagle', 'BALLOT ISSUE NO. 4B'): 'Colorado Mountain College Ballot Issue 4B',\n",
" ('Eagle',\n",
" 'BALLOT QUESTION 1B - Broadband Service Authorization'): 'Eagle County Ballot Question 1B',\n",
" ('Eagle', 'BALLOT QUESTION 2A'): 'Town of Minturn Ballot Question 2A',\n",
" ('Eagle',\n",
" 'BALLOT QUESTION 2B - Broadband Service Authorization'): 'Town of Avon Ballot Question 2B',\n",
" ('Eagle',\n",
" 'BALLOT QUESTION 2C - Broadband Services'): 'Town of Eagle Ballot Question 2C',\n",
" ('Eagle', 'BALLOT QUESTION 2E'): 'Town of Gypsum Ballot Question 2E',\n",
" ('Eagle', 'BALLOT QUESTION 2G'): 'Town of Red Cliff Ballot Question 2G',\n",
" ('Eagle',\n",
" 'FOR BOARD OF TRUSTEES DIRECTOR DISTRICT NO. 1'): 'Colorado Mountain College Board of Trustees Director District 1',\n",
" ('Eagle',\n",
" 'FOR BOARD OF TRUSTEES DIRECTOR DISTRICT NO. 3'): 'Colorado Mountain College Board of Trustees Director District 3',\n",
" ('Eagle',\n",
" 'FOR BOARD OF TRUSTEES DIRECTOR DISTRICT NO. 7'): 'Colorado Mountain College Board of Trustees Director District 7',\n",
" ('Eagle',\n",
" 'For School Board Directors Eagle County School District RE50J District E'): 'Eagle County School District RE-50J School Board Director District F',\n",
" ('Eagle',\n",
" 'School Board Director District B'): 'Eagle County School District RE-50J School Board Director District B',\n",
" ('Eagle',\n",
" 'School Board Director District E'): 'Eagle County School District RE-50J School Board Director District E',\n",
" ('Eagle',\n",
" 'School Board Director District G'): 'Eagle County School District RE-50J School Board Director District G',\n",
" ('El Paso',\n",
" 'Academy School District 20 - Director - 4yr'): 'Academy School District 20 Director',\n",
" ('El Paso',\n",
" 'Big Sandy School District 100J - Director - 2 yr'): 'Big Sandy School District 100J Director (2 Year Term)',\n",
" ('El Paso',\n",
" 'Big Sandy School District 100J - Director - 4 yr'): 'Big Sandy School District 100J Director (4 Year Term)',\n",
" ('El Paso',\n",
" 'Cheyenne Mountain School District 12 - 3D'): 'Cheyenne Mountain School District 12 Ballot Issue 3D',\n",
" ('El Paso',\n",
" 'Cheyenne Mountain School District 12 - Director - 2 yr'): 'Cheyenne Mountain School District 12 Director (2 Year Term)',\n",
" ('El Paso',\n",
" 'Cheyenne Mountain School District 12 - Director - 4 yr'): 'Cheyenne Mountain School District 12 Director (4 Year Term)',\n",
" ('El Paso',\n",
" 'City of Colorado Springs - 2A'): 'City of Colorado Springs Ballot Question 2A',\n",
" ('El Paso',\n",
" 'City of Manitou Springs - 2B'): 'City of Manitou Springs Ballot Issue 2B',\n",
" ('El Paso',\n",
" 'City of Manitou Springs - 2C'): 'City of Manitou Springs Ballot Question 2C',\n",
" ('El Paso',\n",
" 'City of Manitou Springs - Mayor'): 'City of Manitou Springs Mayor',\n",
" ('El Paso',\n",
" 'Colorado Springs School District 11 - 3E'): 'Colorado Springs School District 11 Ballot Issue 3E',\n",
" ('El Paso',\n",
" 'Colorado Springs School District 11 - Director - 2 yr'): 'Colorado Springs School District 11 Director (2 Year Term)',\n",
" ('El Paso',\n",
" 'Colorado Springs School District 11 - Director - 4 yr'): 'Colorado Springs School District 11 Director (4 Year Term)',\n",
" ('El Paso',\n",
" 'Donald Wescott Fire Protection District Northern Subdistrict - 5C'): 'Donald Wescott Fire Protection District Northern Subdistrict Ballot Issue 5C',\n",
" ('El Paso', 'El Paso County - 1A'): 'El Paso County Ballot Issue 1A',\n",
" ('El Paso',\n",
" 'Fountain-Fort Carson School District 8 - Director - 4 yr'): 'Fountain-Fort Carson School District 8 Director',\n",
" ('El Paso',\n",
" 'Fremont RE-2 School District - 3C'): 'Fremont RE-2 School District Ballot Question 3C',\n",
" ('El Paso',\n",
" 'Fremont RE2 School District E - Director - 2 yr'): 'Fremont RE-2 School District Director District E',\n",
" ('El Paso',\n",
" 'Fremont RE2 School District F'): 'Fremont RE-2 School District Director District F',\n",
" ('El Paso',\n",
" 'Green Mountain Falls - Chipita Park Fire Protection District - 4A'): 'Green Mountain Falls - Chipita Park Fire Protection District Ballot Issue 4A',\n",
" ('El Paso',\n",
" 'Hanover School District 28 - 3F'): 'Hanover School District 28 Ballot Question 3F',\n",
" ('El Paso',\n",
" 'Hanover School District 28 - Director - 4 yr'): 'Hanover School District 28 Director',\n",
" ('El Paso',\n",
" 'Harrison School District 2 - Director - 4 yr'): 'Harrison School District 2 Director',\n",
" ('El Paso',\n",
" 'Lewis Palmer School District 38 - Director District 1 - 4 yr'): 'Lewis-Palmer School District #38 Director District 1',\n",
" ('El Paso',\n",
" 'Lewis Palmer School District 38 - Director District 3 - 4 yr'): 'Lewis-Palmer School District #38 Director District 3',\n",
" ('El Paso',\n",
" 'Manitou Springs City Council Ward 1'): 'City of Manitou Springs City Council Ward One',\n",
" ('El Paso',\n",
" 'Manitou Springs City Council Ward 2'): 'City of Manitou Springs City Council Ward Two',\n",
" ('El Paso',\n",
" 'Manitou Springs City Council Ward 3'): 'City of Manitou Springs City Council Ward Three',\n",
" ('El Paso',\n",
" 'Manitou Springs School District 14 - Director - 4 yr'): 'Manitou Springs School District 14 Director',\n",
" ('El Paso',\n",
" 'Peyton School District 23JT - 3G'): 'Peyton School District 23JT Ballot Question 3G',\n",
" ('El Paso',\n",
" 'Peyton School District 23JT - 3H'): 'Peyton School District 23JT Ballot Question 3H',\n",
" ('El Paso',\n",
" 'Peyton School District 23JT - Director - 4 yr'): 'Peyton School District 23JT Director',\n",
" ('El Paso',\n",
" 'Pikes Peak Rural Transportation Authority - 5B'): 'Pikes Peak Rural Transportation Authority Ballot Issue 5B',\n",
" ('El Paso',\n",
" 'Tri-Lakes Monument Fire Protection District - 5A'): 'Tri-Lakes Monument Fire Protection District Ballot Issue 5A',\n",
" ('El Paso',\n",
" 'Widefield School District 3 - Director - 2 yr'): 'Widefield School District 3 Director (2 Year Term)',\n",
" ('El Paso',\n",
" 'Widefield School District 3 - Director - 4 yr'): 'Widefield School District 3 Director (4 Year Term)',\n",
" ('El Paso',\n",
" 'Widefield School District No. 3 - 3A'): 'Widefield School District 3 Ballot Issue 3A',\n",
" ('El Paso',\n",
" 'Widefield School District No. 3 - 3B'): 'Widefield School District 3 Ballot Issue 3B',\n",
" ('Elbert',\n",
" 'BALLOT ISSUE 3G'): 'Peyton School District 23JT Ballot Question 3G',\n",
" ('Elbert',\n",
" 'BALLOT ISSUE 5A'): 'Elizabeth Park and Recreation District Ballot Issue 5A',\n",
" ('Elbert',\n",
" 'BALLOT ISSUE 5B'): 'Sun Country Meadows Public Improvement District Ballot Issue 5B',\n",
" ('Elbert', 'Ballot Question 1A'): 'Elbert County Ballot Question 1A',\n",
" ('Elbert', 'Ballot Question 1B'): 'Elbert County Ballot Question 1B',\n",
" ('Elbert',\n",
" 'Ballot Question 3H'): 'Peyton School District 23JT Ballot Question 3H',\n",
" ('Elbert',\n",
" 'Douglas County School Board Director, District B'): 'Douglas County School District RE-1 School Board Director, District B',\n",
" ('Elbert',\n",
" 'Douglas County School Board Director, District D'): 'Douglas County School District RE-1 School Board Director, District D',\n",
" ('Elbert',\n",
" 'Douglas County School Board Director, District E'): 'Douglas County School District RE-1 School Board Director, District E',\n",
" ('Elbert',\n",
" 'Douglas County School Board Director, District G'): 'Douglas County School District RE-1 School Board Director, District G',\n",
" ('Elbert',\n",
" 'Elizabeth C-1 Board of Education Directors'): 'Elizabeth School District C-1 Board of Education Directors',\n",
" ('Elbert',\n",
" 'Limon RE-4J School Board Director'): 'Limon School District RE-4J School Board Director',\n",
" ('Elbert',\n",
" 'Peyton 23-JT School Board Director'): 'Peyton School District 23JT Director',\n",
" ('Elbert',\n",
" 'School Board Director Agate'): 'Agate School District #300 School Board Director',\n",
" ('Elbert',\n",
" 'School Board Director Big Sandy 1'): 'Big Sandy School District 100J Director (2 Year Term)',\n",
" ('Elbert',\n",
" 'School Board Director Big Sandy 2'): 'Big Sandy School District 100J Director (4 Year Term)',\n",
" ('Fremont',\n",
" 'Canon City Council Member At-Large'): 'City of Canon City Council Member At-Large',\n",
" ('Fremont',\n",
" 'Canon City Council Member District 1'): 'City of Canon City Council Member District 1',\n",
" ('Fremont',\n",
" 'Canon City Council Member District 3'): 'City of Canon City Council Member District 3',\n",
" ('Fremont', 'Canon City Mayor'): 'City of Canon City Mayor',\n",
" ('Fremont',\n",
" 'Director At Large'): 'Salida School District R-32-J Director At Large',\n",
" ('Fremont',\n",
" 'Director District \"B\"'): \"Fremont School District RE-3 Director District ''B''\",\n",
" ('Fremont',\n",
" 'Director District \"D\"'): \"Fremont School District RE-3 Director District ''D''\",\n",
" ('Fremont',\n",
" 'Director District \"E\"'): \"Fremont School District RE-3 Director District ''E''\",\n",
" ('Fremont',\n",
" 'Director District E'): 'Fremont RE-2 School District Director District E',\n",
" ('Fremont',\n",
" 'Director District F'): 'Fremont RE-2 School District Director District F',\n",
" ('Fremont', 'District 1'): 'Salida School District R-32-J District 1',\n",
" ('Fremont', 'District 3'): 'Salida School District R-32-J District 3',\n",
" ('Fremont', 'District 5'): 'Salida School District R-32-J District 5',\n",
" ('Fremont',\n",
" 'Florence Council Member Ward 1'): 'City of Florence Council Member Ward 1',\n",
" ('Fremont',\n",
" 'Florence Council Member Ward 2'): 'City of Florence Council Member Ward 2',\n",
" ('Fremont',\n",
" 'Florence Council Member Ward 3'): 'City of Florence Council Member Ward 3',\n",
" ('Fremont', 'Florence Mayor'): 'City of Florence Mayor',\n",
" ('Fremont', 'ISSUE 2A'): 'City of Canon City Ballot Issue 2A',\n",
" ('Fremont', 'ISSUE 2B'): 'City of Canon City Ballot Issue 2B',\n",
" ('Fremont',\n",
" 'ISSUE 3A GENERAL FUND OVERRIDE'): 'Fremont County RE-1 School Ballot Issue 3A',\n",
" ('Fremont',\n",
" 'ISSUE 3B GENERAL OBLIGATION BOND'): 'Fremont County RE-1 School Ballot Issue 3B',\n",
" ('Fremont',\n",
" 'ISSUE 5A'): 'Tallahassee Fire Protection District Ballot Issue 5A',\n",
" ('Fremont',\n",
" 'ISSUE 5B'): 'Penrose Park and Recreation District Ballot Issue 5B',\n",
" ('Fremont', 'Issue 5C'): 'Penrose Water District Ballot Issue 5C',\n",
" ('Fremont', 'Question 3C'): 'Fremont RE-2 School District Ballot Question 3C',\n",
" ('Fremont',\n",
" 'RE-1 Directors (At Large)'): 'Fremont County RE-1 School Directors At Large',\n",
" ('Garfield',\n",
" 'Carbondale & Rural Fire Protection District Ballot Issue 4C'): 'Carbondale & Rural Fire Protection District Ballot Issue 4C',\n",
" ('Garfield',\n",
" 'Colorado Mountain College, a Local College District Ballot Issue 4B'): 'Colorado Mountain College Ballot Issue 4B',\n",
" ('Garfield',\n",
" 'Colorado Mountain College, a Local College District For Board of Trustees Director District 1'): 'Colorado Mountain College Board of Trustees Director District 1',\n",
" ('Garfield',\n",
" 'Colorado Mountain College, a Local College District For Board of Trustees Director District 3'): 'Colorado Mountain College Board of Trustees Director District 3',\n",
" ('Garfield',\n",
" 'Colorado Mountain College, a Local College District For Board of Trustees Director District 7'): 'Colorado Mountain College Board of Trustees Director District 7',\n",
" ('Garfield',\n",
" 'For School Board Directors De Beque School District 49JT'): 'De Beque School District 49-JT School Board Director (4 Year Term)',\n",
" ('Garfield',\n",
" 'For School Board Directors Eagle County School District RE50J District B'): 'Eagle County School District RE-50J School Board Director District B',\n",
" ('Garfield',\n",
" 'For School Board Directors Eagle County School District RE50J District E'): 'Eagle County School District RE-50J School Board Director District E',\n",
" ('Garfield',\n",
" 'For School Board Directors Eagle County School District RE50J District F'): 'Eagle County School District RE-50J School Board Director District F',\n",
" ('Garfield',\n",
" 'For School Board Directors Eagle County School District RE50J District G'): 'Eagle County School District RE-50J School Board Director District G',\n",
" ('Garfield',\n",
" 'Garfield County Ballot Issue 1A'): 'Garfield County Ballot Issue 1A',\n",
" ('Garfield',\n",
" 'Grand River Hospital District Ballot Issue 4A'): 'Grand River Hospital District Ballot Issue 4A',\n",
" ('Garfield',\n",
" 'Town of New Castle Ballot Issue 2A'): 'Town of New Castle Ballot Issue 2A',\n",
" ('Gilpin',\n",
" 'Director District B'): 'Boulder Valley School District RE-2 Director District B',\n",
" ('Gilpin',\n",
" 'Director District E'): 'Boulder Valley School District RE-2 Director District E',\n",
" ('Gilpin',\n",
" 'Director District F'): 'Boulder Valley School District RE-2 Director District F',\n",
" ('Gilpin',\n",
" 'RETAIL MARIJUANA CULTIVATION EXCISE TAX'): 'Gilpin County Ballot Issue 1A',\n",
" ('Gunnison',\n",
" 'CRESTED BUTTE FIRE PROTECTION DISTRICT'): 'Crested Butte Fire Protection District Ballot Issue 5A',\n",
" ('Gunnison',\n",
" 'Carbondale & Rural Fire Protection District Mill Levy Increase'): 'Carbondale & Rural Fire Protection District Ballot Issue 4C',\n",
" ('Gunnison',\n",
" 'Director District A'): 'Montrose County School District RE-1J School Board Director District A',\n",
" ('Gunnison',\n",
" 'Director District B'): 'Montrose County School District RE-1J School Board Director District B',\n",
" ('Gunnison',\n",
" 'Director District C'): 'Montrose County School District RE-1J School Board Director District C',\n",
" ('Gunnison',\n",
" 'Director District E'): 'Montrose County School District RE-1J School Board Director District E',\n",
" ('Gunnison', 'Mayor'): 'Town of Crested Butte Mayor',\n",
" ('Gunnison', 'QUESTION 2A:'): 'Town of Crested Butte Ballot Question 2A',\n",
" ('Gunnison',\n",
" 'Town Council - Vote For Three Four Year Term'): 'Town of Crested Butte Town Council',\n",
" ('Huerfano',\n",
" 'CITY OF WALSENBURG BALLOT ISSUE 2A'): 'City Of Walsenburg Ballot Issue 2A',\n",
" ('Huerfano', 'City Council Ward 1'): 'City of Walsenburg City Council Ward 1',\n",
" ('Huerfano', 'City Council Ward 2'): 'City of Walsenburg City Council Ward 2',\n",
" ('Huerfano', 'City Council Ward 3'): 'City of Walsenburg City Council Ward 3',\n",
" ('Huerfano',\n",
" 'HUERFANO COUNTY BALLOT ISSUE 1A'): 'Huerfano County Ballot Issue 1A',\n",
" ('Huerfano', 'Mayor'): 'City of Walsenburg Mayor',\n",
" ('Huerfano',\n",
" 'RE-1 School Board Director'): 'Huerfano School District Re-1 School Board Director',\n",
" ('Jackson',\n",
" '(Manual Entry County)'): 'North Park School District R-1 Director District At-Large D',\n",
" ('Jefferson',\n",
" 'Arvada Council Member Ward 1'): 'City of Arvada Councilmember District 1',\n",
" ('Jefferson',\n",
" 'Arvada Council Member Ward 3'): 'City of Arvada Councilmember District 3',\n",
" ('Jefferson', 'Ballot Issue 2C'): 'City of Littleton Ballot Issue 2C',\n",
" ('Jefferson', 'Ballot Issue 2D'): 'City of Littleton Ballot Issue 2D',\n",
" ('Jefferson',\n",
" 'Ballot Issue 4B'): 'South Suburban Park and Recreation District Ballot Issue 4B',\n",
" ('Jefferson',\n",
" 'Ballot Issue 4C'): 'South Suburban Park and Recreation District Ballot Issue 4C',\n",
" ('Jefferson',\n",
" 'Ballot Issue 5A'): 'Mount Vernon Country Club Metropolitan District Ballot Issue 5A',\n",
" ('Jefferson',\n",
" 'Ballot Issue 5B'): 'Northwest Lakewood Sanitation District Ballot Issue 5B',\n",
" ('Jefferson',\n",
" 'Ballot Issue 5C'): 'Foothills Park & Recreation District Ballot Issue 5C',\n",
" ('Jefferson',\n",
" 'Ballot Issue 5D'): 'Idledale Water & Sanitation District Ballot Issue 5D',\n",
" ('Jefferson',\n",
" 'Ballot Issue 5E'): 'Idledale Water & Sanitation District Ballot Issue 5E',\n",
" ('Jefferson', 'Ballot Question 2A'): 'City of Golden Ballot Question 2A',\n",
" ('Jefferson',\n",
" 'Council Member At Large'): 'City of Arvada Councilmember At Large',\n",
" ('Jefferson',\n",
" 'Edgewater Council Member'): 'City of Edgewater City Council Member',\n",
" ('Jefferson', 'Edgewater Mayor'): 'City of Edgewater Mayor',\n",
" ('Jefferson',\n",
" 'Golden Council Member Ward 1'): 'City of Golden City Council Ward 1',\n",
" ('Jefferson',\n",
" 'Golden Council Member Ward 2'): 'City of Golden City Council Ward 2',\n",
" ('Jefferson',\n",
" 'Golden Council Member Ward 3'): 'City of Golden City Council Ward 3',\n",
" ('Jefferson',\n",
" 'Golden Council Member Ward 4'): 'City of Golden City Council Ward 4',\n",
" ('Jefferson',\n",
" 'Lakewood Council Member Ward 1'): 'City of Lakewood City Council Ward 1',\n",
" ('Jefferson',\n",
" 'Lakewood Council Member Ward 2'): 'City of Lakewood City Council Ward 2',\n",
" ('Jefferson',\n",
" 'Lakewood Council Member Ward 3'): 'City of Lakewood City Council Ward 3',\n",
" ('Jefferson',\n",
" 'Lakewood Council Member Ward 4'): 'City of Lakewood City Council Ward 4',\n",
" ('Jefferson',\n",
" 'Lakewood Council Member Ward 5'): 'City of Lakewood City Council Ward 5',\n",
" ('Jefferson',\n",
" 'Littleton At Large'): 'City of Littleton Council Member at Large',\n",
" ('Jefferson', 'Mayor'): 'Town of Mountain View Mayor',\n",
" ('Jefferson',\n",
" 'Retention of Municipal Judge'): 'City of Lakewood Retention of Municipal Judge Daniel E. Ramsey',\n",
" ('Jefferson',\n",
" 'Retention of Presiding Judge'): 'City of Lakewood Retention of Presiding Judge Anne Stavig',\n",
" ('Jefferson',\n",
" 'School Board 1'): 'Jefferson County School District R-1 Director District 1',\n",
" ('Jefferson',\n",
" 'School Board 2'): 'Jefferson County School District R-1 Director District 2',\n",
" ('Jefferson',\n",
" 'School Board 5'): 'Jefferson County School District R-1 Director District 5',\n",
" ('Jefferson', 'Town Council'): 'Town of Mountain View Town Council',\n",
" ('Jefferson',\n",
" 'Westminster Council Member'): 'City of Westminster City Councillor',\n",
" ('Jefferson', 'Westminster Mayor'): 'City of Westminster Mayor',\n",
" ('Jefferson',\n",
" 'Wheat Ridge Council Member Ward 1'): 'City of Wheat Ridge Councilmember District I',\n",
" ('Jefferson',\n",
" 'Wheat Ridge Council Member Ward 2'): 'City of Wheat Ridge Councilmember District II',\n",
" ('Jefferson',\n",
" 'Wheat Ridge Council Member Ward 3'): 'City of Wheat Ridge Councilmember District III',\n",
" ('Jefferson',\n",
" 'Wheat Ridge Council Member Ward 4'): 'City of Wheat Ridge Councilmember District IV',\n",
" ('Jefferson', 'Wheat Ridge Mayor'): 'City of Wheat Ridge Mayor',\n",
" ('Kiowa',\n",
" 'KIOWA COUNTY FIRE PROTECTION DISTRICT BALLOT ISSUE 5A:'): 'Kiowa County Fire Protection District Ballot Issue 5A',\n",
" ('Kiowa', 'KIOWA COUNTY REFERENDUM 1A:'): 'Kiowa County Referendum 1A',\n",
" ('Kit Carson',\n",
" 'Ballot Issue 3A'): 'Bethune School District R-5 Ballot Issue 3A',\n",
" ('Kit Carson',\n",
" 'Bethune School District R-5 Directors - At Large'): 'Bethune School District R-5 Directors - At Large',\n",
" ('Kit Carson',\n",
" 'Burlington School District RE-6J Directors - At Large2y'): 'Burlington School District RE-6J Directors - At Large (2 Year Term)',\n",
" ('Kit Carson',\n",
" 'Burlington School District RE-6J Directors - At Large4y'): 'Burlington School District RE-6J Directors - At Large (4 Year Term)',\n",
" ('Kit Carson',\n",
" 'Hi-Plains School District R-23 Directors - At Large'): 'Hi-Plains School District R-23 Directors - At Large',\n",
" ('Kit Carson',\n",
" 'Idalia School District RJ-3 Directors- At Large'): 'Idalia School District RJ-3 Directors - At Large',\n",
" ('La Plata',\n",
" 'Ballot Question 2A - City of Durango'): 'City of Durango Ballot Question 2A',\n",
" ('La Plata',\n",
" 'Ballot Question 4A - Durango Fire Protection District'): 'Durango Fire Protection District Ballot Question 4A',\n",
" ('La Plata',\n",
" 'Bayfield School Board Director'): 'Bayfield School District 10 Jt-R Board of Education',\n",
" ('La Plata',\n",
" 'Durango School Board Director Dist A'): 'Durango School District 9-R Board of Education District A',\n",
" ('La Plata',\n",
" 'Durango School Board Director Dist C'): 'Durango School District 9-R Board of Education District C',\n",
" ('La Plata',\n",
" 'Durango School Board Director Dist E'): 'Durango School District 9-R Board of Education District E',\n",
" ('Lake', 'CITY CLERK'): 'City of Leadville City Clerk',\n",
" ('Lake',\n",
" 'CITY COUNCIL WARD 1'): 'City of Leadville City Council Ward 1 (4 Year Term)',\n",
" ('Lake',\n",
" 'CITY COUNCIL WARD 2'): 'City of Leadville City Council Ward 2 (2 Year Term)',\n",
" ('Lake',\n",
" 'CITY COUNCIL WARD 3'): 'City of Leadville City Council Ward 3 (4 Year Term)',\n",
" ('Lake', 'CITY TREASURER'): 'City of Leadville City Treasurer',\n",
" ('Lake', 'ISSUE 2A'): 'City of Leadville Ballot Issue 2A',\n",
" ('Lake', 'ISSUE 4B'): 'Colorado Mountain College Ballot Issue 4B',\n",
" ('Lake',\n",
" 'TRUSTEE DISTRICT NO 1'): 'Colorado Mountain College Board of Trustees Director District 1',\n",
" ('Lake',\n",
" 'TRUSTEE DISTRICT NO 3'): 'Colorado Mountain College Board of Trustees Director District 3',\n",
" ('Lake',\n",
" 'TRUSTEE DISTRICT NO 7'): 'Colorado Mountain College Board of Trustees Director District 7',\n",
" ('Larimer', 'Ballot Issue 1A'): 'Larimer County Ballot Issue 1A',\n",
" ('Larimer', 'Ballot Issue 2A'): 'Town of Berthoud Ballot Issue 2A',\n",
" ('Larimer', 'Ballot Issue 2D'): 'Town Of Timnath Ballot Issue 2D',\n",
" ('Larimer',\n",
" 'Ballot Issue 3A'): 'Estes Park School District R-3 Ballot Issue 3A',\n",
" ('Larimer',\n",
" 'Ballot Issue 5A'): 'Larimer County Public Improvement District Ballot Issue 5A',\n",
" ('Larimer',\n",
" 'Ballot Issue 5B'): 'Wellington Fire Protection District Ballot Issue 5B',\n",
" ('Larimer',\n",
" 'Ballot Issue 5C'): 'Loveland Downtown Development Authority Ballot Issue 5C',\n",
" ('Larimer', 'Ballot Question 1B'): 'Larimer County Ballot Question 1B',\n",
" ('Larimer', 'Ballot Question 2B'): 'City Of Fort Collins Ballot Question 2B',\n",
" ('Larimer', 'Ballot Question 2C'): 'City Of Fort Collins Ballot Question 2C',\n",
" ('Larimer',\n",
" 'Board Director May 2018'): 'Park Hospital District Board Director May 2018',\n",
" ('Larimer',\n",
" 'Board Director May 2020'): 'Park Hospital District Board Director May 2020',\n",
" ('Larimer',\n",
" 'Board of Education Director District B'): 'Thompson School District R2-J Board of Education Director District B',\n",
" ('Larimer',\n",
" 'Board of Education Director District E'): 'Thompson School District R2-J Board of Education Director District E',\n",
" ('Larimer',\n",
" 'Board of Education Director District F'): 'Thompson School District R2-J Board of Education Director District F',\n",
" ('Larimer', 'Councilor Ward 1'): 'City Of Loveland Councilor Ward 1',\n",
" ('Larimer', 'Councilor Ward 2'): 'City Of Loveland Councilor Ward 2',\n",
" ('Larimer', 'Councilor Ward 3'): 'City Of Loveland Councilor Ward 3',\n",
" ('Larimer', 'Councilor Ward 4'): 'City Of Loveland Councilor Ward 4',\n",
" ('Larimer',\n",
" 'Director District - A'): 'Weld County School District RE-5J Director District A',\n",
" ('Larimer',\n",
" 'Director District - C'): 'Weld County School District RE-5J Director District C',\n",
" ('Larimer',\n",
" 'Director District - E'): 'Weld County School District RE-5J Director District E',\n",
" ('Larimer',\n",
" 'Director District C'): 'Poudre School District R-1 Director District C',\n",
" ('Larimer',\n",
" 'Director District D'): 'Poudre School District R-1 Director District D',\n",
" ('Larimer',\n",
" 'Director District E'): 'Poudre School District R-1 Director District E',\n",
" ('Larimer', 'Mayor'): 'City Of Loveland Mayor',\n",
" ('Larimer',\n",
" 'School Director At Large'): 'Estes Park School District R-3 School Director At Large',\n",
" ('Las Animas',\n",
" 'Ballot Question 3A'): 'Aguilar Reorganized School District 6 Ballot Question 3A',\n",
" ('Las Animas',\n",
" 'City of Trinidad Council Member - At Large'): 'City of Trinidad Council Member - At Large',\n",
" ('Las Animas',\n",
" 'City of Trinidad Mayor - At Large'): 'City of Trinidad Mayor - At Large',\n",
" ('Las Animas',\n",
" 'Hoehne - Director District 2'): 'Hoehne Reorganized School District 3 Board Member Director District 2',\n",
" ('Las Animas',\n",
" 'Hoehne - Director District 3'): 'Hoehne Reorganized School District 3 Board Member Director District 3',\n",
" ('Las Animas',\n",
" 'Hoehne - Director District 5'): 'Hoehne Reorganized School District 3 Board Member Director District 5',\n",
" ('Las Animas',\n",
" 'Hoehne - Director District 6'): 'Hoehne Reorganized School District 3 Board Member Director District 6',\n",
" ('Las Animas',\n",
" 'Primero - 2-Year Term'): 'Primero Reorganized School District 2 Board Member Two Year Term)',\n",
" ('Las Animas',\n",
" 'Primero - 4-Year Term'): 'Primero Reorganized School District 2 Board Member (Four Year Term)',\n",
" ('Las Animas', 'Referendum 1A'): 'Las Animas County Referendum 1A',\n",
" ('Las Animas', 'Referendum 1B'): 'Las Animas County Referendum 1B',\n",
" ('Las Animas', 'Referendum 1C'): 'Las Animas County Referendum 1C',\n",
" ('Las Animas', 'Referendum 2A'): 'City of Trinidad Referendum 2A',\n",
" ('Las Animas', 'Referendum 2B'): 'City of Trinidad Referendum 2B',\n",
" ('Las Animas', 'Referendum 2C'): 'City of Trinidad Referendum 2C',\n",
" ('Las Animas', 'Referendum 2D'): 'City of Trinidad Referendum 2D',\n",
" ('Las Animas', 'Referendum 2E'): 'City of Trinidad Referendum 2E',\n",
" ('Las Animas',\n",
" 'Trinidad - 4-Year Term'): 'Trinidad School District Number 1 Board Member',\n",
" ('Lincoln',\n",
" 'Ballot Issue 3A'): 'Crowley County School District RE-1J Ballot Issue 3A',\n",
" ('Lincoln',\n",
" 'Ballot Issue 3B'): 'Crowley County School District RE-1J Ballot Issue 3B',\n",
" ('Lincoln',\n",
" 'Director - District B'): 'Genoa-Hugo School District C-113 Director - District B',\n",
" ('Lincoln',\n",
" 'Director - District E'): 'Genoa-Hugo School District C-113 Director - District E',\n",
" ('Lincoln',\n",
" 'Director 1 Crowley'): 'Crowley County School District RE-1J Director',\n",
" ('Lincoln',\n",
" 'Director 1 Limon'): 'Limon School District RE-4J School Board Director',\n",
" ('Logan',\n",
" 'Board of Education Director'): 'Haxtun School District RE-2J Board of Education Director',\n",
" ('Logan',\n",
" 'Board of Education Director District 1'): 'RE-1 Valley School District Board of Education Director District 1',\n",
" ('Logan',\n",
" 'Board of Education Director District 2'): 'RE-1 Valley School District Board of Education Director District 2',\n",
" ('Logan',\n",
" 'Board of Education Director District 4'): 'RE-1 Valley School District Board of Education Director District 4',\n",
" ('Logan',\n",
" 'Board of Education Director District 5'): 'RE-1 Valley School District Board of Education Director District 5',\n",
" ('Logan',\n",
" 'Board of Education Director District 7'): 'RE-1 Valley School District Board of Education Director District 7',\n",
" ('Logan',\n",
" 'City Councilmember Ward 1'): 'City of Sterling City Councilmember Ward 1',\n",
" ('Logan',\n",
" 'City Councilmember Ward 2'): 'City of Sterling City Councilmember Ward 2',\n",
" ('Logan',\n",
" 'City Councilmember Ward 3'): 'City of Sterling City Councilmember Ward 3',\n",
" ('Logan',\n",
" 'City of Sterling Referred Ballot Question 2B'): 'City of Sterling Referred Ballot Question 2B',\n",
" ('Logan',\n",
" 'Haxtun School District RE-2J Referred Ballot Issue 3A'): 'Haxtun School District RE-2J Ballot Issue 3A',\n",
" ('Logan', 'Mayor - At Large'): 'City of Sterling Mayor - At Large',\n",
" ('Logan',\n",
" 'RE-1 Valley School District Referred Ballot Issue 3M'): 'RE-1 Valley School District Referred Ballot Issue 3M',\n",
" ('Mesa',\n",
" 'Clifton Fire Protection District Ballot Issue 5A'): 'Clifton Fire Protection District Ballot Issue 5A',\n",
" ('Mesa',\n",
" 'De Beque School District 49JT - Director District At Large - 2 Year Term'): 'De Beque School District 49-JT School Board Director (2 Year Term)',\n",
" ('Mesa',\n",
" 'De Beque School District 49JT - Director District At Large - 4 Year Term'): 'De Beque School District 49-JT School Board Director (4 Year Term)',\n",
" ('Mesa',\n",
" 'Grand Mesa Metropolitan District Ballot Issue 5D'): 'Grand Mesa Metropolitan District Ballot Issue 5D',\n",
" ('Mesa',\n",
" 'Grand River Hospital District Ballot Issue 4A'): 'Grand River Hospital District Ballot Issue 4A',\n",
" ('Mesa', 'Mesa County Ballot Issue 1A'): 'Mesa County Ballot Issue 1A',\n",
" ('Mesa',\n",
" 'Mesa County Valley School District 51 - Director District C'): 'Mesa County Valley School District 51 - Director District C',\n",
" ('Mesa',\n",
" 'Mesa County Valley School District 51 - Director District D'): 'Mesa County Valley School District 51 - Director District D',\n",
" ('Mesa',\n",
" 'Mesa County Valley School District 51 - Director District E'): 'Mesa County Valley School District 51 - Director District E',\n",
" ('Mesa',\n",
" 'Mesa County Valley School District 51 Ballot Issue 3A'): 'Mesa County Valley School District 51 Ballot Issue 3A',\n",
" ('Mesa',\n",
" 'Mesa County Valley School District 51 Ballot Issue 3B'): 'Mesa County Valley School District 51 Ballot Issue 3B',\n",
" ('Mesa',\n",
" 'Mesa Water and Sanitation District Ballot Issue 5C'): 'Mesa Water & Sanitation District Ballot Issue 5C',\n",
" ('Mesa',\n",
" 'Plateau Valley School District 50 - Director District B'): 'Plateau Valley School District 50 - Director District B',\n",
" ('Mesa',\n",
" 'Plateau Valley School District 50 - Director District D'): 'Plateau Valley School District 50 - Director District D',\n",
" ('Mesa',\n",
" 'Plateau Valley School District 50 - Director District E'): 'Plateau Valley School District 50 - Director District E',\n",
" ('Mesa',\n",
" 'Roan Creek Metropolitan District Ballot Issue 5B'): 'Roan Creek Metropolitan District Ballot Issue 5B',\n",
" ('Mesa',\n",
" 'Town of De Beque Ballot Issue 2A'): 'Town of De Beque Ballot Issue 2A',\n",
" ('Moffat',\n",
" 'CITY OF CRAIG REFERRED MEASURE 2A'): 'City Of Craig Referred Measure 2A',\n",
" ('Moffat',\n",
" 'MOFFAT COUNTY AFFILIATED JUNIOR COLLEGE REFERRED MEASURE 5A'): 'Moffat County Affiliated Junior College District Referred Measure 5A',\n",
" ('Moffat',\n",
" 'School Board Director, District # 1'): 'Moffat County School District RE-1 School Board Director District # 1',\n",
" ('Moffat',\n",
" 'School Board Director, District # 2'): 'Moffat County School District RE-1 School Board Director District # 2',\n",
" ('Moffat',\n",
" 'School Board Director, District # 4'): 'Moffat County School District RE-1 School Board Director District # 4',\n",
" ('Moffat',\n",
" 'School Board Director, District # 7'): 'Moffat County School District RE-1 School Board Director District # 7',\n",
" ('Moffat', 'Town of Dinosaur 2B'): 'Town of Dinosaur Referred Measure 2B',\n",
" ('Montezuma',\n",
" 'Board of Directors Dolores'): 'Dolores School District RE-4A Board of Directors',\n",
" ('Montezuma',\n",
" 'Board of Directors Mancos'): 'Mancos School District RE-6 Board of Directors Mancos',\n",
" ('Montezuma',\n",
" 'General Obligation Bond'): 'Mancos School District RE-6 General Obligation Bond',\n",
" ('Montezuma',\n",
" 'Montezuma-Cortez School Board Director A'): 'Montezuma Cortez School District RE-1 School Board Director District A',\n",
" ('Montezuma',\n",
" 'Montezuma-Cortez School Board Director B'): 'Montezuma Cortez School District RE-1 School Board Director District B',\n",
" ('Montezuma',\n",
" 'Montezuma-Cortez School Board Director D'): 'Montezuma Cortez School District RE-1 School Board Director District D',\n",
" ('Montezuma',\n",
" 'Montezuma-Cortez School Board Director F'): 'Montezuma Cortez School District RE-1 School Board Director District F',\n",
" ('Montezuma',\n",
" 'Montezuma-Cortez School Board Director G'): 'Montezuma Cortez School District RE-1 School Board Director District G',\n",
" ('Montezuma',\n",
" 'Montezuma-Cortez School District Mill Levy'): 'Montezuma Cortez School District RE-1 Mill Levy',\n",
" ('Montrose',\n",
" 'Director for Montrose County Board of Education - District A Four Year Term'): 'Montrose County School District RE-1J School Board Director District A',\n",
" ('Montrose',\n",
" 'Director for Montrose County Board of Education - District B Two Year Term'): 'Montrose County School District RE-1J School Board Director District B',\n",
" ('Montrose',\n",
" 'Director for Montrose County Board of Education - District C Four Year Term'): 'Montrose County School District RE-1J School Board Director District C',\n",
" ('Montrose',\n",
" 'Director for Montrose County Board of Education - District E Four Year Term'): 'Montrose County School District RE-1J School Board Director District E',\n",
" ('Montrose',\n",
" 'Director for Montrose County Board of Education - District G Four Year Term'): 'Montrose Regional Library District Ballot Issue 5A',\n",
" ('Morgan', 'BALLOT ISSUE 2A'): 'Town of Wiggins Ballot Issue 2A',\n",
" ('Morgan', 'BALLOT ISSUE 2B'): 'Town of Wiggins Ballot Issue 2B',\n",
" ('Morgan', 'BALLOT ISSUE 2C'): 'City of Fort Morgan Ballot Issue 2C',\n",
" ('Morgan', 'BALLOT ISSUE 2D'): 'Town of Log Lane Village Ballot Issue 2D',\n",
" ('Morgan',\n",
" 'BALLOT ISSUE 3B'): 'Weld County School District RE-10J Ballot Issue 3B',\n",
" ('Morgan',\n",
" 'Ballot Question 2E'): 'Town of Log Lane Village Ballot Question 2E',\n",
" ('Morgan',\n",
" 'Brush City Councilor Ward 1'): 'City of Brush City Councilor Ward 1',\n",
" ('Morgan',\n",
" 'Brush City Councilor Ward 2'): 'City of Brush City Councilor Ward 2',\n",
" ('Morgan',\n",
" 'Brush City Councilor Ward 3'): 'City of Brush City Councilor Ward 3',\n",
" ('Morgan',\n",
" 'Fort Morgan Councilmember Ward 1'): 'City of Fort Morgan Councilmember Ward 1',\n",
" ('Morgan',\n",
" 'Fort Morgan Councilmember Ward 2'): 'City of Fort Morgan Councilmember Ward 2',\n",
" ('Morgan',\n",
" 'Fort Morgan Councilmember Ward 3'): 'City of Fort Morgan Councilmember Ward 3',\n",
" ('Morgan', 'Mayor of Brush City'): 'City of Brush Mayor',\n",
" ('Morgan', 'Mayor of Fort Morgan'): 'City of Fort Morgan Mayor',\n",
" ('Morgan',\n",
" 'RE-10J Board of Education Director District B'): 'Weld County School District RE-10J Director District B',\n",
" ('Morgan',\n",
" 'RE-10J Board of Education Director District C'): 'Weld County School District RE-10J Director District C',\n",
" ('Morgan',\n",
" 'RE-20J Board of Education Director'): 'Weldon Valley School District RE-20J Board of Education Director',\n",
" ('Morgan',\n",
" 'RE-3 Board of Education Director'): 'Morgan County School District RE-3 Board of Education Director',\n",
" ('Morgan',\n",
" 'RE-50J Board of Education Director'): 'Wiggins School District RE-50J Board of Education At Large',\n",
" ('Otero',\n",
" 'CITY OF ROCKY FORD INITIATED ISSUE 2E'): 'City of Rocky Ford Initiated Issue 2E',\n",
" ('Otero',\n",
" 'CITY OF ROCKY FORD REFERRED ISSUE 2D'): 'City of Rocky Ford Referred Issue 2D',\n",
" ('Otero',\n",
" 'Cheraw 2 School Board Member At Large'): 'Cheraw School District 31 School Board Member (2 Year Term)',\n",
" ('Otero',\n",
" 'Cheraw 4 School Board Member At Large'): 'Cheraw School District 31 School Board Member (4 Year Term)',\n",
" ('Otero',\n",
" 'City Of Rocky Ford Initiated Ballot Question 2F'): 'City of Rocky Ford Initiated Ballot Question 2F',\n",
" ('Otero',\n",
" 'EAST OTERO R-1 SCHOOL DISTRICT BOND QUESTION 3D'): 'East Otero School District R-1 Bond Question 3D',\n",
" ('Otero',\n",
" 'East Otero 2 School Board Member At Large'): 'East Otero School District R-1 School Board Member (2 Year Term)',\n",
" ('Otero',\n",
" 'East Otero 4 School Board Member At Large'): 'East Otero School District R-1 School Board Member (4 Year Term)',\n",
" ('Otero',\n",
" 'LA JUNTA HEALTH SERVICE DISTRICT BALLOT ISSUE 5B'): 'La Junta Health Service District Ballot Issue 5B',\n",
" ('Otero',\n",
" 'LA JUNTA HEALTH SERVICE DISTRICT BALLOT QUESTION 5A'): 'La Junta Health Service District Ballot Question 5A',\n",
" ('Otero',\n",
" 'La Junta City Council Member Ward 1'): 'City of La Junta Council Member Ward 1',\n",
" ('Otero',\n",
" 'La Junta City Council Member Ward 2'): 'City of La Junta Council Member Ward 2',\n",
" ('Otero',\n",
" 'La Junta City Council Member Ward 3'): 'City of La Junta Council Member Ward 3',\n",
" ('Otero',\n",
" 'La Junta Health Service 2 Director'): 'La Junta Health Service District Director (2 Year Term)',\n",
" ('Otero',\n",
" 'La Junta Health Service 4 Director'): 'La Junta Health Service District Director (4 Year Term)',\n",
" ('Otero', 'La Juta City Mayor'): 'City of La Junta Mayor',\n",
" ('Otero',\n",
" 'MANZANOLA SCHOOL DISTRICT 3J BALLOT ISSUE 3C'): 'Manzanola School District 3J Ballot Issue 3C',\n",
" ('Otero',\n",
" 'Manzanola School Board Member At Large'): 'Manzanola School District 3J Director At Large',\n",
" ('Otero',\n",
" 'Rocky Ford Council Member Ward 1'): 'City of Rocky Ford Council Member Ward 1',\n",
" ('Otero',\n",
" 'Rocky Ford Council Member Ward 2'): 'City of Rocky Ford Council Member Ward 2',\n",
" ('Otero', 'Rocky Ford Mayor'): 'City of Rocky Ford Mayor',\n",
" ('Otero',\n",
" 'Swink 2 School Board Member At Large'): 'Swink School District 33 School Board Member At Large (2 Year Term)',\n",
" ('Otero',\n",
" 'Swink 4 School Board Member At Large'): 'Swink School District 33 School Board Member At Large (4 Year Term)',\n",
" ('Ouray', 'City of Ouray - Council Member'): 'City of Ouray - Council Member',\n",
" ('Ouray', 'City of Ouray - Mayor'): 'City of Ouray - Mayor',\n",
" ('Ouray',\n",
" 'Montrose School Board Director District A'): 'Montrose County School District RE-1J School Board Director District A',\n",
" ('Ouray',\n",
" 'Montrose School Board Director District B'): 'Montrose County School District RE-1J School Board Director District B',\n",
" ('Ouray',\n",
" 'Montrose School Board Director District C'): 'Montrose County School District RE-1J School Board Director District C',\n",
" ('Ouray',\n",
" 'Montrose School Board Director District E'): 'Montrose County School District RE-1J School Board Director District E',\n",
" ('Ouray', 'OURAY COUNTY BALLOT ISSUE 1A'): 'Ouray County Ballot Issue 1A',\n",
" ('Ouray',\n",
" 'OURAY SCHOOL DISTRICT R1 REFERENDUM 3A'): 'Ouray School District R-1 Referendum 3A',\n",
" ('Ouray',\n",
" 'School Board Director - 2 Year Term'): 'Ouray School District R-1 School Board Director - 2 Year Term',\n",
" ('Ouray',\n",
" 'School Board Director - 4 Year Term'): 'Ouray School District R-1 School Board Director - 4 Year Term',\n",
" ('Park',\n",
" 'BALLOT QUESTION 5A'): 'South Park Health Service District Ballot Question 5A',\n",
" ('Park',\n",
" 'BALLOT QUESTION 5B'): 'South Park Health Service District Ballot Question 5B',\n",
" ('Park',\n",
" 'BALLOT QUESTION 5C'): 'South Park Health Service District Ballot Question 5C',\n",
" ('Park',\n",
" 'BALLOT QUESTION 5D'): 'Northwest Fire Protection District Ballot Question 5D',\n",
" ('Park',\n",
" 'School Board Director, Park County RE2'): 'Park County School District RE-2 School Board Director',\n",
" ('Park',\n",
" 'School Board Director, Platte Canyon RE1'): 'Platte Canyon School District #1 School Board Director',\n",
" ('Phillips',\n",
" 'HAXTUN SCHOOL DISTRICT RE-2J REFERRED BALLOT ISSUE 3A'): 'Haxtun School District RE-2J Ballot Issue 3A',\n",
" ('Phillips',\n",
" 'HOLYOKE FIRE PROTECTION DISTRICT 5A'): 'Holyoke Fire Protection District Ballot Issue 5A',\n",
" ('Phillips',\n",
" 'RE-1J School Board Director'): 'Holyoke School District RE-1J School Board Director',\n",
" ('Phillips',\n",
" 'RE-2J Board of Education Director'): 'Haxtun School District RE-2J Board of Education Director',\n",
" ('Phillips',\n",
" 'TOWN OF HAXTUN BALLOT ISSUE 2A'): 'Town Of Haxtun Ballot Issue 2A',\n",
" ('Pitkin',\n",
" 'Ballot Issue 2B: Tax Increase on the Sale of Tobacco and Nicotine Products'): 'City Of Aspen Ballot Issue 2B',\n",
" ('Pitkin',\n",
" 'Ballot Issue 2C: General Obligation Bonds for the Purchase of Property'): 'City Of Aspen Ballot Issue 2C',\n",
" ('Pitkin', 'Ballot Issue 4B:'): 'Colorado Mountain College Ballot Issue 4B',\n",
" ('Pitkin',\n",
" 'Ballot Issue 4C: Carbondale & Rural Fire Protection District Mill Levy Increase'): 'Carbondale & Rural Fire Protection District Ballot Issue 4C',\n",
" ('Pitkin',\n",
" 'Ballot Issue 5A: General Obligation Bond'): 'Starwood Metropolitan District Ballot Issue 5A',\n",
" ('Pitkin',\n",
" 'Ballot Question 2A:'): 'Town Of Snowmass Village Ballot Question 2A',\n",
" ('Pitkin',\n",
" 'Board of Trustees Director District 1'): 'Colorado Mountain College Board of Trustees Director District 1',\n",
" ('Pitkin',\n",
" 'Board of Trustees Director District 3'): 'Colorado Mountain College Board of Trustees Director District 3',\n",
" ('Pitkin',\n",
" 'Board of Trustees Director District 7'): 'Colorado Mountain College Board of Trustees Director District 7',\n",
" ('Pitkin',\n",
" 'School Board Director'): 'Aspen School District No. 1 (RE) School Board Director',\n",
" ('Prowers', 'Ballot Issue 2A'): 'City of Lamar Ballot Issue 2A',\n",
" ('Prowers', 'City Councilman-Ward 1'): 'City of Lamar City Councilman-Ward 1',\n",
" ('Prowers', 'City Councilman-Ward 2'): 'City of Lamar City Councilman-Ward 2',\n",
" ('Prowers', 'Mayor-At Large'): 'City of Lamar Mayor-At Large',\n",
" ('Prowers',\n",
" 'School Board Director-District A'): 'Lamar School District RE-2 School Board Director-District A',\n",
" ('Prowers',\n",
" 'School Board Director-District B'): 'Lamar School District RE-2 School Board Director-District B',\n",
" ('Prowers',\n",
" 'School Board Director-District C'): 'Lamar School District RE-2 School Board Director-District C',\n",
" ('Prowers',\n",
" 'School Board Director-District E'): 'Lamar School District RE-2 School Board Director-District E',\n",
" ('Prowers',\n",
" 'School Board Director-District G'): 'Lamar School District RE-2 School Board Director-District G',\n",
" ('Prowers',\n",
" 'School Director -District RE-3'): 'Holly School District RE-3 School Director',\n",
" ('Prowers',\n",
" 'School Director-District RE-13JT'): 'Wiley School District RE-13 JT School Director',\n",
" ('Pueblo',\n",
" 'BALLOT ISSUE 5A'): 'Colorado City Metropolitan District Ballot Issue 5A',\n",
" ('Pueblo',\n",
" 'BALLOT ISSUE 5B'): 'Colorado City Metropolitan District Ballot Issue 5B',\n",
" ('Pueblo',\n",
" 'BALLOT ISSUE 5C'): 'Pueblo West Metropolitan District Ballot Issue 5C',\n",
" ('Pueblo', 'BALLOT ISSUE NO. 2B'): 'City of Pueblo Ballot Issue 2B',\n",
" ('Pueblo', 'BALLOT ISSUE NO. 300'): 'City of Pueblo Ballot Issue 300',\n",
" ('Pueblo', 'Ballot Question No. 2A'): 'Pueblo County Ballot Issue 1A',\n",
" ('Pueblo', 'Ballot Question No. 2C'): 'City of Pueblo Ballot Question 2C',\n",
" ('Pueblo',\n",
" 'City Council Member-At Large'): 'City of Pueblo City Council Member-At Large',\n",
" ('Pueblo',\n",
" 'City Council Member-District 1'): 'City of Pueblo City Council Member-District 1',\n",
" ('Pueblo',\n",
" 'City Council Member-District 3'): 'City of Pueblo City Council Member-District 3',\n",
" ('Pueblo',\n",
" 'Civil Service Commissioner'): 'City of Pueblo Civil Service Commissioner',\n",
" ('Pueblo',\n",
" 'Director At Large'): 'Pueblo School District No. 60 Director At Large',\n",
" ('Pueblo',\n",
" 'Member Pueblo Board of Water Works'): 'City of Pueblo Member Pueblo Board of Water Works',\n",
" ('Rio Blanco',\n",
" 'Ballot Issue 3A Mill Levy Override'): 'Rangely School District RE-4 Ballot Issue 3A',\n",
" ('Rio Blanco',\n",
" 'Ballot Issue 5A'): 'Western Rio Blanco Metropolitan Recreation and Park District Ballot Issue 5A',\n",
" ('Rio Blanco',\n",
" 'DIRECTOR DISTRICT - AT LARGE (4-Year Term)'): 'Rangely School District RE-4 Director',\n",
" ('Rio Blanco',\n",
" 'DIRECTOR DISTRICT 1 (4-Year Term)'): 'South Routt School District RE-3 Director District 1',\n",
" ('Rio Blanco',\n",
" 'DIRECTOR DISTRICT 3 (4-Year Term)'): 'South Routt School District RE-3 Director District 3',\n",
" ('Rio Blanco',\n",
" 'DIRECTOR DISTRICT 6 (4-Year Term)'): 'South Routt School District RE-3 Director District 6',\n",
" ('Rio Grande',\n",
" 'Ballot Issue 2A (Sales and Excise Taxes on Marijuana)'): 'City Of Monte Vista Ballot Issue 2A',\n",
" ('Rio Grande',\n",
" 'Ballot Issue 2B (Allowing Marijuana Establishments)'): 'City Of Monte Vista Ballot Issue 2B',\n",
" ('Rio Grande',\n",
" 'Ballot Issue 3A: General Obligation Bond'): 'Del Norte School District C-7 Ballot Issue 3A',\n",
" ('Rio Grande',\n",
" 'Board of Directors'): 'Del Norte School District C-7 Board of Directors',\n",
" ('Rio Grande', 'Councilor'): 'City Of Monte Vista Councilor',\n",
" ('Rio Grande',\n",
" 'Director District B'): 'Center Consolidated School Distirct 26JT School Director B',\n",
" ('Rio Grande', 'Initiative 300:'): 'City Of Monte Vista Initiative 300',\n",
" ('Rio Grande', 'Mayor'): 'City Of Monte Vista Mayor',\n",
" ('Rio Grande',\n",
" 'School Board Director'): 'Sargent School District RE-33J School Board Director',\n",
" ('Routt',\n",
" 'City Council - At Large'): 'City of Steamboat Springs City Council - At Large',\n",
" ('Routt',\n",
" 'City Council - District I'): 'City of Steamboat Springs City Council - District I',\n",
" ('Routt',\n",
" 'City Council - District II'): 'City of Steamboat Springs City Council - District II',\n",
" ('Routt',\n",
" 'City Council - District III'): 'City of Steamboat Springs City Council - District III',\n",
" ('Routt',\n",
" 'Director - District 1'): 'Colorado Mountain College Board of Trustees Director District 1',\n",
" ('Routt',\n",
" 'Director - District 3'): 'Colorado Mountain College Board of Trustees Director District 3',\n",
" ('Routt',\n",
" 'Director - District 7'): 'Colorado Mountain College Board of Trustees Director District 7',\n",
" ('Routt',\n",
" 'Director District 1'): 'South Routt School District RE-3 Director District 1',\n",
" ('Routt',\n",
" 'Director District 3'): 'South Routt School District RE-3 Director District 3',\n",
" ('Routt',\n",
" 'Director District 6'): 'South Routt School District RE-3 Director District 6',\n",
" ('Routt',\n",
" 'Director District B'): 'Eagle County School District RE-50J School Board Director District B',\n",
" ('Routt',\n",
" 'Director District F'): 'Eagle County School District RE-50J School Board Director District F',\n",
" ('Routt',\n",
" 'Director District G'): 'Eagle County School District RE-50J School Board Director District G',\n",
" ('Routt',\n",
" 'For School Board Directors Eagle County School District RE50J District E'): 'Eagle County School District RE-50J School Board Director District E',\n",
" ('Routt',\n",
" 'RE-1 Director At Large'): 'Hayden School District RE-1 Director At Large',\n",
" ('Routt',\n",
" 'RE-2 Director At Large'): 'Steamboat Springs School District RE-2 Director At Large',\n",
" ('Routt', 'REFERENDUM 2A'): 'Town of Hayden Ballot Issue 2A',\n",
" ('Routt', 'REFERENDUM 2B'): 'City of Steamboat Springs Ballot Question 2B',\n",
" ('Routt', 'REFERENDUM 3A'): 'Hayden School District RE-1 Ballot Issue 3A',\n",
" ('Routt',\n",
" 'REFERENDUM 3C'): 'Steamboat Springs School District RE-2 Ballot Issue 3C',\n",
" ('Routt',\n",
" 'REFERENDUM 3D'): 'Steamboat Springs School District RE-2 Ballot Issue 3D',\n",
" ('Routt', 'REFERENDUM 4B'): 'Colorado Mountain College Ballot Issue 4B',\n",
" ('Routt', 'REFERENDUM 5A'): 'Yampa Valley Housing Authority Ballot Issue 5A',\n",
" ('Saguache', 'BALLOT ISSUE NO. 2A'): 'Town of Moffat Ballot Issue 2A',\n",
" ('Saguache',\n",
" 'BALLOT ISSUE NO. 3B'): 'Mountain Valley School District RE-1 Ballot Issue 3B',\n",
" ('Saguache',\n",
" 'Ballot Issue No. 3A'): 'Sangre De Cristo RE-22J School District Ballot Question 3A',\n",
" ('Saguache',\n",
" 'Board of Education - Board Member'): 'Mountain Valley School District RE-1 Board of Education - Board Member',\n",
" ('Saguache',\n",
" 'Director District 2'): 'Moffat Consolidated School District 2 Director District 2',\n",
" ('Saguache',\n",
" 'Director District 3'): 'Moffat Consolidated School District 2 Director District 3',\n",
" ('Saguache',\n",
" 'Director District At Large 1'): 'Moffat Consolidated School District 2 Director At Large 1 (2 Year Term)',\n",
" ('Saguache',\n",
" 'Director District At Large 2'): 'Moffat Consolidated School District 2 Director At Large 2 (4 Year Term)',\n",
" ('Saguache',\n",
" 'Director District B'): 'Center Consolidated School Distirct 26JT School Director B',\n",
" ('San Juan', '(Manual Entry County)'): 'San Juan County Ballot Issue 1A',\n",
" ('San Miguel', 'BALLOT ISSUE 1A'): 'San Miguel County Ballot Issue 1A',\n",
" ('San Miguel', 'Council Seat'): 'Town of Telluride Town Council',\n",
" ('San Miguel',\n",
" 'School Board Director - 2 Year Term'): 'Telluride School District R-1 School Board Director - 2 Year Term',\n",
" ('San Miguel',\n",
" 'School Board Director - 4 Year Term'): 'Telluride School District R-1 School Board Director - 4 Year Term',\n",
" ('Sedgwick',\n",
" 'Ballot Issue 5A'): 'Holyoke Fire Protection District Ballot Issue 5A',\n",
" ('Sedgwick',\n",
" 'Director - Director of the Holyoke School District Re-1J 2 Year'): 'Holyoke School District RE-1J School Board Director',\n",
" ('Sedgwick',\n",
" 'General Fund Override'): 'Haxtun School District RE-2J Ballot Issue 3A',\n",
" ('Sedgwick',\n",
" 'HAXTUN RE-2J Director'): 'Haxtun School District RE-2J Board of Education Director',\n",
" ('Sedgwick',\n",
" 'JULESBURG RE-1 Director'): 'Julesburg School District RE-1 Board of Education Director',\n",
" ('Sedgwick',\n",
" 'Revere School Board Directo'): 'Revere School District Board of Education Director',\n",
" ('Summit',\n",
" 'Board of Trustees Director District No 1'): 'Colorado Mountain College Board of Trustees Director District 1',\n",
" ('Summit',\n",
" 'Board of Trustees Director District No 3'): 'Colorado Mountain College Board of Trustees Director District 3',\n",
" ('Summit',\n",
" 'Board of Trustees Director District No 7'): 'Colorado Mountain College Board of Trustees Director District 7',\n",
" ('Summit',\n",
" 'COLORADO MOUNTAIN COLLEGE BALLOT ISSUE 4B'): 'Colorado Mountain College Ballot Issue 4B',\n",
" ('Summit',\n",
" 'TOWN OF DILLON REFERRED ISSUE 2B'): 'Town Of Dillon Referred Issue 2B',\n",
" ('Summit',\n",
" 'Town of Dillon Referred Question 2C'): 'Town of Dillon Referred Question 2C',\n",
" ('Summit',\n",
" 'Town of Silverthorne Referred Question 2A'): 'Town of Silverthorne Referred Question 2A',\n",
" ('Teller',\n",
" 'City of Cripple Creek 2A'): 'City of Cripple Creek Ballot Issue 2A',\n",
" ('Teller', 'Clerk/Treasurer'): 'City of Victor Clerk/Treasurer',\n",
" ('Teller', 'Council Member Ward 2'): 'City of Victor Council Member Ward 2',\n",
" ('Teller', 'Council Member Ward1'): 'City of Victor Council Member Ward 1',\n",
" ('Teller',\n",
" 'Cripple Creek Council Ward 4'): 'City of Cripple Creek Council Ward 4',\n",
" ('Teller',\n",
" 'Cripple Creek Council Ward 5'): 'City of Cripple Creek Council Ward 5',\n",
" ('Teller',\n",
" 'Cripple Creek-Victor School District RE1 3A'): 'Cripple Creek-Victor School District RE-1 Ballot Question 3A',\n",
" ('Teller',\n",
" 'Green Mountain Falls-Chipita Park Fire Protection District 4A'): 'Green Mountain Falls - Chipita Park Fire Protection District Ballot Issue 4A',\n",
" ('Teller', 'Mayor'): 'City of Victor Mayor',\n",
" ('Teller',\n",
" 'School Board District B'): 'Cripple Creek-Victor School District RE-1 School Board District B',\n",
" ('Teller',\n",
" 'School Board District D'): 'Cripple Creek-Victor School District RE-1 School Board District D',\n",
" ('Teller',\n",
" 'School Board District E'): 'Cripple Creek-Victor School District RE-1 School Board District E',\n",
" ('Weld',\n",
" 'Ault Fire Protection District Ballot Issue 5B'): 'Ault Fire Protection District Ballot Issue 5B',\n",
" ('Weld',\n",
" 'Brighton School District 27J Ballot Issue 3D'): 'Brighton School District 27J Ballot Issue 3D',\n",
" ('Weld',\n",
" 'Brighton School District 27J Director District No. 2'): 'Brighton School District 27J Director District No. 2',\n",
" ('Weld',\n",
" 'Brighton School District 27J Director District No. 4'): 'Brighton School District 27J Director District No. 4',\n",
" ('Weld',\n",
" 'Brighton School District 27J Director District No. 5'): 'Brighton School District 27J Director District No. 5',\n",
" ('Weld',\n",
" 'Brighton School District 27J Director District No. 6'): 'Brighton School District 27J Director District No. 6',\n",
" ('Weld',\n",
" 'City of Brighton BALLOT ISSUE 2J'): 'City of Brighton Ballot Issue 2J',\n",
" ('Weld',\n",
" 'City of Brighton Councilmember Ward 1'): 'City of Brighton Councilmember Ward 1',\n",
" ('Weld',\n",
" 'City of Brighton Councilmember Ward 2'): 'City of Brighton Councilmember Ward 2',\n",
" ('Weld', 'City of Brighton Mayor'): 'City of Brighton Mayor',\n",
" ('Weld',\n",
" 'City of Dacono Ballot Question 2F'): 'City of Dacono Ballot Question 2F',\n",
" ('Weld',\n",
" 'City of Dacono Ballot Question 2G'): 'City of Dacono Ballot Question 2G',\n",
" ('Weld',\n",
" 'City of Dacono Ballot Question 2H'): 'City of Dacono Ballot Question 2H',\n",
" ('Weld',\n",
" 'City of Dacono Ballot Question 2I'): 'City of Dacono Ballot Question 2I',\n",
" ('Weld',\n",
" 'City of Dacono Ballot Question 2J'): 'City of Dacono Ballot Question 2J',\n",
" ('Weld', 'City of Dacono Council Members'): 'City of Dacono Council Members',\n",
" ('Weld',\n",
" 'City of Fort Lupton Ballot Question 2C'): 'City of Fort Lupton Ballot Question 2C',\n",
" ('Weld',\n",
" 'City of Fort Lupton Mayor at Large'): 'City of Fort Lupton Mayor at Large',\n",
" ('Weld',\n",
" 'City of Fort Lupton Ward I Councilmember'): 'City of Fort Lupton Ward I Councilmember',\n",
" ('Weld',\n",
" 'City of Fort Lupton Ward II Councilmember'): 'City of Fort Lupton Ward II Councilmember',\n",
" ('Weld',\n",
" 'City of Fort Lupton Ward III Councilmember'): 'City of Fort Lupton Ward III Councilmember',\n",
" ('Weld',\n",
" 'City of Greeley At-Large Councilmember'): 'City of Greeley At-Large Councilmember',\n",
" ('Weld',\n",
" 'City of Greeley Ballot Issue 2K'): 'City of Greeley Ballot Issue 2K',\n",
" ('Weld',\n",
" 'City of Greeley Ballot Question 2L'): 'City of Greeley Ballot Question 2L',\n",
" ('Weld',\n",
" 'City of Greeley Ballot Question 2M'): 'City of Greeley Ballot Question 2M',\n",
" ('Weld',\n",
" 'City of Greeley Ballot Question 2N'): 'City of Greeley Ballot Question 2N',\n",
" ('Weld',\n",
" 'City of Greeley Ballot Question 2O'): 'City of Greeley Ballot Question 2O',\n",
" ('Weld',\n",
" 'City of Greeley Ballot Question 2P'): 'City of Greeley Ballot Question 2P',\n",
" ('Weld', 'City of Greeley Mayor'): 'City of Greeley Mayor',\n",
" ('Weld',\n",
" 'City of Greeley Ward II Councilmember'): 'City of Greeley Ward II Councilmember',\n",
" ('Weld',\n",
" 'City of Greeley Ward III Councilmember'): 'City of Greeley Ward III Councilmember',\n",
" ('Weld',\n",
" 'Clearview Library Ballot Issue 5A'): 'Clearview Library District Ballot Issue 5A',\n",
" ('Weld',\n",
" 'Front Range Fire Rescue Fire Protection District Ballot Question 5C'): 'Front Range Fire Rescue Fire Protection District Ballot Question 5C',\n",
" ('Weld',\n",
" 'Milliken Fire Protection District Ballot Issue 5D'): 'Milliken Fire Protection District Ballot Issue 5D',\n",
" ('Weld',\n",
" 'Milliken Fire Protection District Ballot Question 5E'): 'Milliken Fire Protection District Ballot Question 5E',\n",
" ('Weld',\n",
" 'Pawnee School District RE-12 Ballot Issue 3C'): 'Pawnee School District RE-12 Ballot Issue 3C',\n",
" ('Weld',\n",
" 'Pawnee School District RE-12 Board of Education'): 'Pawnee School District RE-12 Board of Education',\n",
" ('Weld',\n",
" 'Thompson School District R2-J Board of Education Director District B'): 'Thompson School District R2-J Board of Education Director District B',\n",
" ('Weld',\n",
" 'Thompson School District R2-J Board of Education Director District E'): 'Thompson School District R2-J Board of Education Director District E',\n",
" ('Weld',\n",
" 'Thompson School District R2-J Board of Education Director District F'): 'Thompson School District R2-J Board of Education Director District F',\n",
" ('Weld',\n",
" 'Town of Berthoud Ballot Issue 2A'): 'Town of Berthoud Ballot Issue 2A',\n",
" ('Weld',\n",
" 'Town of Firestone Ballot Issue 2A'): 'Town of Firestone Ballot Issue 2A',\n",
" ('Weld',\n",
" 'Town of Firestone Ballot Question 2B'): 'Town of Firestone Ballot Question 2B',\n",
" ('Weld', 'Town of Hudson Ballot Issue 2Q'): 'Town of Hudson Ballot Issue 2Q',\n",
" ('Weld',\n",
" 'Town of Lochbuie Ballot Issue 2D'): 'Town of Lochbuie Ballot Issue 2D',\n",
" ('Weld',\n",
" 'Town of Lochbuie Ballot Issue 2E'): 'Town of Lochbuie Ballot Issue 2E',\n",
" ('Weld',\n",
" 'Weld County Referred Ballot Question 1A'): 'Weld County Referred Ballot Question 1A',\n",
" ('Weld',\n",
" 'Weld County Referred Ballot Question 1B'): 'Weld County Referred Ballot Question 1B',\n",
" ('Weld',\n",
" 'Weld County School District 6 BALLOT ISSUE 3A'): 'Weld County School District 6 Ballot Issue 3A',\n",
" ('Weld',\n",
" 'Weld County School District 6 Board of Education School Director'): 'Weld County School District 6 Board of Education School Director',\n",
" ('Weld',\n",
" 'Weld County School District RE-10J Director District B'): 'Weld County School District RE-10J Director District B',\n",
" ('Weld',\n",
" 'Weld County School District RE-10J Director District C'): 'Weld County School District RE-10J Director District C',\n",
" ('Weld',\n",
" 'Weld County School District RE-5J Director District A'): 'Weld County School District RE-5J Director District A',\n",
" ('Weld',\n",
" 'Weld County School District RE-5J Director District C'): 'Weld County School District RE-5J Director District C',\n",
" ('Weld',\n",
" 'Weld County School District RE-5J Director District E'): 'Weld County School District RE-5J Director District E',\n",
" ('Weld',\n",
" 'Weld County School District RE-9 Director District A'): 'Weld County School District RE-9 Director District A',\n",
" ('Weld',\n",
" 'Weld County School District RE-9 Director District C'): 'Weld County School District RE-9 Director District C',\n",
" ('Weld',\n",
" 'Weld County School RE-10J Ballot Issue 3B'): 'Weld County School District RE-10J Ballot Issue 3B',\n",
" ('Weld',\n",
" 'Weld Re-8 School District Director District C'): 'Weld RE-8 School District Director District C',\n",
" ('Weld',\n",
" 'Weld Re-8 School District Director District D'): 'Weld RE-8 School District Director District D',\n",
" ('Weld',\n",
" 'Weld Re-8 School District Director District F'): 'Weld RE-8 School District Director District F',\n",
" ('Weld',\n",
" 'Weld Re-8 School District Director District G'): 'Weld RE-8 School District Director District G',\n",
" ('Weld',\n",
" 'Wiggins School District RE-50J Board of Education At Large'): 'Wiggins School District RE-50J Board of Education At Large',\n",
" ('Yuma',\n",
" 'BALLOT ISSUE 3A: GENERAL FUND OVERRIDE'): 'Haxtun School District RE-2J Ballot Issue 3A',\n",
" ('Yuma', 'Ballot Question 2I'): 'City of Wray Ballot Question 2I',\n",
" ('Yuma', 'Ballot Question 2J'): 'City of Wray Ballot Question 2J',\n",
" ('Yuma',\n",
" 'RE-1J School Board Director'): 'Holyoke School District RE-1J School Board Director',\n",
" ('Yuma',\n",
" 'RE-2J Board of Education Director'): 'Haxtun School District RE-2J Board of Education Director',\n",
" ('Yuma',\n",
" 'RJ - 3 Directors-At Large Four Year Term'): 'Idalia School District RJ-3 Directors - At Large',\n",
" ('Yuma', 'Wray City Council'): 'City of Wray City Council',\n",
" ('Yuma',\n",
" 'Yuma 1 School Board Director - 2 yr term'): 'Yuma School\\xa0District-1 School Board Director - 2 Year Term',\n",
" ('Yuma',\n",
" 'Yuma 1 School Board Director - 4 yr term'): 'Yuma School\\xa0District-1 School Board Director - 4 Year Term'}"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"namemap"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [],
"source": [
"row = contests_df.iloc[0]"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"ename": "KeyError",
"evalue": "('Adams', '27J School Director - District 2')",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-91-0aaa67aaa765>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnamemap\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrow\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcounty_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrow\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontest_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mKeyError\u001b[0m: ('Adams', '27J School Director - District 2')"
]
}
],
"source": [
"namemap[(row.county_name, row.contest_name)]"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"dict?"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('County', 'CVR Export Data County Contest Name'),\n",
" ('Adams', 'Adams 12 Director District No 3'),\n",
" ('Adams', 'Adams 12 Director District No 4'),\n",
" ('Adams', 'School Director District No. 4 Adams'),\n",
" ('Adams', 'School Director District No. 4 Adams'),\n",
" ('Adams', 'Ballot Issue 4D'),\n",
" ('Adams', 'School Director District No. 4 Adams'),\n",
" ('Adams', 'Ballot Issue 3D'),\n",
" ('Adams', 'School Director District No. 4 Adams'),\n",
" ('Adams', '27J School Director - District 4'),\n",
" ('Adams', '27J School Director - District 5'),\n",
" ('Adams', '27J School Director - District 6'),\n",
" ('Adams', 'Ballot Question 3A'),\n",
" ('Adams', 'Ballot Question 3B'),\n",
" ('Adams', '32J School Board Director'),\n",
" ('Adams', 'Arvada Councilmember At Large'),\n",
" ('Adams', 'Ballot Question 2K'),\n",
" ('Adams', 'Aurora Council Member - At Large'),\n",
" ('Adams', 'Aurora Council Member Ward 1'),\n",
" ('Adams', 'Aurora Council Member Ward 2'),\n",
" ('Adams', 'Ballot Issue 2J'),\n",
" ('Adams', 'Brighton City Council - Ward 1'),\n",
" ('Adams', 'Brighton City Council - Ward 2'),\n",
" ('Adams', 'Brighton City Council - Ward 3'),\n",
" ('Adams', 'Brighton City Council - Ward 4'),\n",
" ('Adams', 'Brighton Mayor'),\n",
" ('Adams', 'Ballot Issue 2C'),\n",
" ('Adams', 'Commerce City Councilmember - At Large'),\n",
" ('Adams', 'Commerce City Councilmember - Ward I'),\n",
" ('Adams', 'Commerce City Councilmember - Ward III'),\n",
" ('Adams', 'Ballot Issue 2L'),\n",
" ('Adams', 'Ballot Question 2M'),\n",
" ('Adams', 'Ballot Question 2N'),\n",
" ('Adams', 'Federal Heights Council Member Ward I (2 year term)'),\n",
" ('Adams', 'Federal Heights Council Member Ward I'),\n",
" ('Adams', 'Federal Heights Council Member Ward III (2 year term)'),\n",
" ('Adams', 'Federal Heights Council Member - Ward III'),\n",
" ('Adams', 'Federal Heights Council Member - Ward II'),\n",
" ('Adams', 'Ballot Issue 2F'),\n",
" ('Adams', 'Ballot Question 2G'),\n",
" ('Adams', 'Ballot Question 2H'),\n",
" ('Adams', 'Ballot Question 2I'),\n",
" ('Adams', 'Northglenn Council Member - Ward I'),\n",
" ('Adams', 'Northglenn Council Member - Ward II'),\n",
" ('Adams', 'Northglenn Council Member - Ward III'),\n",
" ('Adams', 'Northglenn Council Member - Ward IV'),\n",
" ('Adams', 'Northglenn Mayor'),\n",
" ('Adams', 'Ballot Question 2A'),\n",
" ('Adams', 'Ballot Question 2B'),\n",
" ('Adams', 'Thornton Council Member - Ward 1'),\n",
" ('Adams', 'Thornton Council Member - Ward 2'),\n",
" ('Adams', 'Thornton Council Member - Ward 3'),\n",
" ('Adams', 'Thornton Council Member - Ward 4'),\n",
" ('Adams', 'Westminster Councillor'),\n",
" ('Adams', 'Westminster Mayor'),\n",
" ('Adams', 'Ballot Issue 4E'),\n",
" ('Adams', 'Ballot Issue 4F'),\n",
" ('Adams', 'Ballot Issue 2D'),\n",
" ('Adams', 'Ballot Issue 2E'),\n",
" ('Adams', 'Westminster Board Of Education'),\n",
" ('Adams', 'RE-50J Board Of Education'),\n",
" ('Alamosa', 'Director District 1'),\n",
" ('Alamosa', 'Director District 4'),\n",
" ('Alamosa', 'School Director B'),\n",
" ('Alamosa', 'Councilor at large'),\n",
" ('Alamosa', 'Councilor Ward 2'),\n",
" ('Alamosa', 'Councilor Ward 4'),\n",
" ('Alamosa', 'Initiated Ballot Question 300'),\n",
" ('Alamosa', 'Initiated Ballot Question 301'),\n",
" ('Alamosa', 'Mayor'),\n",
" ('Alamosa', 'Referred Ballot Question 2C'),\n",
" ('Alamosa', 'Referred Ballot Issue 2A'),\n",
" ('Alamosa', 'Referred Ballot Question 2B'),\n",
" ('Alamosa', 'Referred Ballot Question 2D'),\n",
" ('Alamosa', 'Referred Ballot Question 2E'),\n",
" ('Alamosa', 'Referred Ballot Question 3A'),\n",
" ('Alamosa', 'School Board Director'),\n",
" ('Arapahoe', 'School Director District No. 4 Adams'),\n",
" ('Arapahoe', 'Bennett Fire Protection District No. 7 Issue 4D'),\n",
" ('Arapahoe', 'School Director District No. 4 Adams'),\n",
" ('Arapahoe', 'Byers School District 32J Question 3A'),\n",
" ('Arapahoe', 'Byers School District 32J Question 3B'),\n",
" ('Arapahoe', 'Byers School District 32J School Board Director'),\n",
" ('Arapahoe', 'City of Aurora Question 2K'),\n",
" ('Arapahoe', 'City of Aurora Council Member At-Large'),\n",
" ('Arapahoe', 'City of Aurora Council Member Ward I'),\n",
" ('Arapahoe', 'City of Aurora Council Member Ward II'),\n",
" ('Arapahoe', 'City of Aurora Council Member Ward III'),\n",
" ('Arapahoe', 'City of Centennial Council Member District 1'),\n",
" ('Arapahoe', 'City of Centennial Council Member District 2'),\n",
" ('Arapahoe', 'City of Centennial Council Member District 3'),\n",
" ('Arapahoe', 'City of Centennial Council Member District 4'),\n",
" ('Arapahoe', 'City of Centennial Mayor'),\n",
" ('Arapahoe', 'City of Englewood Office of Council Member At-Large'),\n",
" ('Arapahoe', 'City of Englewood Office of Council Member District 2'),\n",
" ('Arapahoe', 'City of Englewood Office of Council Member District 4'),\n",
" ('Arapahoe', 'City of Englewood Office of Municipal Judge'),\n",
" ('Arapahoe', 'City of Greenwood Village Councilmember District 1'),\n",
" ('Arapahoe', 'City of Greenwood Village Councilmember District 2'),\n",
" ('Arapahoe', 'City of Greenwood Village Councilmember District 3'),\n",
" ('Arapahoe', 'City of Greenwood Village Councilmember District 4'),\n",
" ('Arapahoe', 'City of Littleton Issue 2C'),\n",
" ('Arapahoe', 'City of Littleton Issue 2D'),\n",
" ('Arapahoe', 'City of Littleton Council Member at Large'),\n",
" ('Arapahoe', 'City of Littleton Council Member District I'),\n",
" ('Arapahoe', 'City of Littleton Council Member District III'),\n",
" ('Arapahoe', 'City of Sheridan Issue 2A'),\n",
" ('Arapahoe', 'City of Sheridan City Council Member Ward 1'),\n",
" ('Arapahoe', 'City of Sheridan City Council Member Ward 2'),\n",
" ('Arapahoe', 'City of Sheridan Mayor'),\n",
" ('Arapahoe', 'Englewood School District School Board Director'),\n",
" ('Arapahoe', 'Sable-Altura Fire Protection District Issue 4E'),\n",
" ('Arapahoe', 'Sheridan Sanitation District No. 1 Issue 5A'),\n",
" ('Arapahoe',\n",
" 'Sheridan School District No. 2 Board of Education Director District A'),\n",
" ('Arapahoe',\n",
" 'Sheridan School District No. 2 Board of Education Director District C'),\n",
" ('Arapahoe',\n",
" 'Sheridan School District No. 2 Board of Education Director District D'),\n",
" ('Arapahoe',\n",
" 'Sheridan School District No. 2 Board of Education Director District E'),\n",
" ('Arapahoe', 'South Suburban Park and Recreation District Issue 4B'),\n",
" ('Arapahoe', 'South Suburban Park and Recreation District Issue 4C'),\n",
" ('Arapahoe', 'Strasburg Fire Protection District No. 8 Issue 4F'),\n",
" ('Arapahoe', 'Town of Foxfield Issue 2B'),\n",
" ('Arapahoe', 'Valley Sanitation District Issue 4A'),\n",
" ('Archuleta', 'Ballot Question'),\n",
" ('Archuleta', 'Board of Education'),\n",
" ('Archuleta', 'Ballot Issue'),\n",
" ('Baca', 'Springfield RE-4 School'),\n",
" ('Baca', 'Walsh RE-1 School'),\n",
" ('Bent', 'City Council 10-1'),\n",
" ('Bent', 'City Council 9-2'),\n",
" ('Bent', 'City Council 8-3'),\n",
" ('Bent', 'Light & Power Board 1'),\n",
" ('Bent', 'RE-2 School Director'),\n",
" ('Bent', 'RE-13 School Director'),\n",
" ('Boulder', 'COUNTY ISSUE 1A'),\n",
" ('Boulder', 'County Question 1B'),\n",
" ('Boulder', 'County Question 1C'),\n",
" ('Boulder', 'Boulder Valley School RE-2 Director District B'),\n",
" ('Boulder', 'Boulder Valley School RE-2 Director District E'),\n",
" ('Boulder', 'Boulder Valley School RE-2 Director District F'),\n",
" ('Boulder', 'COUNTY ISSUE 5A'),\n",
" ('Boulder', 'CITY OF BOULDER BALLOT ISSUE 2L'),\n",
" ('Boulder', 'CITY OF BOULDER BALLOT ISSUE 2M'),\n",
" ('Boulder', 'CITY OF BOULDER BALLOT ISSUE 2N'),\n",
" ('Boulder', 'City of Boulder Ballot Question 2O'),\n",
" ('Boulder', 'City of Boulder Ballot Question 2P'),\n",
" ('Boulder', 'City of Boulder Ballot Question 2Q'),\n",
" ('Boulder', 'City of Boulder Council Candidates'),\n",
" ('Boulder', 'CITY OF LAFAYETTE BALLOT ISSUE 2A'),\n",
" ('Boulder', 'CITY OF LAFAYETTE BALLOT ISSUE 2B'),\n",
" ('Boulder', 'CITY OF LAFAYETTE BALLOT ISSUE 2C'),\n",
" ('Boulder', 'City of Lafayette Ballot Question 2D'),\n",
" ('Boulder', 'City of Lafayette Ballot Question 2E'),\n",
" ('Boulder', 'City of Lafayette Council Candidates'),\n",
" ('Boulder', 'CITY OF LONGMONT BALLOT ISSUE 2H'),\n",
" ('Boulder', 'CITY OF LONGMONT BALLOT ISSUE 2I'),\n",
" ('Boulder', 'City of Longmont Ballot Question 2J'),\n",
" ('Boulder', 'City of Longmont Ballot Question 2K'),\n",
" ('Boulder', 'City of Longmont Council Member At Large'),\n",
" ('Boulder', 'City of Longmont Council Member Ward 2'),\n",
" ('Boulder', 'City of Longmont Mayor'),\n",
" ('Boulder', 'CITY OF LOUISVILLE BALLOT ISSUE 2F'),\n",
" ('Boulder', 'City of Louisville Ballot Question 2G'),\n",
" ('Boulder', 'City of Louisville City Council Person Ward I'),\n",
" ('Boulder', 'City of Louisville City Council Person Ward II'),\n",
" ('Boulder', 'City of Louisville City Council Person Ward III'),\n",
" ('Boulder', 'ESTES PARK SCHOOL DISTRICT R-3 BALLOT ISSUE 3A'),\n",
" ('Boulder', 'Estes Park School R-3 School Director At Large'),\n",
" ('Boulder', 'FOUR MILE FIRE PROTECTION DISTRICT BALLOT ISSUE 5B'),\n",
" ('Boulder', 'Thompson School R2-J Director District B'),\n",
" ('Boulder', 'Thompson School R2-J Director District E'),\n",
" ('Boulder', 'Thompson School R2-J Director District F'),\n",
" ('Broomfield', 'School Director District No. 3 Adams'),\n",
" ('Broomfield', 'School Director District No. 4 Adams'),\n",
" ('Broomfield', 'Director District B Boulder'),\n",
" ('Broomfield', 'Director District E Boulder'),\n",
" ('Broomfield', 'Director District F Boulder'),\n",
" ('Broomfield', 'Ballot Issue No. 3D'),\n",
" ('Broomfield', 'School Director District No. 2 Brighton'),\n",
" ('Broomfield', 'School Director District No. 4 Brighton'),\n",
" ('Broomfield', 'School Director District No. 5 Brighton'),\n",
" ('Broomfield', 'School Director District No. 6 Brighton'),\n",
" ('Broomfield', 'Councilmember Ward 1'),\n",
" ('Broomfield', 'Councilmember Ward 2'),\n",
" ('Broomfield', 'Councilmember Ward 3'),\n",
" ('Broomfield', 'Councilmember Ward 4'),\n",
" ('Broomfield', 'Councilmember Ward 5'),\n",
" ('Broomfield', 'Mayoral'),\n",
" ('Broomfield', 'Question 301'),\n",
" ('Broomfield', 'Director District 1 Jefferson'),\n",
" ('Broomfield', 'Director District 2 Jefferson'),\n",
" ('Broomfield', 'Director District 5 Jefferson'),\n",
" ('Broomfield', 'Director District C Weld'),\n",
" ('Broomfield', 'Director District D Weld'),\n",
" ('Broomfield', 'Director District F Weld'),\n",
" ('Broomfield', 'Director District G Weld'),\n",
" ('Chaffee', 'Buena Vista School District R-31'),\n",
" ('Chaffee', 'Director District B'),\n",
" ('Chaffee', 'Director District D'),\n",
" ('Chaffee', 'City of Salida'),\n",
" ('Chaffee', 'Councilman Ward One -1'),\n",
" ('Chaffee', 'Councilman Ward Two-1'),\n",
" ('Chaffee', 'Councilman Ward Three-1'),\n",
" ('Chaffee', 'Mayor'),\n",
" ('Chaffee', 'Director-At-Large 4 year term'),\n",
" ('Chaffee', 'Director District 1'),\n",
" ('Chaffee', 'Director District 3'),\n",
" ('Chaffee', 'Director District 5'),\n",
" ('Clear Creek', 'City of Idaho Springs Ballot Issue 2B'),\n",
" ('Clear Creek', 'City of Idaho Springs Ballot Question 2C'),\n",
" ('Clear Creek', 'City Clerk'),\n",
" ('Clear Creek', 'City Council, Ward I'),\n",
" ('Clear Creek', 'City Council, Ward II'),\n",
" ('Clear Creek', 'City Council, Ward III'),\n",
" ('Clear Creek', 'City Treasurer'),\n",
" ('Clear Creek', 'Mayor'),\n",
" ('Clear Creek', 'Clear Creek County Ballot Issue 1A'),\n",
" ('Clear Creek', 'Director, District B'),\n",
" ('Clear Creek', 'Director, District C'),\n",
" ('Clear Creek', 'Town of Georgetown Ballot Question 2A'),\n",
" ('Conejos', 'Director District 1'),\n",
" ('Conejos', 'Director District 4'),\n",
" ('Conejos', 'Director District A'),\n",
" ('Conejos', 'Director District B'),\n",
" ('Conejos', 'Director District C'),\n",
" ('Conejos',\n",
" 'PROPOSITION 3A CHANGE IN PLAN OF REPRESENTATION OF SCHOOL DIRECTORS FOR SOUTH CONEJOS SCHOOL DISTRICT'),\n",
" ('Costilla', 'Centennial R-1 Director- District 2'),\n",
" ('Costilla', 'Centennial R-1 Director - District 3'),\n",
" ('Costilla', 'Centennial R-1 Director - District 4'),\n",
" ('Costilla', 'Sierra Grande R - 30 Director - District 1'),\n",
" ('Costilla', 'Sierra Grande R - 30 Director - District 3'),\n",
" ('Crowley', 'Ballot Issue 3A'),\n",
" ('Crowley', 'Ballot Issue 3B'),\n",
" ('Crowley', 'Director At Large - RE.1J'),\n",
" ('Crowley', 'Ballot Issue 3C'),\n",
" ('Crowley', 'Director at Large - 3J'),\n",
" ('Custer', 'BALLOT QUESTION 1A Custer County'),\n",
" ('Custer', 'Ballot Issue 3A: Custer County'),\n",
" ('Custer', 'DIRECTOR DISTRICT 1 TWO YEAR TERM'),\n",
" ('Custer', 'DIRECTOR DISTRICT 4 FOUR YEAR TERM'),\n",
" ('Custer', 'DIRECTOR DISTRICT 5 FOUR YEAR TERM'),\n",
" ('Custer', 'District 1 Successor Candidates'),\n",
" ('Custer', 'District 2 Successor Candidates'),\n",
" ('Custer', 'District 3 Successor Candidates'),\n",
" ('Custer', 'Question 3C Fremont'),\n",
" ('Custer', 'DIRECTOR DISTRICT E TWO YEAR TERM'),\n",
" ('Custer', 'DIRECTOR DISTRICT F FOUR YEAR TERM'),\n",
" ('Custer', 'Recall County Commissioner District 1'),\n",
" ('Custer', 'Recall County Commissioner District 2'),\n",
" ('Custer', 'Recall County Commissioner District 3'),\n",
" ('Delta', 'Delta County Ambulance District Ballot Issue 5A'),\n",
" ('Delta', 'Town of Crawford Ballot Issue 2A'),\n",
" ('Denver', 'Initiated Ordinance 300'),\n",
" ('Denver', 'Referred Question 2A'),\n",
" ('Denver', 'Referred Question 2B'),\n",
" ('Denver', 'Referred Question 2C'),\n",
" ('Denver', 'Referred Question 2D'),\n",
" ('Denver', 'Referred Question 2E'),\n",
" ('Denver', 'Referred Question 2F'),\n",
" ('Denver', 'Referred Question 2G'),\n",
" ('Denver', 'Referred Question 2H'),\n",
" ('Denver', 'Director at Large'),\n",
" ('Denver', 'Director District 2'),\n",
" ('Denver', 'Director District 3'),\n",
" ('Denver', 'Director District 4'),\n",
" ('Denver', 'Valley Sanitation District Ballot Issue 4A'),\n",
" ('Douglas', 'Ballot Question 2K Amend Aurora City Charter Section 3-6'),\n",
" ('Douglas', 'Council Member At-Large'),\n",
" ('Douglas', 'City Council, Ward 1'),\n",
" ('Douglas', 'City Council, Ward 2'),\n",
" ('Douglas', 'City Council, Ward 2'),\n",
" ('Douglas', 'City Council, Ward 3'),\n",
" ('Douglas', 'City Council, Ward 3'),\n",
" ('Douglas', 'Mayor'),\n",
" ('Douglas', 'Ballot Issue 2C'),\n",
" ('Douglas', 'Ballot Issue 2D'),\n",
" ('Douglas', 'Council Member At Large'),\n",
" ('Douglas', 'Council Member District III'),\n",
" ('Douglas', 'School Board Director, District B'),\n",
" ('Douglas', 'School Board Director, District D'),\n",
" ('Douglas', 'School Board Director, District E'),\n",
" ('Douglas', 'School Board Director, District G'),\n",
" ('Douglas', 'Ballot Issue 5A'),\n",
" ('Douglas', 'Ballot Issue 4B'),\n",
" ('Douglas', 'Ballot Issue 4C'),\n",
" ('Douglas', 'Ballot Question 300 Castle Rock Charter Amendment'),\n",
" ('Eagle', 'BALLOT ISSUE NO. 4B'),\n",
" ('Eagle', 'FOR BOARD OF TRUSTEES DIRECTOR DISTRICT NO. 1'),\n",
" ('Eagle', 'FOR BOARD OF TRUSTEES DIRECTOR DISTRICT NO. 3'),\n",
" ('Eagle', 'FOR BOARD OF TRUSTEES DIRECTOR DISTRICT NO. 7'),\n",
" ('Eagle', 'BALLOT ISSUE 5A'),\n",
" ('Eagle',\n",
" 'BALLOT ISSUE 1A - FUNDING TO SUPPORT MENTAL HEALTH AND SUBSTANCE ABUSE SERVICES IN EAGLE COUNTY THROUGH THE TAXATION OF RETAI...'),\n",
" ('Eagle', 'BALLOT QUESTION 1B - Broadband Service Authorization'),\n",
" ('Eagle', 'School Board Director District B'),\n",
" ('Eagle', 'School Board Director District E'),\n",
" ('Eagle',\n",
" 'For School Board Directors Eagle County School District RE50J District E'),\n",
" ('Eagle', 'School Board Director District G'),\n",
" ('Eagle', 'BALLOT QUESTION 2B - Broadband Service Authorization'),\n",
" ('Eagle', 'BALLOT ISSUE 2D'),\n",
" ('Eagle', 'BALLOT QUESTION 2C - Broadband Services'),\n",
" ('Eagle', 'BALLOT QUESTION 2E'),\n",
" ('Eagle', 'BALLOT QUESTION 2A'),\n",
" ('Eagle', 'BALLOT ISSUE 2F'),\n",
" ('Eagle', 'BALLOT QUESTION 2G'),\n",
" ('El Paso', 'Academy School District 20 - Director - 4yr'),\n",
" ('El Paso', 'Big Sandy School District 100J - Director - 2 yr'),\n",
" ('El Paso', 'Big Sandy School District 100J - Director - 4 yr'),\n",
" ('El Paso', 'Cheyenne Mountain School District 12 - 3D'),\n",
" ('El Paso', 'Cheyenne Mountain School District 12 - Director - 2 yr'),\n",
" ('El Paso', 'Cheyenne Mountain School District 12 - Director - 4 yr'),\n",
" ('El Paso', 'City of Colorado Springs - 2A'),\n",
" ('El Paso', 'City of Manitou Springs - 2B'),\n",
" ('El Paso', 'City of Manitou Springs - 2C'),\n",
" ('El Paso', 'Manitou Springs City Council Ward 1'),\n",
" ('El Paso', 'Manitou Springs City Council Ward 3'),\n",
" ('El Paso', 'Manitou Springs City Council Ward 2'),\n",
" ('El Paso', 'City of Manitou Springs - Mayor'),\n",
" ('El Paso', 'Colorado Springs School District 11 - 3E'),\n",
" ('El Paso', 'Colorado Springs School District 11 - Director - 2 yr'),\n",
" ('El Paso', 'Colorado Springs School District 11 - Director - 4 yr'),\n",
" ('El Paso',\n",
" 'Donald Wescott Fire Protection District Northern Subdistrict - 5C'),\n",
" ('El Paso', 'El Paso County - 1A'),\n",
" ('El Paso', 'Fountain-Fort Carson School District 8 - Director - 4 yr'),\n",
" ('El Paso', 'Fremont RE-2 School District - 3C'),\n",
" ('El Paso', 'Fremont RE2 School District E - Director - 2 yr'),\n",
" ('El Paso', 'Fremont RE2 School District F'),\n",
" ('El Paso',\n",
" 'Green Mountain Falls - Chipita Park Fire Protection District - 4A'),\n",
" ('El Paso', 'Hanover School District 28 - 3F'),\n",
" ('El Paso', 'Hanover School District 28 - Director - 4 yr'),\n",
" ('El Paso', 'Harrison School District 2 - Director - 4 yr'),\n",
" ('El Paso', 'Lewis Palmer School District 38 - Director District 1 - 4 yr'),\n",
" ('El Paso', 'Lewis Palmer School District 38 - Director District 3 - 4 yr'),\n",
" ('El Paso', 'Manitou Springs School District 14 - Director - 4 yr'),\n",
" ('El Paso', 'Peyton School District 23JT - 3G'),\n",
" ('El Paso', 'Peyton School District 23JT - 3H'),\n",
" ('El Paso', 'Peyton School District 23JT - Director - 4 yr'),\n",
" ('El Paso', 'Pikes Peak Rural Transportation Authority - 5B'),\n",
" ('El Paso', 'Tri-Lakes Monument Fire Protection District - 5A'),\n",
" ('El Paso', 'Widefield School District No. 3 - 3A'),\n",
" ('El Paso', 'Widefield School District No. 3 - 3B'),\n",
" ('El Paso', 'Widefield School District 3 - Director - 2 yr'),\n",
" ('El Paso', 'Widefield School District 3 - Director - 4 yr'),\n",
" ('Elbert', 'School Board Director Agate'),\n",
" ('Elbert', 'School Board Director Big Sandy 1'),\n",
" ('Elbert', 'School Board Director Big Sandy 2'),\n",
" ('Elbert', 'Douglas County School Board Director, District B'),\n",
" ('Elbert', 'Douglas County School Board Director, District D'),\n",
" ('Elbert', 'Douglas County School Board Director, District E'),\n",
" ('Elbert', 'Douglas County School Board Director, District G'),\n",
" ('Elbert', 'Ballot Question 1A'),\n",
" ('Elbert', 'Ballot Question 1B'),\n",
" ('Elbert', 'BALLOT ISSUE 5A'),\n",
" ('Elbert', 'Elizabeth C-1 Board of Education Directors'),\n",
" ('Elbert', 'Limon RE-4J School Board Director'),\n",
" ('Elbert', 'BALLOT ISSUE 3G'),\n",
" ('Elbert', 'Ballot Question 3H'),\n",
" ('Elbert', 'Peyton 23-JT School Board Director'),\n",
" ('Elbert', 'BALLOT ISSUE 5B'),\n",
" ('Fremont', 'ISSUE 2A'),\n",
" ('Fremont', 'ISSUE 2B'),\n",
" ('Fremont', 'Canon City Council Member At-Large'),\n",
" ('Fremont', 'Canon City Council Member District 1'),\n",
" ('Fremont', 'Canon City Council Member District 3'),\n",
" ('Fremont', 'Canon City Mayor'),\n",
" ('Fremont', 'Florence Council Member Ward 1'),\n",
" ('Fremont', 'Florence Council Member Ward 2'),\n",
" ('Fremont', 'Florence Council Member Ward 3'),\n",
" ('Fremont', 'Florence Mayor'),\n",
" ('Fremont', 'ISSUE 3A GENERAL FUND OVERRIDE'),\n",
" ('Fremont', 'ISSUE 3B GENERAL OBLIGATION BOND'),\n",
" ('Fremont', 'RE-1 Directors (At Large)'),\n",
" ('Fremont', 'Question 3C'),\n",
" ('Fremont', 'Director District E'),\n",
" ('Fremont', 'Director District F'),\n",
" ('Fremont', 'Director District \"B\"'),\n",
" ('Fremont', 'Director District \"D\"'),\n",
" ('Fremont', 'Director District \"E\"'),\n",
" ('Fremont', 'ISSUE 5B'),\n",
" ('Fremont', 'Issue 5C'),\n",
" ('Fremont', 'Director At Large'),\n",
" ('Fremont', 'District 1'),\n",
" ('Fremont', 'District 3'),\n",
" ('Fremont', 'District 5'),\n",
" ('Fremont', 'ISSUE 5A'),\n",
" ('Garfield', 'Carbondale & Rural Fire Protection District Ballot Issue 4C'),\n",
" ('Garfield',\n",
" 'Colorado Mountain College, a Local College District Ballot Issue 4B'),\n",
" ('Garfield',\n",
" 'Colorado Mountain College, a Local College District For Board of Trustees Director District 1'),\n",
" ('Garfield',\n",
" 'Colorado Mountain College, a Local College District For Board of Trustees Director District 3'),\n",
" ('Garfield',\n",
" 'Colorado Mountain College, a Local College District For Board of Trustees Director District 7'),\n",
" ('Garfield', 'For School Board Directors De Beque School District 49JT'),\n",
" ('Garfield', 'For School Board Directors De Beque School District 49JT'),\n",
" ('Garfield',\n",
" 'For School Board Directors Eagle County School District RE50J District B'),\n",
" ('Garfield',\n",
" 'For School Board Directors Eagle County School District RE50J District E'),\n",
" ('Garfield',\n",
" 'For School Board Directors Eagle County School District RE50J District F'),\n",
" ('Garfield',\n",
" 'For School Board Directors Eagle County School District RE50J District G'),\n",
" ('Garfield', 'Garfield County Ballot Issue 1A'),\n",
" ('Garfield', 'Grand River Hospital District Ballot Issue 4A'),\n",
" ('Garfield', 'Town of New Castle Ballot Issue 2A'),\n",
" ('Gilpin', 'Director District B'),\n",
" ('Gilpin', 'Director District E'),\n",
" ('Gilpin', 'Director District F'),\n",
" ('Gilpin', 'RETAIL MARIJUANA CULTIVATION EXCISE TAX'),\n",
" ('Gunnison',\n",
" 'Carbondale & Rural Fire Protection District Mill Levy Increase'),\n",
" ('Gunnison', 'CRESTED BUTTE FIRE PROTECTION DISTRICT'),\n",
" ('Gunnison', 'Director District A'),\n",
" ('Gunnison', 'Director District B'),\n",
" ('Gunnison', 'Director District C'),\n",
" ('Gunnison', 'Director District E'),\n",
" ('Gunnison', 'QUESTION 2A:'),\n",
" ('Gunnison', 'Mayor'),\n",
" ('Gunnison', 'Town Council - Vote For Three Four Year Term'),\n",
" ('Huerfano', 'CITY OF WALSENBURG BALLOT ISSUE 2A'),\n",
" ('Huerfano', 'City Council Ward 1'),\n",
" ('Huerfano', 'City Council Ward 2'),\n",
" ('Huerfano', 'City Council Ward 3'),\n",
" ('Huerfano', 'Mayor'),\n",
" ('Huerfano', 'HUERFANO COUNTY BALLOT ISSUE 1A'),\n",
" ('Huerfano', 'RE-1 School Board Director'),\n",
" ('Jackson', '(Manual Entry County)'),\n",
" ('Jackson', '(Manual Entry County)'),\n",
" ('Jackson', '(Manual Entry County)'),\n",
" ('Jackson', '(Manual Entry County)'),\n",
" ('Jackson', '(Manual Entry County)'),\n",
" ('Jefferson', 'Council Member At Large'),\n",
" ('Jefferson', 'Arvada Council Member Ward 1'),\n",
" ('Jefferson', 'Arvada Council Member Ward 3'),\n",
" ('Jefferson', 'Edgewater Council Member'),\n",
" ('Jefferson', 'Edgewater Mayor'),\n",
" ('Jefferson', 'Ballot Question 2A'),\n",
" ('Jefferson', 'Golden Council Member Ward 1'),\n",
" ('Jefferson', 'Golden Council Member Ward 2'),\n",
" ('Jefferson', 'Golden Council Member Ward 3'),\n",
" ('Jefferson', 'Golden Council Member Ward 4'),\n",
" ('Jefferson', 'Lakewood Council Member Ward 1'),\n",
" ('Jefferson', 'Lakewood Council Member Ward 2'),\n",
" ('Jefferson', 'Lakewood Council Member Ward 3'),\n",
" ('Jefferson', 'Lakewood Council Member Ward 4'),\n",
" ('Jefferson', 'Lakewood Council Member Ward 5'),\n",
" ('Jefferson', 'Retention of Municipal Judge'),\n",
" ('Jefferson', 'Retention of Presiding Judge'),\n",
" ('Jefferson', 'Ballot Issue 2C'),\n",
" ('Jefferson', 'Ballot Issue 2D'),\n",
" ('Jefferson', 'Littleton At Large'),\n",
" ('Jefferson', 'Westminster Council Member'),\n",
" ('Jefferson', 'Westminster Mayor'),\n",
" ('Jefferson', 'Wheat Ridge Council Member Ward 1'),\n",
" ('Jefferson', 'Wheat Ridge Council Member Ward 2'),\n",
" ('Jefferson', 'Wheat Ridge Council Member Ward 3'),\n",
" ('Jefferson', 'Wheat Ridge Council Member Ward 4'),\n",
" ('Jefferson', 'Wheat Ridge Mayor'),\n",
" ('Jefferson', 'Ballot Issue 5C'),\n",
" ('Jefferson', 'Ballot Issue 5D'),\n",
" ('Jefferson', 'Ballot Issue 5E'),\n",
" ('Jefferson', 'School Board 1'),\n",
" ('Jefferson', 'School Board 2'),\n",
" ('Jefferson', 'School Board 5'),\n",
" ('Jefferson', 'Ballot Issue 5A'),\n",
" ('Jefferson', 'Ballot Issue 5B'),\n",
" ('Jefferson', 'Ballot Issue 4B'),\n",
" ('Jefferson', 'Ballot Issue 4C'),\n",
" ('Jefferson', 'Mayor'),\n",
" ('Jefferson', 'Town Council'),\n",
" ('Kiowa', 'KIOWA COUNTY FIRE PROTECTION DISTRICT BALLOT ISSUE 5A:'),\n",
" ('Kiowa', 'KIOWA COUNTY REFERENDUM 1A:'),\n",
" ('Kit Carson', 'Ballot Issue 3A'),\n",
" ('Kit Carson', 'Bethune School District R-5 Directors - At Large'),\n",
" ('Kit Carson', 'Burlington School District RE-6J Directors - At Large2y'),\n",
" ('Kit Carson', 'Burlington School District RE-6J Directors - At Large4y'),\n",
" ('Kit Carson', 'Hi-Plains School District R-23 Directors - At Large'),\n",
" ('Kit Carson', 'Idalia School District RJ-3 Directors- At Large'),\n",
" ('La Plata', 'Bayfield School Board Director'),\n",
" ('La Plata', 'Ballot Question 2A - City of Durango'),\n",
" ('La Plata', 'Ballot Question 4A - Durango Fire Protection District'),\n",
" ('La Plata', 'Durango School Board Director Dist A'),\n",
" ('La Plata', 'Durango School Board Director Dist C'),\n",
" ('La Plata', 'Durango School Board Director Dist E'),\n",
" ('Lake', 'ISSUE 2A'),\n",
" ('Lake', 'CITY CLERK'),\n",
" ('Lake', 'CITY COUNCIL WARD 1'),\n",
" ('Lake', 'CITY COUNCIL WARD 2'),\n",
" ('Lake', 'CITY COUNCIL WARD 3'),\n",
" ('Lake', 'CITY TREASURER'),\n",
" ('Lake', 'ISSUE 4B'),\n",
" ('Lake', 'TRUSTEE DISTRICT NO 1'),\n",
" ('Lake', 'TRUSTEE DISTRICT NO 3'),\n",
" ('Lake', 'TRUSTEE DISTRICT NO 7'),\n",
" ('Larimer', 'Ballot Question 2B'),\n",
" ('Larimer', 'Ballot Question 2C'),\n",
" ('Larimer', 'Councilor Ward 1'),\n",
" ('Larimer', 'Councilor Ward 2'),\n",
" ('Larimer', 'Councilor Ward 3'),\n",
" ('Larimer', 'Councilor Ward 4'),\n",
" ('Larimer', 'Mayor'),\n",
" ('Larimer', 'Ballot Issue 3A'),\n",
" ('Larimer', 'School Director At Large'),\n",
" ('Larimer', 'Ballot Issue 1A'),\n",
" ('Larimer', 'Ballot Question 1B'),\n",
" ('Larimer', 'Ballot Issue 5A'),\n",
" ('Larimer', 'Ballot Issue 5C'),\n",
" ('Larimer', 'Board Director May 2018'),\n",
" ('Larimer', 'Board Director May 2020'),\n",
" ('Larimer', 'Director District C'),\n",
" ('Larimer', 'Director District D'),\n",
" ('Larimer', 'Director District E'),\n",
" ('Larimer', 'Board of Education Director District B'),\n",
" ('Larimer', 'Board of Education Director District E'),\n",
" ('Larimer', 'Board of Education Director District F'),\n",
" ('Larimer', 'Ballot Issue 2A'),\n",
" ('Larimer', 'Ballot Issue 2D'),\n",
" ('Larimer', 'Director District - A'),\n",
" ('Larimer', 'Director District - C'),\n",
" ('Larimer', 'Director District - E'),\n",
" ('Larimer', 'Ballot Issue 5B'),\n",
" ('Las Animas', 'Ballot Question 3A'),\n",
" ('Las Animas', 'City of Trinidad Council Member - At Large'),\n",
" ('Las Animas', 'City of Trinidad Mayor - At Large'),\n",
" ('Las Animas', 'Referendum 2A'),\n",
" ('Las Animas', 'Referendum 2B'),\n",
" ('Las Animas', 'Referendum 2C'),\n",
" ('Las Animas', 'Referendum 2D'),\n",
" ('Las Animas', 'Referendum 2E'),\n",
" ('Las Animas', 'Hoehne - Director District 2'),\n",
" ('Las Animas', 'Hoehne - Director District 3'),\n",
" ('Las Animas', 'Hoehne - Director District 5'),\n",
" ('Las Animas', 'Hoehne - Director District 6'),\n",
" ('Las Animas', 'Referendum 1A'),\n",
" ('Las Animas', 'Referendum 1B'),\n",
" ('Las Animas', 'Referendum 1C'),\n",
" ('Las Animas', 'Primero - 4-Year Term'),\n",
" ('Las Animas', 'Primero - 2-Year Term'),\n",
" ('Las Animas', 'Trinidad - 4-Year Term'),\n",
" ('Lincoln', 'Ballot Issue 3A'),\n",
" ('Lincoln', 'Ballot Issue 3B'),\n",
" ('Lincoln', 'Director 1 Crowley'),\n",
" ('Lincoln', 'Director - District B'),\n",
" ('Lincoln', 'Director - District E'),\n",
" ('Lincoln', 'Director 1 Limon'),\n",
" ('Logan', 'City Councilmember Ward 1'),\n",
" ('Logan', 'City Councilmember Ward 2'),\n",
" ('Logan', 'City Councilmember Ward 3'),\n",
" ('Logan', 'Mayor - At Large'),\n",
" ('Logan', 'City of Sterling Referred Ballot Question 2B'),\n",
" ('Logan', 'Haxtun School District RE-2J Referred Ballot Issue 3A'),\n",
" ('Logan', 'Board of Education Director'),\n",
" ('Logan', 'Board of Education Director District 1'),\n",
" ('Logan', 'Board of Education Director District 2'),\n",
" ('Logan', 'Board of Education Director District 4'),\n",
" ('Logan', 'Board of Education Director District 5'),\n",
" ('Logan', 'Board of Education Director District 7'),\n",
" ('Logan', 'RE-1 Valley School District Referred Ballot Issue 3M'),\n",
" ('Mesa', 'Clifton Fire Protection District Ballot Issue 5A'),\n",
" ('Mesa',\n",
" 'De Beque School District 49JT - Director District At Large - 2 Year Term'),\n",
" ('Mesa',\n",
" 'De Beque School District 49JT - Director District At Large - 4 Year Term'),\n",
" ('Mesa', 'Grand Mesa Metropolitan District Ballot Issue 5D'),\n",
" ('Mesa', 'Grand River Hospital District Ballot Issue 4A'),\n",
" ('Mesa', 'Mesa County Ballot Issue 1A'),\n",
" ('Mesa', 'Mesa County Valley School District 51 - Director District C'),\n",
" ('Mesa', 'Mesa County Valley School District 51 - Director District D'),\n",
" ('Mesa', 'Mesa County Valley School District 51 - Director District E'),\n",
" ('Mesa', 'Mesa County Valley School District 51 Ballot Issue 3A'),\n",
" ('Mesa', 'Mesa County Valley School District 51 Ballot Issue 3B'),\n",
" ('Mesa', 'Mesa Water and Sanitation District Ballot Issue 5C'),\n",
" ('Mesa', 'Plateau Valley School District 50 - Director District B'),\n",
" ('Mesa', 'Plateau Valley School District 50 - Director District D'),\n",
" ('Mesa', 'Plateau Valley School District 50 - Director District E'),\n",
" ('Mesa', 'Roan Creek Metropolitan District Ballot Issue 5B'),\n",
" ('Mesa', 'Town of De Beque Ballot Issue 2A'),\n",
" ('Moffat', 'CITY OF CRAIG REFERRED MEASURE 2A'),\n",
" ('Moffat', 'MOFFAT COUNTY AFFILIATED JUNIOR COLLEGE REFERRED MEASURE 5A'),\n",
" ('Moffat', 'School Board Director, District # 1'),\n",
" ('Moffat', 'School Board Director, District # 2'),\n",
" ('Moffat', 'School Board Director, District # 4'),\n",
" ('Moffat', 'School Board Director, District # 7'),\n",
" ('Moffat', 'Town of Dinosaur 2B'),\n",
" ('Montezuma', 'Board of Directors Dolores'),\n",
" ('Montezuma', 'Board of Directors Mancos'),\n",
" ('Montezuma', 'General Obligation Bond'),\n",
" ('Montezuma', 'Montezuma-Cortez School District Mill Levy'),\n",
" ('Montezuma', 'Montezuma-Cortez School Board Director A'),\n",
" ('Montezuma', 'Montezuma-Cortez School Board Director B'),\n",
" ('Montezuma', 'Montezuma-Cortez School Board Director D'),\n",
" ('Montezuma', 'Montezuma-Cortez School Board Director F'),\n",
" ('Montezuma', 'Montezuma-Cortez School Board Director G'),\n",
" ('Montrose',\n",
" 'Director for Montrose County Board of Education - District A Four Year Term'),\n",
" ('Montrose',\n",
" 'Director for Montrose County Board of Education - District B Two Year Term'),\n",
" ('Montrose',\n",
" 'Director for Montrose County Board of Education - District C Four Year Term'),\n",
" ('Montrose',\n",
" 'Director for Montrose County Board of Education - District E Four Year Term'),\n",
" ('Montrose',\n",
" 'Director for Montrose County Board of Education - District G Four Year Term'),\n",
" ('Morgan', 'Brush City Councilor Ward 1'),\n",
" ('Morgan', 'Brush City Councilor Ward 2'),\n",
" ('Morgan', 'Brush City Councilor Ward 3'),\n",
" ('Morgan', 'Mayor of Brush City'),\n",
" ('Morgan', 'BALLOT ISSUE 2C'),\n",
" ('Morgan', 'Fort Morgan Councilmember Ward 1'),\n",
" ('Morgan', 'Fort Morgan Councilmember Ward 2'),\n",
" ('Morgan', 'Fort Morgan Councilmember Ward 3'),\n",
" ('Morgan', 'Mayor of Fort Morgan'),\n",
" ('Morgan', 'RE-3 Board of Education Director'),\n",
" ('Morgan', 'BALLOT ISSUE 2D'),\n",
" ('Morgan', 'Ballot Question 2E'),\n",
" ('Morgan', 'BALLOT ISSUE 2A'),\n",
" ('Morgan', 'BALLOT ISSUE 2B'),\n",
" ('Morgan', 'BALLOT ISSUE 3B'),\n",
" ('Morgan', 'RE-10J Board of Education Director District B'),\n",
" ('Morgan', 'RE-10J Board of Education Director District C'),\n",
" ('Morgan', 'RE-20J Board of Education Director'),\n",
" ('Morgan', 'RE-50J Board of Education Director'),\n",
" ('Otero', 'Cheraw 2 School Board Member At Large'),\n",
" ('Otero', 'Cheraw 4 School Board Member At Large'),\n",
" ('Otero', 'La Junta City Council Member Ward 1'),\n",
" ('Otero', 'La Junta City Council Member Ward 2'),\n",
" ('Otero', 'La Junta City Council Member Ward 3'),\n",
" ('Otero', 'La Juta City Mayor'),\n",
" ('Otero', 'Rocky Ford Council Member Ward 1'),\n",
" ('Otero', 'Rocky Ford Council Member Ward 2'),\n",
" ('Otero', 'City Of Rocky Ford Initiated Ballot Question 2F'),\n",
" ('Otero', 'CITY OF ROCKY FORD INITIATED ISSUE 2E'),\n",
" ('Otero', 'Rocky Ford Mayor'),\n",
" ('Otero', 'CITY OF ROCKY FORD REFERRED ISSUE 2D'),\n",
" ('Otero', 'EAST OTERO R-1 SCHOOL DISTRICT BOND QUESTION 3D'),\n",
" ('Otero', 'East Otero 2 School Board Member At Large'),\n",
" ('Otero', 'East Otero 4 School Board Member At Large'),\n",
" ('Otero', 'LA JUNTA HEALTH SERVICE DISTRICT BALLOT ISSUE 5B'),\n",
" ('Otero', 'LA JUNTA HEALTH SERVICE DISTRICT BALLOT QUESTION 5A'),\n",
" ('Otero', 'La Junta Health Service 2 Director'),\n",
" ('Otero', 'La Junta Health Service 4 Director'),\n",
" ('Otero', 'MANZANOLA SCHOOL DISTRICT 3J BALLOT ISSUE 3C'),\n",
" ('Otero', 'Manzanola School Board Member At Large'),\n",
" ('Otero', 'Swink 2 School Board Member At Large'),\n",
" ('Otero', 'Swink 4 School Board Member At Large'),\n",
" ('Ouray', 'City of Ouray - Council Member'),\n",
" ('Ouray', 'City of Ouray - Mayor'),\n",
" ('Ouray', 'Montrose School Board Director District A'),\n",
" ('Ouray', 'Montrose School Board Director District B'),\n",
" ('Ouray', 'Montrose School Board Director District C'),\n",
" ('Ouray', 'Montrose School Board Director District E'),\n",
" ('Ouray', 'OURAY COUNTY BALLOT ISSUE 1A'),\n",
" ('Ouray', 'OURAY SCHOOL DISTRICT R1 REFERENDUM 3A'),\n",
" ('Ouray', 'School Board Director - 2 Year Term'),\n",
" ('Ouray', 'School Board Director - 4 Year Term'),\n",
" ('Park', 'BALLOT QUESTION 5D'),\n",
" ('Park', 'School Board Director, Park County RE2'),\n",
" ('Park', 'School Board Director, Platte Canyon RE1'),\n",
" ('Park', 'BALLOT QUESTION 5A'),\n",
" ('Park', 'BALLOT QUESTION 5B'),\n",
" ('Park', 'BALLOT QUESTION 5C'),\n",
" ('Phillips', 'HAXTUN SCHOOL DISTRICT RE-2J REFERRED BALLOT ISSUE 3A'),\n",
" ('Phillips', 'RE-2J Board of Education Director'),\n",
" ('Phillips', 'HOLYOKE FIRE PROTECTION DISTRICT 5A'),\n",
" ('Phillips', 'RE-1J School Board Director'),\n",
" ('Phillips', 'TOWN OF HAXTUN BALLOT ISSUE 2A'),\n",
" ('Pitkin', 'School Board Director'),\n",
" ('Pitkin',\n",
" 'Ballot Issue 4C: Carbondale & Rural Fire Protection District Mill Levy Increase'),\n",
" ('Pitkin',\n",
" 'Ballot Issue 2B: Tax Increase on the Sale of Tobacco and Nicotine Products'),\n",
" ('Pitkin',\n",
" 'Ballot Issue 2C: General Obligation Bonds for the Purchase of Property'),\n",
" ('Pitkin', 'Ballot Issue 4B:'),\n",
" ('Pitkin', 'Board of Trustees Director District 1'),\n",
" ('Pitkin', 'Board of Trustees Director District 3'),\n",
" ('Pitkin', 'Board of Trustees Director District 7'),\n",
" ('Pitkin', 'Ballot Issue 5A: General Obligation Bond'),\n",
" ('Pitkin', 'Ballot Question 2A:'),\n",
" ('Prowers', 'Ballot Issue 2A'),\n",
" ('Prowers', 'City Councilman-Ward 1'),\n",
" ('Prowers', 'City Councilman-Ward 2'),\n",
" ('Prowers', 'Mayor-At Large'),\n",
" ('Prowers', 'School Director -District RE-3'),\n",
" ('Prowers', 'School Board Director-District A'),\n",
" ('Prowers', 'School Board Director-District B'),\n",
" ('Prowers', 'School Board Director-District C'),\n",
" ('Prowers', 'School Board Director-District E'),\n",
" ('Prowers', 'School Board Director-District G'),\n",
" ('Prowers', 'School Director-District RE-13JT'),\n",
" ('Pueblo', 'BALLOT ISSUE NO. 2B'),\n",
" ('Pueblo', 'BALLOT ISSUE NO. 300'),\n",
" ('Pueblo', 'Ballot Question No. 2A'),\n",
" ('Pueblo', 'Ballot Question No. 2C'),\n",
" ('Pueblo', 'City Council Member-At Large'),\n",
" ('Pueblo', 'City Council Member-District 1'),\n",
" ('Pueblo', 'City Council Member-District 3'),\n",
" ('Pueblo', 'Civil Service Commissioner'),\n",
" ('Pueblo', 'Member Pueblo Board of Water Works'),\n",
" ('Pueblo', 'BALLOT ISSUE 5A'),\n",
" ('Pueblo', 'BALLOT ISSUE 5B'),\n",
" ('Pueblo', 'Ballot Question No. 2A'),\n",
" ('Pueblo', 'Director At Large'),\n",
" ('Pueblo', 'BALLOT ISSUE 5C'),\n",
" ('Rio Blanco', 'DIRECTOR DISTRICT - AT LARGE (4-Year Term)'),\n",
" ('Rio Blanco', 'Ballot Issue 3A Mill Levy Override'),\n",
" ('Rio Blanco', 'DIRECTOR DISTRICT - AT LARGE (4-Year Term)'),\n",
" ('Rio Blanco', 'DIRECTOR DISTRICT 1 (4-Year Term)'),\n",
" ('Rio Blanco', 'DIRECTOR DISTRICT 3 (4-Year Term)'),\n",
" ('Rio Blanco', 'DIRECTOR DISTRICT 6 (4-Year Term)'),\n",
" ('Rio Blanco', 'Ballot Issue 5A'),\n",
" ('Rio Grande', 'Director District B'),\n",
" ('Rio Grande', 'Ballot Issue 2A (Sales and Excise Taxes on Marijuana)'),\n",
" ('Rio Grande', 'Ballot Issue 2B (Allowing Marijuana Establishments)'),\n",
" ('Rio Grande', 'Councilor'),\n",
" ('Rio Grande', 'Initiative 300:'),\n",
" ('Rio Grande', 'Mayor'),\n",
" ('Rio Grande', 'Ballot Issue 3A: General Obligation Bond'),\n",
" ('Rio Grande', 'Board of Directors'),\n",
" ('Rio Grande', 'School Board Director'),\n",
" ('Routt', 'REFERENDUM 2B'),\n",
" ('Routt', 'City Council - At Large'),\n",
" ('Routt', 'City Council - District I'),\n",
" ('Routt', 'City Council - District II'),\n",
" ('Routt', 'City Council - District III'),\n",
" ('Routt', 'REFERENDUM 4B'),\n",
" ('Routt', 'Director - District 1'),\n",
" ('Routt', 'Director - District 3'),\n",
" ('Routt', 'Director - District 7'),\n",
" ('Routt', 'Director District B'),\n",
" ('Routt',\n",
" 'For School Board Directors Eagle County School District RE50J District E'),\n",
" ('Routt', 'Director District F'),\n",
" ('Routt', 'Director District G'),\n",
" ('Routt', 'REFERENDUM 3A'),\n",
" ('Routt', 'RE-1 Director At Large'),\n",
" ('Routt', 'Director District 1'),\n",
" ('Routt', 'Director District 3'),\n",
" ('Routt', 'Director District 6'),\n",
" ('Routt', 'REFERENDUM 3C'),\n",
" ('Routt', 'REFERENDUM 3D'),\n",
" ('Routt', 'RE-2 Director At Large'),\n",
" ('Routt', 'REFERENDUM 2A'),\n",
" ('Routt', 'REFERENDUM 5A'),\n",
" ('Saguache', 'Director District B'),\n",
" ('Saguache', 'Director District At Large 1'),\n",
" ('Saguache', 'Director District At Large 2'),\n",
" ('Saguache', 'Director District 2'),\n",
" ('Saguache', 'Director District 3'),\n",
" ('Saguache', 'BALLOT ISSUE NO. 3B'),\n",
" ('Saguache', 'Board of Education - Board Member'),\n",
" ('Saguache', 'Ballot Issue No. 3A'),\n",
" ('Saguache', 'BALLOT ISSUE NO. 2A'),\n",
" ('San Juan', '(Manual Entry County)'),\n",
" ('San Juan', '(Manual Entry County)'),\n",
" ('San Miguel', 'BALLOT ISSUE 1A'),\n",
" ('San Miguel', 'School Board Director - 2 Year Term'),\n",
" ('San Miguel', 'School Board Director - 4 Year Term'),\n",
" ('San Miguel', 'Council Seat'),\n",
" ('Sedgwick', 'General Fund Override'),\n",
" ('Sedgwick', 'HAXTUN RE-2J Director'),\n",
" ('Sedgwick', 'Ballot Issue 5A'),\n",
" ('Sedgwick',\n",
" 'Director - Director of the Holyoke School District Re-1J 2 Year'),\n",
" ('Sedgwick', 'JULESBURG RE-1 Director'),\n",
" ('Sedgwick', 'Revere School Board Directo'),\n",
" ('Summit', 'COLORADO MOUNTAIN COLLEGE BALLOT ISSUE 4B'),\n",
" ('Summit', 'Board of Trustees Director District No 1'),\n",
" ('Summit', 'Board of Trustees Director District No 3'),\n",
" ('Summit', 'Board of Trustees Director District No 7'),\n",
" ('Summit', 'TOWN OF DILLON REFERRED ISSUE 2B'),\n",
" ('Summit', 'Town of Dillon Referred Question 2C'),\n",
" ('Summit', 'Town of Silverthorne Referred Question 2A'),\n",
" ('Teller', 'City of Cripple Creek 2A'),\n",
" ('Teller', 'Cripple Creek Council Ward 4'),\n",
" ('Teller', 'Cripple Creek Council Ward 5'),\n",
" ('Teller', 'Clerk/Treasurer'),\n",
" ('Teller', 'Council Member Ward1'),\n",
" ('Teller', 'Council Member Ward 2'),\n",
" ('Teller', 'Mayor'),\n",
" ('Teller', 'Cripple Creek-Victor School District RE1 3A'),\n",
" ('Teller', 'School Board District B'),\n",
" ('Teller', 'School Board District D'),\n",
" ('Teller', 'School Board District E'),\n",
" ('Teller', 'Green Mountain Falls-Chipita Park Fire Protection District 4A'),\n",
" ('Weld', 'Ault Fire Protection District Ballot Issue 5B'),\n",
" ('Weld', 'Brighton School District 27J Ballot Issue 3D'),\n",
" ('Weld', 'Brighton School District 27J Director District No. 2'),\n",
" ('Weld', 'Brighton School District 27J Director District No. 4'),\n",
" ('Weld', 'Brighton School District 27J Director District No. 5'),\n",
" ('Weld', 'Brighton School District 27J Director District No. 6'),\n",
" ('Weld', 'City of Brighton BALLOT ISSUE 2J'),\n",
" ('Weld', 'City of Brighton Councilmember Ward 1'),\n",
" ('Weld', 'City of Brighton Councilmember Ward 2'),\n",
" ('Weld', 'City of Brighton Mayor'),\n",
" ('Weld', 'City of Dacono Ballot Question 2F'),\n",
" ('Weld', 'City of Dacono Ballot Question 2G'),\n",
" ('Weld', 'City of Dacono Ballot Question 2H'),\n",
" ('Weld', 'City of Dacono Ballot Question 2I'),\n",
" ('Weld', 'City of Dacono Ballot Question 2J'),\n",
" ('Weld', 'City of Dacono Council Members'),\n",
" ('Weld', 'City of Fort Lupton Ballot Question 2C'),\n",
" ('Weld', 'City of Fort Lupton Mayor at Large'),\n",
" ('Weld', 'City of Fort Lupton Ward I Councilmember'),\n",
" ('Weld', 'City of Fort Lupton Ward II Councilmember'),\n",
" ('Weld', 'City of Fort Lupton Ward III Councilmember'),\n",
" ('Weld', 'City of Greeley At-Large Councilmember'),\n",
" ('Weld', 'City of Greeley Ballot Issue 2K'),\n",
" ('Weld', 'City of Greeley Ballot Question 2L'),\n",
" ('Weld', 'City of Greeley Ballot Question 2M'),\n",
" ('Weld', 'City of Greeley Ballot Question 2N'),\n",
" ('Weld', 'City of Greeley Ballot Question 2O'),\n",
" ('Weld', 'City of Greeley Ballot Question 2P'),\n",
" ('Weld', 'City of Greeley Mayor'),\n",
" ('Weld', 'City of Greeley Ward II Councilmember'),\n",
" ('Weld', 'City of Greeley Ward III Councilmember'),\n",
" ('Weld', 'Clearview Library Ballot Issue 5A'),\n",
" ('Weld',\n",
" 'Front Range Fire Rescue Fire Protection District Ballot Question 5C'),\n",
" ('Weld', 'Milliken Fire Protection District Ballot Issue 5D'),\n",
" ('Weld', 'Milliken Fire Protection District Ballot Question 5E'),\n",
" ('Weld', 'Pawnee School District RE-12 Ballot Issue 3C'),\n",
" ('Weld', 'Pawnee School District RE-12 Board of Education'),\n",
" ('Weld',\n",
" 'Thompson School District R2-J Board of Education Director District B'),\n",
" ('Weld',\n",
" 'Thompson School District R2-J Board of Education Director District E'),\n",
" ('Weld',\n",
" 'Thompson School District R2-J Board of Education Director District F'),\n",
" ('Weld', 'Town of Berthoud Ballot Issue 2A'),\n",
" ('Weld', 'Town of Firestone Ballot Issue 2A'),\n",
" ('Weld', 'Town of Firestone Ballot Question 2B'),\n",
" ('Weld', 'Town of Hudson Ballot Issue 2Q'),\n",
" ('Weld', 'Town of Lochbuie Ballot Issue 2D'),\n",
" ('Weld', 'Town of Lochbuie Ballot Issue 2E'),\n",
" ('Weld', 'Weld County Referred Ballot Question 1A'),\n",
" ('Weld', 'Weld County Referred Ballot Question 1B'),\n",
" ('Weld', 'Weld County School District 6 BALLOT ISSUE 3A'),\n",
" ('Weld', 'Weld County School District 6 Board of Education School Director'),\n",
" ('Weld', 'Weld County School RE-10J Ballot Issue 3B'),\n",
" ('Weld', 'Weld County School District RE-10J Director District B'),\n",
" ('Weld', 'Weld County School District RE-10J Director District C'),\n",
" ('Weld', 'Weld County School District RE-5J Director District A'),\n",
" ('Weld', 'Weld County School District RE-5J Director District C'),\n",
" ('Weld', 'Weld County School District RE-5J Director District E'),\n",
" ('Weld', 'Weld County School District RE-9 Director District A'),\n",
" ('Weld', 'Weld County School District RE-9 Director District C'),\n",
" ('Weld', 'Weld Re-8 School District Director District C'),\n",
" ('Weld', 'Weld Re-8 School District Director District D'),\n",
" ('Weld', 'Weld Re-8 School District Director District F'),\n",
" ('Weld', 'Weld Re-8 School District Director District G'),\n",
" ('Weld', 'Wiggins School District RE-50J Board of Education At Large'),\n",
" ('Yuma', 'Ballot Question 2I'),\n",
" ('Yuma', 'Ballot Question 2J'),\n",
" ('Yuma', 'Wray City Council'),\n",
" ('Yuma', 'BALLOT ISSUE 3A: GENERAL FUND OVERRIDE'),\n",
" ('Yuma', 'RE-2J Board of Education Director'),\n",
" ('Yuma', 'RE-1J School Board Director'),\n",
" ('Yuma', 'RJ - 3 Directors-At Large Four Year Term'),\n",
" ('Yuma', 'Yuma 1 School Board Director - 2 yr term'),\n",
" ('Yuma', 'Yuma 1 School Board Director - 4 yr term')]"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"namemap"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"mapping_df = pd.read_csv('/srv/s/electionaudits/ColoradoRLA/neal_ignore/2018-rfi/rfi/2017_General_Election_CVR_and_ENR_Data.csv')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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" <th>6</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>Brighton School District 27J Ballot Issue 3D</td>\n",
" <td>Ballot Issue 3D</td>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>Brighton School District 27J Director District...</td>\n",
" <td>School Director District No. 4 Adams</td>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>Brighton School District 27J Director District...</td>\n",
" <td>27J School Director - District 4</td>\n",
" <td>9</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>Brighton School District 27J Director District...</td>\n",
" <td>27J School Director - District 5</td>\n",
" <td>10</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>Brighton School District 27J Director District...</td>\n",
" <td>27J School Director - District 6</td>\n",
" <td>11</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>Byers School District 32J Ballot Question 3A</td>\n",
" <td>Ballot Question 3A</td>\n",
" <td>12</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>Byers School District 32J Ballot Question 3B</td>\n",
" <td>Ballot Question 3B</td>\n",
" <td>13</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>Byers School District 32J School Board Director</td>\n",
" <td>32J School Board Director</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>City of Arvada Councilmember At Large</td>\n",
" <td>Arvada Councilmember At Large</td>\n",
" <td>15</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>City of Aurora Ballot Question 2K</td>\n",
" <td>Ballot Question 2K</td>\n",
" <td>16</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>City of Aurora Council Member At-Large</td>\n",
" <td>Aurora Council Member - At Large</td>\n",
" <td>17</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>City of Aurora Council Member Ward I</td>\n",
" <td>Aurora Council Member Ward 1</td>\n",
" <td>18</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>City of Aurora Council Member Ward II</td>\n",
" <td>Aurora Council Member Ward 2</td>\n",
" <td>19</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>City of Brighton Ballot Issue 2J</td>\n",
" <td>Ballot Issue 2J</td>\n",
" <td>20</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>City of Brighton Councilmember Ward 1</td>\n",
" <td>Brighton City Council - Ward 1</td>\n",
" <td>21</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>City of Brighton Councilmember Ward 2</td>\n",
" <td>Brighton City Council - Ward 2</td>\n",
" <td>22</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Adams</td>\n",
" <td>No</td>\n",
" <td>City of Brighton Councilmember Ward 3</td>\n",
" <td>Brighton City Council - Ward 3</td>\n",
" <td>23</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Adams</td>\n",
" <td>No</td>\n",
" <td>City of Brighton Councilmember Ward 4</td>\n",
" <td>Brighton City Council - Ward 4</td>\n",
" <td>24</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Adams</td>\n",
" <td>Yes</td>\n",
" <td>City of Brighton Mayor</td>\n",
" <td>Brighton Mayor</td>\n",
" <td>25</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Adams</td>\n",
" <td>No</td>\n",
" <td>City of Commerce City Ballot Issue 2C</td>\n",
" <td>Ballot Issue 2C</td>\n",
" <td>26</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Adams</td>\n",
" <td>No</td>\n",
" <td>City of Commerce City Councilmember - At Large</td>\n",
" <td>Commerce City Councilmember - At Large</td>\n",
" <td>27</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Adams</td>\n",
" <td>No</td>\n",
" <td>City of Commerce City Councilmember - Ward I</td>\n",
" <td>Commerce City Councilmember - Ward I</td>\n",
" <td>28</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Adams</td>\n",
" <td>No</td>\n",
" <td>City of Commerce City Councilmember - Ward III</td>\n",
" <td>Commerce City Councilmember - Ward III</td>\n",
" <td>29</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Adams</td>\n",
" <td>No</td>\n",
" <td>City of Federal Heights Ballot Issue 2L</td>\n",
" <td>Ballot Issue 2L</td>\n",
" <td>30</td>\n",
" <td>1</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",
" </tr>\n",
" <tr>\n",
" <th>805</th>\n",
" <td>Weld</td>\n",
" <td>No</td>\n",
" <td>Town of Firestone Ballot Question 2B</td>\n",
" <td>Town of Firestone Ballot Question 2B</td>\n",
" <td>806</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>806</th>\n",
" <td>Weld</td>\n",
" <td>No</td>\n",
" <td>Town of Hudson Ballot Issue 2Q</td>\n",
" <td>Town of Hudson Ballot Issue 2Q</td>\n",
" <td>807</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>807</th>\n",
" <td>Weld</td>\n",
" <td>Yes</td>\n",
" <td>Town of Lochbuie Ballot Issue 2D</td>\n",
" <td>Town of Lochbuie Ballot Issue 2D</td>\n",
" <td>808</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>808</th>\n",
" <td>Weld</td>\n",
" <td>Yes</td>\n",
" <td>Town of Lochbuie Ballot Issue 2E</td>\n",
" <td>Town of Lochbuie Ballot Issue 2E</td>\n",
" <td>809</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>809</th>\n",
" <td>Weld</td>\n",
" <td>No</td>\n",
" <td>Weld County Referred Ballot Question 1A</td>\n",
" <td>Weld County Referred Ballot Question 1A</td>\n",
" <td>810</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810</th>\n",
" <td>Weld</td>\n",
" <td>No</td>\n",
" <td>Weld County Referred Ballot Question 1B</td>\n",
" <td>Weld County Referred Ballot Question 1B</td>\n",
" <td>811</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>811</th>\n",
" <td>Weld</td>\n",
" <td>No</td>\n",
" <td>Weld County School District 6 Ballot Issue 3A</td>\n",
" <td>Weld County School District 6 BALLOT ISSUE 3A</td>\n",
" <td>812</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>812</th>\n",
" <td>Weld</td>\n",
" <td>No</td>\n",
" <td>Weld County School District 6 Board of Educati...</td>\n",
" <td>Weld County School District 6 Board of Educati...</td>\n",
" <td>813</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>813</th>\n",
" <td>Weld</td>\n",
" <td>Yes</td>\n",
" <td>Weld County School District RE-10J Ballot Issu...</td>\n",
" <td>Weld County School RE-10J Ballot Issue 3B</td>\n",
" <td>814</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>814</th>\n",
" <td>Weld</td>\n",
" <td>Yes</td>\n",
" <td>Weld County School District RE-10J Director Di...</td>\n",
" <td>Weld County School District RE-10J Director Di...</td>\n",
" <td>815</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>815</th>\n",
" <td>Weld</td>\n",
" <td>Yes</td>\n",
" <td>Weld County School District RE-10J Director Di...</td>\n",
" <td>Weld County School District RE-10J Director Di...</td>\n",
" <td>816</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>816</th>\n",
" <td>Weld</td>\n",
" <td>Yes</td>\n",
" <td>Weld County School District RE-5J Director Dis...</td>\n",
" <td>Weld County School District RE-5J Director Dis...</td>\n",
" <td>817</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>817</th>\n",
" <td>Weld</td>\n",
" <td>Yes</td>\n",
" <td>Weld County School District RE-5J Director Dis...</td>\n",
" <td>Weld County School District RE-5J Director Dis...</td>\n",
" <td>818</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>818</th>\n",
" <td>Weld</td>\n",
" <td>Yes</td>\n",
" <td>Weld County School District RE-5J Director Dis...</td>\n",
" <td>Weld County School District RE-5J Director Dis...</td>\n",
" <td>819</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>819</th>\n",
" <td>Weld</td>\n",
" <td>No</td>\n",
" <td>Weld County School District RE-9 Director Dist...</td>\n",
" <td>Weld County School District RE-9 Director Dist...</td>\n",
" <td>820</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>820</th>\n",
" <td>Weld</td>\n",
" <td>No</td>\n",
" <td>Weld County School District RE-9 Director Dist...</td>\n",
" <td>Weld County School District RE-9 Director Dist...</td>\n",
" <td>821</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>821</th>\n",
" <td>Weld</td>\n",
" <td>Yes</td>\n",
" <td>Weld RE-8 School District Director District C</td>\n",
" <td>Weld Re-8 School District Director District C</td>\n",
" <td>822</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>822</th>\n",
" <td>Weld</td>\n",
" <td>Yes</td>\n",
" <td>Weld RE-8 School District Director District D</td>\n",
" <td>Weld Re-8 School District Director District D</td>\n",
" <td>823</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>823</th>\n",
" <td>Weld</td>\n",
" <td>Yes</td>\n",
" <td>Weld RE-8 School District Director District F</td>\n",
" <td>Weld Re-8 School District Director District F</td>\n",
" <td>824</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>824</th>\n",
" <td>Weld</td>\n",
" <td>Yes</td>\n",
" <td>Weld RE-8 School District Director District G</td>\n",
" <td>Weld Re-8 School District Director District G</td>\n",
" <td>825</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>825</th>\n",
" <td>Weld</td>\n",
" <td>Yes</td>\n",
" <td>Wiggins School District RE-50J Board of Educat...</td>\n",
" <td>Wiggins School District RE-50J Board of Educat...</td>\n",
" <td>826</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>826</th>\n",
" <td>Yuma</td>\n",
" <td>No</td>\n",
" <td>City of Wray Ballot Question 2I</td>\n",
" <td>Ballot Question 2I</td>\n",
" <td>827</td>\n",
" <td>58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>827</th>\n",
" <td>Yuma</td>\n",
" <td>No</td>\n",
" <td>City of Wray Ballot Question 2J</td>\n",
" <td>Ballot Question 2J</td>\n",
" <td>828</td>\n",
" <td>58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>828</th>\n",
" <td>Yuma</td>\n",
" <td>No</td>\n",
" <td>City of Wray City Council</td>\n",
" <td>Wray City Council</td>\n",
" <td>829</td>\n",
" <td>58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>829</th>\n",
" <td>Yuma</td>\n",
" <td>Yes</td>\n",
" <td>Haxtun School District RE-2J Ballot Issue 3A</td>\n",
" <td>BALLOT ISSUE 3A: GENERAL FUND OVERRIDE</td>\n",
" <td>830</td>\n",
" <td>58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>830</th>\n",
" <td>Yuma</td>\n",
" <td>Yes</td>\n",
" <td>Haxtun School District RE-2J Board of Educatio...</td>\n",
" <td>RE-2J Board of Education Director</td>\n",
" <td>831</td>\n",
" <td>58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>831</th>\n",
" <td>Yuma</td>\n",
" <td>Yes</td>\n",
" <td>Holyoke School District RE-1J School Board Dir...</td>\n",
" <td>RE-1J School Board Director</td>\n",
" <td>832</td>\n",
" <td>58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>832</th>\n",
" <td>Yuma</td>\n",
" <td>Yes</td>\n",
" <td>Idalia School District RJ-3 Directors - At Large</td>\n",
" <td>RJ - 3 Directors-At Large Four Year Term</td>\n",
" <td>833</td>\n",
" <td>58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>833</th>\n",
" <td>Yuma</td>\n",
" <td>No</td>\n",
" <td>Yuma School District-1 School Board Director -...</td>\n",
" <td>Yuma 1 School Board Director - 2 yr term</td>\n",
" <td>834</td>\n",
" <td>58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>834</th>\n",
" <td>Yuma</td>\n",
" <td>No</td>\n",
" <td>Yuma School District-1 School Board Director -...</td>\n",
" <td>Yuma 1 School Board Director - 4 yr term</td>\n",
" <td>835</td>\n",
" <td>58</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>835 rows × 6 columns</p>\n",
"</div>"
],
"text/plain": [
" County Multi-County? ENR Export Data Contest Name \\\n",
"0 Adams Yes Adams 12 Five Star Schools Director District N... \n",
"1 Adams Yes Adams 12 Five Star Schools Director District N... \n",
"2 Adams No Adams County School District 14 School Board D... \n",
"3 Adams Yes Adams-Arapahoe School District 28J Board of Di... \n",
"4 Adams Yes Bennett Fire Protection District No. 7 Ballot ... \n",
"5 Adams Yes Bennett School District 29J School Director At... \n",
"6 Adams Yes Brighton School District 27J Ballot Issue 3D \n",
"7 Adams Yes Brighton School District 27J Director District... \n",
"8 Adams Yes Brighton School District 27J Director District... \n",
"9 Adams Yes Brighton School District 27J Director District... \n",
"10 Adams Yes Brighton School District 27J Director District... \n",
"11 Adams Yes Byers School District 32J Ballot Question 3A \n",
"12 Adams Yes Byers School District 32J Ballot Question 3B \n",
"13 Adams Yes Byers School District 32J School Board Director \n",
"14 Adams Yes City of Arvada Councilmember At Large \n",
"15 Adams Yes City of Aurora Ballot Question 2K \n",
"16 Adams Yes City of Aurora Council Member At-Large \n",
"17 Adams Yes City of Aurora Council Member Ward I \n",
"18 Adams Yes City of Aurora Council Member Ward II \n",
"19 Adams Yes City of Brighton Ballot Issue 2J \n",
"20 Adams Yes City of Brighton Councilmember Ward 1 \n",
"21 Adams Yes City of Brighton Councilmember Ward 2 \n",
"22 Adams No City of Brighton Councilmember Ward 3 \n",
"23 Adams No City of Brighton Councilmember Ward 4 \n",
"24 Adams Yes City of Brighton Mayor \n",
"25 Adams No City of Commerce City Ballot Issue 2C \n",
"26 Adams No City of Commerce City Councilmember - At Large \n",
"27 Adams No City of Commerce City Councilmember - Ward I \n",
"28 Adams No City of Commerce City Councilmember - Ward III \n",
"29 Adams No City of Federal Heights Ballot Issue 2L \n",
".. ... ... ... \n",
"805 Weld No Town of Firestone Ballot Question 2B \n",
"806 Weld No Town of Hudson Ballot Issue 2Q \n",
"807 Weld Yes Town of Lochbuie Ballot Issue 2D \n",
"808 Weld Yes Town of Lochbuie Ballot Issue 2E \n",
"809 Weld No Weld County Referred Ballot Question 1A \n",
"810 Weld No Weld County Referred Ballot Question 1B \n",
"811 Weld No Weld County School District 6 Ballot Issue 3A \n",
"812 Weld No Weld County School District 6 Board of Educati... \n",
"813 Weld Yes Weld County School District RE-10J Ballot Issu... \n",
"814 Weld Yes Weld County School District RE-10J Director Di... \n",
"815 Weld Yes Weld County School District RE-10J Director Di... \n",
"816 Weld Yes Weld County School District RE-5J Director Dis... \n",
"817 Weld Yes Weld County School District RE-5J Director Dis... \n",
"818 Weld Yes Weld County School District RE-5J Director Dis... \n",
"819 Weld No Weld County School District RE-9 Director Dist... \n",
"820 Weld No Weld County School District RE-9 Director Dist... \n",
"821 Weld Yes Weld RE-8 School District Director District C \n",
"822 Weld Yes Weld RE-8 School District Director District D \n",
"823 Weld Yes Weld RE-8 School District Director District F \n",
"824 Weld Yes Weld RE-8 School District Director District G \n",
"825 Weld Yes Wiggins School District RE-50J Board of Educat... \n",
"826 Yuma No City of Wray Ballot Question 2I \n",
"827 Yuma No City of Wray Ballot Question 2J \n",
"828 Yuma No City of Wray City Council \n",
"829 Yuma Yes Haxtun School District RE-2J Ballot Issue 3A \n",
"830 Yuma Yes Haxtun School District RE-2J Board of Educatio... \n",
"831 Yuma Yes Holyoke School District RE-1J School Board Dir... \n",
"832 Yuma Yes Idalia School District RJ-3 Directors - At Large \n",
"833 Yuma No Yuma School District-1 School Board Director -... \n",
"834 Yuma No Yuma School District-1 School Board Director -... \n",
"\n",
" CVR Export Data County Contest Name Unnamed: 4 Unnamed: 5 \n",
"0 Adams 12 Director District No 3 1 1 \n",
"1 Adams 12 Director District No 4 2 1 \n",
"2 School Director District No. 4 Adams 3 1 \n",
"3 School Director District No. 4 Adams 4 1 \n",
"4 Ballot Issue 4D 5 1 \n",
"5 School Director District No. 4 Adams 6 1 \n",
"6 Ballot Issue 3D 7 1 \n",
"7 School Director District No. 4 Adams 8 1 \n",
"8 27J School Director - District 4 9 1 \n",
"9 27J School Director - District 5 10 1 \n",
"10 27J School Director - District 6 11 1 \n",
"11 Ballot Question 3A 12 1 \n",
"12 Ballot Question 3B 13 1 \n",
"13 32J School Board Director 14 1 \n",
"14 Arvada Councilmember At Large 15 1 \n",
"15 Ballot Question 2K 16 1 \n",
"16 Aurora Council Member - At Large 17 1 \n",
"17 Aurora Council Member Ward 1 18 1 \n",
"18 Aurora Council Member Ward 2 19 1 \n",
"19 Ballot Issue 2J 20 1 \n",
"20 Brighton City Council - Ward 1 21 1 \n",
"21 Brighton City Council - Ward 2 22 1 \n",
"22 Brighton City Council - Ward 3 23 1 \n",
"23 Brighton City Council - Ward 4 24 1 \n",
"24 Brighton Mayor 25 1 \n",
"25 Ballot Issue 2C 26 1 \n",
"26 Commerce City Councilmember - At Large 27 1 \n",
"27 Commerce City Councilmember - Ward I 28 1 \n",
"28 Commerce City Councilmember - Ward III 29 1 \n",
"29 Ballot Issue 2L 30 1 \n",
".. ... ... ... \n",
"805 Town of Firestone Ballot Question 2B 806 57 \n",
"806 Town of Hudson Ballot Issue 2Q 807 57 \n",
"807 Town of Lochbuie Ballot Issue 2D 808 57 \n",
"808 Town of Lochbuie Ballot Issue 2E 809 57 \n",
"809 Weld County Referred Ballot Question 1A 810 57 \n",
"810 Weld County Referred Ballot Question 1B 811 57 \n",
"811 Weld County School District 6 BALLOT ISSUE 3A 812 57 \n",
"812 Weld County School District 6 Board of Educati... 813 57 \n",
"813 Weld County School RE-10J Ballot Issue 3B 814 57 \n",
"814 Weld County School District RE-10J Director Di... 815 57 \n",
"815 Weld County School District RE-10J Director Di... 816 57 \n",
"816 Weld County School District RE-5J Director Dis... 817 57 \n",
"817 Weld County School District RE-5J Director Dis... 818 57 \n",
"818 Weld County School District RE-5J Director Dis... 819 57 \n",
"819 Weld County School District RE-9 Director Dist... 820 57 \n",
"820 Weld County School District RE-9 Director Dist... 821 57 \n",
"821 Weld Re-8 School District Director District C 822 57 \n",
"822 Weld Re-8 School District Director District D 823 57 \n",
"823 Weld Re-8 School District Director District F 824 57 \n",
"824 Weld Re-8 School District Director District G 825 57 \n",
"825 Wiggins School District RE-50J Board of Educat... 826 57 \n",
"826 Ballot Question 2I 827 58 \n",
"827 Ballot Question 2J 828 58 \n",
"828 Wray City Council 829 58 \n",
"829 BALLOT ISSUE 3A: GENERAL FUND OVERRIDE 830 58 \n",
"830 RE-2J Board of Education Director 831 58 \n",
"831 RE-1J School Board Director 832 58 \n",
"832 RJ - 3 Directors-At Large Four Year Term 833 58 \n",
"833 Yuma 1 School Board Director - 2 yr term 834 58 \n",
"834 Yuma 1 School Board Director - 4 yr term 835 58 \n",
"\n",
"[835 rows x 6 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mapping_df"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<pandas.core.groupby.DataFrameGroupBy object at 0x7fe4b6e01ba8>"
]
},
"execution_count": 55,
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}
],
"source": [
"x = mapping_df.groupby(['County', 'CVR Export Data County Contest Name'])"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"x = _"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
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" ('Conejos', 'Director District 4'): Int64Index([219], dtype='int64'),\n",
" ('Conejos', 'Director District A'): Int64Index([220], dtype='int64'),\n",
" ('Conejos', 'Director District B'): Int64Index([221], dtype='int64'),\n",
" ('Conejos', 'Director District C'): Int64Index([222], dtype='int64'),\n",
" ('Conejos',\n",
" 'PROPOSITION 3A CHANGE IN PLAN OF REPRESENTATION OF SCHOOL DIRECTORS FOR SOUTH CONEJOS SCHOOL DISTRICT'): Int64Index([223], dtype='int64'),\n",
" ('Costilla',\n",
" 'Centennial R-1 Director - District 3'): Int64Index([225], dtype='int64'),\n",
" ('Costilla',\n",
" 'Centennial R-1 Director - District 4'): Int64Index([226], dtype='int64'),\n",
" ('Costilla',\n",
" 'Centennial R-1 Director- District 2'): Int64Index([224], dtype='int64'),\n",
" ('Costilla',\n",
" 'Sierra Grande R - 30 Director - District 1'): Int64Index([227], dtype='int64'),\n",
" ('Costilla',\n",
" 'Sierra Grande R - 30 Director - District 3'): Int64Index([228], dtype='int64'),\n",
" ('Crowley', 'Ballot Issue 3A'): Int64Index([229], dtype='int64'),\n",
" ('Crowley', 'Ballot Issue 3B'): Int64Index([230], dtype='int64'),\n",
" ('Crowley', 'Ballot Issue 3C'): Int64Index([232], dtype='int64'),\n",
" ('Crowley', 'Director At Large - RE.1J'): Int64Index([231], dtype='int64'),\n",
" ('Crowley', 'Director at Large - 3J'): Int64Index([233], dtype='int64'),\n",
" ('Custer',\n",
" 'BALLOT QUESTION 1A Custer County'): Int64Index([234], dtype='int64'),\n",
" ('Custer',\n",
" 'Ballot Issue 3A: Custer County'): Int64Index([235], dtype='int64'),\n",
" ('Custer',\n",
" 'DIRECTOR DISTRICT 1 TWO YEAR TERM'): Int64Index([236], dtype='int64'),\n",
" ('Custer',\n",
" 'DIRECTOR DISTRICT 4 FOUR YEAR TERM'): Int64Index([237], dtype='int64'),\n",
" ('Custer',\n",
" 'DIRECTOR DISTRICT 5 FOUR YEAR TERM'): Int64Index([238], dtype='int64'),\n",
" ('Custer',\n",
" 'DIRECTOR DISTRICT E TWO YEAR TERM'): Int64Index([243], dtype='int64'),\n",
" ('Custer',\n",
" 'DIRECTOR DISTRICT F FOUR YEAR TERM'): Int64Index([244], dtype='int64'),\n",
" ('Custer',\n",
" 'District 1 Successor Candidates'): Int64Index([239], dtype='int64'),\n",
" ('Custer',\n",
" 'District 2 Successor Candidates'): Int64Index([240], dtype='int64'),\n",
" ('Custer',\n",
" 'District 3 Successor Candidates'): Int64Index([241], dtype='int64'),\n",
" ('Custer', 'Question 3C Fremont'): Int64Index([242], dtype='int64'),\n",
" ('Custer',\n",
" 'Recall County Commissioner District 1'): Int64Index([245], dtype='int64'),\n",
" ('Custer',\n",
" 'Recall County Commissioner District 2'): Int64Index([246], dtype='int64'),\n",
" ('Custer',\n",
" 'Recall County Commissioner District 3'): Int64Index([247], dtype='int64'),\n",
" ('Delta',\n",
" 'Delta County Ambulance District Ballot Issue 5A'): Int64Index([248], dtype='int64'),\n",
" ('Delta',\n",
" 'Town of Crawford Ballot Issue 2A'): Int64Index([249], dtype='int64'),\n",
" ('Denver', 'Director District 2'): Int64Index([260], dtype='int64'),\n",
" ('Denver', 'Director District 3'): Int64Index([261], dtype='int64'),\n",
" ('Denver', 'Director District 4'): Int64Index([262], dtype='int64'),\n",
" ('Denver', 'Director at Large'): Int64Index([259], dtype='int64'),\n",
" ('Denver', 'Initiated Ordinance 300'): Int64Index([250], dtype='int64'),\n",
" ('Denver', 'Referred Question 2A'): Int64Index([251], dtype='int64'),\n",
" ('Denver', 'Referred Question 2B'): Int64Index([252], dtype='int64'),\n",
" ('Denver', 'Referred Question 2C'): Int64Index([253], dtype='int64'),\n",
" ('Denver', 'Referred Question 2D'): Int64Index([254], dtype='int64'),\n",
" ('Denver', 'Referred Question 2E'): Int64Index([255], dtype='int64'),\n",
" ('Denver', 'Referred Question 2F'): Int64Index([256], dtype='int64'),\n",
" ('Denver', 'Referred Question 2G'): Int64Index([257], dtype='int64'),\n",
" ('Denver', 'Referred Question 2H'): Int64Index([258], dtype='int64'),\n",
" ('Denver',\n",
" 'Valley Sanitation District Ballot Issue 4A'): Int64Index([263], dtype='int64'),\n",
" ('Douglas', 'Ballot Issue 2C'): Int64Index([272], dtype='int64'),\n",
" ('Douglas', 'Ballot Issue 2D'): Int64Index([273], dtype='int64'),\n",
" ('Douglas', 'Ballot Issue 4B'): Int64Index([281], dtype='int64'),\n",
" ('Douglas', 'Ballot Issue 4C'): Int64Index([282], dtype='int64'),\n",
" ('Douglas', 'Ballot Issue 5A'): Int64Index([280], dtype='int64'),\n",
" ('Douglas',\n",
" 'Ballot Question 2K Amend Aurora City Charter Section 3-6'): Int64Index([264], dtype='int64'),\n",
" ('Douglas',\n",
" 'Ballot Question 300 Castle Rock Charter Amendment'): Int64Index([283], dtype='int64'),\n",
" ('Douglas', 'City Council, Ward 1'): Int64Index([266], dtype='int64'),\n",
" ('Douglas', 'City Council, Ward 2'): Int64Index([267, 268], dtype='int64'),\n",
" ('Douglas', 'City Council, Ward 3'): Int64Index([269, 270], dtype='int64'),\n",
" ('Douglas', 'Council Member At Large'): Int64Index([274], dtype='int64'),\n",
" ('Douglas', 'Council Member At-Large'): Int64Index([265], dtype='int64'),\n",
" ('Douglas', 'Council Member District III'): Int64Index([275], dtype='int64'),\n",
" ('Douglas', 'Mayor'): Int64Index([271], dtype='int64'),\n",
" ('Douglas',\n",
" 'School Board Director, District B'): Int64Index([276], dtype='int64'),\n",
" ('Douglas',\n",
" 'School Board Director, District D'): Int64Index([277], dtype='int64'),\n",
" ('Douglas',\n",
" 'School Board Director, District E'): Int64Index([278], dtype='int64'),\n",
" ('Douglas',\n",
" 'School Board Director, District G'): Int64Index([279], dtype='int64'),\n",
" ('Eagle',\n",
" 'BALLOT ISSUE 1A - FUNDING TO SUPPORT MENTAL HEALTH AND SUBSTANCE ABUSE SERVICES IN EAGLE COUNTY THROUGH THE TAXATION OF RETAI...'): Int64Index([289], dtype='int64'),\n",
" ('Eagle', 'BALLOT ISSUE 2D'): Int64Index([296], dtype='int64'),\n",
" ('Eagle', 'BALLOT ISSUE 2F'): Int64Index([300], dtype='int64'),\n",
" ('Eagle', 'BALLOT ISSUE 5A'): Int64Index([288], dtype='int64'),\n",
" ('Eagle', 'BALLOT ISSUE NO. 4B'): Int64Index([284], dtype='int64'),\n",
" ('Eagle',\n",
" 'BALLOT QUESTION 1B - Broadband Service Authorization'): Int64Index([290], dtype='int64'),\n",
" ('Eagle', 'BALLOT QUESTION 2A'): Int64Index([299], dtype='int64'),\n",
" ('Eagle',\n",
" 'BALLOT QUESTION 2B - Broadband Service Authorization'): Int64Index([295], dtype='int64'),\n",
" ('Eagle',\n",
" 'BALLOT QUESTION 2C - Broadband Services'): Int64Index([297], dtype='int64'),\n",
" ('Eagle', 'BALLOT QUESTION 2E'): Int64Index([298], dtype='int64'),\n",
" ('Eagle', 'BALLOT QUESTION 2G'): Int64Index([301], dtype='int64'),\n",
" ('Eagle',\n",
" 'FOR BOARD OF TRUSTEES DIRECTOR DISTRICT NO. 1'): Int64Index([285], dtype='int64'),\n",
" ('Eagle',\n",
" 'FOR BOARD OF TRUSTEES DIRECTOR DISTRICT NO. 3'): Int64Index([286], dtype='int64'),\n",
" ('Eagle',\n",
" 'FOR BOARD OF TRUSTEES DIRECTOR DISTRICT NO. 7'): Int64Index([287], dtype='int64'),\n",
" ('Eagle',\n",
" 'For School Board Directors Eagle County School District RE50J District E'): Int64Index([293], dtype='int64'),\n",
" ('Eagle',\n",
" 'School Board Director District B'): Int64Index([291], dtype='int64'),\n",
" ('Eagle',\n",
" 'School Board Director District E'): Int64Index([292], dtype='int64'),\n",
" ('Eagle',\n",
" 'School Board Director District G'): Int64Index([294], dtype='int64'),\n",
" ('El Paso',\n",
" 'Academy School District 20 - Director - 4yr'): Int64Index([302], dtype='int64'),\n",
" ('El Paso',\n",
" 'Big Sandy School District 100J - Director - 2 yr'): Int64Index([303], dtype='int64'),\n",
" ('El Paso',\n",
" 'Big Sandy School District 100J - Director - 4 yr'): Int64Index([304], dtype='int64'),\n",
" ('El Paso',\n",
" 'Cheyenne Mountain School District 12 - 3D'): Int64Index([305], dtype='int64'),\n",
" ('El Paso',\n",
" 'Cheyenne Mountain School District 12 - Director - 2 yr'): Int64Index([306], dtype='int64'),\n",
" ('El Paso',\n",
" 'Cheyenne Mountain School District 12 - Director - 4 yr'): Int64Index([307], dtype='int64'),\n",
" ('El Paso',\n",
" 'City of Colorado Springs - 2A'): Int64Index([308], dtype='int64'),\n",
" ('El Paso', 'City of Manitou Springs - 2B'): Int64Index([309], dtype='int64'),\n",
" ('El Paso', 'City of Manitou Springs - 2C'): Int64Index([310], dtype='int64'),\n",
" ('El Paso',\n",
" 'City of Manitou Springs - Mayor'): Int64Index([314], dtype='int64'),\n",
" ('El Paso',\n",
" 'Colorado Springs School District 11 - 3E'): Int64Index([315], dtype='int64'),\n",
" ('El Paso',\n",
" 'Colorado Springs School District 11 - Director - 2 yr'): Int64Index([316], dtype='int64'),\n",
" ('El Paso',\n",
" 'Colorado Springs School District 11 - Director - 4 yr'): Int64Index([317], dtype='int64'),\n",
" ('El Paso',\n",
" 'Donald Wescott Fire Protection District Northern Subdistrict - 5C'): Int64Index([318], dtype='int64'),\n",
" ('El Paso', 'El Paso County - 1A'): Int64Index([319], dtype='int64'),\n",
" ('El Paso',\n",
" 'Fountain-Fort Carson School District 8 - Director - 4 yr'): Int64Index([320], dtype='int64'),\n",
" ('El Paso',\n",
" 'Fremont RE-2 School District - 3C'): Int64Index([321], dtype='int64'),\n",
" ('El Paso',\n",
" 'Fremont RE2 School District E - Director - 2 yr'): Int64Index([322], dtype='int64'),\n",
" ('El Paso',\n",
" 'Fremont RE2 School District F'): Int64Index([323], dtype='int64'),\n",
" ('El Paso',\n",
" 'Green Mountain Falls - Chipita Park Fire Protection District - 4A'): Int64Index([324], dtype='int64'),\n",
" ('El Paso',\n",
" 'Hanover School District 28 - 3F'): Int64Index([325], dtype='int64'),\n",
" ('El Paso',\n",
" 'Hanover School District 28 - Director - 4 yr'): Int64Index([326], dtype='int64'),\n",
" ('El Paso',\n",
" 'Harrison School District 2 - Director - 4 yr'): Int64Index([327], dtype='int64'),\n",
" ('El Paso',\n",
" 'Lewis Palmer School District 38 - Director District 1 - 4 yr'): Int64Index([328], dtype='int64'),\n",
" ('El Paso',\n",
" 'Lewis Palmer School District 38 - Director District 3 - 4 yr'): Int64Index([329], dtype='int64'),\n",
" ('El Paso',\n",
" 'Manitou Springs City Council Ward 1'): Int64Index([311], dtype='int64'),\n",
" ('El Paso',\n",
" 'Manitou Springs City Council Ward 2'): Int64Index([313], dtype='int64'),\n",
" ('El Paso',\n",
" 'Manitou Springs City Council Ward 3'): Int64Index([312], dtype='int64'),\n",
" ('El Paso',\n",
" 'Manitou Springs School District 14 - Director - 4 yr'): Int64Index([330], dtype='int64'),\n",
" ('El Paso',\n",
" 'Peyton School District 23JT - 3G'): Int64Index([331], dtype='int64'),\n",
" ('El Paso',\n",
" 'Peyton School District 23JT - 3H'): Int64Index([332], dtype='int64'),\n",
" ('El Paso',\n",
" 'Peyton School District 23JT - Director - 4 yr'): Int64Index([333], dtype='int64'),\n",
" ('El Paso',\n",
" 'Pikes Peak Rural Transportation Authority - 5B'): Int64Index([334], dtype='int64'),\n",
" ('El Paso',\n",
" 'Tri-Lakes Monument Fire Protection District - 5A'): Int64Index([335], dtype='int64'),\n",
" ('El Paso',\n",
" 'Widefield School District 3 - Director - 2 yr'): Int64Index([338], dtype='int64'),\n",
" ('El Paso',\n",
" 'Widefield School District 3 - Director - 4 yr'): Int64Index([339], dtype='int64'),\n",
" ('El Paso',\n",
" 'Widefield School District No. 3 - 3A'): Int64Index([336], dtype='int64'),\n",
" ('El Paso',\n",
" 'Widefield School District No. 3 - 3B'): Int64Index([337], dtype='int64'),\n",
" ('Elbert', 'BALLOT ISSUE 3G'): Int64Index([352], dtype='int64'),\n",
" ('Elbert', 'BALLOT ISSUE 5A'): Int64Index([349], dtype='int64'),\n",
" ('Elbert', 'BALLOT ISSUE 5B'): Int64Index([355], dtype='int64'),\n",
" ('Elbert', 'Ballot Question 1A'): Int64Index([347], dtype='int64'),\n",
" ('Elbert', 'Ballot Question 1B'): Int64Index([348], dtype='int64'),\n",
" ('Elbert', 'Ballot Question 3H'): Int64Index([353], dtype='int64'),\n",
" ('Elbert',\n",
" 'Douglas County School Board Director, District B'): Int64Index([343], dtype='int64'),\n",
" ('Elbert',\n",
" 'Douglas County School Board Director, District D'): Int64Index([344], dtype='int64'),\n",
" ('Elbert',\n",
" 'Douglas County School Board Director, District E'): Int64Index([345], dtype='int64'),\n",
" ('Elbert',\n",
" 'Douglas County School Board Director, District G'): Int64Index([346], dtype='int64'),\n",
" ('Elbert',\n",
" 'Elizabeth C-1 Board of Education Directors'): Int64Index([350], dtype='int64'),\n",
" ('Elbert',\n",
" 'Limon RE-4J School Board Director'): Int64Index([351], dtype='int64'),\n",
" ('Elbert',\n",
" 'Peyton 23-JT School Board Director'): Int64Index([354], dtype='int64'),\n",
" ('Elbert', 'School Board Director Agate'): Int64Index([340], dtype='int64'),\n",
" ('Elbert',\n",
" 'School Board Director Big Sandy 1'): Int64Index([341], dtype='int64'),\n",
" ('Elbert',\n",
" 'School Board Director Big Sandy 2'): Int64Index([342], dtype='int64'),\n",
" ('Fremont',\n",
" 'Canon City Council Member At-Large'): Int64Index([358], dtype='int64'),\n",
" ('Fremont',\n",
" 'Canon City Council Member District 1'): Int64Index([359], dtype='int64'),\n",
" ('Fremont',\n",
" 'Canon City Council Member District 3'): Int64Index([360], dtype='int64'),\n",
" ('Fremont', 'Canon City Mayor'): Int64Index([361], dtype='int64'),\n",
" ('Fremont', 'Director At Large'): Int64Index([377], dtype='int64'),\n",
" ('Fremont', 'Director District \"B\"'): Int64Index([372], dtype='int64'),\n",
" ('Fremont', 'Director District \"D\"'): Int64Index([373], dtype='int64'),\n",
" ('Fremont', 'Director District \"E\"'): Int64Index([374], dtype='int64'),\n",
" ('Fremont', 'Director District E'): Int64Index([370], dtype='int64'),\n",
" ('Fremont', 'Director District F'): Int64Index([371], dtype='int64'),\n",
" ('Fremont', 'District 1'): Int64Index([378], dtype='int64'),\n",
" ('Fremont', 'District 3'): Int64Index([379], dtype='int64'),\n",
" ('Fremont', 'District 5'): Int64Index([380], dtype='int64'),\n",
" ('Fremont',\n",
" 'Florence Council Member Ward 1'): Int64Index([362], dtype='int64'),\n",
" ('Fremont',\n",
" 'Florence Council Member Ward 2'): Int64Index([363], dtype='int64'),\n",
" ('Fremont',\n",
" 'Florence Council Member Ward 3'): Int64Index([364], dtype='int64'),\n",
" ('Fremont', 'Florence Mayor'): Int64Index([365], dtype='int64'),\n",
" ('Fremont', 'ISSUE 2A'): Int64Index([356], dtype='int64'),\n",
" ('Fremont', 'ISSUE 2B'): Int64Index([357], dtype='int64'),\n",
" ('Fremont',\n",
" 'ISSUE 3A GENERAL FUND OVERRIDE'): Int64Index([366], dtype='int64'),\n",
" ('Fremont',\n",
" 'ISSUE 3B GENERAL OBLIGATION BOND'): Int64Index([367], dtype='int64'),\n",
" ('Fremont', 'ISSUE 5A'): Int64Index([381], dtype='int64'),\n",
" ('Fremont', 'ISSUE 5B'): Int64Index([375], dtype='int64'),\n",
" ('Fremont', 'Issue 5C'): Int64Index([376], dtype='int64'),\n",
" ('Fremont', 'Question 3C'): Int64Index([369], dtype='int64'),\n",
" ('Fremont', 'RE-1 Directors (At Large)'): Int64Index([368], dtype='int64'),\n",
" ('Garfield',\n",
" 'Carbondale & Rural Fire Protection District Ballot Issue 4C'): Int64Index([382], dtype='int64'),\n",
" ('Garfield',\n",
" 'Colorado Mountain College, a Local College District Ballot Issue 4B'): Int64Index([383], dtype='int64'),\n",
" ('Garfield',\n",
" 'Colorado Mountain College, a Local College District For Board of Trustees Director District 1'): Int64Index([384], dtype='int64'),\n",
" ('Garfield',\n",
" 'Colorado Mountain College, a Local College District For Board of Trustees Director District 3'): Int64Index([385], dtype='int64'),\n",
" ('Garfield',\n",
" 'Colorado Mountain College, a Local College District For Board of Trustees Director District 7'): Int64Index([386], dtype='int64'),\n",
" ('Garfield',\n",
" 'For School Board Directors De Beque School District 49JT'): Int64Index([387, 388], dtype='int64'),\n",
" ('Garfield',\n",
" 'For School Board Directors Eagle County School District RE50J District B'): Int64Index([389], dtype='int64'),\n",
" ('Garfield',\n",
" 'For School Board Directors Eagle County School District RE50J District E'): Int64Index([390], dtype='int64'),\n",
" ('Garfield',\n",
" 'For School Board Directors Eagle County School District RE50J District F'): Int64Index([391], dtype='int64'),\n",
" ('Garfield',\n",
" 'For School Board Directors Eagle County School District RE50J District G'): Int64Index([392], dtype='int64'),\n",
" ('Garfield',\n",
" 'Garfield County Ballot Issue 1A'): Int64Index([393], dtype='int64'),\n",
" ('Garfield',\n",
" 'Grand River Hospital District Ballot Issue 4A'): Int64Index([394], dtype='int64'),\n",
" ('Garfield',\n",
" 'Town of New Castle Ballot Issue 2A'): Int64Index([395], dtype='int64'),\n",
" ('Gilpin', 'Director District B'): Int64Index([396], dtype='int64'),\n",
" ('Gilpin', 'Director District E'): Int64Index([397], dtype='int64'),\n",
" ('Gilpin', 'Director District F'): Int64Index([398], dtype='int64'),\n",
" ('Gilpin',\n",
" 'RETAIL MARIJUANA CULTIVATION EXCISE TAX'): Int64Index([399], dtype='int64'),\n",
" ('Gunnison',\n",
" 'CRESTED BUTTE FIRE PROTECTION DISTRICT'): Int64Index([401], dtype='int64'),\n",
" ('Gunnison',\n",
" 'Carbondale & Rural Fire Protection District Mill Levy Increase'): Int64Index([400], dtype='int64'),\n",
" ('Gunnison', 'Director District A'): Int64Index([402], dtype='int64'),\n",
" ('Gunnison', 'Director District B'): Int64Index([403], dtype='int64'),\n",
" ('Gunnison', 'Director District C'): Int64Index([404], dtype='int64'),\n",
" ('Gunnison', 'Director District E'): Int64Index([405], dtype='int64'),\n",
" ('Gunnison', 'Mayor'): Int64Index([407], dtype='int64'),\n",
" ('Gunnison', 'QUESTION 2A:'): Int64Index([406], dtype='int64'),\n",
" ('Gunnison',\n",
" 'Town Council - Vote For Three Four Year Term'): Int64Index([408], dtype='int64'),\n",
" ('Huerfano',\n",
" 'CITY OF WALSENBURG BALLOT ISSUE 2A'): Int64Index([409], dtype='int64'),\n",
" ('Huerfano', 'City Council Ward 1'): Int64Index([410], dtype='int64'),\n",
" ('Huerfano', 'City Council Ward 2'): Int64Index([411], dtype='int64'),\n",
" ('Huerfano', 'City Council Ward 3'): Int64Index([412], dtype='int64'),\n",
" ('Huerfano',\n",
" 'HUERFANO COUNTY BALLOT ISSUE 1A'): Int64Index([414], dtype='int64'),\n",
" ('Huerfano', 'Mayor'): Int64Index([413], dtype='int64'),\n",
" ('Huerfano', 'RE-1 School Board Director'): Int64Index([415], dtype='int64'),\n",
" ('Jackson',\n",
" '(Manual Entry County)'): Int64Index([416, 417, 418, 419, 420], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Arvada Council Member Ward 1'): Int64Index([422], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Arvada Council Member Ward 3'): Int64Index([423], dtype='int64'),\n",
" ('Jefferson', 'Ballot Issue 2C'): Int64Index([438], dtype='int64'),\n",
" ('Jefferson', 'Ballot Issue 2D'): Int64Index([439], dtype='int64'),\n",
" ('Jefferson', 'Ballot Issue 4B'): Int64Index([456], dtype='int64'),\n",
" ('Jefferson', 'Ballot Issue 4C'): Int64Index([457], dtype='int64'),\n",
" ('Jefferson', 'Ballot Issue 5A'): Int64Index([454], dtype='int64'),\n",
" ('Jefferson', 'Ballot Issue 5B'): Int64Index([455], dtype='int64'),\n",
" ('Jefferson', 'Ballot Issue 5C'): Int64Index([448], dtype='int64'),\n",
" ('Jefferson', 'Ballot Issue 5D'): Int64Index([449], dtype='int64'),\n",
" ('Jefferson', 'Ballot Issue 5E'): Int64Index([450], dtype='int64'),\n",
" ('Jefferson', 'Ballot Question 2A'): Int64Index([426], dtype='int64'),\n",
" ('Jefferson', 'Council Member At Large'): Int64Index([421], dtype='int64'),\n",
" ('Jefferson', 'Edgewater Council Member'): Int64Index([424], dtype='int64'),\n",
" ('Jefferson', 'Edgewater Mayor'): Int64Index([425], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Golden Council Member Ward 1'): Int64Index([427], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Golden Council Member Ward 2'): Int64Index([428], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Golden Council Member Ward 3'): Int64Index([429], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Golden Council Member Ward 4'): Int64Index([430], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Lakewood Council Member Ward 1'): Int64Index([431], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Lakewood Council Member Ward 2'): Int64Index([432], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Lakewood Council Member Ward 3'): Int64Index([433], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Lakewood Council Member Ward 4'): Int64Index([434], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Lakewood Council Member Ward 5'): Int64Index([435], dtype='int64'),\n",
" ('Jefferson', 'Littleton At Large'): Int64Index([440], dtype='int64'),\n",
" ('Jefferson', 'Mayor'): Int64Index([458], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Retention of Municipal Judge'): Int64Index([436], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Retention of Presiding Judge'): Int64Index([437], dtype='int64'),\n",
" ('Jefferson', 'School Board 1'): Int64Index([451], dtype='int64'),\n",
" ('Jefferson', 'School Board 2'): Int64Index([452], dtype='int64'),\n",
" ('Jefferson', 'School Board 5'): Int64Index([453], dtype='int64'),\n",
" ('Jefferson', 'Town Council'): Int64Index([459], dtype='int64'),\n",
" ('Jefferson', 'Westminster Council Member'): Int64Index([441], dtype='int64'),\n",
" ('Jefferson', 'Westminster Mayor'): Int64Index([442], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Wheat Ridge Council Member Ward 1'): Int64Index([443], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Wheat Ridge Council Member Ward 2'): Int64Index([444], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Wheat Ridge Council Member Ward 3'): Int64Index([445], dtype='int64'),\n",
" ('Jefferson',\n",
" 'Wheat Ridge Council Member Ward 4'): Int64Index([446], dtype='int64'),\n",
" ('Jefferson', 'Wheat Ridge Mayor'): Int64Index([447], dtype='int64'),\n",
" ('Kiowa',\n",
" 'KIOWA COUNTY FIRE PROTECTION DISTRICT BALLOT ISSUE 5A:'): Int64Index([460], dtype='int64'),\n",
" ('Kiowa', 'KIOWA COUNTY REFERENDUM 1A:'): Int64Index([461], dtype='int64'),\n",
" ('Kit Carson', 'Ballot Issue 3A'): Int64Index([462], dtype='int64'),\n",
" ('Kit Carson',\n",
" 'Bethune School District R-5 Directors - At Large'): Int64Index([463], dtype='int64'),\n",
" ('Kit Carson',\n",
" 'Burlington School District RE-6J Directors - At Large2y'): Int64Index([464], dtype='int64'),\n",
" ('Kit Carson',\n",
" 'Burlington School District RE-6J Directors - At Large4y'): Int64Index([465], dtype='int64'),\n",
" ('Kit Carson',\n",
" 'Hi-Plains School District R-23 Directors - At Large'): Int64Index([466], dtype='int64'),\n",
" ('Kit Carson',\n",
" 'Idalia School District RJ-3 Directors- At Large'): Int64Index([467], dtype='int64'),\n",
" ('La Plata',\n",
" 'Ballot Question 2A - City of Durango'): Int64Index([469], dtype='int64'),\n",
" ('La Plata',\n",
" 'Ballot Question 4A - Durango Fire Protection District'): Int64Index([470], dtype='int64'),\n",
" ('La Plata',\n",
" 'Bayfield School Board Director'): Int64Index([468], dtype='int64'),\n",
" ('La Plata',\n",
" 'Durango School Board Director Dist A'): Int64Index([471], dtype='int64'),\n",
" ('La Plata',\n",
" 'Durango School Board Director Dist C'): Int64Index([472], dtype='int64'),\n",
" ('La Plata',\n",
" 'Durango School Board Director Dist E'): Int64Index([473], dtype='int64'),\n",
" ('Lake', 'CITY CLERK'): Int64Index([475], dtype='int64'),\n",
" ('Lake', 'CITY COUNCIL WARD 1'): Int64Index([476], dtype='int64'),\n",
" ('Lake', 'CITY COUNCIL WARD 2'): Int64Index([477], dtype='int64'),\n",
" ('Lake', 'CITY COUNCIL WARD 3'): Int64Index([478], dtype='int64'),\n",
" ('Lake', 'CITY TREASURER'): Int64Index([479], dtype='int64'),\n",
" ('Lake', 'ISSUE 2A'): Int64Index([474], dtype='int64'),\n",
" ('Lake', 'ISSUE 4B'): Int64Index([480], dtype='int64'),\n",
" ('Lake', 'TRUSTEE DISTRICT NO 1'): Int64Index([481], dtype='int64'),\n",
" ('Lake', 'TRUSTEE DISTRICT NO 3'): Int64Index([482], dtype='int64'),\n",
" ('Lake', 'TRUSTEE DISTRICT NO 7'): Int64Index([483], dtype='int64'),\n",
" ('Larimer', 'Ballot Issue 1A'): Int64Index([493], dtype='int64'),\n",
" ('Larimer', 'Ballot Issue 2A'): Int64Index([505], dtype='int64'),\n",
" ('Larimer', 'Ballot Issue 2D'): Int64Index([506], dtype='int64'),\n",
" ('Larimer', 'Ballot Issue 3A'): Int64Index([491], dtype='int64'),\n",
" ('Larimer', 'Ballot Issue 5A'): Int64Index([495], dtype='int64'),\n",
" ('Larimer', 'Ballot Issue 5B'): Int64Index([510], dtype='int64'),\n",
" ('Larimer', 'Ballot Issue 5C'): Int64Index([496], dtype='int64'),\n",
" ('Larimer', 'Ballot Question 1B'): Int64Index([494], dtype='int64'),\n",
" ('Larimer', 'Ballot Question 2B'): Int64Index([484], dtype='int64'),\n",
" ('Larimer', 'Ballot Question 2C'): Int64Index([485], dtype='int64'),\n",
" ('Larimer', 'Board Director May 2018'): Int64Index([497], dtype='int64'),\n",
" ('Larimer', 'Board Director May 2020'): Int64Index([498], dtype='int64'),\n",
" ('Larimer',\n",
" 'Board of Education Director District B'): Int64Index([502], dtype='int64'),\n",
" ('Larimer',\n",
" 'Board of Education Director District E'): Int64Index([503], dtype='int64'),\n",
" ('Larimer',\n",
" 'Board of Education Director District F'): Int64Index([504], dtype='int64'),\n",
" ('Larimer', 'Councilor Ward 1'): Int64Index([486], dtype='int64'),\n",
" ('Larimer', 'Councilor Ward 2'): Int64Index([487], dtype='int64'),\n",
" ('Larimer', 'Councilor Ward 3'): Int64Index([488], dtype='int64'),\n",
" ('Larimer', 'Councilor Ward 4'): Int64Index([489], dtype='int64'),\n",
" ('Larimer', 'Director District - A'): Int64Index([507], dtype='int64'),\n",
" ('Larimer', 'Director District - C'): Int64Index([508], dtype='int64'),\n",
" ('Larimer', 'Director District - E'): Int64Index([509], dtype='int64'),\n",
" ('Larimer', 'Director District C'): Int64Index([499], dtype='int64'),\n",
" ('Larimer', 'Director District D'): Int64Index([500], dtype='int64'),\n",
" ('Larimer', 'Director District E'): Int64Index([501], dtype='int64'),\n",
" ('Larimer', 'Mayor'): Int64Index([490], dtype='int64'),\n",
" ('Larimer', 'School Director At Large'): Int64Index([492], dtype='int64'),\n",
" ('Las Animas', 'Ballot Question 3A'): Int64Index([511], dtype='int64'),\n",
" ('Las Animas',\n",
" 'City of Trinidad Council Member - At Large'): Int64Index([512], dtype='int64'),\n",
" ('Las Animas',\n",
" 'City of Trinidad Mayor - At Large'): Int64Index([513], dtype='int64'),\n",
" ('Las Animas',\n",
" 'Hoehne - Director District 2'): Int64Index([519], dtype='int64'),\n",
" ('Las Animas',\n",
" 'Hoehne - Director District 3'): Int64Index([520], dtype='int64'),\n",
" ('Las Animas',\n",
" 'Hoehne - Director District 5'): Int64Index([521], dtype='int64'),\n",
" ('Las Animas',\n",
" 'Hoehne - Director District 6'): Int64Index([522], dtype='int64'),\n",
" ('Las Animas', 'Primero - 2-Year Term'): Int64Index([527], dtype='int64'),\n",
" ('Las Animas', 'Primero - 4-Year Term'): Int64Index([526], dtype='int64'),\n",
" ('Las Animas', 'Referendum 1A'): Int64Index([523], dtype='int64'),\n",
" ('Las Animas', 'Referendum 1B'): Int64Index([524], dtype='int64'),\n",
" ('Las Animas', 'Referendum 1C'): Int64Index([525], dtype='int64'),\n",
" ('Las Animas', 'Referendum 2A'): Int64Index([514], dtype='int64'),\n",
" ('Las Animas', 'Referendum 2B'): Int64Index([515], dtype='int64'),\n",
" ('Las Animas', 'Referendum 2C'): Int64Index([516], dtype='int64'),\n",
" ('Las Animas', 'Referendum 2D'): Int64Index([517], dtype='int64'),\n",
" ('Las Animas', 'Referendum 2E'): Int64Index([518], dtype='int64'),\n",
" ('Las Animas', 'Trinidad - 4-Year Term'): Int64Index([528], dtype='int64'),\n",
" ('Lincoln', 'Ballot Issue 3A'): Int64Index([529], dtype='int64'),\n",
" ('Lincoln', 'Ballot Issue 3B'): Int64Index([530], dtype='int64'),\n",
" ('Lincoln', 'Director - District B'): Int64Index([532], dtype='int64'),\n",
" ('Lincoln', 'Director - District E'): Int64Index([533], dtype='int64'),\n",
" ('Lincoln', 'Director 1 Crowley'): Int64Index([531], dtype='int64'),\n",
" ('Lincoln', 'Director 1 Limon'): Int64Index([534], dtype='int64'),\n",
" ('Logan', 'Board of Education Director'): Int64Index([541], dtype='int64'),\n",
" ('Logan',\n",
" 'Board of Education Director District 1'): Int64Index([542], dtype='int64'),\n",
" ('Logan',\n",
" 'Board of Education Director District 2'): Int64Index([543], dtype='int64'),\n",
" ('Logan',\n",
" 'Board of Education Director District 4'): Int64Index([544], dtype='int64'),\n",
" ('Logan',\n",
" 'Board of Education Director District 5'): Int64Index([545], dtype='int64'),\n",
" ('Logan',\n",
" 'Board of Education Director District 7'): Int64Index([546], dtype='int64'),\n",
" ('Logan', 'City Councilmember Ward 1'): Int64Index([535], dtype='int64'),\n",
" ('Logan', 'City Councilmember Ward 2'): Int64Index([536], dtype='int64'),\n",
" ('Logan', 'City Councilmember Ward 3'): Int64Index([537], dtype='int64'),\n",
" ('Logan',\n",
" 'City of Sterling Referred Ballot Question 2B'): Int64Index([539], dtype='int64'),\n",
" ('Logan',\n",
" 'Haxtun School District RE-2J Referred Ballot Issue 3A'): Int64Index([540], dtype='int64'),\n",
" ('Logan', 'Mayor - At Large'): Int64Index([538], dtype='int64'),\n",
" ('Logan',\n",
" 'RE-1 Valley School District Referred Ballot Issue 3M'): Int64Index([547], dtype='int64'),\n",
" ('Mesa',\n",
" 'Clifton Fire Protection District Ballot Issue 5A'): Int64Index([548], dtype='int64'),\n",
" ('Mesa',\n",
" 'De Beque School District 49JT - Director District At Large - 2 Year Term'): Int64Index([549], dtype='int64'),\n",
" ('Mesa',\n",
" 'De Beque School District 49JT - Director District At Large - 4 Year Term'): Int64Index([550], dtype='int64'),\n",
" ('Mesa',\n",
" 'Grand Mesa Metropolitan District Ballot Issue 5D'): Int64Index([551], dtype='int64'),\n",
" ('Mesa',\n",
" 'Grand River Hospital District Ballot Issue 4A'): Int64Index([552], dtype='int64'),\n",
" ('Mesa', 'Mesa County Ballot Issue 1A'): Int64Index([553], dtype='int64'),\n",
" ('Mesa',\n",
" 'Mesa County Valley School District 51 - Director District C'): Int64Index([554], dtype='int64'),\n",
" ('Mesa',\n",
" 'Mesa County Valley School District 51 - Director District D'): Int64Index([555], dtype='int64'),\n",
" ('Mesa',\n",
" 'Mesa County Valley School District 51 - Director District E'): Int64Index([556], dtype='int64'),\n",
" ('Mesa',\n",
" 'Mesa County Valley School District 51 Ballot Issue 3A'): Int64Index([557], dtype='int64'),\n",
" ('Mesa',\n",
" 'Mesa County Valley School District 51 Ballot Issue 3B'): Int64Index([558], dtype='int64'),\n",
" ('Mesa',\n",
" 'Mesa Water and Sanitation District Ballot Issue 5C'): Int64Index([559], dtype='int64'),\n",
" ('Mesa',\n",
" 'Plateau Valley School District 50 - Director District B'): Int64Index([560], dtype='int64'),\n",
" ('Mesa',\n",
" 'Plateau Valley School District 50 - Director District D'): Int64Index([561], dtype='int64'),\n",
" ('Mesa',\n",
" 'Plateau Valley School District 50 - Director District E'): Int64Index([562], dtype='int64'),\n",
" ('Mesa',\n",
" 'Roan Creek Metropolitan District Ballot Issue 5B'): Int64Index([563], dtype='int64'),\n",
" ('Mesa',\n",
" 'Town of De Beque Ballot Issue 2A'): Int64Index([564], dtype='int64'),\n",
" ('Moffat',\n",
" 'CITY OF CRAIG REFERRED MEASURE 2A'): Int64Index([565], dtype='int64'),\n",
" ('Moffat',\n",
" 'MOFFAT COUNTY AFFILIATED JUNIOR COLLEGE REFERRED MEASURE 5A'): Int64Index([566], dtype='int64'),\n",
" ('Moffat',\n",
" 'School Board Director, District # 1'): Int64Index([567], dtype='int64'),\n",
" ('Moffat',\n",
" 'School Board Director, District # 2'): Int64Index([568], dtype='int64'),\n",
" ('Moffat',\n",
" 'School Board Director, District # 4'): Int64Index([569], dtype='int64'),\n",
" ('Moffat',\n",
" 'School Board Director, District # 7'): Int64Index([570], dtype='int64'),\n",
" ('Moffat', 'Town of Dinosaur 2B'): Int64Index([571], dtype='int64'),\n",
" ('Montezuma', 'Board of Directors Dolores'): Int64Index([572], dtype='int64'),\n",
" ('Montezuma', 'Board of Directors Mancos'): Int64Index([573], dtype='int64'),\n",
" ('Montezuma', 'General Obligation Bond'): Int64Index([574], dtype='int64'),\n",
" ('Montezuma',\n",
" 'Montezuma-Cortez School Board Director A'): Int64Index([576], dtype='int64'),\n",
" ('Montezuma',\n",
" 'Montezuma-Cortez School Board Director B'): Int64Index([577], dtype='int64'),\n",
" ('Montezuma',\n",
" 'Montezuma-Cortez School Board Director D'): Int64Index([578], dtype='int64'),\n",
" ('Montezuma',\n",
" 'Montezuma-Cortez School Board Director F'): Int64Index([579], dtype='int64'),\n",
" ('Montezuma',\n",
" 'Montezuma-Cortez School Board Director G'): Int64Index([580], dtype='int64'),\n",
" ('Montezuma',\n",
" 'Montezuma-Cortez School District Mill Levy'): Int64Index([575], dtype='int64'),\n",
" ('Montrose',\n",
" 'Director for Montrose County Board of Education - District A Four Year Term'): Int64Index([581], dtype='int64'),\n",
" ('Montrose',\n",
" 'Director for Montrose County Board of Education - District B Two Year Term'): Int64Index([582], dtype='int64'),\n",
" ('Montrose',\n",
" 'Director for Montrose County Board of Education - District C Four Year Term'): Int64Index([583], dtype='int64'),\n",
" ('Montrose',\n",
" 'Director for Montrose County Board of Education - District E Four Year Term'): Int64Index([584], dtype='int64'),\n",
" ('Montrose',\n",
" 'Director for Montrose County Board of Education - District G Four Year Term'): Int64Index([585], dtype='int64'),\n",
" ('Morgan', 'BALLOT ISSUE 2A'): Int64Index([598], dtype='int64'),\n",
" ('Morgan', 'BALLOT ISSUE 2B'): Int64Index([599], dtype='int64'),\n",
" ('Morgan', 'BALLOT ISSUE 2C'): Int64Index([590], dtype='int64'),\n",
" ('Morgan', 'BALLOT ISSUE 2D'): Int64Index([596], dtype='int64'),\n",
" ('Morgan', 'BALLOT ISSUE 3B'): Int64Index([600], dtype='int64'),\n",
" ('Morgan', 'Ballot Question 2E'): Int64Index([597], dtype='int64'),\n",
" ('Morgan', 'Brush City Councilor Ward 1'): Int64Index([586], dtype='int64'),\n",
" ('Morgan', 'Brush City Councilor Ward 2'): Int64Index([587], dtype='int64'),\n",
" ('Morgan', 'Brush City Councilor Ward 3'): Int64Index([588], dtype='int64'),\n",
" ('Morgan',\n",
" 'Fort Morgan Councilmember Ward 1'): Int64Index([591], dtype='int64'),\n",
" ('Morgan',\n",
" 'Fort Morgan Councilmember Ward 2'): Int64Index([592], dtype='int64'),\n",
" ('Morgan',\n",
" 'Fort Morgan Councilmember Ward 3'): Int64Index([593], dtype='int64'),\n",
" ('Morgan', 'Mayor of Brush City'): Int64Index([589], dtype='int64'),\n",
" ('Morgan', 'Mayor of Fort Morgan'): Int64Index([594], dtype='int64'),\n",
" ('Morgan',\n",
" 'RE-10J Board of Education Director District B'): Int64Index([601], dtype='int64'),\n",
" ('Morgan',\n",
" 'RE-10J Board of Education Director District C'): Int64Index([602], dtype='int64'),\n",
" ('Morgan',\n",
" 'RE-20J Board of Education Director'): Int64Index([603], dtype='int64'),\n",
" ('Morgan',\n",
" 'RE-3 Board of Education Director'): Int64Index([595], dtype='int64'),\n",
" ('Morgan',\n",
" 'RE-50J Board of Education Director'): Int64Index([604], dtype='int64'),\n",
" ('Otero',\n",
" 'CITY OF ROCKY FORD INITIATED ISSUE 2E'): Int64Index([614], dtype='int64'),\n",
" ('Otero',\n",
" 'CITY OF ROCKY FORD REFERRED ISSUE 2D'): Int64Index([616], dtype='int64'),\n",
" ('Otero',\n",
" 'Cheraw 2 School Board Member At Large'): Int64Index([605], dtype='int64'),\n",
" ('Otero',\n",
" 'Cheraw 4 School Board Member At Large'): Int64Index([606], dtype='int64'),\n",
" ('Otero',\n",
" 'City Of Rocky Ford Initiated Ballot Question 2F'): Int64Index([613], dtype='int64'),\n",
" ('Otero',\n",
" 'EAST OTERO R-1 SCHOOL DISTRICT BOND QUESTION 3D'): Int64Index([617], dtype='int64'),\n",
" ('Otero',\n",
" 'East Otero 2 School Board Member At Large'): Int64Index([618], dtype='int64'),\n",
" ('Otero',\n",
" 'East Otero 4 School Board Member At Large'): Int64Index([619], dtype='int64'),\n",
" ('Otero',\n",
" 'LA JUNTA HEALTH SERVICE DISTRICT BALLOT ISSUE 5B'): Int64Index([620], dtype='int64'),\n",
" ('Otero',\n",
" 'LA JUNTA HEALTH SERVICE DISTRICT BALLOT QUESTION 5A'): Int64Index([621], dtype='int64'),\n",
" ('Otero',\n",
" 'La Junta City Council Member Ward 1'): Int64Index([607], dtype='int64'),\n",
" ('Otero',\n",
" 'La Junta City Council Member Ward 2'): Int64Index([608], dtype='int64'),\n",
" ('Otero',\n",
" 'La Junta City Council Member Ward 3'): Int64Index([609], dtype='int64'),\n",
" ('Otero',\n",
" 'La Junta Health Service 2 Director'): Int64Index([622], dtype='int64'),\n",
" ('Otero',\n",
" 'La Junta Health Service 4 Director'): Int64Index([623], dtype='int64'),\n",
" ('Otero', 'La Juta City Mayor'): Int64Index([610], dtype='int64'),\n",
" ('Otero',\n",
" 'MANZANOLA SCHOOL DISTRICT 3J BALLOT ISSUE 3C'): Int64Index([624], dtype='int64'),\n",
" ('Otero',\n",
" 'Manzanola School Board Member At Large'): Int64Index([625], dtype='int64'),\n",
" ('Otero',\n",
" 'Rocky Ford Council Member Ward 1'): Int64Index([611], dtype='int64'),\n",
" ('Otero',\n",
" 'Rocky Ford Council Member Ward 2'): Int64Index([612], dtype='int64'),\n",
" ('Otero', 'Rocky Ford Mayor'): Int64Index([615], dtype='int64'),\n",
" ('Otero',\n",
" 'Swink 2 School Board Member At Large'): Int64Index([626], dtype='int64'),\n",
" ('Otero',\n",
" 'Swink 4 School Board Member At Large'): Int64Index([627], dtype='int64'),\n",
" ('Ouray', 'City of Ouray - Council Member'): Int64Index([628], dtype='int64'),\n",
" ('Ouray', 'City of Ouray - Mayor'): Int64Index([629], dtype='int64'),\n",
" ('Ouray',\n",
" 'Montrose School Board Director District A'): Int64Index([630], dtype='int64'),\n",
" ('Ouray',\n",
" 'Montrose School Board Director District B'): Int64Index([631], dtype='int64'),\n",
" ('Ouray',\n",
" 'Montrose School Board Director District C'): Int64Index([632], dtype='int64'),\n",
" ('Ouray',\n",
" 'Montrose School Board Director District E'): Int64Index([633], dtype='int64'),\n",
" ('Ouray', 'OURAY COUNTY BALLOT ISSUE 1A'): Int64Index([634], dtype='int64'),\n",
" ('Ouray',\n",
" 'OURAY SCHOOL DISTRICT R1 REFERENDUM 3A'): Int64Index([635], dtype='int64'),\n",
" ('Ouray',\n",
" 'School Board Director - 2 Year Term'): Int64Index([636], dtype='int64'),\n",
" ('Ouray',\n",
" 'School Board Director - 4 Year Term'): Int64Index([637], dtype='int64'),\n",
" ('Park', 'BALLOT QUESTION 5A'): Int64Index([641], dtype='int64'),\n",
" ('Park', 'BALLOT QUESTION 5B'): Int64Index([642], dtype='int64'),\n",
" ('Park', 'BALLOT QUESTION 5C'): Int64Index([643], dtype='int64'),\n",
" ('Park', 'BALLOT QUESTION 5D'): Int64Index([638], dtype='int64'),\n",
" ('Park',\n",
" 'School Board Director, Park County RE2'): Int64Index([639], dtype='int64'),\n",
" ('Park',\n",
" 'School Board Director, Platte Canyon RE1'): Int64Index([640], dtype='int64'),\n",
" ('Phillips',\n",
" 'HAXTUN SCHOOL DISTRICT RE-2J REFERRED BALLOT ISSUE 3A'): Int64Index([644], dtype='int64'),\n",
" ('Phillips',\n",
" 'HOLYOKE FIRE PROTECTION DISTRICT 5A'): Int64Index([646], dtype='int64'),\n",
" ('Phillips', 'RE-1J School Board Director'): Int64Index([647], dtype='int64'),\n",
" ('Phillips',\n",
" 'RE-2J Board of Education Director'): Int64Index([645], dtype='int64'),\n",
" ('Phillips',\n",
" 'TOWN OF HAXTUN BALLOT ISSUE 2A'): Int64Index([648], dtype='int64'),\n",
" ('Pitkin',\n",
" 'Ballot Issue 2B: Tax Increase on the Sale of Tobacco and Nicotine Products'): Int64Index([651], dtype='int64'),\n",
" ('Pitkin',\n",
" 'Ballot Issue 2C: General Obligation Bonds for the Purchase of Property'): Int64Index([652], dtype='int64'),\n",
" ('Pitkin', 'Ballot Issue 4B:'): Int64Index([653], dtype='int64'),\n",
" ('Pitkin',\n",
" 'Ballot Issue 4C: Carbondale & Rural Fire Protection District Mill Levy Increase'): Int64Index([650], dtype='int64'),\n",
" ('Pitkin',\n",
" 'Ballot Issue 5A: General Obligation Bond'): Int64Index([657], dtype='int64'),\n",
" ('Pitkin', 'Ballot Question 2A:'): Int64Index([658], dtype='int64'),\n",
" ('Pitkin',\n",
" 'Board of Trustees Director District 1'): Int64Index([654], dtype='int64'),\n",
" ('Pitkin',\n",
" 'Board of Trustees Director District 3'): Int64Index([655], dtype='int64'),\n",
" ('Pitkin',\n",
" 'Board of Trustees Director District 7'): Int64Index([656], dtype='int64'),\n",
" ('Pitkin', 'School Board Director'): Int64Index([649], dtype='int64'),\n",
" ('Prowers', 'Ballot Issue 2A'): Int64Index([659], dtype='int64'),\n",
" ('Prowers', 'City Councilman-Ward 1'): Int64Index([660], dtype='int64'),\n",
" ('Prowers', 'City Councilman-Ward 2'): Int64Index([661], dtype='int64'),\n",
" ('Prowers', 'Mayor-At Large'): Int64Index([662], dtype='int64'),\n",
" ('Prowers',\n",
" 'School Board Director-District A'): Int64Index([664], dtype='int64'),\n",
" ('Prowers',\n",
" 'School Board Director-District B'): Int64Index([665], dtype='int64'),\n",
" ('Prowers',\n",
" 'School Board Director-District C'): Int64Index([666], dtype='int64'),\n",
" ('Prowers',\n",
" 'School Board Director-District E'): Int64Index([667], dtype='int64'),\n",
" ('Prowers',\n",
" 'School Board Director-District G'): Int64Index([668], dtype='int64'),\n",
" ('Prowers',\n",
" 'School Director -District RE-3'): Int64Index([663], dtype='int64'),\n",
" ('Prowers',\n",
" 'School Director-District RE-13JT'): Int64Index([669], dtype='int64'),\n",
" ('Pueblo', 'BALLOT ISSUE 5A'): Int64Index([679], dtype='int64'),\n",
" ('Pueblo', 'BALLOT ISSUE 5B'): Int64Index([680], dtype='int64'),\n",
" ('Pueblo', 'BALLOT ISSUE 5C'): Int64Index([683], dtype='int64'),\n",
" ('Pueblo', 'BALLOT ISSUE NO. 2B'): Int64Index([670], dtype='int64'),\n",
" ('Pueblo', 'BALLOT ISSUE NO. 300'): Int64Index([671], dtype='int64'),\n",
" ('Pueblo', 'Ballot Question No. 2A'): Int64Index([672, 681], dtype='int64'),\n",
" ('Pueblo', 'Ballot Question No. 2C'): Int64Index([673], dtype='int64'),\n",
" ('Pueblo', 'City Council Member-At Large'): Int64Index([674], dtype='int64'),\n",
" ('Pueblo',\n",
" 'City Council Member-District 1'): Int64Index([675], dtype='int64'),\n",
" ('Pueblo',\n",
" 'City Council Member-District 3'): Int64Index([676], dtype='int64'),\n",
" ('Pueblo', 'Civil Service Commissioner'): Int64Index([677], dtype='int64'),\n",
" ('Pueblo', 'Director At Large'): Int64Index([682], dtype='int64'),\n",
" ('Pueblo',\n",
" 'Member Pueblo Board of Water Works'): Int64Index([678], dtype='int64'),\n",
" ('Rio Blanco',\n",
" 'Ballot Issue 3A Mill Levy Override'): Int64Index([685], dtype='int64'),\n",
" ('Rio Blanco', 'Ballot Issue 5A'): Int64Index([690], dtype='int64'),\n",
" ('Rio Blanco',\n",
" 'DIRECTOR DISTRICT - AT LARGE (4-Year Term)'): Int64Index([684, 686], dtype='int64'),\n",
" ('Rio Blanco',\n",
" 'DIRECTOR DISTRICT 1 (4-Year Term)'): Int64Index([687], dtype='int64'),\n",
" ('Rio Blanco',\n",
" 'DIRECTOR DISTRICT 3 (4-Year Term)'): Int64Index([688], dtype='int64'),\n",
" ('Rio Blanco',\n",
" 'DIRECTOR DISTRICT 6 (4-Year Term)'): Int64Index([689], dtype='int64'),\n",
" ('Rio Grande',\n",
" 'Ballot Issue 2A (Sales and Excise Taxes on Marijuana)'): Int64Index([692], dtype='int64'),\n",
" ('Rio Grande',\n",
" 'Ballot Issue 2B (Allowing Marijuana Establishments)'): Int64Index([693], dtype='int64'),\n",
" ('Rio Grande',\n",
" 'Ballot Issue 3A: General Obligation Bond'): Int64Index([697], dtype='int64'),\n",
" ('Rio Grande', 'Board of Directors'): Int64Index([698], dtype='int64'),\n",
" ('Rio Grande', 'Councilor'): Int64Index([694], dtype='int64'),\n",
" ('Rio Grande', 'Director District B'): Int64Index([691], dtype='int64'),\n",
" ('Rio Grande', 'Initiative 300:'): Int64Index([695], dtype='int64'),\n",
" ('Rio Grande', 'Mayor'): Int64Index([696], dtype='int64'),\n",
" ('Rio Grande', 'School Board Director'): Int64Index([699], dtype='int64'),\n",
" ('Routt', 'City Council - At Large'): Int64Index([701], dtype='int64'),\n",
" ('Routt', 'City Council - District I'): Int64Index([702], dtype='int64'),\n",
" ('Routt', 'City Council - District II'): Int64Index([703], dtype='int64'),\n",
" ('Routt', 'City Council - District III'): Int64Index([704], dtype='int64'),\n",
" ('Routt', 'Director - District 1'): Int64Index([706], dtype='int64'),\n",
" ('Routt', 'Director - District 3'): Int64Index([707], dtype='int64'),\n",
" ('Routt', 'Director - District 7'): Int64Index([708], dtype='int64'),\n",
" ('Routt', 'Director District 1'): Int64Index([715], dtype='int64'),\n",
" ('Routt', 'Director District 3'): Int64Index([716], dtype='int64'),\n",
" ('Routt', 'Director District 6'): Int64Index([717], dtype='int64'),\n",
" ('Routt', 'Director District B'): Int64Index([709], dtype='int64'),\n",
" ('Routt', 'Director District F'): Int64Index([711], dtype='int64'),\n",
" ('Routt', 'Director District G'): Int64Index([712], dtype='int64'),\n",
" ('Routt',\n",
" 'For School Board Directors Eagle County School District RE50J District E'): Int64Index([710], dtype='int64'),\n",
" ('Routt', 'RE-1 Director At Large'): Int64Index([714], dtype='int64'),\n",
" ('Routt', 'RE-2 Director At Large'): Int64Index([720], dtype='int64'),\n",
" ('Routt', 'REFERENDUM 2A'): Int64Index([721], dtype='int64'),\n",
" ('Routt', 'REFERENDUM 2B'): Int64Index([700], dtype='int64'),\n",
" ('Routt', 'REFERENDUM 3A'): Int64Index([713], dtype='int64'),\n",
" ('Routt', 'REFERENDUM 3C'): Int64Index([718], dtype='int64'),\n",
" ('Routt', 'REFERENDUM 3D'): Int64Index([719], dtype='int64'),\n",
" ('Routt', 'REFERENDUM 4B'): Int64Index([705], dtype='int64'),\n",
" ('Routt', 'REFERENDUM 5A'): Int64Index([722], dtype='int64'),\n",
" ('Saguache', 'BALLOT ISSUE NO. 2A'): Int64Index([731], dtype='int64'),\n",
" ('Saguache', 'BALLOT ISSUE NO. 3B'): Int64Index([728], dtype='int64'),\n",
" ('Saguache', 'Ballot Issue No. 3A'): Int64Index([730], dtype='int64'),\n",
" ('Saguache',\n",
" 'Board of Education - Board Member'): Int64Index([729], dtype='int64'),\n",
" ('Saguache', 'Director District 2'): Int64Index([726], dtype='int64'),\n",
" ('Saguache', 'Director District 3'): Int64Index([727], dtype='int64'),\n",
" ('Saguache',\n",
" 'Director District At Large 1'): Int64Index([724], dtype='int64'),\n",
" ('Saguache',\n",
" 'Director District At Large 2'): Int64Index([725], dtype='int64'),\n",
" ('Saguache', 'Director District B'): Int64Index([723], dtype='int64'),\n",
" ('San Juan', '(Manual Entry County)'): Int64Index([732, 733], dtype='int64'),\n",
" ('San Miguel', 'BALLOT ISSUE 1A'): Int64Index([734], dtype='int64'),\n",
" ('San Miguel', 'Council Seat'): Int64Index([737], dtype='int64'),\n",
" ('San Miguel',\n",
" 'School Board Director - 2 Year Term'): Int64Index([735], dtype='int64'),\n",
" ('San Miguel',\n",
" 'School Board Director - 4 Year Term'): Int64Index([736], dtype='int64'),\n",
" ('Sedgwick', 'Ballot Issue 5A'): Int64Index([740], dtype='int64'),\n",
" ('Sedgwick',\n",
" 'Director - Director of the Holyoke School District Re-1J 2 Year'): Int64Index([741], dtype='int64'),\n",
" ('Sedgwick', 'General Fund Override'): Int64Index([738], dtype='int64'),\n",
" ('Sedgwick', 'HAXTUN RE-2J Director'): Int64Index([739], dtype='int64'),\n",
" ('Sedgwick', 'JULESBURG RE-1 Director'): Int64Index([742], dtype='int64'),\n",
" ('Sedgwick', 'Revere School Board Directo'): Int64Index([743], dtype='int64'),\n",
" ('Summit',\n",
" 'Board of Trustees Director District No 1'): Int64Index([745], dtype='int64'),\n",
" ('Summit',\n",
" 'Board of Trustees Director District No 3'): Int64Index([746], dtype='int64'),\n",
" ('Summit',\n",
" 'Board of Trustees Director District No 7'): Int64Index([747], dtype='int64'),\n",
" ('Summit',\n",
" 'COLORADO MOUNTAIN COLLEGE BALLOT ISSUE 4B'): Int64Index([744], dtype='int64'),\n",
" ('Summit',\n",
" 'TOWN OF DILLON REFERRED ISSUE 2B'): Int64Index([748], dtype='int64'),\n",
" ('Summit',\n",
" 'Town of Dillon Referred Question 2C'): Int64Index([749], dtype='int64'),\n",
" ('Summit',\n",
" 'Town of Silverthorne Referred Question 2A'): Int64Index([750], dtype='int64'),\n",
" ('Teller', 'City of Cripple Creek 2A'): Int64Index([751], dtype='int64'),\n",
" ('Teller', 'Clerk/Treasurer'): Int64Index([754], dtype='int64'),\n",
" ('Teller', 'Council Member Ward 2'): Int64Index([756], dtype='int64'),\n",
" ('Teller', 'Council Member Ward1'): Int64Index([755], dtype='int64'),\n",
" ('Teller', 'Cripple Creek Council Ward 4'): Int64Index([752], dtype='int64'),\n",
" ('Teller', 'Cripple Creek Council Ward 5'): Int64Index([753], dtype='int64'),\n",
" ('Teller',\n",
" 'Cripple Creek-Victor School District RE1 3A'): Int64Index([758], dtype='int64'),\n",
" ('Teller',\n",
" 'Green Mountain Falls-Chipita Park Fire Protection District 4A'): Int64Index([762], dtype='int64'),\n",
" ('Teller', 'Mayor'): Int64Index([757], dtype='int64'),\n",
" ('Teller', 'School Board District B'): Int64Index([759], dtype='int64'),\n",
" ('Teller', 'School Board District D'): Int64Index([760], dtype='int64'),\n",
" ('Teller', 'School Board District E'): Int64Index([761], dtype='int64'),\n",
" ('Weld',\n",
" 'Ault Fire Protection District Ballot Issue 5B'): Int64Index([763], dtype='int64'),\n",
" ('Weld',\n",
" 'Brighton School District 27J Ballot Issue 3D'): Int64Index([764], dtype='int64'),\n",
" ('Weld',\n",
" 'Brighton School District 27J Director District No. 2'): Int64Index([765], dtype='int64'),\n",
" ('Weld',\n",
" 'Brighton School District 27J Director District No. 4'): Int64Index([766], dtype='int64'),\n",
" ('Weld',\n",
" 'Brighton School District 27J Director District No. 5'): Int64Index([767], dtype='int64'),\n",
" ('Weld',\n",
" 'Brighton School District 27J Director District No. 6'): Int64Index([768], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Brighton BALLOT ISSUE 2J'): Int64Index([769], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Brighton Councilmember Ward 1'): Int64Index([770], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Brighton Councilmember Ward 2'): Int64Index([771], dtype='int64'),\n",
" ('Weld', 'City of Brighton Mayor'): Int64Index([772], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Dacono Ballot Question 2F'): Int64Index([773], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Dacono Ballot Question 2G'): Int64Index([774], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Dacono Ballot Question 2H'): Int64Index([775], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Dacono Ballot Question 2I'): Int64Index([776], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Dacono Ballot Question 2J'): Int64Index([777], dtype='int64'),\n",
" ('Weld', 'City of Dacono Council Members'): Int64Index([778], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Fort Lupton Ballot Question 2C'): Int64Index([779], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Fort Lupton Mayor at Large'): Int64Index([780], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Fort Lupton Ward I Councilmember'): Int64Index([781], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Fort Lupton Ward II Councilmember'): Int64Index([782], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Fort Lupton Ward III Councilmember'): Int64Index([783], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Greeley At-Large Councilmember'): Int64Index([784], dtype='int64'),\n",
" ('Weld', 'City of Greeley Ballot Issue 2K'): Int64Index([785], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Greeley Ballot Question 2L'): Int64Index([786], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Greeley Ballot Question 2M'): Int64Index([787], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Greeley Ballot Question 2N'): Int64Index([788], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Greeley Ballot Question 2O'): Int64Index([789], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Greeley Ballot Question 2P'): Int64Index([790], dtype='int64'),\n",
" ('Weld', 'City of Greeley Mayor'): Int64Index([791], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Greeley Ward II Councilmember'): Int64Index([792], dtype='int64'),\n",
" ('Weld',\n",
" 'City of Greeley Ward III Councilmember'): Int64Index([793], dtype='int64'),\n",
" ('Weld',\n",
" 'Clearview Library Ballot Issue 5A'): Int64Index([794], dtype='int64'),\n",
" ('Weld',\n",
" 'Front Range Fire Rescue Fire Protection District Ballot Question 5C'): Int64Index([795], dtype='int64'),\n",
" ('Weld',\n",
" 'Milliken Fire Protection District Ballot Issue 5D'): Int64Index([796], dtype='int64'),\n",
" ('Weld',\n",
" 'Milliken Fire Protection District Ballot Question 5E'): Int64Index([797], dtype='int64'),\n",
" ('Weld',\n",
" 'Pawnee School District RE-12 Ballot Issue 3C'): Int64Index([798], dtype='int64'),\n",
" ('Weld',\n",
" 'Pawnee School District RE-12 Board of Education'): Int64Index([799], dtype='int64'),\n",
" ('Weld',\n",
" 'Thompson School District R2-J Board of Education Director District B'): Int64Index([800], dtype='int64'),\n",
" ('Weld',\n",
" 'Thompson School District R2-J Board of Education Director District E'): Int64Index([801], dtype='int64'),\n",
" ('Weld',\n",
" 'Thompson School District R2-J Board of Education Director District F'): Int64Index([802], dtype='int64'),\n",
" ('Weld',\n",
" 'Town of Berthoud Ballot Issue 2A'): Int64Index([803], dtype='int64'),\n",
" ('Weld',\n",
" 'Town of Firestone Ballot Issue 2A'): Int64Index([804], dtype='int64'),\n",
" ('Weld',\n",
" 'Town of Firestone Ballot Question 2B'): Int64Index([805], dtype='int64'),\n",
" ('Weld', 'Town of Hudson Ballot Issue 2Q'): Int64Index([806], dtype='int64'),\n",
" ('Weld',\n",
" 'Town of Lochbuie Ballot Issue 2D'): Int64Index([807], dtype='int64'),\n",
" ('Weld',\n",
" 'Town of Lochbuie Ballot Issue 2E'): Int64Index([808], dtype='int64'),\n",
" ('Weld',\n",
" 'Weld County Referred Ballot Question 1A'): Int64Index([809], dtype='int64'),\n",
" ('Weld',\n",
" 'Weld County Referred Ballot Question 1B'): Int64Index([810], dtype='int64'),\n",
" ('Weld',\n",
" 'Weld County School District 6 BALLOT ISSUE 3A'): Int64Index([811], dtype='int64'),\n",
" ('Weld',\n",
" 'Weld County School District 6 Board of Education School Director'): Int64Index([812], dtype='int64'),\n",
" ('Weld',\n",
" 'Weld County School District RE-10J Director District B'): Int64Index([814], dtype='int64'),\n",
" ('Weld',\n",
" 'Weld County School District RE-10J Director District C'): Int64Index([815], dtype='int64'),\n",
" ('Weld',\n",
" 'Weld County School District RE-5J Director District A'): Int64Index([816], dtype='int64'),\n",
" ('Weld',\n",
" 'Weld County School District RE-5J Director District C'): Int64Index([817], dtype='int64'),\n",
" ('Weld',\n",
" 'Weld County School District RE-5J Director District E'): Int64Index([818], dtype='int64'),\n",
" ('Weld',\n",
" 'Weld County School District RE-9 Director District A'): Int64Index([819], dtype='int64'),\n",
" ('Weld',\n",
" 'Weld County School District RE-9 Director District C'): Int64Index([820], dtype='int64'),\n",
" ('Weld',\n",
" 'Weld County School RE-10J Ballot Issue 3B'): Int64Index([813], dtype='int64'),\n",
" ('Weld',\n",
" 'Weld Re-8 School District Director District C'): Int64Index([821], dtype='int64'),\n",
" ('Weld',\n",
" 'Weld Re-8 School District Director District D'): Int64Index([822], dtype='int64'),\n",
" ('Weld',\n",
" 'Weld Re-8 School District Director District F'): Int64Index([823], dtype='int64'),\n",
" ('Weld',\n",
" 'Weld Re-8 School District Director District G'): Int64Index([824], dtype='int64'),\n",
" ('Weld',\n",
" 'Wiggins School District RE-50J Board of Education At Large'): Int64Index([825], dtype='int64'),\n",
" ('Yuma',\n",
" 'BALLOT ISSUE 3A: GENERAL FUND OVERRIDE'): Int64Index([829], dtype='int64'),\n",
" ('Yuma', 'Ballot Question 2I'): Int64Index([826], dtype='int64'),\n",
" ('Yuma', 'Ballot Question 2J'): Int64Index([827], dtype='int64'),\n",
" ('Yuma', 'RE-1J School Board Director'): Int64Index([831], dtype='int64'),\n",
" ('Yuma',\n",
" 'RE-2J Board of Education Director'): Int64Index([830], dtype='int64'),\n",
" ('Yuma',\n",
" 'RJ - 3 Directors-At Large Four Year Term'): Int64Index([832], dtype='int64'),\n",
" ('Yuma', 'Wray City Council'): Int64Index([828], dtype='int64'),\n",
" ('Yuma',\n",
" 'Yuma 1 School Board Director - 2 yr term'): Int64Index([833], dtype='int64'),\n",
" ('Yuma',\n",
" 'Yuma 1 School Board Director - 4 yr term'): Int64Index([834], dtype='int64')}"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x.groups"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"x."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"prefix_lengths = !wc -l ../2017-also/ballot_lists/b*"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"with open(\"my_prefix_length.csv\", \"w\") as pl:\n",
" print(\"county_name,audited_prefix_length\", file=pl)\n",
" for lines, name in prefix_lengths.fields():\n",
" if \"ballot_list_\" in name:\n",
" print(\"%s,%d\" % (name[38:-4].replace(\"_\", \" \"), int(lines) - 1), file=pl)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"county_name,audited_prefix_length\r\n",
"Adams,39\r\n",
"Alamosa,50\r\n",
"Arapahoe,517\r\n",
"Archuleta,164\r\n",
"Baca,41\r\n",
"Bent,84\r\n",
"Boulder,52\r\n",
"Broomfield,35\r\n",
"Chaffee,27\r\n",
"Clear Creek,18\r\n",
"Conejos,47\r\n",
"Costilla,24\r\n",
"Crowley,80\r\n",
"Delta,17\r\n",
"Denver,120\r\n",
"Eagle,53\r\n",
"Elbert,32\r\n",
"El Paso,15\r\n",
"Fremont,103\r\n",
"Gilpin,15\r\n",
"Gunnison,16\r\n",
"Huerfano,46\r\n",
"Jefferson,29\r\n",
"Kiowa,44\r\n",
"Kit Carson,21\r\n",
"Lake,17\r\n",
"La Plata,28\r\n",
"Larimer,30\r\n",
"Lincoln,134\r\n",
"Logan,38\r\n",
"Mesa,20\r\n",
"Moffat,41\r\n",
"Montezuma,81\r\n",
"Morgan,41\r\n",
"Otero,16\r\n",
"Ouray,29\r\n",
"Park,27\r\n",
"Phillips,85\r\n",
"Pitkin,31\r\n",
"Prowers,79\r\n",
"Pueblo,70\r\n",
"Rio Grande,50\r\n",
"Routt,66\r\n",
"Saguache,63\r\n",
"San Miguel,20\r\n",
"Sedgwick,37\r\n",
"Summit,30\r\n",
"Teller,32\r\n",
"Weld,28\r\n",
"Yuma,60\r\n"
]
}
],
"source": [
"!cat my_prefix_length.csv"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"prefix_lengths_df = pd.read_csv(\"my_prefix_length.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"county_name AdamsAlamosaArapahoeArchuletaBacaBentBoulderBr...\n",
"audited_prefix_length 2842\n",
"dtype: object"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prefix_lengths_df.sum()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Static contest data"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"all_static_df = pd.read_csv(\"../rla_export/all_contest_static.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"all_static_df = all_static_df.rename(columns={'county_ballot_card_count': 'county_cards', 'contest_ballot_card_count': 'contest_cards'})"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>county_name</th>\n",
" <th>contest_name</th>\n",
" <th>audit_reason</th>\n",
" <th>votes_allowed</th>\n",
" <th>winners_allowed</th>\n",
" <th>winners</th>\n",
" <th>min_margin</th>\n",
" <th>county_cards</th>\n",
" <th>contest_cards</th>\n",
" <th>risk_limit</th>\n",
" <th>gamma</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Adams</td>\n",
" <td>27J School Director - District 2</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Kevin Robert Kerber\"]</td>\n",
" <td>943</td>\n",
" <td>64596</td>\n",
" <td>19292</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Adams</td>\n",
" <td>27J School Director - District 4</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Blaine Nickeson\"]</td>\n",
" <td>3413</td>\n",
" <td>64596</td>\n",
" <td>19292</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Adams</td>\n",
" <td>27J School Director - District 5</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Mandy Thomas\"]</td>\n",
" <td>3623</td>\n",
" <td>64596</td>\n",
" <td>19292</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Adams</td>\n",
" <td>27J School Director - District 6</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Jennifer Venerable\"]</td>\n",
" <td>6299</td>\n",
" <td>64596</td>\n",
" <td>19292</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Adams</td>\n",
" <td>28J Board Of Directors</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>[\"Kevin Cox\",\"Kyla Alysia Armstrong-Romero\",\"M...</td>\n",
" <td>109</td>\n",
" <td>64596</td>\n",
" <td>3140</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Adams</td>\n",
" <td>29J School Director At Large</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>[\"James DuBois\",\"Kyle Meyer\"]</td>\n",
" <td>32</td>\n",
" <td>64596</td>\n",
" <td>909</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Adams</td>\n",
" <td>32J School Board Director</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>[\"Charles \\\"Charlie\\\" Tucker\",\"Jay Bauer\",\"Don...</td>\n",
" <td>0</td>\n",
" <td>64596</td>\n",
" <td>99</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Adams</td>\n",
" <td>Adams 12 Director District No 3</td>\n",
" <td>COUNTY_WIDE_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Kathy Plomer\"]</td>\n",
" <td>8463</td>\n",
" <td>64596</td>\n",
" <td>27767</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Adams</td>\n",
" <td>Adams 12 Director District No 4</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Brian Batz\"]</td>\n",
" <td>0</td>\n",
" <td>64596</td>\n",
" <td>27767</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Adams</td>\n",
" <td>Adams 14 Board Of Education</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>[\"Connie Quintana\",\"Bill Hyde\"]</td>\n",
" <td>298</td>\n",
" <td>64596</td>\n",
" <td>2631</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Adams</td>\n",
" <td>Arvada Councilmember At Large</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Dot Miller\"]</td>\n",
" <td>38</td>\n",
" <td>64596</td>\n",
" <td>341</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Adams</td>\n",
" <td>Aurora Council Member - At Large</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>[\"Allison Hiltz\",\"Tom Tobiassen\"]</td>\n",
" <td>34</td>\n",
" <td>64596</td>\n",
" <td>3280</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Adams</td>\n",
" <td>Aurora Council Member Ward 1</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Crystal Murillo\"]</td>\n",
" <td>272</td>\n",
" <td>64596</td>\n",
" <td>1327</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Adams</td>\n",
" <td>Aurora Council Member Ward 2</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Nicole Emily Johnston\"]</td>\n",
" <td>427</td>\n",
" <td>64596</td>\n",
" <td>1953</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2C</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes\"]</td>\n",
" <td>426</td>\n",
" <td>64596</td>\n",
" <td>7011</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2D</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No\"]</td>\n",
" <td>1</td>\n",
" <td>64596</td>\n",
" <td>1</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2E</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No\"]</td>\n",
" <td>1</td>\n",
" <td>64596</td>\n",
" <td>1</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2F</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes\"]</td>\n",
" <td>2310</td>\n",
" <td>64596</td>\n",
" <td>5572</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2J</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No/Against\"]</td>\n",
" <td>1984</td>\n",
" <td>64596</td>\n",
" <td>6904</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2L</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes\"]</td>\n",
" <td>155</td>\n",
" <td>64596</td>\n",
" <td>1033</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 3D</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No\"]</td>\n",
" <td>812</td>\n",
" <td>64596</td>\n",
" <td>19292</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 4D</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No\"]</td>\n",
" <td>54</td>\n",
" <td>64596</td>\n",
" <td>1029</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 4E</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No\"]</td>\n",
" <td>1</td>\n",
" <td>64596</td>\n",
" <td>1</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 4F</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes\"]</td>\n",
" <td>22</td>\n",
" <td>64596</td>\n",
" <td>701</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2A</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes\"]</td>\n",
" <td>2540</td>\n",
" <td>64596</td>\n",
" <td>18636</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2B</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes\"]</td>\n",
" <td>10269</td>\n",
" <td>64596</td>\n",
" <td>18636</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2G</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes\"]</td>\n",
" <td>1898</td>\n",
" <td>64596</td>\n",
" <td>5572</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2H</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No\"]</td>\n",
" <td>1125</td>\n",
" <td>64596</td>\n",
" <td>5572</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2I</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No\"]</td>\n",
" <td>1097</td>\n",
" <td>64596</td>\n",
" <td>5572</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2K</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No\"]</td>\n",
" <td>404</td>\n",
" <td>64596</td>\n",
" <td>3280</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>736</th>\n",
" <td>Weld</td>\n",
" <td>Town of Firestone Ballot Question 2B</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes/For\"]</td>\n",
" <td>277</td>\n",
" <td>49353</td>\n",
" <td>2667</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>737</th>\n",
" <td>Weld</td>\n",
" <td>Town of Hudson Ballot Issue 2Q</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No/Against\"]</td>\n",
" <td>0</td>\n",
" <td>49353</td>\n",
" <td>211</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>738</th>\n",
" <td>Weld</td>\n",
" <td>Town of Lochbuie Ballot Issue 2D</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No/Against\"]</td>\n",
" <td>57</td>\n",
" <td>49353</td>\n",
" <td>713</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>739</th>\n",
" <td>Weld</td>\n",
" <td>Town of Lochbuie Ballot Issue 2E</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes/For\"]</td>\n",
" <td>111</td>\n",
" <td>49353</td>\n",
" <td>713</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>740</th>\n",
" <td>Weld</td>\n",
" <td>Weld County Referred Ballot Question 1A</td>\n",
" <td>COUNTY_WIDE_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No/Against\"]</td>\n",
" <td>8924</td>\n",
" <td>49353</td>\n",
" <td>49240</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>741</th>\n",
" <td>Weld</td>\n",
" <td>Weld County Referred Ballot Question 1B</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes/For\"]</td>\n",
" <td>20907</td>\n",
" <td>49353</td>\n",
" <td>49240</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>742</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District 6 BALLOT ISSUE 3A</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes/For\"]</td>\n",
" <td>4028</td>\n",
" <td>49353</td>\n",
" <td>22344</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>743</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District 6 Board of Educati...</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>[\"Roger A. DeWitt\",\"J. Michael Mathews\",\"John ...</td>\n",
" <td>0</td>\n",
" <td>49353</td>\n",
" <td>22344</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>744</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-10J Director Di...</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Leonard Krise\"]</td>\n",
" <td>0</td>\n",
" <td>49353</td>\n",
" <td>176</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>745</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-10J Director Di...</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Marlene G Hale\"]</td>\n",
" <td>0</td>\n",
" <td>49353</td>\n",
" <td>176</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>746</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-5J Director Dis...</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Cathy Hull\"]</td>\n",
" <td>0</td>\n",
" <td>49353</td>\n",
" <td>2734</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>747</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-5J Director Dis...</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Peggy Wakeman\"]</td>\n",
" <td>500</td>\n",
" <td>49353</td>\n",
" <td>2734</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>748</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-5J Director Dis...</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Michael D Wailes\"]</td>\n",
" <td>600</td>\n",
" <td>49353</td>\n",
" <td>2734</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>749</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-9 Director Dist...</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Brian Fabrizius\"]</td>\n",
" <td>163</td>\n",
" <td>49353</td>\n",
" <td>1129</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>750</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-9 Director Dist...</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"John Scanga\"]</td>\n",
" <td>0</td>\n",
" <td>49353</td>\n",
" <td>1129</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>751</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School RE-10J Ballot Issue 3B</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No/Against\"]</td>\n",
" <td>1</td>\n",
" <td>49353</td>\n",
" <td>176</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>752</th>\n",
" <td>Weld</td>\n",
" <td>Weld Re-8 School District Director District C</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Matthew Ryan Adame\"]</td>\n",
" <td>290</td>\n",
" <td>49353</td>\n",
" <td>1889</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>753</th>\n",
" <td>Weld</td>\n",
" <td>Weld Re-8 School District Director District D</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Heather Taylor\"]</td>\n",
" <td>307</td>\n",
" <td>49353</td>\n",
" <td>1889</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>754</th>\n",
" <td>Weld</td>\n",
" <td>Weld Re-8 School District Director District F</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Michelle Diane Bettger\"]</td>\n",
" <td>0</td>\n",
" <td>49353</td>\n",
" <td>1889</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>755</th>\n",
" <td>Weld</td>\n",
" <td>Weld Re-8 School District Director District G</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Kehle R. Griego\"]</td>\n",
" <td>104</td>\n",
" <td>49353</td>\n",
" <td>1889</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>756</th>\n",
" <td>Weld</td>\n",
" <td>Wiggins School District RE-50J Board of Educat...</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>[\"Mike Miller\",\"Dale E. Fleming\"]</td>\n",
" <td>2</td>\n",
" <td>49353</td>\n",
" <td>20</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>757</th>\n",
" <td>Yuma</td>\n",
" <td>BALLOT ISSUE 3A: GENERAL FUND OVERRIDE</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"NO/AGAINST\"]</td>\n",
" <td>1</td>\n",
" <td>1751</td>\n",
" <td>5</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>758</th>\n",
" <td>Yuma</td>\n",
" <td>Ballot Question 2I</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes/For\"]</td>\n",
" <td>371</td>\n",
" <td>1751</td>\n",
" <td>526</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>759</th>\n",
" <td>Yuma</td>\n",
" <td>Ballot Question 2J</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No/Against\"]</td>\n",
" <td>47</td>\n",
" <td>1751</td>\n",
" <td>526</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>760</th>\n",
" <td>Yuma</td>\n",
" <td>RE-1J School Board Director</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>[\"Patricia Wiebers\",\"Jon Kleve\",\"Trampas D. Hu...</td>\n",
" <td>1</td>\n",
" <td>1751</td>\n",
" <td>19</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>761</th>\n",
" <td>Yuma</td>\n",
" <td>RE-2J Board of Education Director</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>[\"Tamara Durbin\",\"Staci Tempel\",\"Jay Wisdom\"]</td>\n",
" <td>0</td>\n",
" <td>1751</td>\n",
" <td>5</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>762</th>\n",
" <td>Yuma</td>\n",
" <td>RJ - 3 Directors-At Large Four Year Term</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>[\"Ken Charles Brenner\",\"Kyle Kite\",\"Amber Hard...</td>\n",
" <td>19</td>\n",
" <td>1751</td>\n",
" <td>205</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>763</th>\n",
" <td>Yuma</td>\n",
" <td>Wray City Council</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>[\"Greg Jones\",\"Scott Weaver\",\"Robert Kraus\"]</td>\n",
" <td>2</td>\n",
" <td>1751</td>\n",
" <td>526</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>764</th>\n",
" <td>Yuma</td>\n",
" <td>Yuma 1 School Board Director - 2 yr term</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Duane E. Brown\"]</td>\n",
" <td>0</td>\n",
" <td>1751</td>\n",
" <td>996</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>765</th>\n",
" <td>Yuma</td>\n",
" <td>Yuma 1 School Board Director - 4 yr term</td>\n",
" <td>COUNTY_WIDE_CONTEST</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>[\"Lindsey L. Seward-Galles\",\"Kimberly Langley\"...</td>\n",
" <td>148</td>\n",
" <td>1751</td>\n",
" <td>996</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>766 rows × 11 columns</p>\n",
"</div>"
],
"text/plain": [
" county_name contest_name \\\n",
"0 Adams 27J School Director - District 2 \n",
"1 Adams 27J School Director - District 4 \n",
"2 Adams 27J School Director - District 5 \n",
"3 Adams 27J School Director - District 6 \n",
"4 Adams 28J Board Of Directors \n",
"5 Adams 29J School Director At Large \n",
"6 Adams 32J School Board Director \n",
"7 Adams Adams 12 Director District No 3 \n",
"8 Adams Adams 12 Director District No 4 \n",
"9 Adams Adams 14 Board Of Education \n",
"10 Adams Arvada Councilmember At Large \n",
"11 Adams Aurora Council Member - At Large \n",
"12 Adams Aurora Council Member Ward 1 \n",
"13 Adams Aurora Council Member Ward 2 \n",
"14 Adams Ballot Issue 2C \n",
"15 Adams Ballot Issue 2D \n",
"16 Adams Ballot Issue 2E \n",
"17 Adams Ballot Issue 2F \n",
"18 Adams Ballot Issue 2J \n",
"19 Adams Ballot Issue 2L \n",
"20 Adams Ballot Issue 3D \n",
"21 Adams Ballot Issue 4D \n",
"22 Adams Ballot Issue 4E \n",
"23 Adams Ballot Issue 4F \n",
"24 Adams Ballot Question 2A \n",
"25 Adams Ballot Question 2B \n",
"26 Adams Ballot Question 2G \n",
"27 Adams Ballot Question 2H \n",
"28 Adams Ballot Question 2I \n",
"29 Adams Ballot Question 2K \n",
".. ... ... \n",
"736 Weld Town of Firestone Ballot Question 2B \n",
"737 Weld Town of Hudson Ballot Issue 2Q \n",
"738 Weld Town of Lochbuie Ballot Issue 2D \n",
"739 Weld Town of Lochbuie Ballot Issue 2E \n",
"740 Weld Weld County Referred Ballot Question 1A \n",
"741 Weld Weld County Referred Ballot Question 1B \n",
"742 Weld Weld County School District 6 BALLOT ISSUE 3A \n",
"743 Weld Weld County School District 6 Board of Educati... \n",
"744 Weld Weld County School District RE-10J Director Di... \n",
"745 Weld Weld County School District RE-10J Director Di... \n",
"746 Weld Weld County School District RE-5J Director Dis... \n",
"747 Weld Weld County School District RE-5J Director Dis... \n",
"748 Weld Weld County School District RE-5J Director Dis... \n",
"749 Weld Weld County School District RE-9 Director Dist... \n",
"750 Weld Weld County School District RE-9 Director Dist... \n",
"751 Weld Weld County School RE-10J Ballot Issue 3B \n",
"752 Weld Weld Re-8 School District Director District C \n",
"753 Weld Weld Re-8 School District Director District D \n",
"754 Weld Weld Re-8 School District Director District F \n",
"755 Weld Weld Re-8 School District Director District G \n",
"756 Weld Wiggins School District RE-50J Board of Educat... \n",
"757 Yuma BALLOT ISSUE 3A: GENERAL FUND OVERRIDE \n",
"758 Yuma Ballot Question 2I \n",
"759 Yuma Ballot Question 2J \n",
"760 Yuma RE-1J School Board Director \n",
"761 Yuma RE-2J Board of Education Director \n",
"762 Yuma RJ - 3 Directors-At Large Four Year Term \n",
"763 Yuma Wray City Council \n",
"764 Yuma Yuma 1 School Board Director - 2 yr term \n",
"765 Yuma Yuma 1 School Board Director - 4 yr term \n",
"\n",
" audit_reason votes_allowed winners_allowed \\\n",
"0 OPPORTUNISTIC_BENEFITS 1 1 \n",
"1 OPPORTUNISTIC_BENEFITS 1 1 \n",
"2 OPPORTUNISTIC_BENEFITS 1 1 \n",
"3 OPPORTUNISTIC_BENEFITS 1 1 \n",
"4 OPPORTUNISTIC_BENEFITS 4 4 \n",
"5 OPPORTUNISTIC_BENEFITS 2 2 \n",
"6 TIED_CONTEST 3 3 \n",
"7 COUNTY_WIDE_CONTEST 1 1 \n",
"8 TIED_CONTEST 1 1 \n",
"9 OPPORTUNISTIC_BENEFITS 2 2 \n",
"10 OPPORTUNISTIC_BENEFITS 1 1 \n",
"11 OPPORTUNISTIC_BENEFITS 2 2 \n",
"12 OPPORTUNISTIC_BENEFITS 1 1 \n",
"13 OPPORTUNISTIC_BENEFITS 1 1 \n",
"14 OPPORTUNISTIC_BENEFITS 1 1 \n",
"15 OPPORTUNISTIC_BENEFITS 1 1 \n",
"16 OPPORTUNISTIC_BENEFITS 1 1 \n",
"17 OPPORTUNISTIC_BENEFITS 1 1 \n",
"18 OPPORTUNISTIC_BENEFITS 1 1 \n",
"19 OPPORTUNISTIC_BENEFITS 1 1 \n",
"20 OPPORTUNISTIC_BENEFITS 1 1 \n",
"21 OPPORTUNISTIC_BENEFITS 1 1 \n",
"22 OPPORTUNISTIC_BENEFITS 1 1 \n",
"23 OPPORTUNISTIC_BENEFITS 1 1 \n",
"24 OPPORTUNISTIC_BENEFITS 1 1 \n",
"25 OPPORTUNISTIC_BENEFITS 1 1 \n",
"26 OPPORTUNISTIC_BENEFITS 1 1 \n",
"27 OPPORTUNISTIC_BENEFITS 1 1 \n",
"28 OPPORTUNISTIC_BENEFITS 1 1 \n",
"29 OPPORTUNISTIC_BENEFITS 1 1 \n",
".. ... ... ... \n",
"736 OPPORTUNISTIC_BENEFITS 1 1 \n",
"737 TIED_CONTEST 1 1 \n",
"738 OPPORTUNISTIC_BENEFITS 1 1 \n",
"739 OPPORTUNISTIC_BENEFITS 1 1 \n",
"740 COUNTY_WIDE_CONTEST 1 1 \n",
"741 OPPORTUNISTIC_BENEFITS 1 1 \n",
"742 OPPORTUNISTIC_BENEFITS 1 1 \n",
"743 TIED_CONTEST 4 4 \n",
"744 TIED_CONTEST 1 1 \n",
"745 TIED_CONTEST 1 1 \n",
"746 TIED_CONTEST 1 1 \n",
"747 OPPORTUNISTIC_BENEFITS 1 1 \n",
"748 OPPORTUNISTIC_BENEFITS 1 1 \n",
"749 OPPORTUNISTIC_BENEFITS 1 1 \n",
"750 TIED_CONTEST 1 1 \n",
"751 OPPORTUNISTIC_BENEFITS 1 1 \n",
"752 OPPORTUNISTIC_BENEFITS 1 1 \n",
"753 OPPORTUNISTIC_BENEFITS 1 1 \n",
"754 TIED_CONTEST 1 1 \n",
"755 OPPORTUNISTIC_BENEFITS 1 1 \n",
"756 OPPORTUNISTIC_BENEFITS 2 2 \n",
"757 OPPORTUNISTIC_BENEFITS 1 1 \n",
"758 OPPORTUNISTIC_BENEFITS 1 1 \n",
"759 OPPORTUNISTIC_BENEFITS 1 1 \n",
"760 OPPORTUNISTIC_BENEFITS 3 3 \n",
"761 TIED_CONTEST 3 3 \n",
"762 OPPORTUNISTIC_BENEFITS 3 3 \n",
"763 OPPORTUNISTIC_BENEFITS 3 3 \n",
"764 TIED_CONTEST 1 1 \n",
"765 COUNTY_WIDE_CONTEST 3 3 \n",
"\n",
" winners min_margin \\\n",
"0 [\"Kevin Robert Kerber\"] 943 \n",
"1 [\"Blaine Nickeson\"] 3413 \n",
"2 [\"Mandy Thomas\"] 3623 \n",
"3 [\"Jennifer Venerable\"] 6299 \n",
"4 [\"Kevin Cox\",\"Kyla Alysia Armstrong-Romero\",\"M... 109 \n",
"5 [\"James DuBois\",\"Kyle Meyer\"] 32 \n",
"6 [\"Charles \\\"Charlie\\\" Tucker\",\"Jay Bauer\",\"Don... 0 \n",
"7 [\"Kathy Plomer\"] 8463 \n",
"8 [\"Brian Batz\"] 0 \n",
"9 [\"Connie Quintana\",\"Bill Hyde\"] 298 \n",
"10 [\"Dot Miller\"] 38 \n",
"11 [\"Allison Hiltz\",\"Tom Tobiassen\"] 34 \n",
"12 [\"Crystal Murillo\"] 272 \n",
"13 [\"Nicole Emily Johnston\"] 427 \n",
"14 [\"Yes\"] 426 \n",
"15 [\"No\"] 1 \n",
"16 [\"No\"] 1 \n",
"17 [\"Yes\"] 2310 \n",
"18 [\"No/Against\"] 1984 \n",
"19 [\"Yes\"] 155 \n",
"20 [\"No\"] 812 \n",
"21 [\"No\"] 54 \n",
"22 [\"No\"] 1 \n",
"23 [\"Yes\"] 22 \n",
"24 [\"Yes\"] 2540 \n",
"25 [\"Yes\"] 10269 \n",
"26 [\"Yes\"] 1898 \n",
"27 [\"No\"] 1125 \n",
"28 [\"No\"] 1097 \n",
"29 [\"No\"] 404 \n",
".. ... ... \n",
"736 [\"Yes/For\"] 277 \n",
"737 [\"No/Against\"] 0 \n",
"738 [\"No/Against\"] 57 \n",
"739 [\"Yes/For\"] 111 \n",
"740 [\"No/Against\"] 8924 \n",
"741 [\"Yes/For\"] 20907 \n",
"742 [\"Yes/For\"] 4028 \n",
"743 [\"Roger A. DeWitt\",\"J. Michael Mathews\",\"John ... 0 \n",
"744 [\"Leonard Krise\"] 0 \n",
"745 [\"Marlene G Hale\"] 0 \n",
"746 [\"Cathy Hull\"] 0 \n",
"747 [\"Peggy Wakeman\"] 500 \n",
"748 [\"Michael D Wailes\"] 600 \n",
"749 [\"Brian Fabrizius\"] 163 \n",
"750 [\"John Scanga\"] 0 \n",
"751 [\"No/Against\"] 1 \n",
"752 [\"Matthew Ryan Adame\"] 290 \n",
"753 [\"Heather Taylor\"] 307 \n",
"754 [\"Michelle Diane Bettger\"] 0 \n",
"755 [\"Kehle R. Griego\"] 104 \n",
"756 [\"Mike Miller\",\"Dale E. Fleming\"] 2 \n",
"757 [\"NO/AGAINST\"] 1 \n",
"758 [\"Yes/For\"] 371 \n",
"759 [\"No/Against\"] 47 \n",
"760 [\"Patricia Wiebers\",\"Jon Kleve\",\"Trampas D. Hu... 1 \n",
"761 [\"Tamara Durbin\",\"Staci Tempel\",\"Jay Wisdom\"] 0 \n",
"762 [\"Ken Charles Brenner\",\"Kyle Kite\",\"Amber Hard... 19 \n",
"763 [\"Greg Jones\",\"Scott Weaver\",\"Robert Kraus\"] 2 \n",
"764 [\"Duane E. Brown\"] 0 \n",
"765 [\"Lindsey L. Seward-Galles\",\"Kimberly Langley\"... 148 \n",
"\n",
" county_cards contest_cards risk_limit gamma \n",
"0 64596 19292 0.09 1.0391 \n",
"1 64596 19292 0.09 1.0391 \n",
"2 64596 19292 0.09 1.0391 \n",
"3 64596 19292 0.09 1.0391 \n",
"4 64596 3140 0.09 1.0391 \n",
"5 64596 909 0.09 1.0391 \n",
"6 64596 99 0.09 1.0391 \n",
"7 64596 27767 0.09 1.0391 \n",
"8 64596 27767 0.09 1.0391 \n",
"9 64596 2631 0.09 1.0391 \n",
"10 64596 341 0.09 1.0391 \n",
"11 64596 3280 0.09 1.0391 \n",
"12 64596 1327 0.09 1.0391 \n",
"13 64596 1953 0.09 1.0391 \n",
"14 64596 7011 0.09 1.0391 \n",
"15 64596 1 0.09 1.0391 \n",
"16 64596 1 0.09 1.0391 \n",
"17 64596 5572 0.09 1.0391 \n",
"18 64596 6904 0.09 1.0391 \n",
"19 64596 1033 0.09 1.0391 \n",
"20 64596 19292 0.09 1.0391 \n",
"21 64596 1029 0.09 1.0391 \n",
"22 64596 1 0.09 1.0391 \n",
"23 64596 701 0.09 1.0391 \n",
"24 64596 18636 0.09 1.0391 \n",
"25 64596 18636 0.09 1.0391 \n",
"26 64596 5572 0.09 1.0391 \n",
"27 64596 5572 0.09 1.0391 \n",
"28 64596 5572 0.09 1.0391 \n",
"29 64596 3280 0.09 1.0391 \n",
".. ... ... ... ... \n",
"736 49353 2667 0.09 1.0391 \n",
"737 49353 211 0.09 1.0391 \n",
"738 49353 713 0.09 1.0391 \n",
"739 49353 713 0.09 1.0391 \n",
"740 49353 49240 0.09 1.0391 \n",
"741 49353 49240 0.09 1.0391 \n",
"742 49353 22344 0.09 1.0391 \n",
"743 49353 22344 0.09 1.0391 \n",
"744 49353 176 0.09 1.0391 \n",
"745 49353 176 0.09 1.0391 \n",
"746 49353 2734 0.09 1.0391 \n",
"747 49353 2734 0.09 1.0391 \n",
"748 49353 2734 0.09 1.0391 \n",
"749 49353 1129 0.09 1.0391 \n",
"750 49353 1129 0.09 1.0391 \n",
"751 49353 176 0.09 1.0391 \n",
"752 49353 1889 0.09 1.0391 \n",
"753 49353 1889 0.09 1.0391 \n",
"754 49353 1889 0.09 1.0391 \n",
"755 49353 1889 0.09 1.0391 \n",
"756 49353 20 0.09 1.0391 \n",
"757 1751 5 0.09 1.0391 \n",
"758 1751 526 0.09 1.0391 \n",
"759 1751 526 0.09 1.0391 \n",
"760 1751 19 0.09 1.0391 \n",
"761 1751 5 0.09 1.0391 \n",
"762 1751 205 0.09 1.0391 \n",
"763 1751 526 0.09 1.0391 \n",
"764 1751 996 0.09 1.0391 \n",
"765 1751 996 0.09 1.0391 \n",
"\n",
"[766 rows x 11 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all_static_df"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"all_static_qg = qgrid.show_grid(all_static_df, show_toolbar=False, grid_options={'maxVisibleRows': 25}) # Make it True to add or remove rows"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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"QgridWidget(grid_options={'fullWidthRows': True, 'forceFitColumns': True, 'autoEdit': False, 'enableTextSelectionOnCells': True, 'highlightSelectedCell': False, 'explicitInitialization': True, 'syncColumnCellResize': True, 'filterable': True, 'maxVisibleRows': 25, 'editable': True, 'sortable': True, 'minVisibleRows': 8, 'enableColumnReorder': False, 'rowHeight': 28, 'defaultColumnWidth': 150, 'highlightSelectedRow': True}, precision=3)"
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{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"contest_ballots = all_static_df.groupby('county_name').sum()['contest_cards']"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"card_count = all_static_df.groupby('county_name').max()['county_cards']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Dynamic data on discrepancies etc"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"all_dyn_df = pd.read_csv(\"../rla_export/all_contest_dynamic.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"all_dyn_df = all_dyn_df.rename(columns={'two_vote_over_count': 'o2', 'one_vote_over_count': 'o1', 'one_vote_under_count': 'u1', 'two_vote_under_count': 'u2',})"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>county_name</th>\n",
" <th>contest_name</th>\n",
" <th>current_audit_type</th>\n",
" <th>random_audit_status</th>\n",
" <th>o2</th>\n",
" <th>o1</th>\n",
" <th>u1</th>\n",
" <th>u2</th>\n",
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" </thead>\n",
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" <th>0</th>\n",
" <td>Adams</td>\n",
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" <td>Adams</td>\n",
" <td>27J School Director - District 4</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
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" <td>Adams</td>\n",
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" <td>0</td>\n",
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" <tr>\n",
" <th>3</th>\n",
" <td>Adams</td>\n",
" <td>27J School Director - District 6</td>\n",
" <td>NaN</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <tr>\n",
" <th>4</th>\n",
" <td>Adams</td>\n",
" <td>28J Board Of Directors</td>\n",
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" <td>Adams</td>\n",
" <td>29J School Director At Large</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Adams</td>\n",
" <td>32J School Board Director</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Adams</td>\n",
" <td>Adams 12 Director District No 3</td>\n",
" <td>COMPARISON</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Adams</td>\n",
" <td>Adams 12 Director District No 4</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Adams</td>\n",
" <td>Adams 14 Board Of Education</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Adams</td>\n",
" <td>Arvada Councilmember At Large</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Adams</td>\n",
" <td>Aurora Council Member - At Large</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Adams</td>\n",
" <td>Aurora Council Member Ward 1</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Adams</td>\n",
" <td>Aurora Council Member Ward 2</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2C</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2D</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2E</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2F</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2J</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2L</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 3D</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 4D</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 4E</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 4F</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2A</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2B</td>\n",
" <td>NaN</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2G</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2H</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2I</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2K</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</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",
" </tr>\n",
" <tr>\n",
" <th>736</th>\n",
" <td>Weld</td>\n",
" <td>Town of Firestone Ballot Question 2B</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>737</th>\n",
" <td>Weld</td>\n",
" <td>Town of Hudson Ballot Issue 2Q</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>738</th>\n",
" <td>Weld</td>\n",
" <td>Town of Lochbuie Ballot Issue 2D</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>739</th>\n",
" <td>Weld</td>\n",
" <td>Town of Lochbuie Ballot Issue 2E</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>740</th>\n",
" <td>Weld</td>\n",
" <td>Weld County Referred Ballot Question 1A</td>\n",
" <td>COMPARISON</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>741</th>\n",
" <td>Weld</td>\n",
" <td>Weld County Referred Ballot Question 1B</td>\n",
" <td>NaN</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>742</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District 6 BALLOT ISSUE 3A</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>743</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District 6 Board of Educati...</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>744</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-10J Director Di...</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>745</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-10J Director Di...</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>746</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-5J Director Dis...</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>747</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-5J Director Dis...</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>748</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-5J Director Dis...</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>749</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-9 Director Dist...</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>750</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-9 Director Dist...</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>751</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School RE-10J Ballot Issue 3B</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>752</th>\n",
" <td>Weld</td>\n",
" <td>Weld Re-8 School District Director District C</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>753</th>\n",
" <td>Weld</td>\n",
" <td>Weld Re-8 School District Director District D</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>754</th>\n",
" <td>Weld</td>\n",
" <td>Weld Re-8 School District Director District F</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>755</th>\n",
" <td>Weld</td>\n",
" <td>Weld Re-8 School District Director District G</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>756</th>\n",
" <td>Weld</td>\n",
" <td>Wiggins School District RE-50J Board of Educat...</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>757</th>\n",
" <td>Yuma</td>\n",
" <td>BALLOT ISSUE 3A: GENERAL FUND OVERRIDE</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>758</th>\n",
" <td>Yuma</td>\n",
" <td>Ballot Question 2I</td>\n",
" <td>NaN</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>759</th>\n",
" <td>Yuma</td>\n",
" <td>Ballot Question 2J</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>760</th>\n",
" <td>Yuma</td>\n",
" <td>RE-1J School Board Director</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>761</th>\n",
" <td>Yuma</td>\n",
" <td>RE-2J Board of Education Director</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>762</th>\n",
" <td>Yuma</td>\n",
" <td>RJ - 3 Directors-At Large Four Year Term</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>763</th>\n",
" <td>Yuma</td>\n",
" <td>Wray City Council</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>764</th>\n",
" <td>Yuma</td>\n",
" <td>Yuma 1 School Board Director - 2 yr term</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>765</th>\n",
" <td>Yuma</td>\n",
" <td>Yuma 1 School Board Director - 4 yr term</td>\n",
" <td>COMPARISON</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>766 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" county_name contest_name \\\n",
"0 Adams 27J School Director - District 2 \n",
"1 Adams 27J School Director - District 4 \n",
"2 Adams 27J School Director - District 5 \n",
"3 Adams 27J School Director - District 6 \n",
"4 Adams 28J Board Of Directors \n",
"5 Adams 29J School Director At Large \n",
"6 Adams 32J School Board Director \n",
"7 Adams Adams 12 Director District No 3 \n",
"8 Adams Adams 12 Director District No 4 \n",
"9 Adams Adams 14 Board Of Education \n",
"10 Adams Arvada Councilmember At Large \n",
"11 Adams Aurora Council Member - At Large \n",
"12 Adams Aurora Council Member Ward 1 \n",
"13 Adams Aurora Council Member Ward 2 \n",
"14 Adams Ballot Issue 2C \n",
"15 Adams Ballot Issue 2D \n",
"16 Adams Ballot Issue 2E \n",
"17 Adams Ballot Issue 2F \n",
"18 Adams Ballot Issue 2J \n",
"19 Adams Ballot Issue 2L \n",
"20 Adams Ballot Issue 3D \n",
"21 Adams Ballot Issue 4D \n",
"22 Adams Ballot Issue 4E \n",
"23 Adams Ballot Issue 4F \n",
"24 Adams Ballot Question 2A \n",
"25 Adams Ballot Question 2B \n",
"26 Adams Ballot Question 2G \n",
"27 Adams Ballot Question 2H \n",
"28 Adams Ballot Question 2I \n",
"29 Adams Ballot Question 2K \n",
".. ... ... \n",
"736 Weld Town of Firestone Ballot Question 2B \n",
"737 Weld Town of Hudson Ballot Issue 2Q \n",
"738 Weld Town of Lochbuie Ballot Issue 2D \n",
"739 Weld Town of Lochbuie Ballot Issue 2E \n",
"740 Weld Weld County Referred Ballot Question 1A \n",
"741 Weld Weld County Referred Ballot Question 1B \n",
"742 Weld Weld County School District 6 BALLOT ISSUE 3A \n",
"743 Weld Weld County School District 6 Board of Educati... \n",
"744 Weld Weld County School District RE-10J Director Di... \n",
"745 Weld Weld County School District RE-10J Director Di... \n",
"746 Weld Weld County School District RE-5J Director Dis... \n",
"747 Weld Weld County School District RE-5J Director Dis... \n",
"748 Weld Weld County School District RE-5J Director Dis... \n",
"749 Weld Weld County School District RE-9 Director Dist... \n",
"750 Weld Weld County School District RE-9 Director Dist... \n",
"751 Weld Weld County School RE-10J Ballot Issue 3B \n",
"752 Weld Weld Re-8 School District Director District C \n",
"753 Weld Weld Re-8 School District Director District D \n",
"754 Weld Weld Re-8 School District Director District F \n",
"755 Weld Weld Re-8 School District Director District G \n",
"756 Weld Wiggins School District RE-50J Board of Educat... \n",
"757 Yuma BALLOT ISSUE 3A: GENERAL FUND OVERRIDE \n",
"758 Yuma Ballot Question 2I \n",
"759 Yuma Ballot Question 2J \n",
"760 Yuma RE-1J School Board Director \n",
"761 Yuma RE-2J Board of Education Director \n",
"762 Yuma RJ - 3 Directors-At Large Four Year Term \n",
"763 Yuma Wray City Council \n",
"764 Yuma Yuma 1 School Board Director - 2 yr term \n",
"765 Yuma Yuma 1 School Board Director - 4 yr term \n",
"\n",
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"737 NOT_AUDITABLE NOT_AUDITABLE 0 0 0 0 \n",
"738 NaN ENDED 0 0 0 0 \n",
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"750 NOT_AUDITABLE RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"751 NaN ENDED 0 0 0 0 \n",
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"754 NOT_AUDITABLE RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
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"765 COMPARISON RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"\n",
"[766 rows x 8 columns]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"all_dyn_df"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"contests_df = all_static_df.merge(all_dyn_df, how='left', on=['county_name', 'contest_name'])"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"766"
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},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(contests_df)"
]
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{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"contests_qg = qgrid.show_grid(contests_df, show_toolbar=False, grid_options={'maxVisibleRows': 25}) # Make it True to add or remove rows"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"scrolled": true
},
"outputs": [
{
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"source": [
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{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
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"pd.crosstab(contests_df.random_audit_status, contests_df.audit_reason, margins=True)"
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{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
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{
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"execution_count": 26,
"metadata": {},
"outputs": [
{
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"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"len(contests_df)"
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{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
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"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
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"source": [
"contests_df.groupby('current_audit_type').groups"
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{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"scrolled": true
},
"outputs": [
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" <td>64596</td>\n",
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" <td>2</td>\n",
" <td>[\"Connie Quintana\",\"Bill Hyde\"]</td>\n",
" <td>298</td>\n",
" <td>64596</td>\n",
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" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Dot Miller\"]</td>\n",
" <td>38</td>\n",
" <td>64596</td>\n",
" <td>341</td>\n",
" <td>0.09</td>\n",
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" <td>Adams</td>\n",
" <td>Aurora Council Member - At Large</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>[\"Allison Hiltz\",\"Tom Tobiassen\"]</td>\n",
" <td>34</td>\n",
" <td>64596</td>\n",
" <td>3280</td>\n",
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" <td>Adams</td>\n",
" <td>Aurora Council Member Ward 1</td>\n",
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" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Crystal Murillo\"]</td>\n",
" <td>272</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Adams</td>\n",
" <td>Aurora Council Member Ward 2</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Nicole Emily Johnston\"]</td>\n",
" <td>427</td>\n",
" <td>64596</td>\n",
" <td>1953</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2C</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes\"]</td>\n",
" <td>426</td>\n",
" <td>64596</td>\n",
" <td>7011</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2D</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No\"]</td>\n",
" <td>1</td>\n",
" <td>64596</td>\n",
" <td>1</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2E</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No\"]</td>\n",
" <td>1</td>\n",
" <td>64596</td>\n",
" <td>1</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2F</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes\"]</td>\n",
" <td>2310</td>\n",
" <td>64596</td>\n",
" <td>5572</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2J</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No/Against\"]</td>\n",
" <td>1984</td>\n",
" <td>64596</td>\n",
" <td>6904</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 2L</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes\"]</td>\n",
" <td>155</td>\n",
" <td>64596</td>\n",
" <td>1033</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 3D</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No\"]</td>\n",
" <td>812</td>\n",
" <td>64596</td>\n",
" <td>19292</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 4D</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No\"]</td>\n",
" <td>54</td>\n",
" <td>64596</td>\n",
" <td>1029</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 4E</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No\"]</td>\n",
" <td>1</td>\n",
" <td>64596</td>\n",
" <td>1</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Issue 4F</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes\"]</td>\n",
" <td>22</td>\n",
" <td>64596</td>\n",
" <td>701</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2A</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes\"]</td>\n",
" <td>2540</td>\n",
" <td>64596</td>\n",
" <td>18636</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2B</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes\"]</td>\n",
" <td>10269</td>\n",
" <td>64596</td>\n",
" <td>18636</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2G</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes\"]</td>\n",
" <td>1898</td>\n",
" <td>64596</td>\n",
" <td>5572</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2H</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No\"]</td>\n",
" <td>1125</td>\n",
" <td>64596</td>\n",
" <td>5572</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2I</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No\"]</td>\n",
" <td>1097</td>\n",
" <td>64596</td>\n",
" <td>5572</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Adams</td>\n",
" <td>Ballot Question 2K</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No\"]</td>\n",
" <td>404</td>\n",
" <td>64596</td>\n",
" <td>3280</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>736</th>\n",
" <td>Weld</td>\n",
" <td>Town of Firestone Ballot Question 2B</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes/For\"]</td>\n",
" <td>277</td>\n",
" <td>49353</td>\n",
" <td>2667</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>737</th>\n",
" <td>Weld</td>\n",
" <td>Town of Hudson Ballot Issue 2Q</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No/Against\"]</td>\n",
" <td>0</td>\n",
" <td>49353</td>\n",
" <td>211</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>738</th>\n",
" <td>Weld</td>\n",
" <td>Town of Lochbuie Ballot Issue 2D</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No/Against\"]</td>\n",
" <td>57</td>\n",
" <td>49353</td>\n",
" <td>713</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>739</th>\n",
" <td>Weld</td>\n",
" <td>Town of Lochbuie Ballot Issue 2E</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes/For\"]</td>\n",
" <td>111</td>\n",
" <td>49353</td>\n",
" <td>713</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>740</th>\n",
" <td>Weld</td>\n",
" <td>Weld County Referred Ballot Question 1A</td>\n",
" <td>COUNTY_WIDE_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No/Against\"]</td>\n",
" <td>8924</td>\n",
" <td>49353</td>\n",
" <td>49240</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>COMPARISON</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>741</th>\n",
" <td>Weld</td>\n",
" <td>Weld County Referred Ballot Question 1B</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes/For\"]</td>\n",
" <td>20907</td>\n",
" <td>49353</td>\n",
" <td>49240</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>742</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District 6 BALLOT ISSUE 3A</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes/For\"]</td>\n",
" <td>4028</td>\n",
" <td>49353</td>\n",
" <td>22344</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>743</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District 6 Board of Educati...</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>[\"Roger A. DeWitt\",\"J. Michael Mathews\",\"John ...</td>\n",
" <td>0</td>\n",
" <td>49353</td>\n",
" <td>22344</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>744</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-10J Director Di...</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Leonard Krise\"]</td>\n",
" <td>0</td>\n",
" <td>49353</td>\n",
" <td>176</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>745</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-10J Director Di...</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Marlene G Hale\"]</td>\n",
" <td>0</td>\n",
" <td>49353</td>\n",
" <td>176</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>746</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-5J Director Dis...</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Cathy Hull\"]</td>\n",
" <td>0</td>\n",
" <td>49353</td>\n",
" <td>2734</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>747</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-5J Director Dis...</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Peggy Wakeman\"]</td>\n",
" <td>500</td>\n",
" <td>49353</td>\n",
" <td>2734</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>748</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-5J Director Dis...</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Michael D Wailes\"]</td>\n",
" <td>600</td>\n",
" <td>49353</td>\n",
" <td>2734</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>749</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-9 Director Dist...</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Brian Fabrizius\"]</td>\n",
" <td>163</td>\n",
" <td>49353</td>\n",
" <td>1129</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>750</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School District RE-9 Director Dist...</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"John Scanga\"]</td>\n",
" <td>0</td>\n",
" <td>49353</td>\n",
" <td>1129</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>751</th>\n",
" <td>Weld</td>\n",
" <td>Weld County School RE-10J Ballot Issue 3B</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No/Against\"]</td>\n",
" <td>1</td>\n",
" <td>49353</td>\n",
" <td>176</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>752</th>\n",
" <td>Weld</td>\n",
" <td>Weld Re-8 School District Director District C</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Matthew Ryan Adame\"]</td>\n",
" <td>290</td>\n",
" <td>49353</td>\n",
" <td>1889</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>753</th>\n",
" <td>Weld</td>\n",
" <td>Weld Re-8 School District Director District D</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Heather Taylor\"]</td>\n",
" <td>307</td>\n",
" <td>49353</td>\n",
" <td>1889</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>754</th>\n",
" <td>Weld</td>\n",
" <td>Weld Re-8 School District Director District F</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Michelle Diane Bettger\"]</td>\n",
" <td>0</td>\n",
" <td>49353</td>\n",
" <td>1889</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>755</th>\n",
" <td>Weld</td>\n",
" <td>Weld Re-8 School District Director District G</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Kehle R. Griego\"]</td>\n",
" <td>104</td>\n",
" <td>49353</td>\n",
" <td>1889</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>756</th>\n",
" <td>Weld</td>\n",
" <td>Wiggins School District RE-50J Board of Educat...</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>[\"Mike Miller\",\"Dale E. Fleming\"]</td>\n",
" <td>2</td>\n",
" <td>49353</td>\n",
" <td>20</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>757</th>\n",
" <td>Yuma</td>\n",
" <td>BALLOT ISSUE 3A: GENERAL FUND OVERRIDE</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"NO/AGAINST\"]</td>\n",
" <td>1</td>\n",
" <td>1751</td>\n",
" <td>5</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>758</th>\n",
" <td>Yuma</td>\n",
" <td>Ballot Question 2I</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Yes/For\"]</td>\n",
" <td>371</td>\n",
" <td>1751</td>\n",
" <td>526</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>759</th>\n",
" <td>Yuma</td>\n",
" <td>Ballot Question 2J</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"No/Against\"]</td>\n",
" <td>47</td>\n",
" <td>1751</td>\n",
" <td>526</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>760</th>\n",
" <td>Yuma</td>\n",
" <td>RE-1J School Board Director</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>[\"Patricia Wiebers\",\"Jon Kleve\",\"Trampas D. Hu...</td>\n",
" <td>1</td>\n",
" <td>1751</td>\n",
" <td>19</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>761</th>\n",
" <td>Yuma</td>\n",
" <td>RE-2J Board of Education Director</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>[\"Tamara Durbin\",\"Staci Tempel\",\"Jay Wisdom\"]</td>\n",
" <td>0</td>\n",
" <td>1751</td>\n",
" <td>5</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>762</th>\n",
" <td>Yuma</td>\n",
" <td>RJ - 3 Directors-At Large Four Year Term</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>[\"Ken Charles Brenner\",\"Kyle Kite\",\"Amber Hard...</td>\n",
" <td>19</td>\n",
" <td>1751</td>\n",
" <td>205</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>763</th>\n",
" <td>Yuma</td>\n",
" <td>Wray City Council</td>\n",
" <td>OPPORTUNISTIC_BENEFITS</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>[\"Greg Jones\",\"Scott Weaver\",\"Robert Kraus\"]</td>\n",
" <td>2</td>\n",
" <td>1751</td>\n",
" <td>526</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NaN</td>\n",
" <td>ENDED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>764</th>\n",
" <td>Yuma</td>\n",
" <td>Yuma 1 School Board Director - 2 yr term</td>\n",
" <td>TIED_CONTEST</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>[\"Duane E. Brown\"]</td>\n",
" <td>0</td>\n",
" <td>1751</td>\n",
" <td>996</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>NOT_AUDITABLE</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>765</th>\n",
" <td>Yuma</td>\n",
" <td>Yuma 1 School Board Director - 4 yr term</td>\n",
" <td>COUNTY_WIDE_CONTEST</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>[\"Lindsey L. Seward-Galles\",\"Kimberly Langley\"...</td>\n",
" <td>148</td>\n",
" <td>1751</td>\n",
" <td>996</td>\n",
" <td>0.09</td>\n",
" <td>1.0391</td>\n",
" <td>COMPARISON</td>\n",
" <td>RISK_LIMIT_ACHIEVED</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>766 rows × 17 columns</p>\n",
"</div>"
],
"text/plain": [
" county_name contest_name \\\n",
"0 Adams 27J School Director - District 2 \n",
"1 Adams 27J School Director - District 4 \n",
"2 Adams 27J School Director - District 5 \n",
"3 Adams 27J School Director - District 6 \n",
"4 Adams 28J Board Of Directors \n",
"5 Adams 29J School Director At Large \n",
"6 Adams 32J School Board Director \n",
"7 Adams Adams 12 Director District No 3 \n",
"8 Adams Adams 12 Director District No 4 \n",
"9 Adams Adams 14 Board Of Education \n",
"10 Adams Arvada Councilmember At Large \n",
"11 Adams Aurora Council Member - At Large \n",
"12 Adams Aurora Council Member Ward 1 \n",
"13 Adams Aurora Council Member Ward 2 \n",
"14 Adams Ballot Issue 2C \n",
"15 Adams Ballot Issue 2D \n",
"16 Adams Ballot Issue 2E \n",
"17 Adams Ballot Issue 2F \n",
"18 Adams Ballot Issue 2J \n",
"19 Adams Ballot Issue 2L \n",
"20 Adams Ballot Issue 3D \n",
"21 Adams Ballot Issue 4D \n",
"22 Adams Ballot Issue 4E \n",
"23 Adams Ballot Issue 4F \n",
"24 Adams Ballot Question 2A \n",
"25 Adams Ballot Question 2B \n",
"26 Adams Ballot Question 2G \n",
"27 Adams Ballot Question 2H \n",
"28 Adams Ballot Question 2I \n",
"29 Adams Ballot Question 2K \n",
".. ... ... \n",
"736 Weld Town of Firestone Ballot Question 2B \n",
"737 Weld Town of Hudson Ballot Issue 2Q \n",
"738 Weld Town of Lochbuie Ballot Issue 2D \n",
"739 Weld Town of Lochbuie Ballot Issue 2E \n",
"740 Weld Weld County Referred Ballot Question 1A \n",
"741 Weld Weld County Referred Ballot Question 1B \n",
"742 Weld Weld County School District 6 BALLOT ISSUE 3A \n",
"743 Weld Weld County School District 6 Board of Educati... \n",
"744 Weld Weld County School District RE-10J Director Di... \n",
"745 Weld Weld County School District RE-10J Director Di... \n",
"746 Weld Weld County School District RE-5J Director Dis... \n",
"747 Weld Weld County School District RE-5J Director Dis... \n",
"748 Weld Weld County School District RE-5J Director Dis... \n",
"749 Weld Weld County School District RE-9 Director Dist... \n",
"750 Weld Weld County School District RE-9 Director Dist... \n",
"751 Weld Weld County School RE-10J Ballot Issue 3B \n",
"752 Weld Weld Re-8 School District Director District C \n",
"753 Weld Weld Re-8 School District Director District D \n",
"754 Weld Weld Re-8 School District Director District F \n",
"755 Weld Weld Re-8 School District Director District G \n",
"756 Weld Wiggins School District RE-50J Board of Educat... \n",
"757 Yuma BALLOT ISSUE 3A: GENERAL FUND OVERRIDE \n",
"758 Yuma Ballot Question 2I \n",
"759 Yuma Ballot Question 2J \n",
"760 Yuma RE-1J School Board Director \n",
"761 Yuma RE-2J Board of Education Director \n",
"762 Yuma RJ - 3 Directors-At Large Four Year Term \n",
"763 Yuma Wray City Council \n",
"764 Yuma Yuma 1 School Board Director - 2 yr term \n",
"765 Yuma Yuma 1 School Board Director - 4 yr term \n",
"\n",
" audit_reason votes_allowed winners_allowed \\\n",
"0 OPPORTUNISTIC_BENEFITS 1 1 \n",
"1 OPPORTUNISTIC_BENEFITS 1 1 \n",
"2 OPPORTUNISTIC_BENEFITS 1 1 \n",
"3 OPPORTUNISTIC_BENEFITS 1 1 \n",
"4 OPPORTUNISTIC_BENEFITS 4 4 \n",
"5 OPPORTUNISTIC_BENEFITS 2 2 \n",
"6 TIED_CONTEST 3 3 \n",
"7 COUNTY_WIDE_CONTEST 1 1 \n",
"8 TIED_CONTEST 1 1 \n",
"9 OPPORTUNISTIC_BENEFITS 2 2 \n",
"10 OPPORTUNISTIC_BENEFITS 1 1 \n",
"11 OPPORTUNISTIC_BENEFITS 2 2 \n",
"12 OPPORTUNISTIC_BENEFITS 1 1 \n",
"13 OPPORTUNISTIC_BENEFITS 1 1 \n",
"14 OPPORTUNISTIC_BENEFITS 1 1 \n",
"15 OPPORTUNISTIC_BENEFITS 1 1 \n",
"16 OPPORTUNISTIC_BENEFITS 1 1 \n",
"17 OPPORTUNISTIC_BENEFITS 1 1 \n",
"18 OPPORTUNISTIC_BENEFITS 1 1 \n",
"19 OPPORTUNISTIC_BENEFITS 1 1 \n",
"20 OPPORTUNISTIC_BENEFITS 1 1 \n",
"21 OPPORTUNISTIC_BENEFITS 1 1 \n",
"22 OPPORTUNISTIC_BENEFITS 1 1 \n",
"23 OPPORTUNISTIC_BENEFITS 1 1 \n",
"24 OPPORTUNISTIC_BENEFITS 1 1 \n",
"25 OPPORTUNISTIC_BENEFITS 1 1 \n",
"26 OPPORTUNISTIC_BENEFITS 1 1 \n",
"27 OPPORTUNISTIC_BENEFITS 1 1 \n",
"28 OPPORTUNISTIC_BENEFITS 1 1 \n",
"29 OPPORTUNISTIC_BENEFITS 1 1 \n",
".. ... ... ... \n",
"736 OPPORTUNISTIC_BENEFITS 1 1 \n",
"737 TIED_CONTEST 1 1 \n",
"738 OPPORTUNISTIC_BENEFITS 1 1 \n",
"739 OPPORTUNISTIC_BENEFITS 1 1 \n",
"740 COUNTY_WIDE_CONTEST 1 1 \n",
"741 OPPORTUNISTIC_BENEFITS 1 1 \n",
"742 OPPORTUNISTIC_BENEFITS 1 1 \n",
"743 TIED_CONTEST 4 4 \n",
"744 TIED_CONTEST 1 1 \n",
"745 TIED_CONTEST 1 1 \n",
"746 TIED_CONTEST 1 1 \n",
"747 OPPORTUNISTIC_BENEFITS 1 1 \n",
"748 OPPORTUNISTIC_BENEFITS 1 1 \n",
"749 OPPORTUNISTIC_BENEFITS 1 1 \n",
"750 TIED_CONTEST 1 1 \n",
"751 OPPORTUNISTIC_BENEFITS 1 1 \n",
"752 OPPORTUNISTIC_BENEFITS 1 1 \n",
"753 OPPORTUNISTIC_BENEFITS 1 1 \n",
"754 TIED_CONTEST 1 1 \n",
"755 OPPORTUNISTIC_BENEFITS 1 1 \n",
"756 OPPORTUNISTIC_BENEFITS 2 2 \n",
"757 OPPORTUNISTIC_BENEFITS 1 1 \n",
"758 OPPORTUNISTIC_BENEFITS 1 1 \n",
"759 OPPORTUNISTIC_BENEFITS 1 1 \n",
"760 OPPORTUNISTIC_BENEFITS 3 3 \n",
"761 TIED_CONTEST 3 3 \n",
"762 OPPORTUNISTIC_BENEFITS 3 3 \n",
"763 OPPORTUNISTIC_BENEFITS 3 3 \n",
"764 TIED_CONTEST 1 1 \n",
"765 COUNTY_WIDE_CONTEST 3 3 \n",
"\n",
" winners min_margin \\\n",
"0 [\"Kevin Robert Kerber\"] 943 \n",
"1 [\"Blaine Nickeson\"] 3413 \n",
"2 [\"Mandy Thomas\"] 3623 \n",
"3 [\"Jennifer Venerable\"] 6299 \n",
"4 [\"Kevin Cox\",\"Kyla Alysia Armstrong-Romero\",\"M... 109 \n",
"5 [\"James DuBois\",\"Kyle Meyer\"] 32 \n",
"6 [\"Charles \\\"Charlie\\\" Tucker\",\"Jay Bauer\",\"Don... 0 \n",
"7 [\"Kathy Plomer\"] 8463 \n",
"8 [\"Brian Batz\"] 0 \n",
"9 [\"Connie Quintana\",\"Bill Hyde\"] 298 \n",
"10 [\"Dot Miller\"] 38 \n",
"11 [\"Allison Hiltz\",\"Tom Tobiassen\"] 34 \n",
"12 [\"Crystal Murillo\"] 272 \n",
"13 [\"Nicole Emily Johnston\"] 427 \n",
"14 [\"Yes\"] 426 \n",
"15 [\"No\"] 1 \n",
"16 [\"No\"] 1 \n",
"17 [\"Yes\"] 2310 \n",
"18 [\"No/Against\"] 1984 \n",
"19 [\"Yes\"] 155 \n",
"20 [\"No\"] 812 \n",
"21 [\"No\"] 54 \n",
"22 [\"No\"] 1 \n",
"23 [\"Yes\"] 22 \n",
"24 [\"Yes\"] 2540 \n",
"25 [\"Yes\"] 10269 \n",
"26 [\"Yes\"] 1898 \n",
"27 [\"No\"] 1125 \n",
"28 [\"No\"] 1097 \n",
"29 [\"No\"] 404 \n",
".. ... ... \n",
"736 [\"Yes/For\"] 277 \n",
"737 [\"No/Against\"] 0 \n",
"738 [\"No/Against\"] 57 \n",
"739 [\"Yes/For\"] 111 \n",
"740 [\"No/Against\"] 8924 \n",
"741 [\"Yes/For\"] 20907 \n",
"742 [\"Yes/For\"] 4028 \n",
"743 [\"Roger A. DeWitt\",\"J. Michael Mathews\",\"John ... 0 \n",
"744 [\"Leonard Krise\"] 0 \n",
"745 [\"Marlene G Hale\"] 0 \n",
"746 [\"Cathy Hull\"] 0 \n",
"747 [\"Peggy Wakeman\"] 500 \n",
"748 [\"Michael D Wailes\"] 600 \n",
"749 [\"Brian Fabrizius\"] 163 \n",
"750 [\"John Scanga\"] 0 \n",
"751 [\"No/Against\"] 1 \n",
"752 [\"Matthew Ryan Adame\"] 290 \n",
"753 [\"Heather Taylor\"] 307 \n",
"754 [\"Michelle Diane Bettger\"] 0 \n",
"755 [\"Kehle R. Griego\"] 104 \n",
"756 [\"Mike Miller\",\"Dale E. Fleming\"] 2 \n",
"757 [\"NO/AGAINST\"] 1 \n",
"758 [\"Yes/For\"] 371 \n",
"759 [\"No/Against\"] 47 \n",
"760 [\"Patricia Wiebers\",\"Jon Kleve\",\"Trampas D. Hu... 1 \n",
"761 [\"Tamara Durbin\",\"Staci Tempel\",\"Jay Wisdom\"] 0 \n",
"762 [\"Ken Charles Brenner\",\"Kyle Kite\",\"Amber Hard... 19 \n",
"763 [\"Greg Jones\",\"Scott Weaver\",\"Robert Kraus\"] 2 \n",
"764 [\"Duane E. Brown\"] 0 \n",
"765 [\"Lindsey L. Seward-Galles\",\"Kimberly Langley\"... 148 \n",
"\n",
" county_cards contest_cards risk_limit gamma current_audit_type \\\n",
"0 64596 19292 0.09 1.0391 NaN \n",
"1 64596 19292 0.09 1.0391 NaN \n",
"2 64596 19292 0.09 1.0391 NaN \n",
"3 64596 19292 0.09 1.0391 NaN \n",
"4 64596 3140 0.09 1.0391 NaN \n",
"5 64596 909 0.09 1.0391 NaN \n",
"6 64596 99 0.09 1.0391 NOT_AUDITABLE \n",
"7 64596 27767 0.09 1.0391 COMPARISON \n",
"8 64596 27767 0.09 1.0391 NOT_AUDITABLE \n",
"9 64596 2631 0.09 1.0391 NaN \n",
"10 64596 341 0.09 1.0391 NaN \n",
"11 64596 3280 0.09 1.0391 NaN \n",
"12 64596 1327 0.09 1.0391 NaN \n",
"13 64596 1953 0.09 1.0391 NaN \n",
"14 64596 7011 0.09 1.0391 NaN \n",
"15 64596 1 0.09 1.0391 NaN \n",
"16 64596 1 0.09 1.0391 NaN \n",
"17 64596 5572 0.09 1.0391 NaN \n",
"18 64596 6904 0.09 1.0391 NaN \n",
"19 64596 1033 0.09 1.0391 NaN \n",
"20 64596 19292 0.09 1.0391 NaN \n",
"21 64596 1029 0.09 1.0391 NaN \n",
"22 64596 1 0.09 1.0391 NaN \n",
"23 64596 701 0.09 1.0391 NaN \n",
"24 64596 18636 0.09 1.0391 NaN \n",
"25 64596 18636 0.09 1.0391 NaN \n",
"26 64596 5572 0.09 1.0391 NaN \n",
"27 64596 5572 0.09 1.0391 NaN \n",
"28 64596 5572 0.09 1.0391 NaN \n",
"29 64596 3280 0.09 1.0391 NaN \n",
".. ... ... ... ... ... \n",
"736 49353 2667 0.09 1.0391 NaN \n",
"737 49353 211 0.09 1.0391 NOT_AUDITABLE \n",
"738 49353 713 0.09 1.0391 NaN \n",
"739 49353 713 0.09 1.0391 NaN \n",
"740 49353 49240 0.09 1.0391 COMPARISON \n",
"741 49353 49240 0.09 1.0391 NaN \n",
"742 49353 22344 0.09 1.0391 NaN \n",
"743 49353 22344 0.09 1.0391 NOT_AUDITABLE \n",
"744 49353 176 0.09 1.0391 NOT_AUDITABLE \n",
"745 49353 176 0.09 1.0391 NOT_AUDITABLE \n",
"746 49353 2734 0.09 1.0391 NOT_AUDITABLE \n",
"747 49353 2734 0.09 1.0391 NaN \n",
"748 49353 2734 0.09 1.0391 NaN \n",
"749 49353 1129 0.09 1.0391 NaN \n",
"750 49353 1129 0.09 1.0391 NOT_AUDITABLE \n",
"751 49353 176 0.09 1.0391 NaN \n",
"752 49353 1889 0.09 1.0391 NaN \n",
"753 49353 1889 0.09 1.0391 NaN \n",
"754 49353 1889 0.09 1.0391 NOT_AUDITABLE \n",
"755 49353 1889 0.09 1.0391 NaN \n",
"756 49353 20 0.09 1.0391 NaN \n",
"757 1751 5 0.09 1.0391 NaN \n",
"758 1751 526 0.09 1.0391 NaN \n",
"759 1751 526 0.09 1.0391 NaN \n",
"760 1751 19 0.09 1.0391 NaN \n",
"761 1751 5 0.09 1.0391 NOT_AUDITABLE \n",
"762 1751 205 0.09 1.0391 NaN \n",
"763 1751 526 0.09 1.0391 NaN \n",
"764 1751 996 0.09 1.0391 NOT_AUDITABLE \n",
"765 1751 996 0.09 1.0391 COMPARISON \n",
"\n",
" random_audit_status o2 o1 u1 u2 \n",
"0 ENDED 0 0 0 0 \n",
"1 ENDED 0 0 0 0 \n",
"2 ENDED 0 0 0 0 \n",
"3 ENDED 0 0 0 0 \n",
"4 ENDED 0 0 0 0 \n",
"5 ENDED 0 0 0 0 \n",
"6 RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"7 RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"8 RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"9 ENDED 0 0 0 0 \n",
"10 ENDED 0 0 0 0 \n",
"11 ENDED 0 0 0 0 \n",
"12 ENDED 0 0 0 0 \n",
"13 ENDED 0 0 0 0 \n",
"14 ENDED 0 0 0 0 \n",
"15 ENDED 0 0 0 0 \n",
"16 ENDED 0 0 0 0 \n",
"17 ENDED 0 0 0 0 \n",
"18 ENDED 0 0 0 0 \n",
"19 ENDED 0 0 0 0 \n",
"20 ENDED 0 0 0 0 \n",
"21 ENDED 0 0 0 0 \n",
"22 ENDED 0 0 0 0 \n",
"23 ENDED 0 0 0 0 \n",
"24 ENDED 0 0 0 0 \n",
"25 RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"26 ENDED 0 0 0 0 \n",
"27 ENDED 0 0 0 0 \n",
"28 ENDED 0 0 0 0 \n",
"29 ENDED 0 0 0 0 \n",
".. ... .. .. .. .. \n",
"736 ENDED 0 0 0 0 \n",
"737 NOT_AUDITABLE 0 0 0 0 \n",
"738 ENDED 0 0 0 0 \n",
"739 ENDED 0 0 0 0 \n",
"740 RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"741 RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"742 ENDED 0 0 0 0 \n",
"743 RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"744 RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"745 RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"746 RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"747 ENDED 0 0 0 0 \n",
"748 ENDED 0 0 0 0 \n",
"749 ENDED 0 0 0 0 \n",
"750 RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"751 ENDED 0 0 0 0 \n",
"752 ENDED 0 0 0 0 \n",
"753 ENDED 0 0 0 0 \n",
"754 RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"755 ENDED 0 0 0 0 \n",
"756 ENDED 0 0 0 0 \n",
"757 ENDED 0 0 0 0 \n",
"758 RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"759 ENDED 0 0 0 0 \n",
"760 ENDED 0 0 0 0 \n",
"761 RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"762 ENDED 0 0 0 0 \n",
"763 ENDED 0 0 0 0 \n",
"764 RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"765 RISK_LIMIT_ACHIEVED 0 0 0 0 \n",
"\n",
"[766 rows x 17 columns]"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"contests_df"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"# contests_df = all_static_df.join(all_dyn_df, on='contest_name', lsuffix='_static')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"# contests = all_static_df.set_index('contest_name').join(all_dyn_df.set_index('contest_name'), lsuffix='_static')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>o2</th>\n",
" <th>o1</th>\n",
" <th>u1</th>\n",
" <th>u2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>766.0000</td>\n",
" <td>766.0000</td>\n",
" <td>766.0000</td>\n",
" <td>766.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.0209</td>\n",
" <td>0.0940</td>\n",
" <td>0.0326</td>\n",
" <td>0.0196</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.2159</td>\n",
" <td>0.7133</td>\n",
" <td>0.3238</td>\n",
" <td>0.2130</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>3.0000</td>\n",
" <td>12.0000</td>\n",
" <td>6.0000</td>\n",
" <td>3.0000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" o2 o1 u1 u2\n",
"count 766.0000 766.0000 766.0000 766.0000\n",
"mean 0.0209 0.0940 0.0326 0.0196\n",
"std 0.2159 0.7133 0.3238 0.2130\n",
"min 0.0000 0.0000 0.0000 0.0000\n",
"25% 0.0000 0.0000 0.0000 0.0000\n",
"50% 0.0000 0.0000 0.0000 0.0000\n",
"75% 0.0000 0.0000 0.0000 0.0000\n",
"max 3.0000 12.0000 6.0000 3.0000"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all_dyn_df.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a \"total discrepancies\" column"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"all_dyn_df['disc'] = all_dyn_df.o2 + all_dyn_df.o1 + all_dyn_df.u1 + all_dyn_df.u2"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"o2 16\n",
"o1 72\n",
"u1 25\n",
"u2 15\n",
"disc 128\n",
"dtype: int64"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all_dyn_df.sum()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"gb = all_dyn_df.groupby(['county_name']).sum()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"gb1 = gb.join(prefix_lengths_df.set_index('county_name'))"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"gb2 = gb1.join(contest_ballots).join(card_count)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"gb2['mean_votes'] = gb2['contest_cards'] / gb2['county_cards']"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"gb2['disc_per_card'] = gb2['disc'] / gb2['audited_prefix_length']"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"gb2['audited_votes'] = gb2['audited_prefix_length'] * gb2['mean_votes']"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"county_cards 1206356\n",
"contest_cards 6663451\n",
"audited_prefix_length 2842\n",
"dtype: int64"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gb2[['county_cards', 'contest_cards', 'audited_prefix_length']].sum()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"gb2['disc_per_vote'] = gb2['disc'] / gb2['audited_votes']"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"11411"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"int(gb2['audited_votes'].sum())"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"disc_per_vote_overall = 128 / 11411"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.011217246516519149"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"disc_per_vote_overall"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>o2</th>\n",
" <th>o1</th>\n",
" <th>u1</th>\n",
" <th>u2</th>\n",
" <th>disc</th>\n",
" <th>audited_prefix_length</th>\n",
" <th>contest_cards</th>\n",
" <th>county_cards</th>\n",
" <th>mean_votes</th>\n",
" <th>disc_per_card</th>\n",
" <th>audited_votes</th>\n",
" <th>disc_per_vote</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>50.0000</td>\n",
" <td>50.000</td>\n",
" <td>50.0000</td>\n",
" <td>50.0000</td>\n",
" <td>50.0000</td>\n",
" <td>50.000</td>\n",
" <td>5.0000e+01</td>\n",
" <td>50.000</td>\n",
" <td>50.0000</td>\n",
" <td>50.0000</td>\n",
" <td>50.0000</td>\n",
" <td>50.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.3200</td>\n",
" <td>1.440</td>\n",
" <td>0.5000</td>\n",
" <td>0.3000</td>\n",
" <td>2.5600</td>\n",
" <td>56.840</td>\n",
" <td>1.3327e+05</td>\n",
" <td>24127.120</td>\n",
" <td>4.2630</td>\n",
" <td>0.0930</td>\n",
" <td>228.2391</td>\n",
" <td>0.0161</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>1.6092</td>\n",
" <td>6.283</td>\n",
" <td>2.3582</td>\n",
" <td>1.8434</td>\n",
" <td>10.1562</td>\n",
" <td>73.747</td>\n",
" <td>2.8631e+05</td>\n",
" <td>51586.883</td>\n",
" <td>2.3165</td>\n",
" <td>0.4882</td>\n",
" <td>269.5190</td>\n",
" <td>0.0825</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.0000</td>\n",
" <td>0.000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>15.000</td>\n",
" <td>8.2000e+02</td>\n",
" <td>619.000</td>\n",
" <td>1.0000</td>\n",
" <td>0.0000</td>\n",
" <td>17.0000</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.0000</td>\n",
" <td>0.000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>27.250</td>\n",
" <td>3.8872e+03</td>\n",
" <td>1428.250</td>\n",
" <td>2.3349</td>\n",
" <td>0.0000</td>\n",
" <td>87.6889</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.0000</td>\n",
" <td>0.000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>38.500</td>\n",
" <td>1.3910e+04</td>\n",
" <td>4076.000</td>\n",
" <td>3.8738</td>\n",
" <td>0.0000</td>\n",
" <td>136.9721</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.0000</td>\n",
" <td>0.000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>1.0000</td>\n",
" <td>62.250</td>\n",
" <td>6.6902e+04</td>\n",
" <td>10977.250</td>\n",
" <td>5.7997</td>\n",
" <td>0.0103</td>\n",
" <td>235.8383</td>\n",
" <td>0.0022</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>11.0000</td>\n",
" <td>42.000</td>\n",
" <td>16.0000</td>\n",
" <td>13.0000</td>\n",
" <td>58.0000</td>\n",
" <td>517.000</td>\n",
" <td>1.5135e+06</td>\n",
" <td>284866.000</td>\n",
" <td>10.1996</td>\n",
" <td>3.4118</td>\n",
" <td>1710.7158</td>\n",
" <td>0.5786</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" o2 o1 u1 u2 disc audited_prefix_length \\\n",
"count 50.0000 50.000 50.0000 50.0000 50.0000 50.000 \n",
"mean 0.3200 1.440 0.5000 0.3000 2.5600 56.840 \n",
"std 1.6092 6.283 2.3582 1.8434 10.1562 73.747 \n",
"min 0.0000 0.000 0.0000 0.0000 0.0000 15.000 \n",
"25% 0.0000 0.000 0.0000 0.0000 0.0000 27.250 \n",
"50% 0.0000 0.000 0.0000 0.0000 0.0000 38.500 \n",
"75% 0.0000 0.000 0.0000 0.0000 1.0000 62.250 \n",
"max 11.0000 42.000 16.0000 13.0000 58.0000 517.000 \n",
"\n",
" contest_cards county_cards mean_votes disc_per_card audited_votes \\\n",
"count 5.0000e+01 50.000 50.0000 50.0000 50.0000 \n",
"mean 1.3327e+05 24127.120 4.2630 0.0930 228.2391 \n",
"std 2.8631e+05 51586.883 2.3165 0.4882 269.5190 \n",
"min 8.2000e+02 619.000 1.0000 0.0000 17.0000 \n",
"25% 3.8872e+03 1428.250 2.3349 0.0000 87.6889 \n",
"50% 1.3910e+04 4076.000 3.8738 0.0000 136.9721 \n",
"75% 6.6902e+04 10977.250 5.7997 0.0103 235.8383 \n",
"max 1.5135e+06 284866.000 10.1996 3.4118 1710.7158 \n",
"\n",
" disc_per_vote \n",
"count 50.0000 \n",
"mean 0.0161 \n",
"std 0.0825 \n",
"min 0.0000 \n",
"25% 0.0000 \n",
"50% 0.0000 \n",
"75% 0.0022 \n",
"max 0.5786 "
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gb2.describe()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"disc_by_county_df = gb2.sort_values(['disc_per_vote', 'audited_votes'], ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>o2</th>\n",
" <th>o1</th>\n",
" <th>u1</th>\n",
" <th>u2</th>\n",
" <th>disc</th>\n",
" <th>audited_prefix_length</th>\n",
" <th>contest_cards</th>\n",
" <th>county_cards</th>\n",
" <th>mean_votes</th>\n",
" <th>disc_per_card</th>\n",
" <th>audited_votes</th>\n",
" <th>disc_per_vote</th>\n",
" </tr>\n",
" <tr>\n",
" <th>county_name</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Lake</th>\n",
" <td>0</td>\n",
" <td>42</td>\n",
" <td>16</td>\n",
" <td>0</td>\n",
" <td>58</td>\n",
" <td>17</td>\n",
" <td>7264</td>\n",
" <td>1232</td>\n",
" <td>5.8961</td>\n",
" <td>3.4118</td>\n",
" <td>100.2338</td>\n",
" <td>0.5786</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pueblo</th>\n",
" <td>11</td>\n",
" <td>15</td>\n",
" <td>5</td>\n",
" <td>13</td>\n",
" <td>44</td>\n",
" <td>70</td>\n",
" <td>257490</td>\n",
" <td>38843</td>\n",
" <td>6.6290</td>\n",
" <td>0.6286</td>\n",
" <td>464.0296</td>\n",
" <td>0.0948</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Teller</th>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>32</td>\n",
" <td>5024</td>\n",
" <td>1024</td>\n",
" <td>4.9062</td>\n",
" <td>0.1875</td>\n",
" <td>157.0000</td>\n",
" <td>0.0382</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Otero</th>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>16</td>\n",
" <td>25609</td>\n",
" <td>4380</td>\n",
" <td>5.8468</td>\n",
" <td>0.1875</td>\n",
" <td>93.5489</td>\n",
" <td>0.0321</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Montezuma</th>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>81</td>\n",
" <td>24540</td>\n",
" <td>6499</td>\n",
" <td>3.7760</td>\n",
" <td>0.0494</td>\n",
" <td>305.8532</td>\n",
" <td>0.0131</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Crowley</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>80</td>\n",
" <td>2444</td>\n",
" <td>825</td>\n",
" <td>2.9624</td>\n",
" <td>0.0250</td>\n",
" <td>236.9939</td>\n",
" <td>0.0084</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Elbert</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>32</td>\n",
" <td>29478</td>\n",
" <td>7849</td>\n",
" <td>3.7556</td>\n",
" <td>0.0312</td>\n",
" <td>120.1804</td>\n",
" <td>0.0083</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Jefferson</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>29</td>\n",
" <td>619523</td>\n",
" <td>134203</td>\n",
" <td>4.6163</td>\n",
" <td>0.0345</td>\n",
" <td>133.8731</td>\n",
" <td>0.0075</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Conejos</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>47</td>\n",
" <td>2800</td>\n",
" <td>705</td>\n",
" <td>3.9716</td>\n",
" <td>0.0213</td>\n",
" <td>186.6667</td>\n",
" <td>0.0054</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Phillips</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>85</td>\n",
" <td>3292</td>\n",
" <td>1450</td>\n",
" <td>2.2703</td>\n",
" <td>0.0118</td>\n",
" <td>192.9793</td>\n",
" <td>0.0052</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Archuleta</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>164</td>\n",
" <td>7836</td>\n",
" <td>4292</td>\n",
" <td>1.8257</td>\n",
" <td>0.0061</td>\n",
" <td>299.4185</td>\n",
" <td>0.0033</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Alamosa</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>50</td>\n",
" <td>27472</td>\n",
" <td>3458</td>\n",
" <td>7.9445</td>\n",
" <td>0.0200</td>\n",
" <td>397.2238</td>\n",
" <td>0.0025</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Prowers</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>79</td>\n",
" <td>15353</td>\n",
" <td>2749</td>\n",
" <td>5.5849</td>\n",
" <td>0.0127</td>\n",
" <td>441.2103</td>\n",
" <td>0.0023</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Boulder</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>52</td>\n",
" <td>924252</td>\n",
" <td>94729</td>\n",
" <td>9.7568</td>\n",
" <td>0.0192</td>\n",
" <td>507.3537</td>\n",
" <td>0.0020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Arapahoe</th>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>517</td>\n",
" <td>308541</td>\n",
" <td>93245</td>\n",
" <td>3.3089</td>\n",
" <td>0.0058</td>\n",
" <td>1710.7158</td>\n",
" <td>0.0018</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Denver</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>120</td>\n",
" <td>1513525</td>\n",
" <td>284866</td>\n",
" <td>5.3131</td>\n",
" <td>0.0000</td>\n",
" <td>637.5735</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Routt</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>66</td>\n",
" <td>66998</td>\n",
" <td>7018</td>\n",
" <td>9.5466</td>\n",
" <td>0.0000</td>\n",
" <td>630.0752</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Fremont</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>103</td>\n",
" <td>66613</td>\n",
" <td>11399</td>\n",
" <td>5.8438</td>\n",
" <td>0.0000</td>\n",
" <td>601.9071</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Eagle</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>53</td>\n",
" <td>113624</td>\n",
" <td>11140</td>\n",
" <td>10.1996</td>\n",
" <td>0.0000</td>\n",
" <td>540.5810</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Logan</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>38</td>\n",
" <td>36327</td>\n",
" <td>4788</td>\n",
" <td>7.5871</td>\n",
" <td>0.0000</td>\n",
" <td>288.3095</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Moffat</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>41</td>\n",
" <td>20443</td>\n",
" <td>3607</td>\n",
" <td>5.6676</td>\n",
" <td>0.0000</td>\n",
" <td>232.3712</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Adams</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>39</td>\n",
" <td>334500</td>\n",
" <td>64596</td>\n",
" <td>5.1783</td>\n",
" <td>0.0000</td>\n",
" <td>201.9552</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Weld</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>28</td>\n",
" <td>354549</td>\n",
" <td>49353</td>\n",
" <td>7.1839</td>\n",
" <td>0.0000</td>\n",
" <td>201.1503</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Larimer</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>30</td>\n",
" <td>556629</td>\n",
" <td>86871</td>\n",
" <td>6.4075</td>\n",
" <td>0.0000</td>\n",
" <td>192.2261</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Broomfield</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>35</td>\n",
" <td>113177</td>\n",
" <td>20816</td>\n",
" <td>5.4370</td>\n",
" <td>0.0000</td>\n",
" <td>190.2957</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Lincoln</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>134</td>\n",
" <td>1412</td>\n",
" <td>1013</td>\n",
" <td>1.3939</td>\n",
" <td>0.0000</td>\n",
" <td>186.7799</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pitkin</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>31</td>\n",
" <td>23096</td>\n",
" <td>3860</td>\n",
" <td>5.9834</td>\n",
" <td>0.0000</td>\n",
" <td>185.4860</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Rio Grande</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>50</td>\n",
" <td>8469</td>\n",
" <td>2877</td>\n",
" <td>2.9437</td>\n",
" <td>0.0000</td>\n",
" <td>147.1846</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Huerfano</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>46</td>\n",
" <td>6986</td>\n",
" <td>2319</td>\n",
" <td>3.0125</td>\n",
" <td>0.0000</td>\n",
" <td>138.5752</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Saguache</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>63</td>\n",
" <td>2673</td>\n",
" <td>1244</td>\n",
" <td>2.1487</td>\n",
" <td>0.0000</td>\n",
" <td>135.3690</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Bent</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>84</td>\n",
" <td>972</td>\n",
" <td>621</td>\n",
" <td>1.5652</td>\n",
" <td>0.0000</td>\n",
" <td>131.4783</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Yuma</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>60</td>\n",
" <td>3804</td>\n",
" <td>1751</td>\n",
" <td>2.1725</td>\n",
" <td>0.0000</td>\n",
" <td>130.3484</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Summit</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>30</td>\n",
" <td>20535</td>\n",
" <td>4837</td>\n",
" <td>4.2454</td>\n",
" <td>0.0000</td>\n",
" <td>127.3620</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Chaffee</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>27</td>\n",
" <td>33896</td>\n",
" <td>7328</td>\n",
" <td>4.6255</td>\n",
" <td>0.0000</td>\n",
" <td>124.8897</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mesa</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>20</td>\n",
" <td>278113</td>\n",
" <td>45598</td>\n",
" <td>6.0992</td>\n",
" <td>0.0000</td>\n",
" <td>121.9847</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Morgan</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>41</td>\n",
" <td>12467</td>\n",
" <td>4852</td>\n",
" <td>2.5695</td>\n",
" <td>0.0000</td>\n",
" <td>105.3477</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>La Plata</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>28</td>\n",
" <td>37740</td>\n",
" <td>10489</td>\n",
" <td>3.5981</td>\n",
" <td>0.0000</td>\n",
" <td>100.7455</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ouray</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>29</td>\n",
" <td>6238</td>\n",
" <td>2110</td>\n",
" <td>2.9564</td>\n",
" <td>0.0000</td>\n",
" <td>85.7355</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Kiowa</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>44</td>\n",
" <td>1178</td>\n",
" <td>619</td>\n",
" <td>1.9031</td>\n",
" <td>0.0000</td>\n",
" <td>83.7351</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Clear Creek</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>18</td>\n",
" <td>10709</td>\n",
" <td>2594</td>\n",
" <td>4.1284</td>\n",
" <td>0.0000</td>\n",
" <td>74.3107</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>El Paso</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>738693</td>\n",
" <td>153832</td>\n",
" <td>4.8019</td>\n",
" <td>0.0000</td>\n",
" <td>72.0292</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Park</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>27</td>\n",
" <td>10977</td>\n",
" <td>4368</td>\n",
" <td>2.5130</td>\n",
" <td>0.0000</td>\n",
" <td>67.8523</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Costilla</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>24</td>\n",
" <td>2303</td>\n",
" <td>879</td>\n",
" <td>2.6200</td>\n",
" <td>0.0000</td>\n",
" <td>62.8805</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>San Miguel</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>20</td>\n",
" <td>7970</td>\n",
" <td>2578</td>\n",
" <td>3.0915</td>\n",
" <td>0.0000</td>\n",
" <td>61.8309</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Baca</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>41</td>\n",
" <td>941</td>\n",
" <td>941</td>\n",
" <td>1.0000</td>\n",
" <td>0.0000</td>\n",
" <td>41.0000</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Kit Carson</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>21</td>\n",
" <td>2646</td>\n",
" <td>1421</td>\n",
" <td>1.8621</td>\n",
" <td>0.0000</td>\n",
" <td>39.1034</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Sedgwick</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>37</td>\n",
" <td>820</td>\n",
" <td>804</td>\n",
" <td>1.0199</td>\n",
" <td>0.0000</td>\n",
" <td>37.7363</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gunnison</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>16</td>\n",
" <td>4137</td>\n",
" <td>1818</td>\n",
" <td>2.2756</td>\n",
" <td>0.0000</td>\n",
" <td>36.4092</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gilpin</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>3125</td>\n",
" <td>1418</td>\n",
" <td>2.2038</td>\n",
" <td>0.0000</td>\n",
" <td>33.0571</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Delta</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>17</td>\n",
" <td>6248</td>\n",
" <td>6248</td>\n",
" <td>1.0000</td>\n",
" <td>0.0000</td>\n",
" <td>17.0000</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" o2 o1 u1 u2 disc audited_prefix_length contest_cards \\\n",
"county_name \n",
"Lake 0 42 16 0 58 17 7264 \n",
"Pueblo 11 15 5 13 44 70 257490 \n",
"Teller 0 6 0 0 6 32 5024 \n",
"Otero 1 2 0 0 3 16 25609 \n",
"Montezuma 1 2 1 0 4 81 24540 \n",
"Crowley 0 1 1 0 2 80 2444 \n",
"Elbert 0 0 1 0 1 32 29478 \n",
"Jefferson 0 1 0 0 1 29 619523 \n",
"Conejos 0 0 0 1 1 47 2800 \n",
"Phillips 0 0 1 0 1 85 3292 \n",
"Archuleta 0 0 0 1 1 164 7836 \n",
"Alamosa 0 1 0 0 1 50 27472 \n",
"Prowers 0 1 0 0 1 79 15353 \n",
"Boulder 0 1 0 0 1 52 924252 \n",
"Arapahoe 3 0 0 0 3 517 308541 \n",
"Denver 0 0 0 0 0 120 1513525 \n",
"Routt 0 0 0 0 0 66 66998 \n",
"Fremont 0 0 0 0 0 103 66613 \n",
"Eagle 0 0 0 0 0 53 113624 \n",
"Logan 0 0 0 0 0 38 36327 \n",
"Moffat 0 0 0 0 0 41 20443 \n",
"Adams 0 0 0 0 0 39 334500 \n",
"Weld 0 0 0 0 0 28 354549 \n",
"Larimer 0 0 0 0 0 30 556629 \n",
"Broomfield 0 0 0 0 0 35 113177 \n",
"Lincoln 0 0 0 0 0 134 1412 \n",
"Pitkin 0 0 0 0 0 31 23096 \n",
"Rio Grande 0 0 0 0 0 50 8469 \n",
"Huerfano 0 0 0 0 0 46 6986 \n",
"Saguache 0 0 0 0 0 63 2673 \n",
"Bent 0 0 0 0 0 84 972 \n",
"Yuma 0 0 0 0 0 60 3804 \n",
"Summit 0 0 0 0 0 30 20535 \n",
"Chaffee 0 0 0 0 0 27 33896 \n",
"Mesa 0 0 0 0 0 20 278113 \n",
"Morgan 0 0 0 0 0 41 12467 \n",
"La Plata 0 0 0 0 0 28 37740 \n",
"Ouray 0 0 0 0 0 29 6238 \n",
"Kiowa 0 0 0 0 0 44 1178 \n",
"Clear Creek 0 0 0 0 0 18 10709 \n",
"El Paso 0 0 0 0 0 15 738693 \n",
"Park 0 0 0 0 0 27 10977 \n",
"Costilla 0 0 0 0 0 24 2303 \n",
"San Miguel 0 0 0 0 0 20 7970 \n",
"Baca 0 0 0 0 0 41 941 \n",
"Kit Carson 0 0 0 0 0 21 2646 \n",
"Sedgwick 0 0 0 0 0 37 820 \n",
"Gunnison 0 0 0 0 0 16 4137 \n",
"Gilpin 0 0 0 0 0 15 3125 \n",
"Delta 0 0 0 0 0 17 6248 \n",
"\n",
" county_cards mean_votes disc_per_card audited_votes \\\n",
"county_name \n",
"Lake 1232 5.8961 3.4118 100.2338 \n",
"Pueblo 38843 6.6290 0.6286 464.0296 \n",
"Teller 1024 4.9062 0.1875 157.0000 \n",
"Otero 4380 5.8468 0.1875 93.5489 \n",
"Montezuma 6499 3.7760 0.0494 305.8532 \n",
"Crowley 825 2.9624 0.0250 236.9939 \n",
"Elbert 7849 3.7556 0.0312 120.1804 \n",
"Jefferson 134203 4.6163 0.0345 133.8731 \n",
"Conejos 705 3.9716 0.0213 186.6667 \n",
"Phillips 1450 2.2703 0.0118 192.9793 \n",
"Archuleta 4292 1.8257 0.0061 299.4185 \n",
"Alamosa 3458 7.9445 0.0200 397.2238 \n",
"Prowers 2749 5.5849 0.0127 441.2103 \n",
"Boulder 94729 9.7568 0.0192 507.3537 \n",
"Arapahoe 93245 3.3089 0.0058 1710.7158 \n",
"Denver 284866 5.3131 0.0000 637.5735 \n",
"Routt 7018 9.5466 0.0000 630.0752 \n",
"Fremont 11399 5.8438 0.0000 601.9071 \n",
"Eagle 11140 10.1996 0.0000 540.5810 \n",
"Logan 4788 7.5871 0.0000 288.3095 \n",
"Moffat 3607 5.6676 0.0000 232.3712 \n",
"Adams 64596 5.1783 0.0000 201.9552 \n",
"Weld 49353 7.1839 0.0000 201.1503 \n",
"Larimer 86871 6.4075 0.0000 192.2261 \n",
"Broomfield 20816 5.4370 0.0000 190.2957 \n",
"Lincoln 1013 1.3939 0.0000 186.7799 \n",
"Pitkin 3860 5.9834 0.0000 185.4860 \n",
"Rio Grande 2877 2.9437 0.0000 147.1846 \n",
"Huerfano 2319 3.0125 0.0000 138.5752 \n",
"Saguache 1244 2.1487 0.0000 135.3690 \n",
"Bent 621 1.5652 0.0000 131.4783 \n",
"Yuma 1751 2.1725 0.0000 130.3484 \n",
"Summit 4837 4.2454 0.0000 127.3620 \n",
"Chaffee 7328 4.6255 0.0000 124.8897 \n",
"Mesa 45598 6.0992 0.0000 121.9847 \n",
"Morgan 4852 2.5695 0.0000 105.3477 \n",
"La Plata 10489 3.5981 0.0000 100.7455 \n",
"Ouray 2110 2.9564 0.0000 85.7355 \n",
"Kiowa 619 1.9031 0.0000 83.7351 \n",
"Clear Creek 2594 4.1284 0.0000 74.3107 \n",
"El Paso 153832 4.8019 0.0000 72.0292 \n",
"Park 4368 2.5130 0.0000 67.8523 \n",
"Costilla 879 2.6200 0.0000 62.8805 \n",
"San Miguel 2578 3.0915 0.0000 61.8309 \n",
"Baca 941 1.0000 0.0000 41.0000 \n",
"Kit Carson 1421 1.8621 0.0000 39.1034 \n",
"Sedgwick 804 1.0199 0.0000 37.7363 \n",
"Gunnison 1818 2.2756 0.0000 36.4092 \n",
"Gilpin 1418 2.2038 0.0000 33.0571 \n",
"Delta 6248 1.0000 0.0000 17.0000 \n",
"\n",
" disc_per_vote \n",
"county_name \n",
"Lake 0.5786 \n",
"Pueblo 0.0948 \n",
"Teller 0.0382 \n",
"Otero 0.0321 \n",
"Montezuma 0.0131 \n",
"Crowley 0.0084 \n",
"Elbert 0.0083 \n",
"Jefferson 0.0075 \n",
"Conejos 0.0054 \n",
"Phillips 0.0052 \n",
"Archuleta 0.0033 \n",
"Alamosa 0.0025 \n",
"Prowers 0.0023 \n",
"Boulder 0.0020 \n",
"Arapahoe 0.0018 \n",
"Denver 0.0000 \n",
"Routt 0.0000 \n",
"Fremont 0.0000 \n",
"Eagle 0.0000 \n",
"Logan 0.0000 \n",
"Moffat 0.0000 \n",
"Adams 0.0000 \n",
"Weld 0.0000 \n",
"Larimer 0.0000 \n",
"Broomfield 0.0000 \n",
"Lincoln 0.0000 \n",
"Pitkin 0.0000 \n",
"Rio Grande 0.0000 \n",
"Huerfano 0.0000 \n",
"Saguache 0.0000 \n",
"Bent 0.0000 \n",
"Yuma 0.0000 \n",
"Summit 0.0000 \n",
"Chaffee 0.0000 \n",
"Mesa 0.0000 \n",
"Morgan 0.0000 \n",
"La Plata 0.0000 \n",
"Ouray 0.0000 \n",
"Kiowa 0.0000 \n",
"Clear Creek 0.0000 \n",
"El Paso 0.0000 \n",
"Park 0.0000 \n",
"Costilla 0.0000 \n",
"San Miguel 0.0000 \n",
"Baca 0.0000 \n",
"Kit Carson 0.0000 \n",
"Sedgwick 0.0000 \n",
"Gunnison 0.0000 \n",
"Gilpin 0.0000 \n",
"Delta 0.0000 "
]
},
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"metadata": {},
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],
"source": [
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"qgrid_widget = qgrid.show_grid(disc_by_county_df, show_toolbar=False, grid_options={'maxVisibleRows': 25}) # Make it True to add or remove rows"
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"execution_count": 49,
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