Wiki source code of Blacks counted as White
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5 | = Blacks Counted as White in Crime Stats = | ||
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17 | ~= Texas Sex Offender Registry Race/Ethnicity Audit = | ||
18 | ~{~{anchor name="texas-sex-offender-registry-race-ethnicity-audit"/}} | ||
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20 | ~== Overview == | ||
21 | On ~*~*September 9, 2023~*~*, Unbiased Crime Report (@UnbiasedCrime) published an in-depth analysis of the Texas Department of Public Safety’s sex offender registry, focusing on race and ethnicity misclassifications. The thread examines a database of 101,976 registrants and highlights systemic data errors that misrepresent non-White offenders as White. | ||
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23 | ~== Data Collection == | ||
24 | ~1. Downloaded the full Texas Sex Offender Registry: ~*~*101,976~*~* entries. | ||
25 | 2. Queried the database to flag potential mismatches between surnames, self-reported race/ethnicity, and demographic patterns. | ||
26 | 3. Used custom scripts to compute initial accuracy metrics. | ||
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28 | ~== Key Findings == | ||
29 | ~1. ~*~*Raw Misclassification Counts~*~* | ||
30 | ~* Hispanics flagged as “Non-Hispanic White”: ~*~*11,541~*~* | ||
31 | ~* Blacks flagged as White: ~*~*92~*~* | ||
32 | ~* Asians flagged as White: ~*~*34~*~* | ||
33 | ~* Whites flagged as Black: ~*~*1~*~* | ||
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35 | 2. ~*~*Accuracy Metrics~*~* | ||
36 | ~* Initial accuracy: ~*~*89.48 %~*~*. | ||
37 | ~* After manual verification: ~*~*92.27 %~*~*. | ||
38 | ~* Remaining false positives to review: ~*~*2,590~*~*. | ||
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40 | 3. ~*~*Notable Examples~*~* | ||
41 | ~* Clusters of “Hernandez” surnames incorrectly marked as White. | ||
42 | ~* ~*~*Dequan~*~*, a documented Black offender, listed as “Non-Hispanic White.” | ||
43 | ~* ~*~*Louby Innocent~*~*, originally marked Black in Florida, appeared as White in Texas. | ||
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45 | ~== Methodology == | ||
46 | ~1. Automated surname-based queries to generate candidate mismatches. | ||
47 | 2. Manual review of flagged entries by cross-referencing public DPS records. | ||
48 | 3. Iterative re-runs to refine the matching algorithm and reduce false positives. | ||
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50 | ~== Impact and Next Steps == | ||
51 | ~1. Archived original registry entries to preserve evidence before corrections. | ||
52 | 2. Planned release of a comprehensive spreadsheet with all verified entries and source links. | ||
53 | 3. Recommendation: Texas DPS should implement routine data audits to ensure accurate race/ethnicity reporting. | ||
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55 | ~== References == | ||
56 | ~{~{footnote reference="1"}}Unbiased Crime Report (@UnbiasedCrime). “Texas Sex Offender Registry Analysis!” Twitter thread, Sep 9, 2023. Available at ~[~[Thread Reader App>>https:~/~/threadreaderapp.com/thread/1700341490206310416]]~{~{/footnote}} | ||
57 | ~{~{footnote reference="2"}}Texas Department of Public Safety. “Sex Offender Registry.” Available at ~[~[DPS Public Site>>https:~/~/publicsite.dps.texas.gov/SexOffenderRegistry]]~{~{/footnote}} | ||
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59 | ~{~{footnotes/}} | ||
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74 | {{box title="**Contents**"}} | ||
75 | {{toc/}} | ||
76 | {{/box}} | ||
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78 | [[Sex offender statistics comparison before and after nonwhites were correctly switched to their respective races.>>image:comparison.png||alt="image1.jpg"]] | ||
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81 | //Figure 1: [[Comparison>>attach:1000000503.jpg]]// | ||
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83 | [[image:blacks counted as white[Injustice_ ethnicity_ image_ images_ non-hispanic_ race_ texas_ white].jpg||alt="image2.jpg"]] | ||
84 | //Figure 2: [[Archived Examples>>attach:blacks counted as white[Injustice_ ethnicity_ image_ images_ non-hispanic_ race_ texas_ white].jpg]]// | ||
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