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Rewrite ingest_asp.py with academic rigor: - Strict filter to skin_substitute_hcpcs.csv code universe (NO regex) - 28 non-skin-sub Q4 codes excluded (Q4054 darbepoetin, Q4055 epoetin, Q4074-Q4099 ESRD drugs) that were incorrectly included before - source_url and source_file columns on every output row (100% provenance) - Documented column mapping rationale across 20 years of CMS format drift - DuckDB path corrected to data/aco.duckdb Result: 1,974 observations, 68 quarters (2009-Q1–2025-Q4), 169 codes Canonical source URLs: data/cms/asp_source_urls.csv (86 CMS.gov URLs) Refs #233
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| 1 | quarter | url |
|---|---|---|
| 2 | 2026-Q2 | https://www.cms.gov/files/zip/april-2026-medicare-part-b-payment-limit-files-03-24-2026-final-file.zip |
| 3 | 2026-Q1 | https://www.cms.gov/files/zip/january-2026-medicare-part-b-payment-limit-files.zip |
| 4 | 2025-Q4 | https://www.cms.gov/files/zip/october-2025-asp-pricing-final-file.zip |
| 5 | 2025-Q3 | https://www.cms.gov/files/zip/july-2025-asp-pricing-file.zip |
| 6 | 2025-Q2 | https://www.cms.gov/files/zip/april-2025-asp-pricing-file.zip |
| 7 | 2025-Q1 | https://www.cms.gov/files/zip/january-2025-asp-pricing-file-03/11/25-final-file.zip |
| 8 | 2024-Q4 | https://www.cms.gov/files/zip/october-2024-asp-pricing-file.zip |
| 9 | 2024-Q3 | https://www.cms.gov/files/zip/july-2024-asp-pricing-file.zip |
| 10 | 2024-Q2 | https://www.cms.gov/files/zip/april-2024-asp-pricing-file.zip |
| 11 | 2024-Q1 | https://www.cms.gov/files/zip/january-2024-asp-pricing-file.zip |
| 12 | 2023-Q4 | https://www.cms.gov/files/zip/october-2023-asp-pricing-file.zip |
| 13 | 2023-Q3 | https://www.cms.gov/files/zip/july-2023-asp-pricing-file.zip |
| 14 | 2023-Q2 | https://www.cms.gov/files/zip/april-2023-asp-pricing-file.zip |
| 15 | 2023-Q1 | https://www.cms.gov/files/zip/january-2023-asp-pricing-file.zip |
| 16 | 2022-Q4 | https://www.cms.gov/files/zip/october-2022-asp-pricing-file.zip |
| 17 | 2022-Q3 | https://www.cms.gov/files/zip/july-2022-asp-pricing-file.zip |
| 18 | 2022-Q2 | https://www.cms.gov/files/zip/april-2022-asp-pricing-file.zip |
| 19 | 2022-Q1 | https://www.cms.gov/files/zip/january-2022-asp-pricing-file.zip |
| 20 | 2021-Q4 | https://www.cms.gov/files/zip/october-2021-asp-pricing-file.zip |
| 21 | 2021-Q3 | https://www.cms.gov/files/zip/july-2021-asp-pricing-file.zip |
| 22 | 2021-Q2 | https://www.cms.gov/files/zip/april-2021-asp-pricing-file.zip |
| 23 | 2021-Q1 | https://www.cms.gov/files/zip/january-2021-asp-pricing-file.zip |
| 24 | 2020-Q4 | https://www.cms.gov/files/zip/october-2020-asp-pricing-file.zip |
| 25 | 2020-Q3 | https://www.cms.gov/files/zip/july-2020-asp-pricing-file-updated-06012020.zip |
| 26 | 2020-Q2 | https://www.cms.gov/files/zip/april-2020-asp-pricing-file.zip |
| 27 | 2020-Q1 | https://www.cms.gov/files/zip/january-2020-asp-pricing-file.zip |
| 28 | 2019-Q4 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/2019-Oct-ASP-Pricing-File.zip |
| 29 | 2019-Q3 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/Downloads/2019-July-ASP-Pricing-File.zip |
| 30 | 2019-Q2 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/April-2019-ASP-Pricing-File.zip |
| 31 | 2019-Q1 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/Downloads/2019-January-ASP-Pricing-File.zip |
| 32 | 2018-Q4 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/Downloads/2018-Oct-ASP-Pricing-File.zip |
| 33 | 2018-Q3 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/Downloads/2018-July-ASP-Pricing-File.zip |
| 34 | 2018-Q2 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/Downloads/2018-April-ASP-Pricing-File.zip |
| 35 | 2018-Q1 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/Downloads/2018-January-ASP-Pricing-File.zip |
| 36 | 2017-Q4 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/Downloads/2017-October-ASP-Pricing-File.zip |
| 37 | 2017-Q3 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/Downloads/2017-July-ASP-Pricing-File.zip |
| 38 | 2017-Q2 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/Downloads/2017-April-ASP-Pricing.zip |
| 39 | 2017-Q1 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/Downloads/2017-January-ASP-Pricing-Files.zip |
| 40 | 2016-Q4 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/Downloads/2016-October-ASP-Pricing-File.zip |
| 41 | 2016-Q3 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/Downloads/2016-July-ASP-Pricing-File.zip |
| 42 | 2016-Q2 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/2016-April-ASP-Pricing-File.zip |
| 43 | 2016-Q1 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/2016-January-ASP-Pricing-File.zip |
| 44 | 2015-Q4 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/2015-October-ASP-Pricing-File.zip |
| 45 | 2015-Q3 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/2015-July-ASP-Pricing-File.zip |
| 46 | 2015-Q2 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/2015-April-ASP-Pricing-File.zip |
| 47 | 2015-Q1 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/2015-January-ASP-Pricing-File.zip |
| 48 | 2014-Q4 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/2014-October-ASP-Pricing-File.zip |
| 49 | 2014-Q3 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/Jul-2014-ASP-Pricing-File.zip |
| 50 | 2014-Q2 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/Apr-14-ASP-Pricing-File.zip |
| 51 | 2014-Q1 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/Jan-14-ASP-Pricing-File.zip |
| 52 | 2013-Q4 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/2013-October-ASP-Pricing-File.zip |
| 53 | 2013-Q3 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/2013-July-ASP-Pricing-File.zip |
| 54 | 2013-Q2 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/Apr-13-ASP-Pricing-file.zip |
| 55 | 2013-Q1 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/Jan-2013-ASP-Pricing-File.zip |
| 56 | 2012-Q4 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/October-2012-ASP-Pricing-File.zip |
| 57 | 2012-Q3 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/July-2012-ASP-Pricing-File.zip |
| 58 | 2012-Q2 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/April-2012-ASP-Pricing-file-revised030513.zip |
| 59 | 2012-Q1 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/Jan_2012_ASP_Pricing_File.zip |
| 60 | 2011-Q4 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/Oct_2011_ASP_Pricing_File.zip |
| 61 | 2011-Q3 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/July_2011_ASP_Pricing_File.zip |
| 62 | 2011-Q2 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/April_2011_ASP_Pricing_File.zip |
| 63 | 2011-Q1 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/January2011_ASP_PricingFile.zip |
| 64 | 2010-Q4 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/October_2010_ASP_Pricing_File.zip |
| 65 | 2010-Q3 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/July_2010_ASP_Pricing_File.zip |
| 66 | 2010-Q2 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/April_2010_ASP_Pricing_File.zip |
| 67 | 2010-Q1 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/January_2010_ASP_Pricing_File.zip |
| 68 | 2009-Q4 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/October_2009_ASP_Pricing_File.zip |
| 69 | 2009-Q3 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/July_2009_ASP_Pricing_File.zip |
| 70 | 2009-Q2 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/April_2009_ASP_Pricing_File_by_HCPCS.zip |
| 71 | 2009-Q1 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/JAN_2009_ASP_Pricing_File_by_HCPCS.zip |
| 72 | 2008-Q4 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/October2008ASPPricingFilebyHCPCS.zip |
| 73 | 2008-Q3 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/July2008ASPPricingFilebyHCPCS.zip |
| 74 | 2008-Q2 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/April08ASPbyHCPCS.zip |
| 75 | 2008-Q1 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/Jan08ASPbyHCPCS.zip |
| 76 | 2007-Q4 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/October07ASPbyHCPCS.zip |
| 77 | 2007-Q3 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/July07ASPbyHCPCS_121707.zip |
| 78 | 2007-Q2 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/April07ASPbyHCPCS_121707.zip |
| 79 | 2007-Q1 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/Jan07ASPbyHCPCS_121707.zip |
| 80 | 2006-Q4 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/oct06asp_hcpcs.zip |
| 81 | 2006-Q3 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/july06asp_hcpcs.zip |
| 82 | 2006-Q2 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/apr06pricing.zip |
| 83 | 2006-Q1 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/Jan06pricing.zip |
| 84 | 2005-Q4 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/oct05aspbyhcpcs033106v2.zip |
| 85 | 2005-Q3 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/jul05aspbyhcpcs_032906.zip |
| 86 | 2005-Q2 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/apr05aspbyhcpcsv8_033106.zip |
| 87 | 2005-Q1 | https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Part-B-Drugs/McrPartBDrugAvgSalesPrice/downloads/jan05aspbyhcpcsv6_033106.zip |