QA Sample: mggg-states¶
Below are the steps involved in performing automated data quality checks on mggg-states data. Specifically, this notebook compares the vote counts in mggg-states with those in MEDSL’s and Wikipedia’s datasets for the following elections:
- 2016 United States presidential election
- 2016 United States Senate elections
- 2016 United States House of Representatives elections
- 2017 United States Senate elections (special elections)
- 2018 United States Senate elections
- 2018 United States House of Representatives elections
Note: the automated checks are not completely exhaustive and further manual checks are required.
Timestamp: 02:00 pm ET, 14 August 2020
Step 0. Setup¶
[1]:
# Install useful Python packages
!conda install fiona shapely pyproj rtree && pip3 install wheel
!pip3 install numpy
!pip3 install pandas
!pip3 install geopandas
!pip3 install wikipedia
!pip3 install git+https://github.com/mggg/gdutils.git
[2]:
import numpy as np
import pandas as pd
import geopandas as gpd
import json # for parsing a json file
import wikipedia # unofficial Wikipedia package (wrapper of MediaWiki API)
import os # for ensuring file traversal works regardless of operating system
import re # for complex string pattern matching
import gdutils.datamine as dm # data-mining module from gdutils
import gdutils.dataqa as dq # data QA module from gdutils
import gdutils.extract as et # table extraction module from gdutils
from typing import Any, List, Tuple, Dict, Hashable, Union, NoReturn
Step 1. Collect data¶
[3]:
state_names = [
'Alabama', 'Alaska','Arizona', 'Arkansas', 'California',
'Colorado', 'Connecticut', 'Delaware', 'Florida', 'Georgia',
'Hawaii', 'Idaho', 'Illinois', 'Indiana', 'Iowa',
'Kansas', 'Kentucky', 'Louisiana', 'Maine', 'Maryland',
'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi', 'Missouri',
'Montana', 'Nebraska', 'Nevada', 'New Hampshire', 'New Jersey',
'New Mexico', 'New York', 'North Carolina', 'North Dakota', 'Ohio',
'Oklahoma', 'Oregon', 'Pennsylvania', 'Rhode Island', 'South Carolina',
'South Dakota', 'Tennessee', 'Texas', 'Utah', 'Vermont',
'Virginia', 'Washington', 'West Virginia', 'Wisconsin', 'Wyoming']
state_abbreviations = [
'AL', 'AK', 'AZ', 'AR', 'CA',
'CO', 'CT', 'DE', 'FL', 'GA',
'HI', 'ID', 'IL', 'IN', 'IA',
'KS', 'KY', 'LA', 'ME', 'MD',
'MA', 'MI', 'MN', 'MS', 'MO',
'MT', 'NE', 'NV', 'NH', 'NJ',
'NM', 'NY', 'NC', 'ND', 'OH',
'OK', 'OR', 'PA', 'RI', 'SC',
'SD', 'TN', 'TX', 'UT', 'VT',
'VA', 'WA', 'WV', 'WI', 'WY']
states = list(zip(state_names, state_abbreviations))
Step 1.1. Gather mggg-states data.
[4]:
# this will take some time to complete
dm.clone_gh_repos(account='mggg-states', account_type='orgs',
outpath=os.path.join('src', 'mggg'))
[5]:
mggg_gdfs = {}
# stores extracted GeoDataFrames in a dictionary where the keys are the filenames
# from which the GeoDataFrames were found
for filepath in dm.list_files_of_type('.zip', os.path.join('src', 'mggg')):
mggg_gdfs[os.path.basename(filepath)[:-4]] = et.read_file(filepath).extract()
Step 1.2. Gather MEDSL data for comparison purposes.
[6]:
# Print available MEDSL data to select applicable datasets
print('{:27} : {}'.format('Repo Name', 'Repo URL'))
print('------------------------------------------------------------------')
for (repo, url) in dm.list_gh_repos(account='MEDSL', account_type='orgs'):
print("{:27} : {}".format(repo, url))
Repo Name : Repo URL
------------------------------------------------------------------
elections : https://github.com/MEDSL/elections.git
official-precinct-returns : https://github.com/MEDSL/official-precinct-returns.git
primaries : https://github.com/MEDSL/primaries.git
data-management : https://github.com/MEDSL/data-management.git
election-scrapers : https://github.com/MEDSL/election-scrapers.git
medslcleaner : https://github.com/MEDSL/medslcleaner.git
precinct-shapefiles : https://github.com/MEDSL/precinct-shapefiles.git
documentation : https://github.com/MEDSL/documentation.git
elections-performance-index : https://github.com/MEDSL/elections-performance-index.git
constituency-returns : https://github.com/MEDSL/constituency-returns.git
state-returns : https://github.com/MEDSL/state-returns.git
county-returns : https://github.com/MEDSL/county-returns.git
2018-elections-unoffical : https://github.com/MEDSL/2018-elections-unoffical.git
2018-elections-official : https://github.com/MEDSL/2018-elections-official.git
Medium : https://github.com/MEDSL/Medium.git
ggmedsl : https://github.com/MEDSL/ggmedsl.git
resources : https://github.com/MEDSL/resources.git
election-data : https://github.com/MEDSL/election-data.git
2019-elections-unofficial : https://github.com/MEDSL/2019-elections-unofficial.git
primary-precinct-returns : https://github.com/MEDSL/primary-precinct-returns.git
2020-primaries-unofficial : https://github.com/MEDSL/2020-primaries-unofficial.git
2020-Primaries-Official : https://github.com/MEDSL/2020-Primaries-Official.git
healthy_elections : https://github.com/MEDSL/healthy_elections.git
[7]:
medsl_repos = ['official-precinct-returns', # precinct-level 2016 election results
'2018-elections-official'] # constituency-level 2018 election results
# this will take some time to complete
dm.clone_gh_repos(account='MEDSL', account_type='orgs', repos=medsl_repos,
outpath=os.path.join('src', 'medsl'))
[8]:
medsl_dfs = {}
# stores extracted GeoDataFrames in a dictionary where the keys are the filenames from
# which the GeoDataFrames were found
for filepath in dm.list_files_of_type('.zip', os.path.join('src', 'medsl')):
medsl_dfs[os.path.basename(filepath)[:-4]] = et.read_file(filepath).extract()
Step 1.3. Gather Wikipedia data for comparison purposes.
Note: The Wikipedia dataset was compiled from tables scraped from Wikipedia pages. You can review the scraping and wrangling notebook here.
[9]:
wiki_df = et.read_file(os.path.join('src', 'wiki', 'wiki_states.csv')).extract()
Step 2. Wrangle data¶
Step 2.1. Wrangle MEDSL data.
[10]:
def pivot_medsl(medsl_dfs_dict: Dict[str, Union[pd.DataFrame, gpd.GeoDataFrame]]
) -> Dict[str, Union[pd.DataFrame, gpd.GeoDataFrame]]:
"""
Given a dictionary of MEDSL (Geo)DataFrames, returns a dictionary of
pivoted DataFrames where the columns are the election and parties and
the values are the votes for every precinct.
"""
for df in medsl_dfs_dict:
medsl_pvt = medsl_dfs_dict[df].pivot_table(index='precinct',
columns=['office', 'party'],
values='votes')
medsl_pvt.columns = [' '.join(col).strip() for col in medsl_pvt.columns.values]
medsl_dfs_dict[df] = et.ExtractTable(medsl_pvt).extract()
[11]:
# Pivot and extract relevant MEDSL election data
medsl_18_dfs = {}
medsl_pres16_dfs = {}
medsl_sen16_dfs = {}
medsl_ush16_dfs = {}
for state in states:
st, st_abv = state
try:
medsl_18_dfs[st] = et.ExtractTable(medsl_dfs['precinct_2018'],
column='state', value=st).extract()
except Exception as e:
pass # print('Missing State in medsl_18:', e)
# uncomment if want to view limits of MEDSL data
try:
medsl_pres16_dfs[st] = et.ExtractTable(medsl_dfs['2016-precinct-president'],
column='state', value=st).extract()
except Exception as e:
pass # print('Missing State in medsl_pres16:', e)
try:
medsl_sen16_dfs[st] = et.ExtractTable(medsl_dfs['2016-precinct-senate'],
column='state', value=st).extract()
except Exception as e:
pass # print('Missing State in medsl_sen16:', e)
try:
medsl_ush16_dfs[st] = et.ExtractTable(medsl_dfs['2016-precinct-house'],
column='state', value=st).extract()
except Exception as e:
pass # print('Missing State in medsl_ush16:', e)
pivot_medsl(medsl_18_dfs)
pivot_medsl(medsl_pres16_dfs)
pivot_medsl(medsl_sen16_dfs)
pivot_medsl(medsl_ush16_dfs)
Step 2.2. Wrangle Wikipedia data
[12]:
wiki_df = wiki_df.drop(columns='geometry')
Step 3. Check naming convention compliance¶
Step 3.1 Generate naming conventions.
[13]:
with open(os.path.join('src', 'naming_convention.json')) as json_file:
standards_raw = json.load(json_file)
offices = dm.get_keys_by_category(standards_raw, 'offices')
parties = dm.get_keys_by_category(standards_raw, 'parties')
counts = dm.get_keys_by_category(standards_raw, 'counts')
others = dm.get_keys_by_category(standards_raw, ['geographies',
'demographics',
'districts',
'other'])
elections = [office + format(year, '02') + party
for office in offices
for year in range(0, 21)
for party in parties
if not (office == 'PRES' and year % 4 != 0)]
counts = [count + format(year, '02')
for count in counts
for year in range(0, 20)]
standards = elections + counts + others
Step 3.2. Check mggg-states data compliance with naming conventions.
[14]:
naming_check = {}
for gdf in mggg_gdfs:
naming_check[gdf] = dq.compare_column_names(mggg_gdfs[gdf], standards)
[15]:
# Print and store results of naming convention check
# dictionary with mggg GeoDataFrame names as keys (names of files from
# which dataset was gathered), and a set of columns that fit the
# naming convention as values
matched_columns = {}
for gdf in naming_check:
print('=========================================')
print('Dataset: {}'.format(gdf))
print('=========================================')
(matches, diffs) = naming_check[gdf]
matched_columns[gdf] = matches
diffs = list(diffs)
diffs.sort()
print('Discrepancies from naming convention:')
print(diffs)
print()
=========================================
Dataset: MN12
=========================================
Discrepancies from naming convention:
['CA1NO12', 'CA1YES12', 'CA2NO12', 'CA2YES12', 'CONGDIST', 'COUNTYFIPS', 'COUNTYNAME', 'CTU_TYPE', 'CTYCOMDIST', 'JUDDIST', 'MCDCODE', 'MCDNAME', 'MNLEGDIST', 'MNSENDIST', 'PCTCODE', 'PCTNAME', 'VTD']
=========================================
Dataset: MN16
=========================================
Discrepancies from naming convention:
['CONGDIST', 'COUNTYFIPS', 'COUNTYNAME', 'CTU_TYPE', 'CTYCOMDIST', 'JUDDIST', 'MCDCODE', 'MCDNAME', 'MNLEGDIST', 'MNSENDIST', 'PCTCODE', 'PCTNAME', 'VTDID']
=========================================
Dataset: MN14
=========================================
Discrepancies from naming convention:
['AG14LM', 'AUD14LC', 'CONGDIST', 'COUNTYFIPS', 'COUNTYNAME', 'CTU_TYPE', 'CTYCOMDIST', 'JUDDIST', 'MCDCODE', 'MCDNAME', 'MNLEGDIST', 'MNSENDIST', 'PCTCODE', 'PCTNAME', 'VTDID']
=========================================
Dataset: MN12_18
=========================================
Discrepancies from naming convention:
['AG14LM', 'AG18LC', 'AUD14LC', 'AUD18LM', 'CA1NO12', 'CA1YES12', 'CA2NO12', 'CA2YES12', 'CONGDIST', 'COUNTYFIPS', 'COUNTYNAME', 'CTU_TYPE', 'CTYCOMDIST', 'GOV18LC', 'JUDDIST', 'MCDCODE', 'MCDNAME', 'MNLEGDIST', 'MNSENDIST', 'PCTCODE', 'PCTNAME', 'SEN18LM', 'SP_SEN18D', 'SP_SEN18LM', 'SP_SEN18R', 'VTDID']
=========================================
Dataset: MN_16
=========================================
Discrepancies from naming convention:
['CONGDIST', 'COUNTYCODE', 'COUNTYFIPS', 'COUNTYNAME', 'MCDNAME', 'MNLEGDFL', 'MNLEGDIST', 'MNLEGGP', 'MNLEGIPL', 'MNLEGLIB', 'MNLEGR', 'MNLEGTOTAL', 'MNLEGWI', 'MNSENDFL', 'MNSENDIST', 'MNSENIP', 'MNSENLIB', 'MNSENLMN', 'MNSENR', 'MNSENTOTAL', 'MNSENWI', 'PCTCODE', 'PCTNAME', 'SHORTLABEL', 'USPRSADP', 'USPRSCP', 'USPRSDFL', 'USPRSGP', 'USPRSIP', 'USPRSLIB', 'USPRSLMN', 'USPRSR', 'USPRSSWP', 'USPRSTOTAL', 'USPRSWI', 'USREPDFL', 'USREPIP', 'USREPLMN', 'USREPR', 'USREPTOTAL', 'USREPWI', 'VTD']
=========================================
Dataset: MN_14
=========================================
Discrepancies from naming convention:
['AB_MB', 'CONGDIST', 'COUNTYCODE', 'COUNTYFIPS', 'COUNTYNAME', 'CTU_TYPE', 'CTYCOMDIST', 'EDR', 'FEDONLYAB', 'HOSPDIST', 'HOSPDIST_N', 'JUDDIST', 'MAILBALLOT', 'MCDCODE', 'MCDFIPS', 'MCDGNIS', 'MCDNAME', 'MNAGDFL', 'MNAGGP', 'MNAGIP', 'MNAGLIB', 'MNAGLMN', 'MNAGR', 'MNAGTOTAL', 'MNAGWI', 'MNAUDDFL', 'MNAUDGLC', 'MNAUDIP', 'MNAUDLIB', 'MNAUDR', 'MNAUDTOTAL', 'MNAUDWI', 'MNGOVDFL', 'MNGOVGLC', 'MNGOVIP', 'MNGOVLIB', 'MNGOVR', 'MNGOVTOTAL', 'MNGOVWI', 'MNLEGDFL', 'MNLEGDIST', 'MNLEGIP', 'MNLEGR', 'MNLEGTOTAL', 'MNLEGWI', 'MNSENDIST', 'MNSOSDFL', 'MNSOSIP', 'MNSOSLIB', 'MNSOSR', 'MNSOSTOTAL', 'MNSOSWI', 'OBJECTID_1', 'PARKDIST', 'PARKDIST_N', 'PCTCODE', 'PCTNAME', 'REG7AM', 'SHORTLABEL', 'SIGNATURES', 'SWCDIST', 'SWCDIST_N', 'Shape_Area', 'Shape_Leng', 'TABMODEL', 'TABSYSTEM', 'TOTVOTING', 'USREPDFL', 'USREPIP', 'USREPR', 'USREPTOTAL', 'USREPWI', 'USSENDFL', 'USSENIP', 'USSENLIB', 'USSENR', 'USSENTOTAL', 'USSENWI', 'VTD', 'VTDID', 'WARD']
=========================================
Dataset: MN_10
=========================================
Discrepancies from naming convention:
['ATGENDFL', 'ATGENIP', 'ATGENR', 'ATGENTOT', 'ATGENTRP', 'ATGENWI', 'CNG', 'COM', 'CONGDFL', 'CONGIP', 'CONGR', 'CONGTOT', 'CONGWI', 'COUNTYCODE', 'COUNTY_NAM', 'CTU_Code', 'County', 'DISTRICT', 'EDR', 'EQUIPMODEL', 'FEDAB', 'GOVDFL', 'GOVEDP', 'GOVGP', 'GOVGR', 'GOVIP', 'GOVR', 'GOVTOT', 'GOVTRP', 'GOVWI', 'JUD', 'LEG', 'LongLabel', 'MCD', 'MNLEGDFL', 'MNLEGIP', 'MNLEGR', 'MNLEGTOT', 'MNLEGWI', 'MNSENDFL', 'MNSENIP', 'MNSENR', 'MNSENTOT', 'MNSENWI', 'Number_', 'PRESAB', 'Precinct', 'Precinct_N', 'REGAB', 'SEN', 'SIGNATURES', 'SOSDFL', 'SOSIP', 'SOSR', 'SOSTOT', 'SOSWI', 'STAUDDFL', 'STAUDGP', 'STAUDGR', 'STAUDR', 'STAUDTOT', 'STAUDWI', 'Shape_Area', 'Shape_Leng', 'ShortLabel', 'TOTALVOTER', 'VOTINGSYST', 'VR_MCD', 'VSCODE', 'WD', 'X7AM']
=========================================
Dataset: MN_12
=========================================
Discrepancies from naming convention:
['CONGDIST', 'COUNTYCODE', 'COUNTYFIPS', 'COUNTYNAME', 'CTYCOMDIST', 'EDR', 'FEDONLYAB', 'HOSPDIST', 'JUDDIST', 'MAILBALLOT', 'MCDNAME', 'MNCA1EST', 'MNCA1NO', 'MNCA1TOTAL', 'MNCA1YES', 'MNCA2EST', 'MNCA2NO', 'MNCA2TOTAL', 'MNCA2YES', 'MNLEGDFL', 'MNLEGDIST', 'MNLEGIP', 'MNLEGR', 'MNLEGTOTAL', 'MNLEGWI', 'MNSENDFL', 'MNSENDIST', 'MNSENIP', 'MNSENR', 'MNSENTOTAL', 'MNSENWI', 'PARKDIST', 'PCTCODE', 'PCTNAME', 'PRESONLYAB', 'REG7AM', 'REGMILOVAB', 'SHORTLABEL', 'SIGNATURES', 'SWCDIST', 'TABMODEL', 'TABSYSTEM', 'TOTVOTING', 'USPRSCG', 'USPRSCP', 'USPRSDFL', 'USPRSGP', 'USPRSGR', 'USPRSJP', 'USPRSLIB', 'USPRSR', 'USPRSSL', 'USPRSSWP', 'USPRSTOTAL', 'USPRSWI', 'USREPDFL', 'USREPIP', 'USREPR', 'USREPTOTAL', 'USREPWI', 'USSENDFL', 'USSENGR', 'USSENIP', 'USSENMOP', 'USSENR', 'USSENTOTAL', 'USSENWI', 'VTD', 'WARD']
=========================================
Dataset: MN_08
=========================================
Discrepancies from naming convention:
['CG', 'CM', 'CNG', 'COM', 'CONGDFL', 'CONGIP', 'CONGR', 'CONGTOT', 'CONGWI', 'COUNTYID', 'CTU_Code', 'County', 'DISTRICT', 'EDR', 'EQUIPMENTM', 'FEDAB', 'FIPS', 'HD', 'JD', 'JUD', 'LEG', 'LEG_1', 'LongLabel', 'MCD', 'MCDNAME', 'MCD_1', 'MNLEGDFL', 'MNLEGIP', 'MNLEGR', 'MNLEGTOT', 'MNLEGWI', 'MNSENDFL', 'MNSENR', 'MNSENTOT', 'MNSENWI', 'Number_', 'OBJECTID', 'OID_', 'PK', 'PRCT', 'PRECINCTID', 'PRECINCT_1', 'PRESAB', 'Precinct', 'Precinct_N', 'REGMILAB', 'SEN', 'SIGNATURES', 'SW', 'Shape_Area', 'Shape_Leng', 'ShortLabel', 'TOTVOTERS', 'USPRESCP', 'USPRESDFL', 'USPRESGP', 'USPRESIND', 'USPRESLIB', 'USPRESR', 'USPRESSWP', 'USPRESTOT', 'USPRESWI', 'USSENCP', 'USSENDFL', 'USSENIP', 'USSENLIB', 'USSENR', 'USSENTOT', 'USSENWI', 'VR_MCD', 'VSCODE', 'WD', 'X7AM']
=========================================
Dataset: mn_08_16
=========================================
Discrepancies from naming convention:
['CONGDIST', 'COUNTYCODE', 'COUNTYFIPS', 'COUNTYNAME', 'LEG08D', 'LEG08R', 'LEG10D', 'LEG10R', 'LEG12D', 'LEG12R', 'LEG14D', 'LEG14R', 'LEG16D', 'LEG16R', 'MCDNAME', 'MNLEGDIST', 'MNSENDIST', 'PCTCODE', 'PCTNAME', 'SHORTLABEL', 'VTD']
=========================================
Dataset: VT_towns
=========================================
Discrepancies from naming convention:
['2MORE', 'ALAND10', 'AMIN', 'ASIAN', 'AWATER10', 'BLACK', 'COUNTYFP10', 'COUSUBFP10', 'DISTNAME', 'GEOID10', 'INTPTLAT10', 'INTPTLON10', 'NAME10', 'NAMELSAD10', 'NHPI', 'OTHER', 'PRES16B', 'SEN12B', 'SENDIST', 'STATEFP10', 'TOTV12', 'TOTV14', 'TOTV16', 'WHITE']
=========================================
Dataset: OH_precincts
=========================================
Discrepancies from naming convention:
['CNTYFIPS', 'PRECODE', 'PRENAME', 'STH16D', 'STH16R', 'TOTVOTE16']
=========================================
Dataset: AK_precincts
=========================================
Discrepancies from naming convention:
['2MORE', 'AMIN', 'AREA', 'ASIAN', 'BLACK', 'DISTRICT', 'ID', 'NAME', 'NHPI', 'OTHER', 'POPULATION', 'PRES16C', 'WHITE']
=========================================
Dataset: GA_precincts
=========================================
Discrepancies from naming convention:
['CTYNAME', 'DISTRICT', 'FIPS1', 'FIPS2', 'ID', 'PRECINCT_I', 'PRECINCT_N']
=========================================
Dataset: HI_precincts
=========================================
Discrepancies from naming convention:
['BALLOTTYPE', 'DPTYPE', 'NAME', 'ZEROPOP']
=========================================
Dataset: WI_wards_12_16
=========================================
Discrepancies from naming convention:
['AMINDIAN', 'AMINDIAN18', 'ASIAN', 'ASIAN18', 'ASM', 'BLACK', 'BLACK18', 'CDADEM12', 'CDADEM16', 'CDADEM212', 'CDADEM216', 'CDAIND12', 'CDAIND16', 'CDAREP12', 'CDAREP16', 'CDASCT12', 'CDASCT16', 'CDATOT12', 'CDATOT16', 'CNTY_NAME', 'CON', 'GEOID10', 'GOVCON14', 'GOVDEM12', 'GOVDEM14', 'GOVIND12', 'GOVIND14', 'GOVIND214', 'GOVIND314', 'GOVIND414', 'GOVIND514', 'GOVREP12', 'GOVREP14', 'GOVREP214', 'GOVREP314', 'GOVSCT12', 'GOVSCT14', 'GOVTOT12', 'GOVTOT14', 'HISPANIC', 'HISPANIC18', 'NAME', 'OBJECTID', 'OTHER', 'OTHER18', 'OTHERMLT', 'OTHERMLT18', 'PERSONS', 'PERSONS18', 'PISLAND', 'PISLAND18', 'PRECON12', 'PRECON16', 'PREDEM12', 'PREDEM16', 'PREGRN16', 'PREIND1016', 'PREIND1116', 'PREIND12', 'PREIND16', 'PREIND212', 'PREIND216', 'PREIND312', 'PREIND316', 'PREIND412', 'PREIND416', 'PREIND512', 'PREIND516', 'PREIND612', 'PREIND616', 'PREIND716', 'PREIND816', 'PREIND916', 'PRELIB16', 'PREREP12', 'PREREP16', 'PRESCT12', 'PRESCT16', 'PRETOT12', 'PRETOT16', 'SEN', 'SOSCON14', 'SOSDEM14', 'SOSIND14', 'SOSREP14', 'SOSSCT14', 'SOSTOT14', 'TRSCON14', 'TRSDEM14', 'TRSIND14', 'TRSIND214', 'TRSREP14', 'TRSSCT14', 'TRSTOT14', 'USHDEM12', 'USHDEM14', 'USHDEM16', 'USHDEM216', 'USHGRN16', 'USHIND12', 'USHIND14', 'USHIND16', 'USHIND214', 'USHLIB16', 'USHREP12', 'USHREP14', 'USHREP16', 'USHREP214', 'USHSCT12', 'USHSCT14', 'USHSCT16', 'USHTOT12', 'USHTOT14', 'USHTOT16', 'USSCON12', 'USSDEM12', 'USSDEM14', 'USSDEM16', 'USSIND12', 'USSIND14', 'USSIND212', 'USSIND312', 'USSLIB16', 'USSREP12', 'USSREP14', 'USSREP16', 'USSREP216', 'USSSCT12', 'USSSCT14', 'USSSCT16', 'USSTOT12', 'USSTOT14', 'USSTOT16', 'WAGDEM12', 'WAGDEM14', 'WAGDEM212', 'WAGIND12', 'WAGIND14', 'WAGREP12', 'WAGREP14', 'WAGSCT12', 'WAGSCT14', 'WAGTOT12', 'WAGTOT14', 'WHITE', 'WHITE18', 'WSADEM12', 'WSADEM14', 'WSADEM16', 'WSADEM212', 'WSAIND12', 'WSAIND14', 'WSAIND16', 'WSAIND212', 'WSALIB16', 'WSAREP12', 'WSAREP14', 'WSAREP16', 'WSAREP212', 'WSAREP214', 'WSASCT12', 'WSASCT14', 'WSASCT16', 'WSATOT12', 'WSATOT14', 'WSATOT16', 'WSSAME12', 'WSSCON12', 'WSSDEM12', 'WSSDEM16', 'WSSIND12', 'WSSIND16', 'WSSREP12', 'WSSREP16', 'WSSREP212', 'WSSSCT12', 'WSSSCT16', 'WSSTOT12', 'WSSTOT16']
=========================================
Dataset: az_precincts
=========================================
Discrepancies from naming convention:
['CNTYABV', 'PCTNAME']
=========================================
Dataset: CO_precincts
=========================================
Discrepancies from naming convention:
['CD116FP', 'NAME', 'PRECID', 'REG18D', 'REG18R', 'SLDLST', 'SLDUST', 'VTDST']
=========================================
Dataset: MA_no_islands_02_10
=========================================
Discrepancies from naming convention:
['ALAND10', 'AWATER10', 'COUNTYFP10', 'City/Town', 'FUNCSTAT10', 'GEOID10', 'INTPTLAT10', 'INTPTLON10', 'LSAD10', 'MTFCC10', 'NAME10', 'NAMELSAD10', 'POP2000', 'Pct', 'STATEFP10', 'VTDI10', 'VTDST10', 'Ward']
=========================================
Dataset: MA_precincts_12_16
=========================================
Discrepancies from naming convention:
['DISTRICT', 'GOV14U1', 'GOV14U2', 'NAME', 'NAME10', 'RSHARE', 'Shape_Area', 'Shape_Le_1', 'TOWN', 'WARD']
=========================================
Dataset: MA_no_islands_12_16
=========================================
Discrepancies from naming convention:
['AmIndian', 'Asian', 'Black', 'City/Town', 'District', 'Hawaiian', 'Hispanic_O', 'Name', 'Not_Hispan', 'Other', 'POP10', 'Pct', 'Population', 'Shape_Area', 'Shape_Le_1', 'Ward', 'White', '_1_Race', '_2__Races']
=========================================
Dataset: MA_precincts_02_10
=========================================
Discrepancies from naming convention:
['ALAND10', 'AWATER10', 'CD00', 'CD10', 'COUNTYFP10', 'FUNCSTAT10', 'GEOID10', 'HDIST00', 'HDIST10', 'INTPTLAT10', 'INTPTLON10', 'LSAD10', 'MTFCC10', 'NAME10', 'NAMELSAD10', 'SEND00', 'SEND10', 'STATEFP10', 'TOWN', 'VTDI10', 'VTDST10', 'WARD']
=========================================
Dataset: MD_precincts_abs
=========================================
Discrepancies from naming convention:
['ADJAMINVAP', 'ADJASNVAP', 'ADJNHPIVAP', 'ADJOTHVAP', 'ADJ_2MORE', 'ADJ_AMIN', 'ADJ_ASIAN', 'ADJ_BLACK', 'ADJ_BVAP', 'ADJ_NHPI', 'ADJ_OTHER', 'ADJ_POP', 'ADJ_VAP', 'ADJ_WHITE', 'ADJ_WVAP', 'ADJ_nBVAP', 'CNG02', 'LEG02', 'LEG10', 'MCD', 'NAME', 'OCCUPIED', 'PLACE', 'UNADJHISP', 'UNADJPOP', 'UNOCCUPIED', 'VTD', 'VTD_1', 'nBVAP']
=========================================
Dataset: MD_precincts
=========================================
Discrepancies from naming convention:
['ADJAMINVAP', 'ADJASNVAP', 'ADJNHPIVAP', 'ADJOTHVAP', 'ADJ_2MORE', 'ADJ_AMIN', 'ADJ_ASIAN', 'ADJ_BLACK', 'ADJ_BVAP', 'ADJ_NHPI', 'ADJ_OTHER', 'ADJ_POP', 'ADJ_VAP', 'ADJ_WHITE', 'ADJ_WVAP', 'CNG02', 'LEG02', 'MCD', 'NAME', 'OCCUPIED', 'PLACE', 'UNADJHISP', 'UNADJPOP', 'UNOCCUPIED', 'VTD', 'VTD_1']
=========================================
Dataset: NC_VTD
=========================================
Discrepancies from naming convention:
['ALAND10', 'AWATER10', 'BPOP', 'County', 'EL08G_GV_D', 'EL08G_GV_L', 'EL08G_GV_R', 'EL08G_GV_T', 'EL08G_USS_', 'EL08G_US_1', 'EL08G_US_2', 'EL08G_US_3', 'EL08G_US_4', 'EL10G_USS_', 'EL10G_US_1', 'EL10G_US_2', 'EL10G_US_3', 'EL10G_US_4', 'EL12G_GV_1', 'EL12G_GV_D', 'EL12G_GV_L', 'EL12G_GV_R', 'EL12G_GV_T', 'EL12G_GV_W', 'EL12G_PR_1', 'EL12G_PR_D', 'EL12G_PR_L', 'EL12G_PR_R', 'EL12G_PR_T', 'EL12G_PR_W', 'EL14G_USS_', 'EL14G_US_1', 'EL14G_US_2', 'EL14G_US_3', 'EL14G_US_4', 'EL16G_GV_D', 'EL16G_GV_L', 'EL16G_GV_R', 'EL16G_GV_T', 'EL16G_PR_D', 'EL16G_PR_L', 'EL16G_PR_R', 'EL16G_PR_T', 'EL16G_PR_W', 'EL16G_USS_', 'EL16G_US_1', 'EL16G_US_2', 'EL16G_US_3', 'PL10AA_TOT', 'PL10VA_TOT', 'Shape_Area', 'Shape_Leng', 'VTD', 'VTD_Key', 'VTD_Name', 'judge', 'nBPOP', 'newplan', 'oldplan']
=========================================
Dataset: UT_precincts
=========================================
Discrepancies from naming convention:
['AliasNm', 'CountyID', 'DsslvID', 'PrcncID', 'SENDIST', 'SbPrcnc', 'VistaID', 'cnty_fp', 'cnty_nm', 'jrsdctn']
=========================================
Dataset: MI_precincts
=========================================
Discrepancies from naming convention:
['CountyFips', 'ElectionYe', 'Jurisdicti', 'Label', 'SENDIST', 'ShapeSTLen', 'VTD', 'VTD2016_x', 'county_fip', 'county_lat', 'county_lon', 'county_nam', 'jurisdic_1', 'precinct']
=========================================
Dataset: CT_precincts
=========================================
Discrepancies from naming convention:
['COUNTYFP10', 'NAME10', 'NAMELSAD10', 'STATEFP10']
=========================================
Dataset: RI_precincts
=========================================
Discrepancies from naming convention:
['JOINID', 'NAME', 'OBJECTID', 'PRENAME', 'REGVOT16', 'REGVOT18', 'SENDIST', 'Shape__Are', 'Shape__Len']
=========================================
Dataset: Providence_blocks
=========================================
Discrepancies from naming convention:
['ALAND10', 'AWATER10', 'BLOCKCE10', 'COUNTYFP10', 'GEOID10', 'INTPTLAT10', 'INTPTLON10', 'NAME10', 'STATEFP10', 'TRACTCE10', 'WARD']
=========================================
Dataset: OR_precincts
=========================================
Discrepancies from naming convention:
['County', 'GOV18C', 'Pct_Name', 'Precinct', 'Shape_Area', 'Shape_Leng', 'State']
=========================================
Dataset: new_mexico_precincts
=========================================
Discrepancies from naming convention:
['Area', 'CDDIST', 'County', 'NAME10', 'Perimeter', 'SDIST', 'prec_num']
=========================================
Dataset: PA_VTDs
=========================================
Discrepancies from naming convention:
['538CMPCT', '538DEM', '538GOP', 'ALAND10', 'ATG12D', 'ATG12R', 'AWATER10', 'CD_2011', 'COUNTYFP10', 'F2014GOVD', 'F2014GOVR', 'FUNCSTAT10', 'GEOID10', 'GOV', 'INTPTLAT10', 'INTPTLON10', 'LSAD10', 'MTFCC10', 'NAME10', 'NAMELSAD10', 'PRES12O', 'REMEDIAL', 'STATEFP10', 'T16ATGD', 'T16ATGR', 'T16PRESD', 'T16PRESOTH', 'T16PRESR', 'T16SEND', 'T16SENR', 'TS', 'USS12D', 'USS12R', 'VTDI10', 'VTDST10']
=========================================
Dataset: Chicago_Precincts
=========================================
Discrepancies from naming convention:
['100K_125K', '10K_15K', '125K_150K', '150K_200K', '15K_20K', '200K_MORE', '20K_25K', '25K_30K', '30K_35K', '35K_40K', '40K_45K', '45K_50K', '50K_60K', '60K_75K', '75K_100K', 'CHICO_19', 'DALEY_19', 'EMAN_G15', 'ENYIA_19', 'FIORETTI_1', 'FIORET_G15', 'FORD_19', 'GARCIA_G15', 'JOINID', 'JOYCE_19', 'KOZLAR_19', 'LESS_10K', 'LHGTFT_19', 'MCCART_19', 'MEND_19', 'PRECK_19', 'RO_E15', 'RO_G15', 'SALGRIF_19', 'TOTHH', 'TOTV_19', 'TOTV_G15', 'TOTV_RO15', 'VALLAS_19', 'WALLS_G15', 'WILSON_19', 'WILS_G15', 'full_text', 'precinct', 'shape_area', 'shape_len', 'ward']
=========================================
Dataset: VA_precincts
=========================================
Discrepancies from naming convention:
['CD_12', 'CD_16', 'G16DHOR', 'G16DPRS', 'G16OHOR', 'G16OPRS', 'G16RHOR', 'G16RPRS', 'G17DATG', 'G17DGOV', 'G17DHOD', 'G17DLTG', 'G17OGOV', 'G17OHOD', 'G17RATG', 'G17RGOV', 'G17RHOD', 'G17RLTG', 'G18DHOR', 'G18DSEN', 'G18OHOR', 'G18OSEN', 'G18RHOR', 'G18RSEN', 'HDIST_11', 'HDIST_REM', 'H_AMN', 'SENDIST', 'district', 'loc_prec', 'locality', 'precinct']
=========================================
Dataset: DE_precincts
=========================================
Discrepancies from naming convention:
['District_1', 'EDRD_2012', 'ID', 'POPULATION']
=========================================
Dataset: IA_counties
=========================================
Discrepancies from naming convention:
['ALAND10', 'AWATER10', 'COUNTYFP10', 'GEOID10', 'INTPTLAT10', 'INTPTLON10', 'NAME10', 'NAMELSAD10', 'N_NHPI', 'PRES00OTH', 'PRES04OTH', 'PRES08OTH', 'PRES12OTH', 'PRES16OTH', 'STATEFP10']
=========================================
Dataset: OK_precincts
=========================================
Discrepancies from naming convention:
['CNTYFIPS', 'CNTYNAME', 'PRECODE']
Step 4. Compare mggg-states against external sources¶
[16]:
# Categorize mggg-states dataframes by the names of their States
# a list of tuples of state names (left) and a list of GeoDataFrames (right)
available_mggg_states = []
for state in states:
state_name, state_abv = state
# messy name matching because file naming isn't standardized
mggg_gdf_names = [gdf_name for gdf_name in list(mggg_gdfs)
if gdf_name.startswith(state_abv.lower() + '_') or
gdf_name.startswith(state_abv + '_') or
gdf_name.startswith(state_name.lower() + '_') or
gdf_name.startswith(state_name.upper() + '_') or
gdf_name.startswith(state_name + '_') or
gdf_name.startswith(
state_name.replace(' ', '_').lower() + '_') or
gdf_name.startswith(
state_name.replace(' ', '_').upper() + '_') or
gdf_name.startswith(
state_name.replace(' ', '_') + '_')]
available_mggg_states.append((state_name, mggg_gdf_names))
Step 4.1. Compare against MEDSL.
[17]:
# Generate Naming Convention Translations between MGGG and MEDSL
# Has to be done manually because some MEDSL data don't use the
# same naming convention
pres16_cols = [
('PRES16D', 'US President democratic'),
('PRES16D', 'US President democrat'),
('PRES16G', 'US President green'),
('PRES16L', 'US President libertarian'),
('PRES16R', 'US President republican')
]
sen16_cols = [
('SEN16D', 'US Senate democratic'),
('SEN16D', 'US Senate democrat'),
('SEN16G', 'US Senate green'),
('SEN16L', 'US Senate libertarian'),
('SEN16R', 'US Senate republican')
]
ush16_cols = [
('USH16D', 'US House democratic'),
('USH16D', 'US House democrat'),
('USH16G', 'US House green'),
('USH16L', 'US House libertarian'),
('USH16R', 'US House republican')
]
fed18_cols = [
('SEN18D', 'US Senate democratic'),
('SEN18D', 'US Senate democrat'),
('SEN18G', 'US Senate green'),
('SEN18L', 'US Senate libertarian'),
('SEN18R', 'US Senate republican'),
('USH18D', 'US House democratic'),
('USH18D', 'US House democrat'),
('USH18G', 'US House green'),
('USH18L', 'US House libertarian'),
('USH18R', 'US House republican')
]
[18]:
def bulk_compare(bulk_results: Dict[str, List[Tuple[Hashable, Any]]],
st: str,
mggg_names: List[str],
medsls: List[pd.DataFrame],
mggg_medsl_cols: List[Tuple[str, str]]
) -> NoReturn: # Returns bulk_results by reference
"""
Returns, by reference, a dict containing state names as keys and a value of a
dict containing mggg_gdf names as keys and the results of dm.compare_column_sums
as values.
"""
if st in medsls:
try:
mggg_results = bulk_results[st]
except Exception:
mggg_results = {}
for mggg_name in mggg_names:
# Generate comparable columns
medsl_st_df = medsls[st].dropna(axis=1, how='all')
mggg_medsl_cols = [tup for tup in mggg_medsl_cols
if tup[0] in list(mggg_gdfs[mggg_name].columns) and
tup[1] in list(medsl_st_df.columns)]
mggg_cols = [tup[0] for tup in mggg_medsl_cols]
medsl_cols = [tup[1] for tup in mggg_medsl_cols]
if mggg_cols:
try:
# append results
mggg_results[mggg_name] += \
dq.compare_column_sums(mggg_gdfs[mggg_name], medsl_st_df,
mggg_cols, medsl_cols)
except Exception as e:
try: # if results don't already exist
mggg_results[mggg_name] = \
dq.compare_column_sums(mggg_gdfs[mggg_name], medsl_st_df,
mggg_cols, medsl_cols)
except Exception as z:
print("Unable to compare {} and {} in {}.\n{}\n".format(
mggg_cols, medsl_cols, mggg_name, z))
else:
mggg_results[mggg_name] = []
bulk_results[st] = mggg_results
[19]:
# Compare mggg-states data with MEDSL data
# a dictionary with State names as keys and with a list
# of comparison results of column for each mggg-states
# dataframe (dicts) as values
results = {}
# Note: a "ufunc 'subtract' did not contain a loop with signature matching types"
# error suggests that the columns contain non-numerical data, which should be
# manually investigated
for state in available_mggg_states:
st, mggg_names = state
if mggg_names:
bulk_compare(results, st, mggg_names, medsl_pres16_dfs, pres16_cols)
bulk_compare(results, st, mggg_names, medsl_sen16_dfs, sen16_cols)
bulk_compare(results, st, mggg_names, medsl_ush16_dfs, ush16_cols)
bulk_compare(results, st, mggg_names, medsl_18_dfs, fed18_cols)
[20]:
# Print comparison results
print("============================================================================")
print("Results of State-level Aggregation comparisons between mggg-states and MEDSL")
print("============================================================================")
print()
print('{:37} : {}'.format('mggg-states column [vs] MEDSL column', 'difference in sums'))
print('----------------------------------------------------------------------------')
for st in results:
print("######## {} ########".format(st))
for mggg_name in results[st]:
print("{} ========".format(mggg_name))
if results[st][mggg_name]:
for col_v_col, diff in results[st][mggg_name]:
print('{:37} : {}'.format(col_v_col, diff))
else:
print("No comparable columns found.")
print()
print()
============================================================================
Results of State-level Aggregation comparisons between mggg-states and MEDSL
============================================================================
mggg-states column [vs] MEDSL column : difference in sums
----------------------------------------------------------------------------
######## Alaska ########
AK_precincts ========
USH18D [vs] US House democratic : -47288.5
USH18R [vs] US House republican : -46390.5
######## Arizona ########
az_precincts ========
SEN18D [vs] US Senate democrat : 0.0
SEN18R [vs] US Senate republican : 0.0
USH18D [vs] US House democrat : 0.0
USH18G [vs] US House green : -3672.0
USH18R [vs] US House republican : 0.0
######## Colorado ########
CO_precincts ========
USH18D [vs] US House democratic : 374836.0
USH18R [vs] US House republican : 0.0
######## Connecticut ########
CT_precincts ========
SEN18D [vs] US Senate democrat : 61543.904761904734
SEN18R [vs] US Senate republican : 43311.511904761894
USH18D [vs] US House democrat : 63366.86904761905
USH18R [vs] US House republican : 40299.34523809521
######## Delaware ########
DE_precincts ========
SEN18D [vs] US Senate democrat : 108698.5
SEN18R [vs] US Senate republican : 68542.5
USH18D [vs] US House democrat : 113679.5
USH18R [vs] US House republican : 62671.0
######## Georgia ########
GA_precincts ========
No comparable columns found.
######## Hawaii ########
HI_precincts ========
SEN18D [vs] US Senate democrat : 184210.6666666667
SEN18R [vs] US Senate republican : 74690.0
USH18D [vs] US House democrat : 191947.3333333333
USH18R [vs] US House republican : 58232.0
######## Iowa ########
IA_counties ========
No comparable columns found.
######## Maryland ########
MD_precincts_abs ========
SEN18D [vs] US Senate democrat : 1462435.753996776
SEN18R [vs] US Senate republican : 677124.3809942249
USH18D [vs] US House democrat : 1444627.0261919883
USH18R [vs] US House republican : 721229.9512560418
MD_precincts ========
SEN18D [vs] US Senate democrat : 877976.753996776
SEN18R [vs] US Senate republican : 476128.3809942249
USH18D [vs] US House democrat : 862397.0261919883
USH18R [vs] US House republican : 506047.95125604176
######## Massachusetts ########
MA_no_islands_02_10 ========
No comparable columns found.
MA_precincts_12_16 ========
No comparable columns found.
MA_no_islands_12_16 ========
No comparable columns found.
MA_precincts_02_10 ========
No comparable columns found.
######## Michigan ########
MI_precincts ========
No comparable columns found.
######## Minnesota ########
MN_16 ========
No comparable columns found.
MN_14 ========
No comparable columns found.
MN_10 ========
No comparable columns found.
MN_12 ========
No comparable columns found.
MN_08 ========
No comparable columns found.
mn_08_16 ========
No comparable columns found.
######## New Mexico ########
new_mexico_precincts ========
SEN18D [vs] US Senate democrat : 230233.06950254168
SEN18L [vs] US Senate libertarian : 64849.33024979239
SEN18R [vs] US Senate republican : 134868.78794535733
######## North Carolina ########
NC_VTD ========
No comparable columns found.
######## Ohio ########
OH_precincts ========
No comparable columns found.
######## Oklahoma ########
OK_precincts ========
USH18D [vs] US House democrat : 289207.3333333333
USH18R [vs] US House republican : 489829.8333333333
######## Oregon ########
OR_precincts ========
USH18D [vs] US House democrat : 45346.666666666744
USH18R [vs] US House republican : 35328.66666666663
######## Pennsylvania ########
PA_VTDs ========
No comparable columns found.
######## Rhode Island ########
RI_precincts ========
SEN18D [vs] US Senate democrat : 115702.5
SEN18R [vs] US Senate republican : 72785.5
######## Vermont ########
VT_towns ========
No comparable columns found.
######## Virginia ########
VA_precincts ========
No comparable columns found.
######## Wisconsin ########
WI_wards_12_16 ========
No comparable columns found.
Step 4.2. Compare against Wikipedia.
[21]:
# Compare mggg-states data with Wikipedia data
# a dictionary with State names as keys and with a list
# of comparison results of column for each mggg-states
# dataframe (dicts) as values
results = {}
# Note: a "ufunc 'subtract' did not contain a loop with signature matching types"
# error suggests that the columns contain non-numerical data, which should be
# manually investigated
for state in available_mggg_states:
st, mggg_names = state
upper_st = st.upper()
wiki_st_df = wiki_df.set_index('STATE')
wiki_st_df = wiki_st_df.loc[[upper_st]]
wiki_st_df = wiki_st_df.dropna(axis=1)
for mggg_name in mggg_names:
common_cols = list(set(mggg_gdfs[mggg_name].columns).intersection(
set(wiki_st_df.columns)))
common_cols.sort()
if common_cols:
try:
results[st] += \
{mggg_name: dq.compare_column_sums(
mggg_gdfs[mggg_name], wiki_st_df,
common_cols, common_cols)}
except Exception as e:
try:
results[st] = \
{mggg_name: dq.compare_column_sums(
mggg_gdfs[mggg_name], wiki_st_df,
common_cols, common_cols)}
except Exception as z:
print("Unable to compare {} in {}. {}\n".format(
common_cols, mggg_name, z))
Unable to compare ['PRES16D', 'PRES16L', 'PRES16R', 'SEN16D', 'SEN16L', 'SEN16R'] in GA_precincts. ufunc 'subtract' did not contain a loop with signature matching types (dtype('<U8310'), dtype('<U8310')) -> dtype('<U8310')
Unable to compare ['PRES16D', 'PRES16R'] in MA_no_islands_12_16. ufunc 'subtract' did not contain a loop with signature matching types (dtype('<U7939'), dtype('<U7939')) -> dtype('<U7939')
Unable to compare ['PRES16D', 'PRES16G', 'PRES16L', 'PRES16R', 'SEN16D', 'SEN16R'] in VT_towns. ufunc 'subtract' did not contain a loop with signature matching types (dtype('<U802'), dtype('<U802')) -> dtype('<U802')
[22]:
# Print comparison results
print("================================================================================")
print("Results of State-level Aggregation comparisons between mggg-states and Wikipedia")
print("================================================================================")
print()
print('{:37} : {}'.format('mggg-states column [vs] Wikipedia', 'difference in sums'))
print('----------------------------------------------------------------------------')
for st in results:
print("######## {} ########".format(st))
for mggg_name in results[st]:
print("{} ========".format(mggg_name))
if results[st][mggg_name]:
for col_v_col, diff in results[st][mggg_name]:
print('{:37} : {}'.format(col_v_col, diff))
else:
print("No comparable columns found.")
print()
print()
================================================================================
Results of State-level Aggregation comparisons between mggg-states and Wikipedia
================================================================================
mggg-states column [vs] Wikipedia : difference in sums
----------------------------------------------------------------------------
######## Alaska ########
AK_precincts ========
PRES16D [vs] PRES16D : -47357.0
PRES16G [vs] PRES16G : -1953.0
PRES16L [vs] PRES16L : -6721.0
PRES16R [vs] PRES16R : -59930.0
SEN16D [vs] SEN16D : -16598.0
SEN16L [vs] SEN16L : -30057.0
SEN16R [vs] SEN16R : -50295.0
USH16D [vs] USH16D : -43745.0
USH16L [vs] USH16L : -11670.0
USH16R [vs] USH16R : -54386.0
USH18R [vs] USH18R : -46394.0
######## Arizona ########
az_precincts ========
SEN18D [vs] SEN18D : 0.0
SEN18R [vs] SEN18R : 0.0
######## Connecticut ########
CT_precincts ========
SEN18D [vs] SEN18D : -37894.0
SEN18R [vs] SEN18R : 0.0
######## Delaware ########
DE_precincts ========
PRES16D [vs] PRES16D : 9.0
PRES16R [vs] PRES16R : -63.0
SEN18D [vs] SEN18D : 6.0
SEN18R [vs] SEN18R : -21.0
USH16D [vs] USH16D : -11.0
USH16R [vs] USH16R : -62.0
USH18D [vs] USH18D : 3.0
USH18R [vs] USH18R : -21.0
######## Hawaii ########
HI_precincts ========
PRES16D [vs] PRES16D : 0.0
PRES16R [vs] PRES16R : 0.0
SEN16D [vs] SEN16D : 0.0
SEN16R [vs] SEN16R : 0.0
SEN18D [vs] SEN18D : 0.0
SEN18R [vs] SEN18R : 0.0
######## Iowa ########
IA_counties ========
PRES16D [vs] PRES16D : 0.0
PRES16R [vs] PRES16R : 0.0
######## Maryland ########
MD_precincts ========
PRES16D [vs] PRES16D : -780769.0
PRES16G [vs] PRES16G : -11724.0
PRES16L [vs] PRES16L : -23667.0
PRES16R [vs] PRES16R : -288612.0
SEN16D [vs] SEN16D : -766280.0
SEN16G [vs] SEN16G : -30936.0
SEN16R [vs] SEN16R : -297352.0
SEN18D [vs] SEN18D : -585361.0
SEN18R [vs] SEN18R : -201883.0
######## Massachusetts ########
MA_precincts_12_16 ========
PRES16D [vs] PRES16D : 0.0
PRES16R [vs] PRES16R : 0.0
SEN18D [vs] SEN18D : 0.0
SEN18R [vs] SEN18R : 0.0
######## Michigan ########
MI_precincts ========
PRES16D [vs] PRES16D : -58771.0
PRES16G [vs] PRES16G : -316.0
PRES16L [vs] PRES16L : -699.0
PRES16R [vs] PRES16R : -9521.0
######## Minnesota ########
mn_08_16 ========
PRES16D [vs] PRES16D : -3971.0
PRES16G [vs] PRES16G : -66.0
PRES16L [vs] PRES16L : -202.0
PRES16R [vs] PRES16R : -1934.0
######## New Mexico ########
new_mexico_precincts ========
PRES16D [vs] PRES16D : 0.0
PRES16L [vs] PRES16L : 0.0
PRES16R [vs] PRES16R : 0.0
SEN18D [vs] SEN18D : 0.0
SEN18L [vs] SEN18L : 0.0
SEN18R [vs] SEN18R : 0.0
######## Ohio ########
OH_precincts ========
PRES16D [vs] PRES16D : -253.0
PRES16G [vs] PRES16G : -9.0
PRES16L [vs] PRES16L : -25.0
PRES16R [vs] PRES16R : -625.0
SEN16D [vs] SEN16D : 0.0
SEN16R [vs] SEN16R : 0.0
######## Oregon ########
OR_precincts ========
PRES16D [vs] PRES16D : 0.0
PRES16G [vs] PRES16G : 0.0
PRES16L [vs] PRES16L : 0.0
PRES16R [vs] PRES16R : 0.0
SEN16D [vs] SEN16D : 0.0
SEN16R [vs] SEN16R : 0.0
######## Rhode Island ########
RI_precincts ========
PRES16D [vs] PRES16D : -4401.0
PRES16R [vs] PRES16R : -1947.0
SEN18D [vs] SEN18D : -36.0
SEN18R [vs] SEN18R : 575.0
######## Utah ########
UT_precincts ========
PRES16D [vs] PRES16D : 25.0
PRES16R [vs] PRES16R : -150.0
SEN16D [vs] SEN16D : 92.0
SEN16R [vs] SEN16R : -754.0
Step 5. Check topological soundness of mggg-states data¶
Step 5.1. Check for empty or missing geometries.
[23]:
missing_warnings = ['{} has missing geometries.'.format(gdf)
for gdf in mggg_gdfs
if dq.has_missing_geometries(mggg_gdfs[gdf])]
empty_warnings = ['{} has empty geometries.'.format(gdf)
for gdf in mggg_gdfs
if dq.has_empty_geometries(mggg_gdfs[gdf])]
topological_warnings = missing_warnings + empty_warnings
if len(topological_warnings) == 0:
print("No missing or empty geometries.")
else:
[print(msg) for msg in topological_warnings]
No missing or empty geometries.
Step 6. Sum datasets for manual checks¶
[24]:
# Print MGGG summation results
print("============================================================================")
print("Results of State-level Aggregations - mggg-states")
print("============================================================================")
print()
print('{:11} : {:10}\t\t{}'.format('mggg-states column', 'sum', 'dtype'))
print('----------------------------------------------------------------------------')
for st, gdf_names in available_mggg_states:
if gdf_names:
print('######## {} ########'.format(st))
for gdf_name in gdf_names:
print("{} ========".format(gdf_name))
cols_to_sum = [col for col in matched_columns[gdf_name] if col != 'geometry']
col_sums = dq.sum_column_values(mggg_gdfs[gdf_name], cols_to_sum)
for result in col_sums:
col_name, col_sum = result
if col_name in matched_columns[gdf_name]:
if isinstance(col_sum, str):
col_sum = "{} is a str".format(col_name)
print('{:11} : {:10}\t\t{}'.format(col_name, col_sum, str(type(col_sum))))
print('\n\n')
============================================================================
Results of State-level Aggregations - mggg-states
============================================================================
mggg-states column : sum dtype
----------------------------------------------------------------------------
######## Alaska ########
AK_precincts ========
SEN16R : 87854 <class 'numpy.int64'>
USH18D : 83855 <class 'numpy.int64'>
GOV18R : 100372 <class 'numpy.int64'>
SEN16D : 19602 <class 'numpy.int64'>
WVAP : 368895 <class 'numpy.int64'>
AMINVAP : 70630 <class 'numpy.int64'>
USH16D : 67274 <class 'numpy.int64'>
USH14D : 77004 <class 'numpy.int64'>
PRES16D : 69097 <class 'numpy.int64'>
USH14R : 102464 <class 'numpy.int64'>
USH16R : 100702 <class 'numpy.int64'>
GOV18D : 80954 <class 'numpy.int64'>
USH16L : 20100 <class 'numpy.int64'>
TOTPOP : 710231 <class 'numpy.int64'>
NHPIVAP : 4599 <class 'numpy.int64'>
SEN16L : 60768 <class 'numpy.int64'>
2MOREVAP : 25525 <class 'numpy.int64'>
HDIST : 10630 <class 'numpy.int64'>
ASIANVAP : 28312 <class 'numpy.int64'>
USH18R : 103385 <class 'numpy.int64'>
GOV18L : 3970 <class 'numpy.int64'>
PRES16L : 12004 <class 'numpy.int64'>
BVAP : 16904 <class 'numpy.int64'>
PRES16R : 103457 <class 'numpy.int64'>
OTHERVAP : 7988 <class 'numpy.int64'>
VAP : 522853 <class 'numpy.int64'>
PRES16G : 3782 <class 'numpy.int64'>
USH14L : 14715 <class 'numpy.int64'>
######## Arizona ########
az_precincts ========
NH_ASIAN : 170509.0 <class 'numpy.float64'>
H_NHPI : 1689.0 <class 'numpy.float64'>
NH_AMIN : 257426.0 <class 'numpy.float64'>
TRE18R : 1249120 <class 'numpy.int64'>
USH18D : 1179193 <class 'numpy.int64'>
GOV18R : 1330863 <class 'numpy.int64'>
SSEN18R : 1093513 <class 'numpy.int64'>
PRECINCT : PRECINCT is a str <class 'str'>
AG18R : 1201398 <class 'numpy.int64'>
USH18G : 18706 <class 'numpy.int64'>
CODE : CODE is a str <class 'str'>
SOS18R : 1156132 <class 'numpy.int64'>
WVAP : 3017895.0 <class 'numpy.float64'>
SEN18D : 1191100 <class 'numpy.int64'>
AMINVAP : 175207.0 <class 'numpy.float64'>
SOS18D : 1176384 <class 'numpy.int64'>
NH_2MORE : 114631.0 <class 'numpy.float64'>
GOV18D : 994341 <class 'numpy.int64'>
AG18D : 1120726 <class 'numpy.int64'>
TOTPOP : 6392017.0 <class 'numpy.float64'>
NHPIVAP : 8200.0 <class 'numpy.float64'>
2MOREVAP : 60372.0 <class 'numpy.float64'>
TRE18D : 1052197 <class 'numpy.int64'>
HISP : 1895149.0 <class 'numpy.float64'>
H_BLACK : 19907.0 <class 'numpy.float64'>
ASIANVAP : 132317.0 <class 'numpy.float64'>
USH18R : 1139251 <class 'numpy.int64'>
HVAP : 1191203.0 <class 'numpy.float64'>
HDIST : HDIST is a str <class 'str'>
NH_WHITE : 3695647.0 <class 'numpy.float64'>
COUNTY : COUNTY is a str <class 'str'>
CD : CD is a str <class 'str'>
H_AMIN : 39103.0 <class 'numpy.float64'>
BVAP : 172249.0 <class 'numpy.float64'>
NH_OTHER : 8595.0 <class 'numpy.float64'>
NH_BLACK : 239101.0 <class 'numpy.float64'>
OTHERVAP : 5560.0 <class 'numpy.float64'>
SEN18R : 1135200 <class 'numpy.int64'>
NH_NHPI : 10959.0 <class 'numpy.float64'>
H_ASIAN : 6186.0 <class 'numpy.float64'>
H_2MORE : 103669.0 <class 'numpy.float64'>
H_OTHER : 753121.0 <class 'numpy.float64'>
SSEN18D : 1125010 <class 'numpy.int64'>
H_WHITE : 971474.0 <class 'numpy.float64'>
VAP : 4763003.0 <class 'numpy.float64'>
SEND : SEND is a str <class 'str'>
######## Colorado ########
CO_precincts ========
NH_ASIAN : 134096 <class 'numpy.int64'>
H_NHPI : 736 <class 'numpy.int64'>
NH_AMIN : 29840 <class 'numpy.int64'>
TRE18R : 1111641 <class 'numpy.int64'>
USH18D : 1343345 <class 'numpy.int64'>
GOV18R : 1080801 <class 'numpy.int64'>
AG18R : 1124757 <class 'numpy.int64'>
SOS18R : 1113927 <class 'numpy.int64'>
WVAP : 2808959 <class 'numpy.int64'>
AMINVAP : 22560 <class 'numpy.int64'>
SOS18D : 1313716 <class 'numpy.int64'>
COUNTYFP : COUNTYFP is a str <class 'str'>
NH_2MORE : 99318 <class 'numpy.int64'>
GOV18D : 1348888 <class 'numpy.int64'>
AG18D : 1285464 <class 'numpy.int64'>
TOTPOP : 5027604 <class 'numpy.int64'>
NHPIVAP : 3376 <class 'numpy.int64'>
2MOREVAP : 52039 <class 'numpy.int64'>
TRE18D : 1292281 <class 'numpy.int64'>
HISP : 1037160 <class 'numpy.int64'>
H_BLACK : 12032 <class 'numpy.int64'>
ASIANVAP : 101885 <class 'numpy.int64'>
USH18R : 1079772 <class 'numpy.int64'>
HVAP : 662933 <class 'numpy.int64'>
NH_WHITE : 3519213 <class 'numpy.int64'>
H_AMIN : 23550 <class 'numpy.int64'>
BVAP : 137437 <class 'numpy.int64'>
NH_OTHER : 6621 <class 'numpy.int64'>
NH_BLACK : 187370 <class 'numpy.int64'>
OTHERVAP : 3924 <class 'numpy.int64'>
NH_NHPI : 4900 <class 'numpy.int64'>
H_ASIAN : 2815 <class 'numpy.int64'>
H_2MORE : 70158 <class 'numpy.int64'>
H_OTHER : 355033 <class 'numpy.int64'>
H_WHITE : 566866 <class 'numpy.int64'>
VAP : 3802040 <class 'numpy.int64'>
######## Connecticut ########
CT_precincts ========
NH_ASIAN : 134091 <class 'numpy.int64'>
H_NHPI : 470 <class 'numpy.int64'>
NH_AMIN : 6885 <class 'numpy.int64'>
TRE18R : 569737 <class 'numpy.int64'>
USH18D : 808652 <class 'numpy.int64'>
GOV18R : 624750 <class 'numpy.int64'>
PRECINCT : PRECINCT is a str <class 'str'>
AG18R : 605504 <class 'numpy.int64'>
SOS18R : 557616 <class 'numpy.int64'>
WVAP : 2046548 <class 'numpy.int64'>
SEN18D : 787685 <class 'numpy.int64'>
AMINVAP : 5044 <class 'numpy.int64'>
SOS18D : 735743 <class 'numpy.int64'>
NH_2MORE : 59505 <class 'numpy.int64'>
GOV18D : 676649 <class 'numpy.int64'>
AG18D : 691496 <class 'numpy.int64'>
TOTPOP : 3574097 <class 'numpy.int64'>
NHPIVAP : 729 <class 'numpy.int64'>
2MOREVAP : 30800 <class 'numpy.int64'>
TRE18D : 717002 <class 'numpy.int64'>
HISP : 479087 <class 'numpy.int64'>
H_BLACK : 27177 <class 'numpy.int64'>
ASIANVAP : 100486 <class 'numpy.int64'>
USH18R : 512495 <class 'numpy.int64'>
HVAP : 318947 <class 'numpy.int64'>
HDIST : HDIST is a str <class 'str'>
COMP18R : 563099 <class 'numpy.int64'>
NH_WHITE : 2546262 <class 'numpy.int64'>
CD : CD is a str <class 'str'>
H_AMIN : 4371 <class 'numpy.int64'>
BVAP : 246016 <class 'numpy.int64'>
NH_OTHER : 12190 <class 'numpy.int64'>
NH_BLACK : 335119 <class 'numpy.int64'>
OTHERVAP : 8512 <class 'numpy.int64'>
SEN18R : 545717 <class 'numpy.int64'>
NH_NHPI : 958 <class 'numpy.int64'>
H_ASIAN : 1474 <class 'numpy.int64'>
H_2MORE : 33171 <class 'numpy.int64'>
H_OTHER : 186276 <class 'numpy.int64'>
H_WHITE : 226148 <class 'numpy.int64'>
COMP18D : 718033 <class 'numpy.int64'>
VAP : 2757082 <class 'numpy.int64'>
SEND : SEND is a str <class 'str'>
######## Delaware ########
DE_precincts ========
SH18D : 199716.0 <class 'numpy.float64'>
AUD14D : 103939.0 <class 'numpy.float64'>
H_NHPI : 162 <class 'numpy.int64'>
NH_ASIAN : 28308 <class 'numpy.int64'>
AUD18D : 205624.0 <class 'numpy.float64'>
PRES12D : 242585.0 <class 'numpy.float64'>
NH_AMIN : 2824 <class 'numpy.int64'>
SEN14D : 130588.0 <class 'numpy.float64'>
USH18D : 227356.0 <class 'numpy.float64'>
TRE18R : 164001.0 <class 'numpy.float64'>
USH12R : 129707.0 <class 'numpy.float64'>
LG16R : 169291.0 <class 'numpy.float64'>
SH18R : 135694.0 <class 'numpy.float64'>
AUD14R : 123100.0 <class 'numpy.float64'>
SEN14R : 98810.0 <class 'numpy.float64'>
AUD18R : 149481.0 <class 'numpy.float64'>
GOV16R : 166835.0 <class 'numpy.float64'>
SSEN12D : 234613.0 <class 'numpy.float64'>
AG18R : 137730.0 <class 'numpy.float64'>
WVAP : 477636 <class 'numpy.int64'>
LG12D : 238953.0 <class 'numpy.float64'>
SEN18D : 217391.0 <class 'numpy.float64'>
SSEN12R : 123380.0 <class 'numpy.float64'>
AMINVAP : 2248 <class 'numpy.int64'>
USH16D : 233543.0 <class 'numpy.float64'>
GOV16D : 248321.0 <class 'numpy.float64'>
USH12D : 249934.0 <class 'numpy.float64'>
AG14R : 90257.0 <class 'numpy.float64'>
USH14D : 137184.0 <class 'numpy.float64'>
TRE14R : 123105.0 <class 'numpy.float64'>
PRES16D : 235612.0 <class 'numpy.float64'>
SH12R : 124805.0 <class 'numpy.float64'>
SH12D : 226728.0 <class 'numpy.float64'>
USH14R : 85134.0 <class 'numpy.float64'>
NH_2MORE : 18284 <class 'numpy.int64'>
SEN12D : 265420.0 <class 'numpy.float64'>
USH16R : 172239.0 <class 'numpy.float64'>
AG18D : 218351.0 <class 'numpy.float64'>
TOTPOP : 897934 <class 'numpy.int64'>
SH16R : 149871.0 <class 'numpy.float64'>
NHPIVAP : 177 <class 'numpy.int64'>
2MOREVAP : 8492 <class 'numpy.int64'>
GOV12R : 113788.0 <class 'numpy.float64'>
TRE18D : 187240.0 <class 'numpy.float64'>
HISP : 73221 <class 'numpy.int64'>
HDIST : HDIST is a str <class 'str'>
TRE14D : 100218.0 <class 'numpy.float64'>
USH18R : 125363.0 <class 'numpy.float64'>
HVAP : 46136 <class 'numpy.int64'>
H_BLACK : 5032 <class 'numpy.int64'>
GOV12D : 275986.0 <class 'numpy.float64'>
NH_WHITE : 586752 <class 'numpy.int64'>
ASIANVAP : 21667 <class 'numpy.int64'>
H_AMIN : 1357 <class 'numpy.int64'>
BVAP : 134984 <class 'numpy.int64'>
SEN12R : 115653.0 <class 'numpy.float64'>
NH_OTHER : 1525 <class 'numpy.int64'>
NH_BLACK : 186782 <class 'numpy.int64'>
OTHERVAP : 829 <class 'numpy.int64'>
LG16D : 248141.0 <class 'numpy.float64'>
SH14D : 116349.0 <class 'numpy.float64'>
SEN18R : 137106.0 <class 'numpy.float64'>
NH_NHPI : 238 <class 'numpy.int64'>
H_ASIAN : 241 <class 'numpy.int64'>
H_2MORE : 5570 <class 'numpy.int64'>
PRES12R : 165429.0 <class 'numpy.float64'>
H_OTHER : 28994 <class 'numpy.int64'>
AG14D : 121410.0 <class 'numpy.float64'>
LG12R : 143973 <class 'numpy.int64'>
H_WHITE : 31865 <class 'numpy.int64'>
SH16D : 226083.0 <class 'numpy.float64'>
VAP : 692169 <class 'numpy.int64'>
SEND : SEND is a str <class 'str'>
SH14R : 91575.0 <class 'numpy.float64'>
PRES16R : 185064.0 <class 'numpy.float64'>
######## Georgia ########
GA_precincts ========
NH_ASIAN : 311692 <class 'numpy.int64'>
SEN16R : SEN16R is a str <class 'str'>
H_NHPI : 1647 <class 'numpy.int64'>
NH_AMIN : 21279 <class 'numpy.int64'>
SEN16D : SEN16D is a str <class 'str'>
WVAP : 4242514 <class 'numpy.int64'>
AMINVAP : 16324 <class 'numpy.int64'>
PRES16D : PRES16D is a str <class 'str'>
NH_2MORE : 151980 <class 'numpy.int64'>
TOTPOP : 9687653 <class 'numpy.int64'>
NHPIVAP : 3699 <class 'numpy.int64'>
SEN16L : SEN16L is a str <class 'str'>
2MOREVAP : 77345 <class 'numpy.int64'>
HISP : 853689 <class 'numpy.int64'>
H_BLACK : 39635 <class 'numpy.int64'>
ASIANVAP : 234164 <class 'numpy.int64'>
HDIST : HDIST is a str <class 'str'>
HVAP : 539002 <class 'numpy.int64'>
NH_WHITE : 5413920 <class 'numpy.int64'>
CD : CD is a str <class 'str'>
PRES16L : PRES16L is a str <class 'str'>
H_AMIN : 10872 <class 'numpy.int64'>
BVAP : 2072946 <class 'numpy.int64'>
NH_OTHER : 19141 <class 'numpy.int64'>
NH_BLACK : 2910800 <class 'numpy.int64'>
OTHERVAP : 10107 <class 'numpy.int64'>
NH_NHPI : 5152 <class 'numpy.int64'>
H_ASIAN : 2775 <class 'numpy.int64'>
H_2MORE : 55509 <class 'numpy.int64'>
H_OTHER : 369731 <class 'numpy.int64'>
H_WHITE : 373520 <class 'numpy.int64'>
VAP : 7196101 <class 'numpy.int64'>
SEND : SEND is a str <class 'str'>
PRES16R : PRES16R is a str <class 'str'>
######## Hawaii ########
HI_precincts ========
NH_ASIAN : 513294 <class 'numpy.int64'>
SEN16R : 92653.0 <class 'numpy.float64'>
H_NHPI : 7200 <class 'numpy.int64'>
NH_AMIN : 2823 <class 'numpy.int64'>
USH18D : 287921 <class 'numpy.int64'>
GOV18R : 131719 <class 'numpy.int64'>
SEN16D : 306604.0 <class 'numpy.float64'>
WVAP : 269530 <class 'numpy.int64'>
SEN18D : 276316 <class 'numpy.int64'>
AMINVAP : 2323 <class 'numpy.int64'>
USH16D : 445348.0 <class 'numpy.float64'>
PRES16D : 266891.0 <class 'numpy.float64'>
NH_2MORE : 263983 <class 'numpy.int64'>
USH16R : 85626.0 <class 'numpy.float64'>
GOV18D : 244934 <class 'numpy.int64'>
TOTPOP : 1360299 <class 'numpy.int64'>
NHPIVAP : 90694 <class 'numpy.int64'>
2MOREVAP : 166762 <class 'numpy.int64'>
HDIST : HDIST is a str <class 'str'>
HISP : 120842 <class 'numpy.int64'>
H_BLACK : 1520 <class 'numpy.int64'>
USH18R : 87348 <class 'numpy.int64'>
HVAP : 75574 <class 'numpy.int64'>
ASIANVAP : 434573 <class 'numpy.int64'>
CD : CD is a str <class 'str'>
COUNTY : COUNTY is a str <class 'str'>
NH_WHITE : 309343 <class 'numpy.int64'>
H_AMIN : 1341 <class 'numpy.int64'>
BVAP : 15662 <class 'numpy.int64'>
NH_OTHER : 1888 <class 'numpy.int64'>
NH_BLACK : 19904 <class 'numpy.int64'>
OTHERVAP : 1363 <class 'numpy.int64'>
SEN18R : 112035 <class 'numpy.int64'>
NH_NHPI : 128222 <class 'numpy.int64'>
H_ASIAN : 11784 <class 'numpy.int64'>
H_2MORE : 56644 <class 'numpy.int64'>
H_OTHER : 15097 <class 'numpy.int64'>
H_WHITE : 27256 <class 'numpy.int64'>
VAP : 1056481 <class 'numpy.int64'>
SEND : SEND is a str <class 'str'>
PRES16R : 128847.0 <class 'numpy.float64'>
######## Iowa ########
IA_counties ========
NH_ASIAN : 52597 <class 'numpy.int64'>
NH_AMIN : 8581 <class 'numpy.int64'>
PRES12D : 822544 <class 'numpy.int64'>
PRES00D : 638517 <class 'numpy.int64'>
WVAP : 2107975 <class 'numpy.int64'>
AMINVAP : 6038 <class 'numpy.int64'>
PRES08R : 682379 <class 'numpy.int64'>
TOTVOT04 : 1506908 <class 'numpy.int64'>
PRES00R : 634373 <class 'numpy.int64'>
PRES16D : 653669 <class 'numpy.int64'>
NH_2MORE : 41675 <class 'numpy.int64'>
TOTPOP : 3046355 <class 'numpy.int64'>
NHPIVAP : 1181 <class 'numpy.int64'>
2MOREVAP : 17141 <class 'numpy.int64'>
TOTVOT12 : 1582180 <class 'numpy.int64'>
HISP : 151544 <class 'numpy.int64'>
H_BLACK : 2242 <class 'numpy.int64'>
ASIANVAP : 39569 <class 'numpy.int64'>
HVAP : 88337 <class 'numpy.int64'>
NH_WHITE : 2701123 <class 'numpy.int64'>
PRES04D : 741898 <class 'numpy.int64'>
TOTVOT08 : 1536820 <class 'numpy.int64'>
CD : CD is a str <class 'str'>
H_AMIN : 2503 <class 'numpy.int64'>
BVAP : 57064 <class 'numpy.int64'>
TOTVOT00 : 1315563 <class 'numpy.int64'>
NH_OTHER : 2132 <class 'numpy.int64'>
PRES08D : 828940 <class 'numpy.int64'>
NH_BLACK : 86906 <class 'numpy.int64'>
OTHERVAP : 1057 <class 'numpy.int64'>
PRES04R : 751957 <class 'numpy.int64'>
NH_NHPI : 1797 <class 'numpy.int64'>
H_ASIAN : 497 <class 'numpy.int64'>
H_2MORE : 11658 <class 'numpy.int64'>
H_OTHER : 54000 <class 'numpy.int64'>
PRES12R : 730617 <class 'numpy.int64'>
TOTVOT16 : 1566031 <class 'numpy.int64'>
PRES00G : 29374 <class 'numpy.int64'>
H_WHITE : 80438 <class 'numpy.int64'>
VAP : 2318362 <class 'numpy.int64'>
PRES16R : 800983 <class 'numpy.int64'>
######## Maryland ########
MD_precincts_abs ========
GOV14D : 817983 <class 'numpy.int64'>
H_NHPI : 745 <class 'numpy.int64'>
NH_ASIAN : 316694 <class 'numpy.int64'>
SEN16R : 971666 <class 'numpy.int64'>
NH_AMIN : 13815 <class 'numpy.int64'>
PRES12D : 1676666 <class 'numpy.int64'>
USH18D : 1492145 <class 'numpy.int64'>
USH12R : 857357 <class 'numpy.int64'>
SSEN18L : 8847 <class 'numpy.int64'>
SSEN14R : 654195 <class 'numpy.int64'>
GOV18R : 1274741 <class 'numpy.int64'>
SEN16D : 1658998 <class 'numpy.int64'>
SSEN18R : 741925 <class 'numpy.int64'>
SSEN18G : 16285 <class 'numpy.int64'>
AG18R : 798148 <class 'numpy.int64'>
WVAP : 2529506 <class 'numpy.int64'>
SEN18D : 1490712 <class 'numpy.int64'>
AMINVAP : 10722 <class 'numpy.int64'>
SSEN18U : 12078 <class 'numpy.int64'>
USH16D : 1635306 <class 'numpy.int64'>
SSEN14U : 2174 <class 'numpy.int64'>
AG14R : 681351 <class 'numpy.int64'>
USH12D : 1625672 <class 'numpy.int64'>
USH14D : 977373 <class 'numpy.int64'>
SSEN14D : 946540 <class 'numpy.int64'>
PRES16D : 1677047 <class 'numpy.int64'>
USH14R : 703497 <class 'numpy.int64'>
NH_2MORE : 125840 <class 'numpy.int64'>
USH16R : 961196 <class 'numpy.int64'>
COMP14D : 1060352 <class 'numpy.int64'>
GOV18D : 1001729 <class 'numpy.int64'>
SEN12D : 1472911 <class 'numpy.int64'>
AG18D : 1473955 <class 'numpy.int64'>
TOTPOP : 5773552 <class 'numpy.int64'>
SEN12L : 31345 <class 'numpy.int64'>
NHPIVAP : 1937 <class 'numpy.int64'>
SEN16G : 89075 <class 'numpy.int64'>
2MOREVAP : 63854 <class 'numpy.int64'>
GOV14R : 883503 <class 'numpy.int64'>
HISP : 470632 <class 'numpy.int64'>
H_BLACK : 26069 <class 'numpy.int64'>
ASIANVAP : 245537 <class 'numpy.int64'>
USH18R : 737009 <class 'numpy.int64'>
HVAP : 322308 <class 'numpy.int64'>
NH_WHITE : 3157958 <class 'numpy.int64'>
CD : CD is a str <class 'str'>
COUNTY : COUNTY is a str <class 'str'>
PRES16L : 78707 <class 'numpy.int64'>
H_AMIN : 6605 <class 'numpy.int64'>
COMP18R : 623979 <class 'numpy.int64'>
BVAP : 1239796 <class 'numpy.int64'>
SEN12R : 692227 <class 'numpy.int64'>
NH_OTHER : 11972 <class 'numpy.int64'>
STATE : STATE is a str <class 'str'>
NH_BLACK : 1674229 <class 'numpy.int64'>
OTHERVAP : 6928 <class 'numpy.int64'>
SEN18R : 696130 <class 'numpy.int64'>
NH_NHPI : 2412 <class 'numpy.int64'>
H_ASIAN : 2159 <class 'numpy.int64'>
H_2MORE : 38868 <class 'numpy.int64'>
PRES12R : 970781 <class 'numpy.int64'>
COMP14R : 629226 <class 'numpy.int64'>
SEN12U : 429975 <class 'numpy.int64'>
SSEN18D : 1419267 <class 'numpy.int64'>
AG14D : 934961 <class 'numpy.int64'>
H_OTHER : 194860 <class 'numpy.int64'>
H_WHITE : 201326 <class 'numpy.int64'>
COMP18D : 1619361 <class 'numpy.int64'>
VAP : 4420588 <class 'numpy.int64'>
AG14L : 56187 <class 'numpy.int64'>
PRES16G : 35025 <class 'numpy.int64'>
PRES16R : 942269 <class 'numpy.int64'>
MD_precincts ========
GOV14D : 608476 <class 'numpy.int64'>
H_NHPI : 745 <class 'numpy.int64'>
NH_ASIAN : 316694 <class 'numpy.int64'>
SEN16R : 675205 <class 'numpy.int64'>
NH_AMIN : 13815 <class 'numpy.int64'>
PRES12D : 1218419 <class 'numpy.int64'>
USH18D : 909915 <class 'numpy.int64'>
USH12R : 698266 <class 'numpy.int64'>
SSEN18L : 6444 <class 'numpy.int64'>
SSEN14R : 528421 <class 'numpy.int64'>
GOV18R : 855539 <class 'numpy.int64'>
SEN16D : 893627 <class 'numpy.int64'>
SSEN18R : 524430 <class 'numpy.int64'>
SSEN18G : 11459 <class 'numpy.int64'>
AG18R : 564151 <class 'numpy.int64'>
WVAP : 2529506 <class 'numpy.int64'>
SEN18D : 906253 <class 'numpy.int64'>
AMINVAP : 10722 <class 'numpy.int64'>
SSEN18U : 8573 <class 'numpy.int64'>
USH16D : 886248 <class 'numpy.int64'>
SSEN14U : 1787 <class 'numpy.int64'>
AG14R : 548604 <class 'numpy.int64'>
USH12D : 1194400 <class 'numpy.int64'>
USH14D : 737506 <class 'numpy.int64'>
SSEN14D : 716844 <class 'numpy.int64'>
PRES16D : 897159 <class 'numpy.int64'>
USH14R : 567879 <class 'numpy.int64'>
NH_2MORE : 125840 <class 'numpy.int64'>
USH16R : 664681 <class 'numpy.int64'>
COMP14D : 796738 <class 'numpy.int64'>
GOV18D : 608810 <class 'numpy.int64'>
SEN12D : 1053951 <class 'numpy.int64'>
AG18D : 894050 <class 'numpy.int64'>
TOTPOP : 5773552 <class 'numpy.int64'>
SEN12L : 26165 <class 'numpy.int64'>
NHPIVAP : 1937 <class 'numpy.int64'>
SEN16G : 59034 <class 'numpy.int64'>
2MOREVAP : 63854 <class 'numpy.int64'>
GOV14R : 710854 <class 'numpy.int64'>
HISP : 470632 <class 'numpy.int64'>
H_BLACK : 26069 <class 'numpy.int64'>
ASIANVAP : 245537 <class 'numpy.int64'>
USH18R : 521827 <class 'numpy.int64'>
HVAP : 322308 <class 'numpy.int64'>
NH_WHITE : 3157958 <class 'numpy.int64'>
CD : CD is a str <class 'str'>
COUNTY : COUNTY is a str <class 'str'>
PRES16L : 55938 <class 'numpy.int64'>
H_AMIN : 6605 <class 'numpy.int64'>
COMP18R : 448838 <class 'numpy.int64'>
BVAP : 1239796 <class 'numpy.int64'>
SEN12R : 554795 <class 'numpy.int64'>
NH_OTHER : 11972 <class 'numpy.int64'>
STATE : STATE is a str <class 'str'>
NH_BLACK : 1674229 <class 'numpy.int64'>
OTHERVAP : 6928 <class 'numpy.int64'>
SEN18R : 495134 <class 'numpy.int64'>
NH_NHPI : 2412 <class 'numpy.int64'>
H_ASIAN : 2159 <class 'numpy.int64'>
H_2MORE : 38868 <class 'numpy.int64'>
PRES12R : 792375 <class 'numpy.int64'>
COMP14R : 511995 <class 'numpy.int64'>
SEN12U : 363245 <class 'numpy.int64'>
SSEN18D : 866959 <class 'numpy.int64'>
AG14D : 701386 <class 'numpy.int64'>
H_OTHER : 194860 <class 'numpy.int64'>
H_WHITE : 201326 <class 'numpy.int64'>
COMP18D : 991794 <class 'numpy.int64'>
VAP : 4420588 <class 'numpy.int64'>
AG14L : 46763 <class 'numpy.int64'>
PRES16G : 24221 <class 'numpy.int64'>
PRES16R : 654557 <class 'numpy.int64'>
######## Massachusetts ########
MA_no_islands_02_10 ========
SEN08R : 926109 <class 'numpy.int64'>
PRES04R : 1071109 <class 'numpy.int64'>
SEN02R : 369807 <class 'numpy.int64'>
CD : CD is a str <class 'str'>
PRES08R : 1108854 <class 'numpy.int64'>
SEN06R : 661532 <class 'numpy.int64'>
SEN10D : 1060861 <class 'numpy.int64'>
SEN10R : 1168178 <class 'numpy.int64'>
SEN06D : 1500738 <class 'numpy.int64'>
PRES04D : 1803800 <class 'numpy.int64'>
SEN08D : 1971398 <class 'numpy.int64'>
PRES08D : 1904097 <class 'numpy.int64'>
SEN02D : 1605976 <class 'numpy.int64'>
MA_precincts_12_16 ========
GOV14D : 1004408 <class 'numpy.int64'>
NH_ASIAN : 388069.0291578567 <class 'numpy.float64'>
H_NHPI : 3221.50654650452 <class 'numpy.float64'>
SEN13R : 525307 <class 'numpy.int64'>
SEN14R : 791950 <class 'numpy.int64'>
PRES12D : 1921290 <class 'numpy.int64'>
NH_AMIN : 35607.09578430552 <class 'numpy.float64'>
SEN14D : 1289944 <class 'numpy.int64'>
GOV14I : 71814 <class 'numpy.int64'>
GOV18R : 1781341 <class 'numpy.int64'>
PRECINCT : PRECINCT is a str <class 'str'>
WVAP : 4025446.740315702 <class 'numpy.float64'>
SEN18D : 1633371 <class 'numpy.int64'>
AMINVAP : 8214.442703233644 <class 'numpy.float64'>
PRES16D : 1995196 <class 'numpy.int64'>
SEN18U : 91710 <class 'numpy.int64'>
SEN12D : 1696346 <class 'numpy.int64'>
GOV18D : 885770 <class 'numpy.int64'>
TOTPOP : 6728169.714491891 <class 'numpy.float64'>
SEN13D : 645429 <class 'numpy.int64'>
NHPIVAP : 1187.9682639123303 <class 'numpy.float64'>
2MOREVAP : 69536.41433409628 <class 'numpy.float64'>
GOV14R : 1044573 <class 'numpy.int64'>
HISP : 681574.5040915324 <class 'numpy.float64'>
H_BLACK : 61403.226590386854 <class 'numpy.float64'>
ASIANVAP : 268927.96030954993 <class 'numpy.float64'>
HDIST : HDIST is a str <class 'str'>
HVAP : 416580.97300083924 <class 'numpy.float64'>
CD : CD is a str <class 'str'>
NH_WHITE : 5078233.872527252 <class 'numpy.float64'>
H_AMIN : 15064.281075512125 <class 'numpy.float64'>
SEN12R : 1458048 <class 'numpy.int64'>
BVAP : 288449.31596011465 <class 'numpy.float64'>
NH_OTHER : 90789.28025305326 <class 'numpy.float64'>
NH_BLACK : 446865.19663259294 <class 'numpy.float64'>
OTHERVAP : 45854.59836936093 <class 'numpy.float64'>
SEN18R : 979210 <class 'numpy.int64'>
NH_NHPI : 7030.736045298074 <class 'numpy.float64'>
H_ASIAN : 5913.045311649861 <class 'numpy.float64'>
PRES12R : 1188314 <class 'numpy.int64'>
H_OTHER : 278679.4850743842 <class 'numpy.float64'>
H_WHITE : 317292.9594930949 <class 'numpy.float64'>
VAP : 5124198.413256808 <class 'numpy.float64'>
SEND : SEND is a str <class 'str'>
PRES16R : 1090893 <class 'numpy.int64'>
MA_no_islands_12_16 ========
SEN12D : SEN12D is a str <class 'str'>
SEN13D : SEN13D is a str <class 'str'>
SEN13R : SEN13R is a str <class 'str'>
SEN14R : SEN14R is a str <class 'str'>
PRES12D : PRES12D is a str <class 'str'>
PRES12R : PRES12R is a str <class 'str'>
SEN14D : SEN14D is a str <class 'str'>
CD : CD is a str <class 'str'>
PRES16D : PRES16D is a str <class 'str'>
SEN12R : SEN12R is a str <class 'str'>
PRES16R : PRES16R is a str <class 'str'>
MA_precincts_02_10 ========
GOV02G : 76530 <class 'numpy.int64'>
NH_ASIAN : 236785 <class 'numpy.int64'>
H_NHPI : 783 <class 'numpy.int64'>
GOV02D : 985981 <class 'numpy.int64'>
GOV02U : 15335 <class 'numpy.int64'>
NH_AMIN : 11264 <class 'numpy.int64'>
GOV06U : 154628 <class 'numpy.int64'>
GOV06G : 43193 <class 'numpy.int64'>
GOV10D : 1112283 <class 'numpy.int64'>
PRECINCT : PRECINCT is a str <class 'str'>
SEN02D : 1605976 <class 'numpy.int64'>
SEN08R : 926109 <class 'numpy.int64'>
SEN02R : 369807 <class 'numpy.int64'>
WVAP : 4069517 <class 'numpy.int64'>
AMINVAP : 8150 <class 'numpy.int64'>
GOV10G : 32895 <class 'numpy.int64'>
PRES08R : 1108854 <class 'numpy.int64'>
SEN10D : 1060861 <class 'numpy.int64'>
GOV06R : 784342 <class 'numpy.int64'>
NH_2MORE : 110338 <class 'numpy.int64'>
GOV10U : 184395 <class 'numpy.int64'>
TOTPOP : 6349032 <class 'numpy.int64'>
GOV06D : 1234984 <class 'numpy.int64'>
NHPIVAP : 1317 <class 'numpy.int64'>
HISP : 428729 <class 'numpy.int64'>
H_BLACK : 25125 <class 'numpy.int64'>
ASIANVAP : 177829 <class 'numpy.int64'>
GOV02R : 1091988 <class 'numpy.int64'>
HVAP : 271003 <class 'numpy.int64'>
SEN10R : 1168178 <class 'numpy.int64'>
PRES04D : 1803800 <class 'numpy.int64'>
NH_WHITE : 5198297 <class 'numpy.int64'>
SEN06D : 1500738 <class 'numpy.int64'>
H_AMIN : 3751 <class 'numpy.int64'>
PRES08D : 1904097 <class 'numpy.int64'>
BVAP : 220658 <class 'numpy.int64'>
NH_OTHER : 43584 <class 'numpy.int64'>
NH_BLACK : 318329 <class 'numpy.int64'>
PRES04R : 1071109 <class 'numpy.int64'>
OTHERVAP : 30993 <class 'numpy.int64'>
NH_NHPI : 1706 <class 'numpy.int64'>
H_ASIAN : 1338 <class 'numpy.int64'>
H_2MORE : 35667 <class 'numpy.int64'>
H_OTHER : 193138 <class 'numpy.int64'>
GOV02L : 23044 <class 'numpy.int64'>
SEN06R : 661532 <class 'numpy.int64'>
H_WHITE : 168927 <class 'numpy.int64'>
GOV10R : 964866 <class 'numpy.int64'>
SEN08D : 1971398 <class 'numpy.int64'>
######## Michigan ########
MI_precincts ========
NH_ASIAN : 284694.02811046946 <class 'numpy.float64'>
H_NHPI : 1430.9953555864945 <class 'numpy.float64'>
NH_AMIN : 123261.16422943986 <class 'numpy.float64'>
WVAP : 5960606.0920528015 <class 'numpy.float64'>
AMINVAP : 40068.32061064335 <class 'numpy.float64'>
PRES16D : 2210068 <class 'numpy.int64'>
TOTPOP : 10132164.947459279 <class 'numpy.float64'>
NHPIVAP : 1692.9349915840164 <class 'numpy.float64'>
2MOREVAP : 93714.72346323807 <class 'numpy.float64'>
HISP : 480260.5191083141 <class 'numpy.float64'>
H_BLACK : 28442.971707537876 <class 'numpy.float64'>
ASIANVAP : 175250.36756005313 <class 'numpy.float64'>
HDIST : HDIST is a str <class 'str'>
HVAP : 264509.88713948074 <class 'numpy.float64'>
CD : CD is a str <class 'str'>
NH_WHITE : 7740049.871430405 <class 'numpy.float64'>
PRES16L : 171437 <class 'numpy.int64'>
H_AMIN : 15827.91564024902 <class 'numpy.float64'>
BVAP : 998307.4265698013 <class 'numpy.float64'>
NH_OTHER : 18913.935779698528 <class 'numpy.float64'>
NH_BLACK : 1477068.5185150122 <class 'numpy.float64'>
OTHERVAP : 5321.988675813522 <class 'numpy.float64'>
NH_NHPI : 7916.9102859384775 <class 'numpy.float64'>
H_ASIAN : 4911.986918126602 <class 'numpy.float64'>
H_OTHER : 162834.68282201653 <class 'numpy.float64'>
H_WHITE : 266811.9666647976 <class 'numpy.float64'>
VAP : 7539471.741063415 <class 'numpy.float64'>
PRES16G : 51147 <class 'numpy.int64'>
PRES16R : 2270022 <class 'numpy.int64'>
######## Minnesota ########
MN_16 ========
NH_ASIAN : 212925.2124698109 <class 'numpy.float64'>
H_NHPI : 296.0000000000018 <class 'numpy.float64'>
NH_AMIN : 55402.59933935141 <class 'numpy.float64'>
WVAP : 3460873.0691697192 <class 'numpy.float64'>
AMINVAP : 37998.07340062703 <class 'numpy.float64'>
NH_2MORE : 103139.49077833648 <class 'numpy.float64'>
TOTPOP : 5301294.334104656 <class 'numpy.float64'>
NHPIVAP : 1349.8952913794365 <class 'numpy.float64'>
2MOREVAP : 45048.93551823909 <class 'numpy.float64'>
HISP : 250169.2818913463 <class 'numpy.float64'>
H_BLACK : 5270.945363978433 <class 'numpy.float64'>
ASIANVAP : 145968.6550469736 <class 'numpy.float64'>
HVAP : 148784.58259148896 <class 'numpy.float64'>
NH_WHITE : 4402722.342295367 <class 'numpy.float64'>
H_AMIN : 5493.8442450820385 <class 'numpy.float64'>
BVAP : 174683.71417634306 <class 'numpy.float64'>
NH_OTHER : 5946.748510220511 <class 'numpy.float64'>
NH_BLACK : 269129.7635288442 <class 'numpy.float64'>
OTHERVAP : 3261.7473688067025 <class 'numpy.float64'>
NH_NHPI : 1858.8952913794424 <class 'numpy.float64'>
H_ASIAN : 1236.9999999999602 <class 'numpy.float64'>
H_2MORE : 21976.832577978574 <class 'numpy.float64'>
H_OTHER : 97023.33334450715 <class 'numpy.float64'>
H_WHITE : 118871.32635980015 <class 'numpy.float64'>
VAP : 4017968.6725635766 <class 'numpy.float64'>
MN_14 ========
H_NHPI : 294.00989319088785 <class 'numpy.float64'>
NH_ASIAN : 211941.94008501564 <class 'numpy.float64'>
NH_AMIN : 55196.51611175656 <class 'numpy.float64'>
WVAP : 3444540.4832972414 <class 'numpy.float64'>
AMINVAP : 37853.46619721636 <class 'numpy.float64'>
NH_2MORE : 102496.03225337379 <class 'numpy.float64'>
TOTPOP : 5275797.486842445 <class 'numpy.float64'>
NHPIVAP : 1342.4987728710955 <class 'numpy.float64'>
2MOREVAP : 44709.08796987148 <class 'numpy.float64'>
HISP : 247885.62126460392 <class 'numpy.float64'>
H_BLACK : 5210.8871805705885 <class 'numpy.float64'>
ASIANVAP : 145171.83864946754 <class 'numpy.float64'>
HVAP : 147284.59780941388 <class 'numpy.float64'>
NH_WHITE : 4383120.054394953 <class 'numpy.float64'>
H_AMIN : 5438.197147869015 <class 'numpy.float64'>
BVAP : 173506.72485160013 <class 'numpy.float64'>
NH_OTHER : 5900.943481939871 <class 'numpy.float64'>
NH_BLACK : 267405.6277666746 <class 'numpy.float64'>
OTHERVAP : 3239.7713392090577 <class 'numpy.float64'>
NH_NHPI : 1850.751484127099 <class 'numpy.float64'>
H_ASIAN : 1233.9718882752113 <class 'numpy.float64'>
H_2MORE : 21729.671919215532 <class 'numpy.float64'>
H_OTHER : 95972.56610599066 <class 'numpy.float64'>
H_WHITE : 118006.317129492 <class 'numpy.float64'>
VAP : 3997648.468886891 <class 'numpy.float64'>
MN_10 ========
H_NHPI : 296.0000000000018 <class 'numpy.float64'>
NH_ASIAN : 212925.21246981097 <class 'numpy.float64'>
NH_AMIN : 55402.59933935141 <class 'numpy.float64'>
WVAP : 3460873.0691697197 <class 'numpy.float64'>
AMINVAP : 37998.07340062703 <class 'numpy.float64'>
NH_2MORE : 103139.49077833648 <class 'numpy.float64'>
TOTPOP : 5301294.334104656 <class 'numpy.float64'>
NHPIVAP : 1349.8952913794367 <class 'numpy.float64'>
2MOREVAP : 45048.93551823909 <class 'numpy.float64'>
HISP : 250169.28189134627 <class 'numpy.float64'>
H_BLACK : 5270.945363978433 <class 'numpy.float64'>
ASIANVAP : 145968.6550469736 <class 'numpy.float64'>
HVAP : 148784.58259148896 <class 'numpy.float64'>
NH_WHITE : 4402722.342295367 <class 'numpy.float64'>
H_AMIN : 5493.844245082039 <class 'numpy.float64'>
BVAP : 174683.71417634303 <class 'numpy.float64'>
NH_OTHER : 5946.74851022051 <class 'numpy.float64'>
NH_BLACK : 269129.7635288442 <class 'numpy.float64'>
OTHERVAP : 3261.7473688067025 <class 'numpy.float64'>
NH_NHPI : 1858.8952913794426 <class 'numpy.float64'>
H_ASIAN : 1236.99999999996 <class 'numpy.float64'>
H_2MORE : 21976.832577978574 <class 'numpy.float64'>
H_OTHER : 97023.33334450715 <class 'numpy.float64'>
H_WHITE : 118871.32635980015 <class 'numpy.float64'>
VAP : 4017968.6725635766 <class 'numpy.float64'>
MN_12 ========
H_NHPI : 294.00989319088785 <class 'numpy.float64'>
NH_ASIAN : 211478.85880059216 <class 'numpy.float64'>
NH_AMIN : 55184.519743708785 <class 'numpy.float64'>
WVAP : 3441738.2088502967 <class 'numpy.float64'>
AMINVAP : 37847.510195359544 <class 'numpy.float64'>
NH_2MORE : 102403.17421746135 <class 'numpy.float64'>
TOTPOP : 5270943.682210203 <class 'numpy.float64'>
NHPIVAP : 1340.2809374304225 <class 'numpy.float64'>
2MOREVAP : 44680.4834896823 <class 'numpy.float64'>
HISP : 247762.4567368495 <class 'numpy.float64'>
H_BLACK : 5208.887865446329 <class 'numpy.float64'>
ASIANVAP : 144843.22838711378 <class 'numpy.float64'>
HVAP : 147218.70875070823 <class 'numpy.float64'>
NH_WHITE : 4379072.344850428 <class 'numpy.float64'>
H_AMIN : 5437.126383090039 <class 'numpy.float64'>
BVAP : 173427.07229190826 <class 'numpy.float64'>
NH_OTHER : 5900.827867837027 <class 'numpy.float64'>
NH_BLACK : 267293.03267561685 <class 'numpy.float64'>
OTHERVAP : 3239.7177070615303 <class 'numpy.float64'>
NH_NHPI : 1848.467317708504 <class 'numpy.float64'>
H_ASIAN : 1232.9718882752113 <class 'numpy.float64'>
H_2MORE : 21720.41854783279 <class 'numpy.float64'>
H_OTHER : 95946.04202063756 <class 'numpy.float64'>
H_WHITE : 117923.0001383767 <class 'numpy.float64'>
VAP : 3994335.210609561 <class 'numpy.float64'>
MN_08 ========
H_NHPI : 296.0000000000018 <class 'numpy.float64'>
NH_ASIAN : 212925.212469811 <class 'numpy.float64'>
NH_AMIN : 55402.59933935141 <class 'numpy.float64'>
WVAP : 3460873.0691697192 <class 'numpy.float64'>
AMINVAP : 37998.07340062703 <class 'numpy.float64'>
NH_2MORE : 103139.49077833648 <class 'numpy.float64'>
TOTPOP : 5301294.334104656 <class 'numpy.float64'>
NHPIVAP : 1349.8952913794365 <class 'numpy.float64'>
2MOREVAP : 45048.93551823909 <class 'numpy.float64'>
HISP : 250169.28189134633 <class 'numpy.float64'>
H_BLACK : 5270.945363978432 <class 'numpy.float64'>
ASIANVAP : 145968.6550469736 <class 'numpy.float64'>
HVAP : 148784.582591489 <class 'numpy.float64'>
NH_WHITE : 4402722.342295367 <class 'numpy.float64'>
H_AMIN : 5493.844245082039 <class 'numpy.float64'>
BVAP : 174683.71417634306 <class 'numpy.float64'>
NH_OTHER : 5946.748510220511 <class 'numpy.float64'>
NH_BLACK : 269129.7635288442 <class 'numpy.float64'>
OTHERVAP : 3261.7473688067025 <class 'numpy.float64'>
NH_NHPI : 1858.8952913794424 <class 'numpy.float64'>
H_ASIAN : 1236.9999999999602 <class 'numpy.float64'>
H_2MORE : 21976.83257797857 <class 'numpy.float64'>
H_OTHER : 97023.33334450716 <class 'numpy.float64'>
H_WHITE : 118871.32635980015 <class 'numpy.float64'>
VAP : 4017968.672563577 <class 'numpy.float64'>
mn_08_16 ========
GOV14D : 987196 <class 'numpy.int64'>
AUD14D : 986209 <class 'numpy.int64'>
SOS10D : 997353 <class 'numpy.int64'>
H_NHPI : 237 <class 'numpy.int64'>
NH_ASIAN : 211608 <class 'numpy.int64'>
SOS14R : 877110 <class 'numpy.int64'>
NH_AMIN : 54129 <class 'numpy.int64'>
PRES12D : 1544149 <class 'numpy.int64'>
SEN14R : 848320 <class 'numpy.int64'>
SEN14D : 1051297 <class 'numpy.int64'>
USH12R : 1208414 <class 'numpy.int64'>
USH08R : 1067501 <class 'numpy.int64'>
GOV10D : 917226 <class 'numpy.int64'>
AUD14R : 764892 <class 'numpy.int64'>
PRES08G : 3813 <class 'numpy.int64'>
PRES08L : 7759 <class 'numpy.int64'>
SSEN12D : 1530023 <class 'numpy.int64'>
SEN08R : 1210393 <class 'numpy.int64'>
WVAP : 3458806 <class 'numpy.int64'>
AMINVAP : 36760 <class 'numpy.int64'>
SSEN12R : 1191418 <class 'numpy.int64'>
USH16D : 1430808.0 <class 'numpy.float64'>
PRES08R : 1273940 <class 'numpy.int64'>
AG14R : 750615 <class 'numpy.int64'>
USH12D : 1558962 <class 'numpy.int64'>
USH10D : 999978 <class 'numpy.int64'>
USH14D : 983836 <class 'numpy.int64'>
PRES16D : 1363745.0 <class 'numpy.float64'>
NH_2MORE : 101484 <class 'numpy.int64'>
USH14R : 911637 <class 'numpy.int64'>
USH16R : 1332744.0 <class 'numpy.float64'>
SEN12D : 1852554 <class 'numpy.int64'>
AUD10R : 954314 <class 'numpy.int64'>
TOTPOP : 5299241 <class 'numpy.int64'>
NHPIVAP : 1053 <class 'numpy.int64'>
2MOREVAP : 43582 <class 'numpy.int64'>
GOV14R : 877340 <class 'numpy.int64'>
HISP : 248532 <class 'numpy.int64'>
USH10R : 968719 <class 'numpy.int64'>
H_BLACK : 4791 <class 'numpy.int64'>
ASIANVAP : 144702 <class 'numpy.int64'>
HVAP : 147220 <class 'numpy.int64'>
SSEN10R : 1019605 <class 'numpy.int64'>
NH_WHITE : 4400672 <class 'numpy.int64'>
AG10R : 837016 <class 'numpy.int64'>
PRES16L : 112770.0 <class 'numpy.float64'>
H_AMIN : 4955 <class 'numpy.int64'>
BVAP : 173599 <class 'numpy.int64'>
PRES08D : 1571664 <class 'numpy.int64'>
NH_OTHER : 5370 <class 'numpy.int64'>
SEN12R : 865962 <class 'numpy.int64'>
NH_BLACK : 267943 <class 'numpy.int64'>
SSEN16D : 1405710.0 <class 'numpy.float64'>
SSEN16R : 1375148.0 <class 'numpy.float64'>
AUD10D : 979802 <class 'numpy.int64'>
OTHERVAP : 2774 <class 'numpy.int64'>
AG10D : 1073516 <class 'numpy.int64'>
USH08D : 1610827 <class 'numpy.int64'>
SSEN10D : 1003177 <class 'numpy.int64'>
NH_NHPI : 1541 <class 'numpy.int64'>
H_ASIAN : 997 <class 'numpy.int64'>
H_2MORE : 20989 <class 'numpy.int64'>
SOS14D : 899543 <class 'numpy.int64'>
PRES12R : 1318189 <class 'numpy.int64'>
H_OTHER : 95826 <class 'numpy.int64'>
SOS10R : 926867 <class 'numpy.int64'>
AG14D : 1012816 <class 'numpy.int64'>
H_WHITE : 117390 <class 'numpy.int64'>
GOV10R : 908450 <class 'numpy.int64'>
VAP : 4015900 <class 'numpy.int64'>
SEN08D : 1210199 <class 'numpy.int64'>
PRES16G : 36919.0 <class 'numpy.float64'>
PRES16R : 1321017.0 <class 'numpy.float64'>
######## New Mexico ########
new_mexico_precincts ========
H_NHPI : 564 <class 'numpy.int64'>
NH_ASIAN : 26305 <class 'numpy.int64'>
AG18L : 32931 <class 'numpy.int64'>
NH_AMIN : 175368 <class 'numpy.int64'>
SEN18L : 107201 <class 'numpy.int64'>
SOS16R : 334733 <class 'numpy.int64'>
GOV18R : 298091 <class 'numpy.int64'>
AG18R : 231296 <class 'numpy.int64'>
SOS16D : 433227 <class 'numpy.int64'>
WVAP : 697848 <class 'numpy.int64'>
SEN18D : 376998 <class 'numpy.int64'>
AMINVAP : 121962 <class 'numpy.int64'>
SOS18R : 257306 <class 'numpy.int64'>
SOS18L : 34527 <class 'numpy.int64'>
SOS18D : 399134 <class 'numpy.int64'>
PRES16D : 385234 <class 'numpy.int64'>
NH_2MORE : 29835 <class 'numpy.int64'>
GOV18D : 398368 <class 'numpy.int64'>
AG18D : 427583 <class 'numpy.int64'>
TOTPOP : 2059179 <class 'numpy.int64'>
NHPIVAP : 987 <class 'numpy.int64'>
2MOREVAP : 17342 <class 'numpy.int64'>
HDIST : HDIST is a str <class 'str'>
HISP : 953403 <class 'numpy.int64'>
H_BLACK : 7088 <class 'numpy.int64'>
ASIANVAP : 20956 <class 'numpy.int64'>
HVAP : 651326 <class 'numpy.int64'>
NH_WHITE : 833810 <class 'numpy.int64'>
PRES16L : 74541 <class 'numpy.int64'>
H_AMIN : 17854 <class 'numpy.int64'>
BVAP : 27453 <class 'numpy.int64'>
NH_OTHER : 3750 <class 'numpy.int64'>
NH_BLACK : 35462 <class 'numpy.int64'>
OTHERVAP : 2633 <class 'numpy.int64'>
SEN18R : 212813 <class 'numpy.int64'>
NH_NHPI : 1246 <class 'numpy.int64'>
H_ASIAN : 1903 <class 'numpy.int64'>
H_2MORE : 47175 <class 'numpy.int64'>
H_OTHER : 304753 <class 'numpy.int64'>
H_WHITE : 574066 <class 'numpy.int64'>
VAP : 1540507 <class 'numpy.int64'>
PRES16R : 319667 <class 'numpy.int64'>
######## North Carolina ########
NC_VTD ========
H_NHPI : 1345 <class 'numpy.int64'>
NH_ASIAN : 206579 <class 'numpy.int64'>
NH_AMIN : 108829 <class 'numpy.int64'>
WVAP : 4964325 <class 'numpy.int64'>
AMINVAP : 79295 <class 'numpy.int64'>
NH_2MORE : 155759 <class 'numpy.int64'>
TOTPOP : 9535483 <class 'numpy.int64'>
NHPIVAP : 3791 <class 'numpy.int64'>
2MOREVAP : 73634 <class 'numpy.int64'>
HISP : 800120 <class 'numpy.int64'>
H_BLACK : 28774 <class 'numpy.int64'>
ASIANVAP : 152537 <class 'numpy.int64'>
HVAP : 492330 <class 'numpy.int64'>
NH_WHITE : 6223995 <class 'numpy.int64'>
H_AMIN : 13281 <class 'numpy.int64'>
BVAP : 1480769 <class 'numpy.int64'>
NH_OTHER : 15088 <class 'numpy.int64'>
NH_BLACK : 2019854 <class 'numpy.int64'>
OTHERVAP : 7167 <class 'numpy.int64'>
NH_NHPI : 5259 <class 'numpy.int64'>
H_ASIAN : 2383 <class 'numpy.int64'>
H_2MORE : 50440 <class 'numpy.int64'>
H_OTHER : 398942 <class 'numpy.int64'>
H_WHITE : 304955 <class 'numpy.int64'>
VAP : 7253848 <class 'numpy.int64'>
######## Ohio ########
OH_precincts ========
NH_ASIAN : 190765.0 <class 'numpy.float64'>
SEN16R : 3118567 <class 'numpy.int64'>
H_NHPI : 666.0 <class 'numpy.float64'>
NH_AMIN : 20906.0 <class 'numpy.float64'>
TURNOUT16 : 6345.312926665814 <class 'numpy.float64'>
SEN16D : 1996908 <class 'numpy.int64'>
PRECINCT : PRECINCT is a str <class 'str'>
CODE : CODE is a str <class 'str'>
WVAP : 7330412.0 <class 'numpy.float64'>
AMINVAP : 16698.0 <class 'numpy.float64'>
USH16D : 2154523 <class 'numpy.int64'>
TOTREG16 : 7859534 <class 'numpy.int64'>
PRES16D : 2393911 <class 'numpy.int64'>
NH_2MORE : 203223.0 <class 'numpy.float64'>
USH16R : 2996017 <class 'numpy.int64'>
TOTPOP : 11536487.0 <class 'numpy.float64'>
NHPIVAP : 2389.0 <class 'numpy.float64'>
2MOREVAP : 92106.0 <class 'numpy.float64'>
HISP : 354674.0 <class 'numpy.float64'>
H_BLACK : 18566.0 <class 'numpy.float64'>
ASIANVAP : 145508.0 <class 'numpy.float64'>
HDIST : HDIST is a str <class 'str'>
HVAP : 218924.0 <class 'numpy.float64'>
NH_WHITE : 9359246.0 <class 'numpy.float64'>
COUNTY : COUNTY is a str <class 'str'>
CD : CD is a str <class 'str'>
PRES16L : 174473 <class 'numpy.int64'>
H_AMIN : 4386.0 <class 'numpy.float64'>
BVAP : 993016.0 <class 'numpy.float64'>
NH_OTHER : 15158.0 <class 'numpy.float64'>
NH_BLACK : 1389115.0 <class 'numpy.float64'>
SSEN16D : 821822 <class 'numpy.int64'>
SSEN16R : 1640498 <class 'numpy.int64'>
OTHERVAP : 6687.0 <class 'numpy.float64'>
NH_NHPI : 3400.0 <class 'numpy.float64'>
H_ASIAN : 1468.0 <class 'numpy.float64'>
H_2MORE : 34542.0 <class 'numpy.float64'>
H_OTHER : 114872.0 <class 'numpy.float64'>
H_WHITE : 180174.0 <class 'numpy.float64'>
VAP : 8805740.0 <class 'numpy.float64'>
SEND : SEND is a str <class 'str'>
PRES16G : 46262 <class 'numpy.int64'>
PRES16R : 2840380 <class 'numpy.int64'>
######## Oklahoma ########
OK_precincts ========
NH_ASIAN : 64154 <class 'numpy.int64'>
H_NHPI : 392 <class 'numpy.int64'>
NH_AMIN : 308733 <class 'numpy.int64'>
TRE18R : 779657.0 <class 'numpy.float64'>
AUD18L : 270313.0 <class 'numpy.float64'>
USH18D : 428452.0 <class 'numpy.float64'>
GOV18R : 644579.0 <class 'numpy.float64'>
AUD18R : 818851.0 <class 'numpy.float64'>
PRECINCT : PRECINCT is a str <class 'str'>
AG18R : 750769.0 <class 'numpy.float64'>
WVAP : 2055504 <class 'numpy.int64'>
AMINVAP : 207883 <class 'numpy.int64'>
NH_2MORE : 192074 <class 'numpy.int64'>
GOV18D : 500973.0 <class 'numpy.float64'>
AG18D : 421699.0 <class 'numpy.float64'>
TOTPOP : 3751351 <class 'numpy.int64'>
NHPIVAP : 2701 <class 'numpy.int64'>
LG18R : 729221.0 <class 'numpy.float64'>
2MOREVAP : 109872 <class 'numpy.int64'>
HISP : 332007 <class 'numpy.int64'>
H_BLACK : 5573 <class 'numpy.int64'>
ASIANVAP : 48930 <class 'numpy.int64'>
USH18R : 730531.0 <class 'numpy.float64'>
HVAP : 199457 <class 'numpy.int64'>
HDIST : HDIST is a str <class 'str'>
NH_WHITE : 2575381 <class 'numpy.int64'>
COUNTY : COUNTY is a str <class 'str'>
LG18D : 406797.0 <class 'numpy.float64'>
CD : CD is a str <class 'str'>
H_AMIN : 12954 <class 'numpy.int64'>
BVAP : 195546 <class 'numpy.int64'>
NH_OTHER : 2954 <class 'numpy.int64'>
NH_BLACK : 272071 <class 'numpy.int64'>
OTHERVAP : 1792 <class 'numpy.int64'>
NH_NHPI : 3977 <class 'numpy.int64'>
H_ASIAN : 922 <class 'numpy.int64'>
H_2MORE : 29247 <class 'numpy.int64'>
H_OTHER : 151455 <class 'numpy.int64'>
TRE18I : 309525.0 <class 'numpy.float64'>
H_WHITE : 131464 <class 'numpy.int64'>
VAP : 2821685 <class 'numpy.int64'>
SEND : SEND is a str <class 'str'>
######## Oregon ########
OR_precincts ========
GOV18I : 53392 <class 'numpy.int64'>
GOV16L : 45191 <class 'numpy.int64'>
NH_ASIAN : 138838 <class 'numpy.int64'>
SEN16R : 651106 <class 'numpy.int64'>
H_NHPI : 582 <class 'numpy.int64'>
NH_AMIN : 42093 <class 'numpy.int64'>
USH18D : 1061412 <class 'numpy.int64'>
SOS16R : 892667 <class 'numpy.int64'>
GOV18R : 814988 <class 'numpy.int64'>
SEN16D : 1105119 <class 'numpy.int64'>
GOV16R : 844372 <class 'numpy.int64'>
SOS16D : 814089 <class 'numpy.int64'>
WVAP : 2432193 <class 'numpy.int64'>
AMINVAP : 31264 <class 'numpy.int64'>
USH16D : 1026851 <class 'numpy.int64'>
GOV16D : 984922 <class 'numpy.int64'>
AG16D : 1011761 <class 'numpy.int64'>
PRES16D : 1002106 <class 'numpy.int64'>
NH_2MORE : 109205 <class 'numpy.int64'>
USH16R : 809048 <class 'numpy.int64'>
GOV18D : 934498 <class 'numpy.int64'>
SOS16L : 46975 <class 'numpy.int64'>
TOTPOP : 3830404 <class 'numpy.int64'>
NHPIVAP : 8398 <class 'numpy.int64'>
SOS16I : 64956 <class 'numpy.int64'>
SOS16G : 47576 <class 'numpy.int64'>
2MOREVAP : 61774 <class 'numpy.int64'>
GOV16I : 47481 <class 'numpy.int64'>
HDIST : HDIST is a str <class 'str'>
HISP : 449417 <class 'numpy.int64'>
H_BLACK : 3939 <class 'numpy.int64'>
USH18R : 702531 <class 'numpy.int64'>
HVAP : 269102 <class 'numpy.int64'>
ASIANVAP : 107626 <class 'numpy.int64'>
CD : CD is a str <class 'str'>
GOV18L : 28927 <class 'numpy.int64'>
NH_WHITE : 3005164 <class 'numpy.int64'>
PRES16L : 94231 <class 'numpy.int64'>
H_AMIN : 10058 <class 'numpy.int64'>
BVAP : 46424 <class 'numpy.int64'>
NH_OTHER : 5117 <class 'numpy.int64'>
NH_BLACK : 64442 <class 'numpy.int64'>
OTHERVAP : 3414 <class 'numpy.int64'>
NH_NHPI : 12278 <class 'numpy.int64'>
H_ASIAN : 1590 <class 'numpy.int64'>
H_2MORE : 34334 <class 'numpy.int64'>
H_OTHER : 198528 <class 'numpy.int64'>
AG16R : 766743 <class 'numpy.int64'>
H_WHITE : 198134 <class 'numpy.int64'>
VAP : 2963948 <class 'numpy.int64'>
SEND : SEND is a str <class 'str'>
PRES16G : 50002 <class 'numpy.int64'>
PRES16R : 782403 <class 'numpy.int64'>
######## Pennsylvania ########
PA_VTDs ========
NH_ASIAN : 346288 <class 'numpy.int64'>
H_NHPI : 938 <class 'numpy.int64'>
NH_AMIN : 16909 <class 'numpy.int64'>
PRES12D : 2983823.8808644107 <class 'numpy.float64'>
GOV10D : 1810618.5497945147 <class 'numpy.float64'>
WVAP : 8111276 <class 'numpy.int64'>
AMINVAP : 13163 <class 'numpy.int64'>
SEN10D : 1944080.2181969609 <class 'numpy.float64'>
NH_2MORE : 178595 <class 'numpy.int64'>
TOTPOP : 12702379 <class 'numpy.int64'>
NHPIVAP : 2109 <class 'numpy.int64'>
2MOREVAP : 86330 <class 'numpy.int64'>
HISP : 719660 <class 'numpy.int64'>
H_BLACK : 50598 <class 'numpy.int64'>
ASIANVAP : 264676 <class 'numpy.int64'>
HDIST : 937761 <class 'numpy.int64'>
HVAP : 459421 <class 'numpy.int64'>
SEN10R : 2027647.4629169584 <class 'numpy.float64'>
NH_WHITE : 10094652 <class 'numpy.int64'>
H_AMIN : 9934 <class 'numpy.int64'>
BVAP : 963866 <class 'numpy.int64'>
NH_OTHER : 16469 <class 'numpy.int64'>
NH_BLACK : 1327091 <class 'numpy.int64'>
OTHERVAP : 9383 <class 'numpy.int64'>
NH_NHPI : 2715 <class 'numpy.int64'>
H_ASIAN : 2800 <class 'numpy.int64'>
H_2MORE : 59240 <class 'numpy.int64'>
H_OTHER : 284514 <class 'numpy.int64'>
PRES12R : 2676889.311001338 <class 'numpy.float64'>
H_WHITE : 311636 <class 'numpy.int64'>
GOV10R : 2170505.937484242 <class 'numpy.float64'>
VAP : 9910224 <class 'numpy.int64'>
SEND : 233908 <class 'numpy.int64'>
######## Rhode Island ########
RI_precincts ========
NH_ASIAN : 29975.72045378507 <class 'numpy.float64'>
NH_AMIN : 4018.2403668531406 <class 'numpy.float64'>
GOV18R : 140716 <class 'numpy.int64'>
WVAP : 660370.9732824443 <class 'numpy.float64'>
SEN18D : 231441 <class 'numpy.int64'>
AMINVAP : 2931.399784622033 <class 'numpy.float64'>
PRES16D : 248124 <class 'numpy.int64'>
NH_2MORE : 23469.29549543841 <class 'numpy.float64'>
GOV18D : 198011 <class 'numpy.int64'>
TOTPOP : 1051958.892138401 <class 'numpy.float64'>
NHPIVAP : 239.99444642785977 <class 'numpy.float64'>
2MOREVAP : 13011.17722168194 <class 'numpy.float64'>
HISP : 130629.6035580843 <class 'numpy.float64'>
HDIST : HDIST is a str <class 'str'>
ASIANVAP : 23245.95323196268 <class 'numpy.float64'>
HVAP : 84695.28658067863 <class 'numpy.float64'>
TOTVOT18 : 381814 <class 'numpy.int64'>
NH_WHITE : 803157.9016378372 <class 'numpy.float64'>
CD : CD is a str <class 'str'>
BVAP : 37199.94461714463 <class 'numpy.float64'>
NH_OTHER : 8871.84181898511 <class 'numpy.float64'>
NH_BLACK : 51531.29436098998 <class 'numpy.float64'>
OTHERVAP : 6398.007466156627 <class 'numpy.float64'>
SEN18R : 144996 <class 'numpy.int64'>
NH_NHPI : 304.99444642785863 <class 'numpy.float64'>
TOTVOT16 : 462839 <class 'numpy.int64'>
VAP : 828092.7366311187 <class 'numpy.float64'>
PRES16R : 178596 <class 'numpy.int64'>
######## Utah ########
UT_precincts ========
NH_ASIAN : 54168.71485922523 <class 'numpy.float64'>
SEN16R : 759487 <class 'numpy.int64'>
H_NHPI : 645.0178684517828 <class 'numpy.float64'>
NH_AMIN : 27081.391867138034 <class 'numpy.float64'>
SEN16D : 301952 <class 'numpy.int64'>
GOV16R : 750899 <class 'numpy.int64'>
WVAP : 1563683.2536395462 <class 'numpy.float64'>
AMINVAP : 18438.133814532852 <class 'numpy.float64'>
GOV16D : 323157 <class 'numpy.int64'>
PRES16D : 310701.0 <class 'numpy.float64'>
NH_2MORE : 48987.908761684506 <class 'numpy.float64'>
TOTPOP : 2764056.056675251 <class 'numpy.float64'>
NHPIVAP : 14720.527132470428 <class 'numpy.float64'>
2MOREVAP : 21189.18896737852 <class 'numpy.float64'>
HISP : 358356.55772402906 <class 'numpy.float64'>
H_BLACK : 3336.6985082202473 <class 'numpy.float64'>
ASIANVAP : 41754.92557225698 <class 'numpy.float64'>
HDIST : 85393.0 <class 'numpy.float64'>
HVAP : 214504.29287178727 <class 'numpy.float64'>
NH_WHITE : 2221869.3897179104 <class 'numpy.float64'>
CD : 5230.0 <class 'numpy.float64'>
H_AMIN : 5846.656119573669 <class 'numpy.float64'>
BVAP : 16410.043896447125 <class 'numpy.float64'>
NH_OTHER : 3724.905305604757 <class 'numpy.float64'>
NH_BLACK : 25956.0889830315 <class 'numpy.float64'>
OTHERVAP : 2286.33977838555 <class 'numpy.float64'>
PRES16I : 243264 <class 'numpy.int64'>
NH_NHPI : 23911.09945662714 <class 'numpy.float64'>
H_ASIAN : 1109.1461464514878 <class 'numpy.float64'>
H_2MORE : 26533.750837595224 <class 'numpy.float64'>
H_OTHER : 163039.03419464125 <class 'numpy.float64'>
H_WHITE : 157846.25404909538 <class 'numpy.float64'>
VAP : 1892986.705672805 <class 'numpy.float64'>
PRES16R : 515081 <class 'numpy.int64'>
######## Vermont ########
VT_towns ========
TOTPOP : 625640 <class 'numpy.int64'>
SEN16R : SEN16R is a str <class 'str'>
PRES12L : 3487 <class 'numpy.int64'>
PRES12D : PRES12D is a str <class 'str'>
PRES12R : PRES12R is a str <class 'str'>
USH12R : USH12R is a str <class 'str'>
HISP : 9205 <class 'numpy.int64'>
SEN12R : SEN12R is a str <class 'str'>
USH12D : USH12D is a str <class 'str'>
USH14D : USH14D is a str <class 'str'>
PRES16G : 6758 <class 'numpy.int64'>
SEN16D : SEN16D is a str <class 'str'>
VAP : 496422 <class 'numpy.int64'>
PRES16L : 10078 <class 'numpy.int64'>
PRES16D : PRES16D is a str <class 'str'>
USH14R : USH14R is a str <class 'str'>
PRES16R : PRES16R is a str <class 'str'>
######## Virginia ########
VA_precincts ========
NH_ASIAN : 436297.99999203143 <class 'numpy.float64'>
H_NHPI : 918.9999999900004 <class 'numpy.float64'>
NH_AMIN : 20678.99999944322 <class 'numpy.float64'>
WVAP : 4133384.9996904815 <class 'numpy.float64'>
AMINVAP : 16172.999999547643 <class 'numpy.float64'>
NH_2MORE : 181668.9999917023 <class 'numpy.float64'>
TOTPOP : 8001023.999569651 <class 'numpy.float64'>
NHPIVAP : 3957.9999998971916 <class 'numpy.float64'>
2MOREVAP : 89985.99999504918 <class 'numpy.float64'>
HISP : 631824.999991347 <class 'numpy.float64'>
H_BLACK : 27694.999999939344 <class 'numpy.float64'>
ASIANVAP : 334139.9999938982 <class 'numpy.float64'>
HVAP : 426856.9999939167 <class 'numpy.float64'>
NH_WHITE : 5186449.999617692 <class 'numpy.float64'>
BVAP : 1135014.999981714 <class 'numpy.float64'>
NH_OTHER : 15337.99999950733 <class 'numpy.float64'>
NH_BLACK : 1523703.9999780415 <class 'numpy.float64'>
OTHERVAP : 7832.999999664129 <class 'numpy.float64'>
NH_NHPI : 5060.999999884956 <class 'numpy.float64'>
H_ASIAN : 3591.999999943414 <class 'numpy.float64'>
H_2MORE : 51730.99999953982 <class 'numpy.float64'>
H_OTHER : 238939.99999746715 <class 'numpy.float64'>
H_WHITE : 300401.99999452854 <class 'numpy.float64'>
VAP : 6147346.999654168 <class 'numpy.float64'>
######## Wisconsin ########
WI_wards_12_16 ========
[25]:
# Print MEDSL summation results
def print_medsl_sums(st: str,
medsl_name: str,
medsls: Dict[str, Union[pd.DataFrame, gpd.GeoDataFrame]]
) -> NoReturn:
if st in medsls:
print("######## {} : {} ########".format(st, medsl_name))
cols_to_sum = [col for col in list(medsls[st]) if col != 'geometry']
try:
col_sums = dq.sum_column_values(medsls[st], cols_to_sum)
except Exception as e:
pass
for result in col_sums:
col_name, col_sum = result
print('{:65} : {}\t{}'.format(col_name, col_sum, str(type(col_sum))))
print('\n\n')
print("============================================================================")
print("Results of State-level Aggregations - MEDSL")
print("============================================================================")
print()
print('{:65} : {}\t{}'.format('MEDSL column', 'sum', 'dtype'))
print('----------------------------------------------------------------------------')
for st, st_abv in states:
print_medsl_sums(st, 'MEDSL 2018', medsl_18_dfs)
print_medsl_sums(st, 'MEDSL PRES16', medsl_pres16_dfs)
print_medsl_sums(st, 'MEDSL SEN16', medsl_sen16_dfs)
print_medsl_sums(st, 'MEDSL USH16', medsl_ush16_dfs)
============================================================================
Results of State-level Aggregations - MEDSL
============================================================================
MEDSL column : sum dtype
----------------------------------------------------------------------------
######## Alabama : MEDSL 2018 ########
Agriculture Commissioner republican : 1040671.3510752688 <class 'numpy.float64'>
Associate Justice of the Supreme Court, Place 1 republican : 1057149.3731182795 <class 'numpy.float64'>
Associate Justice of the Supreme Court, Place 2 republican : 1047919.7946236558 <class 'numpy.float64'>
Associate Justice of the Supreme Court, Place 3 republican : 1045524.8575268816 <class 'numpy.float64'>
Associate Justice of the Supreme Court, Place 4 democratic : 638420.6086021506 <class 'numpy.float64'>
Associate Justice of the Supreme Court, Place 4 republican : 975778.9483870969 <class 'numpy.float64'>
Attorney General democratic : 679282.7467741936 <class 'numpy.float64'>
Attorney General republican : 965285.6725806452 <class 'numpy.float64'>
Auditor democratic : 642876.6919354838 <class 'numpy.float64'>
Auditor republican : 979346.1139784947 <class 'numpy.float64'>
Chief Justice of the Supreme Court democratic : 698927.6306451613 <class 'numpy.float64'>
Chief Justice of the Supreme Court republican : 937469.1473118279 <class 'numpy.float64'>
Circuit Clerk democratic : 344034.8 <class 'numpy.float64'>
Circuit Clerk independent : 2642.0 <class 'numpy.float64'>
Circuit Clerk republican : 932235.8996247655 <class 'numpy.float64'>
Circuit Court Judge, Place 1 democratic : 233423.375 <class 'numpy.float64'>
Circuit Court Judge, Place 1 republican : 510558.98136645963 <class 'numpy.float64'>
Circuit Court Judge, Place 10 republican : 73755.0 <class 'numpy.float64'>
Circuit Court Judge, Place 13 democratic : 155923.0 <class 'numpy.float64'>
Circuit Court Judge, Place 15 democratic : 155599.0 <class 'numpy.float64'>
Circuit Court Judge, Place 16 democratic : 134721.0 <class 'numpy.float64'>
Circuit Court Judge, Place 16 republican : 117848.0 <class 'numpy.float64'>
Circuit Court Judge, Place 18 democratic : 154489.0 <class 'numpy.float64'>
Circuit Court Judge, Place 2 democratic : 25903.6 <class 'numpy.float64'>
Circuit Court Judge, Place 2 republican : 533226.1153846154 <class 'numpy.float64'>
Circuit Court Judge, Place 27 democratic : 140719.0 <class 'numpy.float64'>
Circuit Court Judge, Place 27 republican : 111166.0 <class 'numpy.float64'>
Circuit Court Judge, Place 3 democratic : 99319.33333333334 <class 'numpy.float64'>
Circuit Court Judge, Place 3 republican : 270443.1666666667 <class 'numpy.float64'>
Circuit Court Judge, Place 4 democratic : 8269.0 <class 'numpy.float64'>
Circuit Court Judge, Place 4 independent : 6489.0 <class 'numpy.float64'>
Circuit Court Judge, Place 4 republican : 92156.5 <class 'numpy.float64'>
Circuit Court Judge, Place 5 democratic : 156196.0 <class 'numpy.float64'>
Circuit Court Judge, Place 5 republican : 195298.0 <class 'numpy.float64'>
Circuit Court Judge, Place 6 democratic : 272678.0 <class 'numpy.float64'>
Circuit Court Judge, Place 6 republican : 151059.0 <class 'numpy.float64'>
Circuit Court Judge, Place 7 democratic : 155551.0 <class 'numpy.float64'>
Circuit Court Judge, Place 8 democratic : 141202.0 <class 'numpy.float64'>
Circuit Court Judge, Place 8 republican : 185167.0 <class 'numpy.float64'>
Circuit Court Judge, Place 9 democratic : 157354.0 <class 'numpy.float64'>
Circuit Court Judge, Place 9 republican : 73702.0 <class 'numpy.float64'>
Constable democratic : 773.0 <class 'numpy.float64'>
Coroner democratic : 163521.06666666668 <class 'numpy.float64'>
Coroner independent : 1011.0 <class 'numpy.float64'>
Coroner republican : 648051.1987012988 <class 'numpy.float64'>
County Board of Education democratic : 89737.85897435897 <class 'numpy.float64'>
County Board of Education independent : 1568.0 <class 'numpy.float64'>
County Board of Education libertarian : 611.0 <class 'numpy.float64'>
County Board of Education republican : 178618.6060150376 <class 'numpy.float64'>
County Board of Eduction democratic : 17757.0 <class 'numpy.float64'>
County Board of Eduction independent : 1368.9 <class 'numpy.float64'>
County Board of Eduction republican : 67136.07142857142 <class 'numpy.float64'>
County Board of Eduction, Place 2 democratic : 38147.0 <class 'numpy.float64'>
County Board of Eduction, Place 2 republican : 49578.0 <class 'numpy.float64'>
County Board of Eduction, Place 3 republican : 54898.0 <class 'numpy.float64'>
County Board of Eduction, Place 1 democratic : 4778.0 <class 'numpy.float64'>
County Board of Eduction, Place 1 republican : 84066.83730158731 <class 'numpy.float64'>
County Board of Eduction, Place 2 democratic : 27131.5 <class 'numpy.float64'>
County Board of Eduction, Place 2 republican : 89837.83333333334 <class 'numpy.float64'>
County Board of Eduction, Place 3 democratic : 4850.0 <class 'numpy.float64'>
County Board of Eduction, Place 3 republican : 9253.5 <class 'numpy.float64'>
County Board of Eduction, Place 4 democratic : 1788.0 <class 'numpy.float64'>
County Board of Eduction, Place 4 republican : 10882.0 <class 'numpy.float64'>
County Board of Eduction, Place 6 republican : 18391.0 <class 'numpy.float64'>
County Board of Eduction, Place 7 republican : 21955.5 <class 'numpy.float64'>
County Commissioner democratic : 219269.30833333335 <class 'numpy.float64'>
County Commissioner independent : 4706.357142857143 <class 'numpy.float64'>
County Commissioner libertarian : 292.0 <class 'numpy.float64'>
County Commissioner republican : 482981.7166666667 <class 'numpy.float64'>
County License Commissioner republican : 24450.0 <class 'numpy.float64'>
Court of Civil Appeals Judge, Place 1 republican : 1044104.2010752688 <class 'numpy.float64'>
Court of Civil Appeals Judge, Place 2 republican : 1040781.8284946237 <class 'numpy.float64'>
Court of Civil Appeals Judge, Place 3 republican : 1041816.0709677419 <class 'numpy.float64'>
Court of Criminal Appeals Judge, Place 1 republican : 1039943.9096774193 <class 'numpy.float64'>
Court of Criminal Appeals Judge, Place 2 republican : 1038890.202688172 <class 'numpy.float64'>
Court of Criminal Appeals Judge, Place 3 republican : 1037209.9833333334 <class 'numpy.float64'>
District Attorney democratic : 143815.0 <class 'numpy.float64'>
District Attorney republican : 109309.0 <class 'numpy.float64'>
District Court Judge democratic : 238437.2916666667 <class 'numpy.float64'>
District Court Judge republican : 630899.7463768116 <class 'numpy.float64'>
Governor democratic : 670892.2569892473 <class 'numpy.float64'>
Governor republican : 982883.3510752688 <class 'numpy.float64'>
Judge of Probate democratic : 428597.5357142857 <class 'numpy.float64'>
Judge of Probate independent : 8754.2 <class 'numpy.float64'>
Judge of Probate republican : 844860.2346014492 <class 'numpy.float64'>
Lieutenant Governor democratic : 637432.6725806452 <class 'numpy.float64'>
Lieutenant Governor republican : 1004944.9279569893 <class 'numpy.float64'>
Public Service Commission, Place 1 democratic : 639995.6258064517 <class 'numpy.float64'>
Public Service Commission, Place 1 republican : 974164.0569892472 <class 'numpy.float64'>
Public Service Commission, Place 2 democratic : 645770.7053763442 <class 'numpy.float64'>
Public Service Commission, Place 2 republican : 967936.026344086 <class 'numpy.float64'>
Secretary of State democratic : 636179.0569892472 <class 'numpy.float64'>
Secretary of State republican : 992639.0634408602 <class 'numpy.float64'>
Sheriff democratic : 430989.7941176471 <class 'numpy.float64'>
Sheriff independent : 9195.214285714286 <class 'numpy.float64'>
Sheriff republican : 947363.2860520096 <class 'numpy.float64'>
State Board of Education democratic : 289933.28787878784 <class 'numpy.float64'>
State Board of Education republican : 474578.76236559136 <class 'numpy.float64'>
State House democratic : 433380.0517905856 <class 'numpy.float64'>
State House independent : 9104.0 <class 'numpy.float64'>
State House libertarian : 2219.5 <class 'numpy.float64'>
State House republican : 759016.6682026149 <class 'numpy.float64'>
State Senate democratic : 475678.18627450976 <class 'numpy.float64'>
State Senate independent : 30760.318181818184 <class 'numpy.float64'>
State Senate republican : 841240.5056889466 <class 'numpy.float64'>
Straight Party democratic : 446877.6741935484 <class 'numpy.float64'>
Straight Party libertarian : 127.0 <class 'numpy.float64'>
Straight Party republican : 637706.0005376344 <class 'numpy.float64'>
Superintendent democratic : 8737.333333333334 <class 'numpy.float64'>
Superintendent independent : 3001.0 <class 'numpy.float64'>
Superintendent republican : 176471.7142857143 <class 'numpy.float64'>
Tax Assessor democratic : 29647.0 <class 'numpy.float64'>
Tax Assessor republican : 37784.0 <class 'numpy.float64'>
Tax Collector republican : 40586.0 <class 'numpy.float64'>
Treasurer republican : 1044228.7247311828 <class 'numpy.float64'>
US House democratic : 633376.5863184079 <class 'numpy.float64'>
US House republican : 935627.3334476843 <class 'numpy.float64'>
######## Alaska : MEDSL 2018 ########
Governor democratic : 125739.0 <class 'numpy.float64'>
Governor independent : 5757.0 <class 'numpy.float64'>
Governor libertarian : 5402.0 <class 'numpy.float64'>
Governor republican : 145631.0 <class 'numpy.float64'>
State House democratic : 107045.0 <class 'numpy.float64'>
State House independent : 15229.5 <class 'numpy.float64'>
State House libertarian : 2274.0 <class 'numpy.float64'>
State House republican : 138238.0 <class 'numpy.float64'>
State Senate democratic : 51891.0 <class 'numpy.float64'>
State Senate independent : 6803.0 <class 'numpy.float64'>
State Senate republican : 65376.0 <class 'numpy.float64'>
US House democratic : 131143.5 <class 'numpy.float64'>
US House republican : 149775.5 <class 'numpy.float64'>
######## Arizona : MEDSL 2018 ########
Agua Fria Unified High Sschool District Board Member nonpartisan : 13688.0 <class 'numpy.float64'>
Apache Levy nonpartisan : 12080.0 <class 'numpy.float64'>
Attorney General democrat : 1120726.0 <class 'numpy.float64'>
Attorney General nonpartisan : 1792.0 <class 'numpy.float64'>
Attorney General republican : 1201398.0 <class 'numpy.float64'>
Balsz Elementary School District Question nonpartisan : 3209.0 <class 'numpy.float64'>
Benson Unified School District Question nonpartisan : 1665.5 <class 'numpy.float64'>
Board Member Altar Valley Elementary School District nonpartisan : 551.3333333333333 <class 'numpy.float64'>
Board Member Apache Junction Unified School District nonpartisan : 5744.8 <class 'numpy.float64'>
Board Member Arizona City Fire District nonpartisan : 901.0 <class 'numpy.float64'>
Board Member Baboquivari Unified School District nonpartisan : 521.6666666666666 <class 'numpy.float64'>
Board Member Balsz Elementary School District nonpartisan : 2608.666666666667 <class 'numpy.float64'>
Board Member Benson Unified School District nonpartisan : 1047.2 <class 'numpy.float64'>
Board Member Bisbee Unified School District nonpartisan : 1018.25 <class 'numpy.float64'>
Board Member Bouse Elementary School District nonpartisan : 140.25 <class 'numpy.float64'>
Board Member Buckeye Unified High School District nonpartisan : 8207.666666666668 <class 'numpy.float64'>
Board Member Buckeye Valley Rural Fire District nonpartisan : 2695.0 <class 'numpy.float64'>
Board Member Canon Elementary School District nonpartisan : 399.3333333333333 <class 'numpy.float64'>
Board Member Cartwright Elementary School District nonpartisan : 6485.999999999999 <class 'numpy.float64'>
Board Member Cave Creek Unified School District nonpartisan : 11946.333333333334 <class 'numpy.float64'>
Board Member Central Arizona Water Conservation District nonpartisan : 276726.7142857143 <class 'numpy.float64'>
Board Member Chandler Unified School District nonpartisan : 20530.666666666668 <class 'numpy.float64'>
Board Member Chino Valley Unified School District nonpartisan : 3337.5 <class 'numpy.float64'>
Board Member Christopher-Kohl's Fire District nonpartisan : 80.4 <class 'numpy.float64'>
Board Member Colorado City Fire District nonpartisan : 380.2 <class 'numpy.float64'>
Board Member Colorado City Unified School District nonpartisan : 249.5 <class 'numpy.float64'>
Board Member Colorado River Unified High School District nonpartisan : 4314.333333333334 <class 'numpy.float64'>
Board Member Crane Elementary School District nonpartisan : 3085.0 <class 'numpy.float64'>
Board Member Creighton Elementary School District nonpartisan : 4568.25 <class 'numpy.float64'>
Board Member Daisy Mountain Fire District nonpartisan : 6729.233333333334 <class 'numpy.float64'>
Board Member Deer Valley Unified School District nonpartisan : 19219.0 <class 'numpy.float64'>
Board Member Douglas Unified School District nonpartisan : 1930.4 <class 'numpy.float64'>
Board Member Dysart Unified School District nonpartisan : 35617.0 <class 'numpy.float64'>
Board Member East Valley Institute Of Technology nonpartisan : 7770.333333333333 <class 'numpy.float64'>
Board Member Eloy Elementary School District nonpartisan : 359.5 <class 'numpy.float64'>
Board Member Flagstaff Unified School District nonpartisan : 11564.0 <class 'numpy.float64'>
Board Member Fountain Hills Unified School District nonpartisan : 6496.333333333333 <class 'numpy.float64'>
Board Member Ft. Thomas Unified School District nonpartisan : 244.8 <class 'numpy.float64'>
Board Member Ganado Unified School District nonpartisan : 635.1 <class 'numpy.float64'>
Board Member Gila Bend Unified School District nonpartisan : 250.66666666666666 <class 'numpy.float64'>
Board Member Glendale Elementary School District nonpartisan : 8011.333333333332 <class 'numpy.float64'>
Board Member Globe Unified School District nonpartisan : 801.1428571428571 <class 'numpy.float64'>
Board Member Golden Valley Fd nonpartisan : 1126.75 <class 'numpy.float64'>
Board Member Golder Ranch Fire District nonpartisan : 16819.5 <class 'numpy.float64'>
Board Member Hackberry Elementary School District nonpartisan : 166.5 <class 'numpy.float64'>
Board Member Hayden-Winkelman Unified School District nonpartisan : 144.6 <class 'numpy.float64'>
Board Member Heber/Overgaard Unified School District nonpartisan : 619.0 <class 'numpy.float64'>
Board Member Kayenta Unified School District nonpartisan : 1098.5 <class 'numpy.float64'>
Board Member Kingman Hospital nonpartisan : 7743.75 <class 'numpy.float64'>
Board Member Kingman Unified School District nonpartisan : 8420.199999999999 <class 'numpy.float64'>
Board Member Kirkland Elementary School District nonpartisan : 154.16666666666666 <class 'numpy.float64'>
Board Member Kyrene Elementary School District nonpartisan : 21420.5 <class 'numpy.float64'>
Board Member Lake Havasu Unified School District nonpartisan : 6217.000000000001 <class 'numpy.float64'>
Board Member Lake Mohave Ranchos Fire District nonpartisan : 296.1666666666667 <class 'numpy.float64'>
Board Member Laveen Elementary School District nonpartisan : 4119.25 <class 'numpy.float64'>
Board Member Litchfield Elementary School District nonpartisan : 11032.0 <class 'numpy.float64'>
Board Member Madison Elementary School District nonpartisan : 8845.333333333334 <class 'numpy.float64'>
Board Member Maricopa County Community College District nonpartisan : 168409.0 <class 'numpy.float64'>
Board Member Mayer Fire District nonpartisan : 781.2 <class 'numpy.float64'>
Board Member Mayer Unified School District nonpartisan : 788.2 <class 'numpy.float64'>
Board Member Mcnary Elementary School District nonpartisan : 26.4 <class 'numpy.float64'>
Board Member Mesa Unified School District nonpartisan : 47847.5 <class 'numpy.float64'>
Board Member Mescal Fire District nonpartisan : 377.125 <class 'numpy.float64'>
Board Member Mingus Union High School District nonpartisan : 3607.666666666667 <class 'numpy.float64'>
Board Member Mohave Valley Fire District nonpartisan : 480.0 <class 'numpy.float64'>
Board Member Mohawk Valley Elementary School District nonpartisan : 135.75 <class 'numpy.float64'>
Board Member Naco Sanitary District nonpartisan : 67.8 <class 'numpy.float64'>
Board Member Northern Arizona Consolidated Fire District nonpartisan : 1861.25 <class 'numpy.float64'>
Board Member Northern Gila County Sanitation District nonpartisan : 957.0 <class 'numpy.float64'>
Board Member Osborn Elementary School District nonpartisan : 5162.0 <class 'numpy.float64'>
Board Member Palominas Fire District nonpartisan : 680.6 <class 'numpy.float64'>
Board Member Paradise Valley Unified School District nonpartisan : 49467.0 <class 'numpy.float64'>
Board Member Parker Fire District nonpartisan : 448.5 <class 'numpy.float64'>
Board Member Patagonia Union High School District nonpartisan : 842.0 <class 'numpy.float64'>
Board Member Pearce Elementary School District 22 nonpartisan : 430.0 <class 'numpy.float64'>
Board Member Pendergast Elementary School District nonpartisan : 5828.0 <class 'numpy.float64'>
Board Member Peoria Unified School District nonpartisan : 25997.25 <class 'numpy.float64'>
Board Member Phoenix Elementary School District nonpartisan : 4696.75 <class 'numpy.float64'>
Board Member Phoenix Union High School District nonpartisan : 34181.5 <class 'numpy.float64'>
Board Member Pima Community College District nonpartisan : 33160.666666666664 <class 'numpy.float64'>
Board Member Pinal Community College District nonpartisan : 3861.666666666667 <class 'numpy.float64'>
Board Member Pine Creek Canyon Domestic Water Improve nonpartisan : 16.2 <class 'numpy.float64'>
Board Member Pinewood Sanitary District nonpartisan : 248.16666666666666 <class 'numpy.float64'>
Board Member Pinon Unified School District nonpartisan : 791.25 <class 'numpy.float64'>
Board Member Prescott Unified School District nonpartisan : 9175.5 <class 'numpy.float64'>
Board Member Quartzsite Elementary School District nonpartisan : 246.1818181818182 <class 'numpy.float64'>
Board Member Queen Creek Unified School District nonpartisan : 9501.5 <class 'numpy.float64'>
Board Member Rincon Valley Fire District nonpartisan : 2104.833333333333 <class 'numpy.float64'>
Board Member Roosevelt Elementary School District nonpartisan : 10359.666666666666 <class 'numpy.float64'>
Board Member Sacaton Elementary School District nonpartisan : 227.66666666666666 <class 'numpy.float64'>
Board Member San Simon Fire District nonpartisan : 56.333333333333336 <class 'numpy.float64'>
Board Member San Simon Unified School District nonpartisan : 97.6 <class 'numpy.float64'>
Board Member San Simon Water District nonpartisan : 39.5 <class 'numpy.float64'>
Board Member Sanders Unified School District nonpartisan : 708.5 <class 'numpy.float64'>
Board Member Scottsdale Unified School District nonpartisan : 49675.5 <class 'numpy.float64'>
Board Member Sedona Fire District nonpartisan : 2915.2857142857138 <class 'numpy.float64'>
Board Member Sentinel Elementary School District nonpartisan : 7.0 <class 'numpy.float64'>
Board Member Sherwood Forest Fire District nonpartisan : 35.5 <class 'numpy.float64'>
Board Member Show Low Unified School District nonpartisan : 2765.0 <class 'numpy.float64'>
Board Member Sierra Vista Unified School District nonpartisan : 8461.666666666666 <class 'numpy.float64'>
Board Member Solomon Elementary School District nonpartisan : 210.5 <class 'numpy.float64'>
Board Member Superstition Fire & Medical District nonpartisan : 6491.75 <class 'numpy.float64'>
Board Member Tempe Elementary School District nonpartisan : 15088.666666666666 <class 'numpy.float64'>
Board Member Tempe Union High School District nonpartisan : 42093.00000000001 <class 'numpy.float64'>
Board Member Thatcher Unified School District nonpartisan : 976.8571428571429 <class 'numpy.float64'>
Board Member Three Points Fire District nonpartisan : 679.25 <class 'numpy.float64'>
Board Member Thunderbird Farms Dwid nonpartisan : 96.25 <class 'numpy.float64'>
Board Member Timber Mesa Fmd nonpartisan : 2883.25 <class 'numpy.float64'>
Board Member Tolleson Elementary School District nonpartisan : 1282.0 <class 'numpy.float64'>
Board Member Tonto Basin Fire District nonpartisan : 338.5714285714286 <class 'numpy.float64'>
Board Member Tonto Village Domestic Water Improvement nonpartisan : 29.8 <class 'numpy.float64'>
Board Member Topock Elementary School District nonpartisan : 217.5 <class 'numpy.float64'>
Board Member Tri-City Regional Sanitary District nonpartisan : 511.4 <class 'numpy.float64'>
Board Member Tuba City Unified School District nonpartisan : 1307.1666666666667 <class 'numpy.float64'>
Board Member Unified School District nonpartisan : 1630.4 <class 'numpy.float64'>
Board Member Valentine Elementary School District nonpartisan : 20.75 <class 'numpy.float64'>
Board Member White Mtn Lakes nonpartisan : 322.3333333333333 <class 'numpy.float64'>
Board Member Whiteriver Unified School District nonpartisan : 652.6666666666667 <class 'numpy.float64'>
Board Member Window Rock Unified School District nonpartisan : 1078.6666666666667 <class 'numpy.float64'>
Board Member Winslow Unified School District nonpartisan : 1098.5 <class 'numpy.float64'>
Board Member Yavapai College District nonpartisan : 10156.0 <class 'numpy.float64'>
Board Member Young Elementary School District nonpartisan : 108.0 <class 'numpy.float64'>
Board Member Yuma Union High School District nonpartisan : 13876.5 <class 'numpy.float64'>
Bonita Elementary School District Override Dist. 16 nonpartisan : 59.0 <class 'numpy.float64'>
Buckeye Elementary School District Question nonpartisan : 4643.5 <class 'numpy.float64'>
Buckeye Union High School District Question nonpartisan : 9616.5 <class 'numpy.float64'>
Camp Verde Mayor nonpartisan : 1280.0 <class 'numpy.float64'>
Cartwright Elementary School District Question nonpartisan : 7102.5 <class 'numpy.float64'>
Cave Creek Unified School District Question nonpartisan : 14360.5 <class 'numpy.float64'>
Clerk Of Sup Court democrat : 4720.0 <class 'numpy.float64'>
Clerk Of Sup Court nonpartisan : 8.0 <class 'numpy.float64'>
Clerk Of Sup Court republican : 5789.0 <class 'numpy.float64'>
Coluncilmember Surprise Acacia nonpartisan : 3067.5 <class 'numpy.float64'>
Constable democrat : 261173.5 <class 'numpy.float64'>
Constable independent : 235.0 <class 'numpy.float64'>
Constable nonpartisan : 13163.5 <class 'numpy.float64'>
Constable republican : 851967.0 <class 'numpy.float64'>
Corporation Commissioner democrat : 1041727.0 <class 'numpy.float64'>
Corporation Commissioner nonpartisan : 1552.0 <class 'numpy.float64'>
Corporation Commissioner republican : 1051628.0 <class 'numpy.float64'>
Councilmember nonpartisan : 22339.35714285714 <class 'numpy.float64'>
Councilmember Gila Bend nonpartisan : 166.0 <class 'numpy.float64'>
Councilmember Peoria Acacia nonpartisan : 3086.0 <class 'numpy.float64'>
Councilmember Scottsdale nonpartisan : 44273.0 <class 'numpy.float64'>
Councilmember Wickenburg nonpartisan : 1267.6666666666667 <class 'numpy.float64'>
County Board Of Supervisors nonpartisan : 294.0 <class 'numpy.float64'>
County Board Of Supervisors republican : 13348.0 <class 'numpy.float64'>
Court Of Appeals nonpartisan : 584367.5 <class 'numpy.float64'>
Creighton Elementary School District Question nonpartisan : 6944.5 <class 'numpy.float64'>
East Valley Institute of Technology nonpartisan : 40808.5 <class 'numpy.float64'>
Eastern Arizona Community College nonpartisan : 1313.3333333333335 <class 'numpy.float64'>
El Mirage-Mayor nonpartisan : 3287.5 <class 'numpy.float64'>
Fry Fire District Question nonpartisan : 3660.5 <class 'numpy.float64'>
Gila Bend Unified School District Question nonpartisan : 222.5 <class 'numpy.float64'>
Gilbert-Question 1 nonpartisan : 46020.0 <class 'numpy.float64'>
Glendale Elementary School District Question 1 nonpartisan : 8943.5 <class 'numpy.float64'>
Glendale Elementary School District Question 2 nonpartisan : 8913.0 <class 'numpy.float64'>
Glendale Union High School District Question nonpartisan : 39711.5 <class 'numpy.float64'>
Governing Board Altar Valley Elementary School District nonpartisan : 562.6000000000001 <class 'numpy.float64'>
Governing Board Baboquivari Unified School District nonpartisan : 542.5714285714286 <class 'numpy.float64'>
Governing Board Marana Unified School District nonpartisan : 13046.75 <class 'numpy.float64'>
Governing Board Tucson Unified School District nonpartisan : 41729.0 <class 'numpy.float64'>
Governor democrat : 994341.0 <class 'numpy.float64'>
Governor green : 50962.0 <class 'numpy.float64'>
Governor nonpartisan : 1268.0 <class 'numpy.float64'>
Governor republican : 1330863.0 <class 'numpy.float64'>
Greer Fire Dist International Fire Code nonpartisan : 62.5 <class 'numpy.float64'>
Humboldt Unified School District - Question nonpartisan : 11940.0 <class 'numpy.float64'>
Justice Of The Peace democrat : 328067.0 <class 'numpy.float64'>
Justice Of The Peace independent : 33809.0 <class 'numpy.float64'>
Justice Of The Peace libertarian : 610.0 <class 'numpy.float64'>
Justice Of The Peace nonpartisan : 10735.0 <class 'numpy.float64'>
Justice Of The Peace republican : 937599.0 <class 'numpy.float64'>
Laveen Elementary School District Question nonpartisan : 5930.5 <class 'numpy.float64'>
Littleton Elementary School District Question nonpartisan : 4275.0 <class 'numpy.float64'>
Marana Domestic Water Improvement nonpartisan : 273.8 <class 'numpy.float64'>
Maricopa County Community College District At-Large nonpartisan : 467348.5 <class 'numpy.float64'>
Mayor - City Of Flagstaff nonpartisan : 10866.5 <class 'numpy.float64'>
Mayor - City Of Page nonpartisan : 720.0 <class 'numpy.float64'>
Mayor City Of Nogales nonpartisan : 1508.0 <class 'numpy.float64'>
Mayor City Of Sierra Vista nonpartisan : 4658.333333333333 <class 'numpy.float64'>
Mesa Unified School District Question 1 nonpartisan : 71538.5 <class 'numpy.float64'>
Mesa Unified School District Question 2 nonpartisan : 71445.0 <class 'numpy.float64'>
Mesa-Council-Dist 3 nonpartisan : 8714.0 <class 'numpy.float64'>
Mesa-Council-Dist 4 nonpartisan : 5232.0 <class 'numpy.float64'>
Mesa-Question 1 nonpartisan : 69308.0 <class 'numpy.float64'>
Mesa-Question 2 nonpartisan : 74116.0 <class 'numpy.float64'>
Mesa-Question 3 nonpartisan : 73414.0 <class 'numpy.float64'>
Mesa-Question 4 nonpartisan : 73835.5 <class 'numpy.float64'>
Mesa-Question 5 nonpartisan : 73754.0 <class 'numpy.float64'>
Mesa-Question 6 nonpartisan : 74215.0 <class 'numpy.float64'>
Nadaburg Unified School District Question nonpartisan : 1434.5 <class 'numpy.float64'>
Osborn Elementary School District Question nonpartisan : 5931.0 <class 'numpy.float64'>
Peoria Unified School District Question nonpartisan : 37361.0 <class 'numpy.float64'>
Phoenix-Mayor nonpartisan : 95843.0 <class 'numpy.float64'>
Phoenix-Prop 419 nonpartisan : 195058.5 <class 'numpy.float64'>
Proposition 402 nonpartisan : 2419.0 <class 'numpy.float64'>
Proposition 404 nonpartisan : 2190.5 <class 'numpy.float64'>
Proposition 407 nonpartisan : 80406.5 <class 'numpy.float64'>
Proposition 408 nonpartisan : 79106.0 <class 'numpy.float64'>
Proposition 411 City Of Yuma nonpartisan : 10382.5 <class 'numpy.float64'>
Proposition 412 City Of Kingman nonpartisan : 5054.0 <class 'numpy.float64'>
Proposition 413 City Of Kingman nonpartisan : 5281.0 <class 'numpy.float64'>
Proposition 415 Pinetop-Lakeside nonpartisan : 869.5 <class 'numpy.float64'>
Proposition 416 - Judges Merit Act nonpartisan : 25304.5 <class 'numpy.float64'>
Proposition 417 - Ccc Property Tax nonpartisan : 25826.5 <class 'numpy.float64'>
Proposition 417 Winslow nonpartisan : 1069.0 <class 'numpy.float64'>
Proposition 418 - Sustainable Wages nonpartisan : 13213.5 <class 'numpy.float64'>
Proposition 419 nonpartisan : 17600.0 <class 'numpy.float64'>
Proposition 419 - Continuation Of Sales Tax nonpartisan : 13044.0 <class 'numpy.float64'>
Proposition 420 - Sales Tax Overpass nonpartisan : 12913.0 <class 'numpy.float64'>
Proposition 421 - Sales Tax Transit Services nonpartisan : 12905.5 <class 'numpy.float64'>
Proposition 422 - Improving Housing Affordability nonpartisan : 12860.5 <class 'numpy.float64'>
Proposition 423 - Bonds nonpartisan : 18541.5 <class 'numpy.float64'>
Proposition 424 - Mo Override (Flagstaff Unified School District) nonpartisan : 18452.0 <class 'numpy.float64'>
Proposition 425-Mo Override(Grandcanyon Unified School District) nonpartisan : 317.5 <class 'numpy.float64'>
Proposition 426 - Uns Gas Utility Agreement nonpartisan : 518.5 <class 'numpy.float64'>
Proposition 427 - Home Rule (Fredonia) nonpartisan : 188.5 <class 'numpy.float64'>
Proposition 428 - Home Rule (Tusayan) nonpartisan : 68.5 <class 'numpy.float64'>
Proposition 428 Casa Grande Elementary School District nonpartisan : 8254.0 <class 'numpy.float64'>
Proposition 429 Casa Grande Union High School District nonpartisan : 11225.5 <class 'numpy.float64'>
Proposition 430 - Continue To Levy A Property Tax nonpartisan : 1307.5 <class 'numpy.float64'>
Proposition 430 Eloy Elementary School District nonpartisan : 473.0 <class 'numpy.float64'>
Proposition 431 Santa Cruz Valley High School District nonpartisan : 1132.5 <class 'numpy.float64'>
Proposition 445 - Town Of Clarkdale nonpartisan : 984.5 <class 'numpy.float64'>
Proposition 446 - City Of Sedona nonpartisan : 1899.0 <class 'numpy.float64'>
Proposition 446 - Initiative - Adjust. Of Permanent Base nonpartisan : 807.0 <class 'numpy.float64'>
Proposition 447 - Sedona-Oak Creek JUSD nonpartisan : 895.0 <class 'numpy.float64'>
Proposition 447 - Sedona-Oak Creek Jusd nonpartisan : 4034.0 <class 'numpy.float64'>
Proposition 463 nonpartisan : 183598.5 <class 'numpy.float64'>
Proposition 464 nonpartisan : 8874.0 <class 'numpy.float64'>
Proposition 465 nonpartisan : 938.0 <class 'numpy.float64'>
Proposition 466 nonpartisan : 3523.5 <class 'numpy.float64'>
Proposition 467 nonpartisan : 3531.5 <class 'numpy.float64'>
Proposition 468 nonpartisan : 12958.5 <class 'numpy.float64'>
Proposition 469 nonpartisan : 6286.0 <class 'numpy.float64'>
Proposition 470 nonpartisan : 6215.5 <class 'numpy.float64'>
Proposition 471 nonpartisan : 5183.5 <class 'numpy.float64'>
Question - Crane Elementary School District No. 13 nonpartisan : 4729.5 <class 'numpy.float64'>
Question No. 1 Holbrook Unified School District nonpartisan : 1744.0 <class 'numpy.float64'>
Question No. 1 Joseph City nonpartisan : 298.5 <class 'numpy.float64'>
Recall Council Cj Wischmann Holbrook nonpartisan : 441.3333333333333 <class 'numpy.float64'>
Recall Mayor Bobby Tyler Holbrook nonpartisan : 433.6666666666667 <class 'numpy.float64'>
Roosevelt Elementary School District Question nonpartisan : 11512.0 <class 'numpy.float64'>
San Pedro Valley Hospital District Question nonpartisan : 2709.5 <class 'numpy.float64'>
Scottsdale-Prop 420 nonpartisan : 55396.5 <class 'numpy.float64'>
Scottsdale-Question 1 nonpartisan : 54322.5 <class 'numpy.float64'>
Secretary Of State democrat : 1176384.0 <class 'numpy.float64'>
Secretary Of State nonpartisan : 1243.0 <class 'numpy.float64'>
Secretary Of State republican : 1156132.0 <class 'numpy.float64'>
St. David Unified School District Question nonpartisan : 805.5 <class 'numpy.float64'>
State House democrat : 1017726.0 <class 'numpy.float64'>
State House green : 36442.0 <class 'numpy.float64'>
State House nonpartisan : 3571.0 <class 'numpy.float64'>
State House republican : 1026035.0 <class 'numpy.float64'>
State Mine Inspector democrat : 1090346.0 <class 'numpy.float64'>
State Mine Inspector nonpartisan : 1214.0 <class 'numpy.float64'>
State Mine Inspector republican : 1168798.0 <class 'numpy.float64'>
State Proposition 125 nonpartisan : 1092710.0 <class 'numpy.float64'>
State Proposition 126 nonpartisan : 1120450.0 <class 'numpy.float64'>
State Proposition 127 nonpartisan : 1151619.5 <class 'numpy.float64'>
State Proposition 305 nonpartisan : 1123839.0 <class 'numpy.float64'>
State Proposition 306 nonpartisan : 1111030.0 <class 'numpy.float64'>
State Senate democrat : 1125010.0 <class 'numpy.float64'>
State Senate green : 1076.0 <class 'numpy.float64'>
State Senate independent : 42983.0 <class 'numpy.float64'>
State Senate nonpartisan : 8730.0 <class 'numpy.float64'>
State Senate republican : 1093513.0 <class 'numpy.float64'>
State Treasurer democrat : 1052197.0 <class 'numpy.float64'>
State Treasurer nonpartisan : 1056.0 <class 'numpy.float64'>
State Treasurer republican : 1249120.0 <class 'numpy.float64'>
Sun City Fire District nonpartisan : 10390.333333333334 <class 'numpy.float64'>
Superintendent Of Public Instruction democrat : 1185457.0 <class 'numpy.float64'>
Superintendent Of Public Instruction nonpartisan : 1373.0 <class 'numpy.float64'>
Superintendent Of Public Instruction republican : 1113781.0 <class 'numpy.float64'>
Superior Court Judge democrat : 973023.0 <class 'numpy.float64'>
Superior Court Judge independent : 16839.0 <class 'numpy.float64'>
Superior Court Judge nonpartisan : 696058.3170439163 <class 'numpy.float64'>
Superior Court Judge republican : 1138983.6 <class 'numpy.float64'>
Superstition Fire And Medical District nonpartisan : 30.333333333333332 <class 'numpy.float64'>
Supreme Court Justice nonpartisan : 837873.5 <class 'numpy.float64'>
Tempe Proposition 417 nonpartisan : 27132.0 <class 'numpy.float64'>
Tempe Proposition 418 nonpartisan : 26789.0 <class 'numpy.float64'>
Tolleson Elementary School District Question nonpartisan : 1390.5 <class 'numpy.float64'>
Tolleson Union High School District Question nonpartisan : 17601.0 <class 'numpy.float64'>
Tucson Country Club Estates Fire District 7 nonpartisan : 256.0 <class 'numpy.float64'>
US House democrat : 1179193.0 <class 'numpy.float64'>
US House green : 22378.0 <class 'numpy.float64'>
US House nonpartisan : 1675.0 <class 'numpy.float64'>
US House republican : 1139251.0 <class 'numpy.float64'>
US Senate democrat : 1191100.0 <class 'numpy.float64'>
US Senate green : 57442.0 <class 'numpy.float64'>
US Senate nonpartisan : 1521.0 <class 'numpy.float64'>
US Senate republican : 1135200.0 <class 'numpy.float64'>
Union Elementary School District Question nonpartisan : 1373.5 <class 'numpy.float64'>
Verde Valley Fire District nonpartisan : 2676.5 <class 'numpy.float64'>
Washington Elementary School District Question nonpartisan : 30705.0 <class 'numpy.float64'>
White Mountain Communities Special Health Care District nonpartisan : 2345.0 <class 'numpy.float64'>
Wickenburg Unified School District Question nonpartisan : 3322.0 <class 'numpy.float64'>
Wilson Elementary School District Question nonpartisan : 150.0 <class 'numpy.float64'>
######## Arkansas : MEDSL 2018 ########
Attorney General democratic : 73149.94486061324 <class 'numpy.float64'>
Attorney General libertarian : 5899.574987757341 <class 'numpy.float64'>
Attorney General republican : 130080.56983261835 <class 'numpy.float64'>
Auditor of State libertarian : 53475.46641311904 <class 'numpy.float64'>
Auditor of State republican : 146588.39653483342 <class 'numpy.float64'>
Commissioner of State Lands democratic : 75196.60168565095 <class 'numpy.float64'>
Commissioner of State Lands libertarian : 6744.88977460448 <class 'numpy.float64'>
Commissioner of State Lands republican : 127089.2321688932 <class 'numpy.float64'>
Governor democratic : 66057.12437268614 <class 'numpy.float64'>
Governor libertarian : 6010.885724569548 <class 'numpy.float64'>
Governor republican : 137290.06811236148 <class 'numpy.float64'>
Issue No. 2: A Constitutional Amendment Adding as a Qualification to Vote that a Voter Present Certain Valid Photographic Identification When Casting a Ballot In Person or Casting and Absentee Ballot nonpartisan : 102864.36202025099 <class 'numpy.float64'>
Issue No. 4: An Amendment to Require Four Licenses to be Issued for Casino Gaming at Casinos, One Each in Crittenden (to Southland Racing Corporation), Garland (to Oaklawn Jockey Club, Inc.), Pope, and Jefferson Counties nonpartisan : 102484.95038176692 <class 'numpy.float64'>
Issue No. 5: An Act to Increase the Arkansas Minimum Wage nonpartisan : 104326.98798403394 <class 'numpy.float64'>
Lieutenant Governor democratic : 67561.66493147376 <class 'numpy.float64'>
Lieutenant Governor libertarian : 5726.5671180943245 <class 'numpy.float64'>
Lieutenant Governor republican : 136216.3506067462 <class 'numpy.float64'>
Secretary of State democratic : 75150.23280069605 <class 'numpy.float64'>
Secretary of State libertarian : 5995.958612710819 <class 'numpy.float64'>
Secretary of State republican : 120014.00484613424 <class 'numpy.float64'>
State House democratic : 38755.361996337 <class 'numpy.float64'>
State House independent : 700.0 <class 'numpy.float64'>
State House libertarian : 2269.3722222222223 <class 'numpy.float64'>
State House republican : 61080.43343878343 <class 'numpy.float64'>
State Senate democratic : 24531.596825396824 <class 'numpy.float64'>
State Senate libertarian : 5002.352380952381 <class 'numpy.float64'>
State Senate republican : 43687.85952380952 <class 'numpy.float64'>
State Supreme Court Associate Justice Position 3 nonpartisan : 98265.6188788744 <class 'numpy.float64'>
State Treasurer libertarian : 58187.47554447187 <class 'numpy.float64'>
State Treasurer republican : 145923.78277294603 <class 'numpy.float64'>
US House democratic : 72438.20320839292 <class 'numpy.float64'>
US House libertarian : 4633.735400955254 <class 'numpy.float64'>
US House nonpartisan : 100.20584733893557 <class 'numpy.float64'>
US House republican : 133383.89426888473 <class 'numpy.float64'>
######## California : MEDSL 2018 ########
Attorney General democrat : 7287858.183333334 <class 'numpy.float64'>
Attorney General republican : 4168709.4000000004 <class 'numpy.float64'>
Board of Equalization democrat : 6811314.399999999 <class 'numpy.float64'>
Board of Equalization republican : 4307390.4 <class 'numpy.float64'>
Governor democrat : 7222048.116666667 <class 'numpy.float64'>
Governor republican : 4428960.583333334 <class 'numpy.float64'>
Insurance Commissioner democrat : 5797573.983333333 <class 'numpy.float64'>
Insurance Commissioner independent : 5139135.166666667 <class 'numpy.float64'>
Lieutenant Governor democrat : 4891210.675 <class 'numpy.float64'>
Secretary of State democrat : 7399460.5 <class 'numpy.float64'>
Secretary of State republican : 4072377.4833333334 <class 'numpy.float64'>
State Controller democrat : 7492391.716666667 <class 'numpy.float64'>
State Controller republican : 3950260.483333333 <class 'numpy.float64'>
State House democrat : 6615573.733333334 <class 'numpy.float64'>
State House independent : 63272.0 <class 'numpy.float64'>
State House libertarian : 145514.0 <class 'numpy.float64'>
State House republican : 3483887.1333333333 <class 'numpy.float64'>
State Senate democrat : 3100608.2666666666 <class 'numpy.float64'>
State Senate independent : 181191.0 <class 'numpy.float64'>
State Senate republican : 1698465.0 <class 'numpy.float64'>
State Treasurer democrat : 7316969.316666666 <class 'numpy.float64'>
State Treasurer republican : 4087637.533333333 <class 'numpy.float64'>
Superintendent of Public Instruction nonpartisan : 4946758.2 <class 'numpy.float64'>
US House democrat : 7220023.416666666 <class 'numpy.float64'>
US House green : 103479.0 <class 'numpy.float64'>
US House independent : 94230.5 <class 'numpy.float64'>
US House republican : 3662276.5500000003 <class 'numpy.float64'>
US Senate democrat : 5193685.641666667 <class 'numpy.float64'>
######## Colorado : MEDSL 2018 ########
Attorney General democratic : 1285464.0 <class 'numpy.float64'>
Attorney General libertarian : 81733.0 <class 'numpy.float64'>
Attorney General republican : 1124757.0 <class 'numpy.float64'>
District Attorney democratic : 133806.0 <class 'numpy.float64'>
Governor democratic : 1348888.0 <class 'numpy.float64'>
Governor libertarian : 69519.0 <class 'numpy.float64'>
Governor republican : 1080801.0 <class 'numpy.float64'>
Governor unity : 25854.0 <class 'numpy.float64'>
Regent Of The University Of Colorado democratic : 256449.0 <class 'numpy.float64'>
Regent Of The University Of Colorado libertarian : 18305.0 <class 'numpy.float64'>
Regent Of The University Of Colorado republican : 349202.0 <class 'numpy.float64'>
Regent Of the University Of Colorado democratic : 1246318.0 <class 'numpy.float64'>
Regent Of the University Of Colorado libertarian : 91586.0 <class 'numpy.float64'>
Regent Of the University Of Colorado republican : 1031993.0 <class 'numpy.float64'>
Regent Of the University Of Colorado unity : 29128.0 <class 'numpy.float64'>
Secretary of State american constitution : 51734.0 <class 'numpy.float64'>
Secretary of State approval voting : 13258.0 <class 'numpy.float64'>
Secretary of State democratic : 1313716.0 <class 'numpy.float64'>
Secretary of State republican : 1113927.0 <class 'numpy.float64'>
State Board Of Education democratic : 404742.0 <class 'numpy.float64'>
State Board Of Education republican : 368952.0 <class 'numpy.float64'>
State House democratic : 1321710.0 <class 'numpy.float64'>
State House independent : 34298.0 <class 'numpy.float64'>
State House libertarian : 17153.0 <class 'numpy.float64'>
State House republican : 1025765.0 <class 'numpy.float64'>
State House unaffiliated : 12149.0 <class 'numpy.float64'>
State House unity : 874.0 <class 'numpy.float64'>
State Senate democratic : 608037.0 <class 'numpy.float64'>
State Senate independent : 8156.0 <class 'numpy.float64'>
State Senate libertarian : 23898.0 <class 'numpy.float64'>
State Senate republican : 564971.0 <class 'numpy.float64'>
State Senate unaffiliated : 3328.0 <class 'numpy.float64'>
Treasurer american constitution : 70475.0 <class 'numpy.float64'>
Treasurer democratic : 1292281.0 <class 'numpy.float64'>
Treasurer republican : 1111641.0 <class 'numpy.float64'>
US House democratic : 968509.0 <class 'numpy.float64'>
US House green : 204.0 <class 'numpy.float64'>
US House independent : 27187.0 <class 'numpy.float64'>
US House libertarian : 58769.0 <class 'numpy.float64'>
US House republican : 1079772.0 <class 'numpy.float64'>
US House unaffiliated : 4623.0 <class 'numpy.float64'>
######## Connecticut : MEDSL 2018 ########
Attorney General democrat : 637638.1785714286 <class 'numpy.float64'>
Attorney General green : 13200.797619047618 <class 'numpy.float64'>
Attorney General independent : 25570.75 <class 'numpy.float64'>
Attorney General republican : 557248.8928571427 <class 'numpy.float64'>
Attorney General working families party : 21898.178571428572 <class 'numpy.float64'>
Comptroller democrat : 662242.4642857143 <class 'numpy.float64'>
Comptroller green : 9542.285714285714 <class 'numpy.float64'>
Comptroller independent : 20550.214285714286 <class 'numpy.float64'>
Comptroller libertarian : 12090.857142857143 <class 'numpy.float64'>
Comptroller republican : 518240.1666666667 <class 'numpy.float64'>
Comptroller working families party : 26499.357142857145 <class 'numpy.float64'>
Governor and Lieutenant Governor amigo constitution liberty party : 1148.3095238095239 <class 'numpy.float64'>
Governor and Lieutenant Governor democrat : 623557.7738095238 <class 'numpy.float64'>
Governor and Lieutenant Governor griebel frank for CT party : 50650.75 <class 'numpy.float64'>
Governor and Lieutenant Governor independent : 23278.654761904763 <class 'numpy.float64'>
Governor and Lieutenant Governor libertarian : 5598.714285714286 <class 'numpy.float64'>
Governor and Lieutenant Governor republican : 575520.0119047619 <class 'numpy.float64'>
Governor and Lieutenant Governor working families party : 16377.07142857143 <class 'numpy.float64'>
Judge of Probate democrat : 616276.0909090909 <class 'numpy.float64'>
Judge of Probate independent : 2691.5 <class 'numpy.float64'>
Judge of Probate petitioning candidate : 4030.5 <class 'numpy.float64'>
Judge of Probate republican : 388454.0833333333 <class 'numpy.float64'>
Secretary of the State democrat : 678365.9880952381 <class 'numpy.float64'>
Secretary of the State green : 11488.547619047618 <class 'numpy.float64'>
Secretary of the State independent : 21302.178571428572 <class 'numpy.float64'>
Secretary of the State libertarian : 9555.285714285714 <class 'numpy.float64'>
Secretary of the State republican : 513244.8214285715 <class 'numpy.float64'>
Secretary of the State working families party : 26052.464285714283 <class 'numpy.float64'>
State House democrat : 655467.8571428572 <class 'numpy.float64'>
State House green : 977.0 <class 'numpy.float64'>
State House independent : 22002.35 <class 'numpy.float64'>
State House libertarian : 1520.0 <class 'numpy.float64'>
State House petitioning candidate : 530.0 <class 'numpy.float64'>
State House republican : 533744.8452380951 <class 'numpy.float64'>
State House working families party : 19840.305555555555 <class 'numpy.float64'>
State Senate democrat : 669941.4880952381 <class 'numpy.float64'>
State Senate green : 1051.5 <class 'numpy.float64'>
State Senate independent : 24456.75 <class 'numpy.float64'>
State Senate republican : 545285.6547619047 <class 'numpy.float64'>
State Senate working families party : 18398.016666666666 <class 'numpy.float64'>
Treasurer democrat : 661241.6904761905 <class 'numpy.float64'>
Treasurer independent : 21149.54761904762 <class 'numpy.float64'>
Treasurer libertarian : 14330.357142857143 <class 'numpy.float64'>
Treasurer republican : 524293.7857142857 <class 'numpy.float64'>
Treasurer working families party : 28665.678571428572 <class 'numpy.float64'>
US House democrat : 745285.130952381 <class 'numpy.float64'>
US House green : 6183.916666666667 <class 'numpy.float64'>
US House independent : 7358.976190476191 <class 'numpy.float64'>
US House libertarian : 2969.9666666666662 <class 'numpy.float64'>
US House republican : 472195.6547619048 <class 'numpy.float64'>
US House working families party : 37382.54761904762 <class 'numpy.float64'>
US Senate democrat : 726141.0952380953 <class 'numpy.float64'>
US Senate green : 6088.714285714285 <class 'numpy.float64'>
US Senate libertarian : 8119.702380952382 <class 'numpy.float64'>
US Senate republican : 502405.4880952381 <class 'numpy.float64'>
US Senate working families party : 34854.97619047619 <class 'numpy.float64'>
######## Delaware : MEDSL 2018 ########
Attorney General democrat : 109175.5 <class 'numpy.float64'>
Attorney General republican : 68865.0 <class 'numpy.float64'>
Auditor democrat : 102812.0 <class 'numpy.float64'>
Auditor republican : 74740.5 <class 'numpy.float64'>
County Council democrat : 38696.0 <class 'numpy.float64'>
County Council republican : 26073.5 <class 'numpy.float64'>
Levy Court democrat : 16145.25 <class 'numpy.float64'>
Levy Court republican : 14070.75 <class 'numpy.float64'>
Recorder of Deeds democrat : 84906.0 <class 'numpy.float64'>
Recorder of Deeds republican : 77848.0 <class 'numpy.float64'>
Register of Wills democrat : 82251.0 <class 'numpy.float64'>
Register of Wills republican : 31479.5 <class 'numpy.float64'>
Sheriff democrat : 92836.0 <class 'numpy.float64'>
Sheriff libertarian : 9741.5 <class 'numpy.float64'>
Sheriff republican : 45557.5 <class 'numpy.float64'>
State House democrat : 99858.0 <class 'numpy.float64'>
State House libertarian : 1379.5 <class 'numpy.float64'>
State House republican : 67847.0 <class 'numpy.float64'>
State Senate democrat : 47198.0 <class 'numpy.float64'>
State Senate republican : 34306.5 <class 'numpy.float64'>
Treasurer democrat : 93620.0 <class 'numpy.float64'>
Treasurer green : 3150.5 <class 'numpy.float64'>
Treasurer republican : 82000.5 <class 'numpy.float64'>
US House democrat : 113676.5 <class 'numpy.float64'>
US House republican : 62692.0 <class 'numpy.float64'>
US Senate democrat : 108692.5 <class 'numpy.float64'>
US Senate green : 2085.0 <class 'numpy.float64'>
US Senate libertarian : 1955.0 <class 'numpy.float64'>
US Senate republican : 68563.5 <class 'numpy.float64'>
######## Florida : MEDSL 2018 ########
Alachua Soil and Water Conservation District: Group 3 : 12427.5 <class 'numpy.float64'>
Alachua Soil and Water Conservation District: Group 3 nonpartisan : 44699.25 <class 'numpy.float64'>
Amendment No. 10: State and Local Government Structure and Operation : 172580.0746031746 <class 'numpy.float64'>
Amendment No. 10: State and Local Government Structure and Operation nonpartisan : 2154098.3839285714 <class 'numpy.float64'>
Amendment No. 11: Property Rights; Removal of Obsolete Provision; Criminal Statutes : 211322.9396825397 <class 'numpy.float64'>
Amendment No. 11: Property Rights; Removal of Obsolete Provision; Criminal Statutes nonpartisan : 2115355.018849206 <class 'numpy.float64'>
Amendment No. 12: Lobbying and Abuse of Office by Public Officers : 155937.77996031745 <class 'numpy.float64'>
Amendment No. 12: Lobbying and Abuse of Office by Public Officers nonpartisan : 2170666.003571429 <class 'numpy.float64'>
Amendment No. 13: Ends Dog Racing : 141343.71805555557 <class 'numpy.float64'>
Amendment No. 13: Ends Dog Racing nonpartisan : 2185260.5654761903 <class 'numpy.float64'>
Amendment No. 1: Increased Homestead Property Tax Exemption : 136066.37996031746 <class 'numpy.float64'>
Amendment No. 1: Increased Homestead Property Tax Exemption nonpartisan : 2195717.946031746 <class 'numpy.float64'>
Amendment No. 2: Limitations on Property Tax Assessments : 161809.75813492062 <class 'numpy.float64'>
Amendment No. 2: Limitations on Property Tax Assessments nonpartisan : 2169974.5678571425 <class 'numpy.float64'>
Amendment No. 3: Voter Control of Gambling in Florida : 108447.89305555556 <class 'numpy.float64'>
Amendment No. 3: Voter Control of Gambling in Florida nonpartisan : 2222368.9329365077 <class 'numpy.float64'>
Amendment No. 4: Voting Restoration Amendment : 95779.6740079365 <class 'numpy.float64'>
Amendment No. 4: Voting Restoration Amendment nonpartisan : 2233943.5146825397 <class 'numpy.float64'>
Amendment No. 5: Supermajority Vote Required to Impose, Authorize, or Raise State Taxes or Fees : 126786.90853174604 <class 'numpy.float64'>
Amendment No. 5: Supermajority Vote Required to Impose, Authorize, or Raise State Taxes or Fees nonpartisan : 2202146.2630952382 <class 'numpy.float64'>
Amendment No. 6: Rights of Crime Victims; Judges : 132171.12043650792 <class 'numpy.float64'>
Amendment No. 6: Rights of Crime Victims; Judges nonpartisan : 2196275.051190476 <class 'numpy.float64'>
Amendment No. 7: First Responder and Military Member Survivor Benefits; Public Colleges and Universities : 137505.6398809524 <class 'numpy.float64'>
Amendment No. 7: First Responder and Military Member Survivor Benefits; Public Colleges and Universities nonpartisan : 2190240.3007936506 <class 'numpy.float64'>
Amendment No. 9: Prohibits Offshore Oil and Gas Drilling; Prohibits Vaping in Enclosed Indoor Workplaces : 127945.2871031746 <class 'numpy.float64'>
Amendment No. 9: Prohibits Offshore Oil and Gas Drilling; Prohibits Vaping in Enclosed Indoor Workplaces nonpartisan : 2198978.1535714287 <class 'numpy.float64'>
Anastasia Mosquito Control District: Seat 2 : 16437.5 <class 'numpy.float64'>
Anastasia Mosquito Control District: Seat 2 nonpartisan : 32940.33333333333 <class 'numpy.float64'>
Anastasia Mosquito Control District: Seat 4 : 16769.5 <class 'numpy.float64'>
Anastasia Mosquito Control District: Seat 4 nonpartisan : 32719.000000000004 <class 'numpy.float64'>
Arlington Ridge Community Development District: Seat 4 : 32.5 <class 'numpy.float64'>
Arlington Ridge Community Development District: Seat 4 nonpartisan : 298.0 <class 'numpy.float64'>
Arlington Ridge Community Development District: Seat 5 : 33.0 <class 'numpy.float64'>
Arlington Ridge Community Development District: Seat 5 nonpartisan : 446.5 <class 'numpy.float64'>
Attorney General : 55701.36646825397 <class 'numpy.float64'>
Attorney General democrat : 2207052.1234126985 <class 'numpy.float64'>
Attorney General no party affiliation : 80737.28968253967 <class 'numpy.float64'>
Attorney General republican : 2264380.5059523806 <class 'numpy.float64'>
Barefoot Bay Recreation District (Vote for 3) : 867.5 <class 'numpy.float64'>
Barefoot Bay Recreation District (Vote for 3) nonpartisan : 1358.3333333333333 <class 'numpy.float64'>
Baywinds Community Development District: Seat 4 : 27.5 <class 'numpy.float64'>
Baywinds Community Development District: Seat 4 nonpartisan : 173.0 <class 'numpy.float64'>
Bonita Springs Fire Control and Rescue District: Seat 1 : 3079.0 <class 'numpy.float64'>
Bonita Springs Fire Control and Rescue District: Seat 1 nonpartisan : 9144.5 <class 'numpy.float64'>
Brevard Soil and Water Conservation District: Group 2 : 30141.5 <class 'numpy.float64'>
Brevard Soil and Water Conservation District: Group 2 nonpartisan : 111984.5 <class 'numpy.float64'>
Brevard Soil and Water Conservation District: Group 4 : 30772.0 <class 'numpy.float64'>
Brevard Soil and Water Conservation District: Group 4 nonpartisan : 111354.0 <class 'numpy.float64'>
Brighton Lakes Community Development District: Seat 1 : 49.0 <class 'numpy.float64'>
Brighton Lakes Community Development District: Seat 1 nonpartisan : 358.5 <class 'numpy.float64'>
Brighton Lakes Community Development District: Seat 2 : 45.0 <class 'numpy.float64'>
Brighton Lakes Community Development District: Seat 2 nonpartisan : 362.5 <class 'numpy.float64'>
Brighton Lakes Community Development District: Seat 3 : 50.0 <class 'numpy.float64'>
Brighton Lakes Community Development District: Seat 3 nonpartisan : 357.5 <class 'numpy.float64'>
Broward Soil and Water Conservation District: Group 2 : 93466.0 <class 'numpy.float64'>
Broward Soil and Water Conservation District: Group 2 nonpartisan : 264293.5 <class 'numpy.float64'>
Canaveral Port Authority : 2101.5 <class 'numpy.float64'>
Canaveral Port Authority democrat : 42193.0 <class 'numpy.float64'>
Canaveral Port Authority republican : 72523.0 <class 'numpy.float64'>
Capital Region Community Development District: Seat 1 : 261.5 <class 'numpy.float64'>
Capital Region Community Development District: Seat 1 nonpartisan : 1122.5 <class 'numpy.float64'>
Capital Region Community Development District: Seat 3 : 164.5 <class 'numpy.float64'>
Capital Region Community Development District: Seat 3 nonpartisan : 1219.5 <class 'numpy.float64'>
Cedar Hammock Fire Control District: Seat 4 : 240.5 <class 'numpy.float64'>
Cedar Hammock Fire Control District: Seat 4 nonpartisan : 1282.5 <class 'numpy.float64'>
Celebration Community Development District: Seat 2 : 471.5 <class 'numpy.float64'>
Celebration Community Development District: Seat 2 nonpartisan : 2053.5 <class 'numpy.float64'>
Celebration Community Development District: Seat 4 : 474.0 <class 'numpy.float64'>
Celebration Community Development District: Seat 4 nonpartisan : 2051.0 <class 'numpy.float64'>
Charlotte County Airport Authority : 4046.0 <class 'numpy.float64'>
Charlotte County Airport Authority no party affiliation : 23304.0 <class 'numpy.float64'>
Charlotte County Airport Authority republican : 56516.0 <class 'numpy.float64'>
Chief Financial Officer : 53779.610978835975 <class 'numpy.float64'>
Chief Financial Officer democrat : 2265232.470238095 <class 'numpy.float64'>
Chief Financial Officer republican : 2236981.348809524 <class 'numpy.float64'>
Circuit Judge: 10th Judicial Circuit, Group 10 : 28067.5 <class 'numpy.float64'>
Circuit Judge: 10th Judicial Circuit, Group 10 nonpartisan : 118899.5 <class 'numpy.float64'>
Circuit Judge: 11th Judicial Circuit, Group 14 : 75068.65714285715 <class 'numpy.float64'>
Circuit Judge: 11th Judicial Circuit, Group 14 nonpartisan : 252376.03373015873 <class 'numpy.float64'>
Circuit Judge: 13th Judicial Circuit, Group 25 : 2466.0 <class 'numpy.float64'>
Circuit Judge: 13th Judicial Circuit, Group 25 nonpartisan : 9922.5 <class 'numpy.float64'>
Circuit Judge: 15th Judicial Circuit, Group 13 : 43347.0371031746 <class 'numpy.float64'>
Circuit Judge: 15th Judicial Circuit, Group 13 nonpartisan : 159433.2248015873 <class 'numpy.float64'>
Circuit Judge: 15th Judicial Circuit, Group 18 : 44949.13511904762 <class 'numpy.float64'>
Circuit Judge: 15th Judicial Circuit, Group 18 nonpartisan : 157831.1267857143 <class 'numpy.float64'>
Circuit Judge: 15th Judicial Circuit, Group 25 : 43864.77222222222 <class 'numpy.float64'>
Circuit Judge: 15th Judicial Circuit, Group 25 nonpartisan : 158915.48968253966 <class 'numpy.float64'>
Circuit Judge: 17th Judicial Circuit, Group 38 : 74916.5 <class 'numpy.float64'>
Circuit Judge: 17th Judicial Circuit, Group 38 nonpartisan : 282843.0 <class 'numpy.float64'>
Circuit Judge: 17th Judicial Circuit, Group 46 : 74764.0 <class 'numpy.float64'>
Circuit Judge: 17th Judicial Circuit, Group 46 nonpartisan : 282995.5 <class 'numpy.float64'>
Circuit Judge: 19th Judicial Circuit, Group 19 : 17627.714285714286 <class 'numpy.float64'>
Circuit Judge: 19th Judicial Circuit, Group 19 nonpartisan : 86171.5 <class 'numpy.float64'>
Circuit Judge: 2nd Judicial Circuit, Group 12 : 9734.8 <class 'numpy.float64'>
Circuit Judge: 2nd Judicial Circuit, Group 12 nonpartisan : 62602.80000000001 <class 'numpy.float64'>
Circuit Judge: 6th Judicial Circuit, Group 4 : 7154.5 <class 'numpy.float64'>
Circuit Judge: 6th Judicial Circuit, Group 4 nonpartisan : 30378.25 <class 'numpy.float64'>
Circuit Judge: 7th Judicial Circuit, Group 15 : 31192.166666666664 <class 'numpy.float64'>
Circuit Judge: 7th Judicial Circuit, Group 15 nonpartisan : 147353.9166666667 <class 'numpy.float64'>
Circuit Judge: 8th Judicial Circuit, Group 8 : 11188.25 <class 'numpy.float64'>
Circuit Judge: 8th Judicial Circuit, Group 8 nonpartisan : 70292.75 <class 'numpy.float64'>
Circuit Judge: 9th Judicial Circuit, Group 41 : 46502.5 <class 'numpy.float64'>
Circuit Judge: 9th Judicial Circuit, Group 41 nonpartisan : 251228.5 <class 'numpy.float64'>
Citrus County Community Charitable Foundation: Inc., Seat 2 : 6945.5 <class 'numpy.float64'>
Citrus County Community Charitable Foundation: Inc., Seat 2 nonpartisan : 19200.333333333336 <class 'numpy.float64'>
Citrus County Mosquito Control District: Seat 1 : 6513.5 <class 'numpy.float64'>
Citrus County Mosquito Control District: Seat 1 nonpartisan : 14616.25 <class 'numpy.float64'>
Citrus County Mosquito Control District: Seat 3 : 6438.5 <class 'numpy.float64'>
Citrus County Mosquito Control District: Seat 3 nonpartisan : 19538.333333333336 <class 'numpy.float64'>
Clay Soil and Water Conservation District: Group 5 : 9564.5 <class 'numpy.float64'>
Clay Soil and Water Conservation District: Group 5 nonpartisan : 37469.5 <class 'numpy.float64'>
Clerk of the Circuit Court and Comptroller : 2156.5 <class 'numpy.float64'>
Clerk of the Circuit Court and Comptroller no party affiliation : 25472.0 <class 'numpy.float64'>
Clerk of the Circuit Court and Comptroller republican : 51627.0 <class 'numpy.float64'>
Coconut Cay Community Development District: Seat 3 : 56.5 <class 'numpy.float64'>
Coconut Cay Community Development District: Seat 3 nonpartisan : 379.0 <class 'numpy.float64'>
Collier Mosquito Control District: Seat 1 : 1856.0 <class 'numpy.float64'>
Collier Mosquito Control District: Seat 1 nonpartisan : 2619.0 <class 'numpy.float64'>
Collier Mosquito Control District: Seat 2 : 1643.5 <class 'numpy.float64'>
Collier Mosquito Control District: Seat 2 nonpartisan : 4141.0 <class 'numpy.float64'>
Commissioner of Agriculture : 72003.45694444445 <class 'numpy.float64'>
Commissioner of Agriculture democrat : 2340138.1 <class 'numpy.float64'>
Commissioner of Agriculture republican : 2179347.8904761905 <class 'numpy.float64'>
County Commissioner : 88687.24345238095 <class 'numpy.float64'>
County Commissioner democrat : 675402.5511904762 <class 'numpy.float64'>
County Commissioner green : 607.0 <class 'numpy.float64'>
County Commissioner libertarian : 11501.5 <class 'numpy.float64'>
County Commissioner no party affiliation : 254444.1666666667 <class 'numpy.float64'>
County Commissioner nonpartisan : 120708.5 <class 'numpy.float64'>
County Commissioner republican : 1071228.1904761905 <class 'numpy.float64'>
County Commissioner: At Large : 365.0 <class 'numpy.float64'>
County Commissioner: At Large no party affiliation : 4802.0 <class 'numpy.float64'>
County Commissioner: At Large republican : 8273.0 <class 'numpy.float64'>
County Council : 7082.0 <class 'numpy.float64'>
County Council nonpartisan : 41198.25 <class 'numpy.float64'>
County Court Judge: Group 1 : 550.5 <class 'numpy.float64'>
County Court Judge: Group 1 nonpartisan : 8361.0 <class 'numpy.float64'>
County Court Judge: Group 19 : 80408.5 <class 'numpy.float64'>
County Court Judge: Group 19 nonpartisan : 277351.0 <class 'numpy.float64'>
County Court Judge: Group 2 : 41056.0 <class 'numpy.float64'>
County Court Judge: Group 2 nonpartisan : 167383.0 <class 'numpy.float64'>
County Court Judge: Group 4 : 45650.125396825395 <class 'numpy.float64'>
County Court Judge: Group 4 nonpartisan : 157130.13650793652 <class 'numpy.float64'>
County Court Judge: Group 8 : 2615.0 <class 'numpy.float64'>
County Court Judge: Group 8 nonpartisan : 9773.5 <class 'numpy.float64'>
County Court Judge: Group 9 : 86346.0 <class 'numpy.float64'>
County Court Judge: Group 9 nonpartisan : 271413.5 <class 'numpy.float64'>
Crossing at Fleming Island Community Development District: Seat 4 : 670.5 <class 'numpy.float64'>
Crossing at Fleming Island Community Development District: Seat 4 nonpartisan : 1843.0 <class 'numpy.float64'>
Destin Fire Control District: Group 5 : 136.0 <class 'numpy.float64'>
Destin Fire Control District: Group 5 nonpartisan : 689.5 <class 'numpy.float64'>
Dunes Community Development District: Seat 5 : 149.0 <class 'numpy.float64'>
Dunes Community Development District: Seat 5 nonpartisan : 776.5 <class 'numpy.float64'>
Durbin Crossing Community Development District: Seat 3 : 341.5 <class 'numpy.float64'>
Durbin Crossing Community Development District: Seat 3 nonpartisan : 1138.0 <class 'numpy.float64'>
Duval Soil and Water Conservation District: Group 1 : 6242.5 <class 'numpy.float64'>
Duval Soil and Water Conservation District: Group 1 nonpartisan : 10631.25 <class 'numpy.float64'>
Duval Soil and Water Conservation District: Group 3 : 5973.5 <class 'numpy.float64'>
Duval Soil and Water Conservation District: Group 3 nonpartisan : 14354.333333333334 <class 'numpy.float64'>
Duval Soil and Water Conservation District: Group 5 : 6698.0 <class 'numpy.float64'>
Duval Soil and Water Conservation District: Group 5 nonpartisan : 20807.0 <class 'numpy.float64'>
East Homestead Community Development District: Seat 1 : 69.75 <class 'numpy.float64'>
East Homestead Community Development District: Seat 1 nonpartisan : 269.0 <class 'numpy.float64'>
East Homestead Community Development District: Seat 4 : 68.25 <class 'numpy.float64'>
East Homestead Community Development District: Seat 4 nonpartisan : 405.0 <class 'numpy.float64'>
Emerald Coast Utilities Authority : 329.5 <class 'numpy.float64'>
Emerald Coast Utilities Authority democrat : 8147.0 <class 'numpy.float64'>
Emerald Coast Utilities Authority republican : 13639.0 <class 'numpy.float64'>
Escambia Soil and Water Conservation District: Group 2 : 14926.0 <class 'numpy.float64'>
Escambia Soil and Water Conservation District: Group 2 nonpartisan : 50276.5 <class 'numpy.float64'>
Escambia Soil and Water Conservation District: Group 4 : 16143.0 <class 'numpy.float64'>
Escambia Soil and Water Conservation District: Group 4 nonpartisan : 49059.5 <class 'numpy.float64'>
Fleming Island Plantation Community Development District: Seat 1 : 330.5 <class 'numpy.float64'>
Fleming Island Plantation Community Development District: Seat 1 nonpartisan : 1270.0 <class 'numpy.float64'>
Fleming Island Plantation Community Development District: Seat 2 : 384.5 <class 'numpy.float64'>
Fleming Island Plantation Community Development District: Seat 2 nonpartisan : 608.0 <class 'numpy.float64'>
Florida Keys Mosquito Control District : 744.75 <class 'numpy.float64'>
Florida Keys Mosquito Control District democrat : 13042.0 <class 'numpy.float64'>
Florida Keys Mosquito Control District republican : 15589.5 <class 'numpy.float64'>
Fort Myers Beach Fire Control District: Seat 1 : 654.5 <class 'numpy.float64'>
Fort Myers Beach Fire Control District: Seat 1 nonpartisan : 1178.3333333333333 <class 'numpy.float64'>
Fort Myers Beach Fire Control District: Seat 3 : 570.0 <class 'numpy.float64'>
Fort Myers Beach Fire Control District: Seat 3 nonpartisan : 1852.0 <class 'numpy.float64'>
Fort Myers Beach Fire Control District: Seat 5 : 647.5 <class 'numpy.float64'>
Fort Myers Beach Fire Control District: Seat 5 nonpartisan : 1774.5 <class 'numpy.float64'>
Gadsden Soil and Water Conservation District: Group 2 : 892.5 <class 'numpy.float64'>
Gadsden Soil and Water Conservation District: Group 2 nonpartisan : 9188.0 <class 'numpy.float64'>
Gateway Services Community Development District: Seat 4 : 580.5 <class 'numpy.float64'>
Gateway Services Community Development District: Seat 4 nonpartisan : 3030.5 <class 'numpy.float64'>
Gateway Services Community Development District: Seat 5 : 599.0 <class 'numpy.float64'>
Gateway Services Community Development District: Seat 5 nonpartisan : 3012.0 <class 'numpy.float64'>
Golden Lakes Community Development District: Seat 3 : 73.0 <class 'numpy.float64'>
Golden Lakes Community Development District: Seat 3 nonpartisan : 308.5 <class 'numpy.float64'>
Governor : 16308.335052910052 <class 'numpy.float64'>
Governor democrat : 2354844.947222222 <class 'numpy.float64'>
Governor no party affiliation : 9527.93544973545 <class 'numpy.float64'>
Governor reform : 24518.751587301587 <class 'numpy.float64'>
Governor republican : 2206636.783333333 <class 'numpy.float64'>
Greater Naples Fire Rescue District: Seat 1 : 327.5 <class 'numpy.float64'>
Greater Naples Fire Rescue District: Seat 1 nonpartisan : 875.0 <class 'numpy.float64'>
Greater Naples Fire Rescue District: Seat 3 : 321.5 <class 'numpy.float64'>
Greater Naples Fire Rescue District: Seat 3 nonpartisan : 881.0 <class 'numpy.float64'>
Griffin Lakes Community Development District: Seat 2 : 48.0 <class 'numpy.float64'>
Griffin Lakes Community Development District: Seat 2 nonpartisan : 96.0 <class 'numpy.float64'>
Habitat Community Development District: Seat 3 : 307.5 <class 'numpy.float64'>
Habitat Community Development District: Seat 3 nonpartisan : 396.0 <class 'numpy.float64'>
Harmony Community Development District: Seat 2 : 51.5 <class 'numpy.float64'>
Harmony Community Development District: Seat 2 nonpartisan : 332.3333333333333 <class 'numpy.float64'>
Harmony Community Development District: Seat 4 : 37.0 <class 'numpy.float64'>
Harmony Community Development District: Seat 4 nonpartisan : 513.0 <class 'numpy.float64'>
Heritage Isle at Viera Community Development District: Seat 2 : 187.0 <class 'numpy.float64'>
Heritage Isle at Viera Community Development District: Seat 2 nonpartisan : 866.0 <class 'numpy.float64'>
Heritage Landing Community Development District: Seat 2 : 123.0 <class 'numpy.float64'>
Heritage Landing Community Development District: Seat 2 nonpartisan : 699.5 <class 'numpy.float64'>
Heritage Oak Park Community Development District: Seat 3 : 22.5 <class 'numpy.float64'>
Heritage Oak Park Community Development District: Seat 3 nonpartisan : 285.0 <class 'numpy.float64'>
Heritage Oak Park Community Development District: Seat 4 : 24.0 <class 'numpy.float64'>
Heritage Oak Park Community Development District: Seat 4 nonpartisan : 283.5 <class 'numpy.float64'>
Hillsborough Soil and Water Conservation District: Group 1 : 3393.0 <class 'numpy.float64'>
Hillsborough Soil and Water Conservation District: Group 1 nonpartisan : 4497.75 <class 'numpy.float64'>
Hillsborough Soil and Water Conservation District: Group 3 : 3650.0 <class 'numpy.float64'>
Hillsborough Soil and Water Conservation District: Group 3 nonpartisan : 5825.666666666667 <class 'numpy.float64'>
Hillsborough Soil and Water Conservation District: Group 5 : 3603.0 <class 'numpy.float64'>
Hillsborough Soil and Water Conservation District: Group 5 nonpartisan : 4392.75 <class 'numpy.float64'>
Holley-Navarre Fire District: Seat 5 : 1167.0 <class 'numpy.float64'>
Holley-Navarre Fire District: Seat 5 nonpartisan : 7224.5 <class 'numpy.float64'>
Holmes Creek Soil and Water Conservation District: Group 1 : 362.5 <class 'numpy.float64'>
Holmes Creek Soil and Water Conservation District: Group 1 nonpartisan : 3057.5 <class 'numpy.float64'>
Homosassa Special Water District: Seat 4 : 165.0 <class 'numpy.float64'>
Homosassa Special Water District: Seat 4 nonpartisan : 873.5 <class 'numpy.float64'>
Indian Point Common Facilities District: Seat 3 : 13.5 <class 'numpy.float64'>
Indian Point Common Facilities District: Seat 3 nonpartisan : 167.5 <class 'numpy.float64'>
Indian River Mosquito Control District: Seat 2 : 8759.0 <class 'numpy.float64'>
Indian River Mosquito Control District: Seat 2 nonpartisan : 28719.5 <class 'numpy.float64'>
Indian River Soil and Water Conservation District: Group 1 : 11755.0 <class 'numpy.float64'>
Indian River Soil and Water Conservation District: Group 1 nonpartisan : 25744.5 <class 'numpy.float64'>
Indian River Soil and Water Conservation District: Group 3 : 10918.5 <class 'numpy.float64'>
Indian River Soil and Water Conservation District: Group 3 nonpartisan : 17720.666666666668 <class 'numpy.float64'>
Indian Trail Improvement District: Seat 1 : 2069.5 <class 'numpy.float64'>
Indian Trail Improvement District: Seat 1 nonpartisan : 6426.5 <class 'numpy.float64'>
Indian Trail Improvement District: Seat 3 : 2141.25 <class 'numpy.float64'>
Indian Trail Improvement District: Seat 3 nonpartisan : 6354.75 <class 'numpy.float64'>
Indian Trail Improvement District: Seat 5 : 2160.75 <class 'numpy.float64'>
Indian Trail Improvement District: Seat 5 nonpartisan : 6335.25 <class 'numpy.float64'>
Iona-McGregor Fire Protection and Rescue Service District: Seat 3 : 5911.5 <class 'numpy.float64'>
Iona-McGregor Fire Protection and Rescue Service District: Seat 3 nonpartisan : 10100.5 <class 'numpy.float64'>
Islands at Doral III Community Development District: Seat 1 : 80.5 <class 'numpy.float64'>
Islands at Doral III Community Development District: Seat 1 nonpartisan : 338.5 <class 'numpy.float64'>
Islands at Doral III Community Development District: Seat 2 : 80.5 <class 'numpy.float64'>
Islands at Doral III Community Development District: Seat 2 nonpartisan : 338.5 <class 'numpy.float64'>
Julington Creek Plantation Community Development District: Seat 1 : 937.0 <class 'numpy.float64'>
Julington Creek Plantation Community Development District: Seat 1 nonpartisan : 3420.0 <class 'numpy.float64'>
Key Largo Fire Rescue and Emergency Medical Services District: Seat 2 : 254.0 <class 'numpy.float64'>
Key Largo Fire Rescue and Emergency Medical Services District: Seat 2 nonpartisan : 1566.75 <class 'numpy.float64'>
Key Largo Fire Rescue and Emergency Medical Services District: Seat 4 : 268.25 <class 'numpy.float64'>
Key Largo Fire Rescue and Emergency Medical Services District: Seat 4 nonpartisan : 1552.5 <class 'numpy.float64'>
Lake Ashton Community Development District: Seat 2 : 32.0 <class 'numpy.float64'>
Lake Ashton Community Development District: Seat 2 nonpartisan : 586.5 <class 'numpy.float64'>
Lake Ashton Community Development District: Seat 4 : 63.0 <class 'numpy.float64'>
Lake Ashton Community Development District: Seat 4 nonpartisan : 370.3333333333333 <class 'numpy.float64'>
Lake Ashton II Community Development District: Seat 1 : 26.0 <class 'numpy.float64'>
Lake Ashton II Community Development District: Seat 1 nonpartisan : 263.5 <class 'numpy.float64'>
Lake County Water Authority : 3599.333333333333 <class 'numpy.float64'>
Lake County Water Authority democrat : 59149.33333333334 <class 'numpy.float64'>
Lake County Water Authority no party affiliation : 8448.0 <class 'numpy.float64'>
Lake County Water Authority republican : 87185.99999999999 <class 'numpy.float64'>
Lake County Water Authority: At Large : 3942.0 <class 'numpy.float64'>
Lake County Water Authority: At Large democrat : 57429.0 <class 'numpy.float64'>
Lake County Water Authority: At Large republican : 91037.0 <class 'numpy.float64'>
Lake Lucie Community Development District: Seat 3 : 10.0 <class 'numpy.float64'>
Lake Lucie Community Development District: Seat 3 nonpartisan : 90.0 <class 'numpy.float64'>
Lake Powell Residential Golf Community Development District: Seat 5 : 7.5 <class 'numpy.float64'>
Lake Powell Residential Golf Community Development District: Seat 5 nonpartisan : 137.0 <class 'numpy.float64'>
Lakes by the Bay South Community Development District: Seat 3 : 173.0 <class 'numpy.float64'>
Lakes by the Bay South Community Development District: Seat 3 nonpartisan : 483.6666666666667 <class 'numpy.float64'>
Lakes by the Bay South Community Development District: Seat 4 : 174.5 <class 'numpy.float64'>
Lakes by the Bay South Community Development District: Seat 4 nonpartisan : 362.0 <class 'numpy.float64'>
Lakes by the Bay South Community Development District: Seat 5 : 168.5 <class 'numpy.float64'>
Lakes by the Bay South Community Development District: Seat 5 nonpartisan : 730.0 <class 'numpy.float64'>
Lakeside Community Development District: Seat 2 : 39.5 <class 'numpy.float64'>
Lakeside Community Development District: Seat 2 nonpartisan : 185.5 <class 'numpy.float64'>
Lakeside Community Development District: Seat 5 : 39.0 <class 'numpy.float64'>
Lakeside Community Development District: Seat 5 nonpartisan : 124.0 <class 'numpy.float64'>
Lee County Mosquito Control District: Area 4 : 48285.5 <class 'numpy.float64'>
Lee County Mosquito Control District: Area 4 nonpartisan : 63904.0 <class 'numpy.float64'>
Lee Memorial Health System Board of Directors : 155504.25 <class 'numpy.float64'>
Lee Memorial Health System Board of Directors nonpartisan : 91593.16666666667 <class 'numpy.float64'>
Lehigh Acres Fire Control and Rescue District: Seat 2 : 2640.5 <class 'numpy.float64'>
Lehigh Acres Fire Control and Rescue District: Seat 2 nonpartisan : 6488.333333333334 <class 'numpy.float64'>
Lehigh Acres Fire Control and Rescue District: Seat 3 : 2875.0 <class 'numpy.float64'>
Lehigh Acres Fire Control and Rescue District: Seat 3 nonpartisan : 9498.0 <class 'numpy.float64'>
Lehigh Acres Fire Control and Rescue District: Seat 5 : 2848.0 <class 'numpy.float64'>
Lehigh Acres Fire Control and Rescue District: Seat 5 nonpartisan : 4762.5 <class 'numpy.float64'>
Lehigh Acres Municipal Services Improvement District: Seat 2 : 2846.5 <class 'numpy.float64'>
Lehigh Acres Municipal Services Improvement District: Seat 2 nonpartisan : 9680.0 <class 'numpy.float64'>
Lehigh Acres Municipal Services Improvement District: Seat 4 : 2479.5 <class 'numpy.float64'>
Lehigh Acres Municipal Services Improvement District: Seat 4 nonpartisan : 10047.0 <class 'numpy.float64'>
Leon Soil and Water Conservation District: Group 2 : 12409.383333333335 <class 'numpy.float64'>
Leon Soil and Water Conservation District: Group 2 nonpartisan : 23237.81111111111 <class 'numpy.float64'>
Leon Soil and Water Conservation District: Group 4 : 12823.849999999999 <class 'numpy.float64'>
Leon Soil and Water Conservation District: Group 4 nonpartisan : 34442.25 <class 'numpy.float64'>
Madison Soil and Water Conservation District: Group 2 : 457.5 <class 'numpy.float64'>
Madison Soil and Water Conservation District: Group 2 nonpartisan : 3380.5 <class 'numpy.float64'>
Majorca Isles Community Development District: Seat 3 : 7.5 <class 'numpy.float64'>
Majorca Isles Community Development District: Seat 3 nonpartisan : 102.75 <class 'numpy.float64'>
Majorca Isles Community Development District: Seat 4 : 6.5 <class 'numpy.float64'>
Majorca Isles Community Development District: Seat 4 nonpartisan : 103.75 <class 'numpy.float64'>
Majorca Isles Community Development District: Seat 5 : 6.0 <class 'numpy.float64'>
Majorca Isles Community Development District: Seat 5 nonpartisan : 104.25 <class 'numpy.float64'>
Matlacha/Pine Island Fire Control District: Seat 4 : 538.5 <class 'numpy.float64'>
Matlacha/Pine Island Fire Control District: Seat 4 nonpartisan : 2211.0 <class 'numpy.float64'>
Moody River Estates Community Development District: Seat 1 : 69.5 <class 'numpy.float64'>
Moody River Estates Community Development District: Seat 1 nonpartisan : 328.0 <class 'numpy.float64'>
North Collier Fire Control and Rescue District: Seat 2 : 972.0 <class 'numpy.float64'>
North Collier Fire Control and Rescue District: Seat 2 nonpartisan : 3368.0 <class 'numpy.float64'>
North Collier Fire Control and Rescue District: Seat 4 : 1134.0 <class 'numpy.float64'>
North Collier Fire Control and Rescue District: Seat 4 nonpartisan : 2391.666666666667 <class 'numpy.float64'>
North Collier Fire Control and Rescue District: Seat 5 : 1170.5 <class 'numpy.float64'>
North Collier Fire Control and Rescue District: Seat 5 nonpartisan : 2367.333333333333 <class 'numpy.float64'>
North Fort Myers Fire Control and Rescue Service District: Seat 3 : 2599.0 <class 'numpy.float64'>
North Fort Myers Fire Control and Rescue Service District: Seat 3 nonpartisan : 7778.5 <class 'numpy.float64'>
North Lake County Hospital District: Northeast, Seat 2 : 2461.5 <class 'numpy.float64'>
North Lake County Hospital District: Northeast, Seat 2 democrat : 32688.0 <class 'numpy.float64'>
North Lake County Hospital District: Northeast, Seat 2 republican : 59820.0 <class 'numpy.float64'>
North Okaloosa Fire District: Group 2 : 151.0 <class 'numpy.float64'>
North Okaloosa Fire District: Group 2 nonpartisan : 762.0 <class 'numpy.float64'>
North Okaloosa Fire District: Group 4 : 156.0 <class 'numpy.float64'>
North Okaloosa Fire District: Group 4 nonpartisan : 757.0 <class 'numpy.float64'>
North Sumter County Utility Dependent District: Seat 5 : 1288.5 <class 'numpy.float64'>
North Sumter County Utility Dependent District: Seat 5 nonpartisan : 1535.3333333333335 <class 'numpy.float64'>
North Sumter County Utility Dependent District: Seat 6 : 1457.0 <class 'numpy.float64'>
North Sumter County Utility Dependent District: Seat 6 nonpartisan : 2795.5 <class 'numpy.float64'>
Northern Palm Beach County Improvement District: Seat 2 : 13060.41111111111 <class 'numpy.float64'>
Northern Palm Beach County Improvement District: Seat 2 nonpartisan : 15693.213888888891 <class 'numpy.float64'>
Oak Creek Community Development District: Seat 3 : 33.5 <class 'numpy.float64'>
Oak Creek Community Development District: Seat 3 nonpartisan : 297.0 <class 'numpy.float64'>
Orange Soil and Water Conservation District: Group 2 : 39344.0 <class 'numpy.float64'>
Orange Soil and Water Conservation District: Group 2 nonpartisan : 200331.5 <class 'numpy.float64'>
Orange Soil and Water Conservation District: Group 4 : 43697.5 <class 'numpy.float64'>
Orange Soil and Water Conservation District: Group 4 nonpartisan : 195978.0 <class 'numpy.float64'>
Osceola Soil and Water Conservation District: Group 1 : 7699.0 <class 'numpy.float64'>
Osceola Soil and Water Conservation District: Group 1 nonpartisan : 50356.5 <class 'numpy.float64'>
Osceola Soil and Water Conservation District: Group 3 : 8586.0 <class 'numpy.float64'>
Osceola Soil and Water Conservation District: Group 3 nonpartisan : 49469.5 <class 'numpy.float64'>
Palm Beach Soil and Water Conservation District: Group 1 : 54066.88353174603 <class 'numpy.float64'>
Palm Beach Soil and Water Conservation District: Group 1 nonpartisan : 99142.25224867725 <class 'numpy.float64'>
Palm Beach Soil and Water Conservation District: Group 5 : 57210.946428571435 <class 'numpy.float64'>
Palm Beach Soil and Water Conservation District: Group 5 nonpartisan : 145569.31547619047 <class 'numpy.float64'>
Pasco County Mosquito Control District: Seat 2 : 4091.5 <class 'numpy.float64'>
Pasco County Mosquito Control District: Seat 2 nonpartisan : 10440.0 <class 'numpy.float64'>
Piney Z Community Development District: Seat 1 : 60.0 <class 'numpy.float64'>
Piney Z Community Development District: Seat 1 nonpartisan : 465.5 <class 'numpy.float64'>
Piney Z Community Development District: Seat 3 : 57.0 <class 'numpy.float64'>
Piney Z Community Development District: Seat 3 nonpartisan : 468.5 <class 'numpy.float64'>
Piney Z Community Development District: Seat 5 : 57.5 <class 'numpy.float64'>
Piney Z Community Development District: Seat 5 nonpartisan : 468.0 <class 'numpy.float64'>
Poinciana Community Development District: Seat 1 : 195.0 <class 'numpy.float64'>
Poinciana Community Development District: Seat 1 nonpartisan : 1618.0 <class 'numpy.float64'>
Poinciana Community Development District: Seat 2 : 182.5 <class 'numpy.float64'>
Poinciana Community Development District: Seat 2 nonpartisan : 1630.5 <class 'numpy.float64'>
Poinciana Community Development District: Seat 3 : 181.5 <class 'numpy.float64'>
Poinciana Community Development District: Seat 3 nonpartisan : 1631.5 <class 'numpy.float64'>
Poinciana West Community Development District: Seat 1 : 87.5 <class 'numpy.float64'>
Poinciana West Community Development District: Seat 1 nonpartisan : 889.0 <class 'numpy.float64'>
Poinciana West Community Development District: Seat 2 : 90.0 <class 'numpy.float64'>
Poinciana West Community Development District: Seat 2 nonpartisan : 886.5 <class 'numpy.float64'>
Polk Soil and Water Conservation District: Group 2 : 30199.5 <class 'numpy.float64'>
Polk Soil and Water Conservation District: Group 2 nonpartisan : 93448.0 <class 'numpy.float64'>
Polk Soil and Water Conservation District: Group 3 : 30331.0 <class 'numpy.float64'>
Polk Soil and Water Conservation District: Group 3 nonpartisan : 93316.5 <class 'numpy.float64'>
Port of Palm Beach District: Group 5 : 11745.34867724868 <class 'numpy.float64'>
Port of Palm Beach District: Group 5 democrat : 75691.26111111112 <class 'numpy.float64'>
Port of the Islands Community Improvement District: Seat 4 : 20.5 <class 'numpy.float64'>
Port of the Islands Community Improvement District: Seat 4 nonpartisan : 187.0 <class 'numpy.float64'>
Portofino Shores Community Development District: Seat 4 : 34.5 <class 'numpy.float64'>
Portofino Shores Community Development District: Seat 4 nonpartisan : 237.5 <class 'numpy.float64'>
Portofino Shores Community Development District: Seat 5 : 34.5 <class 'numpy.float64'>
Portofino Shores Community Development District: Seat 5 nonpartisan : 237.5 <class 'numpy.float64'>
Property Appraiser : 26.5 <class 'numpy.float64'>
Property Appraiser democrat : 637.0 <class 'numpy.float64'>
Property Appraiser republican : 1334.0 <class 'numpy.float64'>
Remington Community Development District: Seat 2 : 126.0 <class 'numpy.float64'>
Remington Community Development District: Seat 2 nonpartisan : 799.0 <class 'numpy.float64'>
Remington Community Development District: Seat 3 : 119.0 <class 'numpy.float64'>
Remington Community Development District: Seat 3 nonpartisan : 806.0 <class 'numpy.float64'>
Retention of Alan Lawson: Justice of the Supreme Court : 350295.2426587302 <class 'numpy.float64'>
Retention of Alan Lawson: Justice of the Supreme Court nonpartisan : 1981488.5833333333 <class 'numpy.float64'>
Retention of Allen Winsor: Court of Appeal : 63485.666666666664 <class 'numpy.float64'>
Retention of Allen Winsor: Court of Appeal nonpartisan : 382387.68333333335 <class 'numpy.float64'>
Retention of Anthony K. Black: Court of Appeal : 67746.18333333333 <class 'numpy.float64'>
Retention of Anthony K. Black: Court of Appeal nonpartisan : 314636.81666666665 <class 'numpy.float64'>
Retention of Brad Thomas: Court of Appeal : 63393.98333333334 <class 'numpy.float64'>
Retention of Brad Thomas: Court of Appeal nonpartisan : 382479.3666666667 <class 'numpy.float64'>
Retention of Burton C. Conner: Court of Appeal : 117281.57916666666 <class 'numpy.float64'>
Retention of Burton C. Conner: Court of Appeal nonpartisan : 547087.3970238096 <class 'numpy.float64'>
Retention of Carole Y. Taylor: Court of Appeal : 122386.6125 <class 'numpy.float64'>
Retention of Carole Y. Taylor: Court of Appeal nonpartisan : 541982.3636904762 <class 'numpy.float64'>
Retention of Darryl C. Casanueva: Court of Appeal : 69748.93333333333 <class 'numpy.float64'>
Retention of Darryl C. Casanueva: Court of Appeal nonpartisan : 312634.06666666665 <class 'numpy.float64'>
Retention of Edward C. LaRose: Court of Appeal : 70336.65833333333 <class 'numpy.float64'>
Retention of Edward C. LaRose: Court of Appeal nonpartisan : 312046.3416666667 <class 'numpy.float64'>
Retention of Eric Eisnaugle: Court of Appeal : 114746.33333333331 <class 'numpy.float64'>
Retention of Eric Eisnaugle: Court of Appeal nonpartisan : 692788.3333333333 <class 'numpy.float64'>
Retention of Harvey Jay: Court of Appeal : 60098.458333333336 <class 'numpy.float64'>
Retention of Harvey Jay: Court of Appeal nonpartisan : 385774.89166666666 <class 'numpy.float64'>
Retention of Ivan F. Fernandez: Court of Appeal : 51911.23888888889 <class 'numpy.float64'>
Retention of Ivan F. Fernandez: Court of Appeal nonpartisan : 290593.95198412694 <class 'numpy.float64'>
Retention of Jeffrey T. Kuntz: Court of Appeal : 122059.04603174602 <class 'numpy.float64'>
Retention of Jeffrey T. Kuntz: Court of Appeal nonpartisan : 542309.9301587301 <class 'numpy.float64'>
Retention of Kemmerly Thomas: Court of Appeal : 63605.85833333334 <class 'numpy.float64'>
Retention of Kemmerly Thomas: Court of Appeal nonpartisan : 382267.4916666667 <class 'numpy.float64'>
Retention of Kevin Emas: Court of Appeal : 52723.62420634921 <class 'numpy.float64'>
Retention of Kevin Emas: Court of Appeal nonpartisan : 289781.56666666665 <class 'numpy.float64'>
Retention of Norma Shepard Lindsey: Court of Appeal : 56613.17301587302 <class 'numpy.float64'>
Retention of Norma Shepard Lindsey: Court of Appeal nonpartisan : 285892.01785714284 <class 'numpy.float64'>
Retention of Robert Joshua Luck: Court of Appeal : 68523.60912698413 <class 'numpy.float64'>
Retention of Robert Joshua Luck: Court of Appeal nonpartisan : 273981.58174603176 <class 'numpy.float64'>
Retention of Stephanie Ray: Court of Appeal : 62112.45 <class 'numpy.float64'>
Retention of Stephanie Ray: Court of Appeal nonpartisan : 383760.9 <class 'numpy.float64'>
Retention of Susan H. Rothstein-Youakim: Court of Appeal : 69625.15833333333 <class 'numpy.float64'>
Retention of Susan H. Rothstein-Youakim: Court of Appeal nonpartisan : 312757.8416666667 <class 'numpy.float64'>
Rivers Edge Community Development District: Seat 2 : 78.5 <class 'numpy.float64'>
Rivers Edge Community Development District: Seat 2 nonpartisan : 287.0 <class 'numpy.float64'>
Rivers Edge Community Development District: Seat 4 : 75.0 <class 'numpy.float64'>
Rivers Edge Community Development District: Seat 4 nonpartisan : 290.5 <class 'numpy.float64'>
Riverwood Community Development District: Seat 5 : 33.0 <class 'numpy.float64'>
Riverwood Community Development District: Seat 5 nonpartisan : 591.0 <class 'numpy.float64'>
San Carlos Park Fire Protection and Rescue Service District: Seat 1 : 2281.5 <class 'numpy.float64'>
San Carlos Park Fire Protection and Rescue Service District: Seat 1 nonpartisan : 5017.0 <class 'numpy.float64'>
Sanibel Fire & Rescue District: Seat 1 : 836.0 <class 'numpy.float64'>
Sanibel Fire & Rescue District: Seat 1 nonpartisan : 1397.0 <class 'numpy.float64'>
Sanibel Fire & Rescue District: Seat 2 : 799.5 <class 'numpy.float64'>
Sanibel Fire & Rescue District: Seat 2 nonpartisan : 1433.5 <class 'numpy.float64'>
Santa Fe Soil and Water Conservation District: Group 4 : 1175.1666666666667 <class 'numpy.float64'>
Santa Fe Soil and Water Conservation District: Group 4 nonpartisan : 4795.333333333333 <class 'numpy.float64'>
Sarasota County Charter Review Board : 964.6666666666667 <class 'numpy.float64'>
Sarasota County Charter Review Board democrat : 12942.5 <class 'numpy.float64'>
Sarasota County Charter Review Board no party affiliation : 11238.0 <class 'numpy.float64'>
Sarasota County Charter Review Board republican : 14537.333333333334 <class 'numpy.float64'>
Sarasota County Public Hospital Board: Central District Seat 2 : 919.0 <class 'numpy.float64'>
Sarasota County Public Hospital Board: Central District Seat 2 democrat : 12162.0 <class 'numpy.float64'>
Sarasota County Public Hospital Board: Central District Seat 2 republican : 14841.0 <class 'numpy.float64'>
Sarasota County Public Hospital Board: Northern District Seat 1 : 956.0 <class 'numpy.float64'>
Sarasota County Public Hospital Board: Northern District Seat 1 democrat : 12293.0 <class 'numpy.float64'>
Sarasota County Public Hospital Board: Northern District Seat 1 republican : 14636.0 <class 'numpy.float64'>
School Board : 143901.06547619047 <class 'numpy.float64'>
School Board nonpartisan : 705086.5761904762 <class 'numpy.float64'>
Sebastian Inlet Tax District : 19842.5 <class 'numpy.float64'>
Sebastian Inlet Tax District nonpartisan : 44051.33333333333 <class 'numpy.float64'>
Seminole Soil and Water Conservation District: Group 3 : 25269.5 <class 'numpy.float64'>
Seminole Soil and Water Conservation District: Group 3 nonpartisan : 50161.99999999999 <class 'numpy.float64'>
Seminole Soil and Water Conservation District: Group 5 : 26288.5 <class 'numpy.float64'>
Seminole Soil and Water Conservation District: Group 5 nonpartisan : 74224.0 <class 'numpy.float64'>
Sheriff : 13528.0 <class 'numpy.float64'>
Sheriff democrat : 199865.0 <class 'numpy.float64'>
Sheriff no party affiliation : 135053.5 <class 'numpy.float64'>
Sheriff republican : 14504.0 <class 'numpy.float64'>
Sonoma Bay Community Development District: Seat 5 : 24.5 <class 'numpy.float64'>
Sonoma Bay Community Development District: Seat 5 nonpartisan : 91.5 <class 'numpy.float64'>
South Dade Soil and Water Conservation District: Group 1 : 4383.517857142857 <class 'numpy.float64'>
South Dade Soil and Water Conservation District: Group 1 nonpartisan : 16495.25595238095 <class 'numpy.float64'>
South Dade Venture Community Development District: Seat 2 : 147.0 <class 'numpy.float64'>
South Dade Venture Community Development District: Seat 2 nonpartisan : 789.5 <class 'numpy.float64'>
South Dade Venture Community Development District: Seat 3 : 144.0 <class 'numpy.float64'>
South Dade Venture Community Development District: Seat 3 nonpartisan : 792.5 <class 'numpy.float64'>
Spring Lake Improvement District: Seat 4 : 63.0 <class 'numpy.float64'>
Spring Lake Improvement District: Seat 4 nonpartisan : 489.5 <class 'numpy.float64'>
Spring Ridge Community Development District: Seat 1 : 12.5 <class 'numpy.float64'>
Spring Ridge Community Development District: Seat 1 nonpartisan : 133.0 <class 'numpy.float64'>
St. Augustine Port: Waterway and Beach Commission, Group 1 : 4868.0 <class 'numpy.float64'>
St. Augustine Port: Waterway and Beach Commission, Group 1 nonpartisan : 12946.0 <class 'numpy.float64'>
St. Augustine Port: Waterway and Beach Commission, Group 3 : 4609.5 <class 'numpy.float64'>
St. Augustine Port: Waterway and Beach Commission, Group 3 nonpartisan : 13204.5 <class 'numpy.float64'>
St. Augustine-St. Johns County Airport Authority: Group 2 : 17523.5 <class 'numpy.float64'>
St. Augustine-St. Johns County Airport Authority: Group 2 nonpartisan : 48324.5 <class 'numpy.float64'>
St. Augustine-St. Johns County Airport Authority: Group 3 : 17430.5 <class 'numpy.float64'>
St. Augustine-St. Johns County Airport Authority: Group 3 nonpartisan : 48417.5 <class 'numpy.float64'>
St. Lucie West Services District: Seat 2 : 814.0 <class 'numpy.float64'>
St. Lucie West Services District: Seat 2 nonpartisan : 3136.5 <class 'numpy.float64'>
State Attorney: 20th Judicial Circuit : 36272.333333333336 <class 'numpy.float64'>
State Attorney: 20th Judicial Circuit republican : 290213.0 <class 'numpy.float64'>
State House : 57025.71181318681 <class 'numpy.float64'>
State House democrat : 1313936.402777778 <class 'numpy.float64'>
State House green : 2973.838888888889 <class 'numpy.float64'>
State House libertarian : 4316.833333333334 <class 'numpy.float64'>
State House no party affiliation : 54549.33333333333 <class 'numpy.float64'>
State House republican : 1668702.4571428571 <class 'numpy.float64'>
State Senate : 59025.35998075998 <class 'numpy.float64'>
State Senate democrat : 880342.169047619 <class 'numpy.float64'>
State Senate libertarian : 1570.0 <class 'numpy.float64'>
State Senate no party affiliation : 2861.833333333333 <class 'numpy.float64'>
State Senate republican : 934277.8452380951 <class 'numpy.float64'>
Stoneybrook Community Development District: Seat 4 : 161.5 <class 'numpy.float64'>
Stoneybrook Community Development District: Seat 4 nonpartisan : 401.0 <class 'numpy.float64'>
Suwannee County Conservation District: Group 4 : 1117.0 <class 'numpy.float64'>
Suwannee County Conservation District: Group 4 nonpartisan : 6916.0 <class 'numpy.float64'>
Sweetwater Creek Community Development District: Seat 1 : 87.0 <class 'numpy.float64'>
Sweetwater Creek Community Development District: Seat 1 nonpartisan : 295.5 <class 'numpy.float64'>
Sweetwater Creek Community Development District: Seat 2 : 95.5 <class 'numpy.float64'>
Sweetwater Creek Community Development District: Seat 2 nonpartisan : 191.33333333333334 <class 'numpy.float64'>
Tax Collector : 746.5 <class 'numpy.float64'>
Tax Collector democrat : 24906.0 <class 'numpy.float64'>
Tax Collector no party affiliation : 1769.0 <class 'numpy.float64'>
Tax Collector republican : 32374.0 <class 'numpy.float64'>
Thousand Oaks Community Development District: Seat 3 : 71.0 <class 'numpy.float64'>
Thousand Oaks Community Development District: Seat 3 nonpartisan : 366.0 <class 'numpy.float64'>
Thousand Oaks Community Development District: Seat 5 : 69.5 <class 'numpy.float64'>
Thousand Oaks Community Development District: Seat 5 nonpartisan : 367.5 <class 'numpy.float64'>
Tolomato Community Development District: Seat 4 : 775.0 <class 'numpy.float64'>
Tolomato Community Development District: Seat 4 nonpartisan : 3195.5 <class 'numpy.float64'>
Tolomato Community Development District: Seat 5 : 864.5 <class 'numpy.float64'>
Tolomato Community Development District: Seat 5 nonpartisan : 3106.0 <class 'numpy.float64'>
Tradition Community Development District No. 4: Seat 4 : 93.5 <class 'numpy.float64'>
Tradition Community Development District No. 4: Seat 4 nonpartisan : 339.5 <class 'numpy.float64'>
Tradition Community Development District No. 6: Seat 1 : 75.5 <class 'numpy.float64'>
Tradition Community Development District No. 6: Seat 1 nonpartisan : 263.3333333333333 <class 'numpy.float64'>
Tradition Community Development District No. 6: Seat 3 : 53.5 <class 'numpy.float64'>
Tradition Community Development District No. 6: Seat 3 nonpartisan : 417.0 <class 'numpy.float64'>
Tradition Community Development District No. 6: Seat 5 : 70.0 <class 'numpy.float64'>
Tradition Community Development District No. 6: Seat 5 nonpartisan : 400.5 <class 'numpy.float64'>
Turnbull Creek Community Development District: Seat 1 : 131.0 <class 'numpy.float64'>
Turnbull Creek Community Development District: Seat 1 nonpartisan : 591.5 <class 'numpy.float64'>
Turnbull Creek Community Development District: Seat 3 : 146.0 <class 'numpy.float64'>
Turnbull Creek Community Development District: Seat 3 nonpartisan : 576.5 <class 'numpy.float64'>
US House : 51830.29288804877 <class 'numpy.float64'>
US House democrat : 1933239.2626984129 <class 'numpy.float64'>
US House no party affiliation : 16307.75 <class 'numpy.float64'>
US House republican : 1991447.5964285715 <class 'numpy.float64'>
US Senate : 25924.868783068785 <class 'numpy.float64'>
US Senate democrat : 2375041.5531746033 <class 'numpy.float64'>
US Senate republican : 2210423.4353174604 <class 'numpy.float64'>
Viera East Community Development District: Group 1 : 498.5 <class 'numpy.float64'>
Viera East Community Development District: Group 1 nonpartisan : 2186.0 <class 'numpy.float64'>
Viera East Community Development District: Group 2 : 483.5 <class 'numpy.float64'>
Viera East Community Development District: Group 2 nonpartisan : 2201.0 <class 'numpy.float64'>
Village Community Development District No. 10: Seat 2 : 1230.0 <class 'numpy.float64'>
Village Community Development District No. 10: Seat 2 nonpartisan : 2015.0 <class 'numpy.float64'>
Village Community Development District No. 10: Seat 3 : 1345.0 <class 'numpy.float64'>
Village Community Development District No. 10: Seat 3 nonpartisan : 2907.5 <class 'numpy.float64'>
Village Community Development District No. 10: Seat 5 : 1163.0 <class 'numpy.float64'>
Village Community Development District No. 10: Seat 5 nonpartisan : 2059.666666666667 <class 'numpy.float64'>
Village Community Development District No. 12: Seat 4 : 121.5 <class 'numpy.float64'>
Village Community Development District No. 12: Seat 4 nonpartisan : 626.5 <class 'numpy.float64'>
Village Community Development District No. 5: Seat 2 : 828.5 <class 'numpy.float64'>
Village Community Development District No. 5: Seat 2 nonpartisan : 2939.0 <class 'numpy.float64'>
Village Community Development District No. 6: Seat 1 : 690.5 <class 'numpy.float64'>
Village Community Development District No. 6: Seat 1 nonpartisan : 3351.0 <class 'numpy.float64'>
Village Community Development District No. 9: Seat 4 : 1097.0 <class 'numpy.float64'>
Village Community Development District No. 9: Seat 4 nonpartisan : 2494.5 <class 'numpy.float64'>
Village Community Development District No. 9: Seat 5 : 1199.0 <class 'numpy.float64'>
Village Community Development District No. 9: Seat 5 nonpartisan : 2392.5 <class 'numpy.float64'>
Vizcaya in Kendall Community Development District: Seat 2 : 48.5 <class 'numpy.float64'>
Vizcaya in Kendall Community Development District: Seat 2 nonpartisan : 234.5 <class 'numpy.float64'>
Volusia Soil and Water Conservation District: Group 1 : 22702.5 <class 'numpy.float64'>
Volusia Soil and Water Conservation District: Group 1 nonpartisan : 92799.5 <class 'numpy.float64'>
Volusia Soil and Water Conservation District: Group 3 : 23432.0 <class 'numpy.float64'>
Volusia Soil and Water Conservation District: Group 3 nonpartisan : 61380.0 <class 'numpy.float64'>
Volusia Soil and Water Conservation District: Group 5 : 23325.5 <class 'numpy.float64'>
Volusia Soil and Water Conservation District: Group 5 nonpartisan : 61451.00000000001 <class 'numpy.float64'>
Walnut Creek Community Development District: Seat 1 : 109.0 <class 'numpy.float64'>
Walnut Creek Community Development District: Seat 1 nonpartisan : 487.5 <class 'numpy.float64'>
Walnut Creek Community Development District: Seat 3 : 103.5 <class 'numpy.float64'>
Walnut Creek Community Development District: Seat 3 nonpartisan : 493.0 <class 'numpy.float64'>
West Volusia Hospital Authority: Group A Seat 1 : 7251.0 <class 'numpy.float64'>
West Volusia Hospital Authority: Group A Seat 1 nonpartisan : 38230.5 <class 'numpy.float64'>
West Volusia Hospital Authority: Group B Seat 1 : 7544.5 <class 'numpy.float64'>
West Volusia Hospital Authority: Group B Seat 1 nonpartisan : 37937.0 <class 'numpy.float64'>
West Volusia Hospital Authority: Group B Seat 2 : 8173.0 <class 'numpy.float64'>
West Volusia Hospital Authority: Group B Seat 2 nonpartisan : 37308.5 <class 'numpy.float64'>
######## Georgia : MEDSL 2018 ########
Attorney General democratic : 400160.87083333335 <class 'numpy.float64'>
Attorney General republican : 453106.68333333335 <class 'numpy.float64'>
Commissioner Of Agriculture democratic : 383358.49166666664 <class 'numpy.float64'>
Commissioner Of Agriculture republican : 465900.62916666665 <class 'numpy.float64'>
Commissioner Of Insurance democratic : 385681.65 <class 'numpy.float64'>
Commissioner Of Insurance libertarian : 22263.229166666664 <class 'numpy.float64'>
Commissioner Of Insurance republican : 445334.4916666667 <class 'numpy.float64'>
Commissioner Of Labor democratic : 389138.2291666666 <class 'numpy.float64'>
Commissioner Of Labor republican : 461526.1166666667 <class 'numpy.float64'>
Governor democratic : 408454.4083333333 <class 'numpy.float64'>
Governor libertarian : 8157.420833333334 <class 'numpy.float64'>
Governor republican : 453729.2791666667 <class 'numpy.float64'>
Lieutenant Governor democratic : 388327.1083333333 <class 'numpy.float64'>
Lieutenant Governor republican : 446682.225 <class 'numpy.float64'>
Public Service Commission democratic : 389006.38749999995 <class 'numpy.float64'>
Public Service Commission libertarian : 21888.375 <class 'numpy.float64'>
Public Service Commission republican : 441354.1270833333 <class 'numpy.float64'>
Secretary Of State democratic : 402644.25416666665 <class 'numpy.float64'>
Secretary Of State libertarian : 18743.345833333333 <class 'numpy.float64'>
Secretary Of State republican : 436624.6666666666 <class 'numpy.float64'>
State House democratic : 310502.58194444445 <class 'numpy.float64'>
State House independent : 1148.75 <class 'numpy.float64'>
State House republican : 401723.3625 <class 'numpy.float64'>
State School Superintendent democratic : 385893.0541666667 <class 'numpy.float64'>
State School Superintendent republican : 467626.7208333333 <class 'numpy.float64'>
State Senate democratic : 329012.3053571428 <class 'numpy.float64'>
State Senate republican : 431030.5416666666 <class 'numpy.float64'>
US House democrat : 377777.9863095238 <class 'numpy.float64'>
US House republican : 449902.23750000005 <class 'numpy.float64'>
######## Hawaii : MEDSL 2018 ########
At-Large Trustee nonpartisan : 38287.8 <class 'numpy.float64'>
Councilmember (East Maui) nonpartisan : 7186.833333333333 <class 'numpy.float64'>
Councilmember (Kahului) nonpartisan : 7697.666666666667 <class 'numpy.float64'>
Councilmember (Lanai) nonpartisan : 7163.833333333334 <class 'numpy.float64'>
Councilmember (Makawao-Haiku-Paia) nonpartisan : 7454.166666666667 <class 'numpy.float64'>
Councilmember (Molokai) nonpartisan : 7129.500000000001 <class 'numpy.float64'>
Councilmember (South Maui) nonpartisan : 7162.0 <class 'numpy.float64'>
Councilmember (Upcountry) nonpartisan : 7435.166666666668 <class 'numpy.float64'>
Councilmember (Wailuku-Waihee-Waikapu) nonpartisan : 7504.166666666666 <class 'numpy.float64'>
Councilmember (West Maui) nonpartisan : 7159.5 <class 'numpy.float64'>
Councilmember, City and County of Honolulu nonpartisan : 10494.166666666668 <class 'numpy.float64'>
Councilmember, County of Hawaii nonpartisan : 906.0000000000001 <class 'numpy.float64'>
Councilmember, County of Kauai nonpartisan : 3001.5476190476193 <class 'numpy.float64'>
Governor and Lieutenant Governor democrat : 81644.66666666667 <class 'numpy.float64'>
Governor and Lieutenant Governor green : 3374.333333333333 <class 'numpy.float64'>
Governor and Lieutenant Governor nonpartisan : 1355.6666666666665 <class 'numpy.float64'>
Governor and Lieutenant Governor republican : 43906.333333333336 <class 'numpy.float64'>
Maui Resident Trustee nonpartisan : 36795.83333333333 <class 'numpy.float64'>
Mayor, County of Kauai nonpartisan : 4128.5 <class 'numpy.float64'>
Mayor, County of Maui nonpartisan : 7396.666666666667 <class 'numpy.float64'>
Oahu Resident Trustee nonpartisan : 44531.83333333334 <class 'numpy.float64'>
State House democrat : 28664.333333333332 <class 'numpy.float64'>
State House green : 1156.3333333333335 <class 'numpy.float64'>
State House libertarian : 1123.0 <class 'numpy.float64'>
State House republican : 16603.0 <class 'numpy.float64'>
State Senate democrat : 24399.0 <class 'numpy.float64'>
State Senate green : 1459.6666666666667 <class 'numpy.float64'>
State Senate libertarian : 1521.6666666666665 <class 'numpy.float64'>
State Senate republican : 7873.666666666666 <class 'numpy.float64'>
US House democrat : 95973.66666666667 <class 'numpy.float64'>
US House green : 738.0000000000001 <class 'numpy.float64'>
US House libertarian : 1166.0 <class 'numpy.float64'>
US House nonpartisan : 450.33333333333337 <class 'numpy.float64'>
US House republican : 29115.999999999996 <class 'numpy.float64'>
US Senate democrat : 92105.33333333333 <class 'numpy.float64'>
US Senate republican : 37345.0 <class 'numpy.float64'>
######## Idaho : MEDSL 2018 ########
Attorney General democrat : 186030.1666666667 <class 'numpy.float64'>
Attorney General republican : 342392.72222222225 <class 'numpy.float64'>
Governor constitution : 5025.482456140351 <class 'numpy.float64'>
Governor democrat : 211610.29385964913 <class 'numpy.float64'>
Governor libertarian : 5803.342105263158 <class 'numpy.float64'>
Governor republican : 320050.82017543865 <class 'numpy.float64'>
Judge - 5th Judicial District nonpartisan : 22747.5 <class 'numpy.float64'>
Lieutenant Governor democrat : 219750.96929824562 <class 'numpy.float64'>
Lieutenant Governor republican : 315249.84210526315 <class 'numpy.float64'>
Proposition 1 nonpartisan : 270747.625 <class 'numpy.float64'>
Proposition 2 nonpartisan : 271012.2638888889 <class 'numpy.float64'>
Secretary of State democrat : 202881.2105263158 <class 'numpy.float64'>
Secretary of State republican : 328360.04824561405 <class 'numpy.float64'>
State Controller republican : 415322.48245614034 <class 'numpy.float64'>
State House constitution : 3696.0 <class 'numpy.float64'>
State House democrat : 177268.44404761904 <class 'numpy.float64'>
State House independent : 6237.75 <class 'numpy.float64'>
State House libertarian : 558.0 <class 'numpy.float64'>
State House republican : 334493.74523809523 <class 'numpy.float64'>
State Senate constitution : 1068.5 <class 'numpy.float64'>
State Senate democrat : 160971.41666666666 <class 'numpy.float64'>
State Senate independent : 3636.5 <class 'numpy.float64'>
State Senate libertarian : 1678.0 <class 'numpy.float64'>
State Senate republican : 325203.4142857143 <class 'numpy.float64'>
State Treasurer republican : 416641.6111111111 <class 'numpy.float64'>
Superintendent of Public Instruction democrat : 262228.0 <class 'numpy.float64'>
Superintendent of Public Instruction republican : 272095.75 <class 'numpy.float64'>
US House constitution : 3063.3888888888887 <class 'numpy.float64'>
US House democrat : 186302.30000000002 <class 'numpy.float64'>
US House independent : 3787.9444444444443 <class 'numpy.float64'>
US House libertarian : 5347.222222222223 <class 'numpy.float64'>
US House republican : 324181.30000000005 <class 'numpy.float64'>
######## Illinois : MEDSL 2018 ########
10th Circuit - Keith Vacancy republican : 1837.0 <class 'numpy.float64'>
10th Circuit - Retain Gilfillan nonpartisan : 42094.5 <class 'numpy.float64'>
10th Circuit - Retain Gorman nonpartisan : 42361.5 <class 'numpy.float64'>
10th Circuit - Retain Lyons nonpartisan : 43145.5 <class 'numpy.float64'>
11th Circuit - Fitzgerald Vacancy republican : 51374.0 <class 'numpy.float64'>
11th Circuit - Retain Foley nonpartisan : 48294.5 <class 'numpy.float64'>
11th Circuit - Retain Lawrence nonpartisan : 48479.5 <class 'numpy.float64'>
12th Circuit - Policandriotes Vacancy democrat : 126161.0 <class 'numpy.float64'>
12th Circuit - Policandriotes Vacancy republican : 114870.0 <class 'numpy.float64'>
12th Circuit - Rozak Vacancy democrat : 129097.0 <class 'numpy.float64'>
12th Circuit - Rozak Vacancy republican : 113325.0 <class 'numpy.float64'>
13th Circuit - Retain Holland nonpartisan : 32438.0 <class 'numpy.float64'>
13th Circuit - Retain Raccuglia nonpartisan : 33258.5 <class 'numpy.float64'>
14th Circuit - Hauptman Vacancy democrat : 17196.0 <class 'numpy.float64'>
14th Circuit - Retain O'Connor nonpartisan : 44605.0 <class 'numpy.float64'>
14th Circuit - Retain Steines nonpartisan : 44039.5 <class 'numpy.float64'>
14th Circuit - Retain Vandewiele nonpartisan : 44354.5 <class 'numpy.float64'>
15th Circuit - Jacobson Vacancy republican : 10538.0 <class 'numpy.float64'>
15th Circuit - Retain Bald nonpartisan : 27496.5 <class 'numpy.float64'>
15th Circuit - Retain Hanson nonpartisan : 27134.0 <class 'numpy.float64'>
16th Circuit - 1st Subcircuit - A Vacancy democrat : 19717.0 <class 'numpy.float64'>
16th Circuit - 4Th Subcircuit - A Vacancy republican : 42227.0 <class 'numpy.float64'>
16th Circuit - Akemann Vacancy democrat : 84894.0 <class 'numpy.float64'>
16th Circuit - Akemann Vacancy republican : 80135.0 <class 'numpy.float64'>
16th Circuit - Retain Barsanti nonpartisan : 72740.0 <class 'numpy.float64'>
16th Circuit - Retain Dalton nonpartisan : 72236.0 <class 'numpy.float64'>
16th Circuit - Retain Hudson nonpartisan : 72546.5 <class 'numpy.float64'>
17th Circuit - Collins Vacancy democrat : 58138.0 <class 'numpy.float64'>
17th Circuit - Collins Vacancy republican : 54288.0 <class 'numpy.float64'>
17th Circuit - Prochaska Vacancy democrat : 55941.0 <class 'numpy.float64'>
17th Circuit - Prochaska Vacancy republican : 56460.0 <class 'numpy.float64'>
17th Circuit - Retain Maher nonpartisan : 48834.0 <class 'numpy.float64'>
18th Circuit - Creswell Vacancy democrat : 193753.0 <class 'numpy.float64'>
18th Circuit - Creswell Vacancy republican : 160469.0 <class 'numpy.float64'>
18th Circuit - Fawell Vacancy democrat : 176470.0 <class 'numpy.float64'>
18th Circuit - Fawell Vacancy republican : 176858.0 <class 'numpy.float64'>
18th Circuit - Retain O'Shea nonpartisan : 155083.5 <class 'numpy.float64'>
19th Circuit - 1st Subcircuit - Bridges Vacancy democrat : 18983.0 <class 'numpy.float64'>
19th Circuit - 5Th Subcircuit - A Vacancy republican : 35660.0 <class 'numpy.float64'>
19th Circuit - Phillips Vacancy republican : 181929.0 <class 'numpy.float64'>
19th Circuit - Retain Fix nonpartisan : 99868.0 <class 'numpy.float64'>
19th Circuit - Retain Schippers nonpartisan : 99574.5 <class 'numpy.float64'>
19th Circuit - Retain Shanes nonpartisan : 101618.0 <class 'numpy.float64'>
19th Circuit - starck Vacancy republican : 179072.0 <class 'numpy.float64'>
1st Appellate - Retain McBride nonpartisan : 657917.5 <class 'numpy.float64'>
1st Circuit - Retain Bleyer nonpartisan : 34713.0 <class 'numpy.float64'>
1st Circuit - Retain Boie nonpartisan : 34541.75 <class 'numpy.float64'>
1st Circuit- Clarke Vacancy democrat : 33577.0 <class 'numpy.float64'>
1st Circuit- Clarke Vacancy republican : 45848.5 <class 'numpy.float64'>
1st Circuit- Jackson Vacancy republican : 4840.0 <class 'numpy.float64'>
1st Circuit- Moore Vacancy democrat : 32987.0 <class 'numpy.float64'>
1st Circuit- Moore Vacancy republican : 45509.0 <class 'numpy.float64'>
1st Circuit- Palmer, Sr. Vacancy democrat : 12270.0 <class 'numpy.float64'>
1st Circuit- Palmer, Sr. Vacancy republican : 14480.0 <class 'numpy.float64'>
1st Circuit- Schwartz Vacancy democrat : 12076.0 <class 'numpy.float64'>
1st Circuit- Schwartz Vacancy republican : 8025.0 <class 'numpy.float64'>
1st Circuit- Smoot Vacancy democrat : 9771.0 <class 'numpy.float64'>
1st Circuit- Smoot Vacancy republican : 16929.0 <class 'numpy.float64'>
1st Supreme - Retain Burke nonpartisan : 682422.5 <class 'numpy.float64'>
20th Circuit - Fiss Vacancy democrat : 67545.0 <class 'numpy.float64'>
20th Circuit - Fiss Vacancy republican : 63604.5 <class 'numpy.float64'>
20th Circuit - Lechien Vacancy democrat : 54037.0 <class 'numpy.float64'>
20th Circuit - Lechien Vacancy republican : 41901.0 <class 'numpy.float64'>
20th Circuit - Lopinot Vacancy democrat : 66988.5 <class 'numpy.float64'>
20th Circuit - Lopinot Vacancy republican : 64020.0 <class 'numpy.float64'>
20th Circuit - Retain Cruse nonpartisan : 60157.0 <class 'numpy.float64'>
20th Circuit - Retain Emge nonpartisan : 58511.5 <class 'numpy.float64'>
20th Circuit - Retain Gleeson nonpartisan : 59177.5 <class 'numpy.float64'>
21st Circuit - Tungate Vacancy republican : 38811.0 <class 'numpy.float64'>
22nd Circuit - 1st Subcircuit - Weech Vacancy republican : 22361.0 <class 'numpy.float64'>
22nd Circuit - McIntyre Vacancy republican : 80517.0 <class 'numpy.float64'>
22nd Circuit - Retain Chmiel nonpartisan : 52030.0 <class 'numpy.float64'>
23rd Circuit - Retain Barnhart nonpartisan : 35185.5 <class 'numpy.float64'>
23rd Circuit - Retain Matekaitis nonpartisan : 34761.0 <class 'numpy.float64'>
2nd Appellate - Retain McLaren nonpartisan : 493036.0 <class 'numpy.float64'>
2nd Circuit - Retain Dirnbeck nonpartisan : 29587.0 <class 'numpy.float64'>
2nd Circuit - Retain Morgan nonpartisan : 29975.5 <class 'numpy.float64'>
2nd Circuit - Retain Webb nonpartisan : 29867.5 <class 'numpy.float64'>
2nd Circuit - Retain Weber, Christopher L. nonpartisan : 29782.5 <class 'numpy.float64'>
2nd Circuit - Retain Weber, Jo Beth nonpartisan : 30645.0 <class 'numpy.float64'>
3rd Circuit - Barberis, Jr. Vacancy democrat : 48384.0 <class 'numpy.float64'>
3rd Circuit - Barberis, Jr. Vacancy republican : 52968.0 <class 'numpy.float64'>
3rd Circuit - Crowder Vacancy democrat : 59758.0 <class 'numpy.float64'>
3rd Circuit - Crowder Vacancy republican : 48623.0 <class 'numpy.float64'>
3rd Circuit - Knight Vacancy democrat : 5378.0 <class 'numpy.float64'>
3rd Circuit - Retain Hylla nonpartisan : 48427.5 <class 'numpy.float64'>
3rd Circuit - Retain Napp nonpartisan : 48410.5 <class 'numpy.float64'>
4th Appellate - Appleton Vacancy republican : 367589.5 <class 'numpy.float64'>
4th Appellate - Pope Vacancy republican : 367529.5 <class 'numpy.float64'>
4th Circuit - Bennett Vacancy democrat : 3132.0 <class 'numpy.float64'>
4th Circuit - Bennett Vacancy republican : 6080.0 <class 'numpy.float64'>
4th Circuit - Retain Hartigan nonpartisan : 40286.0 <class 'numpy.float64'>
4th Circuit - Retain Koester nonpartisan : 40458.0 <class 'numpy.float64'>
5th Appellate - Goldenhersh Vacancy democrat : 195387.5 <class 'numpy.float64'>
5th Appellate - Goldenhersh Vacancy republican : 271286.0 <class 'numpy.float64'>
5th Circuit - Anderson Vacancy republican : 46233.0 <class 'numpy.float64'>
5th Circuit - Retain Dearmond nonpartisan : 25757.0 <class 'numpy.float64'>
5th Circuit - Retain Fahey nonpartisan : 25663.5 <class 'numpy.float64'>
5th Circuit - Retain O'Brien nonpartisan : 25548.0 <class 'numpy.float64'>
5th Circuit - Righter Vacancy republican : 13516.0 <class 'numpy.float64'>
6th Circuit - Blockman Vacancy democrat : 66550.0 <class 'numpy.float64'>
6th Circuit - Blockman Vacancy republican : 71580.0 <class 'numpy.float64'>
6th Circuit - Clem Vacancy democrat : 65889.0 <class 'numpy.float64'>
6th Circuit - Clem Vacancy republican : 71628.0 <class 'numpy.float64'>
6th Circuit - Flannell Vacancy republican : 4295.0 <class 'numpy.float64'>
6th Circuit - Retain Ford nonpartisan : 59759.5 <class 'numpy.float64'>
6th Circuit - Retain Griffith nonpartisan : 59108.0 <class 'numpy.float64'>
7th Circuit - Retain Belz nonpartisan : 55175.5 <class 'numpy.float64'>
7th Circuit - Retain Cherry nonpartisan : 54386.5 <class 'numpy.float64'>
7th Circuit - Retain Deihl nonpartisan : 54421.0 <class 'numpy.float64'>
7th Circuit - Retain Pistorius nonpartisan : 54746.5 <class 'numpy.float64'>
8th Circuit - Hardwick Vacancy democrat : 2644.0 <class 'numpy.float64'>
8th Circuit - Hardwick Vacancy republican : 1960.0 <class 'numpy.float64'>
8th Circuit - Lagoski Vacancy republican : 1761.0 <class 'numpy.float64'>
8th Circuit - Mays, Jr. Vacancy republican : 44271.0 <class 'numpy.float64'>
8th Circuit - Retain McCartney nonpartisan : 23948.5 <class 'numpy.float64'>
9th Circuit - Davis Vacancy democrat : 9953.0 <class 'numpy.float64'>
9th Circuit - Retain Clark nonpartisan : 24799.0 <class 'numpy.float64'>
9th Circuit - Retain Shipplett nonpartisan : 24897.25 <class 'numpy.float64'>
9th Circuit - Retain standard nonpartisan : 24864.25 <class 'numpy.float64'>
Adams/Brown/Cass/Morgan/Pike/Scott Superintendent of Schools republican : 44239.0 <class 'numpy.float64'>
Alexander/Jackson/Perry, Etc. - Supt. of Schools democrat : 31894.5 <class 'numpy.float64'>
Attorney General democrat : 2448242.4 <class 'numpy.float64'>
Attorney General libertarian : 113303.38333333333 <class 'numpy.float64'>
Attorney General nonpartisan : 302.0 <class 'numpy.float64'>
Attorney General republican : 1897277.9833333334 <class 'numpy.float64'>
Bond/Christian/Effingham, Etc. - Supt. of Schools democrat : 38661.0 <class 'numpy.float64'>
Boone/Winnebago - Superintendent of Schools republican : 86916.0 <class 'numpy.float64'>
Bureau/Henry/stark - Superintendent of Schools republican : 28821.0 <class 'numpy.float64'>
Calhoun/Greene/Jersey/Macoupin Superintendent of Schools democrat : 25141.0 <class 'numpy.float64'>
Carroll/Jodaviess/stephenson - Superintendent of Schools republican : 25732.0 <class 'numpy.float64'>
Champaign/Ford - Superentendent of Schools republican : 55248.0 <class 'numpy.float64'>
Clark/Coles/Cumberland, Etc. - Sup of Schools republican : 45824.5 <class 'numpy.float64'>
Clay/Crawford/Jasper, Etc - Sup of Schools democrat : 19423.5 <class 'numpy.float64'>
Clinton/Jefferson/Marion, Etc. - Sup of Schools democrat : 15785.0 <class 'numpy.float64'>
Clinton/Jefferson/Marion, Etc. - Sup of Schools republican : 30658.0 <class 'numpy.float64'>
Comptroller democrat : 2672414.9166666665 <class 'numpy.float64'>
Comptroller libertarian : 137561.08333333334 <class 'numpy.float64'>
Comptroller nonpartisan : 1538.0 <class 'numpy.float64'>
Comptroller republican : 1636709.3 <class 'numpy.float64'>
Cook - 10th Subcircuit - O'Neill Burke Vacancy democrat : 85871.0 <class 'numpy.float64'>
Cook - 10th Subcircuit - Suriano Vacancy democrat : 87955.0 <class 'numpy.float64'>
Cook - 11th Subcircuit - Kennedy Vacancy democrat : 80959.0 <class 'numpy.float64'>
Cook - 12th Subcircuit - Maki Vacancy democrat : 71171.0 <class 'numpy.float64'>
Cook - 12th Subcircuit - Maki Vacancy republican : 53741.0 <class 'numpy.float64'>
Cook - 13th Subcircuit - Crane Vacancy democrat : 65570.0 <class 'numpy.float64'>
Cook - 13th Subcircuit - Crane Vacancy republican : 52737.0 <class 'numpy.float64'>
Cook - 13th Subcircuit - Lawrence Vacancy democrat : 60758.0 <class 'numpy.float64'>
Cook - 13th Subcircuit - Lawrence Vacancy republican : 57453.0 <class 'numpy.float64'>
Cook - 13th Subcircuit - O'Donnell Vacancy democrat : 64598.0 <class 'numpy.float64'>
Cook - 13th Subcircuit - O'Donnell Vacancy republican : 54451.0 <class 'numpy.float64'>
Cook - 14th Subcircuit - Garcia Vacancy democrat : 48283.0 <class 'numpy.float64'>
Cook - 15th Subcircuit - Scully, Jr. Vacancy democrat : 101047.0 <class 'numpy.float64'>
Cook - 15th Subcircuit - Zelezinski Vacancy democrat : 85246.0 <class 'numpy.float64'>
Cook - 15th Subcircuit - Zelezinski Vacancy republican : 48815.0 <class 'numpy.float64'>
Cook - 1st Subcircuit - Hambright, Jr. Vacancy democrat : 76012.0 <class 'numpy.float64'>
Cook - 2nd Subcircuit - Lampkin Vacancy democrat : 77558.0 <class 'numpy.float64'>
Cook - 2nd Subcircuit - Laws Vacancy democrat : 77626.0 <class 'numpy.float64'>
Cook - 2nd Subcircuit - Rhodes Vacancy democrat : 77612.0 <class 'numpy.float64'>
Cook - 2nd Subcircuit - Turner Vacancy democrat : 76064.0 <class 'numpy.float64'>
Cook - 2nd Subcircuit - Turner, Jr. Vacancy democrat : 76769.0 <class 'numpy.float64'>
Cook - 2nd Subcircuit - Willis Vacancy democrat : 77506.0 <class 'numpy.float64'>
Cook - 3rd Subcircuit - Delehanty Vacancy democrat : 84717.0 <class 'numpy.float64'>
Cook - 4th Subcircuit - Davy Vacancy democrat : 78491.0 <class 'numpy.float64'>
Cook - 4th Subcircuit - Riley Vacancy democrat : 77134.0 <class 'numpy.float64'>
Cook - 5th Subcircuit - Banks Vacancy democrat : 62772.0 <class 'numpy.float64'>
Cook - 5th Subcircuit - Jones Vacancy democrat : 61033.0 <class 'numpy.float64'>
Cook - 5th Subcircuit - Washington, II Vacancy democrat : 62010.0 <class 'numpy.float64'>
Cook - 6th Subcircuit - Chevere Vacancy democrat : 84407.0 <class 'numpy.float64'>
Cook - 6th Subcircuit - Cooke Vacancy democrat : 83544.0 <class 'numpy.float64'>
Cook - 6th Subcircuit - Lopez Cepero Vacancy democrat : 83570.0 <class 'numpy.float64'>
Cook - 8th Subcircuit - Fabri Vacancy democrat : 134378.0 <class 'numpy.float64'>
Cook - 8th Subcircuit - Liu Vacancy democrat : 133820.0 <class 'numpy.float64'>
Cook - 8th Subcircuit - Pethers Vacancy democrat : 133987.0 <class 'numpy.float64'>
Cook Circuit - Brewer Vacancy democrat : 1328540.0 <class 'numpy.float64'>
Cook Circuit - Clay Vacancy democrat : 1303710.0 <class 'numpy.float64'>
Cook Circuit - Dooling Vacancy democrat : 1294541.0 <class 'numpy.float64'>
Cook Circuit - Dunford Vacancy democrat : 1284266.0 <class 'numpy.float64'>
Cook Circuit - Egan Vacancy democrat : 1314191.0 <class 'numpy.float64'>
Cook Circuit - Flanagan Vacancy democrat : 1293252.0 <class 'numpy.float64'>
Cook Circuit - Hartigan Vacancy democrat : 1292329.0 <class 'numpy.float64'>
Cook Circuit - Jordan Vacancy democrat : 1251054.0 <class 'numpy.float64'>
Cook Circuit - McGinnis Vacancy democrat : 1232242.0 <class 'numpy.float64'>
Cook Circuit - Retain Agran nonpartisan : 628640.5 <class 'numpy.float64'>
Cook Circuit - Retain Allen nonpartisan : 617683.0 <class 'numpy.float64'>
Cook Circuit - Retain Axelrood nonpartisan : 619120.0 <class 'numpy.float64'>
Cook Circuit - Retain Bartkowicz nonpartisan : 626333.5 <class 'numpy.float64'>
Cook Circuit - Retain Boyd nonpartisan : 617012.0 <class 'numpy.float64'>
Cook Circuit - Retain Boyle nonpartisan : 647065.5 <class 'numpy.float64'>
Cook Circuit - Retain Brennan nonpartisan : 623117.5 <class 'numpy.float64'>
Cook Circuit - Retain Brewer nonpartisan : 621250.5 <class 'numpy.float64'>
Cook Circuit - Retain Brosnahan nonpartisan : 634605.5 <class 'numpy.float64'>
Cook Circuit - Retain Clancy nonpartisan : 622461.5 <class 'numpy.float64'>
Cook Circuit - Retain Coghlan nonpartisan : 647742.5 <class 'numpy.float64'>
Cook Circuit - Retain Degnan nonpartisan : 613084.5 <class 'numpy.float64'>
Cook Circuit - Retain Dickler nonpartisan : 624170.5 <class 'numpy.float64'>
Cook Circuit - Retain Ehrlich nonpartisan : 611287.0 <class 'numpy.float64'>
Cook Circuit - Retain Flanagan nonpartisan : 655607.5 <class 'numpy.float64'>
Cook Circuit - Retain Flannigan nonpartisan : 630104.0 <class 'numpy.float64'>
Cook Circuit - Retain Flynn nonpartisan : 632525.0 <class 'numpy.float64'>
Cook Circuit - Retain Gallagher nonpartisan : 616667.0 <class 'numpy.float64'>
Cook Circuit - Retain Gamboney nonpartisan : 611561.5 <class 'numpy.float64'>
Cook Circuit - Retain Gamrath nonpartisan : 620441.5 <class 'numpy.float64'>
Cook Circuit - Retain Gorman nonpartisan : 629658.5 <class 'numpy.float64'>
Cook Circuit - Retain Haberkorn nonpartisan : 632857.0 <class 'numpy.float64'>
Cook Circuit - Retain Hayes nonpartisan : 622146.0 <class 'numpy.float64'>
Cook Circuit - Retain Howard nonpartisan : 627856.5 <class 'numpy.float64'>
Cook Circuit - Retain Jacobius nonpartisan : 629223.0 <class 'numpy.float64'>
Cook Circuit - Retain Jean-Baptiste nonpartisan : 626342.5 <class 'numpy.float64'>
Cook Circuit - Retain Karkula nonpartisan : 623417.0 <class 'numpy.float64'>
Cook Circuit - Retain Kelley nonpartisan : 613581.5 <class 'numpy.float64'>
Cook Circuit - Retain Leeming nonpartisan : 618921.5 <class 'numpy.float64'>
Cook Circuit - Retain Lewis nonpartisan : 621746.5 <class 'numpy.float64'>
Cook Circuit - Retain Lubin nonpartisan : 627512.5 <class 'numpy.float64'>
Cook Circuit - Retain MacCarthy nonpartisan : 621334.5 <class 'numpy.float64'>
Cook Circuit - Retain Maloney nonpartisan : 614746.5 <class 'numpy.float64'>
Cook Circuit - Retain Maras nonpartisan : 635172.0 <class 'numpy.float64'>
Cook Circuit - Retain Marino nonpartisan : 635780.0 <class 'numpy.float64'>
Cook Circuit - Retain Marisie nonpartisan : 623836.0 <class 'numpy.float64'>
Cook Circuit - Retain Marsalek nonpartisan : 619706.5 <class 'numpy.float64'>
Cook Circuit - Retain McGing nonpartisan : 617296.5 <class 'numpy.float64'>
Cook Circuit - Retain McHale nonpartisan : 621567.5 <class 'numpy.float64'>
Cook Circuit - Retain Mullen nonpartisan : 613235.0 <class 'numpy.float64'>
Cook Circuit - Retain Murphy, James Patrick nonpartisan : 624936.0 <class 'numpy.float64'>
Cook Circuit - Retain Murphy, Thomas W. nonpartisan : 623134.0 <class 'numpy.float64'>
Cook Circuit - Retain O'Brien, Joan Margaret nonpartisan : 631193.0 <class 'numpy.float64'>
Cook Circuit - Retain O'Malley nonpartisan : 624662.5 <class 'numpy.float64'>
Cook Circuit - Retain Ocasio, III nonpartisan : 621908.0 <class 'numpy.float64'>
Cook Circuit - Retain Pavlus nonpartisan : 610835.0 <class 'numpy.float64'>
Cook Circuit - Retain Propes nonpartisan : 621301.0 <class 'numpy.float64'>
Cook Circuit - Retain Ramirez nonpartisan : 629394.0 <class 'numpy.float64'>
Cook Circuit - Retain Reddick nonpartisan : 621488.0 <class 'numpy.float64'>
Cook Circuit - Retain Roberts nonpartisan : 624665.5 <class 'numpy.float64'>
Cook Circuit - Retain Roti nonpartisan : 620371.0 <class 'numpy.float64'>
Cook Circuit - Retain Santiago nonpartisan : 629430.0 <class 'numpy.float64'>
Cook Circuit - Retain Scannicchio nonpartisan : 618698.5 <class 'numpy.float64'>
Cook Circuit - Retain Schleifer nonpartisan : 625332.5 <class 'numpy.float64'>
Cook Circuit - Retain Sheehan nonpartisan : 631701.0 <class 'numpy.float64'>
Cook Circuit - Retain Shelley nonpartisan : 623012.0 <class 'numpy.float64'>
Cook Circuit - Retain Varga nonpartisan : 636433.0 <class 'numpy.float64'>
Cook Circuit - Retain Walker nonpartisan : 623937.5 <class 'numpy.float64'>
Cook Circuit - Retain Wright, Jr. nonpartisan : 631276.5 <class 'numpy.float64'>
Cook Circuit - Rooney Vacancy democrat : 1245917.0 <class 'numpy.float64'>
Dewitt/Livingston/Logan, Etc. - Sup of Schools republican : 77012.0 <class 'numpy.float64'>
Edwards/Gallatin/Hamilton, Etc. - Sup of Schools democrat : 25285.0 <class 'numpy.float64'>
Franklin/Johnson/Massac, Etc. - Sup of Schools democrat : 36491.0 <class 'numpy.float64'>
Fulton/Hancock/McDonough, Etc. - Sup of Schools republican : 25767.0 <class 'numpy.float64'>
Governor And Lieutenant Governor conservative : 187696.06666666665 <class 'numpy.float64'>
Governor And Lieutenant Governor democrat : 2439122.3 <class 'numpy.float64'>
Governor And Lieutenant Governor libertarian : 106770.63333333333 <class 'numpy.float64'>
Governor And Lieutenant Governor nonpartisan : 8499.680952380953 <class 'numpy.float64'>
Governor And Lieutenant Governor republican : 1724799.0666666667 <class 'numpy.float64'>
Grundy/Kendall - Superintendent of Schools republican : 52014.0 <class 'numpy.float64'>
Henderson/Knox/Mercer/Warren - Sup of Schools republican : 24473.0 <class 'numpy.float64'>
Iroquois/Kankakee - Superintendent of Schools republican : 37893.0 <class 'numpy.float64'>
Lasalle/Marshall/Putnam - Sup of Schools democrat : 31691.0 <class 'numpy.float64'>
Lee/Ogle/Whiteside - Superintendent of Schools republican : 44746.0 <class 'numpy.float64'>
MacOn/Piatt - Superintendent of Schools republican : 37328.0 <class 'numpy.float64'>
Mason/Tazewell/Woodford Superintendent of Schools republican : 60302.0 <class 'numpy.float64'>
Menard/Sangamon - Superintendent of Schools republican : 70301.0 <class 'numpy.float64'>
Monroe/Randolph - Superintendent of Schools republican : 23087.0 <class 'numpy.float64'>
Secretary of State democrat : 3065936.3333333335 <class 'numpy.float64'>
Secretary of State libertarian : 112295.41666666666 <class 'numpy.float64'>
Secretary of State republican : 1302706.6166666667 <class 'numpy.float64'>
State House democrat : 2347533.466666667 <class 'numpy.float64'>
State House nonpartisan : 1076.75 <class 'numpy.float64'>
State House republican : 1602638.2500000002 <class 'numpy.float64'>
State Senate democrat : 1579862.0 <class 'numpy.float64'>
State Senate downstate united : 32549.0 <class 'numpy.float64'>
State Senate nonpartisan : 808.5 <class 'numpy.float64'>
State Senate republican : 1132918.1666666667 <class 'numpy.float64'>
Treasurer democrat : 2549332.35 <class 'numpy.float64'>
Treasurer libertarian : 152288.5 <class 'numpy.float64'>
Treasurer nonpartisan : 1167.0 <class 'numpy.float64'>
Treasurer republican : 1709572.2166666668 <class 'numpy.float64'>
US House democrat : 2659178.55 <class 'numpy.float64'>
US House green : 7799.5 <class 'numpy.float64'>
US House independent : 17365.0 <class 'numpy.float64'>
US House nonpartisan : 4447.25 <class 'numpy.float64'>
US House republican : 1690129.6333333333 <class 'numpy.float64'>
######## Iowa : MEDSL 2018 ########
Attorney General democrat : 434070.5416666667 <class 'numpy.float64'>
Attorney General libertarian : 128988.58333333333 <class 'numpy.float64'>
Auditor of State democrat : 325782.0416666667 <class 'numpy.float64'>
Auditor of State libertarian : 16477.291666666664 <class 'numpy.float64'>
Auditor of State republican : 295584.7916666667 <class 'numpy.float64'>
Governor/Lieutenant Governor clear water party of iowa : 3673.2083333333335 <class 'numpy.float64'>
Governor/Lieutenant Governor democrat : 311418.5 <class 'numpy.float64'>
Governor/Lieutenant Governor libertarian : 10557.958333333334 <class 'numpy.float64'>
Governor/Lieutenant Governor republican : 328094.3333333333 <class 'numpy.float64'>
Secretary of Agriculture democrat : 297574.0 <class 'numpy.float64'>
Secretary of Agriculture libertarian : 19206.041666666668 <class 'numpy.float64'>
Secretary of Agriculture republican : 320332.1666666667 <class 'numpy.float64'>
Secretary of State democrat : 288198.1666666667 <class 'numpy.float64'>
Secretary of State libertarian : 15227.5 <class 'numpy.float64'>
Secretary of State republican : 337141.4166666667 <class 'numpy.float64'>
State House democrat : 317568.2916666667 <class 'numpy.float64'>
State House independent : 2724.0 <class 'numpy.float64'>
State House libertarian : 5878.0 <class 'numpy.float64'>
State House republican : 274799.9166666667 <class 'numpy.float64'>
State Senate democrat : 167184.0 <class 'numpy.float64'>
State Senate libertarian : 5919.5 <class 'numpy.float64'>
State Senate republican : 137175.0 <class 'numpy.float64'>
Treasurer of State democrat : 350578.6666666667 <class 'numpy.float64'>
Treasurer of State libertarian : 15407.0 <class 'numpy.float64'>
Treasurer of State republican : 272093.6666666666 <class 'numpy.float64'>
US House democrat : 328020.0416666667 <class 'numpy.float64'>
US House green : 941.25 <class 'numpy.float64'>
US House independent : 2488.4166666666665 <class 'numpy.float64'>
US House legal medical now : 1004.25 <class 'numpy.float64'>
US House libertarian : 14732.333333333334 <class 'numpy.float64'>
US House republican : 301134.2916666667 <class 'numpy.float64'>
######## Kansas : MEDSL 2018 ########
Attorney General democrat : 415380.65917916305 <class 'numpy.float64'>
Attorney General republican : 572223.42308782 <class 'numpy.float64'>
Commissioner of Insurance democrat : 370117.0541665619 <class 'numpy.float64'>
Commissioner of Insurance republican : 601214.2986830929 <class 'numpy.float64'>
Governor / Lt. Governor democrat : 489771.0333136353 <class 'numpy.float64'>
Governor / Lt. Governor independent : 35236.73844051321 <class 'numpy.float64'>
Governor / Lt. Governor libertarian : 19169.889751133687 <class 'numpy.float64'>
Governor / Lt. Governor republican : 421500.90761246765 <class 'numpy.float64'>
Judge Division 10 democrat : 31828.0 <class 'numpy.float64'>
Judge Division 11 democrat : 31639.0 <class 'numpy.float64'>
Judge Division 12 democrat : 31895.0 <class 'numpy.float64'>
Judge Division 15 democrat : 31630.0 <class 'numpy.float64'>
Judge Division 3 democrat : 31880.0 <class 'numpy.float64'>
Judge Division 4 democrat : 32347.0 <class 'numpy.float64'>
Judge Division 5 democrat : 31928.0 <class 'numpy.float64'>
Judge Division 6 democrat : 32318.0 <class 'numpy.float64'>
Secretary of State democrat : 443851.745973979 <class 'numpy.float64'>
Secretary of State libertarian : 35004.19132607159 <class 'numpy.float64'>
Secretary of State republican : 511535.5890322937 <class 'numpy.float64'>
State Board of Education democrat : 29052.0 <class 'numpy.float64'>
State Board of Education republican : 11591.0 <class 'numpy.float64'>
State House democrat : 217638.79476190475 <class 'numpy.float64'>
State House libertarian : 8114.333333333332 <class 'numpy.float64'>
State House republican : 380608.00441776635 <class 'numpy.float64'>
State Senate democrat : 9302.5 <class 'numpy.float64'>
State Senate libertarian : 1258.5 <class 'numpy.float64'>
State Senate republican : 12815.5 <class 'numpy.float64'>
State Treasurer democrat : 425652.60302295594 <class 'numpy.float64'>
State Treasurer republican : 557194.6174052747 <class 'numpy.float64'>
US House democrat : 450341.08486684936 <class 'numpy.float64'>
US House libertarian : 22108.07857142857 <class 'numpy.float64'>
US House republican : 524303.8631534941 <class 'numpy.float64'>
######## Louisiana : MEDSL 2018 ########
Alderman -- Ward 1, City of Eunice democrat : 143.0 <class 'numpy.float64'>
Alderman -- Ward 1, City of Eunice no party : 284.0 <class 'numpy.float64'>
Alderman -- Ward 1, City of Eunice republican : 264.0 <class 'numpy.float64'>
Alderman -- Ward 2, City of Eunice democrat : 199.33333333333331 <class 'numpy.float64'>
Alderman -- Ward 3, City of Eunice democrat : 290.5 <class 'numpy.float64'>
Alderman -- Ward 3, City of Eunice other : 409.5 <class 'numpy.float64'>
Alderman -- Ward 4, City of Eunice republican : 300.5 <class 'numpy.float64'>
Alderman, Town of Basile republican : 198.0 <class 'numpy.float64'>
Aldermen -- Town of Arnaudville (5 to be elected) democrat : 160.66666666666666 <class 'numpy.float64'>
Aldermen -- Town of Arnaudville (5 to be elected) green : 27.5 <class 'numpy.float64'>
Aldermen -- Town of Arnaudville (5 to be elected) other : 165.5 <class 'numpy.float64'>
Aldermen -- Town of Arnaudville (5 to be elected) republican : 193.875 <class 'numpy.float64'>
Aldermen -- Town of Duson (5 to be elected) democrat : 199.29999999999998 <class 'numpy.float64'>
Aldermen -- Town of Duson (5 to be elected) no party : 118.0 <class 'numpy.float64'>
Aldermen -- Town of Duson (5 to be elected) other : 218.5 <class 'numpy.float64'>
Aldermen -- Village of Junction City (3 to be elected) democrat : 39.0 <class 'numpy.float64'>
Aldermen -- Village of Junction City (3 to be elected) no party : 40.0 <class 'numpy.float64'>
Aldermen -- Village of Junction City (3 to be elected) republican : 60.5 <class 'numpy.float64'>
Aldermen, Town of Basile (3 to be elected) democrat : 126.5 <class 'numpy.float64'>
Aldermen, Town of Basile (3 to be elected) republican : 193.0 <class 'numpy.float64'>
CA NO. 1 (ACT 719 - SB 31) -- Prohibit felon from public office other : 316825.0924733988 <class 'numpy.float64'>
CA NO. 2 (ACT 722 - SB 243) -- Unanimous jury for noncapital felonies other : 316669.9908450013 <class 'numpy.float64'>
CA NO. 3 (ACT 717 - SB 263) -- Permit donations from political subdivisions other : 305327.0358231919 <class 'numpy.float64'>
CA NO. 4 (ACT 720 - SB 59) -- Transportation Trust Fund other : 306389.73638718773 <class 'numpy.float64'>
CA NO. 5 (ACT 721 - SB 163) -- Extend eligibility for tax exemptions other : 306516.8621794195 <class 'numpy.float64'>
CA NO. 6 (ACT 718 - SB 164) -- Reappraisal of residential property other : 303770.10080604895 <class 'numpy.float64'>
Chief of Police -- City of Broussard republican : 1951.75 <class 'numpy.float64'>
Chief of Police -- City of Eunice other : 1265.75 <class 'numpy.float64'>
Chief of Police -- Town of Arnaudville no party : 175.0 <class 'numpy.float64'>
Chief of Police -- Town of Arnaudville other : 240.5 <class 'numpy.float64'>
Chief of Police -- Town of Basile democrat : 214.0 <class 'numpy.float64'>
Chief of Police -- Town of Basile no party : 86.0 <class 'numpy.float64'>
Chief of Police -- Town of Basile republican : 115.5 <class 'numpy.float64'>
Chief of Police -- Village of Junction City no party : 96.0 <class 'numpy.float64'>
Chief of Police -- Village of Junction City republican : 21.0 <class 'numpy.float64'>
Councilman, City of Broussard democrat : 152.5 <class 'numpy.float64'>
Councilman, City of Broussard republican : 1904.75 <class 'numpy.float64'>
Councilman, City of Shreveport democrat : 11117.085714285713 <class 'numpy.float64'>
Councilman, City of Shreveport libertarian : 382.0 <class 'numpy.float64'>
Councilman, City of Shreveport no party : 2369.8333333333335 <class 'numpy.float64'>
Councilman, City of Shreveport other : 1023.75 <class 'numpy.float64'>
Councilman, City of Shreveport republican : 10367.5 <class 'numpy.float64'>
District Judge , Div. B democrat : 1427.6666666666667 <class 'numpy.float64'>
District Judge , Div. B other : 1929.0 <class 'numpy.float64'>
District Judge , Div. C republican : 9050.25 <class 'numpy.float64'>
District Judge , ES 1, Div. G democrat : 4463.5 <class 'numpy.float64'>
District Judge , ES 2, Div. B republican : 15651.0 <class 'numpy.float64'>
District Judge, Division D democrat : 6166.0 <class 'numpy.float64'>
District Judge, Division D republican : 4683.0 <class 'numpy.float64'>
Judge -- Civil District Court, Division E democrat : 30249.25 <class 'numpy.float64'>
Judge, Court of Appeal -- 1st Circuit Elec. Sec. 2, Division A no party : 19151.333333333332 <class 'numpy.float64'>
Judge, Court of Appeal -- 1st Circuit Elec. Sec. 2, Division A republican : 41929.0 <class 'numpy.float64'>
Judge, Court of Appeal -- 2nd Circuit Elec. Sec. 2A other : 16927.56666666667 <class 'numpy.float64'>
Judge, Court of Appeal -- 2nd Circuit Elec. Sec. 2A republican : 12876.05 <class 'numpy.float64'>
Mayor -- City of Broussard republican : 1882.25 <class 'numpy.float64'>
Mayor -- City of Eunice democrat : 428.0 <class 'numpy.float64'>
Mayor -- City of Eunice no party : 2038.5 <class 'numpy.float64'>
Mayor -- City of Shreveport democrat : 7311.4 <class 'numpy.float64'>
Mayor -- City of Shreveport other : 336.0 <class 'numpy.float64'>
Mayor -- City of Shreveport republican : 9604.5 <class 'numpy.float64'>
Mayor -- Town of Arnaudville democrat : 210.5 <class 'numpy.float64'>
Mayor -- Town of Arnaudville republican : 218.5 <class 'numpy.float64'>
Secretary of State democrat : 124152.99461270642 <class 'numpy.float64'>
Secretary of State no party : 9915.63747183572 <class 'numpy.float64'>
Secretary of State republican : 62425.33781019171 <class 'numpy.float64'>
State House democrat : 5669.333333333333 <class 'numpy.float64'>
State House republican : 9160.333333333332 <class 'numpy.float64'>
State Senate democrat : 7285.75 <class 'numpy.float64'>
State Senate republican : 12799.375 <class 'numpy.float64'>
US House democrat : 193117.07830032095 <class 'numpy.float64'>
US House libertarian : 4408.372990897991 <class 'numpy.float64'>
US House no party : 12457.564821289823 <class 'numpy.float64'>
US House other : 16974.758280608283 <class 'numpy.float64'>
US House republican : 309181.7494567842 <class 'numpy.float64'>
######## Maryland : MEDSL 2018 ########
Attorney General democrat : 55664.4045167002 <class 'numpy.float64'>
Attorney General other/nonpartisan : 66.06542173306097 <class 'numpy.float64'>
Attorney General republican : 22590.369648141903 <class 'numpy.float64'>
Board of Education nonpartisan : 19452.201945262652 <class 'numpy.float64'>
Board of Education At Large nonpartisan : 23993.805127755764 <class 'numpy.float64'>
Clerk Circuit Court democrat : 64856.29075855565 <class 'numpy.float64'>
Clerk Circuit Court other/nonpartisan : 536.5553414270287 <class 'numpy.float64'>
Clerk Circuit Court republican : 22377.951819268445 <class 'numpy.float64'>
Comptroller democrat : 59742.96511109919 <class 'numpy.float64'>
Comptroller other/nonpartisan : 115.8757660844585 <class 'numpy.float64'>
Comptroller republican : 17623.317889673224 <class 'numpy.float64'>
Council - City of Cumberland nonpartisan : 1071.8333333333335 <class 'numpy.float64'>
County Commissioner democrat : 16011.202305042132 <class 'numpy.float64'>
County Commissioner green : 3405.338387635756 <class 'numpy.float64'>
County Commissioner independent : 3959.237059620596 <class 'numpy.float64'>
County Commissioner other/nonpartisan : 205.8072718996906 <class 'numpy.float64'>
County Commissioner republican : 9642.444931463886 <class 'numpy.float64'>
County Council democrat : 44033.97801356046 <class 'numpy.float64'>
County Council green : 62.81428571428571 <class 'numpy.float64'>
County Council libertarian : 824.5 <class 'numpy.float64'>
County Council other/nonpartisan : 607.6828047909688 <class 'numpy.float64'>
County Council republican : 16411.96057971995 <class 'numpy.float64'>
County Council At Large democrat : 98260.12707403659 <class 'numpy.float64'>
County Council At Large green : 14726.239141414142 <class 'numpy.float64'>
County Council At Large independent : 5378.6240384615385 <class 'numpy.float64'>
County Council At Large other/nonpartisan : 499.7066435677176 <class 'numpy.float64'>
County Council At Large republican : 25816.588555414823 <class 'numpy.float64'>
County Executive democrat : 81321.01663926622 <class 'numpy.float64'>
County Executive independent : 15262.797386545915 <class 'numpy.float64'>
County Executive other/nonpartisan : 266.94161287870884 <class 'numpy.float64'>
County Executive republican : 36744.33202736771 <class 'numpy.float64'>
Cty Commission at Large democrat : 7291.940476190476 <class 'numpy.float64'>
Cty Commission at Large other/nonpartisan : 32.111111111111114 <class 'numpy.float64'>
Cty Commission at Large republican : 10296.051587301588 <class 'numpy.float64'>
Governor / Lt. Governor democrat : 38928.67662880984 <class 'numpy.float64'>
Governor / Lt. Governor green : 413.6195037124491 <class 'numpy.float64'>
Governor / Lt. Governor libertarian : 412.7097137841012 <class 'numpy.float64'>
Governor / Lt. Governor other/nonpartisan : 65.81136411510882 <class 'numpy.float64'>
Governor / Lt. Governor republican : 39426.81801143588 <class 'numpy.float64'>
Judge Court of Appeals other/nonpartisan : 19544.07250610593 <class 'numpy.float64'>
Judge Orphans Court democrat : 45412.44946628935 <class 'numpy.float64'>
Judge Orphans Court other/nonpartisan : 611.3196415732093 <class 'numpy.float64'>
Judge Orphans Court republican : 17938.88341339143 <class 'numpy.float64'>
Judge Special Appeals other/nonpartisan : 56677.41440971309 <class 'numpy.float64'>
Judge Special Appeals At Large other/nonpartisan : 31295.918651182 <class 'numpy.float64'>
Judge of the Circuit Court other/nonpartisan : 50566.694935934815 <class 'numpy.float64'>
Mayor of Cumberland nonpartisan : 1857.25 <class 'numpy.float64'>
Pres County Commission democrat : 23527.19831309042 <class 'numpy.float64'>
Pres County Commission green : 1265.25 <class 'numpy.float64'>
Pres County Commission other/nonpartisan : 57.35485829959514 <class 'numpy.float64'>
Pres County Commission republican : 10568.414574898787 <class 'numpy.float64'>
Pres County Council democrat : 23905.8 <class 'numpy.float64'>
Pres County Council other/nonpartisan : 68.0 <class 'numpy.float64'>
Pres County Council republican : 35946.03333333333 <class 'numpy.float64'>
Register of Wills democrat : 62043.992157789566 <class 'numpy.float64'>
Register of Wills other/nonpartisan : 301.22723682314233 <class 'numpy.float64'>
Register of Wills republican : 28149.095406554545 <class 'numpy.float64'>
Sheriff democrat : 52285.053523975 <class 'numpy.float64'>
Sheriff other/nonpartisan : 256.4464623236867 <class 'numpy.float64'>
Sheriff republican : 25525.688444518524 <class 'numpy.float64'>
State House democrat : 36067.512072389865 <class 'numpy.float64'>
State House green : 6512.390914463484 <class 'numpy.float64'>
State House independent : 1714.077380952381 <class 'numpy.float64'>
State House libertarian : 1271.4642857142858 <class 'numpy.float64'>
State House other/nonpartisan : 405.69412971367734 <class 'numpy.float64'>
State House republican : 17594.428929289978 <class 'numpy.float64'>
State Senate democrat : 43441.87247740523 <class 'numpy.float64'>
State Senate green : 5538.2827380952385 <class 'numpy.float64'>
State Senate independent : 2424.879797979798 <class 'numpy.float64'>
State Senate libertarian : 1715.6464285714287 <class 'numpy.float64'>
State Senate other/nonpartisan : 524.5958082393453 <class 'numpy.float64'>
State Senate republican : 15810.783080042656 <class 'numpy.float64'>
State's Attorney democrat : 72912.58053125469 <class 'numpy.float64'>
State's Attorney independent : 855.5 <class 'numpy.float64'>
State's Attorney other/nonpartisan : 1351.234091830477 <class 'numpy.float64'>
State's Attorney republican : 23776.572096861662 <class 'numpy.float64'>
Treasurer democrat : 10853.961538461539 <class 'numpy.float64'>
Treasurer other/nonpartisan : 478.01853002070396 <class 'numpy.float64'>
Treasurer republican : 15848.137301587301 <class 'numpy.float64'>
US House democrat : 47517.97380801169 <class 'numpy.float64'>
US House green : 616.4825649667312 <class 'numpy.float64'>
US House libertarian : 1157.0778888975635 <class 'numpy.float64'>
US House other/nonpartisan : 58.202357197910615 <class 'numpy.float64'>
US House republican : 15779.04874395824 <class 'numpy.float64'>
US Senate democrat : 28276.246003224107 <class 'numpy.float64'>
US Senate independent : 919.7499841774776 <class 'numpy.float64'>
US Senate libertarian : 696.9474039038931 <class 'numpy.float64'>
US Senate other/nonpartisan : 65.47493588677153 <class 'numpy.float64'>
US Senate republican : 19005.61900577508 <class 'numpy.float64'>
######## Massachusetts : MEDSL 2018 ########
Attorney General all others : 433.04121785291443 <class 'numpy.float64'>
Attorney General blanks : 12176.94516592791 <class 'numpy.float64'>
Attorney General democrat : 278963.4755553798 <class 'numpy.float64'>
Attorney General republican : 67984.76814664715 <class 'numpy.float64'>
Governor all others : 1058.4994108310984 <class 'numpy.float64'>
Governor blanks : 9708.086699878477 <class 'numpy.float64'>
Governor democrat : 157787.28628925604 <class 'numpy.float64'>
Governor republican : 191004.35768584214 <class 'numpy.float64'>
Governor's Council all others : 2921.644665728993 <class 'numpy.float64'>
Governor's Council blanks : 55385.837522837246 <class 'numpy.float64'>
Governor's Council democrat : 268033.3882965401 <class 'numpy.float64'>
Governor's Council libertarian : 2897.811079328757 <class 'numpy.float64'>
Governor's Council republican : 48954.340217785844 <class 'numpy.float64'>
Governor's Council unenrolled : 21038.205381320804 <class 'numpy.float64'>
Secretary of the Commonwealth all others : 483.0560772264935 <class 'numpy.float64'>
Secretary of the Commonwealth blanks : 15638.169668574112 <class 'numpy.float64'>
Secretary of the Commonwealth democrat : 269965.1488003051 <class 'numpy.float64'>
Secretary of the Commonwealth green-rainbow : 18849.19340942929 <class 'numpy.float64'>
Secretary of the Commonwealth republican : 54622.662130272816 <class 'numpy.float64'>
State Auditor all others : 414.6824739043148 <class 'numpy.float64'>
State Auditor blanks : 24681.62146860972 <class 'numpy.float64'>
State Auditor democrat : 241680.65732345448 <class 'numpy.float64'>
State Auditor green-rainbow : 10128.056338333008 <class 'numpy.float64'>
State Auditor libertarian : 13737.783126133127 <class 'numpy.float64'>
State Auditor republican : 68915.42935537311 <class 'numpy.float64'>
State House all others : 4119.530940907052 <class 'numpy.float64'>
State House blanks : 54039.82871578482 <class 'numpy.float64'>
State House democrat : 282984.51273478393 <class 'numpy.float64'>
State House green-rainbow : 1760.3333333333335 <class 'numpy.float64'>
State House republican : 46110.21587901925 <class 'numpy.float64'>
State House unenrolled : 12639.966017316017 <class 'numpy.float64'>
State Senate all others : 3730.667861513005 <class 'numpy.float64'>
State Senate blanks : 52440.901413058724 <class 'numpy.float64'>
State Senate democrat : 261026.43254551868 <class 'numpy.float64'>
State Senate republican : 44950.40338915255 <class 'numpy.float64'>
State Senate unenrolled : 9194.01691919192 <class 'numpy.float64'>
State Treasurer all others : 424.25588893563713 <class 'numpy.float64'>
State Treasurer blanks : 22108.295790052187 <class 'numpy.float64'>
State Treasurer democrat : 261513.5546468239 <class 'numpy.float64'>
State Treasurer green-rainbow : 13516.701522675532 <class 'numpy.float64'>
State Treasurer republican : 61995.42223732048 <class 'numpy.float64'>
US House all others : 4680.206322271246 <class 'numpy.float64'>
US House blanks : 40166.3905262022 <class 'numpy.float64'>
US House democrat : 290800.4258454697 <class 'numpy.float64'>
US House republican : 38662.004526064295 <class 'numpy.float64'>
US House unenrolled : 3917.5950155690016 <class 'numpy.float64'>
US Senate all others : 593.6489832995029 <class 'numpy.float64'>
US Senate blanks : 6470.70273996518 <class 'numpy.float64'>
US Senate democrat : 259198.13919198676 <class 'numpy.float64'>
US Senate republican : 83594.42697506363 <class 'numpy.float64'>
US Senate unenrolled : 9701.312195492701 <class 'numpy.float64'>
######## Michigan : MEDSL 2018 ########
Attorney General democrat : 217528.44443370515 <class 'numpy.float64'>
Attorney General libertarian : 5067.100866301097 <class 'numpy.float64'>
Attorney General no party affiliation : 3474.1556627523687 <class 'numpy.float64'>
Attorney General republican : 54504.82982576248 <class 'numpy.float64'>
Attorney General us taxpayers : 2002.3081893464187 <class 'numpy.float64'>
Governor democrat : 229336.25678072422 <class 'numpy.float64'>
Governor green : 1993.9615132595459 <class 'numpy.float64'>
Governor libertarian : 2482.0200579539237 <class 'numpy.float64'>
Governor natural law : 688.9604857520138 <class 'numpy.float64'>
Governor no party affiliation : 0.14891879065306443 <class 'numpy.float64'>
Governor republican : 52917.223081510834 <class 'numpy.float64'>
Governor us taxpayers : 1541.013722091931 <class 'numpy.float64'>
Governor of Wayne State University democrat : 182838.23006047442 <class 'numpy.float64'>
Governor of Wayne State University libertarian : 4203.562372790933 <class 'numpy.float64'>
Governor of Wayne State University republican : 44049.2697701682 <class 'numpy.float64'>
Governor of Wayne State University us taxpayers : 5350.077884457729 <class 'numpy.float64'>
Justice of Supreme Court no party affiliation : 70222.17286268392 <class 'numpy.float64'>
Member of the State Board of Education democrat : 187717.12398045737 <class 'numpy.float64'>
Member of the State Board of Education green : 4799.406400410469 <class 'numpy.float64'>
Member of the State Board of Education libertarian : 4914.978416504289 <class 'numpy.float64'>
Member of the State Board of Education republican : 43869.13108887737 <class 'numpy.float64'>
Member of the State Board of Education us taxpayers : 3377.4107605371532 <class 'numpy.float64'>
Member of the State Board of Education working class : 6878.85660451936 <class 'numpy.float64'>
Regent of the University of Michigan democrat : 185082.57930683315 <class 'numpy.float64'>
Regent of the University of Michigan green : 4841.170654945723 <class 'numpy.float64'>
Regent of the University of Michigan libertarian : 3824.447345713761 <class 'numpy.float64'>
Regent of the University of Michigan natural law : 2963.4633113516747 <class 'numpy.float64'>
Regent of the University of Michigan republican : 44351.54647309593 <class 'numpy.float64'>
Regent of the University of Michigan us taxpayers : 4226.637314367333 <class 'numpy.float64'>
Secretary of State democrat : 227901.1530870162 <class 'numpy.float64'>
Secretary of State libertarian : 3875.325364491658 <class 'numpy.float64'>
Secretary of State republican : 51683.42511578275 <class 'numpy.float64'>
Secretary of State us taxpayers : 2535.9901898990074 <class 'numpy.float64'>
State House democrat : 14051.644198733688 <class 'numpy.float64'>
State House green : 651.7947579976362 <class 'numpy.float64'>
State House libertarian : 226.97942375622063 <class 'numpy.float64'>
State House no party affiliation : 75.56285684305853 <class 'numpy.float64'>
State House republican : 4665.105257045893 <class 'numpy.float64'>
State House us taxpayers : 104.80224867724868 <class 'numpy.float64'>
State Proposal - 18-1: Legislative Initiative: Coalition To Regulate Marijuana Like Alcohol no party affiliation : 142336.69308112626 <class 'numpy.float64'>
State Proposal - 18-2: Constitutional Amendment: Voters Not Politicians no party affiliation : 138910.14813431018 <class 'numpy.float64'>
State Proposal - 18-3: Constitutional Amendment: Promote the Vote no party affiliation : 140466.35074199428 <class 'numpy.float64'>
State Senate democrat : 38609.065652007055 <class 'numpy.float64'>
State Senate green : 1568.7765763948655 <class 'numpy.float64'>
State Senate libertarian : 1586.8878937944855 <class 'numpy.float64'>
State Senate no party affiliation : 0.5689655172413793 <class 'numpy.float64'>
State Senate republican : 11974.303412945581 <class 'numpy.float64'>
State Senate us taxpayers : 99.81103085927109 <class 'numpy.float64'>
State Senate working class : 1575.7952172948753 <class 'numpy.float64'>
Trustee of Michigan State University democrat : 185471.41518717262 <class 'numpy.float64'>
Trustee of Michigan State University green : 3329.17324927967 <class 'numpy.float64'>
Trustee of Michigan State University libertarian : 4456.484165257485 <class 'numpy.float64'>
Trustee of Michigan State University natural law : 3126.462087522678 <class 'numpy.float64'>
Trustee of Michigan State University no party affiliation : 149.98371662416798 <class 'numpy.float64'>
Trustee of Michigan State University republican : 42865.76061853564 <class 'numpy.float64'>
Trustee of Michigan State University us taxpayers : 3779.964985264528 <class 'numpy.float64'>
US House democrat : 71263.92468915225 <class 'numpy.float64'>
US House green : 3083.6442964580424 <class 'numpy.float64'>
US House libertarian : 1106.88117681083 <class 'numpy.float64'>
US House no party affiliation : 159.1147168880866 <class 'numpy.float64'>
US House republican : 19299.5888834062 <class 'numpy.float64'>
US House us taxpayers : 2954.9061292022634 <class 'numpy.float64'>
US House working class : 2445.323649293957 <class 'numpy.float64'>
US Senate democrat : 225640.48474643187 <class 'numpy.float64'>
US Senate green : 2598.4328876859986 <class 'numpy.float64'>
US Senate natural law : 1141.1021329877763 <class 'numpy.float64'>
US Senate no party affiliation : 0.30992142657119515 <class 'numpy.float64'>
US Senate republican : 56925.93430779126 <class 'numpy.float64'>
US Senate us taxpayers : 1849.7786110449817 <class 'numpy.float64'>
######## Minnesota : MEDSL 2018 ########
Associate Justice - Supreme Court nonpartisan : 1250754.4583333335 <class 'numpy.float64'>
Attorney General democrat : 1244342.1666666667 <class 'numpy.float64'>
Attorney General grassroots : 144963.1666666667 <class 'numpy.float64'>
Attorney General republican : 1141643.8333333335 <class 'numpy.float64'>
Chief Justice - Supreme Court nonpartisan : 1625982.3333333333 <class 'numpy.float64'>
County Attorney nonpartisan : 1589950.3333333333 <class 'numpy.float64'>
County Auditor nonpartisan : 41712.0 <class 'numpy.float64'>
County Auditor/Treasurer nonpartisan : 460622.9166666667 <class 'numpy.float64'>
County Commissioner nonpartisan : 601225.5 <class 'numpy.float64'>
County Coroner nonpartisan : 3365.0 <class 'numpy.float64'>
County Park Commissioner nonpartisan : 91030.0 <class 'numpy.float64'>
County Recorder nonpartisan : 352338.3333333334 <class 'numpy.float64'>
County Sheriff nonpartisan : 1466860.1666666667 <class 'numpy.float64'>
County Surveyor nonpartisan : 30760.0 <class 'numpy.float64'>
County Treasurer nonpartisan : 45320.0 <class 'numpy.float64'>
Governor democrat : 1387265.3333333333 <class 'numpy.float64'>
Governor grassroots : 68287.83333333334 <class 'numpy.float64'>
Governor libertarian : 26606.833333333336 <class 'numpy.float64'>
Governor republican : 1089182.0 <class 'numpy.float64'>
Judge nonpartisan : 1483183.2839670219 <class 'numpy.float64'>
Judge - Court of Appeals nonpartisan : 1363517.1904761903 <class 'numpy.float64'>
Secretary of State democrat : 1323038.5 <class 'numpy.float64'>
Secretary of State independence : 103069.66666666667 <class 'numpy.float64'>
Secretary of State republican : 1100461.1666666665 <class 'numpy.float64'>
Soil and Water Supervisor nonpartisan : 918016.9428571428 <class 'numpy.float64'>
State Auditor democrat : 1245309.8333333333 <class 'numpy.float64'>
State Auditor legalize marijuana now : 133221.5 <class 'numpy.float64'>
State Auditor libertarian : 52811.5 <class 'numpy.float64'>
State Auditor republican : 1086849.5 <class 'numpy.float64'>
State House democrat : 1383245.0 <class 'numpy.float64'>
State House independent : 8184.0 <class 'numpy.float64'>
State House libertarian : 1067.0 <class 'numpy.float64'>
State House republican : 1142293.6666666667 <class 'numpy.float64'>
State Senate democrat : 16108.0 <class 'numpy.float64'>
State Senate republican : 21714.0 <class 'numpy.float64'>
US House democrat : 1414576.0 <class 'numpy.float64'>
US House independence : 12678.0 <class 'numpy.float64'>
US House legalize marijuana now : 13776.0 <class 'numpy.float64'>
US House republican : 1117127.5 <class 'numpy.float64'>
US Senate democrat : 1462005.9166666667 <class 'numpy.float64'>
US Senate green : 23004.0 <class 'numpy.float64'>
US Senate legalize marijuana now : 80511.25 <class 'numpy.float64'>
US Senate republican : 1010102.0833333334 <class 'numpy.float64'>
US Senate unaffiliated : 24176.666666666664 <class 'numpy.float64'>
######## Missouri : MEDSL 2018 ########
Circuit Judge democrat : 240681.80612244896 <class 'numpy.float64'>
Circuit Judge republican : 832957.0002423441 <class 'numpy.float64'>
State Auditor constitution : 47869.68518518519 <class 'numpy.float64'>
State Auditor democrat : 1149182.1661375663 <class 'numpy.float64'>
State Auditor green : 16306.35634920635 <class 'numpy.float64'>
State Auditor libertarian : 48991.654497354495 <class 'numpy.float64'>
State Auditor republican : 988489.0352693603 <class 'numpy.float64'>
State House constitution : 392.5 <class 'numpy.float64'>
State House democrat : 895507.1668223522 <class 'numpy.float64'>
State House green : 2688.5 <class 'numpy.float64'>
State House independent : 825.25 <class 'numpy.float64'>
State House libertarian : 15656.0 <class 'numpy.float64'>
State House republican : 1033968.4392856406 <class 'numpy.float64'>
State Senate democrat : 468011.2267628205 <class 'numpy.float64'>
State Senate green : 2052.333333333333 <class 'numpy.float64'>
State Senate libertarian : 5084.625 <class 'numpy.float64'>
State Senate republican : 654342.3058035714 <class 'numpy.float64'>
US House constitution : 842.4 <class 'numpy.float64'>
US House democrat : 970244.6517598344 <class 'numpy.float64'>
US House green : 3747.857142857143 <class 'numpy.float64'>
US House libertarian : 51367.50942028986 <class 'numpy.float64'>
US House republican : 1218771.2073122528 <class 'numpy.float64'>
US Senate democrat : 1057961.8669312168 <class 'numpy.float64'>
US Senate green : 12060.230423280424 <class 'numpy.float64'>
US Senate independent : 32531.874074074076 <class 'numpy.float64'>
US Senate libertarian : 26054.62222222222 <class 'numpy.float64'>
US Senate republican : 1161567.6228956229 <class 'numpy.float64'>
######## Montana : MEDSL 2018 ########
Bitterroot Conservation Supervisor nonpartisan : 8387.5 <class 'numpy.float64'>
Clerk and Recorder nonpartisan : 4237.0 <class 'numpy.float64'>
Clerk and Recorder/Auditor/Assessor/Surveyor republican : 7852.0 <class 'numpy.float64'>
Clerk and Recorder/Public Administrator nonpartisan : 3143.0 <class 'numpy.float64'>
Clerk and Recorder/Surveyor/Assessor independent : 1573.0 <class 'numpy.float64'>
Clerk of the District Court nonpartisan : 4190.0 <class 'numpy.float64'>
Clerk of the District Court/County Clerk and Recorder republican : 468.0 <class 'numpy.float64'>
Clerk of the Supreme Court democratic : 178183.7380952381 <class 'numpy.float64'>
Clerk of the Supreme Court libertarian : 24898.166666666668 <class 'numpy.float64'>
Clerk of the Supreme Court republican : 206797.8023809524 <class 'numpy.float64'>
Community Council nonpartisan : 3557.7142857142853 <class 'numpy.float64'>
Coroner democratic : 206.0 <class 'numpy.float64'>
Coroner independent : 1681.0 <class 'numpy.float64'>
Coroner nonpartisan : 12402.0 <class 'numpy.float64'>
Coroner republican : 21327.333333333336 <class 'numpy.float64'>
County Attorney democratic : 35633.0 <class 'numpy.float64'>
County Attorney independent : 7462.0 <class 'numpy.float64'>
County Attorney nonpartisan : 31045.5 <class 'numpy.float64'>
County Attorney republican : 165081.91666666666 <class 'numpy.float64'>
County Attorney/County Auditor republican : 17797.0 <class 'numpy.float64'>
County Attorney/Public Administrator democratic : 68832.0 <class 'numpy.float64'>
County Attorney/Public Administrator nonpartisan : 10569.0 <class 'numpy.float64'>
County Attorney/Public Administrator republican : 8591.0 <class 'numpy.float64'>
County Auditor democratic : 102204.0 <class 'numpy.float64'>
County Auditor republican : 63703.0 <class 'numpy.float64'>
County Clerk and Recorder democratic : 6223.0 <class 'numpy.float64'>
County Clerk and Recorder independent : 633.0 <class 'numpy.float64'>
County Clerk and Recorder nonpartisan : 16820.0 <class 'numpy.float64'>
County Clerk and Recorder republican : 17276.0 <class 'numpy.float64'>
County Clerk and Recorder/Assessor democratic : 2655.0 <class 'numpy.float64'>
County Clerk and Recorder/Assessor nonpartisan : 603.0 <class 'numpy.float64'>
County Clerk and Recorder/Assessor republican : 5112.0 <class 'numpy.float64'>
County Clerk and Recorder/Assessor/Surveyor republican : 790.0 <class 'numpy.float64'>
County Clerk and Recorder/Auditor/Public Administrator/Surveyor democratic : 9993.0 <class 'numpy.float64'>
County Clerk and Recorder/Auditor/Surveyor democratic : 25500.0 <class 'numpy.float64'>
County Clerk and Recorder/Clerk of District Court independent : 384.0 <class 'numpy.float64'>
County Clerk and Recorder/Clerk of District Court republican : 360.0 <class 'numpy.float64'>
County Clerk and Recorder/County Assessor/Surveyor nonpartisan : 5908.0 <class 'numpy.float64'>
County Clerk and Recorder/County Superintendent of Schools independent : 1628.0 <class 'numpy.float64'>
County Clerk and Recorder/County Treasurer/Superintendent of Schools nonpartisan : 4814.0 <class 'numpy.float64'>
County Clerk and Recorder/Public Administrator/Surveyor republican : 701.0 <class 'numpy.float64'>
County Clerk and Recorder/Superintendent of Schools nonpartisan : 1772.5 <class 'numpy.float64'>
County Clerk and Recorder/Superintendent of Schools republican : 21718.0 <class 'numpy.float64'>
County Clerk and Recorder/Supt of Schools democratic : 4449.0 <class 'numpy.float64'>
County Clerk and Recorder/Surveyor democratic : 29061.0 <class 'numpy.float64'>
County Clerk and Recorder/Surveyor nonpartisan : 8116.0 <class 'numpy.float64'>
County Clerk and Recorder/Surveyor republican : 87688.0 <class 'numpy.float64'>
County Clerk and Recorder/Surveyor/Auditor republican : 39468.0 <class 'numpy.float64'>
County Clerk and Recorder/Treasurer democratic : 44552.0 <class 'numpy.float64'>
County Clerk and Recorder/Treasurer/Superintendent of Schools nonpartisan : 2775.0 <class 'numpy.float64'>
County Commissioner democratic : 165186.1666666667 <class 'numpy.float64'>
County Commissioner independent : 4894.5 <class 'numpy.float64'>
County Commissioner nonpartisan : 37739.5 <class 'numpy.float64'>
County Commissioner republican : 165130.8333333333 <class 'numpy.float64'>
County Sheriff/County Assessor republican : 567.0 <class 'numpy.float64'>
County Soil Conservation Supervisor nonpartisan : 1047.3333333333335 <class 'numpy.float64'>
County Superintendent of Schools democratic : 74077.5 <class 'numpy.float64'>
County Superintendent of Schools nonpartisan : 23067.0 <class 'numpy.float64'>
County Superintendent of Schools republican : 114066.33333333334 <class 'numpy.float64'>
County Superintendent of Schools - (1/2 Time) republican : 4136.0 <class 'numpy.float64'>
County Superintendent of Schools Part-Time nonpartisan : 2230.5 <class 'numpy.float64'>
County Treasurer democratic : 11666.0 <class 'numpy.float64'>
County Treasurer independent : 2493.5 <class 'numpy.float64'>
County Treasurer nonpartisan : 26429.0 <class 'numpy.float64'>
County Treasurer republican : 7366.416666666668 <class 'numpy.float64'>
County Treasurer/Assessor democratic : 31433.0 <class 'numpy.float64'>
County Treasurer/Assessor nonpartisan : 7496.0 <class 'numpy.float64'>
County Treasurer/Assessor republican : 55393.5 <class 'numpy.float64'>
County Treasurer/Assessor/Superintendent of Schools democratic : 1264.0 <class 'numpy.float64'>
County Treasurer/Assessor/Superintendent of Schools nonpartisan : 5263.0 <class 'numpy.float64'>
County Treasurer/Assessor/Superintendent of Schools republican : 58386.0 <class 'numpy.float64'>
County Treasurer/Assessor/Surveyor republican : 18536.0 <class 'numpy.float64'>
County Treasurer/Clerk and Recorder democratic : 26254.0 <class 'numpy.float64'>
County Treasurer/Clerk of Court independent : 619.0 <class 'numpy.float64'>
County Treasurer/County Superintendent of Schools independent : 148.0 <class 'numpy.float64'>
County Treasurer/County Superintendent of Schools republican : 361.0 <class 'numpy.float64'>
County Treasurer/Public Administrator/Assessor republican : 37525.0 <class 'numpy.float64'>
County Treasurer/Super of Schools/Public Admin democratic : 1524.0 <class 'numpy.float64'>
County Treasurer/Superintendent of Schools democratic : 13992.0 <class 'numpy.float64'>
County Treasurer/Superintendent of Schools nonpartisan : 4242.0 <class 'numpy.float64'>
County Treasurer/Superintendent of Schools republican : 18346.0 <class 'numpy.float64'>
County Treasurer/Superintendent of Schools/Assessor republican : 2548.0 <class 'numpy.float64'>
County Treasurer/Supt of Schools republican : 1701.0 <class 'numpy.float64'>
County Treasurer/Supt. of Schools republican : 965.0 <class 'numpy.float64'>
District Court Judge nonpartisan : 58532.0 <class 'numpy.float64'>
Justice of the Peace nonpartisan : 86169.33333333333 <class 'numpy.float64'>
Mile High Conservation Dist Supervisor nonpartisan : 9333.0 <class 'numpy.float64'>
Public Administrator democratic : 23914.0 <class 'numpy.float64'>
Public Administrator nonpartisan : 12235.0 <class 'numpy.float64'>
Public Administrator republican : 14911.0 <class 'numpy.float64'>
Public Service Commissioner democratic : 65948.0 <class 'numpy.float64'>
Public Service Commissioner republican : 93749.0 <class 'numpy.float64'>
Red Lodge City Council nonpartisan : 889.0 <class 'numpy.float64'>
Sheriff democratic : 1601.0 <class 'numpy.float64'>
Sheriff independent : 3104.0 <class 'numpy.float64'>
Sheriff nonpartisan : 6681.0 <class 'numpy.float64'>
Sheriff republican : 78509.5 <class 'numpy.float64'>
Sheriff/Coroner democratic : 80408.0 <class 'numpy.float64'>
Sheriff/Coroner independent : 21851.0 <class 'numpy.float64'>
Sheriff/Coroner nonpartisan : 28322.5 <class 'numpy.float64'>
Sheriff/Coroner republican : 137535.3 <class 'numpy.float64'>
Sheriff/Coroner/Public Administrator republican : 2493.0 <class 'numpy.float64'>
State House democratic : 188301.1666666667 <class 'numpy.float64'>
State House independent : 1179.0 <class 'numpy.float64'>
State House libertarian : 10353.833333333334 <class 'numpy.float64'>
State House republican : 210024.6214285714 <class 'numpy.float64'>
State Senate democratic : 93980.83333333334 <class 'numpy.float64'>
State Senate independent : 4274.0 <class 'numpy.float64'>
State Senate libertarian : 2292.0 <class 'numpy.float64'>
State Senate republican : 116763.75 <class 'numpy.float64'>
Town of Pinesdale Selectman nonpartisan : 156.66666666666666 <class 'numpy.float64'>
Treasurer/County Superintendent of Schools republican : 7704.0 <class 'numpy.float64'>
US House democratic : 203545.08809523808 <class 'numpy.float64'>
US House libertarian : 12441.702380952382 <class 'numpy.float64'>
US House republican : 214619.70952380952 <class 'numpy.float64'>
US Senate democratic : 221140.54285714286 <class 'numpy.float64'>
US Senate libertarian : 12386.790476190476 <class 'numpy.float64'>
US Senate republican : 197018.84047619047 <class 'numpy.float64'>
######## Nebraska : MEDSL 2018 ########
Attorney General republican : 453574.98905529955 <class 'numpy.float64'>
Auditor of Public Accounts democrat : 254041.2459421403 <class 'numpy.float64'>
Auditor of Public Accounts republican : 330846.59229390684 <class 'numpy.float64'>
Governor and Lt Governor democrat : 259087.38687916024 <class 'numpy.float64'>
Governor and Lt Governor republican : 357901.8799923195 <class 'numpy.float64'>
Public Service Commission democrat : 129882.41666666666 <class 'numpy.float64'>
Public Service Commission republican : 170276.83333333334 <class 'numpy.float64'>
Secretary of State democrat : 239366.0918330773 <class 'numpy.float64'>
Secretary of State republican : 353597.21182795695 <class 'numpy.float64'>
State Board of Education nonpartisan : 154410.69749373436 <class 'numpy.float64'>
State Senate nonpartisan : 89785.48643578644 <class 'numpy.float64'>
State Treasurer republican : 452987.75241935486 <class 'numpy.float64'>
US House democrat : 230916.7633249791 <class 'numpy.float64'>
US House republican : 359405.7824770259 <class 'numpy.float64'>
US Senate democrat : 245087.5578341014 <class 'numpy.float64'>
US Senate libertarian : 22393.373668714798 <class 'numpy.float64'>
US Senate republican : 349890.5593061956 <class 'numpy.float64'>
######## Nevada : MEDSL 2018 ########
Attorney General democrat : 452653.5 <class 'numpy.float64'>
Attorney General independent : 31339.916666666668 <class 'numpy.float64'>
Attorney General nonpartisan : 24962.416666666664 <class 'numpy.float64'>
Attorney General republican : 439646.4166666666 <class 'numpy.float64'>
Board Of School Trustees nonpartisan : 3958.375 <class 'numpy.float64'>
Board Of Supervisors nonpartisan : 10800.5 <class 'numpy.float64'>
Boulder City Library District Question Num. 1 nonpartisan : 5036.0 <class 'numpy.float64'>
Boulder City Question Num. 1 nonpartisan : 4280.0 <class 'numpy.float64'>
Boulder City Question Num. 2 nonpartisan : 4455.0 <class 'numpy.float64'>
Boulder City Question Num. 3 nonpartisan : 4033.0 <class 'numpy.float64'>
City Council nonpartisan : 21075.916666666668 <class 'numpy.float64'>
City Of Fernley, Advisory Question No.1 nonpartisan : 3539.0 <class 'numpy.float64'>
Constable democrat : 99850.0 <class 'numpy.float64'>
Constable republican : 129764.0 <class 'numpy.float64'>
Councilmember nonpartisan : 3619.6666666666665 <class 'numpy.float64'>
County Assessor democrat : 453297.0 <class 'numpy.float64'>
County Assessor independent : 4150.0 <class 'numpy.float64'>
County Assessor republican : 442768.0833333334 <class 'numpy.float64'>
County Auditor And Recorder nonpartisan : 120.0 <class 'numpy.float64'>
County Auditor And Recorder republican : 245.0 <class 'numpy.float64'>
County Clerk democrat : 444696.0 <class 'numpy.float64'>
County Clerk independent : 4155.0 <class 'numpy.float64'>
County Clerk nonpartisan : 499.0 <class 'numpy.float64'>
County Clerk republican : 406780.0 <class 'numpy.float64'>
County Clerk Recorder democrat : 186.0 <class 'numpy.float64'>
County Clerk Recorder republican : 561.0 <class 'numpy.float64'>
County Clerk-Treasurer democrat : 1769.5 <class 'numpy.float64'>
County Clerk-Treasurer republican : 59463.0 <class 'numpy.float64'>
County Commissioner democrat : 212640.0 <class 'numpy.float64'>
County Commissioner independent : 6834.0 <class 'numpy.float64'>
County Commissioner libertarian : 2618.0 <class 'numpy.float64'>
County Commissioner nonpartisan : 1426.0 <class 'numpy.float64'>
County Commissioner republican : 232767.23333333334 <class 'numpy.float64'>
County Recorder democrat : 461666.0 <class 'numpy.float64'>
County Recorder independent : 3855.0 <class 'numpy.float64'>
County Recorder nonpartisan : 4835.0 <class 'numpy.float64'>
County Recorder republican : 431458.0 <class 'numpy.float64'>
County Recorder-Auditor democrat : 870.0 <class 'numpy.float64'>
County Recorder-Auditor nonpartisan : 1097.0 <class 'numpy.float64'>
County Recorder-Auditor republican : 2275.0 <class 'numpy.float64'>
County School Board Trustees Area III nonpartisan : 986.5 <class 'numpy.float64'>
County School Board Trustees Area V nonpartisan : 1388.5 <class 'numpy.float64'>
County Treasurer democrat : 453469.0 <class 'numpy.float64'>
County Treasurer independent : 4902.0 <class 'numpy.float64'>
County Treasurer nonpartisan : 1037.0 <class 'numpy.float64'>
County Treasurer republican : 387629.5 <class 'numpy.float64'>
District Attorney democrat : 501023.0 <class 'numpy.float64'>
District Attorney republican : 217072.0833333333 <class 'numpy.float64'>
District Court Judge nonpartisan : 486182.55000000005 <class 'numpy.float64'>
Douglas County Question No. 1 nonpartisan : 14010.0 <class 'numpy.float64'>
Gardnerville Ranchos General Improvement District nonpartisan : 2307.75 <class 'numpy.float64'>
Governor democrat : 476534.9166666667 <class 'numpy.float64'>
Governor independent : 9846.0 <class 'numpy.float64'>
Governor libertarian : 8468.833333333332 <class 'numpy.float64'>
Governor nonpartisan : 15872.541666666668 <class 'numpy.float64'>
Governor republican : 427976.9166666667 <class 'numpy.float64'>
Humboldt County Question No. 1 nonpartisan : 3310.0 <class 'numpy.float64'>
Humboldt Hospital Board District Trustee, Seat B nonpartisan : 2415.5 <class 'numpy.float64'>
Incline Village General Improvement District nonpartisan : 2309.5 <class 'numpy.float64'>
Indian Hills General Improvement District nonpartisan : 895.25 <class 'numpy.float64'>
Justice Of The Peace nonpartisan : 224100.75 <class 'numpy.float64'>
Kingsbury General Improvement District nonpartisan : 428.5 <class 'numpy.float64'>
Lieutenant Governor democrat : 481958.3333333333 <class 'numpy.float64'>
Lieutenant Governor independent : 22972.333333333336 <class 'numpy.float64'>
Lieutenant Governor nonpartisan : 16593.75 <class 'numpy.float64'>
Lieutenant Governor republican : 410663.25 <class 'numpy.float64'>
Lincoln County School District Trustee, District B nonpartisan : 916.0 <class 'numpy.float64'>
Lyon County Advisory Question No.1 nonpartisan : 16643.0 <class 'numpy.float64'>
Lyon County School District Trustees, District 4 - Silver Springs/Stagecoach nonpartisan : 8651.0 <class 'numpy.float64'>
Mayor nonpartisan : 49280.0 <class 'numpy.float64'>
Member, Virgin Valley Water District, Mesquite nonpartisan : 3060.6666666666665 <class 'numpy.float64'>
Minden-Gardnerville Sanitation District nonpartisan : 2199.25 <class 'numpy.float64'>
Mineral County School Board Trustee (Inside-4 Year Term) nonpartisan : 855.0 <class 'numpy.float64'>
Mosquito, Vector & Noxious Weed Abatement Board nonpartisan : 4268.2 <class 'numpy.float64'>
North Lyon County Fire Protection Directors nonpartisan : 2414.25 <class 'numpy.float64'>
North Lyon County Fire Protection District Question No. 1 nonpartisan : 3939.0 <class 'numpy.float64'>
Northern Nye County Hospital District Board Of Trustees 4 Year Term nonpartisan : 570.75 <class 'numpy.float64'>
Palomino Valley General Improvement District nonpartisan : 411.40000000000003 <class 'numpy.float64'>
Public Administrator democrat : 424334.0 <class 'numpy.float64'>
Public Administrator nonpartisan : 34023.0 <class 'numpy.float64'>
Public Administrator republican : 404444.5 <class 'numpy.float64'>
Reno City Attorney nonpartisan : 39007.5 <class 'numpy.float64'>
Round Hill General Improvement District nonpartisan : 144.0 <class 'numpy.float64'>
School Board Of Trustees, District 1 nonpartisan : 6691.5 <class 'numpy.float64'>
School Board Of Trustees, District 6 nonpartisan : 6784.5 <class 'numpy.float64'>
School Board Trustee, District B nonpartisan : 13121.5 <class 'numpy.float64'>
School Board Trustee, District C nonpartisan : 16102.0 <class 'numpy.float64'>
School Board Trustee, District E nonpartisan : 1470.5 <class 'numpy.float64'>
School Board Trustee, District F At-Large nonpartisan : 36091.5 <class 'numpy.float64'>
School Board, Seat 2-A nonpartisan : 1073.5 <class 'numpy.float64'>
School District Board Of Trustees nonpartisan : 1083.3 <class 'numpy.float64'>
School District Board Trustee, Seat F nonpartisan : 2445.5 <class 'numpy.float64'>
Secretary Of State democrat : 457641.0833333333 <class 'numpy.float64'>
Secretary Of State nonpartisan : 26564.666666666664 <class 'numpy.float64'>
Secretary Of State republican : 455278.6666666667 <class 'numpy.float64'>
Sheriff democrat : 9263.0 <class 'numpy.float64'>
Sheriff nonpartisan : 125413.83333333334 <class 'numpy.float64'>
Silver Springs/Stagecoach Hospital Trustees nonpartisan : 927.75 <class 'numpy.float64'>
Sp - 1 nonpartisan : 29906.0 <class 'numpy.float64'>
State Controller democrat : 482893.8333333334 <class 'numpy.float64'>
State Controller nonpartisan : 29810.25 <class 'numpy.float64'>
State Controller republican : 432857.4166666666 <class 'numpy.float64'>
State House democrat : 455112.3333333334 <class 'numpy.float64'>
State House independent : 20747.0 <class 'numpy.float64'>
State House libertarian : 1746.0 <class 'numpy.float64'>
State House nonpartisan : 12252.0 <class 'numpy.float64'>
State House republican : 403115.0 <class 'numpy.float64'>
State Question No. 1 nonpartisan : 573424.1666666666 <class 'numpy.float64'>
State Question No. 2 nonpartisan : 556410.4166666666 <class 'numpy.float64'>
State Question No. 3 nonpartisan : 630907.5 <class 'numpy.float64'>
State Question No. 4 nonpartisan : 628927.0833333334 <class 'numpy.float64'>
State Question No. 5 nonpartisan : 585385.1666666666 <class 'numpy.float64'>
State Question No. 6 nonpartisan : 587483.1666666667 <class 'numpy.float64'>
State Senate democrat : 253041.0 <class 'numpy.float64'>
State Senate independent : 13634.0 <class 'numpy.float64'>
State Senate libertarian : 1078.0 <class 'numpy.float64'>
State Senate republican : 236491.91666666666 <class 'numpy.float64'>
State Treasurer democrat : 456165.5 <class 'numpy.float64'>
State Treasurer independent : 22543.416666666664 <class 'numpy.float64'>
State Treasurer nonpartisan : 26789.416666666668 <class 'numpy.float64'>
State Treasurer republican : 441571.6666666667 <class 'numpy.float64'>
Sun Valley General Improvement District nonpartisan : 1560.25 <class 'numpy.float64'>
Supreme Court nonpartisan : 366565.9583333334 <class 'numpy.float64'>
Town Of Gardnerville Advisory Board nonpartisan : 1009.5999999999999 <class 'numpy.float64'>
Town Of Minden Advisory Board nonpartisan : 822.3999999999999 <class 'numpy.float64'>
Trustee, Clark County School District D nonpartisan : 20434.5 <class 'numpy.float64'>
Trustee, Clark County School District F nonpartisan : 42466.5 <class 'numpy.float64'>
Trustee, Clark County School District G nonpartisan : 34188.5 <class 'numpy.float64'>
US House democrat : 487373.4666666667 <class 'numpy.float64'>
US House independent : 9095.5 <class 'numpy.float64'>
US House libertarian : 8818.5 <class 'numpy.float64'>
US House nonpartisan : 4723.5 <class 'numpy.float64'>
US House republican : 426791.8666666667 <class 'numpy.float64'>
US Senate democrat : 486287.5611111111 <class 'numpy.float64'>
US Senate independent : 6912.333333333333 <class 'numpy.float64'>
US Senate libertarian : 8945.833333333334 <class 'numpy.float64'>
US Senate nonpartisan : 11940.516666666666 <class 'numpy.float64'>
US Senate republican : 428862.48333333334 <class 'numpy.float64'>
University Board Of Regents nonpartisan : 59762.5 <class 'numpy.float64'>
Verdi Tv District nonpartisan : 2525.6000000000004 <class 'numpy.float64'>
Wc - 1 nonpartisan : 125092.0 <class 'numpy.float64'>
West Wendover Recreation Board, Seat 2 nonpartisan : 168.33333333333334 <class 'numpy.float64'>
West Wendover Recreation Board, Seat 3 nonpartisan : 256.0 <class 'numpy.float64'>
White Pine Tv District No. 1, Seat B nonpartisan : 1428.5 <class 'numpy.float64'>
######## New Hampshire : MEDSL 2018 ########
Attorney democrat : 152526.0 <class 'numpy.float64'>
Attorney republican : 194085.0 <class 'numpy.float64'>
Attorney republican-democrat : 128233.0 <class 'numpy.float64'>
County Commissioner democrat : 196152.0 <class 'numpy.float64'>
County Commissioner republican : 181857.0 <class 'numpy.float64'>
County Commissioner republican-democrat : 99356.0 <class 'numpy.float64'>
Executive Council democrat : 281925.0 <class 'numpy.float64'>
Executive Council libertarian : 12953.0 <class 'numpy.float64'>
Executive Council republican : 258411.0 <class 'numpy.float64'>
Governor democrat : 261744.5 <class 'numpy.float64'>
Governor libertarian : 8176.0 <class 'numpy.float64'>
Governor republican : 301624.5 <class 'numpy.float64'>
Register of Deeds democrat : 140998.0 <class 'numpy.float64'>
Register of Deeds libertarian : 4253.0 <class 'numpy.float64'>
Register of Deeds republican : 151904.0 <class 'numpy.float64'>
Register of Deeds republican-democrat : 221357.0 <class 'numpy.float64'>
Register of Probate democrat : 255343.0 <class 'numpy.float64'>
Register of Probate libertarian : 4422.0 <class 'numpy.float64'>
Register of Probate republican : 252559.5 <class 'numpy.float64'>
Sheriff democrat : 169840.0 <class 'numpy.float64'>
Sheriff libertarian : 7416.0 <class 'numpy.float64'>
Sheriff republican : 251718.0 <class 'numpy.float64'>
Sheriff republican-democrat : 74981.0 <class 'numpy.float64'>
State House democrat : 279384.15209235204 <class 'numpy.float64'>
State House independent : 2099.0 <class 'numpy.float64'>
State House libertarian : 7721.5 <class 'numpy.float64'>
State House republican : 237144.4529220779 <class 'numpy.float64'>
State Senate democrat : 296608.0 <class 'numpy.float64'>
State Senate libertarian : 1461.0 <class 'numpy.float64'>
State Senate republican : 253434.0 <class 'numpy.float64'>
Treasurer democrat : 250342.0 <class 'numpy.float64'>
Treasurer libertarian : 4042.0 <class 'numpy.float64'>
Treasurer republican : 249199.0 <class 'numpy.float64'>
US House democrat : 310482.5 <class 'numpy.float64'>
US House libertarian : 65649.0 <class 'numpy.float64'>
US House republican : 130996.0 <class 'numpy.float64'>
######## New Jersey : MEDSL 2018 ########
Alderman Boonton democrat : 1767.0 <class 'numpy.float64'>
Alderman Boonton republican : 1677.0 <class 'numpy.float64'>
Alderman Dover democrat : 2814.0 <class 'numpy.float64'>
B.H. town coun. 3 yr term (2) democrat : 3338.0 <class 'numpy.float64'>
B.H. town coun. 3 yr term (2) other : 5.0 <class 'numpy.float64'>
B.H. town coun. 3 yr term (2) republican : 3092.5 <class 'numpy.float64'>
Barnegat Light Council-1yr Unexpired republican : 269.0 <class 'numpy.float64'>
Barnegat Light Mayor republican : 290.0 <class 'numpy.float64'>
Barnegat Light Member of Council republican : 263.0 <class 'numpy.float64'>
Barnegat Member of the Township Committee democrat : 4022.0 <class 'numpy.float64'>
Barnegat Member of the Township Committee republican : 5236.0 <class 'numpy.float64'>
Bay Head Member of Council republican : 414.0 <class 'numpy.float64'>
Beachwood Member of Council republican : 2714.5 <class 'numpy.float64'>
Bedminster Township Committee democrat : 1754.0 <class 'numpy.float64'>
Bedminster Township Committee republican : 2291.0 <class 'numpy.float64'>
Belleville Member of the BOE nonpartisan : 3174.25 <class 'numpy.float64'>
Berkeley Heights Board of Education (2) other : 22.0 <class 'numpy.float64'>
Berkeley Heights Mayor democrat : 3470.0 <class 'numpy.float64'>
Berkeley Heights Mayor other : 7.0 <class 'numpy.float64'>
Berkeley Heights Mayor republican : 3041.0 <class 'numpy.float64'>
Bernards Township Committee democrat : 6205.5 <class 'numpy.float64'>
Bernards Township Committee republican : 6330.5 <class 'numpy.float64'>
Bernardsville Borough Council democrat : 1819.0 <class 'numpy.float64'>
Bernardsville Borough Council republican : 1867.5 <class 'numpy.float64'>
Bernardsville Mayor republican : 1958.0 <class 'numpy.float64'>
Bloomfield Councilmember At-Large (Unexp Term) democrat : 12043.0 <class 'numpy.float64'>
Bloomfield Member of the BOE nonpartisan : 3359.2 <class 'numpy.float64'>
Board of Education nonpartisan : 30206.618421052633 <class 'numpy.float64'>
Board of Education other : 489.0 <class 'numpy.float64'>
Boonton Township Committee republican : 1532.0 <class 'numpy.float64'>
Borough Council-Caldwell democrat : 1835.0 <class 'numpy.float64'>
Borough Council-Caldwell republican : 1382.0 <class 'numpy.float64'>
Borough Council-Essex Fells republican : 731.0 <class 'numpy.float64'>
Borough Council-Glenn Ridge nonpartisan : 1479.0 <class 'numpy.float64'>
Borough Council-North Caldwell republican : 1807.5 <class 'numpy.float64'>
Borough Council-Roseland democrat : 1237.0 <class 'numpy.float64'>
Borough Council-Roseland nonpartisan : 883.0 <class 'numpy.float64'>
Borough Council-Roseland republican : 1040.5 <class 'numpy.float64'>
Bound Brook Borough Council democrat : 1501.5 <class 'numpy.float64'>
Bound Brook Borough Council republican : 1072.0 <class 'numpy.float64'>
Bound Brook Borough Council (Unexpired) democrat : 1478.0 <class 'numpy.float64'>
Bound Brook Borough Council (Unexpired) republican : 1118.0 <class 'numpy.float64'>
Branchburg Township Committee democrat : 2936.5 <class 'numpy.float64'>
Branchburg Township Committee republican : 3924.0 <class 'numpy.float64'>
Butler Borough Council republican : 1827.0 <class 'numpy.float64'>
Caldwell/West Caldwell Member of the BOE nonpartisan : 3377.666666666667 <class 'numpy.float64'>
Cedar Grove Member of the BOE nonpartisan : 2884.6666666666665 <class 'numpy.float64'>
Chatham Borough Council democrat : 2382.5 <class 'numpy.float64'>
Chatham Borough Council republican : 1958.5 <class 'numpy.float64'>
Chatham Township Committee democrat : 2792.0 <class 'numpy.float64'>
Chatham Township Committee republican : 2656.0 <class 'numpy.float64'>
Chester Borough Council republican : 524.0 <class 'numpy.float64'>
Chester Township Council democrat : 1419.5 <class 'numpy.float64'>
Chester Township Council republican : 2336.0 <class 'numpy.float64'>
City Council of Bridgeton other : 14.0 <class 'numpy.float64'>
City of Bridgeton Mayor other : 24.0 <class 'numpy.float64'>
Clark Board of Education other : 56.0 <class 'numpy.float64'>
Clark Councilman democrat : 2463.0 <class 'numpy.float64'>
Clark Councilman other : 0.0 <class 'numpy.float64'>
Clark Councilman republican : 4301.0 <class 'numpy.float64'>
Commercial Township Committee other : 24.0 <class 'numpy.float64'>
Council East Orange-Unexpired 1 Yr. democrat : 2847.0 <class 'numpy.float64'>
County Clerk democrat : 94438.0 <class 'numpy.float64'>
County Clerk republican : 110118.0 <class 'numpy.float64'>
County Executive democrat : 191045.0 <class 'numpy.float64'>
County Executive nonpartisan : 6123.0 <class 'numpy.float64'>
County Executive republican : 38346.0 <class 'numpy.float64'>
Cranford Board of Education other : 311.0 <class 'numpy.float64'>
Cranford Township Committee (1) democrat : 7036.0 <class 'numpy.float64'>
Cranford Township Committee (1) other : 10.0 <class 'numpy.float64'>
Cranford Township Committee (1) republican : 4342.0 <class 'numpy.float64'>
Deerfield Township Committee other : 0.0 <class 'numpy.float64'>
Downe Township Committee other : 5.0 <class 'numpy.float64'>
Eagleswood Member of the Township Committee republican : 530.0 <class 'numpy.float64'>
East Hanover Township Council democrat : 3073.0 <class 'numpy.float64'>
East Newark Council-at-Large democrat : 301.0 <class 'numpy.float64'>
East Newark Council-at-Large other : 0.0 <class 'numpy.float64'>
East Windsor Regional School Bd-East Windsor other : 51.0 <class 'numpy.float64'>
East Windsor Regional School Board-Hightstown Boro other : 32.0 <class 'numpy.float64'>
Elizabeth Board of Education other : 51.0 <class 'numpy.float64'>
Elizabeth Councilman democrat : 17356.0 <class 'numpy.float64'>
Elizabeth Councilman other : 36.0 <class 'numpy.float64'>
Essex Fells Member of the BOE nonpartisan : 727.0 <class 'numpy.float64'>
Ewing Township Council democrat : 9539.0 <class 'numpy.float64'>
Ewing Township Council other : 5.0 <class 'numpy.float64'>
Ewing Township Mayor democrat : 9969.0 <class 'numpy.float64'>
Ewing Township Mayor other : 10.0 <class 'numpy.float64'>
Ewing Township School Board other : 880.0 <class 'numpy.float64'>
Fairfield Member of the BOE nonpartisan : 1483.5 <class 'numpy.float64'>
Fairfield Township Committee other : 20.0 <class 'numpy.float64'>
Fanwood Councilmen democrat : 2421.5 <class 'numpy.float64'>
Fanwood Councilmen other : 4.0 <class 'numpy.float64'>
Fanwood Councilmen republican : 1359.0 <class 'numpy.float64'>
Far Hills Borough Council democrat : 179.0 <class 'numpy.float64'>
Far Hills Borough Council republican : 316.5 <class 'numpy.float64'>
Far Hills Mayor republican : 376.0 <class 'numpy.float64'>
Florham Park Borough Council democrat : 2247.0 <class 'numpy.float64'>
Florham Park Borough Council republican : 2772.0 <class 'numpy.float64'>
Freeholder democrat : 478125.25 <class 'numpy.float64'>
Freeholder other : 331.66666666666663 <class 'numpy.float64'>
Freeholder republican : 394457.6666666667 <class 'numpy.float64'>
Garwood Board of Education other : 7.0 <class 'numpy.float64'>
Garwood Councilmen democrat : 1144.5 <class 'numpy.float64'>
Garwood Councilmen other : 2.0 <class 'numpy.float64'>
Garwood Councilmen republican : 802.5 <class 'numpy.float64'>
Garwood Mayor democrat : 1190.0 <class 'numpy.float64'>
Garwood Mayor other : 4.0 <class 'numpy.float64'>
Garwood Mayor republican : 801.0 <class 'numpy.float64'>
Glen Ridge Member of the Board of Education nonpartisan : 1772.25 <class 'numpy.float64'>
Green Brook Township Committee democrat : 1396.0 <class 'numpy.float64'>
Green Brook Township Committee republican : 1571.5 <class 'numpy.float64'>
Greenwich Township Committee other : 4.0 <class 'numpy.float64'>
Guttenberg Council-at-Large democrat : 1925.5 <class 'numpy.float64'>
Guttenberg Council-at-Large nonpartisan : 173.0 <class 'numpy.float64'>
Guttenberg Council-at-Large other : 4.0 <class 'numpy.float64'>
Hamilton Township School Board other : 109.0 <class 'numpy.float64'>
Hanover Township Committee democrat : 2266.0 <class 'numpy.float64'>
Hanover Township Committee republican : 3915.0 <class 'numpy.float64'>
Harding Township Committee democrat : 798.0 <class 'numpy.float64'>
Harding Township Committee republican : 1414.5 <class 'numpy.float64'>
Harrison Council democrat : 2462.0 <class 'numpy.float64'>
Harrison Council other : 14.0 <class 'numpy.float64'>
Harrison Mayor democrat : 2502.0 <class 'numpy.float64'>
Harrison Mayor other : 67.0 <class 'numpy.float64'>
Hightstown Boro Mayor democrat : 1213.0 <class 'numpy.float64'>
Hightstown Boro Mayor other : 1.0 <class 'numpy.float64'>
Hightstown Boro Mayor republican : 736.0 <class 'numpy.float64'>
Hightstown Borough Council democrat : 1203.0 <class 'numpy.float64'>
Hightstown Borough Council other : 0.0 <class 'numpy.float64'>
Hightstown Borough Council republican : 705.0 <class 'numpy.float64'>
Hillsborough Township Committee democrat : 8589.0 <class 'numpy.float64'>
Hillsborough Township Committee republican : 8592.0 <class 'numpy.float64'>
Hillside Board of Ed. Unexpired Term other : 3.0 <class 'numpy.float64'>
Hillside Board of Education other : 4.0 <class 'numpy.float64'>
Hopewell Borough Common Council democrat : 834.5 <class 'numpy.float64'>
Hopewell Borough Common Council other : 0.0 <class 'numpy.float64'>
Hopewell Borough Common Council republican : 286.0 <class 'numpy.float64'>
Hopewell Township Committee democrat : 5017.0 <class 'numpy.float64'>
Hopewell Township Committee other : 9.0 <class 'numpy.float64'>
Hopewell Township Committee republican : 3750.0 <class 'numpy.float64'>
Hopewell Valley Regional School Board-Hope Twp other : 46.0 <class 'numpy.float64'>
Hopewell Valley School Board-Pennington Borough other : 27.0 <class 'numpy.float64'>
Jefferson Township Council democrat : 2932.0 <class 'numpy.float64'>
Jefferson Township Council republican : 5255.0 <class 'numpy.float64'>
Kearny Council democrat : 5218.0 <class 'numpy.float64'>
Kearny Council other : 110.0 <class 'numpy.float64'>
Kenilworth Board of Education other : 12.0 <class 'numpy.float64'>
Kenilworth Councilmen democrat : 1422.0 <class 'numpy.float64'>
Kenilworth Councilmen other : 6.0 <class 'numpy.float64'>
Kenilworth Councilmen republican : 1325.0 <class 'numpy.float64'>
Kinnelon Borough Council democrat : 1703.0 <class 'numpy.float64'>
Kinnelon Borough Council republican : 3092.0 <class 'numpy.float64'>
Kinnelon Borough Unexpired 1 Year Term democrat : 1829.0 <class 'numpy.float64'>
Kinnelon Borough Unexpired 1 Year Term republican : 2963.0 <class 'numpy.float64'>
Kinnelon Borough Unexpired 1 Year Term Vacancy democrat : 1709.0 <class 'numpy.float64'>
Kinnelon Borough Unexpired 1 Year Term Vacancy republican : 3094.0 <class 'numpy.float64'>
Lacey Member of the Township Committee democrat : 3932.0 <class 'numpy.float64'>
Lacey Member of the Township Committee republican : 6931.0 <class 'numpy.float64'>
Lakehurst Member of Council republican : 451.0 <class 'numpy.float64'>
Lakehurst Member of Council-1yr Unexp. republican : 440.0 <class 'numpy.float64'>
Lakewood Member of the Township Committee democrat : 7517.0 <class 'numpy.float64'>
Lakewood Member of the Township Committee independent : 2334.0 <class 'numpy.float64'>
Lakewood Member of the Township Committee republican : 9236.0 <class 'numpy.float64'>
Lavallette Mayor republican : 946.0 <class 'numpy.float64'>
Lavallette Member of Council independent : 560.0 <class 'numpy.float64'>
Lavallette Member of Council republican : 740.5 <class 'numpy.float64'>
Lawrence Township Committee other : 8.0 <class 'numpy.float64'>
Lawrence Township School Board other : 37.0 <class 'numpy.float64'>
Lawrence Township School Board Unx 2 Yr other : 20.0 <class 'numpy.float64'>
Lincoln Park Borough Council At Large democrat : 1809.0 <class 'numpy.float64'>
Lincoln Park Borough Council At Large republican : 2074.3333333333335 <class 'numpy.float64'>
Linden Board of Education other : 17.0 <class 'numpy.float64'>
Linden Councilman democrat : 2106.0 <class 'numpy.float64'>
Linden Councilman other : 5.0 <class 'numpy.float64'>
Linden Mayor democrat : 8585.0 <class 'numpy.float64'>
Linden Mayor other : 0.0 <class 'numpy.float64'>
Linden President of Council democrat : 9399.0 <class 'numpy.float64'>
Linden President of Council other : 37.0 <class 'numpy.float64'>
Little Egg Harbor Member of the Twp Committee democrat : 3277.5 <class 'numpy.float64'>
Little Egg Harbor Member of the Twp Committee republican : 4899.5 <class 'numpy.float64'>
Livingston Member of the BOE nonpartisan : 4773.5 <class 'numpy.float64'>
Local BOE 1yr Unexpired other : 0.0 <class 'numpy.float64'>
Local BOE 1yr Unexpired Commercial other : 4.0 <class 'numpy.float64'>
Local BOE 1yr Unexpired Millville other : 9.0 <class 'numpy.float64'>
Local BOE Unexpired- Greenwich other : 1.0 <class 'numpy.float64'>
Local BOE- City of Bridgeton other : 11.0 <class 'numpy.float64'>
Local BOE- City of Millville other : 24.0 <class 'numpy.float64'>
Local BOE- City of Vineland other : 41.0 <class 'numpy.float64'>
Local BOE- Commercial Township other : 17.0 <class 'numpy.float64'>
Local BOE- Deerfield Township other : 27.0 <class 'numpy.float64'>
Local BOE- Downe Township other : 2.0 <class 'numpy.float64'>
Local BOE- Fairfield Township other : 18.0 <class 'numpy.float64'>
Local BOE- Greenwich Township other : 1.0 <class 'numpy.float64'>
Local BOE- Hopewell Shiloh other : 32.0 <class 'numpy.float64'>
Local BOE- Lawrence Township other : 14.0 <class 'numpy.float64'>
Local BOE- Maurice River Township other : 0.0 <class 'numpy.float64'>
Local BOE- Stow Creek Township other : 3.0 <class 'numpy.float64'>
Local BOE- Upper Deerfield other : 6.0 <class 'numpy.float64'>
Long Hill Township Committee democrat : 1856.0 <class 'numpy.float64'>
Long Hill Township Committee republican : 2341.0 <class 'numpy.float64'>
Madison Borough Council democrat : 3838.5 <class 'numpy.float64'>
Madison Borough Council republican : 3098.5 <class 'numpy.float64'>
Mantoloking Mayor republican : 174.0 <class 'numpy.float64'>
Mantoloking Member of Council republican : 167.0 <class 'numpy.float64'>
Manville Borough Council democrat : 1427.0 <class 'numpy.float64'>
Manville Borough Council republican : 1421.0 <class 'numpy.float64'>
Maplewood-South Orange Members of the BOE nonpartisan : 3740.272727272728 <class 'numpy.float64'>
Maurice River Township Committee other : 0.0 <class 'numpy.float64'>
Mayor republican : 2200.0 <class 'numpy.float64'>
Mayor Butler Borough democrat : 1316.0 <class 'numpy.float64'>
Mayor Butler Borough republican : 1582.0 <class 'numpy.float64'>
Mayor Chester Borough republican : 577.0 <class 'numpy.float64'>
Mayor Jefferson Township republican : 6422.0 <class 'numpy.float64'>
Mayor Kinnelon Borough democrat : 1424.0 <class 'numpy.float64'>
Mayor Kinnelon Borough republican : 3591.0 <class 'numpy.float64'>
Mayor Lincoln Park Borough republican : 2753.0 <class 'numpy.float64'>
Mayor Mendham Boro democrat : 1032.0 <class 'numpy.float64'>
Mayor Mendham Boro republican : 1542.0 <class 'numpy.float64'>
Mayor Morris Plains Borough democrat : 1615.0 <class 'numpy.float64'>
Mayor Morris Plains Borough republican : 1435.0 <class 'numpy.float64'>
Mayor Mount Arlington Borough republican : 1738.0 <class 'numpy.float64'>
Mayor Rockaway Township Unexpired 1 Year Term republican : 7478.0 <class 'numpy.float64'>
Mayor Wharton Borough republican : 1394.0 <class 'numpy.float64'>
Mayor-Caldwell democrat : 1796.0 <class 'numpy.float64'>
Mayor-Caldwell republican : 1572.0 <class 'numpy.float64'>
Mayor-North Caldwell nonpartisan : 683.0 <class 'numpy.float64'>
Mayor-North Caldwell republican : 1720.0 <class 'numpy.float64'>
Mayor-Roseland democrat : 1274.0 <class 'numpy.float64'>
Mayor-Roseland nonpartisan : 903.0 <class 'numpy.float64'>
Mayor-Roseland republican : 1054.0 <class 'numpy.float64'>
Mayor-West Caldwell republican : 3219.0 <class 'numpy.float64'>
Member of the Board of Ed. Little Egg Harbor Twp nonpartisan : 2683.0 <class 'numpy.float64'>
Mendham Borough Council democrat : 1122.5 <class 'numpy.float64'>
Mendham Borough Council republican : 1399.5 <class 'numpy.float64'>
Mendham Township Committee democrat : 1475.5 <class 'numpy.float64'>
Mendham Township Committee republican : 1651.0 <class 'numpy.float64'>
Millburn Member of The BOE nonpartisan : 3169.0 <class 'numpy.float64'>
Millburn Member of the BOE nonpartisan : 2716.8333333333335 <class 'numpy.float64'>
Millstone Borough Council democrat : 147.0 <class 'numpy.float64'>
Millstone Borough Council republican : 135.0 <class 'numpy.float64'>
Millstone Mayor democrat : 167.0 <class 'numpy.float64'>
Montgomery Township Committee democrat : 5571.5 <class 'numpy.float64'>
Montgomery Township Committee republican : 4107.0 <class 'numpy.float64'>
Montville Township Committee democrat : 3937.0 <class 'numpy.float64'>
Montville Township Committee republican : 5859.0 <class 'numpy.float64'>
Morris Plains Borough Council democrat : 1469.5 <class 'numpy.float64'>
Morris Plains Borough Council republican : 1531.0 <class 'numpy.float64'>
Morris Township Committee democrat : 6423.0 <class 'numpy.float64'>
Morris Township Committee republican : 4931.5 <class 'numpy.float64'>
Mount Arlington Borough Council republican : 1663.0 <class 'numpy.float64'>
Mountain Lakes Borough Council democrat : 1028.6666666666667 <class 'numpy.float64'>
Mountain Lakes Borough Council republican : 1085.3333333333333 <class 'numpy.float64'>
Mountainside Board of Education (2) other : 650.0 <class 'numpy.float64'>
Mountainside Councilmen democrat : 1691.0 <class 'numpy.float64'>
Mountainside Councilmen other : 2.0 <class 'numpy.float64'>
Mountainside Councilmen republican : 1812.5 <class 'numpy.float64'>
Netcong Borough Council republican : 714.0 <class 'numpy.float64'>
New Providence Board of Education (3) other : 41.0 <class 'numpy.float64'>
New Providence Councilmen democrat : 2789.0 <class 'numpy.float64'>
New Providence Councilmen other : 5.0 <class 'numpy.float64'>
New Providence Councilmen republican : 2932.5 <class 'numpy.float64'>
New Providence Mayor other : 49.0 <class 'numpy.float64'>
New Providence Mayor republican : 3914.0 <class 'numpy.float64'>
North Caldwell Member of the BOE nonpartisan : 1535.0 <class 'numpy.float64'>
North Plainfield Borough Council democrat : 4039.75 <class 'numpy.float64'>
North Plainfield Borough Council republican : 1483.6666666666667 <class 'numpy.float64'>
North Plainfield Borough Council (Unexpired) democrat : 4108.0 <class 'numpy.float64'>
North Plainfield Borough Council (Unexpired) republican : 1481.0 <class 'numpy.float64'>
Nutley Member of the BOE nonpartisan : 3820.6666666666665 <class 'numpy.float64'>
Ocean Gate Mayor republican : 394.0 <class 'numpy.float64'>
Ocean Gate Member of Council republican : 515.0 <class 'numpy.float64'>
Ocean Member of the Township Committee democrat : 1580.0 <class 'numpy.float64'>
Ocean Member of the Township Committee republican : 2828.0 <class 'numpy.float64'>
Orange Member of the BOE nonpartisan : 1659.1666666666667 <class 'numpy.float64'>
Peapack/Gladstone Borough Council democrat : 754.0 <class 'numpy.float64'>
Peapack/Gladstone Borough Council republican : 742.5 <class 'numpy.float64'>
Peapack/Gladstone Mayor republican : 564.0 <class 'numpy.float64'>
Pennington Borough Common Council democrat : 1087.5 <class 'numpy.float64'>
Pennington Borough Common Council other : 13.0 <class 'numpy.float64'>
Pequannock Township Council democrat : 3393.0 <class 'numpy.float64'>
Pequannock Township Council republican : 4590.333333333333 <class 'numpy.float64'>
Pine Beach Member of Council republican : 810.5 <class 'numpy.float64'>
Plainfield Board of Ed. Unexpired Term other : 5.0 <class 'numpy.float64'>
Plainfield Board of Education other : 22.0 <class 'numpy.float64'>
Plainfield Councilman democrat : 2237.0 <class 'numpy.float64'>
Plainfield Councilman other : 2.0 <class 'numpy.float64'>
Plainfield Councilman-at-Large 2nd and 3rd democrat : 5945.0 <class 'numpy.float64'>
Plainfield Councilman-at-Large 2nd and 3rd other : 31.0 <class 'numpy.float64'>
Plainfield Councilman-at-Large Unexpired democrat : 8361.0 <class 'numpy.float64'>
Plainfield Councilman-at-Large Unexpired other : 61.0 <class 'numpy.float64'>
Plumsted Member of the Township Committee republican : 2268.5 <class 'numpy.float64'>
Point Pleasant Beach Member of Council democrat : 1003.5 <class 'numpy.float64'>
Point Pleasant Beach Member of Council republican : 1191.0 <class 'numpy.float64'>
Point Pleasant Mayor republican : 6691.0 <class 'numpy.float64'>
Point Pleasant Member of Council democrat : 3106.5 <class 'numpy.float64'>
Point Pleasant Member of Council republican : 5240.5 <class 'numpy.float64'>
Princeton Council democrat : 8839.0 <class 'numpy.float64'>
Princeton Council other : 32.0 <class 'numpy.float64'>
Princeton Council republican : 2680.0 <class 'numpy.float64'>
Princeton Public Schools other : 62.0 <class 'numpy.float64'>
Rahway Board of Education other : 13.0 <class 'numpy.float64'>
Rahway Councilman democrat : 1202.0 <class 'numpy.float64'>
Rahway Councilman other : 8.0 <class 'numpy.float64'>
Rahway Councilmen-at-Large democrat : 6745.666666666667 <class 'numpy.float64'>
Rahway Councilmen-at-Large other : 29.0 <class 'numpy.float64'>
Rahway Mayor democrat : 7270.0 <class 'numpy.float64'>
Rahway Mayor other : 28.0 <class 'numpy.float64'>
Randolph Township Council democrat : 5120.75 <class 'numpy.float64'>
Randolph Township Council republican : 5697.75 <class 'numpy.float64'>
Raritan Borough Council democrat : 1248.5 <class 'numpy.float64'>
Raritan Borough Council republican : 1381.5 <class 'numpy.float64'>
Regional BOE- Fairfield Twp other : 5.0 <class 'numpy.float64'>
Regional BOE- Upper Deerfield other : 9.0 <class 'numpy.float64'>
Riverdale Borough Council republican : 1094.5 <class 'numpy.float64'>
Robbinsville Township School Board other : 60.0 <class 'numpy.float64'>
Robbinsville Township School Board 1Yr other : 85.0 <class 'numpy.float64'>
Rockaway Borough Council republican : 1516.5 <class 'numpy.float64'>
Rocky Hill Mayor democrat : 194.0 <class 'numpy.float64'>
Rocky Hill Mayor republican : 42.0 <class 'numpy.float64'>
Roseland Member of the BOE nonpartisan : 1576.5 <class 'numpy.float64'>
Roselle BOE Unexpired Term other : 3.0 <class 'numpy.float64'>
Roselle Board of Education other : 15.0 <class 'numpy.float64'>
Roselle Councilman democrat : 2454.0 <class 'numpy.float64'>
Roselle Councilman other : 7.0 <class 'numpy.float64'>
Roselle Park Board of Education other : 340.0 <class 'numpy.float64'>
Roselle Park Councilman democrat : 1206.0 <class 'numpy.float64'>
Roselle Park Councilman other : 3.0 <class 'numpy.float64'>
Roselle Park Councilman republican : 756.0 <class 'numpy.float64'>
Roselle Park Mayor democrat : 2529.0 <class 'numpy.float64'>
Roselle Park Mayor other : 5.0 <class 'numpy.float64'>
Roselle Park Mayor republican : 1261.0 <class 'numpy.float64'>
Scotch Plains Board of Education (3) other : 41.0 <class 'numpy.float64'>
Scotch Plains Township Council (3) democrat : 6076.666666666666 <class 'numpy.float64'>
Scotch Plains Township Council (3) other : 8.0 <class 'numpy.float64'>
Scotch Plains Township Council (3) republican : 4754.0 <class 'numpy.float64'>
Seaside Heights Member of Council republican : 381.5 <class 'numpy.float64'>
Seaside Heights Member of Council-1yr Unexp. republican : 404.0 <class 'numpy.float64'>
Seaside Park Member of Council republican : 532.5 <class 'numpy.float64'>
Secaucus Council nonpartisan : 2769.0 <class 'numpy.float64'>
Secaucus Council other : 15.0 <class 'numpy.float64'>
Sheriff democrat : 188856.0 <class 'numpy.float64'>
Sheriff republican : 41866.0 <class 'numpy.float64'>
Shiloh Borough Council other : 6.0 <class 'numpy.float64'>
Ship Bottom Mayor republican : 421.0 <class 'numpy.float64'>
Ship Bottom Member of Council republican : 414.5 <class 'numpy.float64'>
Somerville Borough Council democrat : 2507.0 <class 'numpy.float64'>
Somerville Borough Council republican : 1683.0 <class 'numpy.float64'>
Somerville Mayor (Unexpired) democrat : 2498.0 <class 'numpy.float64'>
Somerville Mayor (Unexpired) republican : 1800.0 <class 'numpy.float64'>
South Bound Brook Borough Council democrat : 811.5 <class 'numpy.float64'>
South Bound Brook Borough Council republican : 596.5 <class 'numpy.float64'>
South Toms River Mayor democrat : 534.0 <class 'numpy.float64'>
South Toms River Mayor republican : 438.0 <class 'numpy.float64'>
South Toms River Member of Council democrat : 537.5 <class 'numpy.float64'>
South Toms River Member of Council republican : 421.5 <class 'numpy.float64'>
Springfield Board of Education other : 34.0 <class 'numpy.float64'>
Springfield Township Committee (2) democrat : 4110.0 <class 'numpy.float64'>
Springfield Township Committee (2) other : 4.0 <class 'numpy.float64'>
Springfield Township Committee (2) republican : 2865.0 <class 'numpy.float64'>
Stafford Mayor democrat : 5178.0 <class 'numpy.float64'>
Stafford Mayor republican : 6512.0 <class 'numpy.float64'>
Stafford Member of Council democrat : 4620.166666666666 <class 'numpy.float64'>
Stafford Member of Council republican : 6469.833333333333 <class 'numpy.float64'>
State House democrat : 187257.0 <class 'numpy.float64'>
State House other : 1143.5 <class 'numpy.float64'>
State House republican : 49259.5 <class 'numpy.float64'>
State Senate other : 20.0 <class 'numpy.float64'>
Stow Creek Township Committee other : 0.0 <class 'numpy.float64'>
Summit Councilman democrat : 6322.0 <class 'numpy.float64'>
Summit Councilman other : 2.0 <class 'numpy.float64'>
Summit Councilman republican : 3515.0 <class 'numpy.float64'>
Surf City Member of Council republican : 470.5 <class 'numpy.float64'>
Surrogate democrat : 260076.0 <class 'numpy.float64'>
Surrogate other : 10.0 <class 'numpy.float64'>
Surrogate republican : 185316.0 <class 'numpy.float64'>
Township Committee-Maplewood democrat : 9722.0 <class 'numpy.float64'>
Township Committee-Maplewood nonpartisan : 1203.0 <class 'numpy.float64'>
Township Committee-Millburn democrat : 4615.0 <class 'numpy.float64'>
Township Committee-Millburn republican : 4190.0 <class 'numpy.float64'>
Township Council-Livingston democrat : 8155.0 <class 'numpy.float64'>
Township Council-Livingston republican : 4559.5 <class 'numpy.float64'>
Township Council-West Caldwell republican : 2863.0 <class 'numpy.float64'>
Tuckerton Mayor independent : 401.0 <class 'numpy.float64'>
Tuckerton Mayor republican : 777.0 <class 'numpy.float64'>
Tuckerton Member of Council independent : 408.0 <class 'numpy.float64'>
Tuckerton Member of Council republican : 820.0 <class 'numpy.float64'>
US House cannot be bought : 1064.0 <class 'numpy.float64'>
US House constitution : 3902.0 <class 'numpy.float64'>
US House democrat : 1760379.3666666667 <class 'numpy.float64'>
US House green : 2651.5 <class 'numpy.float64'>
US House honesty, ingegrity, compassion : 1944.2 <class 'numpy.float64'>
US House independent : 782.5 <class 'numpy.float64'>
US House libertarian : 9679.1 <class 'numpy.float64'>
US House other : 7013.5 <class 'numpy.float64'>
US House republican : 1154908.7666666666 <class 'numpy.float64'>
US House time for truth : 1154.0 <class 'numpy.float64'>
US House together we can : 868.0 <class 'numpy.float64'>
US House trade, health, environment : 1499.0 <class 'numpy.float64'>
US Senate democrat : 1664834.1333333333 <class 'numpy.float64'>
US Senate economic growth : 8636.4 <class 'numpy.float64'>
US Senate for the people : 19126.1 <class 'numpy.float64'>
US Senate green : 7024.0 <class 'numpy.float64'>
US Senate independent : 972.0 <class 'numpy.float64'>
US Senate libertarian : 20122.4 <class 'numpy.float64'>
US Senate make it simple : 8717.6 <class 'numpy.float64'>
US Senate new day nj : 15278.033333333333 <class 'numpy.float64'>
US Senate other : 12804.5 <class 'numpy.float64'>
US Senate republican : 1307509.6666666665 <class 'numpy.float64'>
Union Board of Education other : 57.0 <class 'numpy.float64'>
Union Township Committee (2) democrat : 13888.0 <class 'numpy.float64'>
Union Township Committee (2) other : 267.0 <class 'numpy.float64'>
Union Township Committee (2) republican : 4726.5 <class 'numpy.float64'>
Upper Deerfield Township Committee other : 8.0 <class 'numpy.float64'>
Verona Member of the BOE nonpartisan : 2427.5 <class 'numpy.float64'>
Victory Gardens Borough Council democrat : 217.0 <class 'numpy.float64'>
Victory Gardens Borough Council republican : 57.0 <class 'numpy.float64'>
Warren Township Committee democrat : 3083.5 <class 'numpy.float64'>
Warren Township Committee republican : 4121.0 <class 'numpy.float64'>
Washington Township Committee democrat : 3637.0 <class 'numpy.float64'>
Washington Township Committee republican : 5421.0 <class 'numpy.float64'>
Watchung Borough Council democrat : 1590.5 <class 'numpy.float64'>
Watchung Borough Council republican : 1368.5 <class 'numpy.float64'>
Watchung Mayor democrat : 1573.0 <class 'numpy.float64'>
Watchung Mayor republican : 1414.0 <class 'numpy.float64'>
West Essex Regional-Essex Fells Member of The BOE nonpartisan : 761.0 <class 'numpy.float64'>
West Essex Regional-No. Caldwell Member of the BOE nonpartisan : 1707.0 <class 'numpy.float64'>
West Orange Member of the BOE nonpartisan : 8317.333333333334 <class 'numpy.float64'>
West Orange-Council At Large nonpartisan : 5476.4 <class 'numpy.float64'>
West Orange-Mayor nonpartisan : 8823.5 <class 'numpy.float64'>
West Windsor Regional School Board other : 31.0 <class 'numpy.float64'>
West Windsor Township Council Unexpired Term other : 32.0 <class 'numpy.float64'>
Westfield Board of Education other : 64.0 <class 'numpy.float64'>
Wharton Borough Council republican : 1322.5 <class 'numpy.float64'>
Winfield Board of Education other : 25.0 <class 'numpy.float64'>
Winfield Township Committee democrat : 380.0 <class 'numpy.float64'>
Winfield Township Committee other : 1.0 <class 'numpy.float64'>
######## New Mexico : MEDSL 2018 ########
Attorney General democrat : 167375.7120222922 <class 'numpy.float64'>
Attorney General libertarian : 12779.514887502532 <class 'numpy.float64'>
Attorney General republican : 84667.28785952086 <class 'numpy.float64'>
Commissioner of Public Lands democrat : 137414.90294418344 <class 'numpy.float64'>
Commissioner of Public Lands libertarian : 14784.045163518673 <class 'numpy.float64'>
Commissioner of Public Lands republican : 111578.69141291396 <class 'numpy.float64'>
Governor democrat : 155659.08218073635 <class 'numpy.float64'>
Governor republican : 110921.17292377759 <class 'numpy.float64'>
Judge of Court of Appeals Position 1 democrat : 142439.46752466957 <class 'numpy.float64'>
Judge of Court of Appeals Position 1 republican : 117098.62604909635 <class 'numpy.float64'>
Judge of Court of Appeals Position 2 democrat : 149531.3525976708 <class 'numpy.float64'>
Judge of Court of Appeals Position 2 republican : 109223.34956156451 <class 'numpy.float64'>
Judge of Court of Appeals Position 3 democrat : 150502.09897708817 <class 'numpy.float64'>
Judge of Court of Appeals Position 3 republican : 107841.69774154146 <class 'numpy.float64'>
Judge of Court of Appeals Position 4 democrat : 143368.04938523212 <class 'numpy.float64'>
Judge of Court of Appeals Position 4 republican : 113940.10640470342 <class 'numpy.float64'>
Judge of Court of Appeals Position 5 democrat : 178037.4473699518 <class 'numpy.float64'>
Justice of Supreme Court democrat : 155482.44701392818 <class 'numpy.float64'>
Justice of Supreme Court republican : 105412.6640987824 <class 'numpy.float64'>
Secretary of State democrat : 157059.71215514344 <class 'numpy.float64'>
Secretary of State libertarian : 12801.497164219847 <class 'numpy.float64'>
Secretary of State republican : 94949.18842816896 <class 'numpy.float64'>
State Auditor democrat : 153419.06268944184 <class 'numpy.float64'>
State Auditor republican : 109621.70326794696 <class 'numpy.float64'>
State Treasurer democrat : 156284.47166129365 <class 'numpy.float64'>
State Treasurer republican : 104220.03969212389 <class 'numpy.float64'>
US House democrat : 153009.11228570977 <class 'numpy.float64'>
US House libertarian : 13441.84130869131 <class 'numpy.float64'>
US House republican : 101087.91451191642 <class 'numpy.float64'>
US Senate democrat : 146764.93049745832 <class 'numpy.float64'>
US Senate libertarian : 42351.66975020761 <class 'numpy.float64'>
US Senate republican : 77944.21205464269 <class 'numpy.float64'>
######## North Carolina : MEDSL 2018 ########
Alamance County Board Of Commissioners democrat : 6204.875 <class 'numpy.float64'>
Alamance County Board Of Commissioners republican : 7060.0 <class 'numpy.float64'>
Alamance County Clerk Of Superior Court democrat : 6319.5 <class 'numpy.float64'>
Alamance County Clerk Of Superior Court republican : 7713.75 <class 'numpy.float64'>
Alamance County Sheriff republican : 9546.0 <class 'numpy.float64'>
Alexander County Board Of Commissioners democrat : 957.375 <class 'numpy.float64'>
Alexander County Board Of Commissioners republican : 2372.416666666667 <class 'numpy.float64'>
Alexander County Clerk Of Superior Court democrat : 2736.5 <class 'numpy.float64'>
Alexander County Register Of Deeds democrat : 974.75 <class 'numpy.float64'>
Alexander County Register Of Deeds republican : 2452.25 <class 'numpy.float64'>
Alexander County Sheriff democrat : 1804.0 <class 'numpy.float64'>
Alexander County Sheriff republican : 1648.25 <class 'numpy.float64'>
Alleghany County Board Of Commissioners democrat : 418.25 <class 'numpy.float64'>
Alleghany County Board Of Commissioners libertarian : 71.75 <class 'numpy.float64'>
Alleghany County Board Of Commissioners republican : 556.5833333333334 <class 'numpy.float64'>
Alleghany County Board Of Commissioners unaffiliated : 212.75 <class 'numpy.float64'>
Alleghany County Board Of Education democrat : 414.08333333333337 <class 'numpy.float64'>
Alleghany County Board Of Education republican : 601.3333333333334 <class 'numpy.float64'>
Alleghany County Board Of Education unaffiliated : 105.0 <class 'numpy.float64'>
Alleghany County Clerk Of Superior Court democrat : 888.0 <class 'numpy.float64'>
Alleghany County Sheriff democrat : 836.5 <class 'numpy.float64'>
Alleghany County Sheriff republican : 301.5 <class 'numpy.float64'>
Anson County Board Of Commissioners District 2 democrat : 170.5 <class 'numpy.float64'>
Anson County Board Of Commissioners District 2 unaffiliated : 131.25 <class 'numpy.float64'>
Anson County Board Of Commissioners District 4 democrat : 147.25 <class 'numpy.float64'>
Anson County Board Of Commissioners District 4 unaffiliated : 144.5 <class 'numpy.float64'>
Anson County Board Of Commissioners District 5 democrat : 209.5 <class 'numpy.float64'>
Anson County Board Of Commissioners District 5 republican : 76.0 <class 'numpy.float64'>
Anson County Board Of Education At-Large democrat : 570.25 <class 'numpy.float64'>
Anson County Board Of Education At-Large unaffiliated : 748.25 <class 'numpy.float64'>
Anson County Board Of Education District 2 democrat : 171.25 <class 'numpy.float64'>
Anson County Board Of Education District 4 democrat : 214.25 <class 'numpy.float64'>
Anson County Board Of Education District 5 democrat : 238.5 <class 'numpy.float64'>
Anson County Clerk Of Superior Court democrat : 1664.0 <class 'numpy.float64'>
Anson County Sheriff democrat : 1685.0 <class 'numpy.float64'>
Ashe County Board Of Commissioners democrat : 1202.25 <class 'numpy.float64'>
Ashe County Board Of Commissioners republican : 1781.0833333333333 <class 'numpy.float64'>
Ashe County Clerk Of Superior Court republican : 2405.75 <class 'numpy.float64'>
Ashe County Register Of Deeds democrat : 2066.5 <class 'numpy.float64'>
Ashe County Sheriff democrat : 1444.5 <class 'numpy.float64'>
Ashe County Sheriff republican : 1498.0 <class 'numpy.float64'>
Avery County Board Of Commissioners democrat : 414.75 <class 'numpy.float64'>
Avery County Board Of Commissioners republican : 1108.5 <class 'numpy.float64'>
Avery County Clerk Of Superior Court republican : 1396.75 <class 'numpy.float64'>
Avery County Sheriff republican : 1218.75 <class 'numpy.float64'>
Beaufort County Board Of Commissioners democrat : 972.625 <class 'numpy.float64'>
Beaufort County Board Of Commissioners republican : 904.8333333333333 <class 'numpy.float64'>
Beaufort County Board Of Education District 2 democrat : 374.25 <class 'numpy.float64'>
Beaufort County Board Of Education District 4 republican : 360.25 <class 'numpy.float64'>
Beaufort County Board Of Education District 6 republican : 334.5 <class 'numpy.float64'>
Beaufort County Board Of Education District 8 republican : 563.25 <class 'numpy.float64'>
Beaufort County Clerk Of Superior Court democrat : 3456.25 <class 'numpy.float64'>
Beaufort County Sheriff constitution : 707.0 <class 'numpy.float64'>
Beaufort County Sheriff democrat : 1683.75 <class 'numpy.float64'>
Beaufort County Sheriff republican : 2338.75 <class 'numpy.float64'>
Bertie County Board Of Commissioners District 2 democrat : 1464.5 <class 'numpy.float64'>
Bertie County Board Of Commissioners District 3 democrat : 1430.0 <class 'numpy.float64'>
Bertie County Board Of Commissioners District 5 democrat : 1285.75 <class 'numpy.float64'>
Bertie County Clerk Of Superior Court democrat : 1329.0 <class 'numpy.float64'>
Bertie County Sheriff democrat : 1413.0 <class 'numpy.float64'>
Bladen County Board Of Commissioners District 1 democrat : 722.0 <class 'numpy.float64'>
Bladen County Board Of Commissioners District 2 democrat : 374.75 <class 'numpy.float64'>
Bladen County Board Of Commissioners District 2 republican : 695.5 <class 'numpy.float64'>
Bladen County Board Of Commissioners District 3 democrat : 600.25 <class 'numpy.float64'>
Bladen County Board Of Commissioners District 3 republican : 541.75 <class 'numpy.float64'>
Bladen County Board Of Education At-Large democrat : 632.3333333333334 <class 'numpy.float64'>
Bladen County Board Of Education At-Large republican : 1268.25 <class 'numpy.float64'>
Bladen County Board Of Education District 1 democrat : 713.5 <class 'numpy.float64'>
Bladen County Board Of Education District 2 democrat : 758.5 <class 'numpy.float64'>
Bladen County Board Of Education District 3 democrat : 802.5 <class 'numpy.float64'>
Bladen County Clerk Of Superior Court democrat : 2506.5 <class 'numpy.float64'>
Bladen County Coroner democrat : 2326.25 <class 'numpy.float64'>
Bladen County Register Of Deeds democrat : 1790.5 <class 'numpy.float64'>
Bladen County Register Of Deeds republican : 1368.0 <class 'numpy.float64'>
Bladen County Sheriff democrat : 1390.5 <class 'numpy.float64'>
Bladen County Sheriff republican : 1737.5 <class 'numpy.float64'>
Brunswick County Board Of Commissioners District 1 republican : 10697.5 <class 'numpy.float64'>
Brunswick County Board Of Commissioners District 2 republican : 8614.0 <class 'numpy.float64'>
Brunswick County Board Of Commissioners District 2 unaffiliated : 4697.0 <class 'numpy.float64'>
Brunswick County Board Of Education District 3 democrat : 5664.75 <class 'numpy.float64'>
Brunswick County Board Of Education District 3 republican : 8866.0 <class 'numpy.float64'>
Brunswick County Board Of Education District 5 democrat : 5724.75 <class 'numpy.float64'>
Brunswick County Board Of Education District 5 republican : 8771.25 <class 'numpy.float64'>
Brunswick County Clerk Of Superior Court republican : 10821.0 <class 'numpy.float64'>
Brunswick County Sheriff democrat : 3848.0 <class 'numpy.float64'>
Brunswick County Sheriff republican : 10685.75 <class 'numpy.float64'>
Buncombe County Board Of Commissioners District 1 democrat : 8892.0 <class 'numpy.float64'>
Buncombe County Board Of Commissioners District 2 democrat : 5604.75 <class 'numpy.float64'>
Buncombe County Board Of Commissioners District 2 republican : 4539.5 <class 'numpy.float64'>
Buncombe County Board Of Commissioners District 3 democrat : 4371.75 <class 'numpy.float64'>
Buncombe County Board Of Commissioners District 3 republican : 4542.5 <class 'numpy.float64'>
Buncombe County Clerk Of Superior Court democrat : 21442.25 <class 'numpy.float64'>
Buncombe County Sheriff democrat : 18260.75 <class 'numpy.float64'>
Buncombe County Sheriff libertarian : 904.5 <class 'numpy.float64'>
Buncombe County Sheriff republican : 10507.75 <class 'numpy.float64'>
Burke County Board Of Commissioners democrat : 2321.75 <class 'numpy.float64'>
Burke County Board Of Commissioners republican : 3959.5 <class 'numpy.float64'>
Burke County Clerk Of Superior Court democrat : 5009.75 <class 'numpy.float64'>
Burke County Sheriff democrat : 5029.0 <class 'numpy.float64'>
Cabarrus County Board Of Commissioners democrat : 6566.0 <class 'numpy.float64'>
Cabarrus County Board Of Commissioners libertarian : 2123.5 <class 'numpy.float64'>
Cabarrus County Board Of Commissioners republican : 9776.833333333334 <class 'numpy.float64'>
Cabarrus County Clerk Of Superior Court republican : 12791.0 <class 'numpy.float64'>
Cabarrus County Sheriff democrat : 7317.0 <class 'numpy.float64'>
Cabarrus County Sheriff republican : 10871.0 <class 'numpy.float64'>
Caldwell County Board Of Commissioners democrat : 1653.75 <class 'numpy.float64'>
Caldwell County Board Of Commissioners republican : 4485.75 <class 'numpy.float64'>
Caldwell County Clerk Of Superior Court democrat : 3027.5 <class 'numpy.float64'>
Caldwell County Clerk Of Superior Court republican : 3533.25 <class 'numpy.float64'>
Caldwell County Sheriff democrat : 1176.25 <class 'numpy.float64'>
Caldwell County Sheriff republican : 5261.75 <class 'numpy.float64'>
Camden County Board Of Commissioners At-Large republican : 798.75 <class 'numpy.float64'>
Camden County Board Of Commissioners Shiloh District republican : 745.75 <class 'numpy.float64'>
Camden County Clerk Of Superior Court democrat : 677.5 <class 'numpy.float64'>
Camden County Sheriff democrat : 287.0 <class 'numpy.float64'>
Camden County Sheriff republican : 732.0 <class 'numpy.float64'>
Carteret County Board Of Commissioners District 1 democrat : 2169.25 <class 'numpy.float64'>
Carteret County Board Of Commissioners District 1 republican : 4889.75 <class 'numpy.float64'>
Carteret County Board Of Commissioners District 2 democrat : 2272.0 <class 'numpy.float64'>
Carteret County Board Of Commissioners District 2 republican : 4785.0 <class 'numpy.float64'>
Carteret County Board Of Commissioners District 3 democrat : 2160.5 <class 'numpy.float64'>
Carteret County Board Of Commissioners District 3 republican : 4911.0 <class 'numpy.float64'>
Carteret County Board Of Commissioners District 6 democrat : 2089.75 <class 'numpy.float64'>
Carteret County Board Of Commissioners District 6 republican : 4978.0 <class 'numpy.float64'>
Carteret County Board Of Education District 1 democrat : 2297.5 <class 'numpy.float64'>
Carteret County Board Of Education District 1 republican : 4756.75 <class 'numpy.float64'>
Carteret County Board Of Education District 3 democrat : 2314.0 <class 'numpy.float64'>
Carteret County Board Of Education District 3 republican : 4735.75 <class 'numpy.float64'>
Carteret County Board Of Education District 5 democrat : 2256.25 <class 'numpy.float64'>
Carteret County Board Of Education District 5 republican : 4811.75 <class 'numpy.float64'>
Carteret County Board Of Education District 6 republican : 5500.5 <class 'numpy.float64'>
Carteret County Clerk Of Superior Court republican : 5453.25 <class 'numpy.float64'>
Carteret County Register Of Deeds republican : 5490.25 <class 'numpy.float64'>
Carteret County Sheriff republican : 5884.75 <class 'numpy.float64'>
Caswell County Board Of Commissioners District 1 republican : 270.0 <class 'numpy.float64'>
Caswell County Board Of Commissioners District 2 democrat : 253.75 <class 'numpy.float64'>
Caswell County Board Of Commissioners District 5 democrat : 174.75 <class 'numpy.float64'>
Caswell County Board Of Commissioners District 5 republican : 242.5 <class 'numpy.float64'>
Caswell County Clerk Of Superior Court democrat : 1543.5 <class 'numpy.float64'>
Caswell County Sheriff democrat : 1438.75 <class 'numpy.float64'>
Catawba County Board Of Commissioners democrat : 3953.6666666666665 <class 'numpy.float64'>
Catawba County Board Of Commissioners republican : 8751.25 <class 'numpy.float64'>
Catawba County Clerk Of Superior Court republican : 10253.5 <class 'numpy.float64'>
Catawba County Sheriff republican : 10370.5 <class 'numpy.float64'>
Chatham County Board Of Commissioners District 3 democrat : 4916.75 <class 'numpy.float64'>
Chatham County Board Of Commissioners District 3 republican : 4010.25 <class 'numpy.float64'>
Chatham County Board Of Commissioners District 4 democrat : 4967.0 <class 'numpy.float64'>
Chatham County Board Of Commissioners District 4 republican : 3969.0 <class 'numpy.float64'>
Chatham County Board Of Commissioners District 5 republican : 4720.5 <class 'numpy.float64'>
Chatham County Clerk Of Superior Court democrat : 6316.0 <class 'numpy.float64'>
Chatham County Sheriff democrat : 6534.0 <class 'numpy.float64'>
Cherokee County Board Of Commissioners democrat : 733.0 <class 'numpy.float64'>
Cherokee County Board Of Commissioners republican : 1998.8333333333333 <class 'numpy.float64'>
Cherokee County Board Of Education republican : 1823.9166666666667 <class 'numpy.float64'>
Cherokee County Board Of Education At-Large democrat : 934.75 <class 'numpy.float64'>
Cherokee County Board Of Education At-Large republican : 1754.0 <class 'numpy.float64'>
Cherokee County Clerk Of Superior Court republican : 2316.5 <class 'numpy.float64'>
Cherokee County Register Of Deeds republican : 2192.25 <class 'numpy.float64'>
Cherokee County Sheriff republican : 2161.75 <class 'numpy.float64'>
Chowan County Board Of Commissioners District 1 democrat : 188.0 <class 'numpy.float64'>
Chowan County Board Of Commissioners District 1 republican : 264.5 <class 'numpy.float64'>
Chowan County Board Of Commissioners District 2 democrat : 220.0 <class 'numpy.float64'>
Chowan County Board Of Commissioners District 2 unaffiliated : 325.5 <class 'numpy.float64'>
Chowan County Board Of Commissioners District 3 democrat : 282.25 <class 'numpy.float64'>
Chowan County Clerk Of Superior Court democrat : 1119.5 <class 'numpy.float64'>
Chowan County Sheriff democrat : 1178.0 <class 'numpy.float64'>
City Of Albemarle City Council Member At-Large republican : 927.75 <class 'numpy.float64'>
City Of Albemarle City Council Member District 2 democrat : 112.0 <class 'numpy.float64'>
City Of Albemarle City Council Member District 2 republican : 137.0 <class 'numpy.float64'>
City Of Albemarle City Council Member District 4 democrat : 138.0 <class 'numpy.float64'>
City Of Albemarle City Council Member District 4 republican : 245.5 <class 'numpy.float64'>
City Of Lincolnton City Council Ward One democrat : 411.5 <class 'numpy.float64'>
City Of Lincolnton City Council Ward One republican : 376.0 <class 'numpy.float64'>
City Of Lincolnton City Council Ward Three democrat : 448.0 <class 'numpy.float64'>
City Of Lincolnton City Council Ward Three republican : 331.5 <class 'numpy.float64'>
City Of Lincolnton City Council Ward Two (Unexpired Term) democrat : 378.25 <class 'numpy.float64'>
City Of Lincolnton City Council Ward Two (Unexpired Term) republican : 369.5 <class 'numpy.float64'>
City Of Lincolnton Mayor democrat : 587.25 <class 'numpy.float64'>
Clay County Board Of Commissioners democrat : 254.0 <class 'numpy.float64'>
Clay County Board Of Commissioners republican : 708.7499999999999 <class 'numpy.float64'>
Clay County Board Of Commissioners unaffiliated : 377.99999999999994 <class 'numpy.float64'>
Clay County Board Of Education democrat : 423.0 <class 'numpy.float64'>
Clay County Board Of Education republican : 685.5 <class 'numpy.float64'>
Clay County Board Of Education unaffiliated : 479.0 <class 'numpy.float64'>
Clay County Clerk Of Superior Court republican : 1086.0 <class 'numpy.float64'>
Clay County Register Of Deeds republican : 1057.0 <class 'numpy.float64'>
Clay County Sheriff democrat : 129.25 <class 'numpy.float64'>
Clay County Sheriff republican : 725.0 <class 'numpy.float64'>
Clay County Sheriff unaffiliated : 424.5 <class 'numpy.float64'>
Cleveland County Board Of Commissioners democrat : 3427.75 <class 'numpy.float64'>
Cleveland County Board Of Commissioners republican : 4106.875 <class 'numpy.float64'>
Cleveland County Board Of Commissioners (Unexpired Term) democrat : 3152.75 <class 'numpy.float64'>
Cleveland County Board Of Commissioners (Unexpired Term) republican : 5058.25 <class 'numpy.float64'>
Cleveland County Clerk Of Superior Court democrat : 5582.75 <class 'numpy.float64'>
Cleveland County Sheriff democrat : 7081.0 <class 'numpy.float64'>
Cleveland County Sheriff unaffiliated : 1021.75 <class 'numpy.float64'>
Columbus County Board Of Commissioners District 1 democrat : 532.5 <class 'numpy.float64'>
Columbus County Board Of Commissioners District 1 republican : 160.0 <class 'numpy.float64'>
Columbus County Board Of Commissioners District 6 democrat : 423.5 <class 'numpy.float64'>
Columbus County Board Of Commissioners District 7 democrat : 419.5 <class 'numpy.float64'>
Columbus County Clerk Of Superior Court democrat : 3585.25 <class 'numpy.float64'>
Columbus County Sheriff democrat : 2338.0 <class 'numpy.float64'>
Columbus County Sheriff republican : 2348.75 <class 'numpy.float64'>
Court Of Appeals Judge Seat 1 democrat : 355470.5764975526 <class 'numpy.float64'>
Court Of Appeals Judge Seat 1 republican : 315251.38342009886 <class 'numpy.float64'>
Court Of Appeals Judge Seat 2 democrat : 338987.6228782798 <class 'numpy.float64'>
Court Of Appeals Judge Seat 2 republican : 163107.0877819838 <class 'numpy.float64'>
Court Of Appeals Judge Seat 3 democrat : 340151.524907466 <class 'numpy.float64'>
Court Of Appeals Judge Seat 3 libertarian : 31091.39984233147 <class 'numpy.float64'>
Court Of Appeals Judge Seat 3 republican : 299277.8278606438 <class 'numpy.float64'>
Craven County Board Of Commissioners District 1 constitution : 308.75 <class 'numpy.float64'>
Craven County Board Of Commissioners District 1 democrat : 315.75 <class 'numpy.float64'>
Craven County Board Of Commissioners District 1 republican : 729.75 <class 'numpy.float64'>
Craven County Board Of Commissioners District 2 democrat : 1130.0 <class 'numpy.float64'>
Craven County Board Of Commissioners District 3 democrat : 742.5 <class 'numpy.float64'>
Craven County Board Of Commissioners District 4 republican : 1305.0 <class 'numpy.float64'>
Craven County Board Of Commissioners District 5 democrat : 468.75 <class 'numpy.float64'>
Craven County Board Of Commissioners District 6 republican : 692.5 <class 'numpy.float64'>
Craven County Board Of Commissioners District 7 democrat : 643.0 <class 'numpy.float64'>
Craven County Board Of Commissioners District 7 republican : 1103.0 <class 'numpy.float64'>
Craven County Clerk Of Superior Court democrat : 4484.25 <class 'numpy.float64'>
Craven County Clerk Of Superior Court republican : 4368.75 <class 'numpy.float64'>
Craven County Sheriff democrat : 4040.75 <class 'numpy.float64'>
Craven County Sheriff republican : 4845.0 <class 'numpy.float64'>
Cumberland County Board Of Commissioners At-Large democrat : 12649.125 <class 'numpy.float64'>
Cumberland County Board Of Commissioners At-Large republican : 7856.25 <class 'numpy.float64'>
Cumberland County Board Of Commissioners District 1 democrat : 4766.0 <class 'numpy.float64'>
Cumberland County Clerk Of Superior Court democrat : 13944.5 <class 'numpy.float64'>
Cumberland County Clerk Of Superior Court republican : 9345.5 <class 'numpy.float64'>
Cumberland County Sheriff democrat : 14790.0 <class 'numpy.float64'>
Cumberland County Sheriff republican : 8497.25 <class 'numpy.float64'>
Currituck County Board Of Commissioners At-Large democrat : 682.75 <class 'numpy.float64'>
Currituck County Board Of Commissioners At-Large republican : 1761.75 <class 'numpy.float64'>
Currituck County Board Of Commissioners District 3 republican : 1947.0 <class 'numpy.float64'>
Currituck County Board Of Commissioners District 5 republican : 1872.25 <class 'numpy.float64'>
Currituck County Clerk Of Superior Court republican : 1995.0 <class 'numpy.float64'>
Currituck County Sheriff republican : 2043.0 <class 'numpy.float64'>
Dare County Board Of Commissioners At-Large democrat : 2124.0 <class 'numpy.float64'>
Dare County Board Of Commissioners At-Large republican : 1962.75 <class 'numpy.float64'>
Dare County Board Of Commissioners District 1 democrat : 1881.5 <class 'numpy.float64'>
Dare County Board Of Commissioners District 1 republican : 2197.0 <class 'numpy.float64'>
Dare County Board Of Commissioners District 2 republican : 2566.25 <class 'numpy.float64'>
Dare County Board Of Education District 1 republican : 2635.5 <class 'numpy.float64'>
Dare County Board Of Education District 2 democrat : 1915.75 <class 'numpy.float64'>
Dare County Board Of Education District 2 republican : 2118.5 <class 'numpy.float64'>
Dare County Board Of Education District 3 democrat : 2355.75 <class 'numpy.float64'>
Dare County Clerk Of Superior Court republican : 2694.25 <class 'numpy.float64'>
Dare County Register Of Deeds democrat : 1940.25 <class 'numpy.float64'>
Dare County Register Of Deeds republican : 2098.5 <class 'numpy.float64'>
Dare County Sheriff republican : 2784.75 <class 'numpy.float64'>
Davidson County Board Of Commissioners democrat : 4251.75 <class 'numpy.float64'>
Davidson County Board Of Commissioners republican : 9844.375 <class 'numpy.float64'>
Davidson County Clerk Of Superior Court republican : 11459.5 <class 'numpy.float64'>
Davidson County Register Of Deeds republican : 11255.5 <class 'numpy.float64'>
Davidson County Sheriff republican : 11169.0 <class 'numpy.float64'>
Davie County Board Of Commissioners republican : 3067.5 <class 'numpy.float64'>
Davie County Board Of Education democrat : 1090.0 <class 'numpy.float64'>
Davie County Board Of Education republican : 2772.0833333333335 <class 'numpy.float64'>
Davie County Board Of Education unaffiliated : 1437.75 <class 'numpy.float64'>
Davie County Clerk Of Superior Court republican : 3680.25 <class 'numpy.float64'>
Davie County Sheriff republican : 3454.75 <class 'numpy.float64'>
District Attorney democrat : 331506.6616071429 <class 'numpy.float64'>
District Attorney republican : 210709.83149101716 <class 'numpy.float64'>
District Court Judge Seat 1 democrat : 105650.60416666667 <class 'numpy.float64'>
District Court Judge Seat 1 republican : 104747.62093253969 <class 'numpy.float64'>
District Court Judge Seat 1 unaffiliated : 8759.0 <class 'numpy.float64'>
District Court Judge Seat 2 democrat : 47018.66666666667 <class 'numpy.float64'>
District Court Judge Seat 2 republican : 60769.07819264069 <class 'numpy.float64'>
District Court Judge Seat 2 unaffiliated : 2436.0 <class 'numpy.float64'>
District Court Judge Seat 3 democrat : 17357.875 <class 'numpy.float64'>
District Court Judge Seat 3 republican : 65350.524999999994 <class 'numpy.float64'>
District Court Judge Seat 3 unaffiliated : 6662.125 <class 'numpy.float64'>
District Court Judge Seat 4 republican : 33393.34583333334 <class 'numpy.float64'>
District Court Judge Seat 5 republican : 12784.125 <class 'numpy.float64'>
District Court Judge Seat 6 republican : 6949.9375 <class 'numpy.float64'>
District Court Judge Seat 1 democrat : 149908.235633509 <class 'numpy.float64'>
District Court Judge Seat 1 republican : 83660.12046783626 <class 'numpy.float64'>
District Court Judge Seat 2 democrat : 166698.83335743207 <class 'numpy.float64'>
District Court Judge Seat 2 republican : 73882.5530167749 <class 'numpy.float64'>
District Court Judge Seat 3 democrat : 88547.7113095238 <class 'numpy.float64'>
District Court Judge Seat 3 republican : 66584.25446428571 <class 'numpy.float64'>
District Court Judge Seat 4 democrat : 84227.41666666667 <class 'numpy.float64'>
District Court Judge Seat 4 republican : 36257.5625 <class 'numpy.float64'>
District Court Judge Seat 5 democrat : 64189.75 <class 'numpy.float64'>
District Court Judge Seat 5 republican : 20712.541666666664 <class 'numpy.float64'>
District Court Judge Seat 6 democrat : 42618.75 <class 'numpy.float64'>
District Court Judge Seat 6 republican : 19613.25 <class 'numpy.float64'>
District Court Judge Seat 7 democrat : 9273.5 <class 'numpy.float64'>
District Court Judge Seat 7 republican : 19586.125 <class 'numpy.float64'>
Duplin County Board Of Commissioners District 2 republican : 620.0 <class 'numpy.float64'>
Duplin County Board Of Commissioners District 3 republican : 704.75 <class 'numpy.float64'>
Duplin County Board Of Education District 2 republican : 609.75 <class 'numpy.float64'>
Duplin County Board Of Education District 3 republican : 692.25 <class 'numpy.float64'>
Duplin County Clerk Of Superior Court democrat : 2869.0 <class 'numpy.float64'>
Duplin County Sheriff democrat : 2580.0 <class 'numpy.float64'>
Duplin County Sheriff republican : 1242.0 <class 'numpy.float64'>
Durham County Clerk Of Superior Court democrat : 27328.25 <class 'numpy.float64'>
Durham County Sheriff democrat : 26051.0 <class 'numpy.float64'>
Edgecombe County Board Of Commissioners District 4 democrat : 545.25 <class 'numpy.float64'>
Edgecombe County Board Of Commissioners District 6 democrat : 385.5 <class 'numpy.float64'>
Edgecombe County Board Of Commissioners District 7 democrat : 577.75 <class 'numpy.float64'>
Edgecombe County Clerk Of Superior Court democrat : 3519.0 <class 'numpy.float64'>
Edgecombe County Sheriff democrat : 3611.25 <class 'numpy.float64'>
Edgecombe County Sheriff republican : 710.0 <class 'numpy.float64'>
Forsyth County Board Of Commissioners At-Large democrat : 18738.0 <class 'numpy.float64'>
Forsyth County Board Of Commissioners At-Large green : 1188.75 <class 'numpy.float64'>
Forsyth County Board Of Commissioners At-Large republican : 14005.5 <class 'numpy.float64'>
Forsyth County Board Of Commissioners District A democrat : 5612.625 <class 'numpy.float64'>
Forsyth County Board Of Commissioners District B republican : 16792.75 <class 'numpy.float64'>
Forsyth County Board Of Education At-Large democrat : 17039.833333333332 <class 'numpy.float64'>
Forsyth County Board Of Education At-Large republican : 13569.583333333334 <class 'numpy.float64'>
Forsyth County Board Of Education District 1 democrat : 5927.625 <class 'numpy.float64'>
Forsyth County Board Of Education District 2 democrat : 11662.5 <class 'numpy.float64'>
Forsyth County Board Of Education District 2 republican : 13266.0625 <class 'numpy.float64'>
Forsyth County Clerk Of Superior Court democrat : 23635.25 <class 'numpy.float64'>
Forsyth County Sheriff democrat : 18160.5 <class 'numpy.float64'>
Forsyth County Sheriff republican : 15761.5 <class 'numpy.float64'>
Franklin County Board Of Commissioners (Unex) democrat : 841.5 <class 'numpy.float64'>
Franklin County Board Of Commissioners At-Large democrat : 2957.75 <class 'numpy.float64'>
Franklin County Board Of Commissioners At-Large republican : 3395.0 <class 'numpy.float64'>
Franklin County Board Of Commissioners District 2 democrat : 936.0 <class 'numpy.float64'>
Franklin County Board Of Commissioners District 4 republican : 1007.25 <class 'numpy.float64'>
Franklin County Clerk Of Superior Court democrat : 4344.5 <class 'numpy.float64'>
Franklin County Sheriff democrat : 3839.0 <class 'numpy.float64'>
Franklin County Sheriff republican : 2524.0 <class 'numpy.float64'>
Gaston County Board Of Commissioners Dallas Township democrat : 6383.5 <class 'numpy.float64'>
Gaston County Board Of Commissioners Dallas Township republican : 11063.0 <class 'numpy.float64'>
Gaston County Board Of Commissioners Gastonia Township democrat : 6434.75 <class 'numpy.float64'>
Gaston County Board Of Commissioners Gastonia Township republican : 11133.5 <class 'numpy.float64'>
Gaston County Board Of Commissioners Riverbend Township democrat : 6622.25 <class 'numpy.float64'>
Gaston County Board Of Commissioners Riverbend Township republican : 10788.5 <class 'numpy.float64'>
Gaston County Clerk Of Superior Court republican : 12852.25 <class 'numpy.float64'>
Gaston County Sheriff democrat : 13564.25 <class 'numpy.float64'>
Gates County Board Of Commissioners Eure District democrat : 677.75 <class 'numpy.float64'>
Gates County Board Of Commissioners Eure District republican : 361.5 <class 'numpy.float64'>
Gates County Board Of Commissioners Gates District democrat : 720.0 <class 'numpy.float64'>
Gates County Board Of Commissioners Gates District republican : 328.25 <class 'numpy.float64'>
Gates County Board Of Commissioners Gatesville District democrat : 691.5 <class 'numpy.float64'>
Gates County Board Of Commissioners Gatesville District republican : 351.75 <class 'numpy.float64'>
Gates County Clerk Of Superior Court democrat : 777.25 <class 'numpy.float64'>
Gates County Clerk Of Superior Court republican : 272.5 <class 'numpy.float64'>
Gates County Sheriff democrat : 772.5 <class 'numpy.float64'>
Gates County Sheriff republican : 285.0 <class 'numpy.float64'>
Graham County Board Of Commissioners democrat : 437.5 <class 'numpy.float64'>
Graham County Board Of Commissioners republican : 485.58333333333337 <class 'numpy.float64'>
Graham County Board Of Education democrat : 446.125 <class 'numpy.float64'>
Graham County Board Of Education republican : 594.25 <class 'numpy.float64'>
Graham County Clerk Of Superior Court democrat : 629.0 <class 'numpy.float64'>
Graham County Clerk Of Superior Court republican : 293.5 <class 'numpy.float64'>
Graham County Register Of Deeds republican : 753.25 <class 'numpy.float64'>
Graham County Sheriff democrat : 359.0 <class 'numpy.float64'>
Graham County Sheriff republican : 526.5 <class 'numpy.float64'>
Granville County Board Of Commissioners District 2 democrat : 692.75 <class 'numpy.float64'>
Granville County Board Of Commissioners District 6 democrat : 382.75 <class 'numpy.float64'>
Granville County Board Of Commissioners District 6 republican : 601.5 <class 'numpy.float64'>
Granville County Board Of Commissioners District 7 democrat : 393.5 <class 'numpy.float64'>
Granville County Board Of Commissioners District 7 republican : 229.5 <class 'numpy.float64'>
Granville County Clerk Of Superior Court democrat : 3848.75 <class 'numpy.float64'>
Granville County Sheriff democrat : 4333.25 <class 'numpy.float64'>
Greene County Board Of Commissioners District 3 constitution : 810.25 <class 'numpy.float64'>
Greene County Board Of Commissioners District 3 democrat : 729.0 <class 'numpy.float64'>
Greene County Board Of Commissioners District 4 democrat : 1230.5 <class 'numpy.float64'>
Greene County Board Of Commissioners District 5 democrat : 1235.0 <class 'numpy.float64'>
Greene County Board Of Education democrat : 905.6666666666665 <class 'numpy.float64'>
Greene County Clerk Of Superior Court democrat : 1350.75 <class 'numpy.float64'>
Greene County Sheriff democrat : 1000.75 <class 'numpy.float64'>
Greene County Sheriff unaffiliated : 587.75 <class 'numpy.float64'>
Guilford County Board Of Commissioners (Unex) democrat : 3666.75 <class 'numpy.float64'>
Guilford County Board Of Commissioners At-Large democrat : 34793.75 <class 'numpy.float64'>
Guilford County Board Of Commissioners District 1 democrat : 3484.75 <class 'numpy.float64'>
Guilford County Board Of Commissioners District 2 democrat : 2785.0 <class 'numpy.float64'>
Guilford County Board Of Commissioners District 2 republican : 3173.0 <class 'numpy.float64'>
Guilford County Board Of Commissioners District 3 democrat : 3529.75 <class 'numpy.float64'>
Guilford County Board Of Commissioners District 3 republican : 3583.75 <class 'numpy.float64'>
Guilford County Board Of Commissioners District 7 democrat : 4873.25 <class 'numpy.float64'>
Guilford County Board Of Education At-Large democrat : 29619.25 <class 'numpy.float64'>
Guilford County Board Of Education At-Large republican : 19580.5 <class 'numpy.float64'>
Guilford County Board Of Education District 2 democrat : 2819.25 <class 'numpy.float64'>
Guilford County Board Of Education District 2 republican : 3172.75 <class 'numpy.float64'>
Guilford County Board Of Education District 4 democrat : 3634.5 <class 'numpy.float64'>
Guilford County Board Of Education District 4 republican : 3915.25 <class 'numpy.float64'>
Guilford County Board Of Education District 6 democrat : 3608.5 <class 'numpy.float64'>
Guilford County Board Of Education District 6 republican : 3462.25 <class 'numpy.float64'>
Guilford County Board Of Education District 8 democrat : 3804.75 <class 'numpy.float64'>
Guilford County Clerk Of Superior Court democrat : 35090.25 <class 'numpy.float64'>
Guilford County Sheriff democrat : 26291.25 <class 'numpy.float64'>
Guilford County Sheriff republican : 23634.0 <class 'numpy.float64'>
Halifax County Board Of Commissioners At-Large democrat : 2322.0 <class 'numpy.float64'>
Halifax County Board Of Commissioners At-Large republican : 893.25 <class 'numpy.float64'>
Halifax County Clerk Of Superior Court democrat : 3845.0 <class 'numpy.float64'>
Halifax County Sheriff democrat : 3919.0 <class 'numpy.float64'>
Harnett County Board Of Commissioners District 1 democrat : 961.75 <class 'numpy.float64'>
Harnett County Board Of Commissioners District 1 republican : 544.75 <class 'numpy.float64'>
Harnett County Board Of Commissioners District 2 democrat : 673.0 <class 'numpy.float64'>
Harnett County Board Of Commissioners District 2 republican : 1184.75 <class 'numpy.float64'>
Harnett County Board Of Education District 1 democrat : 961.75 <class 'numpy.float64'>
Harnett County Board Of Education District 1 republican : 545.5 <class 'numpy.float64'>
Harnett County Board Of Education District 3 democrat : 584.25 <class 'numpy.float64'>
Harnett County Board Of Education District 3 republican : 1087.75 <class 'numpy.float64'>
Harnett County Board Of Education District 5 republican : 1074.75 <class 'numpy.float64'>
Harnett County Clerk Of Superior Court democrat : 5728.25 <class 'numpy.float64'>
Harnett County Sheriff democrat : 3431.5 <class 'numpy.float64'>
Harnett County Sheriff republican : 5413.5 <class 'numpy.float64'>
Haywood County Board Of Commissioners democrat : 2852.6666666666665 <class 'numpy.float64'>
Haywood County Board Of Commissioners republican : 2888.6666666666665 <class 'numpy.float64'>
Haywood County Clerk Of Superior Court democrat : 4381.5 <class 'numpy.float64'>
Haywood County Register Of Deeds democrat : 4452.0 <class 'numpy.float64'>
Haywood County Sheriff democrat : 4971.0 <class 'numpy.float64'>
Haywood County Tax Collector democrat : 3219.5 <class 'numpy.float64'>
Haywood County Tax Collector republican : 2952.0 <class 'numpy.float64'>
Henderson County Board Of Commissioners District 1 democrat : 4835.0 <class 'numpy.float64'>
Henderson County Board Of Commissioners District 1 republican : 7263.0 <class 'numpy.float64'>
Henderson County Board Of Commissioners District 3 republican : 8564.25 <class 'numpy.float64'>
Henderson County Board Of Commissioners District 4 republican : 8619.5 <class 'numpy.float64'>
Henderson County Clerk Of Superior Court republican : 8776.25 <class 'numpy.float64'>
Henderson County Register Of Deeds republican : 8681.25 <class 'numpy.float64'>
Henderson County Sheriff republican : 8977.5 <class 'numpy.float64'>
Hertford County Board Of Commissioners District 1 democrat : 1508.5 <class 'numpy.float64'>
Hertford County Board Of Commissioners District 2 democrat : 1278.5 <class 'numpy.float64'>
Hertford County Board Of Commissioners District 2 republican : 264.25 <class 'numpy.float64'>
Hertford County Board Of Commissioners District 2 unaffiliated : 402.75 <class 'numpy.float64'>
Hertford County Clerk Of Superior Court democrat : 1626.5 <class 'numpy.float64'>
Hertford County Sheriff democrat : 1599.75 <class 'numpy.float64'>
Hertford County Sheriff unaffiliated : 348.5 <class 'numpy.float64'>
Hoke County Board Of Commissioners democrat : 1856.25 <class 'numpy.float64'>
Hoke County Board Of Commissioners republican : 1204.625 <class 'numpy.float64'>
Hoke County Clerk Of Superior Court democrat : 2537.0 <class 'numpy.float64'>
Hoke County Coroner democrat : 2524.25 <class 'numpy.float64'>
Hoke County Sheriff democrat : 2708.0 <class 'numpy.float64'>
Hyde County Board Of Commissioners Currituck Township republican : 123.0 <class 'numpy.float64'>
Hyde County Board Of Commissioners Currituck Township unaffiliated : 327.25 <class 'numpy.float64'>
Hyde County Board Of Commissioners Swan Quarter Township democrat : 224.0 <class 'numpy.float64'>
Hyde County Board Of Education At-Large democrat : 216.0 <class 'numpy.float64'>
Hyde County Board Of Education At-Large republican : 263.75 <class 'numpy.float64'>
Hyde County Board Of Education Ocracoke District democrat : 348.75 <class 'numpy.float64'>
Hyde County Clerk Of Superior Court democrat : 412.25 <class 'numpy.float64'>
Hyde County Register Of Deeds democrat : 408.75 <class 'numpy.float64'>
Hyde County Sheriff democrat : 386.25 <class 'numpy.float64'>
Hyde County Sheriff unaffiliated : 92.25 <class 'numpy.float64'>
Iredell County Board Of Commissioners democrat : 6220.25 <class 'numpy.float64'>
Iredell County Board Of Commissioners republican : 10335.583333333332 <class 'numpy.float64'>
Iredell County Clerk Of Superior Court republican : 12578.25 <class 'numpy.float64'>
Iredell County Register Of Deeds republican : 12538.25 <class 'numpy.float64'>
Iredell County Sheriff republican : 13204.5 <class 'numpy.float64'>
Iredell-Statesville Schools Board Of Education District 1 democrat : 497.75 <class 'numpy.float64'>
Iredell-Statesville Schools Board Of Education District 1 republican : 1128.0 <class 'numpy.float64'>
Iredell-Statesville Schools Board Of Education District 3 republican : 1312.0 <class 'numpy.float64'>
Iredell-Statesville Schools Board Of Education District 5 republican : 1937.5 <class 'numpy.float64'>
Iredell-Statesville Schools Board Of Education District 7 republican : 1510.25 <class 'numpy.float64'>
Iredell-Statesville Schools Board Of Education District 7 unaffiliated : 1041.0 <class 'numpy.float64'>
Jackson County Board Of Commissioners Chairman democrat : 2147.25 <class 'numpy.float64'>
Jackson County Board Of Commissioners Chairman republican : 1620.0 <class 'numpy.float64'>
Jackson County Board Of Commissioners District 1 democrat : 2038.5 <class 'numpy.float64'>
Jackson County Board Of Commissioners District 1 republican : 1744.0 <class 'numpy.float64'>
Jackson County Board Of Commissioners District 2 democrat : 2132.0 <class 'numpy.float64'>
Jackson County Board Of Commissioners District 2 republican : 1635.5 <class 'numpy.float64'>
Jackson County Clerk Of Superior Court democrat : 2947.25 <class 'numpy.float64'>
Jackson County Register Of Deeds democrat : 2850.25 <class 'numpy.float64'>
Jackson County Sheriff democrat : 2240.25 <class 'numpy.float64'>
Jackson County Sheriff republican : 1512.25 <class 'numpy.float64'>
Johnston County Board Of Commissioners (Unex) republican : 11825.0 <class 'numpy.float64'>
Johnston County Board Of Commissioners District 3 republican : 11855.25 <class 'numpy.float64'>
Johnston County Board Of Commissioners District 5 republican : 11567.0 <class 'numpy.float64'>
Johnston County Board Of Commissioners District 7 democrat : 6043.5 <class 'numpy.float64'>
Johnston County Board Of Commissioners District 7 republican : 10300.5 <class 'numpy.float64'>
Johnston County Clerk Of Superior Court republican : 11964.0 <class 'numpy.float64'>
Johnston County Register Of Deeds republican : 12174.0 <class 'numpy.float64'>
Johnston County Sheriff republican : 12556.5 <class 'numpy.float64'>
Jones County Board Of Commissioner District 1 democrat : 96.25 <class 'numpy.float64'>
Jones County Board Of Commissioner District 1 republican : 63.75 <class 'numpy.float64'>
Jones County Board Of Commissioner District 2 democrat : 84.0 <class 'numpy.float64'>
Jones County Board Of Commissioner District 2 unaffiliated : 42.0 <class 'numpy.float64'>
Jones County Board Of Commissioner District 3 democrat : 79.25 <class 'numpy.float64'>
Jones County Board Of Commissioner District 3 republican : 99.75 <class 'numpy.float64'>
Jones County Board Of Commissioner District 4 democrat : 81.0 <class 'numpy.float64'>
Jones County Board Of Commissioner District 5 republican : 74.75 <class 'numpy.float64'>
Jones County Board Of Commissioner District 5 unaffiliated : 53.5 <class 'numpy.float64'>
Jones County Board Of Commissioner District 6 democrat : 77.25 <class 'numpy.float64'>
Jones County Board Of Commissioner District 6 unaffiliated : 39.75 <class 'numpy.float64'>
Jones County Board Of Commissioner District 7 democrat : 44.5 <class 'numpy.float64'>
Jones County Board Of Commissioner District 7 republican : 83.75 <class 'numpy.float64'>
Jones County Board Of Education democrat : 360.25 <class 'numpy.float64'>
Jones County Board Of Education republican : 356.66666666666663 <class 'numpy.float64'>
Jones County Board Of Education unaffiliated : 187.0 <class 'numpy.float64'>
Jones County Clerk Of Superior Court democrat : 717.0 <class 'numpy.float64'>
Jones County Sheriff republican : 716.5 <class 'numpy.float64'>
Lee County Board Of Commissioners District 1 democrat : 621.25 <class 'numpy.float64'>
Lee County Board Of Commissioners District 2 democrat : 679.5 <class 'numpy.float64'>
Lee County Board Of Commissioners District 2 republican : 693.25 <class 'numpy.float64'>
Lee County Board Of Commissioners District 3 democrat : 577.5 <class 'numpy.float64'>
Lee County Board Of Commissioners District 3 republican : 595.5 <class 'numpy.float64'>
Lee County Board Of Commissioners District 4 democrat : 807.25 <class 'numpy.float64'>
Lee County Board Of Commissioners District 4 republican : 814.75 <class 'numpy.float64'>
Lee County Board Of Education democrat : 2255.75 <class 'numpy.float64'>
Lee County Board Of Education republican : 2352.833333333333 <class 'numpy.float64'>
Lee County Clerk Of Superior Court democrat : 3347.5 <class 'numpy.float64'>
Lee County Sheriff democrat : 1524.75 <class 'numpy.float64'>
Lee County Sheriff republican : 3358.0 <class 'numpy.float64'>
Lenoir County Board Of Commissioners (Unexpired) democrat : 485.5 <class 'numpy.float64'>
Lenoir County Board Of Commissioners (Unexpired) republican : 333.75 <class 'numpy.float64'>
Lenoir County Board Of Commissioners District 1 republican : 787.0 <class 'numpy.float64'>
Lenoir County Board Of Commissioners District 2 republican : 741.75 <class 'numpy.float64'>
Lenoir County Board Of Commissioners District 5 democrat : 739.25 <class 'numpy.float64'>
Lenoir County Board Of Education District 1 republican : 736.75 <class 'numpy.float64'>
Lenoir County Board Of Education District 2 republican : 704.75 <class 'numpy.float64'>
Lenoir County Board Of Education District 5 democrat : 711.0 <class 'numpy.float64'>
Lenoir County Clerk Of Superior Court democrat : 2123.25 <class 'numpy.float64'>
Lenoir County Clerk Of Superior Court republican : 2791.75 <class 'numpy.float64'>
Lenoir County Sheriff democrat : 3887.0 <class 'numpy.float64'>
Lincoln County Board Of Commissioners republican : 5013.375 <class 'numpy.float64'>
Lincoln County Clerk Of Superior Court democrat : 2078.0 <class 'numpy.float64'>
Lincoln County Clerk Of Superior Court republican : 5733.0 <class 'numpy.float64'>
Lincoln County Register Of Deeds republican : 6372.5 <class 'numpy.float64'>
Lincoln County Sheriff republican : 5901.25 <class 'numpy.float64'>
Lincoln County Sheriff unaffiliated : 1465.25 <class 'numpy.float64'>
Macon County Board Of Commissioners District 1 republican : 2921.75 <class 'numpy.float64'>
Macon County Board Of Commissioners District 2 democrat : 1243.625 <class 'numpy.float64'>
Macon County Board Of Commissioners District 2 republican : 2042.875 <class 'numpy.float64'>
Macon County Clerk Of Superior Court democrat : 2449.0 <class 'numpy.float64'>
Macon County Register Of Deeds democrat : 2028.25 <class 'numpy.float64'>
Macon County Register Of Deeds republican : 1743.25 <class 'numpy.float64'>
Macon County Sheriff democrat : 1064.75 <class 'numpy.float64'>
Macon County Sheriff republican : 2399.75 <class 'numpy.float64'>
Macon County Sheriff unaffiliated : 340.5 <class 'numpy.float64'>
Madison County Board Of Commissioners democrat : 1195.5833333333335 <class 'numpy.float64'>
Madison County Board Of Commissioners republican : 920.6666666666666 <class 'numpy.float64'>
Madison County Board Of Education Chair democrat : 1599.5 <class 'numpy.float64'>
Madison County Board Of Education District 1 democrat : 832.75 <class 'numpy.float64'>
Madison County Board Of Education District 2 democrat : 741.25 <class 'numpy.float64'>
Madison County Clerk Of Superior Court democrat : 1829.25 <class 'numpy.float64'>
Madison County Sheriff democrat : 1859.5 <class 'numpy.float64'>
Martin County Board Of Commissioners Western District democrat : 1121.5 <class 'numpy.float64'>
Martin County Board Of Commissioners Western District republican : 1133.25 <class 'numpy.float64'>
Martin County Clerk Of Superior Court democrat : 2028.25 <class 'numpy.float64'>
Martin County Sheriff democrat : 1928.25 <class 'numpy.float64'>
Martin County Sheriff republican : 152.75 <class 'numpy.float64'>
Martin County Sheriff unaffiliated : 205.0 <class 'numpy.float64'>
McDowell County Board Of Commissioners democrat : 1143.125 <class 'numpy.float64'>
McDowell County Board Of Commissioners republican : 2401.8333333333335 <class 'numpy.float64'>
McDowell County Clerk Of Superior Court republican : 2985.5 <class 'numpy.float64'>
McDowell County Sheriff republican : 2996.5 <class 'numpy.float64'>
Mecklenburg County Board Of Commissioners At-Large democrat : 59342.00000000001 <class 'numpy.float64'>
Mecklenburg County Board Of Commissioners At-Large republican : 33577.25 <class 'numpy.float64'>
Mecklenburg County Board Of Commissioners District 1 democrat : 9546.75 <class 'numpy.float64'>
Mecklenburg County Board Of Commissioners District 1 republican : 7486.75 <class 'numpy.float64'>
Mecklenburg County Board Of Commissioners District 2 democrat : 11241.25 <class 'numpy.float64'>
Mecklenburg County Board Of Commissioners District 3 democrat : 10913.0 <class 'numpy.float64'>
Mecklenburg County Board Of Commissioners District 4 democrat : 10899.0 <class 'numpy.float64'>
Mecklenburg County Board Of Commissioners District 5 democrat : 9435.0 <class 'numpy.float64'>
Mecklenburg County Board Of Commissioners District 5 republican : 9159.0 <class 'numpy.float64'>
Mecklenburg County Board Of Commissioners District 6 democrat : 9432.0 <class 'numpy.float64'>
Mecklenburg County Board Of Commissioners District 6 republican : 8744.75 <class 'numpy.float64'>
Mecklenburg County Clerk Of Superior Court democrat : 68582.5 <class 'numpy.float64'>
Mecklenburg County Sheriff democrat : 68896.25 <class 'numpy.float64'>
Mitchell County Board Of Commissioners democrat : 333.5 <class 'numpy.float64'>
Mitchell County Board Of Commissioners republican : 981.5 <class 'numpy.float64'>
Mitchell County Board Of Commissioners unaffiliated : 425.25 <class 'numpy.float64'>
Mitchell County Clerk Of Superior Court republican : 1347.5 <class 'numpy.float64'>
Mitchell County Sheriff republican : 1324.5 <class 'numpy.float64'>
Montgomery County Board Of Commissioners At-Large democrat : 836.125 <class 'numpy.float64'>
Montgomery County Board Of Commissioners At-Large republican : 1051.125 <class 'numpy.float64'>
Montgomery County Clerk Of Superior Court republican : 1727.75 <class 'numpy.float64'>
Montgomery County Sheriff democrat : 1139.0 <class 'numpy.float64'>
Montgomery County Sheriff republican : 1151.5 <class 'numpy.float64'>
Moore County Board Of Commissioners republican : 7103.916666666666 <class 'numpy.float64'>
Moore County Clerk Of Superior Court republican : 7281.75 <class 'numpy.float64'>
Moore County Register Of Deeds republican : 7183.5 <class 'numpy.float64'>
Moore County Sheriff republican : 6564.0 <class 'numpy.float64'>
Moore County Sheriff unaffiliated : 2349.25 <class 'numpy.float64'>
Nash County Board Of Commissioners District 2 democrat : 814.25 <class 'numpy.float64'>
Nash County Board Of Commissioners District 5 republican : 1179.0 <class 'numpy.float64'>
Nash County Board Of Commissioners District 6 democrat : 850.75 <class 'numpy.float64'>
Nash County Board Of Commissioners District 6 republican : 528.25 <class 'numpy.float64'>
Nash County Board Of Commissioners District 7 republican : 982.75 <class 'numpy.float64'>
Nash County Clerk Of Superior Court democrat : 6280.0 <class 'numpy.float64'>
Nash County Sheriff republican : 6924.5 <class 'numpy.float64'>
New Hanover County Board Of Commissioners democrat : 10911.75 <class 'numpy.float64'>
New Hanover County Board Of Commissioners republican : 9791.25 <class 'numpy.float64'>
New Hanover County Board Of Education democrat : 10617.875 <class 'numpy.float64'>
New Hanover County Board Of Education republican : 9843.75 <class 'numpy.float64'>
New Hanover County Clerk Of Superior Court republican : 14078.25 <class 'numpy.float64'>
New Hanover County Sheriff democrat : 17803.25 <class 'numpy.float64'>
Northampton County Board Of Commissioners District 3 democrat : 1113.75 <class 'numpy.float64'>
Northampton County Board Of Commissioners District 3 republican : 695.75 <class 'numpy.float64'>
Northampton County Board Of Commissioners District 4 democrat : 1326.25 <class 'numpy.float64'>
Northampton County Board Of Commissioners District 5 democrat : 1318.5 <class 'numpy.float64'>
Northampton County Clerk Of Superior Court democrat : 1351.0 <class 'numpy.float64'>
Northampton County Sheriff democrat : 1571.0 <class 'numpy.float64'>
Onslow County Board Of Commissioners democrat : 3434.75 <class 'numpy.float64'>
Onslow County Board Of Commissioners republican : 5824.5 <class 'numpy.float64'>
Onslow County Board Of Education democrat : 3232.75 <class 'numpy.float64'>
Onslow County Board Of Education republican : 5648.083333333334 <class 'numpy.float64'>
Onslow County Clerk Of Superior Court republican : 7129.5 <class 'numpy.float64'>
Onslow County Sheriff republican : 7293.25 <class 'numpy.float64'>
Orange County Board Of Commissioners At-Large democrat : 13591.75 <class 'numpy.float64'>
Orange County Board Of Commissioners District 1 democrat : 13466.0 <class 'numpy.float64'>
Orange County Board Of Commissioners District 2 democrat : 13814.0 <class 'numpy.float64'>
Orange County Clerk Of Superior Court democrat : 13341.0 <class 'numpy.float64'>
Orange County Register Of Deeds democrat : 13476.0 <class 'numpy.float64'>
Orange County Sheriff democrat : 14235.75 <class 'numpy.float64'>
Pamlico County Board Of Commissioners (Unex) republican : 222.75 <class 'numpy.float64'>
Pamlico County Board Of Commissioners At-Large democrat : 583.0 <class 'numpy.float64'>
Pamlico County Board Of Commissioners At-Large republican : 718.25 <class 'numpy.float64'>
Pamlico County Board Of Commissioners At-Large unaffiliated : 125.5 <class 'numpy.float64'>
Pamlico County Board Of Commissioners District 3 republican : 170.5 <class 'numpy.float64'>
Pamlico County Board Of Commissioners District 4 democrat : 129.25 <class 'numpy.float64'>
Pamlico County Clerk Of Superior Court democrat : 1005.5 <class 'numpy.float64'>
Pamlico County Sheriff republican : 1004.25 <class 'numpy.float64'>
Pasquotank County Board Of Commissioners At-Large democrat : 1555.375 <class 'numpy.float64'>
Pasquotank County Board Of Commissioners At-Large republican : 1423.0 <class 'numpy.float64'>
Pasquotank County Board Of Commissioners Northern Outside democrat : 408.75 <class 'numpy.float64'>
Pasquotank County Board Of Commissioners Northern Outside republican : 429.25 <class 'numpy.float64'>
Pasquotank County Board Of Commissioners Southern Inside democrat : 548.5 <class 'numpy.float64'>
Pasquotank County Clerk Of Superior Court democrat : 2555.75 <class 'numpy.float64'>
Pasquotank County Sheriff democrat : 1586.75 <class 'numpy.float64'>
Pasquotank County Sheriff republican : 1820.5 <class 'numpy.float64'>
Pender County Board Of Commissioners District 1 democrat : 2014.5 <class 'numpy.float64'>
Pender County Board Of Commissioners District 1 republican : 3132.75 <class 'numpy.float64'>
Pender County Board Of Commissioners District 2 democrat : 2111.5 <class 'numpy.float64'>
Pender County Board Of Commissioners District 2 republican : 3040.25 <class 'numpy.float64'>
Pender County Board Of Commissioners District 3 constitution : 1755.0 <class 'numpy.float64'>
Pender County Board Of Commissioners District 3 republican : 2999.75 <class 'numpy.float64'>
Pender County Board Of Education District 1 democrat : 2010.75 <class 'numpy.float64'>
Pender County Board Of Education District 1 republican : 3140.0 <class 'numpy.float64'>
Pender County Board Of Education District 2 democrat : 2168.25 <class 'numpy.float64'>
Pender County Board Of Education District 2 republican : 2998.75 <class 'numpy.float64'>
Pender County Board Of Education District 4 democrat : 2196.75 <class 'numpy.float64'>
Pender County Board Of Education District 4 republican : 2973.75 <class 'numpy.float64'>
Pender County Clerk Of Superior Court republican : 3850.0 <class 'numpy.float64'>
Pender County Sheriff democrat : 1829.5 <class 'numpy.float64'>
Pender County Sheriff republican : 3387.5 <class 'numpy.float64'>
Perquimans County Board Of Commissioners democrat : 416.5 <class 'numpy.float64'>
Perquimans County Board Of Commissioners libertarian : 70.75 <class 'numpy.float64'>
Perquimans County Board Of Commissioners republican : 873.25 <class 'numpy.float64'>
Perquimans County Clerk Of Superior Court democrat : 1069.75 <class 'numpy.float64'>
Perquimans County Sheriff democrat : 718.25 <class 'numpy.float64'>
Perquimans County Sheriff republican : 662.75 <class 'numpy.float64'>
Person County Board Of Commissioners democrat : 1418.0 <class 'numpy.float64'>
Person County Board Of Commissioners republican : 1900.25 <class 'numpy.float64'>
Person County Clerk Of Superior Court democrat : 2714.75 <class 'numpy.float64'>
Person County Sheriff democrat : 2982.25 <class 'numpy.float64'>
Pitt County Board Of Commissioners District 1 democrat : 1660.25 <class 'numpy.float64'>
Pitt County Board Of Commissioners District 2 democrat : 1366.75 <class 'numpy.float64'>
Pitt County Board Of Commissioners District 3 democrat : 1256.5 <class 'numpy.float64'>
Pitt County Board Of Commissioners District 3 republican : 1233.5 <class 'numpy.float64'>
Pitt County Board Of Commissioners District 4 democrat : 1485.0 <class 'numpy.float64'>
Pitt County Board Of Commissioners District 4 republican : 1418.0 <class 'numpy.float64'>
Pitt County Board Of Commissioners District 5 republican : 1903.5 <class 'numpy.float64'>
Pitt County Board Of Commissioners District 6 republican : 2062.0 <class 'numpy.float64'>
Pitt County Clerk Of Superior Court democrat : 11119.0 <class 'numpy.float64'>
Pitt County Sheriff democrat : 8151.75 <class 'numpy.float64'>
Pitt County Sheriff republican : 6720.0 <class 'numpy.float64'>
Polk County Board Of Commissioners democrat : 1044.5 <class 'numpy.float64'>
Polk County Board Of Commissioners republican : 1254.375 <class 'numpy.float64'>
Polk County Clerk Of Superior Court democrat : 1566.0 <class 'numpy.float64'>
Polk County Sheriff democrat : 1016.75 <class 'numpy.float64'>
Polk County Sheriff republican : 1273.75 <class 'numpy.float64'>
Randolph County Board Of Commissioners District 2 democrat : 2524.0 <class 'numpy.float64'>
Randolph County Board Of Commissioners District 2 republican : 9029.25 <class 'numpy.float64'>
Randolph County Board Of Commissioners District 3 democrat : 2415.0 <class 'numpy.float64'>
Randolph County Board Of Commissioners District 3 republican : 9146.0 <class 'numpy.float64'>
Randolph County Board Of Commissioners District 4 democrat : 2516.5 <class 'numpy.float64'>
Randolph County Board Of Commissioners District 4 republican : 9077.5 <class 'numpy.float64'>
Randolph County Clerk Of Superior Court republican : 10142.75 <class 'numpy.float64'>
Randolph County Register Of Deeds republican : 9928.5 <class 'numpy.float64'>
Randolph County Sheriff libertarian : 1945.0 <class 'numpy.float64'>
Randolph County Sheriff republican : 9327.75 <class 'numpy.float64'>
Richmond County Board Of Commissioners democrat : 1510.75 <class 'numpy.float64'>
Richmond County Board Of Commissioners republican : 1593.875 <class 'numpy.float64'>
Richmond County Clerk Of Superior Court democrat : 2833.25 <class 'numpy.float64'>
Richmond County Sheriff democrat : 2979.0 <class 'numpy.float64'>
Robeson County Board Of Commissioners District 2 democrat : 664.25 <class 'numpy.float64'>
Robeson County Board Of Commissioners District 4 democrat : 763.5 <class 'numpy.float64'>
Robeson County Board Of Commissioners District 6 democrat : 535.5 <class 'numpy.float64'>
Robeson County Board Of Commissioners District 6 republican : 758.25 <class 'numpy.float64'>
Robeson County Board Of Commissioners District 8 democrat : 755.5 <class 'numpy.float64'>
Robeson County Clerk Of Superior Court democrat : 6071.25 <class 'numpy.float64'>
Robeson County Sheriff democrat : 6408.75 <class 'numpy.float64'>
Rockingham County Board Of Commissioners democrat : 2699.5 <class 'numpy.float64'>
Rockingham County Board Of Commissioners republican : 4560.75 <class 'numpy.float64'>
Rockingham County Board Of Education At-Large democrat : 2660.3333333333335 <class 'numpy.float64'>
Rockingham County Board Of Education At-Large republican : 4547.916666666666 <class 'numpy.float64'>
Rockingham County Clerk Of Superior Court democrat : 5079.5 <class 'numpy.float64'>
Rockingham County Clerk Of Superior Court unaffiliated : 2488.75 <class 'numpy.float64'>
Rockingham County Sheriff republican : 6495.25 <class 'numpy.float64'>
Rowan County Board Of Commissioners democrat : 3355.5 <class 'numpy.float64'>
Rowan County Board Of Commissioners republican : 7934.666666666667 <class 'numpy.float64'>
Rowan County Clerk Of Superior Court democrat : 7363.0 <class 'numpy.float64'>
Rowan County Register Of Deeds republican : 9034.75 <class 'numpy.float64'>
Rowan County Sheriff republican : 9269.25 <class 'numpy.float64'>
Rutherford County Board Of Commissioners District 1 republican : 4530.0 <class 'numpy.float64'>
Rutherford County Board Of Commissioners District 4 republican : 4461.5 <class 'numpy.float64'>
Rutherford County Board Of Commissioners District 5 republican : 3853.75 <class 'numpy.float64'>
Rutherford County Board Of Commissioners District 5 unaffiliated : 1379.25 <class 'numpy.float64'>
Rutherford County Board Of Education (Unexpired) republican : 4260.75 <class 'numpy.float64'>
Rutherford County Board Of Education District 1 democrat : 2097.75 <class 'numpy.float64'>
Rutherford County Board Of Education District 1 republican : 3556.25 <class 'numpy.float64'>
Rutherford County Board Of Education District 2 democrat : 1920.5 <class 'numpy.float64'>
Rutherford County Board Of Education District 2 republican : 3734.0 <class 'numpy.float64'>
Rutherford County Board Of Education District 3 republican : 4575.0 <class 'numpy.float64'>
Rutherford County Clerk Of Superior Court democrat : 1601.25 <class 'numpy.float64'>
Rutherford County Clerk Of Superior Court republican : 4123.5 <class 'numpy.float64'>
Rutherford County Sheriff democrat : 1070.25 <class 'numpy.float64'>
Rutherford County Sheriff republican : 3764.75 <class 'numpy.float64'>
Rutherford County Sheriff unaffiliated : 902.25 <class 'numpy.float64'>
Sampson County Board Of Commissioners District 1 republican : 821.5 <class 'numpy.float64'>
Sampson County Board Of Commissioners District 3 democrat : 243.0 <class 'numpy.float64'>
Sampson County Board Of Commissioners District 3 republican : 765.25 <class 'numpy.float64'>
Sampson County Board Of Commissioners District 5 democrat : 618.25 <class 'numpy.float64'>
Sampson County Clerk Of Superior Court democrat : 2205.75 <class 'numpy.float64'>
Sampson County Clerk Of Superior Court republican : 2619.5 <class 'numpy.float64'>
Sampson County Sheriff democrat : 1783.0 <class 'numpy.float64'>
Sampson County Sheriff republican : 3047.75 <class 'numpy.float64'>
Scotland County Board Of Commissioners Spring Hill Township democrat : 1334.25 <class 'numpy.float64'>
Scotland County Board Of Commissioners Spring Hill Township republican : 1272.75 <class 'numpy.float64'>
Scotland County Board Of Commissioners Stewartsville Twp democrat : 1145.0 <class 'numpy.float64'>
Scotland County Board Of Commissioners Stewartsville Twp republican : 1181.5 <class 'numpy.float64'>
Scotland County Clerk Of Superior Court democrat : 2158.25 <class 'numpy.float64'>
Scotland County Sheriff democrat : 1288.5 <class 'numpy.float64'>
Scotland County Sheriff republican : 1381.25 <class 'numpy.float64'>
Stanly County Board Of Commissioners At-Large republican : 4013.25 <class 'numpy.float64'>
Stanly County Board Of Commissioners District 1 republican : 4449.5 <class 'numpy.float64'>
Stanly County Board Of Commissioners District 2 republican : 4467.5 <class 'numpy.float64'>
Stanly County Board Of Commissioners District 3 republican : 4422.5 <class 'numpy.float64'>
Stanly County Board Of Commissioners District 4 democrat : 1913.25 <class 'numpy.float64'>
Stanly County Board Of Commissioners District 4 republican : 3573.25 <class 'numpy.float64'>
Stanly County Board Of Education At-Large democrat : 1945.5 <class 'numpy.float64'>
Stanly County Board Of Education At-Large republican : 3561.0 <class 'numpy.float64'>
Stanly County Board Of Education District 1 republican : 4509.0 <class 'numpy.float64'>
Stanly County Clerk Of Superior Court republican : 4572.5 <class 'numpy.float64'>
Stanly County Sheriff democrat : 1055.0 <class 'numpy.float64'>
Stanly County Sheriff republican : 4494.5 <class 'numpy.float64'>
State House constitution : 555.8333333333334 <class 'numpy.float64'>
State House democrat : 269884.91700945253 <class 'numpy.float64'>
State House green : 140.75 <class 'numpy.float64'>
State House libertarian : 4090.5263278388275 <class 'numpy.float64'>
State House republican : 262702.16315081064 <class 'numpy.float64'>
State House unaffiliated : 5572.0 <class 'numpy.float64'>
State Senate constitution : 325.25 <class 'numpy.float64'>
State Senate democrat : 299564.82090948767 <class 'numpy.float64'>
State Senate libertarian : 5684.866071428571 <class 'numpy.float64'>
State Senate republican : 290699.49898041843 <class 'numpy.float64'>
Stokes County Board Of Commissioners democrat : 1573.5 <class 'numpy.float64'>
Stokes County Board Of Commissioners republican : 2927.416666666666 <class 'numpy.float64'>
Stokes County Clerk Of Superior Court republican : 3640.0 <class 'numpy.float64'>
Stokes County Sheriff republican : 3768.25 <class 'numpy.float64'>
Superior Court Judge Seat 1 democrat : 124807.1113095238 <class 'numpy.float64'>
Superior Court Judge Seat 1 republican : 64961.09166666667 <class 'numpy.float64'>
Superior Court Judge Seat 1 unaffiliated : 18717.0 <class 'numpy.float64'>
Superior Court Judge Seat 2 democrat : 36436.75 <class 'numpy.float64'>
Superior Court Judge Seat 2 republican : 17961.75 <class 'numpy.float64'>
Superior Court Judge Seat 3 democrat : 10975.25 <class 'numpy.float64'>
Superior Court Judge Seat 1 democrat : 42912.22483974358 <class 'numpy.float64'>
Superior Court Judge Seat 1 republican : 24785.679166666665 <class 'numpy.float64'>
Superior Court Judge Seat 2 democrat : 26586.75 <class 'numpy.float64'>
Superior Court Judge Seat 2 republican : 17303.716666666667 <class 'numpy.float64'>
Supreme Court Associate Justice Seat 1 democrat : 347693.96573866555 <class 'numpy.float64'>
Supreme Court Associate Justice Seat 1 republican : 162103.13166595058 <class 'numpy.float64'>
Surry County Board Of Commissioners Central District republican : 4820.75 <class 'numpy.float64'>
Surry County Board Of Commissioners Mount Airy District republican : 4636.5 <class 'numpy.float64'>
Surry County Board Of Commissioners South District democrat : 1636.0 <class 'numpy.float64'>
Surry County Board Of Commissioners South District republican : 4202.5 <class 'numpy.float64'>
Surry County Clerk Of Superior Court democrat : 2150.0 <class 'numpy.float64'>
Surry County Clerk Of Superior Court republican : 3771.25 <class 'numpy.float64'>
Surry County Sheriff democrat : 2461.5 <class 'numpy.float64'>
Surry County Sheriff republican : 3544.0 <class 'numpy.float64'>
Swain County Board Of Commissioners Chairman democrat : 814.5 <class 'numpy.float64'>
Swain County Board Of Commissioners Members democrat : 576.25 <class 'numpy.float64'>
Swain County Board Of Commissioners Members republican : 592.5 <class 'numpy.float64'>
Swain County Board Of Commissioners Members (Unexpired Term) democrat : 724.5 <class 'numpy.float64'>
Swain County Board Of Commissioners Members (Unexpired Term) republican : 532.5 <class 'numpy.float64'>
Swain County Board Of Education democrat : 693.75 <class 'numpy.float64'>
Swain County Board Of Education republican : 675.5 <class 'numpy.float64'>
Swain County Clerk Of Superior Court democrat : 941.5 <class 'numpy.float64'>
Swain County Register Of Deeds democrat : 914.0 <class 'numpy.float64'>
Swain County Sheriff democrat : 476.0 <class 'numpy.float64'>
Swain County Sheriff republican : 839.75 <class 'numpy.float64'>
Transylvania County Board Of Commissioners republican : 1974.25 <class 'numpy.float64'>
Transylvania County Board Of Commissioners unaffiliated : 1406.0 <class 'numpy.float64'>
Transylvania County Board Of Education democrat : 1891.5 <class 'numpy.float64'>
Transylvania County Board Of Education republican : 1887.875 <class 'numpy.float64'>
Transylvania County Board Of Education unaffiliated : 1279.5 <class 'numpy.float64'>
Transylvania County Clerk Of Superior Court republican : 3008.5 <class 'numpy.float64'>
Transylvania County Sheriff democrat : 1528.75 <class 'numpy.float64'>
Transylvania County Sheriff republican : 2413.75 <class 'numpy.float64'>
Tyrrell County Board Of Commissioners democrat : 135.25 <class 'numpy.float64'>
Tyrrell County Board Of Commissioners republican : 192.0 <class 'numpy.float64'>
Tyrrell County Clerk Of Superior Court democrat : 288.0 <class 'numpy.float64'>
Tyrrell County Sheriff democrat : 273.0 <class 'numpy.float64'>
US House constitution : 1035.5520833333333 <class 'numpy.float64'>
US House democrat : 300140.2353567034 <class 'numpy.float64'>
US House green : 662.625 <class 'numpy.float64'>
US House libertarian : 7979.725822829132 <class 'numpy.float64'>
US House republican : 301230.84385624644 <class 'numpy.float64'>
Union County Board Of Commissioners democrat : 8538.25 <class 'numpy.float64'>
Union County Board Of Commissioners republican : 13025.583333333334 <class 'numpy.float64'>
Union County Board Of Education At-Large democrat : 7978.0 <class 'numpy.float64'>
Union County Board Of Education At-Large republican : 13457.75 <class 'numpy.float64'>
Union County Board Of Education District 3 republican : 2320.0 <class 'numpy.float64'>
Union County Board Of Education District 4 republican : 3043.75 <class 'numpy.float64'>
Union County Board Of Education District 6 republican : 3426.75 <class 'numpy.float64'>
Union County Clerk Of Superior Court republican : 15824.5 <class 'numpy.float64'>
Union County Sheriff republican : 16036.5 <class 'numpy.float64'>
Vance County Board Of Commissioners District 3 democrat : 373.5 <class 'numpy.float64'>
Vance County Board Of Commissioners District 4 republican : 389.5 <class 'numpy.float64'>
Vance County Board Of Commissioners District 7 republican : 376.5 <class 'numpy.float64'>
Vance County Board Of Education District 1 democrat : 461.5 <class 'numpy.float64'>
Vance County Board Of Education District 2 democrat : 399.75 <class 'numpy.float64'>
Vance County Board Of Education District 6 democrat : 306.0 <class 'numpy.float64'>
Vance County Board Of Education District 7 democrat : 507.75 <class 'numpy.float64'>
Vance County Clerk Of Superior Court democrat : 2818.75 <class 'numpy.float64'>
Vance County Register Of Deeds democrat : 2780.25 <class 'numpy.float64'>
Vance County Sheriff democrat : 1888.0 <class 'numpy.float64'>
Vance County Sheriff republican : 955.5 <class 'numpy.float64'>
Vance County Sheriff unaffiliated : 728.75 <class 'numpy.float64'>
Wake County Board Of Commissioners District 1 democrat : 66146.75 <class 'numpy.float64'>
Wake County Board Of Commissioners District 1 libertarian : 3362.25 <class 'numpy.float64'>
Wake County Board Of Commissioners District 1 republican : 38147.25 <class 'numpy.float64'>
Wake County Board Of Commissioners District 2 democrat : 68062.25 <class 'numpy.float64'>
Wake County Board Of Commissioners District 2 republican : 38886.25 <class 'numpy.float64'>
Wake County Board Of Commissioners District 3 democrat : 74923.75 <class 'numpy.float64'>
Wake County Board Of Commissioners District 4 democrat : 66312.25 <class 'numpy.float64'>
Wake County Board Of Commissioners District 4 republican : 40848.5 <class 'numpy.float64'>
Wake County Board Of Commissioners District 5 democrat : 74671.5 <class 'numpy.float64'>
Wake County Board Of Commissioners District 6 democrat : 65560.0 <class 'numpy.float64'>
Wake County Board Of Commissioners District 6 republican : 40900.25 <class 'numpy.float64'>
Wake County Board Of Commissioners District 7 democrat : 66944.25 <class 'numpy.float64'>
Wake County Board Of Commissioners District 7 republican : 39408.25 <class 'numpy.float64'>
Wake County Clerk Of Superior Court democrat : 63265.25 <class 'numpy.float64'>
Wake County Clerk Of Superior Court republican : 43774.5 <class 'numpy.float64'>
Wake County Sheriff democrat : 59034.25 <class 'numpy.float64'>
Wake County Sheriff republican : 48810.0 <class 'numpy.float64'>
Warren County Board Of Commissioners District 2 democrat : 1438.0 <class 'numpy.float64'>
Warren County Board Of Commissioners District 3 democrat : 1426.0 <class 'numpy.float64'>
Warren County Board Of Commissioners District 4 democrat : 1398.75 <class 'numpy.float64'>
Warren County Clerk Of Superior Court democrat : 1510.25 <class 'numpy.float64'>
Warren County Sheriff democrat : 1470.0 <class 'numpy.float64'>
Washington County Board Of Commissioners At-Large democrat : 729.0 <class 'numpy.float64'>
Washington County Board Of Commissioners At-Large unaffiliated : 389.5 <class 'numpy.float64'>
Washington County Board Of Commissioners District 2 democrat : 248.25 <class 'numpy.float64'>
Washington County Board Of Commissioners District 3 democrat : 208.5 <class 'numpy.float64'>
Washington County Board Of Education At-Large democrat : 814.5 <class 'numpy.float64'>
Washington County Board Of Education District 1 democrat : 739.5 <class 'numpy.float64'>
Washington County Board Of Education District 1 republican : 412.5 <class 'numpy.float64'>
Washington County Board Of Education District 2 democrat : 634.0 <class 'numpy.float64'>
Washington County Board Of Education District 2 republican : 478.0 <class 'numpy.float64'>
Washington County Clerk Of Superior Court democrat : 1018.75 <class 'numpy.float64'>
Washington County Sheriff democrat : 1054.25 <class 'numpy.float64'>
Watauga County Board Of Commissioners District 3 democrat : 3267.25 <class 'numpy.float64'>
Watauga County Board Of Commissioners District 3 republican : 2766.75 <class 'numpy.float64'>
Watauga County Board Of Commissioners District 4 democrat : 3342.5 <class 'numpy.float64'>
Watauga County Board Of Commissioners District 4 republican : 2695.0 <class 'numpy.float64'>
Watauga County Board Of Commissioners District 5 democrat : 3239.0 <class 'numpy.float64'>
Watauga County Board Of Commissioners District 5 republican : 2758.75 <class 'numpy.float64'>
Watauga County Clerk Of Superior Court democrat : 3866.25 <class 'numpy.float64'>
Watauga County Clerk Of Superior Court republican : 2209.5 <class 'numpy.float64'>
Watauga County Sheriff democrat : 3517.0 <class 'numpy.float64'>
Watauga County Sheriff republican : 2564.5 <class 'numpy.float64'>
Wayne County Clerk Of Superior Court democrat : 6335.75 <class 'numpy.float64'>
Wayne County Sheriff republican : 7136.5 <class 'numpy.float64'>
Wilkes County Board Of Commissioners democrat : 1554.75 <class 'numpy.float64'>
Wilkes County Board Of Commissioners republican : 3782.625 <class 'numpy.float64'>
Wilkes County Clerk Of Superior Court republican : 4784.5 <class 'numpy.float64'>
Wilkes County Sheriff republican : 4835.0 <class 'numpy.float64'>
Wilson County Board Of Commissioners District 1 democrat : 682.25 <class 'numpy.float64'>
Wilson County Board Of Commissioners District 2 democrat : 686.0 <class 'numpy.float64'>
Wilson County Board Of Commissioners District 3 democrat : 655.5 <class 'numpy.float64'>
Wilson County Board Of Commissioners District 4 republican : 706.75 <class 'numpy.float64'>
Wilson County Board Of Commissioners District 5 democrat : 820.75 <class 'numpy.float64'>
Wilson County Board Of Commissioners District 6 republican : 901.5 <class 'numpy.float64'>
Wilson County Board Of Commissioners District 7 republican : 857.75 <class 'numpy.float64'>
Wilson County Clerk Of Superior Court democrat : 5091.0 <class 'numpy.float64'>
Wilson County Sheriff democrat : 4917.0 <class 'numpy.float64'>
Wilson County Sheriff republican : 2186.5 <class 'numpy.float64'>
Yadkin County Board Of Commissioners republican : 2464.4166666666665 <class 'numpy.float64'>
Yadkin County Clerk Of Superior Court republican : 2925.5 <class 'numpy.float64'>
Yadkin County Coroner republican : 2835.25 <class 'numpy.float64'>
Yadkin County Register Of Deeds republican : 2728.0 <class 'numpy.float64'>
Yadkin County Sheriff republican : 2879.75 <class 'numpy.float64'>
Yancey County Board Of Commissioners democrat : 1154.0 <class 'numpy.float64'>
Yancey County Board Of Commissioners republican : 1057.5 <class 'numpy.float64'>
Yancey County Board Of Education democrat : 1176.25 <class 'numpy.float64'>
Yancey County Board Of Education republican : 1206.75 <class 'numpy.float64'>
Yancey County Clerk Of Superior Court democrat : 1761.5 <class 'numpy.float64'>
Yancey County Sheriff republican : 1349.75 <class 'numpy.float64'>
Yancey County Sheriff unaffiliated : 979.25 <class 'numpy.float64'>
######## North Dakota : MEDSL 2018 ########
Agriculture Commissioner democrat : 89980.37932900432 <class 'numpy.float64'>
Agriculture Commissioner republican : 187507.4579004329 <class 'numpy.float64'>
Attorney General democrat : 91910.89729437229 <class 'numpy.float64'>
Attorney General republican : 189298.88225108225 <class 'numpy.float64'>
Public Service Commissioner democrat : 104797.420995671 <class 'numpy.float64'>
Public Service Commissioner republican : 167685.30367965368 <class 'numpy.float64'>
Secretary of State democrat : 107563.56829004327 <class 'numpy.float64'>
Secretary of State independent : 126878.64307359306 <class 'numpy.float64'>
Secretary of State republican : 35869.15551948052 <class 'numpy.float64'>
Supreme Court Justice nonpartisan : 80081.14783549783 <class 'numpy.float64'>
Supreme Court Justice republican : 157871.06742424244 <class 'numpy.float64'>
US House democrat : 102089.56471861471 <class 'numpy.float64'>
US House independent : 11554.737012987014 <class 'numpy.float64'>
US House republican : 169841.05844155845 <class 'numpy.float64'>
US Senate democrat : 128584.2211038961 <class 'numpy.float64'>
US Senate republican : 157813.67142857143 <class 'numpy.float64'>
######## Ohio : MEDSL 2018 ########
Attorney General democrat : 2064626.9190476192 <class 'numpy.float64'>
Attorney General republican : 2215757.216666667 <class 'numpy.float64'>
Auditor of State democrat : 1986550.1976190477 <class 'numpy.float64'>
Auditor of State libertarian : 173039.65714285715 <class 'numpy.float64'>
Auditor of State republican : 2098660.5333333337 <class 'numpy.float64'>
Clerk of the Court of Common Pleas - Unexpired Term Ending 01/03/2021 democrat : 131200.0 <class 'numpy.float64'>
Clerk of the Court of Common Pleas - Unexpired Term Ending 01/03/2021 republican : 163381.5 <class 'numpy.float64'>
Coroner - Unexpired Term Ending 01/03/2021 democrat : 175144.0 <class 'numpy.float64'>
Coroner - Unexpired Term Ending 01/03/2021 republican : 113810.0 <class 'numpy.float64'>
County Auditor democrat : 1330585.8333333335 <class 'numpy.float64'>
County Auditor libertarian : 32325.0 <class 'numpy.float64'>
County Auditor republican : 1823720.7166666668 <class 'numpy.float64'>
County Commissioner democrat : 1431505.3333333333 <class 'numpy.float64'>
County Commissioner libertarian : 9988.0 <class 'numpy.float64'>
County Commissioner republican : 1931015.673809524 <class 'numpy.float64'>
County Commissioner - Unexpired Term Ending 01/01/2021 democrat : 30277.0 <class 'numpy.float64'>
County Commissioner - Unexpired Term Ending 01/01/2021 republican : 28645.0 <class 'numpy.float64'>
County Commissioner - Unexpired Term Ending 01/02/2021 democrat : 6754.0 <class 'numpy.float64'>
County Commissioner - Unexpired Term Ending 01/02/2021 republican : 24254.0 <class 'numpy.float64'>
County Council democrat : 224832.16666666666 <class 'numpy.float64'>
County Council republican : 140357.3333333333 <class 'numpy.float64'>
County Council - Unexpired Term Ending 12/31/2020 democrat : 46779.0 <class 'numpy.float64'>
County Council - Unexpired Term Ending 12/31/2020 republican : 11666.0 <class 'numpy.float64'>
County Engineer - Unexpired Term Ending 01/03/2021 republican : 305326.0 <class 'numpy.float64'>
County Executive democrat : 318612.0 <class 'numpy.float64'>
County Executive republican : 153630.0 <class 'numpy.float64'>
County Recorder - Unexpired Term Ending 01/03/2021 democrat : 109517.0 <class 'numpy.float64'>
County Recorder - Unexpired Term Ending 01/03/2021 republican : 90674.0 <class 'numpy.float64'>
County Treasurer - Unexpired Term Ending 09/05/2021 democrat : 99932.0 <class 'numpy.float64'>
County Treasurer - Unexpired Term Ending 09/05/2021 republican : 118391.5 <class 'numpy.float64'>
Governor and Lieutenant Governor democrat : 2048097.2119047616 <class 'numpy.float64'>
Governor and Lieutenant Governor green : 48630.81666666667 <class 'numpy.float64'>
Governor and Lieutenant Governor libertarian : 78365.30476190476 <class 'numpy.float64'>
Governor and Lieutenant Governor republican : 2176585.2285714285 <class 'numpy.float64'>
Prosecuting Attorney - Unexpired Term Ending 01/03/2021 democrat : 16814.0 <class 'numpy.float64'>
Prosecuting Attorney - Unexpired Term Ending 01/03/2021 republican : 27541.0 <class 'numpy.float64'>
Secretary of State democrat : 2030399.2023809524 <class 'numpy.float64'>
Secretary of State libertarian : 101555.28809523811 <class 'numpy.float64'>
Secretary of State republican : 2155207.2642857144 <class 'numpy.float64'>
Sheriff - Unexpired Term Ending 01/03/2021 republican : 29801.0 <class 'numpy.float64'>
State House democrat : 2021198.3142857144 <class 'numpy.float64'>
State House green : 2906.0 <class 'numpy.float64'>
State House libertarian : 16928.0 <class 'numpy.float64'>
State House republican : 2135124.05 <class 'numpy.float64'>
State Senate democrat : 1135488.1666666667 <class 'numpy.float64'>
State Senate green : 3008.0 <class 'numpy.float64'>
State Senate libertarian : 4037.0 <class 'numpy.float64'>
State Senate republican : 1015797.0833333331 <class 'numpy.float64'>
Treasurer of State democrat : 2002725.3285714283 <class 'numpy.float64'>
Treasurer of State republican : 2247695.7285714285 <class 'numpy.float64'>
US House democrat : 2043052.8976190477 <class 'numpy.float64'>
US House green : 8271.5 <class 'numpy.float64'>
US House libertarian : 23537.333333333332 <class 'numpy.float64'>
US House republican : 2217686.569047619 <class 'numpy.float64'>
US Senate democrat : 2330406.547619047 <class 'numpy.float64'>
US Senate republican : 2002195.2142857143 <class 'numpy.float64'>
######## Oklahoma : MEDSL 2018 ########
Attorney General democrat : 140566.3333333333 <class 'numpy.float64'>
Attorney General republican : 250256.3333333333 <class 'numpy.float64'>
Commissioner Of Labor democrat : 129749.66666666667 <class 'numpy.float64'>
Commissioner Of Labor independent : 18607.666666666664 <class 'numpy.float64'>
Commissioner Of Labor republican : 239255.0 <class 'numpy.float64'>
Corporation Commissioner democrat : 133544.6666666667 <class 'numpy.float64'>
Corporation Commissioner independent : 22094.0 <class 'numpy.float64'>
Corporation Commissioner republican : 233759.66666666666 <class 'numpy.float64'>
County Assessor democrat : 50061.66666666667 <class 'numpy.float64'>
County Assessor independent : 1294.6666666666667 <class 'numpy.float64'>
County Assessor republican : 60197.33333333333 <class 'numpy.float64'>
County Commissioner democrat : 59766.33333333333 <class 'numpy.float64'>
County Commissioner independent : 7101.0 <class 'numpy.float64'>
County Commissioner libertarian : 1406.3333333333333 <class 'numpy.float64'>
County Commissioner republican : 83747.66666666666 <class 'numpy.float64'>
County Sheriff (unexpired Term) democrat : 12675.333333333334 <class 'numpy.float64'>
County Sheriff (unexpired Term) republican : 18626.666666666664 <class 'numpy.float64'>
County Treasurer democrat : 38305.666666666664 <class 'numpy.float64'>
County Treasurer republican : 46819.0 <class 'numpy.float64'>
District Attorney democrat : 47997.0 <class 'numpy.float64'>
District Attorney republican : 68513.33333333333 <class 'numpy.float64'>
Governor democrat : 166991.0 <class 'numpy.float64'>
Governor libertarian : 13611.0 <class 'numpy.float64'>
Governor republican : 214859.6666666667 <class 'numpy.float64'>
Insurance Commissioner democrat : 147308.33333333334 <class 'numpy.float64'>
Insurance Commissioner republican : 240025.66666666666 <class 'numpy.float64'>
Lieutenant Governor democrat : 135599.0 <class 'numpy.float64'>
Lieutenant Governor independent : 14058.0 <class 'numpy.float64'>
Lieutenant Governor republican : 243073.0 <class 'numpy.float64'>
State Auditor And Inspector libertarian : 90104.33333333333 <class 'numpy.float64'>
State Auditor And Inspector republican : 272950.3333333334 <class 'numpy.float64'>
State Treasurer independent : 103175.0 <class 'numpy.float64'>
State Treasurer republican : 259885.6666666667 <class 'numpy.float64'>
Superintendent Of Public Instruction democrat : 132300.3333333333 <class 'numpy.float64'>
Superintendent Of Public Instruction independent : 30170.000000000004 <class 'numpy.float64'>
Superintendent Of Public Instruction republican : 229156.0 <class 'numpy.float64'>
State House democrat : 110527.05138888888 <class 'numpy.float64'>
State House independent : 1817.5 <class 'numpy.float64'>
State House libertarian : 798.1111111111111 <class 'numpy.float64'>
State House republican : 165418.0472222222 <class 'numpy.float64'>
State Senate democrat : 57412.71111111111 <class 'numpy.float64'>
State Senate independent : 3130.0 <class 'numpy.float64'>
State Senate republican : 88574.77777777778 <class 'numpy.float64'>
US House democrat : 139244.6666666667 <class 'numpy.float64'>
US House independent : 5237.666666666667 <class 'numpy.float64'>
US House libertarian : 1380.0 <class 'numpy.float64'>
US House republican : 240701.1666666667 <class 'numpy.float64'>
######## Oregon : MEDSL 2018 ########
Governor constitution : 20267.833333333332 <class 'numpy.float64'>
Governor democrat : 896961.5 <class 'numpy.float64'>
Governor independent party of oregon : 50988.166666666664 <class 'numpy.float64'>
Governor libertarian : 27683.5 <class 'numpy.float64'>
Governor progressive : 10556.833333333334 <class 'numpy.float64'>
Governor republican : 777267.1666666667 <class 'numpy.float64'>
State House democrat : 927855.3333333334 <class 'numpy.float64'>
State House independent party of oregon : 18607.0 <class 'numpy.float64'>
State House libertarian : 23991.0 <class 'numpy.float64'>
State House republican : 625385.5 <class 'numpy.float64'>
State House working families : 5560.0 <class 'numpy.float64'>
State Senate constitution : 10637.0 <class 'numpy.float64'>
State Senate democrat : 549077.1666666667 <class 'numpy.float64'>
State Senate libertarian : 4126.0 <class 'numpy.float64'>
State Senate republican : 357081.3333333334 <class 'numpy.float64'>
US House constitution : 1487.0 <class 'numpy.float64'>
US House democrat : 1016065.3333333333 <class 'numpy.float64'>
US House independent party of oregon : 35364.666666666664 <class 'numpy.float64'>
US House libertarian : 32223.166666666668 <class 'numpy.float64'>
US House pacific green : 10758.0 <class 'numpy.float64'>
US House republican : 667202.3333333334 <class 'numpy.float64'>
######## Pennsylvania : MEDSL 2018 ########
Governor democrat : 734256.1187130641 <class 'numpy.float64'>
Governor green : 5766.27433429319 <class 'numpy.float64'>
Governor libertarian : 9711.277330395607 <class 'numpy.float64'>
Governor republican : 375413.8031170037 <class 'numpy.float64'>
State House democrat : 695204.328276044 <class 'numpy.float64'>
State House democrat/republican : 57550.53333333333 <class 'numpy.float64'>
State House green : 6813.0 <class 'numpy.float64'>
State House independent : 7773.0 <class 'numpy.float64'>
State House libertarian : 4323.700000000001 <class 'numpy.float64'>
State House republican : 429734.58474606497 <class 'numpy.float64'>
State Senate democrat : 478931.82066662004 <class 'numpy.float64'>
State Senate green : 8715.416666666668 <class 'numpy.float64'>
State Senate libertarian : 1240.0 <class 'numpy.float64'>
State Senate republican : 296969.02351468196 <class 'numpy.float64'>
US House democrat : 706866.8862467448 <class 'numpy.float64'>
US House libertarian : 3595.6428571428573 <class 'numpy.float64'>
US House republican : 404583.4076133437 <class 'numpy.float64'>
US Senate democrat : 713315.3352121976 <class 'numpy.float64'>
US Senate green : 6818.075042249215 <class 'numpy.float64'>
US Senate libertarian : 10314.427307017024 <class 'numpy.float64'>
US Senate republican : 395518.4316967069 <class 'numpy.float64'>
######## Rhode Island : MEDSL 2018 ########
1. Rhode Island School Buildings - $250,000,000 non-partisan : 88444.0 <class 'numpy.float64'>
10. Casino Gaming Revenue Town of Tiverton non-partisan : 1563.0 <class 'numpy.float64'>
10. Charter Amendment Regarding Diversity of Languages non-partisan : 582.5 <class 'numpy.float64'>
10. Debt Limit. Amends: Article VII. Department of Fin. non-partisan : 1173.25 <class 'numpy.float64'>
10. Hiring Legal Counsel For The Town non-partisan : 3109.0 <class 'numpy.float64'>
10. Improvement And Replacement of Traffic Control non-partisan : 3858.0 <class 'numpy.float64'>
10. Town of Middletown non-partisan : 1424.25 <class 'numpy.float64'>
11. Asset Management Commission. Amends: Article XV. non-partisan : 1149.5 <class 'numpy.float64'>
11. Charter Amendment Regarding Recall of City Council non-partisan : 574.0 <class 'numpy.float64'>
11. Financial Town Referendum Town of Tiverton non-partisan : 1518.75 <class 'numpy.float64'>
11. Reconstruction of Bridges $1,000,000 Bonds And non-partisan : 3925.75 <class 'numpy.float64'>
11. Town of Middletown non-partisan : 1426.5 <class 'numpy.float64'>
11. Updating of Department of Rescue Services non-partisan : 3203.5 <class 'numpy.float64'>
12. Town Planner. Amends: Article XII non-partisan : 1102.0 <class 'numpy.float64'>
12. Charter Amendment Regarding Quorum of City Council non-partisan : 499.5 <class 'numpy.float64'>
12. Miscellaneous Amendments Town of Cumberland non-partisan : 3125.5 <class 'numpy.float64'>
12. Town of Middletown non-partisan : 1417.5 <class 'numpy.float64'>
13. Editing And Terminology Changes non-partisan : 1122.25 <class 'numpy.float64'>
13. Town of Middletown non-partisan : 1424.0 <class 'numpy.float64'>
2. Higher Education Facilities - $70,000,000 non-partisan : 87738.5 <class 'numpy.float64'>
3. Green Economy And Clean Water - $47,300,000 non-partisan : 88128.0 <class 'numpy.float64'>
4. Acquisition, Construction, Building, Furnishing And non-partisan : 2167.75 <class 'numpy.float64'>
4. Authorizing Issuance of Bonds And Notes in An non-partisan : 2150.0 <class 'numpy.float64'>
4. Construction, Renovation And Equipping of Public non-partisan : 4080.5 <class 'numpy.float64'>
4. Finance The Design, Construction, Renovation And non-partisan : 559.75 <class 'numpy.float64'>
4. Financial Procedures Town of Little Compton non-partisan : 451.75 <class 'numpy.float64'>
4. Financial Town Meeting All-Day Referendum; Levy & non-partisan : 3082.25 <class 'numpy.float64'>
4. New Construction, Demolition, Renovations And/Or non-partisan : 799.25 <class 'numpy.float64'>
4. New High School $189,500,000 Bonds And Notes non-partisan : 3984.0 <class 'numpy.float64'>
4. Playgrounds And Athletic Fields City of Cranston non-partisan : 7161.75 <class 'numpy.float64'>
4. School Capital Improvements $160,000,000 Bonds non-partisan : 9011.0 <class 'numpy.float64'>
4. Schools And School Facilities $40,000,000 Bonds And non-partisan : 7865.75 <class 'numpy.float64'>
4. Street Pavement Improvements Town of Cumberland non-partisan : 3335.5 <class 'numpy.float64'>
4. Town Council Meetings Town of Barrington non-partisan : 1944.25 <class 'numpy.float64'>
4. Town of North Kingstown non-partisan : 3175.25 <class 'numpy.float64'>
4. Vacancy of Elected Positions non-partisan : 1517.5 <class 'numpy.float64'>
4. Water System Infrastructure Bonds $1,000,000 non-partisan : 1157.0 <class 'numpy.float64'>
5. Advertisement of The Final Budget Town of Warren non-partisan : 938.25 <class 'numpy.float64'>
5. Advocacy By Town Officials Town of Tiverton non-partisan : 1543.0 <class 'numpy.float64'>
5. Commission of Cemeteries And Burial Grounds non-partisan : 1943.0 <class 'numpy.float64'>
5. Construction, Renovation, Improvement, Alteration, non-partisan : 2168.25 <class 'numpy.float64'>
5. Construction, Repair And Renovation of Schools non-partisan : 3329.0 <class 'numpy.float64'>
5. Council Vacancy Town of Westerly non-partisan : 2109.75 <class 'numpy.float64'>
5. Finance The Design, Construction, Renovation, Repair non-partisan : 554.5 <class 'numpy.float64'>
5. Library Renovations, Repairs And/Or Expansion And non-partisan : 802.0 <class 'numpy.float64'>
5. Renovation And Reconstruction of Public Recreation non-partisan : 4050.0 <class 'numpy.float64'>
5. Sec. 301 - Number; Selection; Term non-partisan : 3101.0 <class 'numpy.float64'>
5. Town Officials Town of Little Compton non-partisan : 438.25 <class 'numpy.float64'>
5. Town of Middletown non-partisan : 1423.0 <class 'numpy.float64'>
6. Charter Complaints Town of Tiverton non-partisan : 1539.0 <class 'numpy.float64'>
6. Construction, Repair And Rehabilitation of Streets non-partisan : 4074.0 <class 'numpy.float64'>
6. Department of Public Works Town of Barrington non-partisan : 1957.0 <class 'numpy.float64'>
6. Finance The Design, Construction, Renovation, non-partisan : 589.75 <class 'numpy.float64'>
6. Redundant Ethics Commission Town of Westerly non-partisan : 2102.5 <class 'numpy.float64'>
6. Replacements, Renovations And Improvements And non-partisan : 804.25 <class 'numpy.float64'>
6. Sec. 903 - Vacancies Town of North Kingstown non-partisan : 3081.5 <class 'numpy.float64'>
6. Term And Term Limits of Elected Officials non-partisan : 3232.25 <class 'numpy.float64'>
6. Town Administrator. Amends: Article V. Town Adm non-partisan : 1193.25 <class 'numpy.float64'>
6. Town Officials Town of Little Compton non-partisan : 444.5 <class 'numpy.float64'>
6. Town of Middletown non-partisan : 1463.0 <class 'numpy.float64'>
7. Administration of Town Finances Town of Westerly non-partisan : 2102.25 <class 'numpy.float64'>
7. Charter Amendment Regarding Code of Ethics non-partisan : 565.5 <class 'numpy.float64'>
7. Renovation And Improvement of Public Buildings non-partisan : 3882.0 <class 'numpy.float64'>
7. Temporary Employees Town of Tiverton non-partisan : 1530.5 <class 'numpy.float64'>
7. Term Limits. Amends: Article II. Elections non-partisan : 1199.75 <class 'numpy.float64'>
7. Term of Mayoral Appointments Town of Cumberland non-partisan : 3149.75 <class 'numpy.float64'>
7. Town of Middletown non-partisan : 1408.75 <class 'numpy.float64'>
8. Charter Amendment Regarding Rainy Day Fund non-partisan : 571.75 <class 'numpy.float64'>
8. Non-Substantive Changes Town of Tiverton non-partisan : 1527.0 <class 'numpy.float64'>
8. Notification And Approval of Mayoral Appointments non-partisan : 3168.25 <class 'numpy.float64'>
8. Repaving of City Streets $5,000,000 Bonds And Notes non-partisan : 3920.25 <class 'numpy.float64'>
8. School Department. Amends: Article XIV. School non-partisan : 1183.0 <class 'numpy.float64'>
8. Town of Middletown non-partisan : 1448.75 <class 'numpy.float64'>
9. Board Membership Town of Tiverton non-partisan : 1535.0 <class 'numpy.float64'>
9. Charter Amendment Regarding Funding The Pension non-partisan : 571.5 <class 'numpy.float64'>
9. Construction And Reconstruction of Sewer And non-partisan : 3910.5 <class 'numpy.float64'>
9. Recall. Amends: Article II. Elections non-partisan : 1153.25 <class 'numpy.float64'>
9. Term of Chief of Police, Rescue Director And Water non-partisan : 3174.0 <class 'numpy.float64'>
9. Town of Middletown non-partisan : 1416.25 <class 'numpy.float64'>
Assistant Moderator Town of New Shoreham non-partisan : 96.5 <class 'numpy.float64'>
Attorney General compassion : 32837.0 <class 'numpy.float64'>
Attorney General democrat : 137175.0 <class 'numpy.float64'>
Attorney General non-partisan : 1828.5 <class 'numpy.float64'>
Board of Assessment Review Town of Scituate democrat : 1044.0 <class 'numpy.float64'>
Board of Assessment Review Town of Scituate non-partisan : 13.0 <class 'numpy.float64'>
Board of Assessment Review Town of Scituate republican : 1329.5 <class 'numpy.float64'>
Chariho School Committee Town of Charlestown independent : 1247.1666666666667 <class 'numpy.float64'>
Chariho School Committee Town of Charlestown non-partisan : 26.0 <class 'numpy.float64'>
Chariho School Committee Town of Hopkinton independent : 1075.5 <class 'numpy.float64'>
Chariho School Committee Town of Hopkinton non-partisan : 163.5 <class 'numpy.float64'>
Chariho School Committee Town of Hopkinton republican : 919.0 <class 'numpy.float64'>
Chariho School Committee Town of Richmond independent : 1216.0 <class 'numpy.float64'>
Chariho School Committee Town of Richmond non-partisan : 281.0 <class 'numpy.float64'>
City Council Central Falls Ward 1 non-partisan : 91.75 <class 'numpy.float64'>
City Council Central Falls Ward 2 non-partisan : 81.33333333333334 <class 'numpy.float64'>
City Council Central Falls Ward 3 non-partisan : 94.75 <class 'numpy.float64'>
City Council Central Falls Ward 4 non-partisan : 112.25 <class 'numpy.float64'>
City Council Central Falls Ward 5 non-partisan : 97.16666666666667 <class 'numpy.float64'>
City Council-At Large City of Central Falls non-partisan : 330.4 <class 'numpy.float64'>
Council At-Large City of Pawtucket democrat : 4184.833333333333 <class 'numpy.float64'>
Council At-Large City of Pawtucket independent : 2175.75 <class 'numpy.float64'>
Council At-Large City of Pawtucket non-partisan : 130.0 <class 'numpy.float64'>
Council At-Large Town of North Providence democrat : 4035.0 <class 'numpy.float64'>
Council At-Large Town of North Providence independent : 1696.5 <class 'numpy.float64'>
Council At-Large Town of North Providence non-partisan : 26.5 <class 'numpy.float64'>
Council Cranston Ward 1 democrat : 1973.0 <class 'numpy.float64'>
Council Cranston Ward 1 non-partisan : 8.5 <class 'numpy.float64'>
Council Cranston Ward 1 republican : 634.5 <class 'numpy.float64'>
Council Cranston Ward 2 democrat : 1895.5 <class 'numpy.float64'>
Council Cranston Ward 2 non-partisan : 66.5 <class 'numpy.float64'>
Council Cranston Ward 3 democrat : 1106.0 <class 'numpy.float64'>
Council Cranston Ward 3 non-partisan : 2.5 <class 'numpy.float64'>
Council Cranston Ward 3 republican : 542.0 <class 'numpy.float64'>
Council Cranston Ward 4 democrat : 1254.5 <class 'numpy.float64'>
Council Cranston Ward 4 non-partisan : 7.5 <class 'numpy.float64'>
Council Cranston Ward 4 republican : 2024.0 <class 'numpy.float64'>
Council Cranston Ward 5 non-partisan : 92.5 <class 'numpy.float64'>
Council Cranston Ward 5 republican : 2164.5 <class 'numpy.float64'>
Council Cranston Ward 6 democrat : 1044.0 <class 'numpy.float64'>
Council Cranston Ward 6 non-partisan : 3.5 <class 'numpy.float64'>
Council Cranston Ward 6 republican : 1449.5 <class 'numpy.float64'>
Council East Providence Ward 1 non-partisan : 950.25 <class 'numpy.float64'>
Council East Providence Ward 2 non-partisan : 492.1666666666667 <class 'numpy.float64'>
Council East Providence Ward 3 non-partisan : 742.5 <class 'numpy.float64'>
Council East Providence Ward 4 non-partisan : 960.5 <class 'numpy.float64'>
Council North Providence democrat : 4570.5 <class 'numpy.float64'>
Council North Providence non-partisan : 93.0 <class 'numpy.float64'>
Council North Providence republican : 590.0 <class 'numpy.float64'>
Council Pawtucket democrat : 6758.0 <class 'numpy.float64'>
Council Pawtucket independent : 306.5 <class 'numpy.float64'>
Council Pawtucket non-partisan : 162.5 <class 'numpy.float64'>
Council Providence Ward 1 democrat : 1540.5 <class 'numpy.float64'>
Council Providence Ward 1 non-partisan : 48.5 <class 'numpy.float64'>
Council Providence Ward 10 democrat : 878.0 <class 'numpy.float64'>
Council Providence Ward 10 independent : 145.0 <class 'numpy.float64'>
Council Providence Ward 10 non-partisan : 11.0 <class 'numpy.float64'>
Council Providence Ward 11 democrat : 999.0 <class 'numpy.float64'>
Council Providence Ward 11 non-partisan : 23.5 <class 'numpy.float64'>
Council Providence Ward 12 democrat : 945.0 <class 'numpy.float64'>
Council Providence Ward 12 non-partisan : 26.5 <class 'numpy.float64'>
Council Providence Ward 13 democrat : 1385.5 <class 'numpy.float64'>
Council Providence Ward 13 non-partisan : 32.5 <class 'numpy.float64'>
Council Providence Ward 14 democrat : 1002.0 <class 'numpy.float64'>
Council Providence Ward 14 independent : 171.5 <class 'numpy.float64'>
Council Providence Ward 14 non-partisan : 8.5 <class 'numpy.float64'>
Council Providence Ward 15 democrat : 832.5 <class 'numpy.float64'>
Council Providence Ward 15 non-partisan : 40.0 <class 'numpy.float64'>
Council Providence Ward 2 democrat : 1867.0 <class 'numpy.float64'>
Council Providence Ward 2 non-partisan : 40.5 <class 'numpy.float64'>
Council Providence Ward 3 democrat : 2355.5 <class 'numpy.float64'>
Council Providence Ward 3 non-partisan : 56.0 <class 'numpy.float64'>
Council Providence Ward 4 democrat : 1193.5 <class 'numpy.float64'>
Council Providence Ward 4 non-partisan : 50.5 <class 'numpy.float64'>
Council Providence Ward 5 democrat : 1533.0 <class 'numpy.float64'>
Council Providence Ward 5 non-partisan : 185.5 <class 'numpy.float64'>
Council Providence Ward 6 democrat : 905.0 <class 'numpy.float64'>
Council Providence Ward 6 non-partisan : 22.0 <class 'numpy.float64'>
Council Providence Ward 7 democrat : 840.0 <class 'numpy.float64'>
Council Providence Ward 7 independent : 156.0 <class 'numpy.float64'>
Council Providence Ward 7 non-partisan : 10.0 <class 'numpy.float64'>
Council Providence Ward 8 democrat : 953.0 <class 'numpy.float64'>
Council Providence Ward 8 independent : 171.5 <class 'numpy.float64'>
Council Providence Ward 8 non-partisan : 2.5 <class 'numpy.float64'>
Council Providence Ward 9 democrat : 921.0 <class 'numpy.float64'>
Council Providence Ward 9 independent : 296.0 <class 'numpy.float64'>
Council Providence Ward 9 non-partisan : 11.5 <class 'numpy.float64'>
Council Warwick Ward 1 democrat : 1265.0 <class 'numpy.float64'>
Council Warwick Ward 1 independent : 925.0 <class 'numpy.float64'>
Council Warwick Ward 1 non-partisan : 10.5 <class 'numpy.float64'>
Council Warwick Ward 2 democrat : 1446.5 <class 'numpy.float64'>
Council Warwick Ward 2 non-partisan : 56.0 <class 'numpy.float64'>
Council Warwick Ward 3 democrat : 1221.5 <class 'numpy.float64'>
Council Warwick Ward 3 non-partisan : 57.5 <class 'numpy.float64'>
Council Warwick Ward 4 democrat : 938.0 <class 'numpy.float64'>
Council Warwick Ward 4 independent : 793.5 <class 'numpy.float64'>
Council Warwick Ward 4 non-partisan : 8.5 <class 'numpy.float64'>
Council Warwick Ward 5 democrat : 1407.5 <class 'numpy.float64'>
Council Warwick Ward 5 non-partisan : 79.5 <class 'numpy.float64'>
Council Warwick Ward 6 democrat : 1342.5 <class 'numpy.float64'>
Council Warwick Ward 6 non-partisan : 80.0 <class 'numpy.float64'>
Council Warwick Ward 7 democrat : 1475.0 <class 'numpy.float64'>
Council Warwick Ward 7 non-partisan : 72.5 <class 'numpy.float64'>
Council Warwick Ward 8 democrat : 1362.5 <class 'numpy.float64'>
Council Warwick Ward 8 non-partisan : 56.5 <class 'numpy.float64'>
Council Warwick Ward 9 democrat : 1884.5 <class 'numpy.float64'>
Council Warwick Ward 9 non-partisan : 82.0 <class 'numpy.float64'>
Council-At-Large City of East Providence non-partisan : 2377.3333333333335 <class 'numpy.float64'>
Council-City Wide City of Cranston democrat : 5988.666666666667 <class 'numpy.float64'>
Council-City Wide City of Cranston non-partisan : 86.5 <class 'numpy.float64'>
Council-City Wide City of Cranston republican : 5933.666666666666 <class 'numpy.float64'>
Director of Human Services Town of Glocester non-partisan : 34.0 <class 'numpy.float64'>
Director of Human Services Town of Glocester republican : 1779.0 <class 'numpy.float64'>
Director of Public Welfare Town of Hopkinton non-partisan : 36.5 <class 'numpy.float64'>
Director of Public Welfare Town of Hopkinton republican : 1182.0 <class 'numpy.float64'>
Director of Public Welfare Town of Scituate democrat : 951.0 <class 'numpy.float64'>
Director of Public Welfare Town of Scituate non-partisan : 1.0 <class 'numpy.float64'>
Director of Public Welfare Town of Scituate republican : 1441.5 <class 'numpy.float64'>
Director of Social Services Town of Exeter independent : 1163.0 <class 'numpy.float64'>
Director of Social Services Town of Exeter non-partisan : 7.0 <class 'numpy.float64'>
First Warden Town of New Shoreham independent : 137.0 <class 'numpy.float64'>
First Warden Town of New Shoreham non-partisan : 5.5 <class 'numpy.float64'>
First Warden Town of New Shoreham republican : 230.0 <class 'numpy.float64'>
General Treasurer democrat : 118787.5 <class 'numpy.float64'>
General Treasurer non-partisan : 269.5 <class 'numpy.float64'>
General Treasurer republican : 63972.0 <class 'numpy.float64'>
Governor compassion : 2095.5 <class 'numpy.float64'>
Governor democrat : 99061.0 <class 'numpy.float64'>
Governor independent : 5688.75 <class 'numpy.float64'>
Governor moderate : 5077.5 <class 'numpy.float64'>
Governor non-partisan : 623.0 <class 'numpy.float64'>
Governor republican : 69966.0 <class 'numpy.float64'>
Judge of Probate Town of Tiverton democrat : 2191.5 <class 'numpy.float64'>
Judge of Probate Town of Tiverton non-partisan : 46.5 <class 'numpy.float64'>
Lieutenant Governor democrat : 113264.0 <class 'numpy.float64'>
Lieutenant Governor independent : 4818.5 <class 'numpy.float64'>
Lieutenant Governor moderate : 5666.0 <class 'numpy.float64'>
Lieutenant Governor non-partisan : 1256.5 <class 'numpy.float64'>
Lieutenant Governor republican : 53252.5 <class 'numpy.float64'>
Mayor City of East Providence non-partisan : 2675.5 <class 'numpy.float64'>
Mayor City of Pawtucket democrat : 5860.5 <class 'numpy.float64'>
Mayor City of Pawtucket hospitals before stadiums : 2368.5 <class 'numpy.float64'>
Mayor City of Pawtucket non-partisan : 56.0 <class 'numpy.float64'>
Mayor City of Providence democrat : 13467.5 <class 'numpy.float64'>
Mayor City of Providence independent : 3797.0 <class 'numpy.float64'>
Mayor City of Providence non-partisan : 106.0 <class 'numpy.float64'>
Mayor City of Warwick democrat : 10263.0 <class 'numpy.float64'>
Mayor City of Warwick non-partisan : 55.0 <class 'numpy.float64'>
Mayor City of Warwick republican : 6785.0 <class 'numpy.float64'>
Mayor Town of Cumberland democrat : 5448.5 <class 'numpy.float64'>
Mayor Town of Cumberland non-partisan : 378.0 <class 'numpy.float64'>
Mayor Town of Johnston democrat : 3789.5 <class 'numpy.float64'>
Mayor Town of Johnston independent : 1456.5 <class 'numpy.float64'>
Mayor Town of Johnston non-partisan : 34.5 <class 'numpy.float64'>
Moderator Town of Barrington democrat : 3373.0 <class 'numpy.float64'>
Moderator Town of Barrington non-partisan : 86.5 <class 'numpy.float64'>
Moderator Town of New Shoreham non-partisan : 124.0 <class 'numpy.float64'>
Non-Partisan Block Island Housing Board non-partisan : 155.75 <class 'numpy.float64'>
Non-Partisan Block Island Land Trust Trustee non-partisan : 246.5 <class 'numpy.float64'>
Non-Partisan Bristol/Warren Regional School Committee non-partisan : 597.1666666666666 <class 'numpy.float64'>
Non-Partisan Budget Committee Town of Tiverton non-partisan : 1076.25 <class 'numpy.float64'>
Non-Partisan City Council City of Woonsocket non-partisan : 1731.923076923077 <class 'numpy.float64'>
Non-Partisan Council Newport Ward 1 non-partisan : 319.33333333333337 <class 'numpy.float64'>
Non-Partisan Council Newport Ward 2 non-partisan : 447.3333333333333 <class 'numpy.float64'>
Non-Partisan Council Newport Ward 3 non-partisan : 504.0 <class 'numpy.float64'>
Non-Partisan Council-At-Large City of Newport non-partisan : 1472.4375 <class 'numpy.float64'>
Non-Partisan Fire Committee At-Large Town of Cumberland non-partisan : 1892.3999999999999 <class 'numpy.float64'>
Non-Partisan Fire Committee Cumberland non-partisan : 2204.0 <class 'numpy.float64'>
Non-Partisan Mayor City of Woonsocket non-partisan : 1556.5 <class 'numpy.float64'>
Non-Partisan Planning Commission Town of Charlestown non-partisan : 966.5 <class 'numpy.float64'>
Non-Partisan Regional School Committee Town of Bristol non-partisan : 1048.75 <class 'numpy.float64'>
Non-Partisan School Committee At-Large non-partisan : 2868.166666666667 <class 'numpy.float64'>
Non-Partisan School Committee City of Newport non-partisan : 1617.681818181818 <class 'numpy.float64'>
Non-Partisan School Committee City of Woonsocket non-partisan : 1516.0500000000002 <class 'numpy.float64'>
Non-Partisan School Committee Coventry non-partisan : 1722.75 <class 'numpy.float64'>
Non-Partisan School Committee Cranston Ward 1 non-partisan : 750.8333333333334 <class 'numpy.float64'>
Non-Partisan School Committee Cranston Ward 2 non-partisan : 943.75 <class 'numpy.float64'>
Non-Partisan School Committee Cranston Ward 3 non-partisan : 503.66666666666674 <class 'numpy.float64'>
Non-Partisan School Committee Cranston Ward 4 non-partisan : 1348.5 <class 'numpy.float64'>
Non-Partisan School Committee Cranston Ward 5 non-partisan : 1096.5 <class 'numpy.float64'>
Non-Partisan School Committee Cranston Ward 6 non-partisan : 1028.0 <class 'numpy.float64'>
Non-Partisan School Committee Cumberland non-partisan : 2432.1666666666665 <class 'numpy.float64'>
Non-Partisan School Committee Lincoln non-partisan : 1145.25 <class 'numpy.float64'>
Non-Partisan School Committee North Smithfield non-partisan : 906.125 <class 'numpy.float64'>
Non-Partisan School Committee Town of Burrillville non-partisan : 1496.357142857143 <class 'numpy.float64'>
Non-Partisan School Committee Town of Foster non-partisan : 557.75 <class 'numpy.float64'>
Non-Partisan School Committee Town of Glocester non-partisan : 864.75 <class 'numpy.float64'>
Non-Partisan School Committee Town of Middletown non-partisan : 1527.375 <class 'numpy.float64'>
Non-Partisan School Committee Town of Narragansett non-partisan : 1342.5714285714284 <class 'numpy.float64'>
Non-Partisan School Committee Town of New Shoreham non-partisan : 340.0 <class 'numpy.float64'>
Non-Partisan School Committee Town of Tiverton non-partisan : 1006.625 <class 'numpy.float64'>
Non-Partisan School Committee Warwick non-partisan : 4799.666666666667 <class 'numpy.float64'>
Non-Partisan School Committee-City Wide non-partisan : 6206.75 <class 'numpy.float64'>
Non-Partisan Town Administrator non-partisan : 1057.5 <class 'numpy.float64'>
Non-Partisan Town Clerk Town of Tiverton non-partisan : 869.8333333333333 <class 'numpy.float64'>
Non-Partisan Town Council Coventry non-partisan : 851.6666666666667 <class 'numpy.float64'>
Non-Partisan Town Council Town of Middletown non-partisan : 1570.0499999999997 <class 'numpy.float64'>
Non-Partisan Town Council Town of Narragansett non-partisan : 1442.625 <class 'numpy.float64'>
Non-Partisan Town Council Town of North Smithfield non-partisan : 1295.5714285714284 <class 'numpy.float64'>
Non-Partisan Town Council Town of Tiverton non-partisan : 923.2368421052631 <class 'numpy.float64'>
Questions 5 - 13 Amendments To The North Smithfield non-partisan : 1167.0 <class 'numpy.float64'>
Questions 4 - 13 Amendments To Middletown Home Rule non-partisan : 1432.0 <class 'numpy.float64'>
Questions 4 -5 Amendments To The Warren Home Rule non-partisan : 937.25 <class 'numpy.float64'>
School Committee At-Large Town of North Providence democrat : 4867.5 <class 'numpy.float64'>
School Committee At-Large Town of North Providence non-partisan : 147.5 <class 'numpy.float64'>
School Committee City of Pawtucket democrat : 4195.285714285714 <class 'numpy.float64'>
School Committee City of Pawtucket independent : 2619.5 <class 'numpy.float64'>
School Committee City of Pawtucket non-partisan : 259.0 <class 'numpy.float64'>
School Committee East Providence Ward 1 non-partisan : 915.0 <class 'numpy.float64'>
School Committee East Providence Ward 2 non-partisan : 645.75 <class 'numpy.float64'>
School Committee East Providence Ward 3 non-partisan : 764.5 <class 'numpy.float64'>
School Committee East Providence Ward 4 non-partisan : 975.25 <class 'numpy.float64'>
School Committee Johnston democrat : 2560.5 <class 'numpy.float64'>
School Committee Johnston non-partisan : 104.5 <class 'numpy.float64'>
School Committee North Providence democrat : 4799.0 <class 'numpy.float64'>
School Committee North Providence non-partisan : 138.5 <class 'numpy.float64'>
School Committee Town of Barrington democrat : 2332.666666666667 <class 'numpy.float64'>
School Committee Town of Barrington non-partisan : 58.5 <class 'numpy.float64'>
School Committee Town of Barrington republican : 1742.0 <class 'numpy.float64'>
School Committee Town of East Greenwich democrat : 2083.75 <class 'numpy.float64'>
School Committee Town of East Greenwich independent : 1455.5 <class 'numpy.float64'>
School Committee Town of East Greenwich non-partisan : 139.0 <class 'numpy.float64'>
School Committee Town of Exeter independent : 748.5 <class 'numpy.float64'>
School Committee Town of Exeter non-partisan : 20.0 <class 'numpy.float64'>
School Committee Town of Exeter republican : 739.75 <class 'numpy.float64'>
School Committee Town of Jamestown democrat : 1137.0 <class 'numpy.float64'>
School Committee Town of Jamestown non-partisan : 30.0 <class 'numpy.float64'>
School Committee Town of Little Compton democrat : 604.5 <class 'numpy.float64'>
School Committee Town of Little Compton independent : 611.5 <class 'numpy.float64'>
School Committee Town of Little Compton non-partisan : 13.5 <class 'numpy.float64'>
School Committee Town of Little Compton republican : 503.0 <class 'numpy.float64'>
School Committee Town of North Kingstown democrat : 3556.0 <class 'numpy.float64'>
School Committee Town of North Kingstown moderate : 2391.5 <class 'numpy.float64'>
School Committee Town of North Kingstown non-partisan : 106.5 <class 'numpy.float64'>
School Committee Town of Portsmouth democrat : 2432.0 <class 'numpy.float64'>
School Committee Town of Portsmouth independent : 2482.5 <class 'numpy.float64'>
School Committee Town of Portsmouth non-partisan : 105.0 <class 'numpy.float64'>
School Committee Town of Portsmouth republican : 2093.666666666667 <class 'numpy.float64'>
School Committee Town of Scituate democrat : 1171.8333333333333 <class 'numpy.float64'>
School Committee Town of Scituate non-partisan : 5.5 <class 'numpy.float64'>
School Committee Town of Scituate republican : 1213.6666666666665 <class 'numpy.float64'>
School Committee Town of Smithfield democrat : 2129.25 <class 'numpy.float64'>
School Committee Town of Smithfield non-partisan : 70.0 <class 'numpy.float64'>
School Committee Town of Smithfield republican : 2260.5 <class 'numpy.float64'>
School Committee Town of South Kingstown democrat : 2558.3999999999996 <class 'numpy.float64'>
School Committee Town of South Kingstown independent : 2664.666666666667 <class 'numpy.float64'>
School Committee Town of South Kingstown non-partisan : 62.0 <class 'numpy.float64'>
School Committee Town of South Kingstown republican : 2428.5 <class 'numpy.float64'>
School Committee Town of West Greenwich independent : 803.5 <class 'numpy.float64'>
School Committee Town of West Greenwich non-partisan : 12.5 <class 'numpy.float64'>
School Committee Town of West Greenwich republican : 882.5 <class 'numpy.float64'>
School Committee Town of Westerly democrat : 2358.25 <class 'numpy.float64'>
School Committee Town of Westerly independent : 2574.0 <class 'numpy.float64'>
School Committee Town of Westerly non-partisan : 111.5 <class 'numpy.float64'>
School Committee Town of Westerly republican : 2435.5 <class 'numpy.float64'>
School Committee West Warwick Ward 1 democrat : 650.0 <class 'numpy.float64'>
School Committee West Warwick Ward 1 non-partisan : 2.5 <class 'numpy.float64'>
School Committee West Warwick Ward 1 republican : 498.0 <class 'numpy.float64'>
School Committee West Warwick Ward 2 democrat : 607.5 <class 'numpy.float64'>
School Committee West Warwick Ward 2 non-partisan : 24.0 <class 'numpy.float64'>
School Committee West Warwick Ward 3 democrat : 353.0 <class 'numpy.float64'>
School Committee West Warwick Ward 3 independent : 298.0 <class 'numpy.float64'>
School Committee West Warwick Ward 3 non-partisan : 1.0 <class 'numpy.float64'>
School Committee-At-Large City of East Providence non-partisan : 3316.5 <class 'numpy.float64'>
Second Warden Town of New Shoreham democrat : 338.5 <class 'numpy.float64'>
Second Warden Town of New Shoreham non-partisan : 9.0 <class 'numpy.float64'>
Secretary of State democrat : 123638.0 <class 'numpy.float64'>
Secretary of State non-partisan : 270.0 <class 'numpy.float64'>
Secretary of State republican : 59646.5 <class 'numpy.float64'>
State House a better rhode island : 244.5 <class 'numpy.float64'>
State House democrat : 120129.0 <class 'numpy.float64'>
State House independent : 7457.5 <class 'numpy.float64'>
State House libertarian : 1699.5 <class 'numpy.float64'>
State House moderate : 479.0 <class 'numpy.float64'>
State House non-partisan : 3135.5 <class 'numpy.float64'>
State House republican : 37681.5 <class 'numpy.float64'>
State Senate democrat : 121088.5 <class 'numpy.float64'>
State Senate independent : 3565.666666666667 <class 'numpy.float64'>
State Senate non-partisan : 2461.5 <class 'numpy.float64'>
State Senate republican : 46524.5 <class 'numpy.float64'>
Tax Board of Review Town of Foster democrat : 504.5 <class 'numpy.float64'>
Tax Board of Review Town of Foster non-partisan : 0.5 <class 'numpy.float64'>
Tax Board of Review Town of Foster republican : 506.5 <class 'numpy.float64'>
Town Administrator Town of Bristol independent : 3774.0 <class 'numpy.float64'>
Town Administrator Town of Bristol non-partisan : 94.0 <class 'numpy.float64'>
Town Administrator Town of Lincoln non-partisan : 153.5 <class 'numpy.float64'>
Town Administrator Town of Lincoln republican : 3935.5 <class 'numpy.float64'>
Town Clerk Town of Bristol democrat : 2112.0 <class 'numpy.float64'>
Town Clerk Town of Bristol non-partisan : 3.0 <class 'numpy.float64'>
Town Clerk Town of Bristol republican : 2344.5 <class 'numpy.float64'>
Town Clerk Town of Exeter democrat : 1169.5 <class 'numpy.float64'>
Town Clerk Town of Exeter non-partisan : 25.5 <class 'numpy.float64'>
Town Clerk Town of Foster non-partisan : 27.5 <class 'numpy.float64'>
Town Clerk Town of Foster republican : 844.0 <class 'numpy.float64'>
Town Clerk Town of Glocester non-partisan : 43.0 <class 'numpy.float64'>
Town Clerk Town of Glocester republican : 1812.5 <class 'numpy.float64'>
Town Clerk Town of Hopkinton independent : 1447.5 <class 'numpy.float64'>
Town Clerk Town of Hopkinton non-partisan : 10.0 <class 'numpy.float64'>
Town Clerk Town of Little Compton non-partisan : 16.0 <class 'numpy.float64'>
Town Clerk Town of Little Compton republican : 827.5 <class 'numpy.float64'>
Town Clerk Town of Scituate democrat : 1435.5 <class 'numpy.float64'>
Town Clerk Town of Scituate non-partisan : 2.0 <class 'numpy.float64'>
Town Clerk Town of Scituate republican : 1143.5 <class 'numpy.float64'>
Town Council At-Large Town of Cumberland democrat : 3700.25 <class 'numpy.float64'>
Town Council At-Large Town of Cumberland independent : 2533.0 <class 'numpy.float64'>
Town Council At-Large Town of Cumberland non-partisan : 85.0 <class 'numpy.float64'>
Town Council Cumberland democrat : 3689.0 <class 'numpy.float64'>
Town Council Cumberland independent : 254.25 <class 'numpy.float64'>
Town Council Cumberland non-partisan : 147.0 <class 'numpy.float64'>
Town Council Cumberland republican : 1293.0 <class 'numpy.float64'>
Town Council Johnston democrat : 4022.0 <class 'numpy.float64'>
Town Council Johnston independent : 319.5 <class 'numpy.float64'>
Town Council Johnston non-partisan : 165.5 <class 'numpy.float64'>
Town Council Lincoln democrat : 783.0 <class 'numpy.float64'>
Town Council Lincoln independent : 2391.5 <class 'numpy.float64'>
Town Council Lincoln non-partisan : 103.0 <class 'numpy.float64'>
Town Council Lincoln republican : 588.0 <class 'numpy.float64'>
Town Council Town of Barrington democrat : 2222.5 <class 'numpy.float64'>
Town Council Town of Barrington non-partisan : 45.5 <class 'numpy.float64'>
Town Council Town of Barrington republican : 2000.5 <class 'numpy.float64'>
Town Council Town of Bristol democrat : 2053.6 <class 'numpy.float64'>
Town Council Town of Bristol independent : 2402.0 <class 'numpy.float64'>
Town Council Town of Bristol non-partisan : 30.0 <class 'numpy.float64'>
Town Council Town of Bristol republican : 1653.375 <class 'numpy.float64'>
Town Council Town of Burrillville democrat : 1096.75 <class 'numpy.float64'>
Town Council Town of Burrillville independent : 578.5 <class 'numpy.float64'>
Town Council Town of Burrillville non-partisan : 9.0 <class 'numpy.float64'>
Town Council Town of Burrillville republican : 1150.25 <class 'numpy.float64'>
Town Council Town of Charlestown independent : 793.25 <class 'numpy.float64'>
Town Council Town of Charlestown non-partisan : 16.5 <class 'numpy.float64'>
Town Council Town of East Greenwich democrat : 1824.5 <class 'numpy.float64'>
Town Council Town of East Greenwich independent : 1127.0 <class 'numpy.float64'>
Town Council Town of East Greenwich non-partisan : 32.0 <class 'numpy.float64'>
Town Council Town of East Greenwich republican : 1139.0 <class 'numpy.float64'>
Town Council Town of Exeter democrat : 699.5 <class 'numpy.float64'>
Town Council Town of Exeter independent : 513.3 <class 'numpy.float64'>
Town Council Town of Exeter non-partisan : 22.0 <class 'numpy.float64'>
Town Council Town of Exeter republican : 638.5 <class 'numpy.float64'>
Town Council Town of Foster democrat : 476.0 <class 'numpy.float64'>
Town Council Town of Foster independent : 457.5 <class 'numpy.float64'>
Town Council Town of Foster non-partisan : 10.0 <class 'numpy.float64'>
Town Council Town of Foster republican : 484.0 <class 'numpy.float64'>
Town Council Town of Glocester democrat : 915.0 <class 'numpy.float64'>
Town Council Town of Glocester independent : 933.0 <class 'numpy.float64'>
Town Council Town of Glocester non-partisan : 40.0 <class 'numpy.float64'>
Town Council Town of Glocester republican : 1051.4 <class 'numpy.float64'>
Town Council Town of Hopkinton democrat : 994.0 <class 'numpy.float64'>
Town Council Town of Hopkinton independent : 900.25 <class 'numpy.float64'>
Town Council Town of Hopkinton non-partisan : 293.0 <class 'numpy.float64'>
Town Council Town of Hopkinton republican : 1049.0 <class 'numpy.float64'>
Town Council Town of Jamestown democrat : 876.4 <class 'numpy.float64'>
Town Council Town of Jamestown independent : 850.0 <class 'numpy.float64'>
Town Council Town of Jamestown non-partisan : 38.5 <class 'numpy.float64'>
Town Council Town of Jamestown republican : 788.5 <class 'numpy.float64'>
Town Council Town of Little Compton democrat : 459.2 <class 'numpy.float64'>
Town Council Town of Little Compton non-partisan : 6.5 <class 'numpy.float64'>
Town Council Town of Little Compton republican : 465.9 <class 'numpy.float64'>
Town Council Town of New Shoreham democrat : 256.3333333333333 <class 'numpy.float64'>
Town Council Town of New Shoreham independent : 132.25 <class 'numpy.float64'>
Town Council Town of New Shoreham non-partisan : 15.0 <class 'numpy.float64'>
Town Council Town of North Kingstown democrat : 2783.1 <class 'numpy.float64'>
Town Council Town of North Kingstown independent : 2170.5 <class 'numpy.float64'>
Town Council Town of North Kingstown non-partisan : 80.0 <class 'numpy.float64'>
Town Council Town of North Kingstown republican : 2646.333333333333 <class 'numpy.float64'>
Town Council Town of Portsmouth democrat : 1813.642857142857 <class 'numpy.float64'>
Town Council Town of Portsmouth independent : 1291.0 <class 'numpy.float64'>
Town Council Town of Portsmouth non-partisan : 50.5 <class 'numpy.float64'>
Town Council Town of Portsmouth republican : 1520.75 <class 'numpy.float64'>
Town Council Town of Richmond democrat : 925.5 <class 'numpy.float64'>
Town Council Town of Richmond independent : 1009.0 <class 'numpy.float64'>
Town Council Town of Richmond non-partisan : 95.0 <class 'numpy.float64'>
Town Council Town of Richmond republican : 902.375 <class 'numpy.float64'>
Town Council Town of Scituate democrat : 991.5 <class 'numpy.float64'>
Town Council Town of Scituate independent : 686.6 <class 'numpy.float64'>
Town Council Town of Scituate non-partisan : 33.5 <class 'numpy.float64'>
Town Council Town of Scituate republican : 1390.857142857143 <class 'numpy.float64'>
Town Council Town of Smithfield democrat : 1902.8 <class 'numpy.float64'>
Town Council Town of Smithfield independent : 1782.5 <class 'numpy.float64'>
Town Council Town of Smithfield non-partisan : 35.5 <class 'numpy.float64'>
Town Council Town of Smithfield republican : 1649.8999999999999 <class 'numpy.float64'>
Town Council Town of South Kingstown democrat : 2707.0 <class 'numpy.float64'>
Town Council Town of South Kingstown independent : 1975.2499999999998 <class 'numpy.float64'>
Town Council Town of South Kingstown non-partisan : 37.5 <class 'numpy.float64'>
Town Council Town of Warren democrat : 952.875 <class 'numpy.float64'>
Town Council Town of Warren independent : 962.375 <class 'numpy.float64'>
Town Council Town of Warren non-partisan : 45.5 <class 'numpy.float64'>
Town Council Town of West Greenwich non-partisan : 56.0 <class 'numpy.float64'>
Town Council Town of West Greenwich republican : 877.8 <class 'numpy.float64'>
Town Council Town of Westerly democrat : 2209.125 <class 'numpy.float64'>
Town Council Town of Westerly independent : 2288.25 <class 'numpy.float64'>
Town Council Town of Westerly non-partisan : 81.5 <class 'numpy.float64'>
Town Council Town of Westerly republican : 1637.3333333333333 <class 'numpy.float64'>
Town Council West Warwick Ward 1 democrat : 633.5 <class 'numpy.float64'>
Town Council West Warwick Ward 1 independent : 522.0 <class 'numpy.float64'>
Town Council West Warwick Ward 1 non-partisan : 4.0 <class 'numpy.float64'>
Town Council West Warwick Ward 2 democrat : 450.0 <class 'numpy.float64'>
Town Council West Warwick Ward 2 independent : 278.5 <class 'numpy.float64'>
Town Council West Warwick Ward 2 non-partisan : 1.0 <class 'numpy.float64'>
Town Council West Warwick Ward 3 independent : 325.0 <class 'numpy.float64'>
Town Council West Warwick Ward 3 non-partisan : 3.0 <class 'numpy.float64'>
Town Moderator Town of Charlestown independent : 849.75 <class 'numpy.float64'>
Town Moderator Town of Charlestown non-partisan : 5.5 <class 'numpy.float64'>
Town Moderator Town of Exeter democrat : 1128.5 <class 'numpy.float64'>
Town Moderator Town of Exeter non-partisan : 27.0 <class 'numpy.float64'>
Town Moderator Town of Foster non-partisan : 29.5 <class 'numpy.float64'>
Town Moderator Town of Foster republican : 836.5 <class 'numpy.float64'>
Town Moderator Town of Hopkinton non-partisan : 105.5 <class 'numpy.float64'>
Town Moderator Town of Jamestown democrat : 1335.5 <class 'numpy.float64'>
Town Moderator Town of Jamestown non-partisan : 36.5 <class 'numpy.float64'>
Town Moderator Town of Little Compton non-partisan : 24.5 <class 'numpy.float64'>
Town Moderator Town of Little Compton republican : 774.5 <class 'numpy.float64'>
Town Moderator Town of Scituate non-partisan : 81.5 <class 'numpy.float64'>
Town Moderator Town of Scituate republican : 1923.0 <class 'numpy.float64'>
Town Moderator Town of West Greenwich non-partisan : 13.0 <class 'numpy.float64'>
Town Moderator Town of West Greenwich republican : 1112.0 <class 'numpy.float64'>
Town Sergeant Town of Exeter independent : 1195.0 <class 'numpy.float64'>
Town Sergeant Town of Exeter non-partisan : 14.5 <class 'numpy.float64'>
Town Sergeant Town of Foster democrat : 650.0 <class 'numpy.float64'>
Town Sergeant Town of Foster non-partisan : 1.0 <class 'numpy.float64'>
Town Sergeant Town of Foster republican : 364.0 <class 'numpy.float64'>
Town Sergeant Town of Glocester non-partisan : 36.0 <class 'numpy.float64'>
Town Sergeant Town of Glocester republican : 1774.5 <class 'numpy.float64'>
Town Sergeant Town of Hopkinton non-partisan : 40.5 <class 'numpy.float64'>
Town Sergeant Town of Hopkinton republican : 1212.5 <class 'numpy.float64'>
Town Sergeant Town of New Shoreham democrat : 325.0 <class 'numpy.float64'>
Town Sergeant Town of New Shoreham non-partisan : 3.5 <class 'numpy.float64'>
Town Sergeant Town of Scituate non-partisan : 42.5 <class 'numpy.float64'>
Town Sergeant Town of Scituate republican : 2054.0 <class 'numpy.float64'>
Town Sergeant Town of Tiverton non-partisan : 155.0 <class 'numpy.float64'>
Town Sergeant Town of West Greenwich non-partisan : 15.0 <class 'numpy.float64'>
Town Sergeant Town of West Greenwich republican : 1103.5 <class 'numpy.float64'>
Town Treasurer And Collector of Taxes democrat : 775.5 <class 'numpy.float64'>
Town Treasurer And Collector of Taxes non-partisan : 26.5 <class 'numpy.float64'>
Town Treasurer Town of Exeter democrat : 1143.0 <class 'numpy.float64'>
Town Treasurer Town of Exeter non-partisan : 21.5 <class 'numpy.float64'>
Town Treasurer Town of Scituate democrat : 1072.0 <class 'numpy.float64'>
Town Treasurer Town of Scituate non-partisan : 2.0 <class 'numpy.float64'>
Town Treasurer Town of Scituate republican : 1448.5 <class 'numpy.float64'>
US House democrat : 121287.5 <class 'numpy.float64'>
US House non-partisan : 433.5 <class 'numpy.float64'>
US House republican : 64919.0 <class 'numpy.float64'>
US Senate democrat : 115738.5 <class 'numpy.float64'>
US Senate non-partisan : 420.0 <class 'numpy.float64'>
US Senate republican : 72210.5 <class 'numpy.float64'>
Water Commissioner Lincoln independent : 2315.5 <class 'numpy.float64'>
Water Commissioner Lincoln non-partisan : 29.5 <class 'numpy.float64'>
Zoning Inspector Town of Exeter independent : 600.0 <class 'numpy.float64'>
Zoning Inspector Town of Exeter non-partisan : 2.5 <class 'numpy.float64'>
Zoning Inspector Town of Exeter republican : 777.0 <class 'numpy.float64'>
######## South Carolina : MEDSL 2018 ########
Attorney General democrat : 569307.5738095238 <class 'numpy.float64'>
Attorney General non-partisan : 829.5535714285713 <class 'numpy.float64'>
Attorney General republican : 787776.8369047618 <class 'numpy.float64'>
Attorney General working family : 29662.640476190478 <class 'numpy.float64'>
Commissioner Of Agriculture green : 165215.5726190476 <class 'numpy.float64'>
Commissioner Of Agriculture non-partisan : 4042.8130952380952 <class 'numpy.float64'>
Commissioner Of Agriculture republican : 848603.6809523809 <class 'numpy.float64'>
Commissioner Of Agriculture united citizens : 96579.66071428571 <class 'numpy.float64'>
Comptroller General non-partisan : 21145.77261904762 <class 'numpy.float64'>
Comptroller General republican : 953240.7273809523 <class 'numpy.float64'>
Governor And Lieutenant Governor democrat : 616736.8285714285 <class 'numpy.float64'>
Governor And Lieutenant Governor non-partisan : 1790.7630952380953 <class 'numpy.float64'>
Governor And Lieutenant Governor republican : 771968.7178571429 <class 'numpy.float64'>
Secretary Of State democrat : 569592.6404761905 <class 'numpy.float64'>
Secretary Of State non-partisan : 841.2630952380953 <class 'numpy.float64'>
Secretary Of State republican : 813498.4702380953 <class 'numpy.float64'>
State House american : 4084.75 <class 'numpy.float64'>
State House democrat : 391231.0715342679 <class 'numpy.float64'>
State House independent : 1648.0 <class 'numpy.float64'>
State House libertarian : 10400.444444444445 <class 'numpy.float64'>
State House non-partisan : 12624.164147321164 <class 'numpy.float64'>
State House republican : 676542.3867063492 <class 'numpy.float64'>
State House united citizens : 3223.666666666667 <class 'numpy.float64'>
State House working family : 4006.791666666666 <class 'numpy.float64'>
State Senate democrat : 19815.5 <class 'numpy.float64'>
State Senate non-partisan : 50.5 <class 'numpy.float64'>
State Senate republican : 18279.5 <class 'numpy.float64'>
State Superintendent Of Education non-partisan : 16205.899999999998 <class 'numpy.float64'>
State Superintendent Of Education republican : 835039.3702380952 <class 'numpy.float64'>
State Treasurer american : 22549.247619047623 <class 'numpy.float64'>
State Treasurer democrat : 540884.9095238096 <class 'numpy.float64'>
State Treasurer non-partisan : 611.1297619047618 <class 'numpy.float64'>
State Treasurer republican : 796918.2011904762 <class 'numpy.float64'>
State Treasurer working family : 24874.93928571429 <class 'numpy.float64'>
Straight ticket american : 4794.509523809524 <class 'numpy.float64'>
Straight ticket constitution : 165.44444444444446 <class 'numpy.float64'>
Straight ticket democrat : 382302.94047619053 <class 'numpy.float64'>
Straight ticket green : 1954.920238095238 <class 'numpy.float64'>
Straight ticket independent : 84.0 <class 'numpy.float64'>
Straight ticket libertarian : 342.45 <class 'numpy.float64'>
Straight ticket republican : 483709.05119047617 <class 'numpy.float64'>
Straight ticket united citizens : 3249.875 <class 'numpy.float64'>
Straight ticket working family : 5600.95238095238 <class 'numpy.float64'>
US House american : 13717.119852941178 <class 'numpy.float64'>
US House constitution : 3141.060606060606 <class 'numpy.float64'>
US House democrat : 581691.684563056 <class 'numpy.float64'>
US House green : 2754.654761904762 <class 'numpy.float64'>
US House non-partisan : 1345.5518838304554 <class 'numpy.float64'>
US House republican : 768001.1727891156 <class 'numpy.float64'>
######## Tennessee : MEDSL 2018 ########
Governor democrat : 751627.7619047619 <class 'numpy.float64'>
Governor independent : 1406.6720238095238 <class 'numpy.float64'>
Governor republican : 1166520.1845238097 <class 'numpy.float64'>
State House democrat : 613338.0956349206 <class 'numpy.float64'>
State House independent : 21188.166666666668 <class 'numpy.float64'>
State House republican : 1049147.9876984127 <class 'numpy.float64'>
State Senate democrat : 393991.06666666665 <class 'numpy.float64'>
State Senate independent : 5268.333333333333 <class 'numpy.float64'>
State Senate republican : 573852.55 <class 'numpy.float64'>
US House democrat : 720654.7773809524 <class 'numpy.float64'>
US House independent : 24040.086796536794 <class 'numpy.float64'>
US House republican : 1101626.525 <class 'numpy.float64'>
US Senate democrat : 855807.3559523809 <class 'numpy.float64'>
US Senate independent : 4589.0065476190475 <class 'numpy.float64'>
US Senate republican : 1072146.730952381 <class 'numpy.float64'>
######## Texas : MEDSL 2018 ########
Acc Trustee no party : 1106.2857142857142 <class 'numpy.float64'>
Councilmember no party : Councilmember no party 40072.343463
Councilmember no party 5240.484848
dtype: float64 <class 'pandas.core.series.Series'>
Mayor no party : 54456.158916900094 <class 'numpy.float64'>
Alderman no party : 1811.8166666666666 <class 'numpy.float64'>
Alderperson Ward 1 no party : 112.5 <class 'numpy.float64'>
Alderperson Ward 2 no party : 381.0 <class 'numpy.float64'>
Attorney General democrat : 1921669.833744411 <class 'numpy.float64'>
Attorney General libertarian : 93001.36984790914 <class 'numpy.float64'>
Attorney General republican : 1767664.6464052952 <class 'numpy.float64'>
Austin Community College Proposition A no party : 28.0 <class 'numpy.float64'>
Ballot Measure Mcdade Independent School District no party : 276.0 <class 'numpy.float64'>
Bammel Utility District, Proposition A no party : 353.5 <class 'numpy.float64'>
Bartlett Proposition City Of Bartlett no party : 70.0 <class 'numpy.float64'>
Benbrook Library District Board Of Trustees Benbrook no party : 2600.0 <class 'numpy.float64'>
Bexar County Esd No. 12 Proposition A no party : 1455.5 <class 'numpy.float64'>
Bexar Wcid Directors (Vote For 3) no party : 766.1428571428571 <class 'numpy.float64'>
Birdville Independent School District Proposition A no party : 17574.666666666668 <class 'numpy.float64'>
Block House Municipal Utility District, Directors no party : 528.4285714285714 <class 'numpy.float64'>
Board Of Directors no party : 3070.25 <class 'numpy.float64'>
Board Of Trustees no party : 25059.75 <class 'numpy.float64'>
Board Of Trustees Crisd no party : 470.5 <class 'numpy.float64'>
Board Of Trustees Malisd no party : 877.9999999999999 <class 'numpy.float64'>
Board Of Trustees Tidehaven, Vote For 4 no party : 450.7142857142857 <class 'numpy.float64'>
Board Of Trustees, At Large Bisd no party : 1211.5555555555557 <class 'numpy.float64'>
Board Of Trustees, Four Year Term (Vote For 3) no party : 464.75 <class 'numpy.float64'>
CISD Board At Large no party : 1837.0 <class 'numpy.float64'>
CISD Board At Large Unexpired no party : 2889.0 <class 'numpy.float64'>
Carrollton-Farmers Branch Independent School District Proposition A no party : 23185.5 <class 'numpy.float64'>
Chateau Woods Municipal Utility District Director no party : 140.75 <class 'numpy.float64'>
Christoval Independent School District Proposition A no party : 616.5 <class 'numpy.float64'>
City Commissioner no party : 446.45 <class 'numpy.float64'>
City Council no party : 18528.039743589747 <class 'numpy.float64'>
City Marshal, City Of Groves no party : 2829.0 <class 'numpy.float64'>
City Of Arlington Proposition A no party : 48447.0 <class 'numpy.float64'>
City Of Arlington Proposition B no party : 48111.5 <class 'numpy.float64'>
City Of Arlington Proposition C no party : 48298.5 <class 'numpy.float64'>
City Of Arlington Proposition D no party : 47538.5 <class 'numpy.float64'>
City Of Arlington Proposition E no party : 49304.5 <class 'numpy.float64'>
City Of Austin Proposition A no party : 8341.5 <class 'numpy.float64'>
City Of Austin Proposition B no party : 8335.0 <class 'numpy.float64'>
City Of Austin Proposition C no party : 8293.5 <class 'numpy.float64'>
City Of Austin Proposition D no party : 8252.5 <class 'numpy.float64'>
City Of Austin Proposition E no party : 7997.5 <class 'numpy.float64'>
City Of Austin Proposition F no party : 8188.0 <class 'numpy.float64'>
City Of Austin Proposition G no party : 8054.0 <class 'numpy.float64'>
City Of Austin Proposition H no party : 7000.0 <class 'numpy.float64'>
City Of Austin Proposition I no party : 7415.5 <class 'numpy.float64'>
City Of Austin Proposition J no party : 9632.5 <class 'numpy.float64'>
City Of Austin Proposition K no party : 7367.5 <class 'numpy.float64'>
City Of Bartlett Proposition A no party : 124.5 <class 'numpy.float64'>
City Of Baytown, Proposition A no party : 5124.5 <class 'numpy.float64'>
City Of Baytown, Proposition Aa no party : 4479.0 <class 'numpy.float64'>
City Of Baytown, Proposition B no party : 4834.5 <class 'numpy.float64'>
City Of Baytown, Proposition C no party : 4830.0 <class 'numpy.float64'>
City Of Baytown, Proposition D no party : 4811.0 <class 'numpy.float64'>
City Of Baytown, Proposition E no party : 4692.5 <class 'numpy.float64'>
City Of Baytown, Proposition F no party : 4743.5 <class 'numpy.float64'>
City Of Baytown, Proposition G no party : 4819.5 <class 'numpy.float64'>
City Of Baytown, Proposition H no party : 4670.0 <class 'numpy.float64'>
City Of Baytown, Proposition I no party : 4660.0 <class 'numpy.float64'>
City Of Baytown, Proposition J no party : 4598.0 <class 'numpy.float64'>
City Of Baytown, Proposition K no party : 4648.0 <class 'numpy.float64'>
City Of Baytown, Proposition L no party : 4611.5 <class 'numpy.float64'>
City Of Baytown, Proposition M no party : 4698.5 <class 'numpy.float64'>
City Of Baytown, Proposition N no party : 4590.5 <class 'numpy.float64'>
City Of Baytown, Proposition O no party : 4580.0 <class 'numpy.float64'>
City Of Baytown, Proposition P no party : 4535.5 <class 'numpy.float64'>
City Of Baytown, Proposition Q no party : 4543.5 <class 'numpy.float64'>
City Of Baytown, Proposition R no party : 4502.5 <class 'numpy.float64'>
City Of Baytown, Proposition S no party : 4478.0 <class 'numpy.float64'>
City Of Baytown, Proposition T no party : 4544.0 <class 'numpy.float64'>
City Of Baytown, Proposition U no party : 4443.5 <class 'numpy.float64'>
City Of Baytown, Proposition V no party : 4429.5 <class 'numpy.float64'>
City Of Baytown, Proposition W no party : 4467.5 <class 'numpy.float64'>
City Of Baytown, Proposition X no party : 4430.5 <class 'numpy.float64'>
City Of Baytown, Proposition Y no party : 4431.0 <class 'numpy.float64'>
City Of Baytown, Proposition Z no party : 4467.0 <class 'numpy.float64'>
City Of Bevil Oaks Proposition no party : 159.0 <class 'numpy.float64'>
City Of Big Lake, Texas Proposition A no party : 342.0 <class 'numpy.float64'>
City Of Chandler Proposition A no party : 575.5 <class 'numpy.float64'>
City Of China Grove Proposition A no party : 281.0 <class 'numpy.float64'>
City Of China Grove Proposition B no party : 288.5 <class 'numpy.float64'>
City Of Coffee City Proposition A no party : 95.0 <class 'numpy.float64'>
City Of Converse Council, no party : 2223.8333333333335 <class 'numpy.float64'>
City Of Converse Proposition A no party : 3279.5 <class 'numpy.float64'>
City Of Copperas Cove Proposition A no party : 2920.5 <class 'numpy.float64'>
City Of Corpus Christi Proposition A no party : 36846.5 <class 'numpy.float64'>
City Of Corpus Christi Proposition B no party : 36521.5 <class 'numpy.float64'>
City Of Corpus Christi Proposition C no party : 36238.0 <class 'numpy.float64'>
City Of Corpus Christi Proposition D no party : 36222.0 <class 'numpy.float64'>
City Of Corpus Christi Proposition E no party : 36205.5 <class 'numpy.float64'>
City Of Corpus Christi Proposition F no party : 36042.5 <class 'numpy.float64'>
City Of Cresson Proposition A no party : 79.0 <class 'numpy.float64'>
City Of Duncanville Proposition A no party : 6201.5 <class 'numpy.float64'>
City Of Duncanville Proposition B no party : 6253.0 <class 'numpy.float64'>
City Of Duncanville Proposition C no party : 6235.0 <class 'numpy.float64'>
City Of Duncanville Proposition D no party : 6185.5 <class 'numpy.float64'>
City Of El Paso Charter Prop 1 no party : 77378.0 <class 'numpy.float64'>
City Of Georgetown Proposition A no party : 13855.0 <class 'numpy.float64'>
City Of Houston Proposition A no party : 432.5 <class 'numpy.float64'>
City Of Houston Proposition B no party : 440.5 <class 'numpy.float64'>
City Of Houston, Proposition A no party : 236668.0 <class 'numpy.float64'>
City Of Houston, Proposition B no party : 246433.5 <class 'numpy.float64'>
City Of Hutto Proposition A no party : 3287.5 <class 'numpy.float64'>
City Of Hutto Proposition B no party : 3265.0 <class 'numpy.float64'>
City Of Hutto Proposition C no party : 3279.0 <class 'numpy.float64'>
City Of Justin Proposition A no party : 680.0 <class 'numpy.float64'>
City Of Keller Proposition A no party : 9056.5 <class 'numpy.float64'>
City Of Lake Worth Proposition A no party : 502.0 <class 'numpy.float64'>
City Of Lakeside City Local Option Election no party : 0.0 <class 'numpy.float64'>
City Of League City, Council, (Four Year Term) no party : 161.75 <class 'numpy.float64'>
City Of League City, Proposition A no party : 219.0 <class 'numpy.float64'>
City Of League City, Proposition B no party : 235.5 <class 'numpy.float64'>
City Of League City, Proposition C no party : 219.5 <class 'numpy.float64'>
City Of League City, Proposition D no party : 205.5 <class 'numpy.float64'>
City Of League City, Proposition E no party : 217.5 <class 'numpy.float64'>
City Of League City, Proposition F no party : 210.0 <class 'numpy.float64'>
City Of League City, Proposition G no party : 211.0 <class 'numpy.float64'>
City Of League City, Proposition H no party : 191.0 <class 'numpy.float64'>
City Of League City, Proposition I no party : 206.0 <class 'numpy.float64'>
City Of League City, Proposition J no party : 206.5 <class 'numpy.float64'>
City Of League City, Proposition K no party : 207.0 <class 'numpy.float64'>
City Of League City, Proposition L no party : 201.0 <class 'numpy.float64'>
City Of League City, Proposition M no party : 197.5 <class 'numpy.float64'>
City Of League City, Proposition N no party : 204.0 <class 'numpy.float64'>
City Of League City, Proposition O no party : 201.0 <class 'numpy.float64'>
City Of Leon Valley Proposition A no party : 1919.0 <class 'numpy.float64'>
City Of Longview no party : 8114.5 <class 'numpy.float64'>
City Of Longview, Texas Proposition A no party : 351.5 <class 'numpy.float64'>
City Of Longview, Texas Proposition B no party : 352.5 <class 'numpy.float64'>
City Of Longview, Texas Proposition C no party : 352.5 <class 'numpy.float64'>
City Of Malakoff Proposition A no party : 210.5 <class 'numpy.float64'>
City Of Mineral Wells Proposition A no party : 19.5 <class 'numpy.float64'>
City Of Nassau Bay, Proposition A no party : 871.0 <class 'numpy.float64'>
City Of Pflugerville Proposition A no party : 28.5 <class 'numpy.float64'>
City Of Pilot Point Proposition A no party : 540.5 <class 'numpy.float64'>
City Of Pilot Point Proposition B no party : 550.5 <class 'numpy.float64'>
City Of Pilot Point Proposition C no party : 550.5 <class 'numpy.float64'>
City Of Pilot Point Proposition D no party : 548.5 <class 'numpy.float64'>
City Of Princeton, Proposition A no party : 1412.0 <class 'numpy.float64'>
City Of Reno Proposition A no party : 275.5 <class 'numpy.float64'>
City Of Richland Hills Proposition A no party : 1163.5 <class 'numpy.float64'>
City Of Richland Hills Proposition B no party : 1159.0 <class 'numpy.float64'>
City Of Round Rock Proposition A no party : 17303.5 <class 'numpy.float64'>
City Of San Antonio - Charter Proposition A no party : 179863.0 <class 'numpy.float64'>
City Of San Antonio - Charter Proposition B no party : 183291.5 <class 'numpy.float64'>
City Of San Antonio - Charter Proposition C no party : 181866.0 <class 'numpy.float64'>
City Of San Antonio Camp Bullis, Proposition A no party : 400.0 <class 'numpy.float64'>
City Of San Antonio Lackland, Proposition A no party : 1832.0 <class 'numpy.float64'>
City Of Schertz Council, no party : 507.25 <class 'numpy.float64'>
City Of Scottsville Proposition A no party : 38.5 <class 'numpy.float64'>
City Of Stanton Proposition A no party : 295.5 <class 'numpy.float64'>
City Of Trinidad Proposition A no party : 114.0 <class 'numpy.float64'>
City Of Webster, Proposition A no party : 825.0 <class 'numpy.float64'>
City Of Webster, Proposition B no party : 841.5 <class 'numpy.float64'>
City Of Webster, Proposition C no party : 807.0 <class 'numpy.float64'>
City Of Webster, Proposition D no party : 804.5 <class 'numpy.float64'>
City Of Webster, Proposition E no party : 804.0 <class 'numpy.float64'>
City Of Wichita Falls Councilor District 3 no party : 3864.0 <class 'numpy.float64'>
City Of Wichita Falls Councilor District 4 no party : 2668.5 <class 'numpy.float64'>
City Of Wichita Falls Councilor District 5 no party : 653.0 <class 'numpy.float64'>
City Of Windcrest Council, no party : 855.5 <class 'numpy.float64'>
City Of Windcrest Proposition A no party : 1339.5 <class 'numpy.float64'>
City Of Windcrest Proposition B no party : 1336.5 <class 'numpy.float64'>
City Rep Of El Paso, Dist 1 no party : 6633.75 <class 'numpy.float64'>
City Rep Of El Paso, Dist 5 no party : 4810.75 <class 'numpy.float64'>
City Rep Of El Paso, Dist 6 no party : 8556.5 <class 'numpy.float64'>
City Rep Of El Paso, Dist 8 no party : 3080.7999999999997 <class 'numpy.float64'>
Clint Independent School District Board Dist 2 no party : 519.6666666666667 <class 'numpy.float64'>
Clint Independent School District Board Dist 4 no party : 633.5 <class 'numpy.float64'>
Clint Independent School District Board District At Large no party : 3179.5 <class 'numpy.float64'>
Clint Independent School District Tax Proposition no party : 3177.0 <class 'numpy.float64'>
Clyde Consolidated Independent School District Proposition A no party : 1104.5 <class 'numpy.float64'>
College Of The Mainland Proposition A no party : 18341.0 <class 'numpy.float64'>
Collin County Municipal Utility District #2 Directors (Vote For 5) no party : 1.0 <class 'numpy.float64'>
Collin County Municipal Utility District #2, Proposition A no party : 2.0 <class 'numpy.float64'>
Collin County Municipal Utility District #2, Proposition B no party : 2.5 <class 'numpy.float64'>
Collin County Municipal Utility District #2, Proposition C no party : 2.5 <class 'numpy.float64'>
Collin County Municipal Utility District #2, Proposition D no party : 2.5 <class 'numpy.float64'>
Collin County Municipal Utility District #2, Proposition E no party : 2.5 <class 'numpy.float64'>
Collin County Municipal Utility District #2, Proposition F no party : 2.5 <class 'numpy.float64'>
Collin County Municipal Utility District #2, Proposition G no party : 2.5 <class 'numpy.float64'>
Commissioner - Gc Navigation Dist 1 no party : 3859.0 <class 'numpy.float64'>
Commissioner District 1, City Of Weslaco no party : 1005.0 <class 'numpy.float64'>
Commissioner District 4, City Of Weslaco no party : 744.5 <class 'numpy.float64'>
Commissioner Of Agriculture democrat : 1877827.7056947341 <class 'numpy.float64'>
Commissioner Of Agriculture libertarian : 87285.87746746869 <class 'numpy.float64'>
Commissioner Of Agriculture republican : 1734668.8720115335 <class 'numpy.float64'>
Commissioner Of The General Land Office democrat : 1767276.8894842998 <class 'numpy.float64'>
Commissioner Of The General Land Office libertarian : 115345.87065221288 <class 'numpy.float64'>
Commissioner Of The General Land Office republican : 1887615.8574849572 <class 'numpy.float64'>
Commissioner, Navigation District no party : 599.0 <class 'numpy.float64'>
Community College Trustee no party : 28783.0 <class 'numpy.float64'>
Comptroller Of Public Accounts democrat : 1807784.2543730526 <class 'numpy.float64'>
Comptroller Of Public Accounts libertarian : 135610.51542852705 <class 'numpy.float64'>
Comptroller Of Public Accounts republican : 1873691.7358536317 <class 'numpy.float64'>
Constable democrat : 201473.5 <class 'numpy.float64'>
Constable libertarian : 5567.0 <class 'numpy.float64'>
Constable no party : 10660.0 <class 'numpy.float64'>
Constable republican : 266665.43333333335 <class 'numpy.float64'>
Corpus Christi Independent School District Bond Election Proposition no party : 27518.0 <class 'numpy.float64'>
Councilmember no party : Councilmember no party 40072.343463
Councilmember no party 5240.484848
dtype: float64 <class 'pandas.core.series.Series'>
County And District Clerk no party : 51.0 <class 'numpy.float64'>
County Attorney no party : 42.0 <class 'numpy.float64'>
County Attorney republican : 845.0 <class 'numpy.float64'>
County Clerk democrat : 1356233.0071428572 <class 'numpy.float64'>
County Clerk libertarian : 49931.833333333336 <class 'numpy.float64'>
County Clerk no party : 58655.83333333334 <class 'numpy.float64'>
County Clerk republican : 1345656.3543785512 <class 'numpy.float64'>
County Commissioner democrat : 839957.2023809524 <class 'numpy.float64'>
County Commissioner independent : 464.0 <class 'numpy.float64'>
County Commissioner libertarian : 10522.0 <class 'numpy.float64'>
County Commissioner no party : 43769.816666666666 <class 'numpy.float64'>
County Commissioner republican : 951750.3157800533 <class 'numpy.float64'>
County Judge democrat : 1641329.546353646 <class 'numpy.float64'>
County Judge independent : 104.0 <class 'numpy.float64'>
County Judge libertarian : 65742.5 <class 'numpy.float64'>
County Judge no party : 72517.46666666666 <class 'numpy.float64'>
County Judge republican : 1551440.0813261636 <class 'numpy.float64'>
County Surveyor democrat : 9909.0 <class 'numpy.float64'>
County Surveyor republican : 87298.25 <class 'numpy.float64'>
County Tax Assessor-Collector no party : 2502.0 <class 'numpy.float64'>
County Tax Assessor-Collector republican : 8307.0 <class 'numpy.float64'>
County Treasurer democrat : 688972.3345598846 <class 'numpy.float64'>
County Treasurer libertarian : 50454.0 <class 'numpy.float64'>
County Treasurer no party : 59791.16666666666 <class 'numpy.float64'>
County Treasurer republican : 1055028.6688952937 <class 'numpy.float64'>
Creation Of Jefferson County Assistance District No. 4 no party : 5.5 <class 'numpy.float64'>
Cypress Hill Municipal Utility District 1, Proposition A no party : 1353.5 <class 'numpy.float64'>
Cypress Klein Utility District, Proposition A no party : 468.5 <class 'numpy.float64'>
Dallas Independent School District Proposition A no party : 135435.0 <class 'numpy.float64'>
Dallas Independent School District Proposition B no party : 128235.5 <class 'numpy.float64'>
Dallas Independent School District Proposition C no party : 131245.0 <class 'numpy.float64'>
Dallas Independent School District Proposition D no party : 128713.0 <class 'numpy.float64'>
Director no party : 1278.6666666666665 <class 'numpy.float64'>
Director - Flamingo Isles Municipal Utility District no party : 31.833333333333332 <class 'numpy.float64'>
Director, High Plains Water District, no party : 27868.0 <class 'numpy.float64'>
Director, Lubbock County Water Control And Improvement District, no party : 11458.333333333334 <class 'numpy.float64'>
Director, North Austin Municipal Utility District No. 1, no party : 1190.6666666666667 <class 'numpy.float64'>
Directors, Williamson-Travis Counties Municipal Utility District No. 1 no party : 523.0 <class 'numpy.float64'>
District And County Clerk democrat : 2050.0 <class 'numpy.float64'>
District And County Clerk no party : 273.0 <class 'numpy.float64'>
District And County Clerk republican : 4750.616666666667 <class 'numpy.float64'>
District Attorney democrat : 1076510.6666666667 <class 'numpy.float64'>
District Attorney no party : 676.0 <class 'numpy.float64'>
District Attorney republican : 1169929.3717698967 <class 'numpy.float64'>
District Clerk democrat : 1387476.040079365 <class 'numpy.float64'>
District Clerk no party : 61157.0 <class 'numpy.float64'>
District Clerk republican : 1361457.6523209387 <class 'numpy.float64'>
East Central Independent School District Single Member District 2 no party : 516.5 <class 'numpy.float64'>
East Central Independent School District Single Member District 5 no party : 773.0 <class 'numpy.float64'>
Ector County Assistance District Proposition A no party : 3504.5 <class 'numpy.float64'>
Edgewood Independent School District no party : 3372.8 <class 'numpy.float64'>
Edwards Aquifer Authority Director, District 7 no party : 15811.5 <class 'numpy.float64'>
El Paso County Judge democrat : 151286.0 <class 'numpy.float64'>
Episd Tax Prop no party : 40012.0 <class 'numpy.float64'>
Eustace Independent School District Proposition A no party : 1304.0 <class 'numpy.float64'>
FISD Trustee no party : 4835.5 <class 'numpy.float64'>
Fabens Board, Place Ii no party : 673.5 <class 'numpy.float64'>
Fabens Independent School District Board Place I no party : 674.0 <class 'numpy.float64'>
Fabens Independent School District Board, Place Iv no party : 1024.0 <class 'numpy.float64'>
Fabens Independent School District Tax Proposition no party : 645.5 <class 'numpy.float64'>
Far Hills Ud Director no party : 112.5 <class 'numpy.float64'>
Florence Independent School District Proposition A no party : 731.5 <class 'numpy.float64'>
Frisco Independent School District Proposition A no party : 38019.0 <class 'numpy.float64'>
Frisco Independent School District Proposition B no party : 38211.0 <class 'numpy.float64'>
Galveston County Municipal Utility District No. 66 Proposition A no party : 80.0 <class 'numpy.float64'>
Galveston County Municipal Utility District No. 66 Proposition B no party : 81.5 <class 'numpy.float64'>
Georgetown Independent School District Proposition A no party : 18578.0 <class 'numpy.float64'>
Georgetown Independent School District Proposition B no party : 18444.0 <class 'numpy.float64'>
Glenn Heights Proposition A no party : 1284.5 <class 'numpy.float64'>
Glenn Heights Proposition B no party : 1299.0 <class 'numpy.float64'>
Glenn Heights Proposition C no party : 1275.0 <class 'numpy.float64'>
Glenn Heights Proposition D no party : 1277.0 <class 'numpy.float64'>
Glenn Heights Proposition E no party : 1259.0 <class 'numpy.float64'>
Glenn Heights Proposition F no party : 1318.0 <class 'numpy.float64'>
Governor democrat : 1761588.426880899 <class 'numpy.float64'>
Governor libertarian : 66115.65843307365 <class 'numpy.float64'>
Governor republican : 1976543.4792906393 <class 'numpy.float64'>
Granger Independent School District Proposition A no party : 483.0 <class 'numpy.float64'>
Green Valley Sud Directors (Vote For 2) no party : 67.0 <class 'numpy.float64'>
Greenville Independent School District, Proposition A no party : 3971.0 <class 'numpy.float64'>
Harleton Independent School District Proposition A no party : 582.5 <class 'numpy.float64'>
Harris County Municipal Utility District 105, Proposition A no party : 1.0 <class 'numpy.float64'>
Harris County Municipal Utility District 105, Proposition B no party : 1.0 <class 'numpy.float64'>
Harris County Municipal Utility District 105, Proposition C no party : 1.0 <class 'numpy.float64'>
Harris County Municipal Utility District 105, Proposition D no party : 1.0 <class 'numpy.float64'>
Harris County Municipal Utility District 149, Proposition A no party : 320.5 <class 'numpy.float64'>
Harris County Municipal Utility District 149, Proposition B no party : 318.0 <class 'numpy.float64'>
Harris County Municipal Utility District 149, Proposition C no party : 319.0 <class 'numpy.float64'>
Harris County Municipal Utility District 166, Proposition A no party : 257.5 <class 'numpy.float64'>
Harris County Municipal Utility District 166, Proposition B no party : 267.0 <class 'numpy.float64'>
Henderson County Esd#6 Proposition A no party : 563.0 <class 'numpy.float64'>
Hereford Independent School District Proposition A no party : 15.5 <class 'numpy.float64'>
Highlands At Mayfield Ranch Municipal Utility District, Directors, no party : 215.6 <class 'numpy.float64'>
Huckabay Independent School District Proposition A Huckabay Independent School District no party : 367.5 <class 'numpy.float64'>
Huckabay Independent School District Special Election no party : 0.5 <class 'numpy.float64'>
Increase In Tax Rate For Fire And Emergency Services Funding no party : 276.0 <class 'numpy.float64'>
Independent School District Trustee no party : 96614.82158269148 <class 'numpy.float64'>
Johnson City Independent School District Proposition A no party : 0.0 <class 'numpy.float64'>
Jop, Precinct No. 3 democrat : 394.0 <class 'numpy.float64'>
Jop, Precinct No. 3 no party : 242.0 <class 'numpy.float64'>
Judge democrat : 21793.0 <class 'numpy.float64'>
Judge libertarian : 9781.0 <class 'numpy.float64'>
Judge republican : 42186.5 <class 'numpy.float64'>
Judge, County Civil Court At Law democrat : 651270.75 <class 'numpy.float64'>
Judge, County Civil Court At Law republican : 528931.75 <class 'numpy.float64'>
Judge, County Court At Law democrat : 879725.7353871618 <class 'numpy.float64'>
Judge, County Court At Law no party : 46809.0 <class 'numpy.float64'>
Judge, County Court At Law republican : 978503.0461707936 <class 'numpy.float64'>
Judge, County Probate Court democrat : 1117547.0833333333 <class 'numpy.float64'>
Judge, County Probate Court republican : 1082830.2492063493 <class 'numpy.float64'>
Judge, Court Of Criminial Appeals democrat : 1818761.193375348 <class 'numpy.float64'>
Judge, Court Of Criminial Appeals libertarian : 412613.21606311447 <class 'numpy.float64'>
Judge, Court Of Criminial Appeals no party : 23447.583333333332 <class 'numpy.float64'>
Judge, Court Of Criminial Appeals republican : 1773098.8503786093 <class 'numpy.float64'>
Judge, District Court democrat : 1835200.2520163076 <class 'numpy.float64'>
Judge, District Court no party : 528573.3500000001 <class 'numpy.float64'>
Judge, District Court republican : 1516545.7771621384 <class 'numpy.float64'>
Justice Of The Peace democrat : 1292772.5807908508 <class 'numpy.float64'>
Justice Of The Peace independent : 648.0 <class 'numpy.float64'>
Justice Of The Peace libertarian : 110818.5 <class 'numpy.float64'>
Justice Of The Peace no party : 55072.666666666664 <class 'numpy.float64'>
Justice Of The Peace republican : 1596396.884308158 <class 'numpy.float64'>
Justice, Court of Appeals democrat : 1808443.306336296 <class 'numpy.float64'>
Justice, Court of Appeals libertarian : 593414.6666666666 <class 'numpy.float64'>
Justice, Court of Appeals no party : 327228.2420276583 <class 'numpy.float64'>
Justice, Court of Appeals republican : 1688554.3078868948 <class 'numpy.float64'>
Justice, Supreme Court democrat : 1826629.3004523886 <class 'numpy.float64'>
Justice, Supreme Court no party : 42405.333333333336 <class 'numpy.float64'>
Justice, Supreme Court republican : 1643113.0469621047 <class 'numpy.float64'>
Kerrville Independent School District Proposition A no party : 5562.5 <class 'numpy.float64'>
Lampasas County Proposition A no party : 305.0 <class 'numpy.float64'>
League City Proposition A no party : 14459.5 <class 'numpy.float64'>
League City Proposition B no party : 15356.0 <class 'numpy.float64'>
League City Proposition C no party : 14940.0 <class 'numpy.float64'>
League City Proposition D no party : 14267.0 <class 'numpy.float64'>
League City Proposition E no party : 14834.0 <class 'numpy.float64'>
League City Proposition F no party : 14173.5 <class 'numpy.float64'>
League City Proposition G no party : 14539.5 <class 'numpy.float64'>
League City Proposition H no party : 13495.0 <class 'numpy.float64'>
League City Proposition I no party : 14241.0 <class 'numpy.float64'>
League City Proposition J no party : 14238.5 <class 'numpy.float64'>
League City Proposition K no party : 14028.5 <class 'numpy.float64'>
League City Proposition L no party : 13603.0 <class 'numpy.float64'>
League City Proposition M no party : 13835.5 <class 'numpy.float64'>
League City Proposition N no party : 13789.0 <class 'numpy.float64'>
League City Proposition O no party : 13799.5 <class 'numpy.float64'>
Liberty Hill Independent School District Proposition A no party : 3832.5 <class 'numpy.float64'>
Lieutenant Governor democrat : 1898049.9799200785 <class 'numpy.float64'>
Lieutenant Governor libertarian : 83188.4208017728 <class 'numpy.float64'>
Lieutenant Governor republican : 1807279.159989019 <class 'numpy.float64'>
Local Option #1 no party : 208.0 <class 'numpy.float64'>
Local Option #2 no party : 199.0 <class 'numpy.float64'>
Local Option #3 no party : 216.5 <class 'numpy.float64'>
Lone Star College System Trustee no party : 51037.0 <class 'numpy.float64'>
Lone Star Gcd Director, no party : 36157.47380952381 <class 'numpy.float64'>
Lower Brushy Creek Wcid Proposition A no party : 4012.0 <class 'numpy.float64'>
Lower Valley Water Proposition A no party : 2797.0000000000005 <class 'numpy.float64'>
Lubbock Independent School District Bond Special Election, Proposition A no party : 24150.0 <class 'numpy.float64'>
Marble Falls Independent School District Prop. A no party : 3966.5 <class 'numpy.float64'>
Matagorda County Proposition A no party : 1384.0 <class 'numpy.float64'>
Mathis Independent School District Proposition A no party : 926.5 <class 'numpy.float64'>
Mc Municipal Utility District No. 152 Director no party : 1.2 <class 'numpy.float64'>
Mc Municipal Utility District No. 152 Proposition A no party : 1.0 <class 'numpy.float64'>
Mc Municipal Utility District No. 152 Proposition B no party : 1.0 <class 'numpy.float64'>
Mc Municipal Utility District No. 152 Proposition C no party : 1.0 <class 'numpy.float64'>
Mc Municipal Utility District No. 152 Proposition D no party : 1.0 <class 'numpy.float64'>
Mc Municipal Utility District No. 152 Proposition E no party : 1.0 <class 'numpy.float64'>
Mc Municipal Utility District No. 152 Proposition F no party : 1.0 <class 'numpy.float64'>
Mc Municipal Utility District No. 152 Proposition G no party : 1.0 <class 'numpy.float64'>
Mc Municipal Utility District No. 9 Proposition A no party : 752.5 <class 'numpy.float64'>
Mckinney Municipal Utility District #2, Proposition A no party : 2.0 <class 'numpy.float64'>
Mckinney Municipal Utility District #2, Proposition B no party : 2.5 <class 'numpy.float64'>
Mckinney Municipal Utility District #2, Proposition C no party : 2.0 <class 'numpy.float64'>
Mckinney Municipal Utility District #2, Proposition D no party : 2.5 <class 'numpy.float64'>
Mckinney Municipal Utility District #2, Proposition E no party : 2.5 <class 'numpy.float64'>
Mckinney Municipal Utility District #2, Proposition F no party : 2.5 <class 'numpy.float64'>
Member Of The Council, Benbrook no party : 2856.75 <class 'numpy.float64'>
Member Of The Council, Benbrook no party : 2900.0 <class 'numpy.float64'>
Member, The Woodlands Township Board Of Directors, no party : 1447.8333333333333 <class 'numpy.float64'>
Miami Independent School District Board Has Three Positions To Be Elected. no party : 6.0 <class 'numpy.float64'>
Multicounty Court At Law Judge republican : 3846.5 <class 'numpy.float64'>
Municipal Court Judge, City Of Laredo no party : 14925.0 <class 'numpy.float64'>
Nacogdoches County Hospital District Board Member, no party : 2776.5 <class 'numpy.float64'>
Nacogdoches County Hospital District Board Member, At-Large no party : 2629.8333333333335 <class 'numpy.float64'>
Nacogdoches County Municipal Utility District 1 Proposition A no party : 49.0 <class 'numpy.float64'>
Nacogdoches County Municipal Utility District 1 Proposition B no party : 45.5 <class 'numpy.float64'>
Nacogdoches Independent School District Proposition A no party : 6324.5 <class 'numpy.float64'>
Northside Independent School District School Board no party : 52.2 <class 'numpy.float64'>
Northwest Harris County Municipal Utility District 16, Proposition A no party : 359.5 <class 'numpy.float64'>
Northwest Harris County Municipal Utility District 16, Proposition B no party : 359.5 <class 'numpy.float64'>
Old Town Spring Improvement District, Director, no party : 12.25 <class 'numpy.float64'>
Parker County Emergency Services District No. 8 Proposition A no party : 799.0 <class 'numpy.float64'>
Parker County Proposition A no party : 23403.0 <class 'numpy.float64'>
Parkway Utility District, Proposition A no party : 617.5 <class 'numpy.float64'>
Petersburg Independent School District Proposition A no party : 254.0 <class 'numpy.float64'>
Pflugerville Independent School District Proposition A no party : 27.0 <class 'numpy.float64'>
Pflugerville Independent School District Proposition B no party : 27.0 <class 'numpy.float64'>
Pjc Board Of Regents, -At Large no party : 5437.0 <class 'numpy.float64'>
Port Arthur Independent School District Proposition no party : 4042.5 <class 'numpy.float64'>
Port Neches-Groves Independent School District Tax Rate Rollback Election no party : 3997.5 <class 'numpy.float64'>
Position #1 Liberty Wcid no party : 224.0 <class 'numpy.float64'>
Position #2 Liberty Wcid no party : 135.5 <class 'numpy.float64'>
Presiding Judge democrat : 10378.0 <class 'numpy.float64'>
Presiding Judge libertarian : 604.0 <class 'numpy.float64'>
Presiding Judge republican : 24644.0 <class 'numpy.float64'>
Proposition 1 no party : 12850.0 <class 'numpy.float64'>
Proposition 1 City Of Stephenville no party : 2157.0 <class 'numpy.float64'>
Proposition 10 City Of Stephenville no party : 1953.0 <class 'numpy.float64'>
Proposition 11 City Of Stephenville no party : 1971.0 <class 'numpy.float64'>
Proposition 12 City Of Stephenville no party : 1928.5 <class 'numpy.float64'>
Proposition 13 City Of Stephenville no party : 2006.0 <class 'numpy.float64'>
Proposition 14 City Of Stephenville no party : 1999.5 <class 'numpy.float64'>
Proposition 2 no party : 12748.0 <class 'numpy.float64'>
Proposition 2 City Of Stephenville no party : 2182.0 <class 'numpy.float64'>
Proposition 3 no party : 11872.0 <class 'numpy.float64'>
Proposition 3 City Of Stephenville no party : 2163.0 <class 'numpy.float64'>
Proposition 4 no party : 12531.5 <class 'numpy.float64'>
Proposition 4 City Of Stephenville no party : 2137.0 <class 'numpy.float64'>
Proposition 5 no party : 11614.0 <class 'numpy.float64'>
Proposition 5 City Of Stephenville no party : 1937.0 <class 'numpy.float64'>
Proposition 6 City Of Stephenville no party : 1934.5 <class 'numpy.float64'>
Proposition 7 City Of Stephenville no party : 2062.0 <class 'numpy.float64'>
Proposition 8 City Of Stephenville no party : 1832.0 <class 'numpy.float64'>
Proposition 9 City Of Stephenville no party : 2034.5 <class 'numpy.float64'>
Proposition A no party : 163644.5 <class 'numpy.float64'>
Proposition A Marble Falls Ranch Fwsd No. 1 no party : 0.5 <class 'numpy.float64'>
Proposition A Aurora no party : 236.0 <class 'numpy.float64'>
Proposition A City Of Heath no party : 2326.0 <class 'numpy.float64'>
Proposition A Decatur no party : 756.0 <class 'numpy.float64'>
Proposition A Esd no party : 210.0 <class 'numpy.float64'>
Proposition A Kaufman Co Fwsd 1D no party : 2.0 <class 'numpy.float64'>
Proposition A Rhome no party : 262.5 <class 'numpy.float64'>
Proposition A Tier no party : 9934.0 <class 'numpy.float64'>
Proposition A, City Of Edinburg no party : 8852.5 <class 'numpy.float64'>
Proposition A, City Of Laredo no party : 21653.0 <class 'numpy.float64'>
Proposition A, City Of Palmhurst no party : 390.5 <class 'numpy.float64'>
Proposition A, Drainage District One no party : 64680.5 <class 'numpy.float64'>
Proposition A, Freestone County no party : 2932.0 <class 'numpy.float64'>
Proposition A: Florence Independent School District no party : 177.0 <class 'numpy.float64'>
Proposition B no party : 161179.5 <class 'numpy.float64'>
Proposition B Marble Falls Ranch Fwsd No. 1 no party : 0.5 <class 'numpy.float64'>
Proposition B Kaufman Co Fwsd 1D no party : 2.0 <class 'numpy.float64'>
Proposition B, City Of Edinburg no party : 8893.0 <class 'numpy.float64'>
Proposition B, City Of Laredo no party : 21517.5 <class 'numpy.float64'>
Proposition C no party : 162184.5 <class 'numpy.float64'>
Proposition C Marble Falls Ranch Fwsd No. 1 no party : 0.5 <class 'numpy.float64'>
Proposition C Kaufman Co Fwsd 1D no party : 2.0 <class 'numpy.float64'>
Proposition C, City Of Edinburg no party : 9087.5 <class 'numpy.float64'>
Proposition City Of Morgan's Point Resort no party : 711.0 <class 'numpy.float64'>
Proposition D Kaufman Co Fwsd 1D no party : 1.5 <class 'numpy.float64'>
Proposition D, City Of Edinburg no party : 8960.5 <class 'numpy.float64'>
Proposition Kc Assistance Dist 1 no party : 2.0 <class 'numpy.float64'>
Proposition Los Lomas Municipal Utility District 4 no party : 0.5 <class 'numpy.float64'>
Railroad Commissioner democrat : 1787666.3611200326 <class 'numpy.float64'>
Railroad Commissioner libertarian : 109240.18314655483 <class 'numpy.float64'>
Railroad Commissioner republican : 1857459.794797468 <class 'numpy.float64'>
Reagan County Independent School District Proposition A no party : 405.5 <class 'numpy.float64'>
Regent no party : 11471.5 <class 'numpy.float64'>
Regent, At Large no party : 20676.666666666668 <class 'numpy.float64'>
Richardson Independent School District Proposition A: Tax Ratification no party : 37114.5 <class 'numpy.float64'>
Rockwall County - Proposition A no party : 18519.5 <class 'numpy.float64'>
Roman Forest Consolidated Municipal Utility District Proposition A no party : 357.5 <class 'numpy.float64'>
Round Rock Independent School District Proposition A no party : 34870.5 <class 'numpy.float64'>
SFISD Trustee no party : 2149.0 <class 'numpy.float64'>
Sam Rayburn School Board Trustee no party : 380.8 <class 'numpy.float64'>
San Angelo Independent School District Proposition A no party : 13051.0 <class 'numpy.float64'>
San Angelo Independent School District Proposition B no party : 13052.5 <class 'numpy.float64'>
School Board no party : 852.0 <class 'numpy.float64'>
School Board Members, Bbpb Independent School District no party : 408.99999999999994 <class 'numpy.float64'>
School Board Members, Sd Independent School District no party : 138.5 <class 'numpy.float64'>
School Board Trustee no party : 15293.416666666668 <class 'numpy.float64'>
Seagoville Proposition A no party : 1277.0 <class 'numpy.float64'>
Seagoville Proposition B no party : 1318.0 <class 'numpy.float64'>
Sheriff democrat : 450404.0 <class 'numpy.float64'>
Sheriff republican : 307476.0 <class 'numpy.float64'>
South San Antonio Independent School District Single Member District 1 no party : 264.5 <class 'numpy.float64'>
South San Antonio Independent School District Single Member District 3 no party : 472.0 <class 'numpy.float64'>
South San Antonio Independent School District Single Member District 6 no party : 374.5 <class 'numpy.float64'>
Southside Independent School District Proposition A no party : 2315.0 <class 'numpy.float64'>
Southwest Independent School District Proposition A no party : 4788.5 <class 'numpy.float64'>
Special Election - Bond Proposition A no party : 268.5 <class 'numpy.float64'>
Special Election Local Option Proposition A no party : 246.0 <class 'numpy.float64'>
State Board Of Education democrat : 1293048.5377622377 <class 'numpy.float64'>
State Board Of Education libertarian : 33243.0 <class 'numpy.float64'>
State Board Of Education republican : 870895.5036435787 <class 'numpy.float64'>
State House democrat : 1853670.1361104755 <class 'numpy.float64'>
State House independent : 11995.0 <class 'numpy.float64'>
State House libertarian : 57754.45 <class 'numpy.float64'>
State House no party : 20.0 <class 'numpy.float64'>
State House republican : 1806680.8439138532 <class 'numpy.float64'>
State Senate democrat : 1424440.3362966636 <class 'numpy.float64'>
State Senate libertarian : 39647.26854738829 <class 'numpy.float64'>
State Senate republican : 1379947.4401488067 <class 'numpy.float64'>
Straight ticket democrat : 957590.5897432871 <class 'numpy.float64'>
Straight ticket independent : 1742.5 <class 'numpy.float64'>
Straight ticket libertarian : 13123.201021739205 <class 'numpy.float64'>
Straight ticket no party : 5911.5 <class 'numpy.float64'>
Straight ticket republican : 1016974.2143348499 <class 'numpy.float64'>
Supervisor - Bayview Municipal Utility District no party : 87.5 <class 'numpy.float64'>
Supervisor's Election Marble Falls Ranch Fwsd No. 1 no party : 1.0 <class 'numpy.float64'>
Taft Proposition A no party : 355.0 <class 'numpy.float64'>
Tarrant County Hospital District Proposition A no party : 250944.93333333335 <class 'numpy.float64'>
Taylor County Proposition A no party : 17720.0 <class 'numpy.float64'>
The Woodlands Township Position No. 1 no party : 23239.0 <class 'numpy.float64'>
The Woodlands Township Position No. 2 no party : 12649.0 <class 'numpy.float64'>
The Woodlands Township Position No. 3 no party : 21323.0 <class 'numpy.float64'>
The Woodlands Township Position No. 4 no party : 12259.0 <class 'numpy.float64'>
Timberlake Improvement District, Proposition A no party : 395.5 <class 'numpy.float64'>
Town Of Providence Village Proposition A no party : 974.5 <class 'numpy.float64'>
Trustee libertarian : 201.0 <class 'numpy.float64'>
Trustee no party : 62278.34707229045 <class 'numpy.float64'>
Trustee - At Large no party : 155.6 <class 'numpy.float64'>
Trustee, Harris County Department Of Education democrat : 398175.0 <class 'numpy.float64'>
Trustee, Harris County Department Of Education republican : 165171.0 <class 'numpy.float64'>
Trustee, Harris County Department Of Education At Large democrat : 670827.0 <class 'numpy.float64'>
Trustee, Harris County Department Of Education At Large republican : 512094.0 <class 'numpy.float64'>
US House democrat : 1826962.711038913 <class 'numpy.float64'>
US House independent : 22650.04642857143 <class 'numpy.float64'>
US House libertarian : 100502.48249302185 <class 'numpy.float64'>
US House no party : 22692.088888888888 <class 'numpy.float64'>
US House republican : 1720540.1744595072 <class 'numpy.float64'>
US Senate democrat : 1925152.0269515298 <class 'numpy.float64'>
US Senate libertarian : 29248.741408634152 <class 'numpy.float64'>
US Senate republican : 1756923.9382089567 <class 'numpy.float64'>
Venue Tax Special Election, Proposition A no party : 41580.5 <class 'numpy.float64'>
Wells Branch Municipal Utility District, Directors, no party : 19.5 <class 'numpy.float64'>
West Oso Independent School District Bond Election no party : 617.5 <class 'numpy.float64'>
Wichita Falls Independent School District At-Large, 2-Year no party : 15089.0 <class 'numpy.float64'>
Wichita Falls Independent School District At-Large, 4-Year no party : 8995.0 <class 'numpy.float64'>
Wichita Falls Independent School District Single Member District 1 no party : 3859.0 <class 'numpy.float64'>
Wichita Falls Independent School District Single Member District 3 no party : 2225.5 <class 'numpy.float64'>
Wichita Falls Independent School District Single Member District 5 no party : 1797.0 <class 'numpy.float64'>
Williamson County Municipal Utility District No 16 Prop A no party : 0.5 <class 'numpy.float64'>
Williamson County Municipal Utility District No 16 Prop B no party : 0.5 <class 'numpy.float64'>
Williamson County Municipal Utility District No 16 Prop C no party : 0.5 <class 'numpy.float64'>
Williamson County Municipal Utility District No 16 Prop D no party : 0.5 <class 'numpy.float64'>
Williamson County Municipal Utility District No 16 Prop E no party : 0.5 <class 'numpy.float64'>
Williamson County Municipal Utility District No 16 Prop F no party : 0.5 <class 'numpy.float64'>
######## Vermont : MEDSL 2018 ########
Assistant Judge democrat : 84835.97857142857 <class 'numpy.float64'>
Assistant Judge independent : 3959.583333333333 <class 'numpy.float64'>
Assistant Judge liberty union : 280.9 <class 'numpy.float64'>
Assistant Judge progressive : 12694.75 <class 'numpy.float64'>
Assistant Judge republican : 23552.44166666667 <class 'numpy.float64'>
Attorney General democrat : 112832.81666666667 <class 'numpy.float64'>
Attorney General liberty union : 5483.549999999999 <class 'numpy.float64'>
Attorney General republican : 37173.159523809525 <class 'numpy.float64'>
Auditor of Accounts democrat : 96889.46547619047 <class 'numpy.float64'>
Auditor of Accounts liberty union : 6134.380952380952 <class 'numpy.float64'>
Auditor of Accounts republican : 47719.34523809524 <class 'numpy.float64'>
Governor democrat : 67675.70238095238 <class 'numpy.float64'>
Governor earth rights : 1053.8988095238094 <class 'numpy.float64'>
Governor independent : 1378.7373015873015 <class 'numpy.float64'>
Governor liberty union : 1054.8130952380952 <class 'numpy.float64'>
Governor republican : 85106.34404761906 <class 'numpy.float64'>
High Bailiff democrat : 91388.38333333333 <class 'numpy.float64'>
High Bailiff independent : 10835.3 <class 'numpy.float64'>
High Bailiff liberty union : 1452.6666666666665 <class 'numpy.float64'>
High Bailiff republican : 33139.357142857145 <class 'numpy.float64'>
Lieutenant Governor liberty union : 2300.970238095238 <class 'numpy.float64'>
Lieutenant Governor progressive : 95307.05238095239 <class 'numpy.float64'>
Lieutenant Governor republican : 60126.94523809524 <class 'numpy.float64'>
Probate Judge democrat : 104051.01666666666 <class 'numpy.float64'>
Probate Judge independent : 7074.283333333334 <class 'numpy.float64'>
Probate Judge republican : 31962.859523809522 <class 'numpy.float64'>
Secretary of State democrat : 108175.125 <class 'numpy.float64'>
Secretary of State liberty union : 5484.378571428571 <class 'numpy.float64'>
Secretary of State republican : 42137.18690476191 <class 'numpy.float64'>
Sheriff democrat : 78275.41666666666 <class 'numpy.float64'>
Sheriff independent : 9259.016666666666 <class 'numpy.float64'>
Sheriff republican : 49151.820238095235 <class 'numpy.float64'>
State House berlin-northfield alliance : 59.5 <class 'numpy.float64'>
State House democrat : 87161.78928571427 <class 'numpy.float64'>
State House green mountain : 77.0 <class 'numpy.float64'>
State House independent : 7204.502380952381 <class 'numpy.float64'>
State House progressive : 11308.9 <class 'numpy.float64'>
State House republican : 44584.252380952385 <class 'numpy.float64'>
State Senate american : 876.9571428571429 <class 'numpy.float64'>
State Senate democrat : 88619.76002886004 <class 'numpy.float64'>
State Senate fair representation vt : 3649.0 <class 'numpy.float64'>
State Senate independent : 13256.116666666665 <class 'numpy.float64'>
State Senate libertarian : 6347.633333333333 <class 'numpy.float64'>
State Senate liberty union : 395.24999999999994 <class 'numpy.float64'>
State Senate progressive : 36650.96666666667 <class 'numpy.float64'>
State Senate republican : 48579.43928571428 <class 'numpy.float64'>
State Treasurer democrat : 108019.7119047619 <class 'numpy.float64'>
State Treasurer republican : 46287.33095238096 <class 'numpy.float64'>
State's Attorney democrat : 118274.18333333335 <class 'numpy.float64'>
State's Attorney independent : 5343.183333333333 <class 'numpy.float64'>
State's Attorney republican : 12956.667857142858 <class 'numpy.float64'>
US House democrat : 113249.10119047618 <class 'numpy.float64'>
US House independent : 5011.709523809524 <class 'numpy.float64'>
US House liberty union : 2291.4702380952385 <class 'numpy.float64'>
US House republican : 38063.61904761905 <class 'numpy.float64'>
US Senate independent : 16771.869727891157 <class 'numpy.float64'>
US Senate liberty union : 642.6440476190476 <class 'numpy.float64'>
US Senate republican : 40532.9119047619 <class 'numpy.float64'>
######## Virginia : MEDSL 2018 ########
Chairman - School Board independent : 50596.33333333333 <class 'numpy.float64'>
Clerk of Court democrat : 9666.0 <class 'numpy.float64'>
Clerk of Court independent : 5790.816071428571 <class 'numpy.float64'>
Clerk of Court republican : 4493.0 <class 'numpy.float64'>
Commissioner of Revenue independent : 13005.166666666668 <class 'numpy.float64'>
Commonwealth's Attorney democrat : 79022.0 <class 'numpy.float64'>
Commonwealth's Attorney independent : 8480.0 <class 'numpy.float64'>
Commonwealth's Attorney republican : 90597.0 <class 'numpy.float64'>
Mayor democrat : 51750.0 <class 'numpy.float64'>
Mayor independent : 100160.62913752915 <class 'numpy.float64'>
Member Board of Supervisors democrat : 12261.5 <class 'numpy.float64'>
Member Board of Supervisors independent : 10347.85 <class 'numpy.float64'>
Member Board of Supervisors republican : 20794.75 <class 'numpy.float64'>
Member Board of Supervisors At Large independent : 4123.0 <class 'numpy.float64'>
Member Board of Supervisors At Large republican : 3944.0 <class 'numpy.float64'>
Member City Council democrat : 52724.429824561405 <class 'numpy.float64'>
Member City Council independent : 98214.02914820722 <class 'numpy.float64'>
Member City Council republican : 20572.5 <class 'numpy.float64'>
Member County Board democrat : 53688.0 <class 'numpy.float64'>
Member County Board independent : 46223.0 <class 'numpy.float64'>
Member School Board independent : 177867.8453236238 <class 'numpy.float64'>
Member Town Council independent : 39630.7279569875 <class 'numpy.float64'>
Sheriff independent : 4249.0 <class 'numpy.float64'>
State House democrat : 12567.75 <class 'numpy.float64'>
State House republican : 20920.0 <class 'numpy.float64'>
Town Treasurer independent : 23008.0 <class 'numpy.float64'>
Town Treasurer republican : 41330.0 <class 'numpy.float64'>
US House democrat : 1619053.7958006759 <class 'numpy.float64'>
US House libertarian : 12848.151979565773 <class 'numpy.float64'>
US House republican : 1267278.1610379377 <class 'numpy.float64'>
US Senate democrat : 1655317.5082354262 <class 'numpy.float64'>
US Senate libertarian : 55781.50449056909 <class 'numpy.float64'>
US Senate republican : 1238872.9600463854 <class 'numpy.float64'>
######## Washington : MEDSL 2018 ########
Adams County Assessor republican : 3507.0 <class 'numpy.float64'>
Adams County Auditor republican : 3527.0 <class 'numpy.float64'>
Adams County Clerk republican : 3429.0 <class 'numpy.float64'>
Adams County Commissioner republican : 1914.0 <class 'numpy.float64'>
Adams County Prosecutor republican : 3334.0 <class 'numpy.float64'>
Adams County Sheriff republican : 3424.0 <class 'numpy.float64'>
Adams County Treasurer republican : 1837.5 <class 'numpy.float64'>
Benton County Assessor republican : 55770.0 <class 'numpy.float64'>
Benton County Auditor republican : 56574.0 <class 'numpy.float64'>
Benton County Clerk republican : 55205.0 <class 'numpy.float64'>
Benton County Commissioner republican : 32785.5 <class 'numpy.float64'>
Benton County Coroner republican : 32307.0 <class 'numpy.float64'>
Benton County Prosecuting Attorney democrat : 50959.0 <class 'numpy.float64'>
Benton County Sheriff republican : 55745.0 <class 'numpy.float64'>
Benton County Treasurer republican : 54790.0 <class 'numpy.float64'>
Chelan County Assessor no party preference : 11753.0 <class 'numpy.float64'>
Chelan County Assessor republican : 19329.0 <class 'numpy.float64'>
Chelan County Auditor republican : 23585.0 <class 'numpy.float64'>
Chelan County Clerk republican : 23191.0 <class 'numpy.float64'>
Chelan County Commissioner 2 no party preference : 16134.0 <class 'numpy.float64'>
Chelan County Commissioner 2 republican : 15614.0 <class 'numpy.float64'>
Chelan County Coroner republican : 23027.0 <class 'numpy.float64'>
Chelan County Prosecuting Attorney republican : 22502.0 <class 'numpy.float64'>
Chelan County Sheriff no party preference : 11429.0 <class 'numpy.float64'>
Chelan County Sheriff republican : 20677.0 <class 'numpy.float64'>
Chelan County Treasurer republican : 22849.0 <class 'numpy.float64'>
City of Bothell Proposition No. 1 no party preference : 3095.75 <class 'numpy.float64'>
City of Bothell Proposition No. 2 no party preference : 3095.75 <class 'numpy.float64'>
City of Covington Proposition No. 1 no party preference : 2125.5 <class 'numpy.float64'>
City of Kirkland Proposition No. 1 no party preference : 10313.25 <class 'numpy.float64'>
City of Mercer Island Proposition No. 1 no party preference : 3594.25 <class 'numpy.float64'>
City of Seattle Municipal Court Judge Position No. 1 no party preference : 91467.5 <class 'numpy.float64'>
City of Seattle Municipal Court Judge Position No. 2 no party preference : 91467.5 <class 'numpy.float64'>
City of Seattle Municipal Court Judge Position No. 3 no party preference : 91467.5 <class 'numpy.float64'>
City of Seattle Municipal Court Judge Position No. 4 no party preference : 91467.5 <class 'numpy.float64'>
City of Seattle Municipal Court Judge Position No. 5 no party preference : 91467.5 <class 'numpy.float64'>
City of Seattle Municipal Court Judge Position No. 6 no party preference : 91467.5 <class 'numpy.float64'>
City of Seattle Municipal Court Judge Position No. 7 no party preference : 91467.5 <class 'numpy.float64'>
City of Seattle Proposition No. 1 no party preference : 91467.5 <class 'numpy.float64'>
City of Shoreline Proposition No. 1 no party preference : 7170.5 <class 'numpy.float64'>
Clark County Councilor, Chair (At-Large) democrat : 93597.0 <class 'numpy.float64'>
Clark County Councilor, Chair (At-Large) republican : 94568.0 <class 'numpy.float64'>
Clark County County Assessor republican : 79079.5 <class 'numpy.float64'>
Clark County County Auditor republican : 141015.0 <class 'numpy.float64'>
Clark County County Clerk democrat : 87921.0 <class 'numpy.float64'>
Clark County County Clerk republican : 98895.0 <class 'numpy.float64'>
Clark County County Prosecuting Attorney democrat : 133503.0 <class 'numpy.float64'>
Clark County County Sheriff republican : 142214.0 <class 'numpy.float64'>
Clark County County Treasurer no party preference : 81983.0 <class 'numpy.float64'>
Columbia County Assessor republican : 1754.0 <class 'numpy.float64'>
Columbia County Auditor republican : 1738.0 <class 'numpy.float64'>
Columbia County Clerk republican : 1736.0 <class 'numpy.float64'>
Columbia County Commissioner #3 democrat : 792.0 <class 'numpy.float64'>
Columbia County Commissioner #3 republican : 1411.0 <class 'numpy.float64'>
Columbia County Prosecutor no party preference : 1665.0 <class 'numpy.float64'>
Columbia County Sheriff republican : 1047.5 <class 'numpy.float64'>
Columbia County Treasurer no party preference : 814.0 <class 'numpy.float64'>
Columbia County Treasurer republican : 1320.0 <class 'numpy.float64'>
County Assessor no party preference : 14925.0 <class 'numpy.float64'>
County Assessor republican : 18036.5 <class 'numpy.float64'>
County Auditor democrat : 1120.0 <class 'numpy.float64'>
County Auditor republican : 24845.0 <class 'numpy.float64'>
County Clerk republican : 25143.0 <class 'numpy.float64'>
County Commissioner democrat : 228315.0 <class 'numpy.float64'>
County Commissioner independent : 82925.0 <class 'numpy.float64'>
County Commissioner no party preference : 10117.0 <class 'numpy.float64'>
County Commissioner republican : 226674.3333333333 <class 'numpy.float64'>
County Commissioner 3 republican : 632.0 <class 'numpy.float64'>
County Coroner republican : 24924.0 <class 'numpy.float64'>
County Council democrat : 76267.0 <class 'numpy.float64'>
County Council republican : 68525.0 <class 'numpy.float64'>
County Councilor democrat : 24704.0 <class 'numpy.float64'>
County Councilor republican : 38212.0 <class 'numpy.float64'>
County County Assessor republican : 5209.0 <class 'numpy.float64'>
County County Auditor republican : 5457.0 <class 'numpy.float64'>
County County Clerk republican : 5415.0 <class 'numpy.float64'>
County County Commissioner 2 no party preference : 2231.0 <class 'numpy.float64'>
County County Commissioner 2 republican : 4357.0 <class 'numpy.float64'>
County County Prosecutor republican : 5324.0 <class 'numpy.float64'>
County County Sheriff republican : 3213.5 <class 'numpy.float64'>
County County Treasurer republican : 3035.5 <class 'numpy.float64'>
County Prosecuting Attorney democrat : 115907.0 <class 'numpy.float64'>
County Prosecuting Attorney no party preference : 193496.0 <class 'numpy.float64'>
County Prosecuting Attorney republican : 24490.0 <class 'numpy.float64'>
County Prosecutor republican : 1145.0 <class 'numpy.float64'>
County Sheriff republican : 26306.5 <class 'numpy.float64'>
County Treasurer democrat : 380.0 <class 'numpy.float64'>
County Treasurer no party preference : 896.0 <class 'numpy.float64'>
County Treasurer republican : 24544.0 <class 'numpy.float64'>
County Wide - Kittitas Assessor republican : 12568.0 <class 'numpy.float64'>
County Wide - Kittitas Auditor democrat : 12275.0 <class 'numpy.float64'>
County Wide - Kittitas Clerk republican : 12221.0 <class 'numpy.float64'>
County Wide - Kittitas Commissioner 3 republican : 12291.0 <class 'numpy.float64'>
County Wide - Kittitas Coroner republican : 7266.5 <class 'numpy.float64'>
County Wide - Kittitas Prosecuting Attorney republican : 12445.0 <class 'numpy.float64'>
County Wide - Kittitas Sheriff no party preference : 13665.0 <class 'numpy.float64'>
County Wide - Kittitas Treasurer republican : 12265.0 <class 'numpy.float64'>
County Wide Assessor republican : 88870.5 <class 'numpy.float64'>
County Wide Auditor democrat : 163579.0 <class 'numpy.float64'>
County Wide Clerk democrat : 88823.0 <class 'numpy.float64'>
County Wide Clerk republican : 126045.0 <class 'numpy.float64'>
County Wide County Assessor republican : 26865.0 <class 'numpy.float64'>
County Wide County Auditor republican : 26724.0 <class 'numpy.float64'>
County Wide County Clerk democrat : 26525.0 <class 'numpy.float64'>
County Wide County Coroner no party preference : 28776.0 <class 'numpy.float64'>
County Wide County Prosecutor democrat : 26064.0 <class 'numpy.float64'>
County Wide County Sheriff republican : 17881.0 <class 'numpy.float64'>
County Wide County Treasurer republican : 26662.0 <class 'numpy.float64'>
County Wide Prosecuting Attorney republican : 160335.0 <class 'numpy.float64'>
County Wide Sheriff independent : 28245.0 <class 'numpy.float64'>
County Wide Sheriff republican : 176383.0 <class 'numpy.float64'>
County Wide Treasurer democrat : 93516.0 <class 'numpy.float64'>
County Wide Treasurer republican : 126421.0 <class 'numpy.float64'>
County of Franklin Assessor republican : 16336.0 <class 'numpy.float64'>
County of Franklin Auditor democrat : 8600.0 <class 'numpy.float64'>
County of Franklin Auditor republican : 13339.0 <class 'numpy.float64'>
County of Franklin Clerk republican : 9690.0 <class 'numpy.float64'>
County of Franklin Coroner republican : 9819.0 <class 'numpy.float64'>
County of Franklin Prosecuting Attorney republican : 16743.0 <class 'numpy.float64'>
County of Franklin Sheriff republican : 16906.0 <class 'numpy.float64'>
County of Franklin Treasurer republican : 16868.0 <class 'numpy.float64'>
County of Jefferson Assessor democrat : 15194.0 <class 'numpy.float64'>
County of Jefferson Auditor democrat : 15191.0 <class 'numpy.float64'>
County of Jefferson Clerk democrat : 15209.0 <class 'numpy.float64'>
County of Jefferson Prosecutor And Coroner democrat : 8570.0 <class 'numpy.float64'>
County of Jefferson Sheriff democrat : 12451.0 <class 'numpy.float64'>
County of Jefferson Sheriff no party preference : 7587.0 <class 'numpy.float64'>
County of Jefferson Treasurer democrat : 14876.0 <class 'numpy.float64'>
County of Thurston Assessor democrat : 84588.0 <class 'numpy.float64'>
County of Thurston Auditor democrat : 69751.0 <class 'numpy.float64'>
County of Thurston Auditor independent : 45253.0 <class 'numpy.float64'>
County of Thurston Clerk democrat : 83799.0 <class 'numpy.float64'>
County of Thurston Coroner democrat : 86212.0 <class 'numpy.float64'>
County of Thurston Prosecuting Attorney democrat : 48364.0 <class 'numpy.float64'>
County of Thurston Sheriff independent : 92109.0 <class 'numpy.float64'>
County of Thurston Treasurer democrat : 82439.0 <class 'numpy.float64'>
County-Wide Assessor republican : 18896.0 <class 'numpy.float64'>
County-Wide Auditor republican : 19040.0 <class 'numpy.float64'>
County-Wide Clerk democrat : 9027.0 <class 'numpy.float64'>
County-Wide Clerk republican : 15078.0 <class 'numpy.float64'>
County-Wide Commissioner 3 republican : 18644.0 <class 'numpy.float64'>
County-Wide Coroner republican : 19042.0 <class 'numpy.float64'>
County-Wide Prosecuting Attorney republican : 18582.0 <class 'numpy.float64'>
County-Wide Sheriff republican : 11555.0 <class 'numpy.float64'>
County-Wide Treasurer republican : 18820.0 <class 'numpy.float64'>
Countywide Assessor republican : 75655.0 <class 'numpy.float64'>
Countywide Auditor democrat : 15432.0 <class 'numpy.float64'>
Countywide Auditor republican : 77010.0 <class 'numpy.float64'>
Countywide Clerk no party preference : 12455.0 <class 'numpy.float64'>
Countywide Clerk republican : 46911.5 <class 'numpy.float64'>
Countywide Commissioner #2 independent : 7711.0 <class 'numpy.float64'>
Countywide Commissioner #2 republican : 13624.0 <class 'numpy.float64'>
Countywide Commissioner 3 democrat : 7757.0 <class 'numpy.float64'>
Countywide Commissioner 3 republican : 8746.0 <class 'numpy.float64'>
Countywide Coroner republican : 53138.0 <class 'numpy.float64'>
Countywide County Assessor republican : 11467.0 <class 'numpy.float64'>
Countywide County Auditor no party preference : 7074.0 <class 'numpy.float64'>
Countywide County Auditor republican : 4618.0 <class 'numpy.float64'>
Countywide County Clerk no party preference : 6927.0 <class 'numpy.float64'>
Countywide County Clerk republican : 4633.0 <class 'numpy.float64'>
Countywide County Commissioner 3 republican : 11227.0 <class 'numpy.float64'>
Countywide County Prosecuting Attorney republican : 4381.0 <class 'numpy.float64'>
Countywide County Prosecutor no party preference : 6903.0 <class 'numpy.float64'>
Countywide County Sheriff no party preference : 7199.0 <class 'numpy.float64'>
Countywide County Sheriff republican : 4652.0 <class 'numpy.float64'>
Countywide County Treasurer no party preference : 6844.0 <class 'numpy.float64'>
Countywide County Treasurer republican : 4566.0 <class 'numpy.float64'>
Countywide District Assessor democrat : 3280.0 <class 'numpy.float64'>
Countywide District Assessor no party preference : 1996.0 <class 'numpy.float64'>
Countywide District Auditor republican : 4046.0 <class 'numpy.float64'>
Countywide District Clerk democrat : 3753.0 <class 'numpy.float64'>
Countywide District Commissioner #3 democrat : 3676.0 <class 'numpy.float64'>
Countywide District Prosecuting Attorney democrat : 3089.0 <class 'numpy.float64'>
Countywide District Prosecuting Attorney republican : 2387.0 <class 'numpy.float64'>
Countywide District Sheriff republican : 4074.0 <class 'numpy.float64'>
Countywide District Treasurer republican : 4077.0 <class 'numpy.float64'>
Countywide Prosecuting Attorney no party preference : 15628.0 <class 'numpy.float64'>
Countywide Prosecuting Attorney republican : 102352.0 <class 'numpy.float64'>
Countywide Sheriff republican : 53152.5 <class 'numpy.float64'>
Countywide Treasurer republican : 69633.5 <class 'numpy.float64'>
Court of Appeals, Division 1, Judge Position 4 no party preference : 242026.25 <class 'numpy.float64'>
Court of Appeals, Division 1, Judge Position 7 no party preference : 242026.25 <class 'numpy.float64'>
Cowlitz Assessor independent : 31955.0 <class 'numpy.float64'>
Cowlitz Auditor independent : 31732.0 <class 'numpy.float64'>
Cowlitz Clerk democrat : 29102.0 <class 'numpy.float64'>
Cowlitz Coroner democrat : 29841.0 <class 'numpy.float64'>
Cowlitz Prosecuting Attorney independent : 31459.0 <class 'numpy.float64'>
Cowlitz Sheriff democrat : 18408.0 <class 'numpy.float64'>
Cowlitz Sheriff republican : 24929.0 <class 'numpy.float64'>
Cowlitz Treasurer democrat : 21681.0 <class 'numpy.float64'>
Cowlitz Treasurer republican : 20394.0 <class 'numpy.float64'>
Douglas Countywide County Assessor republican : 11475.0 <class 'numpy.float64'>
Douglas Countywide County Auditor democrat : 10313.0 <class 'numpy.float64'>
Douglas Countywide County Clerk republican : 11280.0 <class 'numpy.float64'>
Douglas Countywide County Commissioner 3 republican : 6164.5 <class 'numpy.float64'>
Douglas Countywide County Treasurer republican : 10878.0 <class 'numpy.float64'>
Douglas Countywide Prosecuting Attorney no party preference : 10486.0 <class 'numpy.float64'>
Douglas Countywide Sheriff republican : 6588.0 <class 'numpy.float64'>
East Pierce Fire & Rescue Proposition No. 1 no party preference : 141.0 <class 'numpy.float64'>
Ferry County County Assessor republican : 2632.0 <class 'numpy.float64'>
Ferry County County Auditor no party preference : 1069.0 <class 'numpy.float64'>
Ferry County County Auditor republican : 2243.0 <class 'numpy.float64'>
Ferry County County Clerk democrat : 2267.0 <class 'numpy.float64'>
Ferry County County Commissioner #2 republican : 1598.5 <class 'numpy.float64'>
Ferry County County Sheriff republican : 1542.0 <class 'numpy.float64'>
Ferry County County Treasurer republican : 2591.0 <class 'numpy.float64'>
Ferry County Prosecuting Attorney republican : 2458.0 <class 'numpy.float64'>
Grant County Assessor republican : 11664.0 <class 'numpy.float64'>
Grant County Auditor republican : 11561.0 <class 'numpy.float64'>
Grant County Clerk republican : 20374.0 <class 'numpy.float64'>
Grant County Commissioner #03 republican : 11567.5 <class 'numpy.float64'>
Grant County Coroner republican : 20665.0 <class 'numpy.float64'>
Grant County Prosecutor republican : 19918.0 <class 'numpy.float64'>
Grant County Sheriff democrat : 4859.0 <class 'numpy.float64'>
Grant County Sheriff republican : 20995.0 <class 'numpy.float64'>
Grant County Treasurer no party preference : 13205.0 <class 'numpy.float64'>
Grant County Treasurer republican : 11970.0 <class 'numpy.float64'>
Grays Harbor - All Assessor democrat : 18701.0 <class 'numpy.float64'>
Grays Harbor - All Auditor democrat : 13402.0 <class 'numpy.float64'>
Grays Harbor - All Auditor republican : 13732.0 <class 'numpy.float64'>
Grays Harbor - All Clerk democrat : 13445.0 <class 'numpy.float64'>
Grays Harbor - All Clerk no party preference : 12679.0 <class 'numpy.float64'>
Grays Harbor - All Commissioner #3 no party preference : 19600.0 <class 'numpy.float64'>
Grays Harbor - All Coroner democrat : 18821.0 <class 'numpy.float64'>
Grays Harbor - All Prosecutor democrat : 18502.0 <class 'numpy.float64'>
Grays Harbor - All Sheriff no party preference : 20879.0 <class 'numpy.float64'>
Grays Harbor - All Treasurer democrat : 18334.0 <class 'numpy.float64'>
King County Advisory Vote No. 19 no party preference : 242026.25 <class 'numpy.float64'>
King County Fire Protection District No. 45 Proposition No. 1 no party preference : 1753.0 <class 'numpy.float64'>
King County Prosecuting Attorney no party preference : 193621.0 <class 'numpy.float64'>
Kitsap County Assessor republican : 74294.0 <class 'numpy.float64'>
Kitsap County Auditor democrat : 45912.5 <class 'numpy.float64'>
Kitsap County Clerk democrat : 80990.0 <class 'numpy.float64'>
Kitsap County Commissioner District 3 republican : 74517.0 <class 'numpy.float64'>
Kitsap County Coroner no party preference : 52930.0 <class 'numpy.float64'>
Kitsap County Coroner republican : 52000.0 <class 'numpy.float64'>
Kitsap County Prosecuting Attorney democrat : 80086.0 <class 'numpy.float64'>
Kitsap County Sheriff democrat : 81735.0 <class 'numpy.float64'>
Kitsap County Treasurer democrat : 80833.0 <class 'numpy.float64'>
Klickitat County Klickitat County Assessor republican : 7454.0 <class 'numpy.float64'>
Klickitat County Klickitat County Auditor republican : 7603.0 <class 'numpy.float64'>
Klickitat County Klickitat County Clerk republican : 7463.0 <class 'numpy.float64'>
Klickitat County Klickitat County Commissioner 2 independent : 2832.0 <class 'numpy.float64'>
Klickitat County Klickitat County Commissioner 2 republican : 7024.0 <class 'numpy.float64'>
Klickitat County Klickitat County Prosecuting Attorney no party preference : 6961.0 <class 'numpy.float64'>
Klickitat County Klickitat County Sheriff democrat : 3342.0 <class 'numpy.float64'>
Klickitat County Klickitat County Sheriff republican : 7065.0 <class 'numpy.float64'>
Klickitat County Klickitat County Treasurer republican : 7463.0 <class 'numpy.float64'>
Mason County Assessor democrat : 11682.0 <class 'numpy.float64'>
Mason County Assessor no party preference : 13967.0 <class 'numpy.float64'>
Mason County Auditor democrat : 12945.0 <class 'numpy.float64'>
Mason County Auditor no party preference : 12253.0 <class 'numpy.float64'>
Mason County Clerk democrat : 18423.0 <class 'numpy.float64'>
Mason County Commissioner democrat : 12834.0 <class 'numpy.float64'>
Mason County Commissioner republican : 13770.0 <class 'numpy.float64'>
Mason County Coroner democrat : 19281.0 <class 'numpy.float64'>
Mason County Prosecutor republican : 18493.0 <class 'numpy.float64'>
Mason County Sheriff democrat : 17252.0 <class 'numpy.float64'>
Mason County Sheriff no party preference : 8983.0 <class 'numpy.float64'>
Mason County Treasurer democrat : 18789.0 <class 'numpy.float64'>
Northeast Electoral District Court, Judge Position No. 1 no party preference : 53719.200000000004 <class 'numpy.float64'>
Northeast Electoral District Court, Judge Position No. 2 no party preference : 67149.0 <class 'numpy.float64'>
Northeast Electoral District Court, Judge Position No. 3 no party preference : 67149.0 <class 'numpy.float64'>
Northeast Electoral District Court, Judge Position No. 4 no party preference : 67149.0 <class 'numpy.float64'>
Northeast Electoral District Court, Judge Position No. 5 no party preference : 67149.0 <class 'numpy.float64'>
Northeast Electoral District Court, Judge Position No. 6 no party preference : 67149.0 <class 'numpy.float64'>
Northeast Electoral District Court, Judge Position No. 7 no party preference : 67149.0 <class 'numpy.float64'>
Okanogan County Assessor republican : 11322.0 <class 'numpy.float64'>
Okanogan County Auditor republican : 6890.5 <class 'numpy.float64'>
Okanogan County Clerk republican : 11567.0 <class 'numpy.float64'>
Okanogan County Commissioner independent : 7184.0 <class 'numpy.float64'>
Okanogan County Commissioner republican : 8858.0 <class 'numpy.float64'>
Okanogan County Coroner republican : 11798.0 <class 'numpy.float64'>
Okanogan County Prosecuting Attorney democrat : 6484.0 <class 'numpy.float64'>
Okanogan County Prosecuting Attorney republican : 9550.0 <class 'numpy.float64'>
Okanogan County Sheriff republican : 7311.5 <class 'numpy.float64'>
Okanogan County Treasurer republican : 11676.0 <class 'numpy.float64'>
Pacific County County Assessor no party preference : 8053.0 <class 'numpy.float64'>
Pacific County County Auditor democrat : 7739.0 <class 'numpy.float64'>
Pacific County County Clerk democrat : 7702.0 <class 'numpy.float64'>
Pacific County County Commissioner #03 independent : 5262.0 <class 'numpy.float64'>
Pacific County County Commissioner #03 no party preference : 3946.0 <class 'numpy.float64'>
Pacific County County Sheriff democrat : 4969.0 <class 'numpy.float64'>
Pacific County County Sheriff independent : 5674.0 <class 'numpy.float64'>
Pacific County County Treasurer democrat : 7681.0 <class 'numpy.float64'>
Pacific County Prosecuting Attorney independent : 5950.0 <class 'numpy.float64'>
Pacific County Prosecuting Attorney no party preference : 4163.0 <class 'numpy.float64'>
Pierce County Rural Library District Proposition No. 1 no party preference : 141.0 <class 'numpy.float64'>
San Juan County Prosecuting Attorney democrat : 5239.0 <class 'numpy.float64'>
Shoreline Electoral District Court, Judge Position No. 1 no party preference : 9678.400000000001 <class 'numpy.float64'>
Shoreline Electoral District Court, Judge Position No. 2 no party preference : 12098.0 <class 'numpy.float64'>
Si View Metropolitan Park District Proposition No. 1 no party preference : 2325.0 <class 'numpy.float64'>
Skagit County Assessor republican : 33919.0 <class 'numpy.float64'>
Skagit County Auditor democrat : 21304.5 <class 'numpy.float64'>
Skagit County Clerk democrat : 33826.0 <class 'numpy.float64'>
Skagit County Commissioner democrat : 35371.0 <class 'numpy.float64'>
Skagit County Coroner democrat : 33948.0 <class 'numpy.float64'>
Skagit County Prosecuting Attorney democrat : 33941.0 <class 'numpy.float64'>
Skagit County Sheriff democrat : 34018.0 <class 'numpy.float64'>
Skagit County Treasurer democrat : 29248.0 <class 'numpy.float64'>
Skagit County Treasurer republican : 22300.0 <class 'numpy.float64'>
Snohomish County Prosecuting Attorney democrat : 226112.0 <class 'numpy.float64'>
Snoqualmie Pass Fire Protection Dist No. 51 Proposition No. 1 no party preference : 13.75 <class 'numpy.float64'>
Southeast Electoral District Court, Judge Position No. 1 no party preference : 45204.0 <class 'numpy.float64'>
Southeast Electoral District Court, Judge Position No. 2 no party preference : 45204.0 <class 'numpy.float64'>
Southeast Electoral District Court, Judge Position No. 3 no party preference : 45204.0 <class 'numpy.float64'>
Southeast Electoral District Court, Judge Position No. 4 no party preference : 45204.0 <class 'numpy.float64'>
Southeast Electoral District Court, Judge Position No. 5 no party preference : 45204.0 <class 'numpy.float64'>
Southeast Electoral District Court, Judge Position No. 6 no party preference : 45204.0 <class 'numpy.float64'>
Southwest Electoral District Court, Judge Position No. 1 no party preference : 26105.0 <class 'numpy.float64'>
Southwest Electoral District Court, Judge Position No. 2 no party preference : 26105.0 <class 'numpy.float64'>
Southwest Electoral District Court, Judge Position No. 3 no party preference : 26105.0 <class 'numpy.float64'>
Southwest Electoral District Court, Judge Position No. 4 no party preference : 26105.0 <class 'numpy.float64'>
Southwest Electoral District Court, Judge Position No. 5 no party preference : 26105.0 <class 'numpy.float64'>
State House Position 1 democrat : 1697167.0 <class 'numpy.float64'>
State House Position 1 independent : 38334.0 <class 'numpy.float64'>
State House Position 1 libertarian : 9958.0 <class 'numpy.float64'>
State House Position 1 no party preference : 86988.66666666666 <class 'numpy.float64'>
State House Position 1 republican : 1103058.6666666667 <class 'numpy.float64'>
State House Position 2 democrat : 1686303.3333333335 <class 'numpy.float64'>
State House Position 2 independent : 22151.0 <class 'numpy.float64'>
State House Position 2 libertarian : 32352.0 <class 'numpy.float64'>
State House Position 2 no party preference : 27479.666666666664 <class 'numpy.float64'>
State House Position 2 republican : 1070012.6666666667 <class 'numpy.float64'>
State Senate democrat : 861802.5 <class 'numpy.float64'>
State Senate independent : 13532.0 <class 'numpy.float64'>
State Senate independent republican : 32668.0 <class 'numpy.float64'>
State Senate libertarian : 9707.0 <class 'numpy.float64'>
State Senate no party preference : 12629.333333333334 <class 'numpy.float64'>
State Senate republican : 483148.0 <class 'numpy.float64'>
Supreme Court - Justice Position 2 no party preference : 242026.25 <class 'numpy.float64'>
Supreme Court - Justice Position 8 no party preference : 193621.0 <class 'numpy.float64'>
Supreme Court - Justice Position 9 no party preference : 242026.25 <class 'numpy.float64'>
US House democrat : 1741988.3333333335 <class 'numpy.float64'>
US House libertarian : 84513.0 <class 'numpy.float64'>
US House no party preference : 16219.333333333332 <class 'numpy.float64'>
US House republican : 1024756.0 <class 'numpy.float64'>
US Senate democrat : 1777874.0 <class 'numpy.float64'>
US Senate no party preference : 4126.666666666667 <class 'numpy.float64'>
US Senate republican : 1258299.5 <class 'numpy.float64'>
Wahkiakum County Commissioner #3 democrat : 1187.0 <class 'numpy.float64'>
Wahkiakum County Commissioner #3 independent : 1189.0 <class 'numpy.float64'>
Wahkiakum County County Assessor independent : 1188.0 <class 'numpy.float64'>
Wahkiakum County County Auditor independent : 1159.0 <class 'numpy.float64'>
Wahkiakum County County Clerk democrat : 1907.0 <class 'numpy.float64'>
Wahkiakum County County Sheriff independent : 1468.0 <class 'numpy.float64'>
Wahkiakum County County Sheriff republican : 980.0 <class 'numpy.float64'>
Wahkiakum County County Treasurer democrat : 1875.0 <class 'numpy.float64'>
Wahkiakum County Prosecuting Attorney democrat : 1505.0 <class 'numpy.float64'>
Wahkiakum County Prosecuting Attorney independent : 910.0 <class 'numpy.float64'>
West Electoral District Court, Judge Position No. 1 no party preference : 91467.5 <class 'numpy.float64'>
West Electoral District Court, Judge Position No. 2 no party preference : 91467.5 <class 'numpy.float64'>
West Electoral District Court, Judge Position No. 3 no party preference : 91467.5 <class 'numpy.float64'>
West Electoral District Court, Judge Position No. 4 no party preference : 91467.5 <class 'numpy.float64'>
West Electoral District Court, Judge Position No. 5 no party preference : 91467.5 <class 'numpy.float64'>
Whatcom County Prosecuting Attorney democrat : 47867.0 <class 'numpy.float64'>
######## West Virginia : MEDSL 2018 ########
State House democrat : 67279.30189457582 <class 'numpy.float64'>
State House independent : 2973.083333333333 <class 'numpy.float64'>
State House libertarian : 4265.083333333334 <class 'numpy.float64'>
State House mountain : 2222.583333333333 <class 'numpy.float64'>
State House no party affiliation : 6671.133333333333 <class 'numpy.float64'>
State House republican : 75193.10871080725 <class 'numpy.float64'>
State Senate democrat : 70915.898518871 <class 'numpy.float64'>
State Senate independent : 7395.333333333334 <class 'numpy.float64'>
State Senate no party affiliation : 1994.7500000000002 <class 'numpy.float64'>
State Senate republican : 80354.91633846206 <class 'numpy.float64'>
US House democrat : 66869.66113718878 <class 'numpy.float64'>
US House mountain : 2955.050649350649 <class 'numpy.float64'>
US House republican : 84805.81704897602 <class 'numpy.float64'>
US Senate democrat : 82855.79989212127 <class 'numpy.float64'>
US Senate libertarian : 5724.942137511716 <class 'numpy.float64'>
US Senate republican : 66665.02024965933 <class 'numpy.float64'>
######## Wisconsin : MEDSL 2018 ########
Attorney General constitution : 46234.25 <class 'numpy.float64'>
Attorney General democrat : 1291075.4166666667 <class 'numpy.float64'>
Attorney General republican : 1264957.75 <class 'numpy.float64'>
Governor / Lt. Governor constitution : 2.0 <class 'numpy.float64'>
Governor / Lt. Governor democrat : 436430.6944444445 <class 'numpy.float64'>
Governor / Lt. Governor green : 10941.0 <class 'numpy.float64'>
Governor / Lt. Governor independent : 5329.958333333333 <class 'numpy.float64'>
Governor / Lt. Governor libertarian : 19967.416666666668 <class 'numpy.float64'>
Governor / Lt. Governor republican : 635468.5416666667 <class 'numpy.float64'>
Lt. Governor democrat : 2.0 <class 'numpy.float64'>
Secretary of State democrat : 1364700.25 <class 'numpy.float64'>
Secretary of State green : 58.83333333333333 <class 'numpy.float64'>
Secretary of State republican : 1212035.1666666665 <class 'numpy.float64'>
State House constitution : 4441.0 <class 'numpy.float64'>
State House democrat : 1295359.0333333332 <class 'numpy.float64'>
State House independent : 13019.0 <class 'numpy.float64'>
State House libertarian : 19471.5 <class 'numpy.float64'>
State House republican : 1052031.0833333333 <class 'numpy.float64'>
State Senate democrat : 597160.5 <class 'numpy.float64'>
State Senate independent : 1829.0 <class 'numpy.float64'>
State Senate republican : 665709.6666666667 <class 'numpy.float64'>
State Treasurer constitution : 58558.166666666664 <class 'numpy.float64'>
State Treasurer democrat : 1308961.8333333333 <class 'numpy.float64'>
State Treasurer republican : 1194123.1666666667 <class 'numpy.float64'>
US House democrat : 1068162.5055555557 <class 'numpy.float64'>
US House independent : 16538.666666666664 <class 'numpy.float64'>
US House republican : 1150690.0 <class 'numpy.float64'>
US Senate democrat : 1455225.6666666667 <class 'numpy.float64'>
US Senate independent : 21.0 <class 'numpy.float64'>
US Senate republican : 1162972.5833333333 <class 'numpy.float64'>
######## Wyoming : MEDSL 2018 ########
Governor constitution : 6751.0 <class 'numpy.float64'>
Governor democrat : 55965.0 <class 'numpy.float64'>
Governor libertarian : 3010.0 <class 'numpy.float64'>
Governor republican : 136412.0 <class 'numpy.float64'>
Secretary of State democrat : 53355.0 <class 'numpy.float64'>
Secretary of State libertarian : 8561.0 <class 'numpy.float64'>
Secretary of State republican : 137026.0 <class 'numpy.float64'>
State Auditor democrat : 52461.0 <class 'numpy.float64'>
State Auditor republican : 143980.0 <class 'numpy.float64'>
State House democrat : 11845.797619047618 <class 'numpy.float64'>
State House independent : 4989.0 <class 'numpy.float64'>
State House libertarian : 1592.0 <class 'numpy.float64'>
State House republican : 42033.58333333333 <class 'numpy.float64'>
State Senate democrat : 18429.5 <class 'numpy.float64'>
State Senate independent : 889.0 <class 'numpy.float64'>
State Senate republican : 50047.0 <class 'numpy.float64'>
State Treasurer democrat : 54865.0 <class 'numpy.float64'>
State Treasurer republican : 141826.0 <class 'numpy.float64'>
Superintendent of Public Instruction republican : 163790.0 <class 'numpy.float64'>
US House constitution : 6070.0 <class 'numpy.float64'>
US House democrat : 59903.0 <class 'numpy.float64'>
US House libertarian : 6918.0 <class 'numpy.float64'>
US House republican : 127963.0 <class 'numpy.float64'>
US Senate democrat : 61227.0 <class 'numpy.float64'>
US Senate libertarian : 5658.0 <class 'numpy.float64'>
US Senate republican : 136210.0 <class 'numpy.float64'>
[26]:
# Print Wikipedia election data
print("============================================================================")
print("Results of State-level Aggregations - Wikipedia")
print("============================================================================")
print()
print('{:11} : {:10}\t\t{}'.format('Wikipedia column', 'sum', 'dtype'))
print('----------------------------------------------------------------------------')
num_rows, _ = wiki_df.shape
for i in range(0, num_rows):
wiki_st_df = wiki_df.iloc[[i]]
print("######## {} ########".format(wiki_st_df['STATE'].iloc[0]))
for col in wiki_st_df:
val = wiki_st_df[col].iloc[0]
if col != 'STATE' and val is not None and str(val) != 'nan':
print('{:11} : {:10}\t\t{}'.format(col, val, str(type(val))))
print()
============================================================================
Results of State-level Aggregations - Wikipedia
============================================================================
Wikipedia column : sum dtype
----------------------------------------------------------------------------
######## ALABAMA ########
PRES16D : 729547.0 <class 'numpy.float64'>
PRES16G : 9391.0 <class 'numpy.float64'>
PRES16L : 44467.0 <class 'numpy.float64'>
PRES16R : 1318255.0 <class 'numpy.float64'>
SEN16D : 748709.0 <class 'numpy.float64'>
SEN16R : 1335104.0 <class 'numpy.float64'>
SEN17D : 673896.0 <class 'numpy.float64'>
SEN17R : 651972.0 <class 'numpy.float64'>
######## ALASKA ########
PRES16D : 116454.0 <class 'numpy.float64'>
PRES16G : 5735.0 <class 'numpy.float64'>
PRES16L : 18725.0 <class 'numpy.float64'>
PRES16R : 163387.0 <class 'numpy.float64'>
SEN16D : 36200.0 <class 'numpy.float64'>
SEN16L : 90825.0 <class 'numpy.float64'>
SEN16R : 138149.0 <class 'numpy.float64'>
USH16D : 111019.0 <class 'numpy.float64'>
USH16L : 31770.0 <class 'numpy.float64'>
USH16R : 155088.0 <class 'numpy.float64'>
USH18R : 149779.0 <class 'numpy.float64'>
######## ARIZONA ########
PRES16D : 1161167.0 <class 'numpy.float64'>
PRES16G : 34345.0 <class 'numpy.float64'>
PRES16L : 106327.0 <class 'numpy.float64'>
PRES16R : 1252401.0 <class 'numpy.float64'>
SEN16D : 1031245.0 <class 'numpy.float64'>
SEN16G : 138634.0 <class 'numpy.float64'>
SEN16R : 1359267.0 <class 'numpy.float64'>
SEN18D : 1191100.0 <class 'numpy.float64'>
SEN18G : 57442.0 <class 'numpy.float64'>
SEN18R : 1135200.0 <class 'numpy.float64'>
######## ARKANSAS ########
PRES16D : 380494.0 <class 'numpy.float64'>
PRES16G : 9473.0 <class 'numpy.float64'>
PRES16L : 29829.0 <class 'numpy.float64'>
PRES16R : 684872.0 <class 'numpy.float64'>
SEN16D : 400602.0 <class 'numpy.float64'>
SEN16L : 43866.0 <class 'numpy.float64'>
SEN16R : 661984.0 <class 'numpy.float64'>
######## CALIFORNIA ########
PRES16D : 8753788.0 <class 'numpy.float64'>
PRES16G : 278657.0 <class 'numpy.float64'>
PRES16L : 478500.0 <class 'numpy.float64'>
PRES16R : 4483810.0 <class 'numpy.float64'>
SEN16D : 7542753.0 <class 'numpy.float64'>
SEN18D : 6019422.0 <class 'numpy.float64'>
######## COLORADO ########
PRES16D : 1338870.0 <class 'numpy.float64'>
PRES16G : 38437.0 <class 'numpy.float64'>
PRES16L : 144121.0 <class 'numpy.float64'>
PRES16R : 1202484.0 <class 'numpy.float64'>
SEN16D : 1370710.0 <class 'numpy.float64'>
SEN16G : 36805.0 <class 'numpy.float64'>
SEN16L : 99277.0 <class 'numpy.float64'>
SEN16R : 1215318.0 <class 'numpy.float64'>
######## CONNECTICUT ########
PRES16D : 897572.0 <class 'numpy.float64'>
PRES16G : 22841.0 <class 'numpy.float64'>
PRES16L : 48676.0 <class 'numpy.float64'>
PRES16R : 673215.0 <class 'numpy.float64'>
SEN16D : 1008714.0 <class 'numpy.float64'>
SEN16G : 16713.0 <class 'numpy.float64'>
SEN16L : 18190.0 <class 'numpy.float64'>
SEN16R : 552621.0 <class 'numpy.float64'>
SEN18D : 825579.0 <class 'numpy.float64'>
SEN18G : 6618.0 <class 'numpy.float64'>
SEN18L : 8838.0 <class 'numpy.float64'>
SEN18R : 545717.0 <class 'numpy.float64'>
######## DELAWARE ########
PRES16D : 235603.0 <class 'numpy.float64'>
PRES16G : 6103.0 <class 'numpy.float64'>
PRES16L : 14757.0 <class 'numpy.float64'>
PRES16R : 185127.0 <class 'numpy.float64'>
USH16D : 233554.0 <class 'numpy.float64'>
USH16G : 8326.0 <class 'numpy.float64'>
USH16L : 6436.0 <class 'numpy.float64'>
USH16R : 172301.0 <class 'numpy.float64'>
SEN18D : 217385.0 <class 'numpy.float64'>
SEN18G : 4170.0 <class 'numpy.float64'>
SEN18L : 3910.0 <class 'numpy.float64'>
SEN18R : 137127.0 <class 'numpy.float64'>
USH18D : 227353.0 <class 'numpy.float64'>
USH18R : 125384.0 <class 'numpy.float64'>
######## FLORIDA ########
PRES16D : 4504975.0 <class 'numpy.float64'>
PRES16G : 64399.0 <class 'numpy.float64'>
PRES16L : 207043.0 <class 'numpy.float64'>
PRES16R : 4617886.0 <class 'numpy.float64'>
SEN16D : 4122088.0 <class 'numpy.float64'>
SEN16L : 196956.0 <class 'numpy.float64'>
SEN16R : 4835191.0 <class 'numpy.float64'>
SEN18D : 4089472.0 <class 'numpy.float64'>
SEN18R : 4099505.0 <class 'numpy.float64'>
######## GEORGIA ########
PRES16D : 1877963.0 <class 'numpy.float64'>
PRES16L : 125306.0 <class 'numpy.float64'>
PRES16R : 2089104.0 <class 'numpy.float64'>
SEN16D : 1599726.0 <class 'numpy.float64'>
SEN16L : 162260.0 <class 'numpy.float64'>
SEN16R : 2135806.0 <class 'numpy.float64'>
######## HAWAII ########
PRES16D : 266891.0 <class 'numpy.float64'>
PRES16G : 12737.0 <class 'numpy.float64'>
PRES16L : 15954.0 <class 'numpy.float64'>
PRES16R : 128847.0 <class 'numpy.float64'>
SEN16D : 306604.0 <class 'numpy.float64'>
SEN16L : 6809.0 <class 'numpy.float64'>
SEN16R : 92653.0 <class 'numpy.float64'>
SEN18D : 276316.0 <class 'numpy.float64'>
SEN18R : 112035.0 <class 'numpy.float64'>
######## IDAHO ########
PRES16D : 189765.0 <class 'numpy.float64'>
PRES16G : 8496.0 <class 'numpy.float64'>
PRES16L : 28331.0 <class 'numpy.float64'>
PRES16R : 409055.0 <class 'numpy.float64'>
SEN16D : 188249.0 <class 'numpy.float64'>
SEN16R : 449017.0 <class 'numpy.float64'>
######## ILLINOIS ########
PRES16D : 3090729.0 <class 'numpy.float64'>
PRES16G : 76802.0 <class 'numpy.float64'>
PRES16L : 209596.0 <class 'numpy.float64'>
PRES16R : 2146015.0 <class 'numpy.float64'>
SEN16D : 3012940.0 <class 'numpy.float64'>
SEN16G : 117619.0 <class 'numpy.float64'>
SEN16L : 175988.0 <class 'numpy.float64'>
SEN16R : 2184692.0 <class 'numpy.float64'>
######## INDIANA ########
PRES16D : 1033126.0 <class 'numpy.float64'>
PRES16R : 1557286.0 <class 'numpy.float64'>
SEN16D : 1158947.0 <class 'numpy.float64'>
SEN16L : 149481.0 <class 'numpy.float64'>
SEN16R : 1423991.0 <class 'numpy.float64'>
SEN18D : 1025178.0 <class 'numpy.float64'>
SEN18L : 101153.0 <class 'numpy.float64'>
SEN18R : 1161546.0 <class 'numpy.float64'>
######## IOWA ########
PRES16D : 653669.0 <class 'numpy.float64'>
PRES16G : 11479.0 <class 'numpy.float64'>
PRES16L : 59186.0 <class 'numpy.float64'>
PRES16R : 800983.0 <class 'numpy.float64'>
SEN16D : 549460.0 <class 'numpy.float64'>
SEN16L : 41794.0 <class 'numpy.float64'>
SEN16R : 926007.0 <class 'numpy.float64'>
######## KANSAS ########
PRES16D : 427005.0 <class 'numpy.float64'>
PRES16G : 23506.0 <class 'numpy.float64'>
PRES16L : 55406.0 <class 'numpy.float64'>
PRES16R : 671018.0 <class 'numpy.float64'>
SEN16D : 379740.0 <class 'numpy.float64'>
SEN16L : 65760.0 <class 'numpy.float64'>
SEN16R : 732376.0 <class 'numpy.float64'>
######## KENTUCKY ########
PRES16D : 1257708.0 <class 'numpy.float64'>
PRES16G : 27785.0 <class 'numpy.float64'>
PRES16L : 107504.0 <class 'numpy.float64'>
PRES16R : 2405942.0 <class 'numpy.float64'>
SEN16D : 813246.0 <class 'numpy.float64'>
SEN16R : 1090177.0 <class 'numpy.float64'>
######## LOUISIANA ########
PRES16D : 780154.0 <class 'numpy.float64'>
PRES16G : 14031.0 <class 'numpy.float64'>
PRES16L : 37978.0 <class 'numpy.float64'>
PRES16R : 1178638.0 <class 'numpy.float64'>
SEN16D : 347816.0 <class 'numpy.float64'>
SEN16R : 536191.0 <class 'numpy.float64'>
######## MAINE ########
PRES16D : 357735.0 <class 'numpy.float64'>
PRES16G : 14251.0 <class 'numpy.float64'>
PRES16L : 38105.0 <class 'numpy.float64'>
PRES16R : 335593.0 <class 'numpy.float64'>
SEN18D : 66268.0 <class 'numpy.float64'>
SEN18R : 223502.0 <class 'numpy.float64'>
######## MARYLAND ########
PRES16D : 1677928.0 <class 'numpy.float64'>
PRES16G : 35945.0 <class 'numpy.float64'>
PRES16L : 79605.0 <class 'numpy.float64'>
PRES16R : 943169.0 <class 'numpy.float64'>
SEN16D : 1659907.0 <class 'numpy.float64'>
SEN16G : 89970.0 <class 'numpy.float64'>
SEN16R : 972557.0 <class 'numpy.float64'>
SEN18D : 1491614.0 <class 'numpy.float64'>
SEN18L : 22943.0 <class 'numpy.float64'>
SEN18R : 697017.0 <class 'numpy.float64'>
######## MASSACHUSETTS ########
PRES16D : 1995196.0 <class 'numpy.float64'>
PRES16G : 47661.0 <class 'numpy.float64'>
PRES16L : 138018.0 <class 'numpy.float64'>
PRES16R : 1090893.0 <class 'numpy.float64'>
SEN18D : 1633371.0 <class 'numpy.float64'>
SEN18R : 979210.0 <class 'numpy.float64'>
######## MICHIGAN ########
PRES16D : 2268839.0 <class 'numpy.float64'>
PRES16G : 51463.0 <class 'numpy.float64'>
PRES16L : 172136.0 <class 'numpy.float64'>
PRES16R : 2279543.0 <class 'numpy.float64'>
SEN18D : 2214478.0 <class 'numpy.float64'>
SEN18G : 40204.0 <class 'numpy.float64'>
SEN18R : 1938818.0 <class 'numpy.float64'>
######## MINNESOTA ########
PRES16D : 1367716.0 <class 'numpy.float64'>
PRES16G : 36985.0 <class 'numpy.float64'>
PRES16L : 112972.0 <class 'numpy.float64'>
PRES16R : 1322951.0 <class 'numpy.float64'>
SEN18D : 1566174.0 <class 'numpy.float64'>
SEN18G : 23101.0 <class 'numpy.float64'>
SEN18R : 940437.0 <class 'numpy.float64'>
######## MISSISSIPPI ########
PRES16D : 485131.0 <class 'numpy.float64'>
PRES16G : 3731.0 <class 'numpy.float64'>
PRES16L : 14435.0 <class 'numpy.float64'>
PRES16R : 700714.0 <class 'numpy.float64'>
SEN18D : 369567.0 <class 'numpy.float64'>
SEN18L : 12981.0 <class 'numpy.float64'>
SEN18R : 547619.0 <class 'numpy.float64'>
######## MISSOURI ########
PRES16D : 1071068.0 <class 'numpy.float64'>
PRES16G : 25419.0 <class 'numpy.float64'>
PRES16L : 97359.0 <class 'numpy.float64'>
PRES16R : 1594511.0 <class 'numpy.float64'>
SEN16D : 1300200.0 <class 'numpy.float64'>
SEN16G : 30743.0 <class 'numpy.float64'>
SEN16L : 67738.0 <class 'numpy.float64'>
SEN16R : 1378458.0 <class 'numpy.float64'>
SEN18D : 1112935.0 <class 'numpy.float64'>
SEN18G : 12706.0 <class 'numpy.float64'>
SEN18L : 27316.0 <class 'numpy.float64'>
SEN18R : 1254927.0 <class 'numpy.float64'>
######## MONTANA ########
PRES16D : 177709.0 <class 'numpy.float64'>
PRES16R : 279240.0 <class 'numpy.float64'>
USH16D : 205919.0 <class 'numpy.float64'>
USH16L : 16554.0 <class 'numpy.float64'>
USH16R : 285358.0 <class 'numpy.float64'>
SEN18D : 253876.0 <class 'numpy.float64'>
SEN18L : 14545.0 <class 'numpy.float64'>
SEN18R : 235963.0 <class 'numpy.float64'>
USH18D : 233284.0 <class 'numpy.float64'>
USH18L : 14476.0 <class 'numpy.float64'>
USH18R : 256661.0 <class 'numpy.float64'>
######## NEBRASKA ########
PRES16D : 284494.0 <class 'numpy.float64'>
PRES16G : 8775.0 <class 'numpy.float64'>
PRES16L : 38946.0 <class 'numpy.float64'>
PRES16R : 495961.0 <class 'numpy.float64'>
SEN18D : 269917.0 <class 'numpy.float64'>
SEN18L : 25349.0 <class 'numpy.float64'>
SEN18R : 403151.0 <class 'numpy.float64'>
######## NEVADA ########
PRES16D : 539260.0 <class 'numpy.float64'>
PRES16L : 37384.0 <class 'numpy.float64'>
PRES16R : 512058.0 <class 'numpy.float64'>
SEN16D : 521994.0 <class 'numpy.float64'>
SEN16R : 495079.0 <class 'numpy.float64'>
SEN18D : 490071.0 <class 'numpy.float64'>
SEN18L : 9196.0 <class 'numpy.float64'>
SEN18R : 441202.0 <class 'numpy.float64'>
######## NEW HAMPSHIRE ########
PRES16D : 348526.0 <class 'numpy.float64'>
PRES16G : 6465.0 <class 'numpy.float64'>
PRES16L : 30694.0 <class 'numpy.float64'>
PRES16R : 345790.0 <class 'numpy.float64'>
SEN16D : 354649.0 <class 'numpy.float64'>
SEN16L : 12597.0 <class 'numpy.float64'>
SEN16R : 353632.0 <class 'numpy.float64'>
######## NEW JERSEY ########
PRES16D : 2148278.0 <class 'numpy.float64'>
PRES16G : 37772.0 <class 'numpy.float64'>
PRES16L : 72477.0 <class 'numpy.float64'>
PRES16R : 1601933.0 <class 'numpy.float64'>
SEN18D : 1711654.0 <class 'numpy.float64'>
SEN18G : 25150.0 <class 'numpy.float64'>
SEN18L : 21212.0 <class 'numpy.float64'>
SEN18R : 1357355.0 <class 'numpy.float64'>
######## NEW MEXICO ########
PRES16D : 385234.0 <class 'numpy.float64'>
PRES16G : 9879.0 <class 'numpy.float64'>
PRES16L : 74541.0 <class 'numpy.float64'>
PRES16R : 319667.0 <class 'numpy.float64'>
SEN18D : 376998.0 <class 'numpy.float64'>
SEN18L : 107201.0 <class 'numpy.float64'>
SEN18R : 212813.0 <class 'numpy.float64'>
######## NEW YORK ########
PRES16D : 4379783.0 <class 'numpy.float64'>
PRES16G : 107935.0 <class 'numpy.float64'>
PRES16L : 57438.0 <class 'numpy.float64'>
PRES16R : 2527141.0 <class 'numpy.float64'>
SEN16D : 4784218.0 <class 'numpy.float64'>
SEN16G : 113413.0 <class 'numpy.float64'>
SEN16L : 48120.0 <class 'numpy.float64'>
SEN16R : 1723920.0 <class 'numpy.float64'>
SEN18D : 3755489.0 <class 'numpy.float64'>
SEN18R : 1730439.0 <class 'numpy.float64'>
######## NORTH CAROLINA ########
PRES16D : 2189316.0 <class 'numpy.float64'>
PRES16G : 12105.0 <class 'numpy.float64'>
PRES16L : 130126.0 <class 'numpy.float64'>
PRES16R : 2362631.0 <class 'numpy.float64'>
SEN16D : 2128165.0 <class 'numpy.float64'>
SEN16L : 167592.0 <class 'numpy.float64'>
SEN16R : 2395376.0 <class 'numpy.float64'>
######## NORTH DAKOTA ########
PRES16D : 93758.0 <class 'numpy.float64'>
PRES16G : 3780.0 <class 'numpy.float64'>
PRES16L : 21434.0 <class 'numpy.float64'>
PRES16R : 216794.0 <class 'numpy.float64'>
SEN16D : 58116.0 <class 'numpy.float64'>
SEN16L : 10556.0 <class 'numpy.float64'>
SEN16R : 268788.0 <class 'numpy.float64'>
USH16D : 80377.0 <class 'numpy.float64'>
USH16L : 23528.0 <class 'numpy.float64'>
USH16R : 233980.0 <class 'numpy.float64'>
SEN18D : 144376.0 <class 'numpy.float64'>
SEN18R : 179720.0 <class 'numpy.float64'>
USH18D : 114377.0 <class 'numpy.float64'>
USH18R : 193568.0 <class 'numpy.float64'>
######## OHIO ########
PRES16D : 2394164.0 <class 'numpy.float64'>
PRES16G : 46271.0 <class 'numpy.float64'>
PRES16L : 174498.0 <class 'numpy.float64'>
PRES16R : 2841005.0 <class 'numpy.float64'>
SEN16D : 1996908.0 <class 'numpy.float64'>
SEN16G : 88246.0 <class 'numpy.float64'>
SEN16R : 3118567.0 <class 'numpy.float64'>
SEN18D : 2355923.0 <class 'numpy.float64'>
SEN18R : 2053963.0 <class 'numpy.float64'>
######## OKLAHOMA ########
PRES16D : 420375.0 <class 'numpy.float64'>
PRES16L : 83481.0 <class 'numpy.float64'>
PRES16R : 949136.0 <class 'numpy.float64'>
SEN16D : 355911.0 <class 'numpy.float64'>
SEN16L : 43421.0 <class 'numpy.float64'>
SEN16R : 980892.0 <class 'numpy.float64'>
######## OREGON ########
PRES16D : 1002106.0 <class 'numpy.float64'>
PRES16G : 50002.0 <class 'numpy.float64'>
PRES16L : 94231.0 <class 'numpy.float64'>
PRES16R : 782403.0 <class 'numpy.float64'>
SEN16D : 1105119.0 <class 'numpy.float64'>
SEN16G : 48823.0 <class 'numpy.float64'>
SEN16L : 23941.0 <class 'numpy.float64'>
SEN16R : 651106.0 <class 'numpy.float64'>
######## PENNSYLVANIA ########
PRES16D : 2926441.0 <class 'numpy.float64'>
PRES16G : 49941.0 <class 'numpy.float64'>
PRES16L : 146715.0 <class 'numpy.float64'>
PRES16R : 2970733.0 <class 'numpy.float64'>
SEN16D : 2865012.0 <class 'numpy.float64'>
SEN16L : 235142.0 <class 'numpy.float64'>
SEN16R : 2951702.0 <class 'numpy.float64'>
SEN18D : 2792437.0 <class 'numpy.float64'>
SEN18G : 31208.0 <class 'numpy.float64'>
SEN18L : 50907.0 <class 'numpy.float64'>
SEN18R : 2134848.0 <class 'numpy.float64'>
######## RHODE ISLAND ########
PRES16D : 252525.0 <class 'numpy.float64'>
PRES16G : 6220.0 <class 'numpy.float64'>
PRES16L : 14746.0 <class 'numpy.float64'>
PRES16R : 180543.0 <class 'numpy.float64'>
SEN18D : 231477.0 <class 'numpy.float64'>
SEN18R : 144421.0 <class 'numpy.float64'>
######## SOUTH CAROLINA ########
PRES16D : 855373.0 <class 'numpy.float64'>
PRES16G : 13034.0 <class 'numpy.float64'>
PRES16L : 49204.0 <class 'numpy.float64'>
PRES16R : 1155389.0 <class 'numpy.float64'>
SEN16D : 757022.0 <class 'numpy.float64'>
SEN16L : 37482.0 <class 'numpy.float64'>
SEN16R : 1241609.0 <class 'numpy.float64'>
######## SOUTH DAKOTA ########
PRES16D : 117458.0 <class 'numpy.float64'>
PRES16L : 20845.0 <class 'numpy.float64'>
PRES16R : 227721.0 <class 'numpy.float64'>
SEN16D : 104140.0 <class 'numpy.float64'>
SEN16R : 265516.0 <class 'numpy.float64'>
USH16D : 132810.0 <class 'numpy.float64'>
USH16R : 237163.0 <class 'numpy.float64'>
USH18D : 120816.0 <class 'numpy.float64'>
USH18L : 4896.0 <class 'numpy.float64'>
USH18R : 202446.0 <class 'numpy.float64'>
######## TENNESSEE ########
PRES16D : 870695.0 <class 'numpy.float64'>
PRES16G : 15993.0 <class 'numpy.float64'>
PRES16L : 70397.0 <class 'numpy.float64'>
PRES16R : 1522925.0 <class 'numpy.float64'>
SEN18D : 985450.0 <class 'numpy.float64'>
SEN18R : 1227483.0 <class 'numpy.float64'>
######## TEXAS ########
PRES16D : 3877868.0 <class 'numpy.float64'>
PRES16G : 71558.0 <class 'numpy.float64'>
PRES16L : 283492.0 <class 'numpy.float64'>
PRES16R : 4685047.0 <class 'numpy.float64'>
SEN18D : 4045632.0 <class 'numpy.float64'>
SEN18L : 65470.0 <class 'numpy.float64'>
SEN18R : 4260553.0 <class 'numpy.float64'>
######## UTAH ########
PRES16D : 310676.0 <class 'numpy.float64'>
PRES16L : 39608.0 <class 'numpy.float64'>
PRES16R : 515231.0 <class 'numpy.float64'>
SEN16D : 301860.0 <class 'numpy.float64'>
SEN16R : 760241.0 <class 'numpy.float64'>
SEN18D : 328541.0 <class 'numpy.float64'>
SEN18L : 27607.0 <class 'numpy.float64'>
SEN18R : 665215.0 <class 'numpy.float64'>
######## VERMONT ########
PRES16D : 178573.0 <class 'numpy.float64'>
PRES16G : 6758.0 <class 'numpy.float64'>
PRES16L : 10078.0 <class 'numpy.float64'>
PRES16R : 95369.0 <class 'numpy.float64'>
SEN16D : 192243.0 <class 'numpy.float64'>
SEN16R : 103637.0 <class 'numpy.float64'>
USH16D : 264414.0 <class 'numpy.float64'>
SEN18R : 74815.0 <class 'numpy.float64'>
USH18D : 188547.0 <class 'numpy.float64'>
USH18R : 70705.0 <class 'numpy.float64'>
######## VIRGINIA ########
PRES16D : 1981473.0 <class 'numpy.float64'>
PRES16G : 27638.0 <class 'numpy.float64'>
PRES16L : 118274.0 <class 'numpy.float64'>
PRES16R : 1769443.0 <class 'numpy.float64'>
SEN18D : 1910370.0 <class 'numpy.float64'>
SEN18L : 61565.0 <class 'numpy.float64'>
SEN18R : 1374313.0 <class 'numpy.float64'>
######## WASHINGTON ########
PRES16D : 1742718.0 <class 'numpy.float64'>
PRES16G : 58417.0 <class 'numpy.float64'>
PRES16L : 160879.0 <class 'numpy.float64'>
PRES16R : 1221747.0 <class 'numpy.float64'>
SEN16D : 1913979.0 <class 'numpy.float64'>
SEN16R : 1329338.0 <class 'numpy.float64'>
SEN18D : 1803364.0 <class 'numpy.float64'>
SEN18R : 1282804.0 <class 'numpy.float64'>
######## WEST VIRGINIA ########
PRES16D : 188794.0 <class 'numpy.float64'>
PRES16L : 23004.0 <class 'numpy.float64'>
PRES16R : 489371.0 <class 'numpy.float64'>
SEN18D : 290510.0 <class 'numpy.float64'>
SEN18L : 24411.0 <class 'numpy.float64'>
SEN18R : 271113.0 <class 'numpy.float64'>
######## WISCONSIN ########
PRES16D : 1382536.0 <class 'numpy.float64'>
PRES16G : 31072.0 <class 'numpy.float64'>
PRES16L : 106674.0 <class 'numpy.float64'>
PRES16R : 1405284.0 <class 'numpy.float64'>
SEN16D : 1380335.0 <class 'numpy.float64'>
SEN16L : 87531.0 <class 'numpy.float64'>
SEN16R : 1479471.0 <class 'numpy.float64'>
SEN18D : 1472914.0 <class 'numpy.float64'>
SEN18R : 1184885.0 <class 'numpy.float64'>
######## WYOMING ########
PRES16D : 55973.0 <class 'numpy.float64'>
PRES16G : 2515.0 <class 'numpy.float64'>
PRES16L : 13287.0 <class 'numpy.float64'>
PRES16R : 174419.0 <class 'numpy.float64'>
USH16D : 75466.0 <class 'numpy.float64'>
USH16L : 9033.0 <class 'numpy.float64'>
USH16R : 156176.0 <class 'numpy.float64'>
SEN18D : 61227.0 <class 'numpy.float64'>
SEN18L : 5658.0 <class 'numpy.float64'>
SEN18R : 136210.0 <class 'numpy.float64'>
USH18D : 59903.0 <class 'numpy.float64'>
USH18L : 6918.0 <class 'numpy.float64'>
USH18R : 127963.0 <class 'numpy.float64'>
Step 7. Cleanup¶
[27]:
# Remove cloned repos
dm.remove_repos('src/')
[28]:
# Uninstall installed python packages
!echo y | pip3 uninstall numpy
!echo y | pip3 uninstall pandas
!echo y | pip3 uninstall geopandas
!echo y | pip3 uninstall wikipedia
!echo y | pip3 uninstall gdutils
[29]:
# Reset Jupyter Notebook IPython Kernel
from IPython.core.display import HTML
HTML("<script>Jupyter.notebook.kernel.restart()</script>")
Next Steps¶
Data Standardization
- Manually evaluate column naming discrepancies to determine if changes are needed
- Manually evaluate column datatypes to determine if changes are needed
Data Comparison
- Manually investigate large differences found through comparing
mggg-statesdata with external sources (e.g. Are absentee ballots counted? Are the precinct counts accurate? etc.) - For overcounts, how are the votes counted? e.g. A
USH__Dcount may include votes for all Democratic candidates where external sources may be only counting one main Democratic candidate - For more accurate comparisons, compare
mggg-statesdata with those in each States’ Secretary of State website
Topological Soundness
- Manually examine shapefiles for gaps and overlaps.
- Note: although gaps and overlaps are not necessarily indicators of inaccurate data (because some counties have precinct islands), they do mean that the data cannot be for chain runs
Data Documentation
- Do the READMEs provide data sources?
- Do the READMEs describe what aggregation/disaggregation processes were used?
- Do the READMEs discuss discrepancies/caveats in the data?
- Do the READMEs provide scripts used and/or discuss the data wrangling/processing process?