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Signature Care

s3://talon-storage-private/mrf-feed-uploads/2026-03/20260218_Signature_Care_EPO_in-network_rate.json
File date: 2026-02-18 Run: 2026-04-24 00:23 EDT v1.0.0
78.9
Usable w/ Caution
Generated At
2026-04-24 00:23 EDT
Elapsed
687.10s
Tool Version
1.0.0
Parse Errors / Crashes
0 / 0
File (raw compressed)
Size:  4.26 GB (4,574,947,067 bytes)
MD5:  26f28a054e35f5a57baf1b319ad764ad
TOC Source
talon-storage-private/mrf-feed-uploads/2026-03/2026-03_plan_ref_f7e870d86e5a0ea993f287c2a4162c90_index.json
Talon
Canonical: s3://talon-storage-private/mrf-feed-uploads/2026-03/20260218_Signature_Care_EPO_in-network_rate.json
1 plan(s) in TOC
Plan Name Plan ID Issuer Market
EPO Signature Care (custom) — —
CMS Official Schema Validation PASSED
Schema Integrity
89.7
Provider Mapping
96.9
Code Coverage
70.0
Pricing Sanity
67.3
Provider Geographic Coverage Loading…
Analysing provider locations…
Warnings (12)
header_conditional
Partial plan fields present — missing: ['plan_id', 'plan_id_type']
file_freshness
File is 65 days old (last_updated_on exceeds the 45-day threshold)
expired_prices
333568 negotiated_prices have past expiration dates (6.5%)
npi_validity
0.10% of NPIs failed Luhn checksum validation (27 of 27473)
  • 0
  • 1111111111
  • 1111111113
  • 1111111114
  • 1111111115
  • … and 5 more
ein_validity
15 EINs failed IRS prefix validation
  • 10564156
  • 10570843
  • 10573848
  • 10672877
  • 10877201
  • … and 5 more
billing_code_format
11304 CPT codes do not match expected format
billing_code_format
1550 HCPCS codes do not match expected format
duplicate_billing_codes
10646 billing codes appear in more than one in_network item (99.9%)
rate_spread_by_class
billing_class='professional' / negotiated_type='negotiated': P95/P50 spread is 8.1x (threshold: 5x, N=4,306,988 (1,000 sampled), high confidence)
rate_spread_by_class
billing_class='institutional' / negotiated_type='negotiated': P95/P50 spread is 51.8x (threshold: 10x, N=178,171 (1,000 sampled), high confidence)
per_code_rate_spread
678 rate contexts have a max/min ratio exceeding the type-specific threshold (20x professional / 50x facility, min 3 occurrences required). Each context is a unique combination of all 10 rate-key dimensions. n= shows how many distinct provider rates exist for that exact context.
Code Code Type Negotiated Type Billing Class Arrangement Setting Min Median Mean Max Ratio n
J1826 HCPCS negotiated institutional ffs — $4.48 $4.48 $462.72 $3084.40 688.5× 12
38240 CPT negotiated institutional ffs — $130.39 $291.01 $7193.77 $34730.83 266.4× 5
J9263 HCPCS negotiated professional ffs — $0.05 $0.06 $0.17 $12.00 240.0× 421
J9263 HCPCS negotiated professional ffs — $0.05 $0.06 $0.22 $12.00 240.0× 229
J9263 HCPCS negotiated professional ffs — $0.05 $0.06 $0.24 $12.00 240.0× 200
J9263 HCPCS negotiated professional ffs — $0.05 $0.06 $0.39 $12.00 240.0× 108
J9263 HCPCS negotiated professional ffs — $0.05 $0.06 $0.28 $11.80 236.0× 55
J9263 HCPCS negotiated professional ffs — $0.06 $0.06 $0.41 $12.00 200.0× 131
J9263 HCPCS negotiated professional ffs — $0.06 $0.06 $0.42 $12.00 200.0× 95
J9263 HCPCS negotiated professional ffs — $0.06 $0.06 $0.74 $12.00 200.0× 36
institutional_with_service_codes
125830 institutional billing_class prices (2.47%) have service_code set. service_code (place-of-service) is a professional billing concept; setting it on institutional rates creates extra rate-context-key variation.
Info (4)
far_future_expiration
1050 expiration_dates are more than 3 years in the future
duplicate_npis
1977 NPIs appear in more than one provider group
per_diem_rates
167 per-diem rates (0.0%) — not dollar amounts; excluded from spread analysis
percentage_rates
610191 percentage rates (12.0%) — values represent % of a reference rate, not dollar amounts; excluded from spread analysis
Recommended Actions
  1. 1.
    provider_mapping npi_validity
    0.10% of NPIs failed Luhn checksum validation (27 of 27473)
    P2
  2. 2.
    provider_mapping ein_validity
    15 EINs failed IRS prefix validation
    P2
  3. 3.
    pricing rate_spread_by_class
    billing_class='professional' / negotiated_type='negotiated': P95/P50 spread is 8.1x (threshold: 5x, N=4,306,988 (1,000 sampled), high confidence)
    P2
  4. 4.
    pricing rate_spread_by_class
    billing_class='institutional' / negotiated_type='negotiated': P95/P50 spread is 51.8x (threshold: 10x, N=178,171 (1,000 sampled), high confidence)
    P2
  5. 5.
    pricing per_code_rate_spread
    678 rate contexts have a max/min ratio exceeding the type-specific threshold (20x professional / 50x facility, min 3 occurrences required). Each context is a unique combination of all 10 rate-key dimensions. n= shows how many distinct provider rates exist for that exact context.
    P2
  6. 6.
    pricing institutional_with_service_codes
    125830 institutional billing_class prices (2.47%) have service_code set. service_code (place-of-service) is a professional billing concept; setting it on institutional rates creates extra rate-context-key variation.
    P2
  7. 7.
    schema header_conditional
    Partial plan fields present — missing: ['plan_id', 'plan_id_type']
    P2
  8. 8.
    schema file_freshness
    File is 65 days old (last_updated_on exceeds the 45-day threshold)
    P2
  9. 9.
    schema expired_prices
    333568 negotiated_prices have past expiration dates (6.5%)
    P2
  10. 10.
    code_coverage billing_code_format
    11304 CPT codes do not match expected format
    P3
  11. 11.
    code_coverage billing_code_format
    1550 HCPCS codes do not match expected format
    P3
  12. 12.
    code_coverage duplicate_billing_codes
    10646 billing codes appear in more than one in_network item (99.9%)
    P3
Metrics

header_missing_fields
header_conditional_issues Partial plan fields present — missing: ['plan_id', 'plan_id_type']
file_age_days 65
items_total 5095517
items_missing_required_pct 0.0
items_empty_rates 0
prices_total 5095517
prices_missing_required_pct 0.0
prices_missing_field_breakdown
prices_missing_service_code 0
prices_invalid_billing_class 0
rates_without_providers 0
negotiation_arrangements
ffs 5095517
billing_code_types
CPT 3712740
MS-DRG 5664
RC 360
HCPCS 1376406
CSTM-ALL 347
expired_prices 333568
invalid_expiration_format 0

provider_references_in_file 1630
provider_group_ids_referenced 1361
unresolved_references 0
resolution_rate_pct 100.0
npis_validated 27473
invalid_npi_count 27
invalid_npi_examples 0, 0, 0, 0, 0, 0, 0, 0, 0, 0
eins_validated 1361
invalid_ein_count 15
invalid_ein_examples 10564156, 10570843, 10573848, 10672877, 10877201, 10877201, 10894487, 20701635, 285485892, 30575326
empty_npi_groups 0
groups_without_tin 0
npis_in_multiple_groups 1977
unique_npis 0, 1003012352, 1003013673, 1003014481, 1003018201, 1003021973, 1003023045, 1003025511, 1003026493, 1003026501, 1003027947, 1003029968, 1003039553, 1003044520, 1003045634, 1003049115, 1003049602, 1003050998, 1003053901, 1003056300, 1003058405, 1003058454, 1003066234, 1003066325, 1003066580, 1003069402, 1003069782, 1003074485, 1003075276, 1003075565, 1003076530, 1003078312, 1003082850, 1003083650, 1003083684, 1003085226, 1003088139, 1003091133, 1003107517, 1003113242, 1003119876, 1003120510, 1003121104, 1003121971, 1003128356, 1003131871, 1003136367, 1003137068, 1003137126, 1003153347, 1003163932, 1003164062, 1003172719, 1003173212, 1003173220, 1003173766, 1003175365, 1003175530, 1003176710, 1003178690, 1003179821, 1003181322, 1003200262, 1003200775, 1003202763, 1003205543, 1003206962, 1003217274, 1003226770, 1003227232, 1003228545, 1003234394, 1003240664, 1003245317, 1003247982, 1003253584, 1003254236, 1003262965, 1003263427, 1003265208, 1003267246, 1003268707, 1003270786, 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1972964724, 1972966638, 1972968014, 1972979771, 1972982890, 1972983641, 1972984599, 1972988913, 1972988954, 1972993947, 1972999803, 1982008223, 1982011904, 1982014296, 1982015186, 1982018636, 1982020186, 1982024634, 1982026589, 1982035135, 1982036919, 1982044764, 1982046587, 1982046645, 1982048617, 1982049136, 1982049250, 1982050118, 1982052866, 1982053872, 1982061701, 1982066072, 1982067039, 1982078465, 1982080669, 1982086047, 1982086153, 1982090361, 1982098844, 1982108940, 1982109963, 1982116117, 1982119301, 1982122370, 1982128328, 1982130498, 1982131355, 1982137246, 1982137303, 1982138921, 1982156402, 1982160065, 1982162491, 1982162723, 1982164216, 1982166781, 1982168316, 1982171500, 1982174454, 1982180568, 1982193231, 1982193702, 1982195806, 1982202818, 1982206694, 1982213591, 1982216263, 1982220109, 1982220505, 1982225140, 1982225298, 1982227567, 1982230918, 1982232807, 1982233359, 1982234126, 1982248837, 1982249819, 1982250213, 1982253340, 1982262796, 1982268751, 1982270575, 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1982711321, 1982712113, 1982712162, 1982718250, 1982720009, 1982721619, 1982725289, 1982734208, 1982746178, 1982746319, 1982761979, 1982768255, 1982770707, 1982781373, 1982785457, 1982785929, 1982786869, 1982787586, 1982787768, 1982791612, 1982792669, 1982796512, 1982797122, 1982797361, 1982804357, 1982806980, 1982807772, 1982809901, 1982817995, 1982818506, 1982827317, 1982830584, 1982831939, 1982833257, 1982839296, 1982843967, 1982845079, 1982845921, 1982852166, 1982854741, 1982855615, 1982860573, 1982861472, 1982861522, 1982862249, 1982863312, 1982865622, 1982866109, 1982866430, 1982868766, 1982868857, 1982870127, 1982871802, 1982892493, 1982893673, 1982895850, 1982896759, 1982897294, 1982911491, 1982911681, 1982918199, 1982918231, 1982923439, 1982930889, 1982942264, 1982962858, 1982967022, 1982982310, 1982985248, 1982992939, 1982997433, 1982999512, 1992003149, 1992013957, 1992014633, 1992017255, 1992020622, 1992023022, 1992024327, 1992024616, 1992028039, 1992039192, 1992047815, 1992047823, 1992050041, 1992056774, 1992058325, 1992064521, 1992065353, 1992068589, 1992069462, 1992076707, 1992081327, 1992081582, 1992088546, 1992090336, 1992090625, 1992090971, 1992091797, 1992092761, 1992099212, 1992106975, 1992109391, 1992115273, 1992115638, 1992119440, 1992120315, 1992123640, 1992124994, 1992125116, 1992129183, 1992141816, 1992142004, 1992144935, 1992145650, 1992146591, 1992149017, 1992149520, 1992150015, 1992156178, 1992159206, 1992159537, 1992166490, 1992167746, 1992168553, 1992169601, 1992174825, 1992180970, 1992183230, 1992187751, 1992188395, 1992189740, 1992192470, 1992192769, 1992198527, 1992198899, 1992199442, 1992202394, 1992203616, 1992208771, 1992210421, 1992211668, 1992214134, 1992225502, 1992226633, 1992227920, 1992229850, 1992235022, 1992236095, 1992236749, 1992239198, 1992240022, 1992246268, 1992264071, 1992265318, 1992265904, 1992267512, 1992267991, 1992268882, 1992269112, 1992280960, 1992282511, 1992288476, 1992291108, 1992292395, 1992302517, 1992303770, 1992306617, 1992309017, 1992313738, 1992314504, 1992319933, 1992322812, 1992324883, 1992332514, 1992332712, 1992332738, 1992333066, 1992334601, 1992335566, 1992335913, 1992336713, 1992344105, 1992352934, 1992354104, 1992354914, 1992358063, 1992362131, 1992362701, 1992364517, 1992365159, 1992365449, 1992382477, 1992395982, 1992399745, 1992403505, 1992403745, 1992405534, 1992409478, 1992437602, 1992438147, 1992442610, 1992443584, 1992449888, 1992465363, 1992471734, 1992496558, 1992498265, 1992500797, 1992528061, 1992540322, 1992560312, 1992561922, 1992569107, 1992581557, 1992677694, 1992703581, 1992705156, 1992706428, 1992708051, 1992715015, 1992715965, 1992716179, 1992722466, 1992723654, 1992723977, 1992724983, 1992726814, 1992731905, 1992735567, 1992736425, 1992737100, 1992737779, 1992741896, 1992742159, 1992742670, 1992744106, 1992746200, 1992746820, 1992748339, 1992749402, 1992749907, 1992752018, 1992754659, 1992755490, 1992755870, 1992760953, 1992761159, 1992762124, 1992763437, 1992768691, 1992769970, 1992770440, 1992776181, 1992780894, 1992781470, 1992785430, 1992786198, 1992786248, 1992788210, 1992788715, 1992797377, 1992798714, 1992801492, 1992802995, 1992805238, 1992814537, 1992840425, 1992847636, 1992855688, 1992860597, 1992864136, 1992884340, 1992885669, 1992887632, 1992891238, 1992897045, 1992897680, 1992904023, 1992906382, 1992910186, 1992912471, 1992913560, 1992922249, 1992934178, 1992935217, 1992937601, 1992938393, 1992946677, 1992947881, 1992948988, 1992951651, 1992954309, 1992957369, 1992959076, 1992960850, 1992962435, 1992963227, 1992965917, 1992970883, 1992973481, 1992974968, 1992979884, 1992980767, 1992986582, 1992992663, 1992994487, 8459741841, 8541697541

unique_codes_total 10655
duplicate_codes 10646
duplicate_pct 99.92
by_code_type
CPT 7160
MS-DRG 708
RC 49
HCPCS 2737
CSTM-ALL 1
unknown_code_types
format_invalid_by_type
CPT 11304
HCPCS 1550
codes_not_in_reference reference_not_loaded
most_frequent_codes
Type Code Occurrences
CPT 90846 817
CPT 90847 817
CPT 90853 817
CPT 90880 817
CPT 90849 813
CPT 98966 801
CPT 98968 801
CPT 99253 792
CPT 99254 792
CPT 99255 792
CPT 90885 788
CPT 90887 788
CPT 99252 788
CPT 90832 787
CPT 90834 787
CPT 90837 787
CPT 90792 786
CPT 90791 785
CPT 90833 785
CPT 90836 785

total_prices_checked 5095517
total_rates 4485159
per_diem_rates 167
percentage_rates 610191
negative_rates 0
zero_rates 0
extreme_high_rates 2123
extreme_low_rates 0
rate_distribution
sample_n 4485159
sample_k 5000
confidence high
p5 5.0195
p25 45.5
p50 272.16
p75 895.2624999999999
p95 2537.627000000001
p99 5858.917600000002
by_billing_class
Class / Type Count Median p25 p75 p95 Confidence
professional/negotiated 4,306,988 267.3 46.2 839.1 2174.5 high
institutional/negotiated 178,171 218.4 39.7 977.2 11311.3 high
negotiated_types
negotiated 4485159
unique_rate_contexts 375861
rate_key_dimension_validity
invalid_negotiated_type 0
invalid_negotiated_types_seen {}
invalid_setting 0
invalid_settings_seen {}
invalid_severity_of_illness 0
severity_on_non_apr_drg 0
institutional_with_service_codes 125830
invalid_service_code_format 0
billing_code_modifier_too_long 0
Scoring Methodology embedded in this report at generation time

Weighted sum of four structural dimensions, normalized to a 0–100 scale.

Normalized Weights
Schema Integrity 30%
Provider Mapping 15%
Code Coverage 15%
Pricing Sanity 40%
Confidence Bands
High ≥90
Usable With Caution ≥75
Limited Reliability ≥60
Not Usable <60
Score Caps
ConditionCapReason
Raw Json Errors Only 74.0 Native JSON syntax errors in the unpatched source file. File must be re-exported by the payer; scoring reflects auto-patched data only.
Cms Validation Failure Only 65.0 CMS official schema validator reports the file does not conform to the TIC spec.
Both Raw Json Errors And Cms Failure 59.0 Both native JSON syntax errors and CMS schema validation failure present.
Rate Context Key — 14-Tuple Field Coverage

Every rate in a CMS TIC MRF file is described by a 14-field tuple. Fields 1–10 form the rate-context key used to group and compare rates across the system. Fields 11–12 (provider, expiration date) are validated separately and excluded from the grouping key for analytical reasons. Each of the four scoring dimensions validates a distinct slice of this tuple — together they cover all 14 fields.

FieldValidated by
1 billing_code_type Schema (required field) + Code Coverage (enum + format validation)
2 billing_code_type_version Schema (required field)
3 billing_code Schema (required field) + Code Coverage (format, duplicates, reference lookup)
4 billing_code_modifier Pricing (modifier length, key normalization)
5 service_code Pricing (POS format, normalization, institutional-class check)
6 negotiated_type Pricing (CMS TIC enum validation)
7 billing_class Schema (CMS TIC enum validation) + Pricing (spread thresholds)
8 negotiation_arrangement Schema (CMS TIC enum validation) + Pricing (FFS vs bundle/capitation gating)
9 severity_of_illness Pricing (APR-DRG only, valid values 1–4)
10 setting Pricing (CMS TIC enum validation)
11 provider (NPI/EIN) Provider Mapping (Luhn checksum, IRS prefix, group resolution) — excluded from grouping key
12 expiration_date Schema (date validity, far-future sanity) — excluded from grouping key
13 additional_generic_notes not validated (free-text)
14 negotiated_rate Pricing (negative/zero/extreme-value checks, spread analysis)
  • Fields 1–10 are the grouping key. Each unique combination is a distinct rate context — rates with different modifiers, POS codes, or arrangements land in separate buckets and are never compared against each other.
  • Provider (field 11) is excluded from the key: the spread check is cross-provider by design. Partitioning by provider produces singleton buckets and eliminates the spread signal.
  • Expiration date (field 12) is excluded because it is a contract lifecycle attribute, not a clinical context. Rates for the same service should be comparable regardless of when they expire.
  • service_code (field 5) arrays are flattened and normalized before keying: '1' → '01', and a rate with ['11','22'] contributes to both the '11' and '22' buckets so rates are compared apples-to-apples by place of service.

Validates required fields, enum values, conditional requirements, and date validity per the CMS TIC in-network-rates schema. Also checks file freshness and expiration date sanity.

Scoring Method
Penalty-based deductions from 100, capped per category.
Penalty / ComponentFormula
per_missing_required_header_field 5
per_header_conditional_issue 2
freshness_warn 5
freshness_error 10
item_missing_fields_pct ×5 (cap 30)
empty_rates_pct ×0.5 (cap 5)
price_missing_fields_pct ×10 (cap 30)
rates_without_providers_rate ×200 (cap 20)
expired_prices_pct ×0.5 (cap 5)
Thresholds
file freshness warn days 45
file freshness error days 90
expiry far future years 3

Verifies that all provider_group_id references in in_network items resolve to an entry in the provider_references array. Validates NPI integrity via Luhn checksum and EIN integrity via IRS-issued 2-digit prefix.

Scoring Method
Weighted component sum (not purely penalty-based).
ComponentFormula
provider_resolution (60%) resolution_rate% × 0.60
npi_validity (30%) (100 − invalid_npi_pct × 5) × 0.30
ein_validity (10%) 10 − min(invalid_ein_count × 0.2, 10)
Checks
provider_group_resolution Ratio of provider_group_id references that resolve to a known provider group. Unresolved references mean rates cannot be attributed to any provider.
npi_validity Luhn checksum applied to every NPI value in the file.
ein_validity IRS-issued 2-digit prefix validation on EIN values.
empty_npi_groups Provider groups with an empty npi list.
missing_tin Provider groups with no TIN (type + value pair).
duplicate_npis Informational: NPIs appearing in more than one provider group.

Tracks every (billing_code_type, billing_code) pair and flags unrecognized CMS TIC code types, format violations for CPT/HCPCS/NDC, and duplicates (same code appearing in multiple in_network items).

Scoring Method
Penalty-based deductions from 100.
Penalty / ComponentFormula
per_unknown_code_type 3 pts each (cap 20)
format_invalid_pct × 0.5 (cap 10)
duplicate_code_pct × 2 (cap 20)
codes_not_in_reference_pct × 0.5 (cap 30) — only when reference set is loaded
Recognized Code Types
AP-DRG, APC, APR-DRG, APS-DRG, CDT, CPT, CSTM-ALL, EAPG, HCPCS, HIPPS, ICD, LOCAL, MS-DRG, NDC, R-DRG, RC, S-DRG

Detects invalid rates (negative, zero, extreme-value) and distribution anomalies (per-class P95/P50 spread, per-code max/min ratio, flat-rate distributions). Exact counts are used for all validity checks (negative, zero, extreme, dimension validity). Percentile-based checks (spread, IQR) use reservoir sampling — k=5 000 global, k=1 000 per (billing_class, negotiated_type) bucket — so memory stays bounded on large files. Per-code max/min spread is exact (all rates seen, no sampling).

Scoring Method
Penalty-based deductions from 100.
Penalty / ComponentFormula
negative_rate_pct × 5 (cap 20)
zero_rate_pct × 3 (cap 15)
extreme_rate_pct × 5 (cap 25) — ffs only
class_spread_excess (spread − threshold) × 2, max across (billing_class, negotiated_type) buckets (cap 15)
per_code_high_spread_count × 0.1 (cap 15)
invalid_negotiated_type_pct × 3 (cap 10) — rates silently dropped
invalid_setting_pct × 1 (cap 5) — silently defaults to wildcard
invalid_severity_pct × 1 (cap 5) — silently normalised to ''
institutional_with_service_codes_pct × 1 (cap 5) — extra key variation
invalid_service_code_pct × 2 (cap 5) — encode raises ValueError
Thresholds
extreme high by billing class professional: 25000.0institutional: 2000000.0both: 2000000.0default: 500000.0
extreme low 0.01
spread warn p95 over p50 by class professional: 5institutional: 10both: 10default: 5
per rate context max min ratio professional_codes: 20facility_drg_codes: 50
flat rate iqr p75 threshold pct 5.0
flat rate min rates to check 100
spread min n to flag 50
per code min n to flag 3
Notes
  • per diem and percentage rates are not dollar amounts and are excluded from all spread and distribution analysis.
  • Zero rates are treated as errors per CMS schema (exclusiveMinimum: 0).
  • Extreme-value flags (negative, zero, extreme high/low) are only applied to ffs negotiation_arrangement rates — bundle and capitation rates have different magnitude ranges and lack calibrated thresholds.
  • P95/P50 spread and flat-rate IQR checks are keyed by (billing_class, negotiated_type) so fee schedule and negotiated distributions are evaluated independently.
  • flat_rate_distribution is suppressed for negotiated_type='fee schedule' buckets — a flat distribution is correct behaviour for a fee schedule, not a defect.

The dashboard assigns a persistent mrf_key to each MRF. All validation runs of the same MRF share the same key so the score-history chart reflects how a file has changed over time — even if the payer re-exports it at a new URL. This key is not stored in the report JSON; it is computed at ingest time.

Key derivation (priority order)
TierWhen usedInput string
1 Both reporting_entity_name and plan_id present plan|<entity>|<plan_id_type>|<plan_id>
2 plan_id absent — falls back to URL (entity name alone is not safe: a payer publishes multiple distinct plans under the same entity) <file_location URL>

The key is a 16-character MD5 hex digest of the input string (case-insensitive, whitespace-stripped). Tier 1 is stable across monthly file re-exports because the plan identity in the MRF header does not change when the payer fixes a bug and re-publishes. Tier 3 is URL-dependent and will produce a new key if the file path changes.

This run:
mrf_keyec1a18f3aafed2ca
EntitySignature Care
Plan nameEPO
Key tier Tier 2 URL hash

Geographic analysis is a supplemental feature computed on demand after scoring completes. It does not affect any scoring dimension — it is an observational overlay to help assess the breadth and distribution of in-network providers.

Data Sources
NPPES CMS National Plan and Provider Enumeration System — monthly full-replacement CSV. Maps each NPI to its primary registered ZIP code.
ZCTA centroids GeoNames US postal code file. Maps each 5-digit ZIP to a (latitude, longitude) centroid for map placement.
Process
  1. Extract all NPIs from the MRF file (npi and npi_numbers fields).
  2. Resolve each NPI to its primary practice ZIP via NPPES lookup.
  3. Aggregate provider count per ZIP code.
  4. Map each ZIP to a (lat, lon) centroid via ZCTA table.
  5. Render as a weighted heatmap — intensity proportional to provider count per ZIP.
Limitations
  • NPIs not found in NPPES (recently issued, test NPIs, EINs used as NPIs) are excluded from the map and reduce the geocoding match rate.
  • Location reflects the provider's NPPES-registered primary address, not necessarily where they accept this specific plan.
  • Map viewport auto-fits to the bounding box of ZIP codes covering 90% of total provider count, dropping sparse geographic outliers.