variable explanation county name of county year fiscal year expenditures total county expenditures on elections operating_expenses county operating expenses for elections capital_outlays county capital outlays for elections deflator state and local government price deflator pop population of county registered_voters number of registered voters in county general_system general voting system used by the county specific_system specific brand of voting system used by the county switch first time county uses a voting system assessed_value net assessed value of county tax base black_pop black population of county hispanic_pop Hispanic population of county pop_65plus county population 65 and older rural_pop county population that is rural county_id id number for each county def_operating_per_voter deflated operating expenses per registered voter def_capital_per_voter deflated capital outlays per registered voter lag_operating lagged deflated operating expenses per registered voter lag_capital lagged capital outlays per registered voter pop_millions county population in millions mark_sense indicator for mark sense system punch_card indicator for punch card system touch_screen indicator for touch screen system voting_machine indicator for voting machine system accuvote_es2000 indicator for Accu-Vote ES-2000 system accuvote_ts indicator for Accu-Vote touch screen system ais indicator for AIS system automatic indicator for Automatic system avc_edge indicator for AVC Edge system datavote indicator for Datavote system markavote indicator for Mark-a-Vote system optech indicator for Optech system optivote indicator for Opti-Vote system pollstar indicator for Pollstar system shoup indicator for Shoup system votomatic indicator for Votomatic system mark_sense_switch interaction between mark sense system and switch touch_screen_switch interaction between touch screen system and switch accuvote_es2000_switch interaction between Accu-Vote ES-2000 system and switch accuvote_ts_switch interaction between Accu-Vote touch screen system and switch ais_switch interaction between AIS system and switch avc_edge_switch interaction between AVC Edge system and switch markavote_switch interaction between Mark-a-Vote system and switch optech_switch interaction between Optech system and switch pollstar_switch interaction between Pollstar system and switch primary indicator variable for primary election years per_cap_assess_val per capita deflated net total assessed value in hundreds of millions of dollars percent_black percent of population that is black percent_hispanic percent of population that is Hispanic percent_minority percent of population that is either black or Hispanic percent_65plus percent of the population that is age 65 or over percent_rural percent of the population that lives in a rural area yr1992 indicator for the year 1992 yr1993 indicator for the year 1993 yr1994 indicator for the year 1994 yr1995 indicator for the year 1995 yr1996 indicator for the year 1996 yr1997 indicator for the year 1997 yr1998 indicator for the year 1998 yr1999 indicator for the year 1999 yr2000 indicator for the year 2000 yr2001 indicator for the year 2001 yr2002 indicator for the year 2002 yr2003 indicator for the year 2003 alameda indicator for Alameda County alpine indicator for Alpine County amador indicator for Amador County butte indicator for Butte County calaveras indicator for Calaveras County colusa indicator for Colusa County contracosta indicator for Contra Costa County delnorte indicator for Del Norte County eldorado indicator for El Dorado County fresno indicator for Fresno County glenn indicator for Glenn County humboldt indicator for Humboldt County imperial indicator for Imperial County inyo indicator for Inyo County kern indicator for Kern County kings indicator for Kings County lake indicator for Lake County lassen indicator for Lassen County losangeles indicator for Los Angeles County madera indicator for Madera County marin indicator for Marin County mariposa indicator for Mariposa County mendocino indicator for Mendocino County merced indicator for Merced County modoc indicator for Modoc County mono indicator for Mono County monterey indicator for Monterey County napa indicator for Napa County nevada indicator for Nevada County orange indicator for Orange County placer indicator for Placer County plumas indicator for Plumas County riverside indicator for Riverside County sacramento indicator for Sacramento County sanbenito indicator for San Benito County sanbernardino indicator for San Bernardino County sandiego indicator for San Diego County sanjoaquin indicator for San Joaquin County sanluisobispo indicator for San Luis Obispo County sanmateo indicator for San Mateo County santabarbara indicator for Santa Barbara County santaclara indicator for Santa Clara County santacruz indicator for Santa Cruz County shasta indicator for Shasta County sierra indicator for Sierra County siskiyou indicator for Siskiyou County solano indicator for Solano County sonoma indicator for Sonoma County stanislaus indicator for Stanislaus County sutter indicator for Sutter County tehama indicator for Tehama County trinity indicator for Trinity County tulare indicator for Tulare County tuolumne indicator for Tuolumne County ventura indicator for Ventura County yolo indicator for Yolo County yuba indicator for Yuba County