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run testes on assessments predictions pipeline

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kowshik
2024-09-12 00:01:03 +00:00
parent 007c0d81dc
commit 24823432b3
14 changed files with 254 additions and 16 deletions
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data/processed/assessment_prediction/company_id/output.csv
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open_items,red_flags,num_employees,duration,assessment_type_biweekly,assessment_type_quarterly,assessment_type_weekly,open_items_assessment_type_weekly_lag_1,open_items_assessment_type_biweekly_lag_1,open_items_assessment_type_quarterly_lag_1,open_items_weekly_ma_3,open_items_biweekly_ma_3,open_items_quarterly_ma_3,percentage_change_open_items
10,2,30,1,0,0,1,0.0,0.0,0.0,10.0,0.0,0.0,0.0
12,1,25,1,1,0,0,10.0,0.0,0.0,10.0,12.0,0.0,19.999999999999996
11,3,28,1,0,1,0,0.0,12.0,0.0,10.0,12.0,11.0,-8.333333333333337
9,1,30,1,0,0,1,0.0,0.0,11.0,9.0,12.0,11.0,-18.181818181818176
13,4,27,1,1,0,0,9.0,0.0,0.0,9.0,13.0,11.0,44.44444444444444
1 open_items red_flags num_employees duration assessment_type_biweekly assessment_type_quarterly assessment_type_weekly open_items_assessment_type_weekly_lag_1 open_items_assessment_type_biweekly_lag_1 open_items_assessment_type_quarterly_lag_1 open_items_weekly_ma_3 open_items_biweekly_ma_3 open_items_quarterly_ma_3 percentage_change_open_items
2 10 2 30 1 0 0 1 0.0 0.0 0.0 10.0 0.0 0.0 0.0
3 12 1 25 1 1 0 0 10.0 0.0 0.0 10.0 12.0 0.0 19.999999999999996
4 11 3 28 1 0 1 0 0.0 12.0 0.0 10.0 12.0 11.0 -8.333333333333337
5 9 1 30 1 0 0 1 0.0 0.0 11.0 9.0 12.0 11.0 -18.181818181818176
6 13 4 27 1 1 0 0 9.0 0.0 0.0 9.0 13.0 11.0 44.44444444444444
data/processed/assessment_prediction/testid/output.csv
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start_date,end_date,open_items,red_flags,num_employees,assessment_type_biweekly,assessment_type_quarterly,assessment_type_weekly,open_items_assessment_type_weekly_lag_1,open_items_assessment_type_biweekly_lag_1,open_items_assessment_type_quarterly_lag_1,open_items_weekly_ma_3,open_items_biweekly_ma_3,open_items_quarterly_ma_3,time_since_last_event,percentage_change_open_items
2023-01-01,2023-01-02,10,2,30,0,0,1,0.0,0.0,0.0,10.0,0.0,0.0,0.0,0.0
2023-01-08,2023-01-09,12,1,25,1,0,0,10.0,0.0,0.0,10.0,12.0,0.0,7.0,19.999999999999996
2023-01-15,2023-01-16,11,3,28,0,1,0,0.0,12.0,0.0,10.0,12.0,11.0,7.0,-8.333333333333337
2023-01-22,2023-01-23,9,1,30,0,0,1,0.0,0.0,11.0,9.0,12.0,11.0,7.0,-18.181818181818176
2023-01-29,2023-01-30,13,4,27,1,0,0,9.0,0.0,0.0,9.0,13.0,11.0,7.0,44.44444444444444
1 start_date end_date open_items red_flags num_employees assessment_type_biweekly assessment_type_quarterly assessment_type_weekly open_items_assessment_type_weekly_lag_1 open_items_assessment_type_biweekly_lag_1 open_items_assessment_type_quarterly_lag_1 open_items_weekly_ma_3 open_items_biweekly_ma_3 open_items_quarterly_ma_3 time_since_last_event percentage_change_open_items
2 2023-01-01 2023-01-02 10 2 30 0 0 1 0.0 0.0 0.0 10.0 0.0 0.0 0.0 0.0
3 2023-01-08 2023-01-09 12 1 25 1 0 0 10.0 0.0 0.0 10.0 12.0 0.0 7.0 19.999999999999996
4 2023-01-15 2023-01-16 11 3 28 0 1 0 0.0 12.0 0.0 10.0 12.0 11.0 7.0 -8.333333333333337
5 2023-01-22 2023-01-23 9 1 30 0 0 1 0.0 0.0 11.0 9.0 12.0 11.0 7.0 -18.181818181818176
6 2023-01-29 2023-01-30 13 4 27 1 0 0 9.0 0.0 0.0 9.0 13.0 11.0 7.0 44.44444444444444
data/raw/dummy_assessment_data.csv
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start_date,end_date,open_items,red_flags,num_employees,assessment_type
2023-01-01,2023-01-02,10,2,30,weekly
2023-01-08,2023-01-09,12,1,25,biweekly
2023-01-15,2023-01-16,11,3,28,quarterly
2023-01-22,2023-01-23,9,1,30,weekly
2023-01-29,2023-01-30,13,4,27,biweekly
1 start_date end_date open_items red_flags num_employees assessment_type
2 2023-01-01 2023-01-02 10 2 30 weekly
3 2023-01-08 2023-01-09 12 1 25 biweekly
4 2023-01-15 2023-01-16 11 3 28 quarterly
5 2023-01-22 2023-01-23 9 1 30 weekly
6 2023-01-29 2023-01-30 13 4 27 biweekly