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Free teaser: 25-row sample + aggregate summary

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  1. README.md +126 -0
  2. sample.csv +26 -0
  3. summary_by_state.csv +51 -0
README.md ADDED
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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/caf-buildout-shortfall/
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+ pretty_name: "CAF Buildout Shortfall Register (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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+ - telecom-fcc
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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_state.csv
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+ ---
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+
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+ # CAF Buildout Shortfall Register: free sample (Tensorust LLC)
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+
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+ Every USF high-cost study area's buildout milestone, the locations short, and the support tied to the shortfall.
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+
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+ **Headline:** 225 of 2,797 high-cost study areas reported fewer deployed locations than their latest milestone requires: 245,815 locations short, tied to $269.6M of support at each area's own support per obligated location.
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+
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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 **2,797 rows** and is sold by Tensorust LLC: **[https://tensorust.com/datasets/caf-buildout-shortfall/](https://tensorust.com/datasets/caf-buildout-shortfall/)**.
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+
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+ ## Files here
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+
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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_state.csv` | row counts and totals by state across the full file, no entity names (groups with fewer than 3 rows are folded into "Other") |
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+
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+ ## Summary by state (largest groups)
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+
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+ | State | rows | Shortfall locations |
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+ |---|---|---|
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+ | IA | 346 | 1,074 |
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+ | MN | 152 | 1,352 |
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+ | TX | 136 | 6,080 |
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+ | OK | 114 | 2,838 |
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+ | IL | 114 | 2,933 |
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+ | WI | 111 | 4,607 |
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+ | MO | 102 | 6,090 |
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+ | NY | 88 | 2,621 |
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+ | MI | 77 | 27,032 |
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+ | NE | 74 | 410 |
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+ | OH | 73 | 7,075 |
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+ | KS | 73 | 99 |
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+ | TOTAL | 2,797 | 245,815 |
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+
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+ Full table: `summary_by_state.csv`.
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+
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+ ## What the full file has
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+
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+ - 2,797 rows
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+ - Key fields: state, fund, study_area_code, holding_company, carrier, latest_filing_year, obligated_speed_tier, milestone_percentage, milestone_locations_required, locations_deployed_cumulative
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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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+
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+ Coverage: Every fund, study area and speed tier in USAC's milestone dataset, latest filing year per row (mostly the 2025 HUBB filing). USAC data fetched Nov 6 2026 (2025 filing year)
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+
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+ ### Columns in the full file
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+
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+ | column | meaning |
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+ |---|---|
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+ | `state` | State |
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+ | `fund` | High-cost fund |
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+ | `study_area_code` | USAC study area code |
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+ | `holding_company` | Holding company |
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+ | `carrier` | Carrier |
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+ | `latest_filing_year` | Latest HUBB filing year |
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+ | `obligated_speed_tier` | Obligated speed tier |
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+ | `milestone_percentage` | Milestone percent of total obligation |
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+ | `milestone_locations_required` | Locations required at the milestone |
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+ | `locations_deployed_cumulative` | Locations deployed, cumulative |
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+ | `shortfall_locations` | Locations short of the milestone |
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+ | `pct_of_milestone` | Deployed divided by required |
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+ | `support_disbursed_cumulative` | Cumulative high-cost support disbursed for the study area and fund |
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+ | `full_obligation_est` | Estimated total location obligation (milestone divided by milestone percent) |
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+ | `support_per_obligated_location` | Cumulative support divided by the study area's total estimated obligation across speed tiers |
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+ | `support_at_shortfall` | Support attributable to the shortfall |
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+ | `in_shortfall` | True when short of the milestone |
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+ | `hc_shortfall_locations` | Holding company total shortfall locations |
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+ | `hc_support_at_shortfall` | Holding company total support at shortfall |
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+ | `hc_study_areas` | Holding company study areas |
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+ | `hc_rdof_cafauc_money_at_risk` | Holding company RDOF and CAF II Auction money at risk for the Dec 31 2026 milestone (Tensorust usf-high-cost-milestones build) |
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+ | `hc_withhold_2027_pace` | Holding company support withheld in 2027 at the 2025 build pace (same build) |
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+ | `ontology_oid` | Tensorust ontology organization id (name match) |
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+ | `source` | USAC Open Data milestone record |
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+
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+ ## Get the full file
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+
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+ | tier | price | includes |
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+ |---|---|---|
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+ | Carrier fleet file | from $950 | One holding company: every study area with required and deployed locations, shortfall, support received, support attributable to the shortfall and the USAC source link. $950 (under $50K at risk), $1,900 ($50K to $250K), $4,500 ($250K to $1M), $9,500 ($1M to $5M), $14,500 ($5M and up). |
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+ | State register | $2,500 | Every high-cost study area in one state across all funds (ACAM, ACAM II, CAF II, CAF II Auction, CAF-BLS, EACAM, RDOF, AK Plan, RBE), for PUC staff and state broadband offices. |
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+ | Full market dataset | $25,000 a year | All 2,797 study-area milestone rows nationwide with holding-company roll-ups, refreshed after the March 1 2027 HUBB filing and as USAC posts payments. For carrier counsel, lenders, acquirers and state offices. |
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+
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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/caf-buildout-shortfall/](https://tensorust.com/datasets/caf-buildout-shortfall/). All datasets: https://tensorust.com/datasets/
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+
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+ ## Method and limits
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+
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+ Take the latest filing per fund, study area and speed tier, compare cumulative deployed locations with the milestone requirement, divide cumulative support by the estimated total obligation, multiply by the shortfall, roll up per holding company, join to the ontology by normalized name.
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+
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+ Not an FCC recovery order or the exact recovery amount (the rule applies tiered withholding and multipliers, and carriers can still build before a final milestone), not a HUBB filing, no regulatory advice, no contact data. Locations deployed in 2026 are not reported until the March 1 2027 filing.
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+
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+ ## Sources
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+
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+ - USAC Open Data: high-cost milestones (99nv-p7fk) and support disbursed (hghw-69cg), fetched Nov 6 2026
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+ - 47 CFR 54.320(d) milestone compliance and support recovery
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+ - Tensorust usf-high-cost-milestones build (RDOF and CAF II Auction money at risk)
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+
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+ ## License
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+
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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/caf-buildout-shortfall/". The full dataset is licensed separately per tier. No resale or redistribution of Tensorust data without a written license.
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+
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+ Tensorust LLC, Tuckahoe NY. mattbusel@tensorust.com | https://tensorust.com
sample.csv ADDED
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+ state,fund,study_area_code,holding_company,carrier,latest_filing_year,obligated_speed_tier,milestone_percentage,milestone_locations_required,locations_deployed_cumulative,shortfall_locations,pct_of_milestone,support_disbursed_cumulative,full_obligation_est,support_per_obligated_location,support_at_shortfall,in_shortfall,hc_shortfall_locations,hc_support_at_shortfall,hc_study_areas,hc_rdof_cafauc_money_at_risk,hc_withhold_2027_pace,ontology_oid,source
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+ LA,RDOF,279057,"CONEXON CONNECT, LLC","Conexon Connect, LLC",2025,Total 1 Gbps/500 Mbps,60%,30953,10487,20466,0.3388,42721838.7,51588.0,828.13,16948505.0,True,50867,33824156.0,10,20619064.0,12186116.0,org:CONEXON CONNECT,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=279057
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+ WI,ACAM,330963,"TELEPHONE AND DATA SYSTEMS, INC.","UTELCO, INC",2025,Total 25 Mbps/3 Mbps,70%,20658,17253,3405,0.8352,140943525.0,29511.0,4775.9,16261927.0,True,9111,37729155.0,24,,,org:TELEPHONE AND DATA SYSTEMS,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=330963
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+ PA,RDOF,170176,"WINDSTREAM HOLDINGS II, LLC",WINDSTREAM PA,2025,Total 1 Gbps/500 Mbps,40%,21534,10867,10667,0.5046,59495885.28,53835.0,1105.15,11788662.0,True,27981,30840340.0,21,,,org:WINDSTREAM HOLDINGS II,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=170176
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+ MI,ACAM,310732,LICT CORPORATION,UPPER PENINSULA TEL,2025,Total 25 Mbps/3 Mbps,70%,2522,1811,711,0.7181,58809314.16,3603.0,16322.97,11605629.0,True,711,11605629.0,8,,,org:LICT,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=310732
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+ MI,ACAM,310713,"HIAWATHA COMMUNICATIONS, INC.",HIAWATHA TEL CO,2025,Total 25 Mbps/3 Mbps,70%,2669,2102,567,0.7876,67657521.72,3813.0,17744.57,10061173.0,True,567,10061173.0,1,,,,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=310713
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+ VI,USVI Fixed,649007,LIBERTY LATIN AMERICA LTD.,"Broadband VI, LLC",2025,Total 1 Gbps/500 Mbps,60%,27623,17907,9716,0.6483,37653687.89,46038.0,817.88,7946492.0,True,9716,7946492.0,2,,,org:LIBERTY LATIN AMERICA,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=649007
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+ IA,ACAM,351291,SCHALLER TELEPHONE COMPANY,SCHALLER TEL CO,2025,Total 25 Mbps/3 Mbps,70%,324,2,322,0.0062,9653512.56,463.0,20856.35,6715746.0,True,322,6715746.0,1,,,org:SCHALLER TELEPHONE,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=351291
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+ VA,CAF II Auc,199024,"RIVERSTREET MANAGEMENT SERVICES, LLC D/B/A RIVERSTREET NETWORKS","RIVERSTREET COMMUNICATIONS OF VIRGINIA, INC.",2025,Total 1 Gbps/500 Mbps,100%,9761,7212,2549,0.7389,20137686.78,9761.0,2063.08,5258781.0,True,7502,9310378.0,8,10633809.0,1928937.0,,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=199024
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+ TN,ACAM,290578,"TELEPHONE AND DATA SYSTEMS, INC.",TELLICO TEL CO,2025,Total 25 Mbps/3 Mbps,70%,9622,8278,1344,0.8603,50968781.4,13746.0,3707.98,4983520.0,True,9111,37729155.0,24,,,org:TELEPHONE AND DATA SYSTEMS,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=290578
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+ AR,RDOF,401691,"WINDSTREAM HOLDINGS II, LLC",WINDSTREAM AR,2025,Total 100 Mbps/20 Mbps,40%,7667,3551,4116,0.4632,22770983.52,19168.0,1188.0,4889807.0,True,27981,30840340.0,21,,,org:WINDSTREAM HOLDINGS II,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=401691
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+ FL,RDOF,219024,"CONEXON CONNECT, LLC","Conexon Connect, LLC",2025,Total 1 Gbps/500 Mbps,60%,37488,28700,8788,0.7656,34376687.5,62480.0,550.2,4835185.0,True,50867,33824156.0,10,20619064.0,12186116.0,org:CONEXON CONNECT,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=219024
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+ OK,ACAM,431984,HILLIARY ACQUISITION CORP 2016 LLC,OKLAHOMA COMM SYSTEM,2025,Total 25 Mbps/3 Mbps,70%,3668,2763,905,0.7533,27830874.6,5240.0,5311.24,4806668.0,True,1038,7468845.0,3,,,,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=431984
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+ MO,ACAM II,421882,"CABLE ONE, INC.",FIDELITY TEL CO,2025,Total 25 Mbps/3 Mbps,70%,5163,3694,1469,0.7155,23940660.6,7376.0,3245.88,4768193.0,True,1469,4768193.0,5,,,org:CABLE ONE,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=421882
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+ NE,ACAM,371524,AMERICAN BROADBAND HOLDING COMPANY,BLAIR TEL CO,2025,Total 25 Mbps/3 Mbps,70%,1583,1221,362,0.7713,25505565.36,2261.0,11278.52,4082824.0,True,1417,7283518.0,6,,,,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=371524
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+ AL,ACAM,250314,"TELEPHONE AND DATA SYSTEMS, INC.","PEOPLES TELEPHONE COMPANY, INC.",2025,Total 25 Mbps/3 Mbps,70%,6766,5400,1366,0.7981,28665798.24,9666.0,2965.72,4051173.0,True,9111,37729155.0,24,,,org:TELEPHONE AND DATA SYSTEMS,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=250314
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+ MD,RDOF,189039,"TALKIE COMMUNICATIONS, INC.","Talkie Communications, Inc.",2025,Total 1 Gbps/500 Mbps,40%,12474,5912,6562,0.4739,17456932.8,31185.0,559.79,3673317.0,True,9422,5637345.0,2,,,org:TALKIE COMMUNICATIONS,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=189039
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+ AL,RDOF,250302,"WINDSTREAM HOLDINGS II, LLC",WINDSTREAM AL,2025,Total 1 Gbps/500 Mbps,40%,4077,926,3151,0.2271,11367086.4,10193.0,1115.24,3514122.0,True,27981,30840340.0,21,,,org:WINDSTREAM HOLDINGS II,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=250302
19
+ GA,RDOF,223037,"WINDSTREAM HOLDINGS II, LLC",WINDSTREAM GA COMM,2025,Total 1 Gbps/500 Mbps,40%,19279,16414,2865,0.8514,58934193.6,48198.0,1222.76,3503220.0,True,27981,30840340.0,21,,,org:WINDSTREAM HOLDINGS II,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=223037
20
+ MI,ACAM,310685,"TELEPHONE AND DATA SYSTEMS, INC.",CHATHAM TEL CO - MI,2025,Total 25 Mbps/3 Mbps,70%,3478,2816,662,0.8097,25845921.24,4969.0,5201.88,3443646.0,True,9111,37729155.0,24,,,org:TELEPHONE AND DATA SYSTEMS,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=310685
21
+ AL,RDOF,259050,"POINT BROADBAND FIBER HOLDING, LLC","Point Broadband Fiber Holding, LLC",2025,Total 1 Gbps/500 Mbps,60%,11038,8004,3034,0.7251,20831796.14,18397.0,1132.37,3435604.0,True,4756,5204631.0,7,3871420.0,0.0,org:POINT BROADBAND FIBER HOLDING,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=259050
22
+ ME,RDOF,105111,"CONSOLIDATED COMMUNICATIONS, LLC",NORTHERN NEW ENGLAND TELEPHONE OPERATIONS LLC,2025,Total 1 Gbps/500 Mbps,60%,6907,3763,3144,0.5448,12426870.72,11512.0,1079.5,3393955.0,True,3492,3606581.0,14,1968329.0,964229.0,org:CONSOLIDATED COMMUNICATIONS,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=105111
23
+ MS,ACAM,280455,FAIL TELECOMMUNICATION CORPORATION,FULTON TEL CO,2025,Total 25 Mbps/3 Mbps,70%,3006,2194,812,0.7299,15699930.6,4294.0,3656.01,2968676.0,True,812,2968676.0,2,,,,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=280455
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+ NV,CAF II Auc,559005,"COMMNET WIRELESS, LLC","COMMNET OF NEVADA, LLC",2025,Total 25 Mbps/3 Mbps,100%,12844,10464,2380,0.8147,15779890.59,12844.0,1228.58,2924022.0,True,2951,3720731.0,7,5695565.0,0.0,org:COMMNET WIRELESS,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=559005
25
+ LA,ACAM II,270425,AMERICAN BROADBAND HOLDING COMPANY,CAMERON TEL CO - LA,2025,Total 25 Mbps/3 Mbps,70%,3404,2436,968,0.7156,14551246.08,4863.0,2992.32,2896570.0,True,1417,7283518.0,6,,,,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=270425
26
+ VA,RDOF,199024,"RIVERSTREET MANAGEMENT SERVICES, LLC D/B/A RIVERSTREET NETWORKS","RiverStreet Communications of Virginia, Inc.",2025,Total 1 Gbps/500 Mbps,40%,9212,4803,4409,0.5214,15117935.89,23030.0,656.45,2894267.0,True,7502,9310378.0,8,10633809.0,1928937.0,,https://opendata.usac.org/resource/99nv-p7fk.json?study_area_code=199024
summary_by_state.csv ADDED
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+ State,rows,Shortfall locations
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+ IA,346,1074
3
+ MN,152,1352
4
+ TX,136,6080
5
+ OK,114,2838
6
+ IL,114,2933
7
+ WI,111,4607
8
+ MO,102,6090
9
+ NY,88,2621
10
+ MI,77,27032
11
+ NE,74,410
12
+ OH,73,7075
13
+ KS,73,99
14
+ AR,71,10313
15
+ GA,67,4530
16
+ CO,67,2055
17
+ IN,66,7902
18
+ VA,58,9592
19
+ OR,58,1000
20
+ PA,56,13596
21
+ TN,55,4083
22
+ MS,54,11968
23
+ AL,51,22579
24
+ SD,49,0
25
+ MT,44,662
26
+ ID,44,87
27
+ ND,44,68
28
+ WA,40,92
29
+ NM,39,4852
30
+ SC,39,589
31
+ CA,36,4415
32
+ KY,35,9607
33
+ AZ,34,4805
34
+ WY,33,1399
35
+ AK,33,0
36
+ NC,32,110
37
+ NV,30,3491
38
+ LA,29,24152
39
+ UT,28,0
40
+ WV,26,3445
41
+ FL,24,8904
42
+ ME,20,3144
43
+ VT,19,4679
44
+ NH,15,325
45
+ Other (groups under 3 rows),12,11163
46
+ MA,12,68
47
+ MD,7,7069
48
+ NJ,4,0
49
+ DE,3,2860
50
+ HI,3,0
51
+ TOTAL,2797,245815