Topics › Method
How bills are tagged
- Oklahoma bill titles start with a short heading (“Revenue and taxation; income tax credit; …”). A rule that matches the heading (text before the first semicolon) scores 3; a match anywhere else in the title scores 1 per rule; a match on the name of a committee the bill was referred to scores 2.
- A bill gets a tag when its score is 2 or more. The highest-scoring topic is the bill's main topic. Patterns are case-insensitive and must start at a word boundary.
- Industries use the same scoring. A bill may have no industry (many are about government itself).
- Lobbyist principals (organizations that hire lobbyists, from the Ethics Commission principal list via OkLobbyGuide) get one industry: the first industry, in the order Alcohol, tobacco, cannabis & gaming → Insurance → Banking & finance → Health care & pharma → Oil, gas, energy & utilities → Agriculture & food → Technology & telecommunications → Transportation & vehicles → Real estate, housing & construction → Retail, hospitality & tourism → Lawyers & licensed professions → Public sector, tribes & education, whose name keywords match. Principals with no match are left unclassified.
- Test bills (“this is a test bill”) are skipped. Coverage: 14,388 of 14,721 measures in all three sessions have a topic.
This is a keyword classifier, not a reading of the bill. It can miss a bill whose title uses unusual words and can mis-tag a bill that mentions a word in passing. The taxonomy is our own and is not the Legislature's subject index.
Topics 16
| Tag | Title keywords (regular expressions) | Committee names |
|---|---|---|
| Budget & taxes | revenue and taxation · income tax · sales (and use )?tax · ad valorem · tax credits? · excise tax · taxation · appropriations? · budget · public finance · state fiscal · tax exemption · gross production | appropriations · revenue and taxation · ^finance · appr/sub |
| Schools (K–12) | schools? · ^education · teachers? · students? · charter schools? · school district · curriculum · special education · strong readers · state board of education · state department of education · school funding · parental choice | common education · ^education( oversight)?$ · education subcommittee |
| Higher education & workforce | higher education · regents · universit(y|ies) · colleges? · career ?(and )?tech(nology)? · workforce · higher learning access · apprentice · oklahoma's promise · scholarships? | higher education · postsecondary · workforce |
| Health & mental health | health · medicaid · mental health · hospitals? · pharmac(y|ist|ies) · nursing · medical(?! marijuana) · long-term care · abortion · prescription · substance abuse · emergency medical · physicians? · dental · vaccin · health care authority | health · public health · long-term care |
| Criminal justice & public safety | crimes? · criminal · prisons? · corrections · law enforcement · police · sheriffs? · firearms? · self-defense · controlled dangerous · domestic (violence|abuse) · human trafficking · sex offenders? · driving under the influence · pardon · parole · assault · larceny · juvenile · public safety · victim · bureau of investigation · emergency management · firefighters? | criminal · public safety · judiciary - criminal · corrections |
| Courts & civil law | civil procedure · courts? · torts? · damages · probate · wills · guardian and ward · marriage · divorce · child custody · landlord · contracts? · liens? · property · eminent domain · jurors? · notar(y|ies) · trusts · tort claims · judges? · district attorneys? · evidence | civil judiciary · ^judiciary$ · judiciary - civil |
| Elections & ethics | elections? · voters? · absentee · ballots? · initiative and referendum · initiative petition · ethics · campaign · legislative districts · open meeting · open records · election board | elections · ethics |
| State government & agencies | state government · state agenc · administrative procedures · administrative rules · sunset · state employees? · retirement · pension · office of management · omes · capitol · constitution(al)? · state property · public buildings · records · rules · governor · legislature · statutes and reports · oklahoma constitution · state powers · federal · tribal · tribes? · compacts? · sovereign | government · retirement · ^rules$ · state powers · administrative rules · pensions |
| Cities, towns & counties | count(y|ies) · cities · towns? · municipal(ities|ity)? · city · fire protection district · libraries · county officers · county commissioners · county sheriffs | county and municipal · local and county |
| Environment, water & wildlife | environment · waters? · wildlife · game and fish · state parks · conservation · biosolids · mines · mining · natural resources · public lands · animals? · hunting · fishing · environmental quality · water resources · pollution · flood | wildlife · natural resources |
| Energy & utilities | oil and gas · energy · corporation commission · public utilit · utilities · wind energy · solar · nuclear · pipelines? · electric · gross production · petroleum · natural gas | energy · utilities |
| Agriculture & rural life | agricultur · farm · ranch · livestock · cattle · rural · veterinar · hemp · food · poultry · meat · crops? | agriculture · rural |
| Transportation & vehicles | motor vehicles? · transportation · turnpikes? · roads? · bridges? · highways? · driver licen[sc]es? · license plates · railroads? · aircraft · airports? · aeronautic · motor carriers? · service oklahoma · traffic | transportation · aeronautics |
| Children, families & social services | children · child · famil(y|ies) · human services · poor persons · foster · child care · adoption · public assistance · disabilit · blind · aging · seniors? · parental rights · children's code · juvenile code · developmental | children · human services · family |
| Veterans & military | veterans? · militia · national guard · soldiers and sailors · military · armed forces | veteran |
| Business, jobs & the economy | labor · workers'? compensation · employ(er|ee|ment)s? · economic development · corporations · commerce · business · professions and occupations · consumer · securities · commercial code · banks? · banking · financial institutions · insurance · minimum wage · tourism · credit · aerospace · artificial intelligence · technology · social media · cybersecurity · broadband | business · commerce · economic development · banking · insurance · technology · tourism |
Industries 12
| Tag | Title keywords (regular expressions) | Committee names | Principal-name keywords |
|---|---|---|---|
| Agriculture & food | agricultur · farm · ranch · livestock · cattle · beef · pork · poultry · dairy · wheat · hemp · food · veterinar · meat · grain | agriculture | agricultur · farm · ranch · livestock · cattle · cattlemen · beef · pork · poultry · dairy · grain · wheat · peanut · hemp · food(?!s? bank) · feed · veterinar · co-?op(erative)?\b · seed · tyson · cargill · farmer |
| Oil, gas, energy & utilities | oil and gas · energy · corporation commission · public utilit · utilities · wind · solar · nuclear · pipelines? · electric · petroleum · gross production · natural gas · orphaned wells? | energy · utilities | \boil\b · \bgas\b · petroleum · energy · electric · utilit · pipeline · \bwind\b · solar · nuclear · power · midstream · refin · exploration · resources inc · oneok · devon · continental resources · williams · chesapeake · expand energy · \boge\b · \bpso\b · public service company · coal · propane · drilling · royalty owners |
| Health care & pharma | health · hospitals? · medical(?! marijuana) · medicaid · physicians? · nursing · pharmac · dental · long-term care · prescription · pharmacy benefit · optometr · chiropract · emergency medical · mental health | health · long-term care | health · hospital · medical · medicine · physician · nurs(e|ing) · pharma · pharmac · dental · dentist · clinic · optometr · chiropract · ambulance · \bems\b · care center · behavioral · therap · surg · blue cross · biotech · osteopathic · podiatr · psychiatr · psycholog · rx\b · drug · cancer · physicians? · \bmd\b · \brn\b · \bdds\b |
| Insurance | insurance · insurers? · workers'? compensation · title insurance · surety | insurance | insurance · insurer · underwrit · assurance · casualty · mutual · state farm · allstate · farmers insurance · progressive · surety |
| Banking & finance | banks? · banking · credit unions? · financial institutions? · lend(ing|ers?) · loans? · mortgages? · securities · investments? · credit cards? · consumer credit · pawn · trust compan · interchange · payment | banking · financial | \bbank · bancorp · banc · credit union · financial · finance · lending · \bloans?\b · mortgage · securities · investment · capital · payment · visa · mastercard · pawn · trust company · wealth · equity · banker · accountant · \bcpa\b |
| Real estate, housing & construction | real estate · realtors? · housing · home builders? · construction · contractors? · landlord · eminent domain · architects? · building codes? · subdivision · zoning · property | — | real estate · realt(or|y) · housing · home ?builders? · homes\b · construction · contractor · builders? · architect · engineer · cement · concrete · aggregate · asphalt · apartment · property · properties · development (co|llc|inc) · developer · land company · title (co|company) · abstract |
| Transportation & vehicles | motor vehicles? · automobiles? · dealers? · trucks? · trucking · motor carriers? · railroads? · aircraft · aviation · aerospace · turnpikes? · towing · transportation | transportation · aeronautics | motor · automobile · \bauto\b · dealers · truck · trucking · carrier · railroad · railway · \brail\b · airline · aviation · aircraft · aerospace · logistics · towing · transport · freight · boeing · american airlines |
| Technology & telecommunications | technology · telecommunic · broadband · internet · wireless · software · data centers? · cyber · artificial intelligence · social media · computer · digital · online | technology · telecommunications · modernization | technolog · telecom · broadband · internet · wireless · cable · software · data cent · cyber · \bai\b · computer · digital · at&t · \bat & t\b · verizon · t-mobile · google · microsoft · amazon · apple · \bmeta\b · netchoice · cox communications · \btech\b · engineer |
| Alcohol, tobacco, cannabis & gaming | alcoholic · alcohol · liquor · beer · wine · spirits · brew · distill · tobacco · vapor · vape · nicotine · cigar · marijuana · cannabis · gaming · casino · lottery · horse racing · betting · wager · able commission · amusements | alcohol · tobacco · controlled substances | alcohol · liquor · beer · wine · spirits · brew · distill · beverage · tobacco · vapor · vape · nicotine · cigar · marijuana · cannabis · dispensar · gaming · casino · lottery · racing · \bhorse · betting · anheuser · altria · reynolds · juul · draftkings · fanduel |
| Lawyers & licensed professions | attorneys? · lawyers? · professions and occupations · licens(ing|ure|es) · notar · abstract · court reporters? · funeral · cosmetolog · barbers? · accountan · occupational · engineers? | — | attorney · lawyer · law firm · \blaw\b · legal · \bpllc\b · \bpc\b · trial lawyers · bar association · \bbar\b · accountant · \bcpa\b · funeral · cosmetolog · barber · court reporter |
| Retail, hospitality & tourism | retail · restaurants? · hotels? · lodging · tourism · travel · convenience stores? · grocer · merchants? · sales tax exemption · sports · entertainment · amusements? · motion pictures? · film | tourism | retail · restaurant · hotel · lodging · tourism · travel · convenience · grocer · merchant · stores?\b · walmart · quik ?trip · love's · oneok field · thunder · sports · entertainment · hospitality · film · cinema · beauty · salon |
| Public sector, tribes & education | schools? · universit · colleges? · count(y|ies) · cities · municipal · public employees · retirement system · firefighters · police · tribal · tribes? · indian | county and municipal · local and county · education · retirement | school · education · educator · teacher · universit · college · municipal league · city of · town of · county · counties · cities · public employees · firefighters · police · sheriff · fraternal order · retirement system · \bnation\b · tribe · tribal · band of · authority · district\b · state of oklahoma · government · public schools · \bisd\b · superintendent · professor · retired teacher |