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Quality Control of 19th Century Weather Data
Westcott, Nancy
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https://hdl.handle.net/2142/18677
Description
- Title
- Quality Control of 19th Century Weather Data
- Author(s)
- Westcott, Nancy
- Issue Date
- 2011-01
- Keyword(s)
- Weather data
- weather forecasting
- Abstract
- The Climate Database Modernization Program's (CDMP) Forts and Volunteer
Observer Database Project has resulted in a dramatic increase in the number of U.S. daily
cooperative network observations available prior to 1893. Currently, data from 395 stations
have been captured from the original scanned images. The stations are primarily located
east of the Mississippi River, but coverage extends to all 48 contiguous U.S. states and
Alaska. A rigorous quality control process is used to ensure that the keyed data matches
the original form. This process involves careful collection of the metadata from the form,
double-keying of the data, and a series of automated quality control tests. Values flagged
by these tests are typically verified manually and corrections are applied as needed,
although in some cases errors are automatically corrected.
An analysis of the quality control process for 40 stations shows that on average, about 31 percent of the flags verify the information, 52 percent can be corrected, and 17 percent are deemed uncorrectable. The correctable errors typically result from unclear forms, mis-keyed data, and errors in the metadata for the image. Due to changes in observation practices since the nineteenth century, care must be taken in using the data for analysis. Despite these caveats, the nineteenth century weather dataset is being used in an increasing number of climate studies.
- Publisher
- Illinois State Water Survey
- Series/Report Name or Number
- ISWS Contract Report CR-2011-02
- Type of Resource
- text
- Language
- en
- Permalink
- http://hdl.handle.net/2142/18677
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Contract Reports - Illinois State Water Survey PRIMARY
Report series published by the Illinois State Water Survey from 1953 - date (ISSN 0733-3927)Manage Files
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