raajangiri/birthday_messaging
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

All works till now.

Browse Source
This commit is contained in:
raajangiri
2026-03-09 13:51:03 +09:30
parent 315bafd6dc
commit d4e336d385
16 changed files with 594 additions and 38 deletions
Download Patch File Download Diff File Expand all files Collapse all files

18
output/rf_scored_dataset.csv
View File

@@ -1,10 +1,10 @@
user_id_x,email,birth_date,gender,consent_flag,user_id_hashed,user_id_y,timestamp,page_depth,dwell_time,session_id,birthday_trigger,recency_index,rf_score
4,dana@outlook.com,1992-05-30,F,True,4b227777d4dd1fc61c6f884f48641d02b4d121d3fd328cb08b5531fcacdabf8a,4,2026-01-25 16:45:00+00:00,3,60,401,1992-04-30,28,0.034482758620689655
3,charlie@tempmail.com,2000-11-21,M,False,4e07408562bedb8b60ce05c1decfe3ad16b72230967de01f640b7e4729b49fce,3,2026-01-05 12:30:00+00:00,2,30,301,2000-10-21,48,0.02040816326530612
1,alice@gmail.com,1990-02-17,F,True,6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b,1,2026-01-15 09:15:00+00:00,5,120,101,1990-01-17,38,0.02564102564102564
1,alice@gmail.com,1990-02-17,F,True,6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b,1,2026-02-01 10:20:00+00:00,3,90,102,1990-01-17,21,0.045454545454545456
7,grace@no-reply.com,1993-03-15,F,True,7902699be42c8a8e46fbbb4501726517e86b22c56a189f7625a6da49081b2451,7,2025-09-15 17:10:00+00:00,2,45,701,1993-02-15,160,0.006211180124223602
2,bob@yahoo.com,1985-07-05,M,True,d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35,2,2025-12-20 14:10:00+00:00,4,60,201,1985-06-05,64,0.015384615384615385
2,bob@yahoo.com,1985-07-05,M,True,d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35,2,2026-02-10 08:50:00+00:00,6,180,202,1985-06-05,13,0.07142857142857142
6,frank@gmail.com,1995-12-01,M,True,e7f6c011776e8db7cd330b54174fd76f7d0216b612387a5ffcfb81e6f0919683,6,2026-01-30 09:00:00+00:00,4,120,601,1995-11-01,24,0.04
5,eric@mailinator.com,1988-09-10,M,True,ef2d127de37b942baad06145e54b0c619a1f22327b2ebbcfbec78f5564afe39d,5,2025-08-01 11:00:00+00:00,5,150,501,1988-08-10,205,0.0048543689320388345
4,dana@outlook.com,1992-05-30,F,True,4b227777d4dd1fc61c6f884f48641d02b4d121d3fd328cb08b5531fcacdabf8a,4,2026-01-25 16:45:00+00:00,3,60,401,1992-04-30,42,0.023255813953488372
3,charlie@tempmail.com,2000-11-21,M,False,4e07408562bedb8b60ce05c1decfe3ad16b72230967de01f640b7e4729b49fce,3,2026-01-05 12:30:00+00:00,2,30,301,2000-10-21,62,0.015873015873015872
1,alice@gmail.com,1990-02-17,F,True,6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b,1,2026-01-15 09:15:00+00:00,5,120,101,1990-01-17,52,0.018867924528301886
1,alice@gmail.com,1990-02-17,F,True,6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b,1,2026-02-01 10:20:00+00:00,3,90,102,1990-01-17,35,0.027777777777777776
7,grace@no-reply.com,1993-03-15,F,True,7902699be42c8a8e46fbbb4501726517e86b22c56a189f7625a6da49081b2451,7,2025-09-15 17:10:00+00:00,2,45,701,1993-02-15,174,0.005714285714285714
2,bob@yahoo.com,1985-07-05,M,True,d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35,2,2025-12-20 14:10:00+00:00,4,60,201,1985-06-05,78,0.012658227848101266
2,bob@yahoo.com,1985-07-05,M,True,d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35,2,2026-02-10 08:50:00+00:00,6,180,202,1985-06-05,26,0.037037037037037035
6,frank@gmail.com,1995-12-01,M,True,e7f6c011776e8db7cd330b54174fd76f7d0216b612387a5ffcfb81e6f0919683,6,2026-01-30 09:00:00+00:00,4,120,601,1995-11-01,37,0.02631578947368421
5,eric@mailinator.com,1988-09-10,M,True,ef2d127de37b942baad06145e54b0c619a1f22327b2ebbcfbec78f5564afe39d,5,2025-08-01 11:00:00+00:00,5,150,501,1988-08-10,219,0.004545454545454545
1 user_id_x email birth_date gender consent_flag user_id_hashed user_id_y timestamp page_depth dwell_time session_id birthday_trigger recency_index rf_score
2 4 dana@outlook.com 1992-05-30 F True 4b227777d4dd1fc61c6f884f48641d02b4d121d3fd328cb08b5531fcacdabf8a 4 2026-01-25 16:45:00+00:00 3 60 401 1992-04-30 28 42 0.034482758620689655 0.023255813953488372
3 3 charlie@tempmail.com 2000-11-21 M False 4e07408562bedb8b60ce05c1decfe3ad16b72230967de01f640b7e4729b49fce 3 2026-01-05 12:30:00+00:00 2 30 301 2000-10-21 48 62 0.02040816326530612 0.015873015873015872
4 1 alice@gmail.com 1990-02-17 F True 6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b 1 2026-01-15 09:15:00+00:00 5 120 101 1990-01-17 38 52 0.02564102564102564 0.018867924528301886
5 1 alice@gmail.com 1990-02-17 F True 6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b 1 2026-02-01 10:20:00+00:00 3 90 102 1990-01-17 21 35 0.045454545454545456 0.027777777777777776
6 7 grace@no-reply.com 1993-03-15 F True 7902699be42c8a8e46fbbb4501726517e86b22c56a189f7625a6da49081b2451 7 2025-09-15 17:10:00+00:00 2 45 701 1993-02-15 160 174 0.006211180124223602 0.005714285714285714
7 2 bob@yahoo.com 1985-07-05 M True d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35 2 2025-12-20 14:10:00+00:00 4 60 201 1985-06-05 64 78 0.015384615384615385 0.012658227848101266
8 2 bob@yahoo.com 1985-07-05 M True d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35 2 2026-02-10 08:50:00+00:00 6 180 202 1985-06-05 13 26 0.07142857142857142 0.037037037037037035
9 6 frank@gmail.com 1995-12-01 M True e7f6c011776e8db7cd330b54174fd76f7d0216b612387a5ffcfb81e6f0919683 6 2026-01-30 09:00:00+00:00 4 120 601 1995-11-01 24 37 0.04 0.02631578947368421
10 5 eric@mailinator.com 1988-09-10 M True ef2d127de37b942baad06145e54b0c619a1f22327b2ebbcfbec78f5564afe39d 5 2025-08-01 11:00:00+00:00 5 150 501 1988-08-10 205 219 0.0048543689320388345 0.004545454545454545

18
output/unified_dataset_cleaned.csv
View File

@@ -1,10 +1,10 @@
user_id_x,email,birth_date,gender,consent_flag,user_id_hashed,user_id_y,timestamp,page_depth,dwell_time,session_id,birthday_trigger,recency_index,rf_score
4,dana@outlook.com,1992-05-30,F,True,4b227777d4dd1fc61c6f884f48641d02b4d121d3fd328cb08b5531fcacdabf8a,4,2026-01-25 16:45:00+00:00,3,60,401,1992-04-30,28,0.0344827586206896
3,charlie@tempmail.com,2000-11-21,M,False,4e07408562bedb8b60ce05c1decfe3ad16b72230967de01f640b7e4729b49fce,3,2026-01-05 12:30:00+00:00,2,30,301,2000-10-21,48,0.0204081632653061
1,alice@gmail.com,1990-02-17,F,True,6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b,1,2026-01-15 09:15:00+00:00,5,120,101,1990-01-17,38,0.0256410256410256
1,alice@gmail.com,1990-02-17,F,True,6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b,1,2026-02-01 10:20:00+00:00,3,90,102,1990-01-17,21,0.0454545454545454
7,grace@no-reply.com,1993-03-15,F,True,7902699be42c8a8e46fbbb4501726517e86b22c56a189f7625a6da49081b2451,7,2025-09-15 17:10:00+00:00,2,45,701,1993-02-15,160,0.0062111801242236
2,bob@yahoo.com,1985-07-05,M,True,d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35,2,2025-12-20 14:10:00+00:00,4,60,201,1985-06-05,64,0.0153846153846153
2,bob@yahoo.com,1985-07-05,M,True,d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35,2,2026-02-10 08:50:00+00:00,6,180,202,1985-06-05,13,0.0714285714285714
6,frank@gmail.com,1995-12-01,M,True,e7f6c011776e8db7cd330b54174fd76f7d0216b612387a5ffcfb81e6f0919683,6,2026-01-30 09:00:00+00:00,4,120,601,1995-11-01,24,0.04
5,eric@mailinator.com,1988-09-10,M,True,ef2d127de37b942baad06145e54b0c619a1f22327b2ebbcfbec78f5564afe39d,5,2025-08-01 11:00:00+00:00,5,150,501,1988-08-10,205,0.0048543689320388
4,dana@outlook.com,1992-05-30,F,True,4b227777d4dd1fc61c6f884f48641d02b4d121d3fd328cb08b5531fcacdabf8a,4,2026-01-25 16:45:00+00:00,3,60,401,1992-04-30,42,0.0232558139534883
3,charlie@tempmail.com,2000-11-21,M,False,4e07408562bedb8b60ce05c1decfe3ad16b72230967de01f640b7e4729b49fce,3,2026-01-05 12:30:00+00:00,2,30,301,2000-10-21,62,0.0158730158730158
1,alice@gmail.com,1990-02-17,F,True,6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b,1,2026-01-15 09:15:00+00:00,5,120,101,1990-01-17,52,0.0188679245283018
1,alice@gmail.com,1990-02-17,F,True,6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b,1,2026-02-01 10:20:00+00:00,3,90,102,1990-01-17,35,0.0277777777777777
7,grace@no-reply.com,1993-03-15,F,True,7902699be42c8a8e46fbbb4501726517e86b22c56a189f7625a6da49081b2451,7,2025-09-15 17:10:00+00:00,2,45,701,1993-02-15,174,0.0057142857142857
2,bob@yahoo.com,1985-07-05,M,True,d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35,2,2025-12-20 14:10:00+00:00,4,60,201,1985-06-05,78,0.0126582278481012
2,bob@yahoo.com,1985-07-05,M,True,d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35,2,2026-02-10 08:50:00+00:00,6,180,202,1985-06-05,26,0.037037037037037
6,frank@gmail.com,1995-12-01,M,True,e7f6c011776e8db7cd330b54174fd76f7d0216b612387a5ffcfb81e6f0919683,6,2026-01-30 09:00:00+00:00,4,120,601,1995-11-01,37,0.0263157894736842
5,eric@mailinator.com,1988-09-10,M,True,ef2d127de37b942baad06145e54b0c619a1f22327b2ebbcfbec78f5564afe39d,5,2025-08-01 11:00:00+00:00,5,150,501,1988-08-10,219,0.0045454545454545
1 user_id_x email birth_date gender consent_flag user_id_hashed user_id_y timestamp page_depth dwell_time session_id birthday_trigger recency_index rf_score
2 4 dana@outlook.com 1992-05-30 F True 4b227777d4dd1fc61c6f884f48641d02b4d121d3fd328cb08b5531fcacdabf8a 4 2026-01-25 16:45:00+00:00 3 60 401 1992-04-30 28 42 0.0344827586206896 0.0232558139534883
3 3 charlie@tempmail.com 2000-11-21 M False 4e07408562bedb8b60ce05c1decfe3ad16b72230967de01f640b7e4729b49fce 3 2026-01-05 12:30:00+00:00 2 30 301 2000-10-21 48 62 0.0204081632653061 0.0158730158730158
4 1 alice@gmail.com 1990-02-17 F True 6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b 1 2026-01-15 09:15:00+00:00 5 120 101 1990-01-17 38 52 0.0256410256410256 0.0188679245283018
5 1 alice@gmail.com 1990-02-17 F True 6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b 1 2026-02-01 10:20:00+00:00 3 90 102 1990-01-17 21 35 0.0454545454545454 0.0277777777777777
6 7 grace@no-reply.com 1993-03-15 F True 7902699be42c8a8e46fbbb4501726517e86b22c56a189f7625a6da49081b2451 7 2025-09-15 17:10:00+00:00 2 45 701 1993-02-15 160 174 0.0062111801242236 0.0057142857142857
7 2 bob@yahoo.com 1985-07-05 M True d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35 2 2025-12-20 14:10:00+00:00 4 60 201 1985-06-05 64 78 0.0153846153846153 0.0126582278481012
8 2 bob@yahoo.com 1985-07-05 M True d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35 2 2026-02-10 08:50:00+00:00 6 180 202 1985-06-05 13 26 0.0714285714285714 0.037037037037037
9 6 frank@gmail.com 1995-12-01 M True e7f6c011776e8db7cd330b54174fd76f7d0216b612387a5ffcfb81e6f0919683 6 2026-01-30 09:00:00+00:00 4 120 601 1995-11-01 24 37 0.04 0.0263157894736842
10 5 eric@mailinator.com 1988-09-10 M True ef2d127de37b942baad06145e54b0c619a1f22327b2ebbcfbec78f5564afe39d 5 2025-08-01 11:00:00+00:00 5 150 501 1988-08-10 205 219 0.0048543689320388 0.0045454545454545

18
output/unified_dataset_deliverable.csv
View File

@@ -1,10 +1,10 @@
user_id_x,email,birth_date,gender,consent_flag,user_id_hashed,user_id_y,timestamp,page_depth,dwell_time,session_id,birthday_trigger,recency_index,rf_score,deliverable
4,dana@outlook.com,1992-05-30,F,True,4b227777d4dd1fc61c6f884f48641d02b4d121d3fd328cb08b5531fcacdabf8a,4,2026-01-25 16:45:00+00:00,3,60,401,1992-04-30,28,0.0344827586206896,True
3,charlie@tempmail.com,2000-11-21,M,False,4e07408562bedb8b60ce05c1decfe3ad16b72230967de01f640b7e4729b49fce,3,2026-01-05 12:30:00+00:00,2,30,301,2000-10-21,48,0.0204081632653061,True
1,alice@gmail.com,1990-02-17,F,True,6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b,1,2026-01-15 09:15:00+00:00,5,120,101,1990-01-17,38,0.0256410256410256,True
1,alice@gmail.com,1990-02-17,F,True,6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b,1,2026-02-01 10:20:00+00:00,3,90,102,1990-01-17,21,0.0454545454545454,True
7,grace@no-reply.com,1993-03-15,F,True,7902699be42c8a8e46fbbb4501726517e86b22c56a189f7625a6da49081b2451,7,2025-09-15 17:10:00+00:00,2,45,701,1993-02-15,160,0.0062111801242236,True
2,bob@yahoo.com,1985-07-05,M,True,d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35,2,2025-12-20 14:10:00+00:00,4,60,201,1985-06-05,64,0.0153846153846153,True
2,bob@yahoo.com,1985-07-05,M,True,d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35,2,2026-02-10 08:50:00+00:00,6,180,202,1985-06-05,13,0.0714285714285714,True
6,frank@gmail.com,1995-12-01,M,True,e7f6c011776e8db7cd330b54174fd76f7d0216b612387a5ffcfb81e6f0919683,6,2026-01-30 09:00:00+00:00,4,120,601,1995-11-01,24,0.04,True
5,eric@mailinator.com,1988-09-10,M,True,ef2d127de37b942baad06145e54b0c619a1f22327b2ebbcfbec78f5564afe39d,5,2025-08-01 11:00:00+00:00,5,150,501,1988-08-10,205,0.0048543689320388,True
4,dana@outlook.com,1992-05-30,F,True,4b227777d4dd1fc61c6f884f48641d02b4d121d3fd328cb08b5531fcacdabf8a,4,2026-01-25 16:45:00+00:00,3,60,401,1992-04-30,42,0.0232558139534883,True
3,charlie@tempmail.com,2000-11-21,M,False,4e07408562bedb8b60ce05c1decfe3ad16b72230967de01f640b7e4729b49fce,3,2026-01-05 12:30:00+00:00,2,30,301,2000-10-21,62,0.0158730158730158,True
1,alice@gmail.com,1990-02-17,F,True,6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b,1,2026-01-15 09:15:00+00:00,5,120,101,1990-01-17,52,0.0188679245283018,True
1,alice@gmail.com,1990-02-17,F,True,6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b,1,2026-02-01 10:20:00+00:00,3,90,102,1990-01-17,35,0.0277777777777777,True
7,grace@no-reply.com,1993-03-15,F,True,7902699be42c8a8e46fbbb4501726517e86b22c56a189f7625a6da49081b2451,7,2025-09-15 17:10:00+00:00,2,45,701,1993-02-15,174,0.0057142857142857,True
2,bob@yahoo.com,1985-07-05,M,True,d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35,2,2025-12-20 14:10:00+00:00,4,60,201,1985-06-05,78,0.0126582278481012,True
2,bob@yahoo.com,1985-07-05,M,True,d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35,2,2026-02-10 08:50:00+00:00,6,180,202,1985-06-05,26,0.037037037037037,True
6,frank@gmail.com,1995-12-01,M,True,e7f6c011776e8db7cd330b54174fd76f7d0216b612387a5ffcfb81e6f0919683,6,2026-01-30 09:00:00+00:00,4,120,601,1995-11-01,37,0.0263157894736842,True
5,eric@mailinator.com,1988-09-10,M,True,ef2d127de37b942baad06145e54b0c619a1f22327b2ebbcfbec78f5564afe39d,5,2025-08-01 11:00:00+00:00,5,150,501,1988-08-10,219,0.0045454545454545,True
1 user_id_x email birth_date gender consent_flag user_id_hashed user_id_y timestamp page_depth dwell_time session_id birthday_trigger recency_index rf_score deliverable
2 4 dana@outlook.com 1992-05-30 F True 4b227777d4dd1fc61c6f884f48641d02b4d121d3fd328cb08b5531fcacdabf8a 4 2026-01-25 16:45:00+00:00 3 60 401 1992-04-30 28 42 0.0344827586206896 0.0232558139534883 True
3 3 charlie@tempmail.com 2000-11-21 M False 4e07408562bedb8b60ce05c1decfe3ad16b72230967de01f640b7e4729b49fce 3 2026-01-05 12:30:00+00:00 2 30 301 2000-10-21 48 62 0.0204081632653061 0.0158730158730158 True
4 1 alice@gmail.com 1990-02-17 F True 6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b 1 2026-01-15 09:15:00+00:00 5 120 101 1990-01-17 38 52 0.0256410256410256 0.0188679245283018 True
5 1 alice@gmail.com 1990-02-17 F True 6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b 1 2026-02-01 10:20:00+00:00 3 90 102 1990-01-17 21 35 0.0454545454545454 0.0277777777777777 True
6 7 grace@no-reply.com 1993-03-15 F True 7902699be42c8a8e46fbbb4501726517e86b22c56a189f7625a6da49081b2451 7 2025-09-15 17:10:00+00:00 2 45 701 1993-02-15 160 174 0.0062111801242236 0.0057142857142857 True
7 2 bob@yahoo.com 1985-07-05 M True d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35 2 2025-12-20 14:10:00+00:00 4 60 201 1985-06-05 64 78 0.0153846153846153 0.0126582278481012 True
8 2 bob@yahoo.com 1985-07-05 M True d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35 2 2026-02-10 08:50:00+00:00 6 180 202 1985-06-05 13 26 0.0714285714285714 0.037037037037037 True
9 6 frank@gmail.com 1995-12-01 M True e7f6c011776e8db7cd330b54174fd76f7d0216b612387a5ffcfb81e6f0919683 6 2026-01-30 09:00:00+00:00 4 120 601 1995-11-01 24 37 0.04 0.0263157894736842 True
10 5 eric@mailinator.com 1988-09-10 M True ef2d127de37b942baad06145e54b0c619a1f22327b2ebbcfbec78f5564afe39d 5 2025-08-01 11:00:00+00:00 5 150 501 1988-08-10 205 219 0.0048543689320388 0.0045454545454545 True

18
output/unified_dataset_ethics.csv
View File

@@ -1,10 +1,10 @@
user_id_x,email,birth_date,gender,consent_flag,user_id_hashed,user_id_y,timestamp,page_depth,dwell_time,session_id,birthday_trigger,recency_index,rf_score,sensitive_flag
4,dana@outlook.com,1992-05-30,F,True,4b227777d4dd1fc61c6f884f48641d02b4d121d3fd328cb08b5531fcacdabf8a,4,2026-01-25 16:45:00+00:00,3,60,401,1992-04-30,28,0.0344827586206896,False
3,charlie@tempmail.com,2000-11-21,M,False,4e07408562bedb8b60ce05c1decfe3ad16b72230967de01f640b7e4729b49fce,3,2026-01-05 12:30:00+00:00,2,30,301,2000-10-21,48,0.0204081632653061,False
1,alice@gmail.com,1990-02-17,F,True,6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b,1,2026-01-15 09:15:00+00:00,5,120,101,1990-01-17,38,0.0256410256410256,False
1,alice@gmail.com,1990-02-17,F,True,6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b,1,2026-02-01 10:20:00+00:00,3,90,102,1990-01-17,21,0.0454545454545454,False
7,grace@no-reply.com,1993-03-15,F,True,7902699be42c8a8e46fbbb4501726517e86b22c56a189f7625a6da49081b2451,7,2025-09-15 17:10:00+00:00,2,45,701,1993-02-15,160,0.0062111801242236,False
2,bob@yahoo.com,1985-07-05,M,True,d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35,2,2025-12-20 14:10:00+00:00,4,60,201,1985-06-05,64,0.0153846153846153,False
2,bob@yahoo.com,1985-07-05,M,True,d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35,2,2026-02-10 08:50:00+00:00,6,180,202,1985-06-05,13,0.0714285714285714,False
6,frank@gmail.com,1995-12-01,M,True,e7f6c011776e8db7cd330b54174fd76f7d0216b612387a5ffcfb81e6f0919683,6,2026-01-30 09:00:00+00:00,4,120,601,1995-11-01,24,0.04,False
5,eric@mailinator.com,1988-09-10,M,True,ef2d127de37b942baad06145e54b0c619a1f22327b2ebbcfbec78f5564afe39d,5,2025-08-01 11:00:00+00:00,5,150,501,1988-08-10,205,0.0048543689320388,False
4,dana@outlook.com,1992-05-30,F,True,4b227777d4dd1fc61c6f884f48641d02b4d121d3fd328cb08b5531fcacdabf8a,4,2026-01-25 16:45:00+00:00,3,60,401,1992-04-30,42,0.0232558139534883,False
3,charlie@tempmail.com,2000-11-21,M,False,4e07408562bedb8b60ce05c1decfe3ad16b72230967de01f640b7e4729b49fce,3,2026-01-05 12:30:00+00:00,2,30,301,2000-10-21,62,0.0158730158730158,False
1,alice@gmail.com,1990-02-17,F,True,6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b,1,2026-01-15 09:15:00+00:00,5,120,101,1990-01-17,52,0.0188679245283018,False
1,alice@gmail.com,1990-02-17,F,True,6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b,1,2026-02-01 10:20:00+00:00,3,90,102,1990-01-17,35,0.0277777777777777,False
7,grace@no-reply.com,1993-03-15,F,True,7902699be42c8a8e46fbbb4501726517e86b22c56a189f7625a6da49081b2451,7,2025-09-15 17:10:00+00:00,2,45,701,1993-02-15,174,0.0057142857142857,False
2,bob@yahoo.com,1985-07-05,M,True,d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35,2,2025-12-20 14:10:00+00:00,4,60,201,1985-06-05,78,0.0126582278481012,False
2,bob@yahoo.com,1985-07-05,M,True,d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35,2,2026-02-10 08:50:00+00:00,6,180,202,1985-06-05,26,0.037037037037037,False
6,frank@gmail.com,1995-12-01,M,True,e7f6c011776e8db7cd330b54174fd76f7d0216b612387a5ffcfb81e6f0919683,6,2026-01-30 09:00:00+00:00,4,120,601,1995-11-01,37,0.0263157894736842,False
5,eric@mailinator.com,1988-09-10,M,True,ef2d127de37b942baad06145e54b0c619a1f22327b2ebbcfbec78f5564afe39d,5,2025-08-01 11:00:00+00:00,5,150,501,1988-08-10,219,0.0045454545454545,False
1 user_id_x email birth_date gender consent_flag user_id_hashed user_id_y timestamp page_depth dwell_time session_id birthday_trigger recency_index rf_score sensitive_flag
2 4 dana@outlook.com 1992-05-30 F True 4b227777d4dd1fc61c6f884f48641d02b4d121d3fd328cb08b5531fcacdabf8a 4 2026-01-25 16:45:00+00:00 3 60 401 1992-04-30 28 42 0.0344827586206896 0.0232558139534883 False
3 3 charlie@tempmail.com 2000-11-21 M False 4e07408562bedb8b60ce05c1decfe3ad16b72230967de01f640b7e4729b49fce 3 2026-01-05 12:30:00+00:00 2 30 301 2000-10-21 48 62 0.0204081632653061 0.0158730158730158 False
4 1 alice@gmail.com 1990-02-17 F True 6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b 1 2026-01-15 09:15:00+00:00 5 120 101 1990-01-17 38 52 0.0256410256410256 0.0188679245283018 False
5 1 alice@gmail.com 1990-02-17 F True 6b86b273ff34fce19d6b804eff5a3f5747ada4eaa22f1d49c01e52ddb7875b4b 1 2026-02-01 10:20:00+00:00 3 90 102 1990-01-17 21 35 0.0454545454545454 0.0277777777777777 False
6 7 grace@no-reply.com 1993-03-15 F True 7902699be42c8a8e46fbbb4501726517e86b22c56a189f7625a6da49081b2451 7 2025-09-15 17:10:00+00:00 2 45 701 1993-02-15 160 174 0.0062111801242236 0.0057142857142857 False
7 2 bob@yahoo.com 1985-07-05 M True d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35 2 2025-12-20 14:10:00+00:00 4 60 201 1985-06-05 64 78 0.0153846153846153 0.0126582278481012 False
8 2 bob@yahoo.com 1985-07-05 M True d4735e3a265e16eee03f59718b9b5d03019c07d8b6c51f90da3a666eec13ab35 2 2026-02-10 08:50:00+00:00 6 180 202 1985-06-05 13 26 0.0714285714285714 0.037037037037037 False
9 6 frank@gmail.com 1995-12-01 M True e7f6c011776e8db7cd330b54174fd76f7d0216b612387a5ffcfb81e6f0919683 6 2026-01-30 09:00:00+00:00 4 120 601 1995-11-01 24 37 0.04 0.0263157894736842 False
10 5 eric@mailinator.com 1988-09-10 M True ef2d127de37b942baad06145e54b0c619a1f22327b2ebbcfbec78f5564afe39d 5 2025-08-01 11:00:00+00:00 5 150 501 1988-08-10 205 219 0.0048543689320388 0.0045454545454545 False