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Presents:
How Many Americans
Died of the Russian Flu?
ROBERT LEGGE, JONATHAN WALTON, ELIJAH FIORE
SPONSOR: PROFESSOR TOM EWING, DEPARTMENT OF HISTORY
KG3 Presents:
Problem Statement
How many people died of the Russian Flu between
December 1889 and January 1890 in the United
States?
 Russian Flu killed an estimated 1 million
worldwide
 Spanish Flu killed an estimated 50 million
worldwide, infected 500 million
 1890 Census is the primary source of data
“Acting in concert we ought to knock out the town”
Evening World (NYC)
January 7, 1890
2
What is
the
Census?
3
Literature Review
 Only a handful of articles exist on the Russian Flu.
 French study examining age distribution of the epidemic based on
census data from 15 countries
 Paper by J.F. Brundage investigating case rates and death rates from
different strains of influenza in the American Journal of Preventative
Medicine
Professor Ewing’s theory is well cited in his exploratory article on the Vital
Statistics data. He illustrates a lack of reported “La Grippe” cases paired with
an abundance of other reported diseases such as pneumonia.
4
Design Criteria
Visualizations
 Usefulness
 Ease of Understanding
 Run-time
 Aesthetic Appeal
Mathematical Modeling
 Historical Validity
 Timeliness
 Usability
 Model Adaptability
5
Design Approach
1. Statistical Analysis
 Compare 1890 Census to 1880 and 1900 Censuses
 Disease fatality statistics
2. Mathematical Modeling
 SEIR model
3. Visualizations
Mathematical Modeling
6
Based on the Census Data
1890 Population 1890 La Grippe Deaths
7
Grouping 8
Excess Analysis Method
𝑇𝑟𝑒𝑛𝑑 𝑟𝑎𝑡𝑒 =
𝐵𝑟𝑜𝑛𝑐ℎ𝑖𝑡𝑖𝑠 𝑑𝑒𝑎𝑡ℎ 𝑟𝑎𝑡𝑒 1900 − 𝐵𝑟𝑜𝑛𝑐ℎ𝑖𝑡𝑖𝑠 𝑑𝑒𝑎𝑡ℎ 𝑟𝑎𝑡𝑒 1880
20
𝑃𝑟𝑒𝑑𝑖𝑐𝑡𝑒𝑑 𝑑𝑒𝑎𝑡ℎ 𝑟𝑎𝑡𝑒 1890 = 𝑡𝑟𝑒𝑛𝑑 𝑟𝑎𝑡𝑒 ∗ 10 + 𝐵𝑟𝑜𝑛𝑐ℎ𝑖𝑡𝑖𝑠 𝑑𝑒𝑎𝑡ℎ 𝑟𝑎𝑡𝑒 1880
𝐸𝑥𝑐𝑒𝑠𝑠 = 𝐴𝑐𝑡𝑢𝑎𝑙 𝑑𝑒𝑎𝑡ℎ 𝑟𝑎𝑡𝑒 1890 − 𝑃𝑟𝑒𝑑𝑖𝑐𝑡𝑒𝑑 𝑑𝑒𝑎𝑡ℎ 𝑟𝑎𝑡𝑒 1890
𝐸𝑠𝑡𝑖𝑚𝑎𝑡𝑒𝑑 𝑑𝑒𝑎𝑡ℎ 𝑟𝑎𝑡𝑒 = 𝐿𝑎 𝐺𝑟𝑖𝑝𝑝𝑒 𝑟𝑎𝑡𝑒 + 𝑀𝑎𝑟𝑘𝑒𝑟 𝑒𝑥𝑐𝑒𝑠𝑠
𝐸𝑠𝑡𝑖𝑚𝑎𝑡𝑒𝑑 𝑑𝑒𝑎𝑡ℎ𝑠 =
𝐸𝑠𝑡𝑖𝑚𝑎𝑡𝑒𝑑 𝑑𝑒𝑎𝑡ℎ 𝑟𝑎𝑡𝑒 ∗ 𝑇𝑜𝑡𝑎𝑙 1890 𝑝𝑜𝑝𝑢𝑙𝑎𝑡𝑖𝑜𝑛
100,000
9
Bronchitis Deaths Per 100,000
Excess
North East (Group 1)
Heartland and Mid-Atlantic Midwest and South
West
10
Group-Wise Excess La Grippe Deaths
1890 Population 1890 La Grippe Deaths
11
La Grippe Reported vs. Plus Excess
Reported La Grippe
Deaths
Estimated Excess
Deaths
Total La Grippe Deaths Plus Excess
Deaths
Group 1 2,177 9,360 11,537
Total US 13,049 9,360 22,409
12
La Grippe Reported vs. Plus Excess
1890 La Grippe Deaths 1890 La Grippe Deaths Plus Excess
13
Quantitative Results
Reported Death Estimated Excess Deaths
Bronchitis 21,420 4,702
Pneumonia 76,578 3,127
Consumption 102,727 4,599
Totals 200,725 12,428
1890 La Grippe Deaths
Total Reported 13,049
Total Estimated with Excess 25,477
14
Validation - Scarlet Fever
 Scarlet Fever is easily identifiable by a red rash
 Using Excess Analysis should not return any excess
 One state out of 46 showed excess
 Likely an outlier, but no way to be sure
 Shows that the method works
15
Scarlet Fever Deaths Per 100,000
North East
Heartland and Mid-Atlantic Midwest and South
West
16
Deliverables 17
Limitations
 Data that did exist was not in a usable format
 Not enough time to enter available data
 Time constraints
 Inconsistent reporting across Census data
1890 Census
1880 Census
18
Lessons Learned
 Difficulty of solving a historical problem
 Be more realistic
 Parallelize tasks better
 Communication is key
19
Conclusion
 Our conservative estimate suggests 25,477 deaths, compared to 13,049 reported
 11,537 were in Group 1 (North East area)
 Unable to verify our results due to the nature of the data
 Stepping stone for future analysis as more data is gathered
 Thank you to Professor Ewing and Dr. Embree for their mentorship and guidance
 Questions
20

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Final Presentation (FINAL)

  • 1. Presents: How Many Americans Died of the Russian Flu? ROBERT LEGGE, JONATHAN WALTON, ELIJAH FIORE SPONSOR: PROFESSOR TOM EWING, DEPARTMENT OF HISTORY KG3 Presents:
  • 2. Problem Statement How many people died of the Russian Flu between December 1889 and January 1890 in the United States?  Russian Flu killed an estimated 1 million worldwide  Spanish Flu killed an estimated 50 million worldwide, infected 500 million  1890 Census is the primary source of data “Acting in concert we ought to knock out the town” Evening World (NYC) January 7, 1890 2
  • 4. Literature Review  Only a handful of articles exist on the Russian Flu.  French study examining age distribution of the epidemic based on census data from 15 countries  Paper by J.F. Brundage investigating case rates and death rates from different strains of influenza in the American Journal of Preventative Medicine Professor Ewing’s theory is well cited in his exploratory article on the Vital Statistics data. He illustrates a lack of reported “La Grippe” cases paired with an abundance of other reported diseases such as pneumonia. 4
  • 5. Design Criteria Visualizations  Usefulness  Ease of Understanding  Run-time  Aesthetic Appeal Mathematical Modeling  Historical Validity  Timeliness  Usability  Model Adaptability 5
  • 6. Design Approach 1. Statistical Analysis  Compare 1890 Census to 1880 and 1900 Censuses  Disease fatality statistics 2. Mathematical Modeling  SEIR model 3. Visualizations Mathematical Modeling 6
  • 7. Based on the Census Data 1890 Population 1890 La Grippe Deaths 7
  • 9. Excess Analysis Method 𝑇𝑟𝑒𝑛𝑑 𝑟𝑎𝑡𝑒 = 𝐵𝑟𝑜𝑛𝑐ℎ𝑖𝑡𝑖𝑠 𝑑𝑒𝑎𝑡ℎ 𝑟𝑎𝑡𝑒 1900 − 𝐵𝑟𝑜𝑛𝑐ℎ𝑖𝑡𝑖𝑠 𝑑𝑒𝑎𝑡ℎ 𝑟𝑎𝑡𝑒 1880 20 𝑃𝑟𝑒𝑑𝑖𝑐𝑡𝑒𝑑 𝑑𝑒𝑎𝑡ℎ 𝑟𝑎𝑡𝑒 1890 = 𝑡𝑟𝑒𝑛𝑑 𝑟𝑎𝑡𝑒 ∗ 10 + 𝐵𝑟𝑜𝑛𝑐ℎ𝑖𝑡𝑖𝑠 𝑑𝑒𝑎𝑡ℎ 𝑟𝑎𝑡𝑒 1880 𝐸𝑥𝑐𝑒𝑠𝑠 = 𝐴𝑐𝑡𝑢𝑎𝑙 𝑑𝑒𝑎𝑡ℎ 𝑟𝑎𝑡𝑒 1890 − 𝑃𝑟𝑒𝑑𝑖𝑐𝑡𝑒𝑑 𝑑𝑒𝑎𝑡ℎ 𝑟𝑎𝑡𝑒 1890 𝐸𝑠𝑡𝑖𝑚𝑎𝑡𝑒𝑑 𝑑𝑒𝑎𝑡ℎ 𝑟𝑎𝑡𝑒 = 𝐿𝑎 𝐺𝑟𝑖𝑝𝑝𝑒 𝑟𝑎𝑡𝑒 + 𝑀𝑎𝑟𝑘𝑒𝑟 𝑒𝑥𝑐𝑒𝑠𝑠 𝐸𝑠𝑡𝑖𝑚𝑎𝑡𝑒𝑑 𝑑𝑒𝑎𝑡ℎ𝑠 = 𝐸𝑠𝑡𝑖𝑚𝑎𝑡𝑒𝑑 𝑑𝑒𝑎𝑡ℎ 𝑟𝑎𝑡𝑒 ∗ 𝑇𝑜𝑡𝑎𝑙 1890 𝑝𝑜𝑝𝑢𝑙𝑎𝑡𝑖𝑜𝑛 100,000 9
  • 10. Bronchitis Deaths Per 100,000 Excess North East (Group 1) Heartland and Mid-Atlantic Midwest and South West 10
  • 11. Group-Wise Excess La Grippe Deaths 1890 Population 1890 La Grippe Deaths 11
  • 12. La Grippe Reported vs. Plus Excess Reported La Grippe Deaths Estimated Excess Deaths Total La Grippe Deaths Plus Excess Deaths Group 1 2,177 9,360 11,537 Total US 13,049 9,360 22,409 12
  • 13. La Grippe Reported vs. Plus Excess 1890 La Grippe Deaths 1890 La Grippe Deaths Plus Excess 13
  • 14. Quantitative Results Reported Death Estimated Excess Deaths Bronchitis 21,420 4,702 Pneumonia 76,578 3,127 Consumption 102,727 4,599 Totals 200,725 12,428 1890 La Grippe Deaths Total Reported 13,049 Total Estimated with Excess 25,477 14
  • 15. Validation - Scarlet Fever  Scarlet Fever is easily identifiable by a red rash  Using Excess Analysis should not return any excess  One state out of 46 showed excess  Likely an outlier, but no way to be sure  Shows that the method works 15
  • 16. Scarlet Fever Deaths Per 100,000 North East Heartland and Mid-Atlantic Midwest and South West 16
  • 18. Limitations  Data that did exist was not in a usable format  Not enough time to enter available data  Time constraints  Inconsistent reporting across Census data 1890 Census 1880 Census 18
  • 19. Lessons Learned  Difficulty of solving a historical problem  Be more realistic  Parallelize tasks better  Communication is key 19
  • 20. Conclusion  Our conservative estimate suggests 25,477 deaths, compared to 13,049 reported  11,537 were in Group 1 (North East area)  Unable to verify our results due to the nature of the data  Stepping stone for future analysis as more data is gathered  Thank you to Professor Ewing and Dr. Embree for their mentorship and guidance  Questions 20

Editor's Notes

  1. Pointed, non-open ended question, integer response December to January was the timeframe of the main outbreak Falls within the exact window that the decennial census was being taken.
  2. Most time consuming part of the project OCR, which is Optical Character Recognition All data we used was manually entered for each census This portion of the census lists how many people died of various reasons. Census does include totals as well as some major cities 198 reason total We recorded 12 reasons for death that Professor Ewing felt could have been confused with Russian Flu deaths including Pneumonia and Bronchitis. The Russian Flu is listed in this census as “La Grippe” (120)
  3. French study found that infants and the elderly died more frequently from the disease. Mentioned in a paper that compared death rates of various influenza strains. Not many people died of the Russian Flu compared to the Spanish Flu. Historical Research has been much more focused on the Spanish Flu epidemic. Why does our sponsor care? He wants to set the record straight as he has found that in his research “La Grippe” was potentially under-reported while there was an abundance of other diseases.
  4. Historical Validity was our measure of how our model differed from what was reported Usability: It would be more convenient for our sponsor, who does not have a technical background, to run a program rather than edit scripts.
  5. Missing states: An issue. Changing borders, names, territories In 1900, Dakota became North and South Dakota and so we cannot show the state as a result Oklahoma was Indian Territory prior to 1900
  6. Just illustrates the previous slide’s point. Looking at the disease death rates by group, Scarlet Fever does not show the excess deaths like the diseases we included.
  7. Majority of excess being in North East supports theory that poor identification and reporting is the cause The data we had was all we could work with In the event that we somehow get a hold of death certificates and more data, what we’ve done can be applied in the same manner to find results Thank you to Professor Ewing and Dr. Embree At this time I’d like to thank you all as well and open up the floor to any questions.