Before anyone goes collecting sewage samples, consider deriving your scaling factors from discrepencies in ICD-10 diagnostic encoding practices.<p>- Stacked bar chart: <a href="https://twitter.com/OccupyWallSt/status/1246478379064295425/photo/1" rel="nofollow">https://twitter.com/OccupyWallSt/status/1246478379064295425/...</a><p>- Govt data: <a href="https://data.cdc.gov/NCHS/Provisional-Death-Counts-for-Coronavirus-Disease-C/hc4f-j6nb" rel="nofollow">https://data.cdc.gov/NCHS/Provisional-Death-Counts-for-Coron...</a><p>ICD-10 is really the heart of the matter. Earlier recommendations have asked doctors to encode corona death information using Pneumonia (J12.89) or Bronchitis (J20.8, J40) if positive test results are available, suffixed by B97.29 if authorized by the CDC to do so. We now appear to finally have the pneumonia encoded info thanks to NCHS. Hopefully govt will open source the bronchitis encoded reports too.<p>See also:<p>- <a href="https://www.cdc.gov/nchs/data/icd/ICD-10-CM-Official-Coding-Gudance-Interim-Advice-coronavirus-feb-20-2020.pdf" rel="nofollow">https://www.cdc.gov/nchs/data/icd/ICD-10-CM-Official-Coding-...</a><p>- <a href="https://www.cdc.gov/nchs/data/icd/ICD-10-CM-April-1-2020-addenda.pdf" rel="nofollow">https://www.cdc.gov/nchs/data/icd/ICD-10-CM-April-1-2020-add...</a><p>- <a href="https://www.cdc.gov/nchs/data/icd/COVID-19-guidelines-final.pdf" rel="nofollow">https://www.cdc.gov/nchs/data/icd/COVID-19-guidelines-final....</a>