Free teaser: 25-row sample + aggregate summary
Browse files- README.md +125 -0
- sample.csv +26 -0
- summary_by_community_state.csv +58 -0
README.md
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---
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license: other
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license_name: tensorust-sample-license
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license_link: https://tensorust.com/datasets/broadcast-ownership-graph/
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pretty_name: "Broadcast Station Ownership Graph (free sample)"
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language:
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- en
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tags:
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- tensorust
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- sample
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- media-and-telecom
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- government-data
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- finance
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size_categories:
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- n<1K
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configs:
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- config_name: sample
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data_files:
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- split: train
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path: sample.csv
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- config_name: summary
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data_files:
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- split: train
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path: summary_by_community_state.csv
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---
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# Broadcast Station Ownership Graph: free sample (Tensorust LLC)
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26,553 live US TV and radio stations traced through FCC ownership reports to 5,698 ultimate parents.
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**Headline:** The licensee on a station's FCC record is often a holding LLC; the company that controls it sits one or more Form 323 ownership filings up the chain, and the FCC never rolls those chains up.
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This repository is a **free teaser**, not the dataset. It holds 25 example rows and a summary table with no names in it. The full file has **26,553 rows** and is sold by Tensorust LLC: **[https://tensorust.com/datasets/broadcast-ownership-graph/](https://tensorust.com/datasets/broadcast-ownership-graph/)**.
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## Files here
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| file | what it is |
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|---|---|
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| `sample.csv` | 25 rows of the full file (the same sample shown on tensorust.com) |
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| `summary_by_community_state.csv` | row counts by community state across the full file, no entity names (groups with fewer than 3 rows are folded into "Other") |
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## Summary by community state (largest groups)
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| Community state | rows |
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|---|---|
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| TX | 1,774 |
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| CA | 1,688 |
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| FL | 1,069 |
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| NY | 973 |
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| PA | 864 |
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| NC | 833 |
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| CO | 752 |
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| GA | 747 |
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| TN | 719 |
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| OR | 714 |
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| MN | 710 |
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| MI | 708 |
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| TOTAL | 26,553 |
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Full table: `summary_by_community_state.csv`.
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## What the full file has
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- 26,553 rows
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- Key fields: facility_id, call_sign, service, service_desc, channel, frequency, community_city, community_state, nielsen_dma_rank, network_affiliation
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- Parquet and CSV, a README with sources, method and limits, and the build script
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- Free 25-row sample (no personal contact data)
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Coverage: Live (licensed, CP or experimental) AM, FM, translator, LPFM, full-power TV, Class A, LPTV and DTS facilities that appear in at least one current ownership report: 11,277 FM, 5,392 FM translator, 4,285 AM, 1,779 full-power digital TV and the rest LPTV, Class A and other services. FCC LMS data as of Aug 16 2026; built Nov 6 2026.
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### Columns in the full file
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| column | meaning |
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|---|---|
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| `facility_id` | FCC LMS facility |
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| `call_sign` | FCC LMS facility |
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| `service` | FCC LMS facility |
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| `service_desc` | FCC LMS facility |
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| `channel` | FCC LMS facility |
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| `frequency` | FCC LMS facility |
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| `community_city` | Community of license |
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| `community_state` | Community of license |
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| `nielsen_dma_rank` | Market rank and network as reported in LMS |
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| `network_affiliation` | Market rank and network as reported in LMS |
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| `licensee_name` | Licensee of record |
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| `licensee_frn` | Licensee of record |
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| `license_expiration_date` | Licensee of record |
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| `ownership_report_count` | Respondents whose current Form 323 reports name the station, narrowest to broadest |
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| `ownership_chain` | Respondents whose current Form 323 reports name the station, narrowest to broadest |
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| `ultimate_parent` | Top respondent not controlled (50%+ voting) by another entity |
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| `ultimate_parent_key` | Top respondent not controlled (50%+ voting) by another entity |
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| `entity_holders_10pct` | Entity interest holders with 10%+ voting or equity (individuals never named) |
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| `foreign_entity_citizenship` | Non-US citizenship codes reported for entity holders (self-reported, noisy) |
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| `individual_holder_rows` | Count of individual interest-holder rows (names withheld) |
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| `latest_report_as_of` | Latest ownership report as-of date |
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| `parent_station_count` | Live stations under the same ultimate parent |
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| `ontology_org_id` | Tensorust Ontology Organization match for the ultimate parent |
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## Get the full file
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| tier | price | includes |
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|---|---|---|
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| Market or group file | $750 | Every station in up to 5 DMAs or under up to 10 ultimate parents, with ownership chains, 10%+ entity holders and the foreign-citizenship flag. CSV and Excel. |
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| National ownership graph | $3,900 | All 26,553 stations and the 5,698-parent roll-up, plus one refresh once FCC LMS publishes a current dump. |
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| Yearly license with quarterly refresh | $9,600 a year | The national graph rebuilt each quarter from new ownership reports, with changes in control and new foreign-citizenship flags marked. Internal use, unlimited seats. |
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Email **mattbusel@tensorust.com** with the tier and a billing contact, and we will send a proper invoice (ACH or card). The file is delivered once the invoice is paid. Details and the live sample: [https://tensorust.com/datasets/broadcast-ownership-graph/](https://tensorust.com/datasets/broadcast-ownership-graph/). All datasets: https://tensorust.com/datasets/
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## Method and limits
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Map each current ownership report in the FCC LMS dump to the facilities it names. For each respondent, check whether an entity holds 50% or more of the votes. The ultimate parent is the broadest uncontrolled respondent in the station's chain. Entity holders with 10%+ voting or equity are listed; individual holders are counted, never named. parent_rollup.csv groups stations by ultimate parent with TV, radio and state counts. Ultimate parents are matched to Tensorust Ontology organizations by name (17,743 stations matched).
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Not a list of individual owners (individual interest holders are never named). Not current to the day: the LMS snapshot is Aug 16 2026. Stations that file no ownership report, many LPFM and translators among them, are absent. The roll-up is algorithmic: insulated interests, LMAs, JSAs and sharing agreements are not modeled. Citizenship codes are self-reported and noisy. Not legal advice on attribution or foreign ownership limits.
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## Sources
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- FCC Licensing and Management System (LMS) public database files, Form 323 / 323-E ownership reports and facility tables: https://enterpriseefiling.fcc.gov/dataentry/public/tv/lmsDatabase.html
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- Internet Archive capture of the LMS files, Aug 16 2026 (LMS was in maintenance on Nov 5 2026): https://web.archive.org/
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- Tensorust Ontology organization objects (name match for ultimate parents)
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## License
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The sample and summary here are free to view, analyze and cite with attribution to "Tensorust LLC, https://tensorust.com/datasets/broadcast-ownership-graph/". The full dataset is licensed separately per tier. No resale or redistribution of Tensorust data without a written license.
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Tensorust LLC, Tuckahoe NY. mattbusel@tensorust.com | https://tensorust.com
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sample.csv
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facility_id,call_sign,service,community_city,community_state,nielsen_dma_rank,network_affiliation,licensee_name,ultimate_parent,parent_station_count,ownership_report_count
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63536,KAAZ-FM,FM,SPANISH FORK,UT,,,"CITICASTERS LICENSES, INC.",The Global Media & Entertainment Investments Trust,864,10
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65394,KABQ,AM,ALBUQUERQUE,NM,,,"IHM LICENSES, LLC",The Global Media & Entertainment Investments Trust,864,10
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39265,KABQ-FM,FM,CORRALES,NM,,,"CLEAR CHANNEL BROADCASTING LICENSES, INC.",The Global Media & Entertainment Investments Trust,864,10
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49944,KAGG,FM,MADISONVILLE,TX,,,"iHM Licenses, LLC",The Global Media & Entertainment Investments Trust,864,10
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11919,KAJA,FM,SAN ANTONIO,TX,,,"CLEAR CHANNEL BROADCASTING LICENSES, INC.",The Global Media & Entertainment Investments Trust,864,10
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11939,KAKC,AM,TULSA,OK,,,"CLEAR CHANNEL BROADCASTING LICENSES, INC.",The Global Media & Entertainment Investments Trust,864,10
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12519,KAKQ-FM,FM,FAIRBANKS,AK,,,"CAPSTAR TX, LLC",The Global Media & Entertainment Investments Trust,864,10
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2097,KALZ,FM,FOWLER,CA,,,CAPSTAR TX LIMITED PARTNERSHIP,The Global Media & Entertainment Investments Trust,864,10
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35849,KASE-FM,FM,AUSTIN,TX,,,"METROPLEX COMMUNICATIONS, INC.",The Global Media & Entertainment Investments Trust,864,10
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12958,KASH-FM,FM,ANCHORAGE,AK,,,CAPSTAR TX LIMITED PARTNERSHIP,The Global Media & Entertainment Investments Trust,864,10
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2116,KASI,AM,AMES,IA,,,"IHM LICENSES, LLC",The Global Media & Entertainment Investments Trust,864,10
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48968,KATZ,AM,ST. LOUIS,MO,,,"CITICASTERS LICENSES, L.P.",The Global Media & Entertainment Investments Trust,864,10
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48958,KATZ-FM,FM,BRIDGETON,MO,,,"CITICASTERS LICENSES, INC.",The Global Media & Entertainment Investments Trust,864,10
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48966,KBCO,FM,BOULDER,CO,,,"NOBLE BROADCAST LICENSES, INC.",The Global Media & Entertainment Investments Trust,864,10
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10146,KBEB,FM,SACRAMENTO,CA,,,"AMFM BROADCASTING LICENSES, LLC",The Global Media & Entertainment Investments Trust,864,10
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40777,KBFM,FM,EDINBURG,TX,,,CAPSTAR TX LIMITED PARTNERSHIP,The Global Media & Entertainment Investments Trust,864,10
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28846,KBFP,AM,BAKERSFIELD,CA,,,HEMISPHERE BROADCASTING L.L.C.,The Global Media & Entertainment Investments Trust,864,10
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| 19 |
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37774,KBFP-FM,FM,DELANO,CA,,,"GRAPEVINE RADIO, INC.",The Global Media & Entertainment Investments Trust,864,10
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| 20 |
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12962,KBFX,FM,ANCHORAGE,AK,,,CAPSTAR TX LLC,The Global Media & Entertainment Investments Trust,864,10
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| 21 |
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33724,KBGO,FM,WACO,TX,,,CAPSTAR ROYALTY II CORPORATION,The Global Media & Entertainment Investments Trust,864,10
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| 22 |
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6360,KBIG,FM,LOS ANGELES,CA,,,"AMFM BROADCASTING LICENSES, LLC",The Global Media & Entertainment Investments Trust,864,10
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| 23 |
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27020,KBKS-FM,FM,TACOMA,WA,,,AMFM TEXAS LICENSES LLC,The Global Media & Entertainment Investments Trust,864,10
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| 24 |
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23082,KBME,AM,HOUSTON,TX,,,"IHM LICENSES, LLC",The Global Media & Entertainment Investments Trust,864,10
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| 25 |
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2207,KBMR,AM,BISMARCK,ND,,,ANDERSON BROADCASTING COMPANY,The Global Media & Entertainment Investments Trust,864,10
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| 26 |
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9748,KBOS-FM,FM,TULARE,CA,,,"IHM LICENSES, LLC",The Global Media & Entertainment Investments Trust,864,9
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summary_by_community_state.csv
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| 1 |
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Community state,rows
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| 2 |
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TX,1774
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| 3 |
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CA,1688
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| 4 |
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FL,1069
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| 5 |
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NY,973
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| 6 |
+
PA,864
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| 7 |
+
NC,833
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| 8 |
+
CO,752
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| 9 |
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GA,747
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| 10 |
+
TN,719
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| 11 |
+
OR,714
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| 12 |
+
MN,710
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| 13 |
+
MI,708
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| 14 |
+
IL,707
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| 15 |
+
OH,665
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| 16 |
+
MO,613
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| 17 |
+
VA,600
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| 18 |
+
WI,590
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| 19 |
+
AL,583
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| 20 |
+
WA,572
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| 21 |
+
IN,572
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| 22 |
+
KY,539
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| 23 |
+
AZ,513
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| 24 |
+
NM,478
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| 25 |
+
MT,473
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| 26 |
+
OK,469
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| 27 |
+
AR,446
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| 28 |
+
IA,431
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| 29 |
+
ID,431
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| 30 |
+
KS,427
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| 31 |
+
AK,415
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| 32 |
+
LA,414
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| 33 |
+
SC,398
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| 34 |
+
UT,387
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| 35 |
+
WY,377
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| 36 |
+
MS,375
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| 37 |
+
NE,348
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| 38 |
+
WV,330
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| 39 |
+
NV,315
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| 40 |
+
MA,302
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| 41 |
+
PR,274
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| 42 |
+
SD,264
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| 43 |
+
ND,213
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| 44 |
+
MD,212
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| 45 |
+
NJ,208
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| 46 |
+
ME,201
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| 47 |
+
HI,177
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| 48 |
+
CT,162
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| 49 |
+
NH,149
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| 50 |
+
VT,123
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| 51 |
+
RI,57
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| 52 |
+
DE,51
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| 53 |
+
DC,37
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| 54 |
+
VI,35
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| 55 |
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GU,35
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| 56 |
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MP,18
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| 57 |
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AS,16
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| 58 |
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TOTAL,26553
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