Model 4 preliminary evaluation

Static snapshot for sharing (no user_id). Source: fraud_report.ml_requests. Cache built: 2026-10-13T16:38:26. CB user = lifetime user_id IN fraud.cb_payments. Scores > 1 ignored here (394 rows remain in the table).

Overview

Txns
1,355,474
Users
183,785
CB users
6,632
Txn CBs
0
Mean score
0.0212
Status=1 txns
1,037,860

created_at 2026-09-02 12:43:40.316000 → 2026-10-12 18:56:56.605000

Score distributions: CB users vs non-CB users

One row per user. Mean / median / max of that user’s model-4 txn scores (scores in (0, 1]). Histograms are binned; individual scores are not published.

CB users mean
0.0230
Non-CB users mean
0.0186
CB users median
0.0073
Non-CB users median
0.0076
CB mean of maxes
0.0367
Non-CB mean of maxes
0.0291

CB users

Non-CB users

level_0 level_1 non-CB users CB users
mean_score count 177,153 6,632
mean_score mean 0.0186 0.0230
mean_score std 0.0310 0.0409
mean_score min -0.0094 -0.0021
mean_score 25% 0.0047 0.0044
mean_score 50% 0.0081 0.0078
mean_score 75% 0.0171 0.0198
mean_score max 0.5955 0.5042
median_score count 177,153 6,632
median_score mean 0.0176 0.0220
median_score std 0.0309 0.0416
median_score min -0.0067 -0.0021
median_score 25% 0.0044 0.0041
median_score 50% 0.0076 0.0073
median_score 75% 0.0154 0.0166
median_score max 0.5939 0.5042
max_score count 177,153 6,632
max_score mean 0.0291 0.0367
max_score std 0.0484 0.0597
max_score min -0.0036 -0.0021
max_score 25% 0.0062 0.0063
max_score 50% 0.0111 0.0116
max_score 75% 0.0271 0.0392
max_score max 0.6539 0.5042
n_txns count 177,153 6,632
n_txns mean 7.2459 11
n_txns std 13 20
n_txns min 1.0000 1.0000
n_txns 25% 2.0000 2.0000
n_txns 50% 4.0000 5.0000
n_txns 75% 8.0000 12
n_txns max 1,018 515
amt count 177,153 6,632
amt mean 919 2,014
amt std 8,248 9,665
amt min 10 10
amt 25% 110 190
amt 50% 300 490
amt 75% 700 1,235
amt max 1,626,443 402,311

Raw txn scores (all txns)

Every scored txn is one observation. CB vs non-CB follows the user, not a txn-level chargeback flag.

CB n · all txns
71,849
CB mean / median
0.0179 / 0.0000
Non-CB n · all txns
1,283,625
Non-CB mean / median
0.0165 / 0.0000

CB user txns — all txns

Non-CB user txns — all txns

Raw txn scores > 0.1 (all txns)

TRUNCATE(score, 2) > 0.1 (score ≥ 0.11). Share is renormalized inside this subset.

CB n · all txns, score > 0.1
3,201
CB mean / median
0.1725 / 0.1500
Non-CB n · all txns, score > 0.1
45,914
Non-CB mean / median
0.1724 / 0.1500

CB user txns — all txns, score > 0.1

Non-CB user txns — all txns, score > 0.1

transaction_status = 1 only

Successful payments (tbl_siftfrauddata.transaction_status = 1, joined on sift id = ml_requests.transaction_id).

Status=1 txns
1,037,860
Status=1 from CB users
43,881
Status=1 from non-CB users
993,979
CB n · status=1
43,881
CB mean / median
0.0093 / 0.0000
Non-CB n · status=1
993,979
Non-CB mean / median
0.0140 / 0.0000

CB user txns — status=1

Non-CB user txns — status=1

Status=1 scores > 0.1

Successful payments with TRUNCATE(score, 2) > 0.1.

CB n · status=1, score > 0.1
703
CB mean / median
0.1566 / 0.1300
Non-CB n · status=1, score > 0.1
27,517
Non-CB mean / median
0.1705 / 0.1500

CB user txns — status=1, score > 0.1

Non-CB user txns — status=1, score > 0.1

Status=1, not 3DS

Successful payments joined ml_requests.transaction_id = tbl_siftfrauddata.id and tbl_siftfrauddata.transactionid = tbl_payments.id, then json_variables LIKE '%3d_s%' IS NOT TRUE (NULL json_variables counts as not-3DS).

Status=1 not-3DS
1,031,042
from CB users
42,963
from non-CB users
988,079
CB n · status=1, not 3DS
42,963
CB mean / median
0.0090 / 0.0000
Non-CB n · status=1, not 3DS
988,079
Non-CB mean / median
0.0139 / 0.0000

CB user txns — status=1, not 3DS

Non-CB user txns — status=1, not 3DS

Status=1, not 3DS, scores > 0.1

Same non-3DS successful-payment universe, TRUNCATE(score, 2) > 0.1.

CB n · status=1 not-3DS, score > 0.1
651
CB mean / median
0.1548 / 0.1300
Non-CB n · status=1 not-3DS, score > 0.1
26,837
Non-CB mean / median
0.1702 / 0.1500

CB user txns — status=1 not-3DS, score > 0.1

Non-CB user txns — status=1 not-3DS, score > 0.1

Score bins vs chargebacks

cum_cb_user_amt is the ticket sum of CB-user txns with score ≥ that bin.

Txn-level CB

bin_start pct_cb_amt_flagged pct_noncb_amt_spared cum_cb_user_amt noncb_amt spared_non_cb_amount tot_txns total_cb_users_txns avg_pred user_cb_perc tot_txns_amt tot_cb_user_amt total_cbs cb_perc tot_cbs_amt cum_cb_user_txns cum_txn_cb_amt cum_txn_cbs cum_txns_ge cum_txns_amt_ge tot_noncb_amt cum_noncb_amt
-0.0100 100.0% 0.0% 13,354,270 162,783,167 0.0000 1 0.0000 -0.0178 0.0000 4,423 0.0000 0 0.0000 0.0000 71,849 0.0000 0 1,355,474 176,137,437 4,423 162,783,167
0.0000 100.0% 0.0% 13,354,270 162,778,744 4,423 799,748 43,895 0.0049 0.0549 106,271,962 7,237,811 0 0.0000 0.0000 71,849 0.0000 0 1,355,473 176,133,014 99,034,152 162,778,744
0.0100 45.8% 60.8% 6,116,459 63,744,592 99,038,575 245,592 11,462 0.0138 0.0467 28,481,683 2,000,916 0 0.0000 0.0000 27,954 0.0000 0 555,725 69,861,051 26,480,768 63,744,592
0.0200 30.8% 77.1% 4,115,543 37,263,825 125,519,342 76,120 3,655 0.0243 0.0480 9,697,427 756,463 0 0.0000 0.0000 16,492 0.0000 0 310,133 41,379,368 8,940,964 37,263,825
0.0300 25.2% 82.6% 3,359,080 28,322,860 134,460,307 43,501 1,917 0.0348 0.0441 5,041,064 430,222 0 0.0000 0.0000 12,837 0.0000 0 234,013 31,681,941 4,610,842 28,322,860
0.0400 21.9% 85.4% 2,928,859 23,712,018 139,071,149 35,287 1,761 0.0448 0.0499 4,507,434 340,076 0 0.0000 0.0000 10,920 0.0000 0 190,512 26,640,877 4,167,358 23,712,018
0.0500 19.4% 88.0% 2,588,782 19,544,660 143,238,506 27,933 1,483 0.0548 0.0531 3,108,240 286,628 0 0.0000 0.0000 9,159 0.0000 0 155,225 22,133,443 2,821,612 19,544,660
0.0600 17.2% 89.7% 2,302,154 16,723,048 146,060,118 22,670 1,196 0.0649 0.0528 2,673,568 330,427 0 0.0000 0.0000 7,676 0.0000 0 127,292 19,025,203 2,343,141 16,723,048
0.0700 14.8% 91.2% 1,971,728 14,379,907 148,403,260 18,444 1,074 0.0749 0.0582 2,034,613 185,567 0 0.0000 0.0000 6,480 0.0000 0 104,622 16,351,635 1,849,046 14,379,907
0.0800 13.4% 92.3% 1,786,160 12,530,861 150,252,306 15,237 888 0.0848 0.0583 1,721,538 154,459 0 0.0000 0.0000 5,406 0.0000 0 86,178 14,317,022 1,567,079 12,530,861
0.0900 12.2% 93.3% 1,631,701 10,963,783 151,819,384 12,200 696 0.0949 0.0570 1,518,011 131,806 0 0.0000 0.0000 4,518 0.0000 0 70,941 12,595,484 1,386,205 10,963,783
0.1000 11.2% 94.1% 1,499,894 9,577,578 153,205,589 9,626 621 0.1048 0.0645 1,556,043 297,484 0 0.0000 0.0000 3,822 0.0000 0 58,741 11,077,472 1,258,559 9,577,578
0.1100 9.0% 94.9% 1,202,410 8,319,019 154,464,148 7,649 462 0.1148 0.0604 1,067,805 95,750 0 0.0000 0.0000 3,201 0.0000 0 49,115 9,521,429 972,055 8,319,019
0.1200 8.3% 95.5% 1,106,660 7,346,964 155,436,203 6,046 379 0.1248 0.0627 897,630 130,020 0 0.0000 0.0000 2,739 0.0000 0 41,466 8,453,624 767,610 7,346,964
0.1300 7.3% 96.0% 976,640 6,579,353 156,203,813 5,021 352 0.1347 0.0701 1,251,240 344,826 0 0.0000 0.0000 2,360 0.0000 0 35,420 7,555,994 906,415 6,579,353
0.1400 4.7% 96.5% 631,815 5,672,939 157,110,228 4,072 301 0.1448 0.0739 630,464 82,490 0 0.0000 0.0000 2,008 0.0000 0 30,399 6,304,754 547,974 5,672,939
0.1500 4.1% 96.9% 549,325 5,124,965 157,658,202 3,270 199 0.1548 0.0609 535,241 67,342 0 0.0000 0.0000 1,707 0.0000 0 26,327 5,674,290 467,898 5,124,965
0.1600 3.6% 97.1% 481,983 4,657,067 158,126,100 2,781 193 0.1649 0.0694 527,615 67,728 0 0.0000 0.0000 1,508 0.0000 0 23,057 5,139,050 459,888 4,657,067
0.1700 3.1% 97.4% 414,255 4,197,179 158,585,988 2,600 182 0.1750 0.0700 401,568 58,855 0 0.0000 0.0000 1,315 0.0000 0 20,276 4,611,434 342,713 4,197,179
0.1800 2.7% 97.6% 355,400 3,854,466 158,928,701 2,149 131 0.1848 0.0610 348,205 46,195 0 0.0000 0.0000 1,133 0.0000 0 17,676 4,209,867 302,010 3,854,466
0.1900 2.3% 97.8% 309,205 3,552,457 159,230,710 1,865 119 0.1948 0.0638 349,872 35,861 0 0.0000 0.0000 1,002 0.0000 0 15,527 3,861,662 314,011 3,552,457
0.2000 2.0% 98.0% 273,344 3,238,445 159,544,721 1,674 107 0.2048 0.0639 229,943 34,667 0 0.0000 0.0000 883 0.0000 0 13,662 3,511,790 195,276 3,238,445
0.2100 1.8% 98.1% 238,677 3,043,170 159,739,997 1,523 112 0.2150 0.0735 354,507 50,142 0 0.0000 0.0000 776 0.0000 0 11,988 3,281,847 304,365 3,043,170
0.2200 1.4% 98.3% 188,536 2,738,805 160,044,362 1,337 73 0.2247 0.0546 268,823 15,217 0 0.0000 0.0000 664 0.0000 0 10,465 2,927,340 253,606 2,738,805
0.2300 1.3% 98.5% 173,318 2,485,199 160,297,968 1,167 100 0.2350 0.0857 184,353 29,313 0 0.0000 0.0000 591 0.0000 0 9,128 2,658,517 155,040 2,485,199
0.2400 1.1% 98.6% 144,005 2,330,159 160,453,008 1,139 80 0.2450 0.0702 201,718 22,739 0 0.0000 0.0000 491 0.0000 0 7,961 2,474,164 178,979 2,330,159
0.2500 0.9% 98.7% 121,266 2,151,180 160,631,987 967 48 0.2547 0.0496 155,455 17,181 0 0.0000 0.0000 411 0.0000 0 6,822 2,272,446 138,274 2,151,180
0.2600 0.8% 98.8% 104,085 2,012,906 160,770,261 872 55 0.2650 0.0631 167,248 13,940 0 0.0000 0.0000 363 0.0000 0 5,855 2,116,990 153,308 2,012,906
0.2700 0.7% 98.9% 90,144 1,859,598 160,923,569 765 39 0.2750 0.0510 92,044 11,326 0 0.0000 0.0000 308 0.0000 0 4,983 1,949,742 80,718 1,859,598
0.2800 0.6% 98.9% 78,818 1,778,879 161,004,288 670 40 0.2850 0.0597 129,701 13,749 0 0.0000 0.0000 269 0.0000 0 4,218 1,857,698 115,951 1,778,879
0.2900 0.5% 99.0% 65,069 1,662,928 161,120,239 538 23 0.2950 0.0428 177,093 4,781 0 0.0000 0.0000 229 0.0000 0 3,548 1,727,997 172,312 1,662,928
0.3000 0.5% 99.1% 60,288 1,490,616 161,292,551 490 19 0.3050 0.0388 127,677 5,376 0 0.0000 0.0000 206 0.0000 0 3,010 1,550,904 122,301 1,490,616
0.3100 0.4% 99.2% 54,912 1,368,315 161,414,852 432 15 0.3144 0.0347 158,490 4,172 0 0.0000 0.0000 187 0.0000 0 2,520 1,423,227 154,318 1,368,315
0.3200 0.4% 99.3% 50,740 1,213,996 161,569,171 370 18 0.3250 0.0486 137,408 5,185 0 0.0000 0.0000 172 0.0000 0 2,088 1,264,736 132,223 1,213,996
0.3300 0.3% 99.3% 45,555 1,081,773 161,701,394 336 21 0.3345 0.0625 158,624 5,642 0 0.0000 0.0000 154 0.0000 0 1,718 1,127,329 152,983 1,081,773
0.3400 0.3% 99.4% 39,914 928,790 161,854,376 295 48 0.3456 0.1627 165,667 9,621 0 0.0000 0.0000 133 0.0000 0 1,382 968,704 156,046 928,790
0.3500 0.2% 99.5% 30,292 772,745 162,010,422 198 9.0000 0.3547 0.0455 140,780 749 0 0.0000 0.0000 85 0.0000 0 1,087 803,037 140,031 772,745
0.3600 0.2% 99.6% 29,543 632,714 162,150,453 163 22 0.3650 0.1350 137,173 4,610 0 0.0000 0.0000 76 0.0000 0 889 662,258 132,563 632,714
0.3700 0.2% 99.7% 24,934 500,151 162,283,016 137 12 0.3749 0.0876 157,864 7,660 0 0.0000 0.0000 54 0.0000 0 726 525,084 150,204 500,151
0.3800 0.1% 99.8% 17,274 349,947 162,433,220 95 6.0000 0.3849 0.0632 72,201 382 0 0.0000 0.0000 42 0.0000 0 589 367,220 71,819 349,947
0.3900 0.1% 99.8% 16,892 278,128 162,505,039 68 14 0.3946 0.2059 76,629 1,440 0 0.0000 0.0000 36 0.0000 0 494 295,020 75,189 278,128
0.4000 0.1% 99.9% 15,452 202,939 162,580,228 47 0.0000 0.4051 0.0000 16,497 0.0000 0 0.0000 0.0000 22 0.0000 0 426 218,391 16,497 202,939
0.4100 0.1% 99.9% 15,452 186,442 162,596,725 50 7.0000 0.4152 0.1400 71,658 2,345 0 0.0000 0.0000 22 0.0000 0 379 201,894 69,313 186,442
0.4200 0.1% 99.9% 13,107 117,129 162,666,038 41 2.0000 0.4243 0.0488 32,919 710 0 0.0000 0.0000 15 0.0000 0 329 130,236 32,209 117,129
0.4300 0.1% 99.9% 12,397 84,920 162,698,247 36 5.0000 0.4352 0.1389 34,652 7,589 0 0.0000 0.0000 13 0.0000 0 288 97,317 27,063 84,920
0.4400 0.0% 100.0% 4,808 57,857 162,725,310 31 4.0000 0.4456 0.1290 5,231 830 0 0.0000 0.0000 8.0000 0.0000 0 252 62,665 4,401 57,857
0.4500 0.0% 100.0% 3,978 53,456 162,729,711 22 3.0000 0.4551 0.1364 3,853 787 0 0.0000 0.0000 4.0000 0.0000 0 221 57,434 3,066 53,456
0.4600 0.0% 100.0% 3,191 50,390 162,732,777 33 0.0000 0.4660 0.0000 9,483 0.0000 0 0.0000 0.0000 1.0000 0.0000 0 199 53,581 9,483 50,390
0.4700 0.0% 100.0% 3,191 40,908 162,742,259 24 0.0000 0.4736 0.0000 6,121 0.0000 0 0.0000 0.0000 1.0000 0.0000 0 166 44,098 6,121 40,908
0.4800 0.0% 100.0% 3,191 34,786 162,748,381 16 0.0000 0.4856 0.0000 3,828 0.0000 0 0.0000 0.0000 1.0000 0.0000 0 142 37,977 3,828 34,786
0.4900 0.0% 100.0% 3,191 30,959 162,752,208 12 0.0000 0.4932 0.0000 4,652 0.0000 0 0.0000 0.0000 1.0000 0.0000 0 126 34,150 4,652 30,959
0.5000 0.0% 100.0% 3,191 26,307 162,756,860 14 1.0000 0.5058 0.0714 4,742 3,191 0 0.0000 0.0000 1.0000 0.0000 0 114 29,498 1,551 26,307
0.5100 0.0% 100.0% 0.0000 24,756 162,758,411 9 0.0000 0.5123 0.0000 2,885 0.0000 0 0.0000 0.0000 0.0000 0.0000 0 100 24,756 2,885 24,756
0.5200 0.0% 100.0% 0.0000 21,871 162,761,296 7 0.0000 0.5278 0.0000 953 0.0000 0 0.0000 0.0000 0.0000 0.0000 0 91 21,871 953 21,871
0.5300 0.0% 100.0% 0.0000 20,918 162,762,249 19 0.0000 0.5320 0.0000 2,590 0.0000 0 0.0000 0.0000 0.0000 0.0000 0 84 20,918 2,590 20,918
0.5400 0.0% 100.0% 0.0000 18,328 162,764,839 7 0.0000 0.5422 0.0000 490 0.0000 0 0.0000 0.0000 0.0000 0.0000 0 65 18,328 490 18,328
0.5500 0.0% 100.0% 0.0000 17,838 162,765,329 41 0.0000 0.5553 0.0000 2,390 0.0000 0 0.0000 0.0000 0.0000 0.0000 0 58 17,838 2,390 17,838
0.5600 0.0% 100.0% 0.0000 15,448 162,767,719 6 0.0000 0.5669 0.0000 1,768 0.0000 0 0.0000 0.0000 0.0000 0.0000 0 17 15,448 1,768 15,448
0.5700 0.0% 100.0% 0.0000 13,680 162,769,487 2 0.0000 0.5736 0.0000 200 0.0000 0 0.0000 0.0000 0.0000 0.0000 0 11 13,680 200 13,680
0.5800 0.0% 100.0% 0.0000 13,480 162,769,687 1 0.0000 0.5812 0.0000 3,407 0.0000 0 0.0000 0.0000 0.0000 0.0000 0 9 13,480 3,407 13,480
0.5900 0.0% 100.0% 0.0000 10,073 162,773,094 5 0.0000 0.5948 0.0000 7,803 0.0000 0 0.0000 0.0000 0.0000 0.0000 0 8 10,073 7,803 10,073
0.6000 0.0% 100.0% 0.0000 2,270 162,780,897 1 0.0000 0.6047 0.0000 1,110 0.0000 0 0.0000 0.0000 0.0000 0.0000 0 3 2,270 1,110 2,270
0.6200 0.0% 100.0% 0.0000 1,160 162,782,007 1 0.0000 0.6282 0.0000 1,110 0.0000 0 0.0000 0.0000 0.0000 0.0000 0 2 1,160 1,110 1,160
0.6500 0.0% 100.0% 0.0000 50 162,783,117 1 0.0000 0.6539 0.0000 50 0.0000 0 0.0000 0.0000 0.0000 0.0000 0 1 50 50 50

User-ever CB

bin_start pct_cb_amt_flagged pct_noncb_amt_spared cum_cb_user_amt noncb_amt spared_non_cb_amount tot_txns total_cb_users_txns avg_pred user_cb_perc tot_txns_amt tot_cb_user_amt cum_cb_user_txns cum_txns_ge cum_txns_amt_ge tot_noncb_amt cum_noncb_amt
-0.0100 100.0% 0.0% 13,354,270 162,783,167 0.0000 1 0.0000 -0.0178 0.0000 4,423 0.0000 71,849 1,355,474 176,137,437 4,423 162,783,167
0.0000 100.0% 0.0% 13,354,270 162,778,744 4,423 799,748 43,895 0.0049 0.0549 106,271,962 7,237,811 71,849 1,355,473 176,133,014 99,034,152 162,778,744
0.0100 45.8% 60.8% 6,116,459 63,744,592 99,038,575 245,592 11,462 0.0138 0.0467 28,481,683 2,000,916 27,954 555,725 69,861,051 26,480,768 63,744,592
0.0200 30.8% 77.1% 4,115,543 37,263,825 125,519,342 76,120 3,655 0.0243 0.0480 9,697,427 756,463 16,492 310,133 41,379,368 8,940,964 37,263,825
0.0300 25.2% 82.6% 3,359,080 28,322,860 134,460,307 43,501 1,917 0.0348 0.0441 5,041,064 430,222 12,837 234,013 31,681,941 4,610,842 28,322,860
0.0400 21.9% 85.4% 2,928,859 23,712,018 139,071,149 35,287 1,761 0.0448 0.0499 4,507,434 340,076 10,920 190,512 26,640,877 4,167,358 23,712,018
0.0500 19.4% 88.0% 2,588,782 19,544,660 143,238,506 27,933 1,483 0.0548 0.0531 3,108,240 286,628 9,159 155,225 22,133,443 2,821,612 19,544,660
0.0600 17.2% 89.7% 2,302,154 16,723,048 146,060,118 22,670 1,196 0.0649 0.0528 2,673,568 330,427 7,676 127,292 19,025,203 2,343,141 16,723,048
0.0700 14.8% 91.2% 1,971,728 14,379,907 148,403,260 18,444 1,074 0.0749 0.0582 2,034,613 185,567 6,480 104,622 16,351,635 1,849,046 14,379,907
0.0800 13.4% 92.3% 1,786,160 12,530,861 150,252,306 15,237 888 0.0848 0.0583 1,721,538 154,459 5,406 86,178 14,317,022 1,567,079 12,530,861
0.0900 12.2% 93.3% 1,631,701 10,963,783 151,819,384 12,200 696 0.0949 0.0570 1,518,011 131,806 4,518 70,941 12,595,484 1,386,205 10,963,783
0.1000 11.2% 94.1% 1,499,894 9,577,578 153,205,589 9,626 621 0.1048 0.0645 1,556,043 297,484 3,822 58,741 11,077,472 1,258,559 9,577,578
0.1100 9.0% 94.9% 1,202,410 8,319,019 154,464,148 7,649 462 0.1148 0.0604 1,067,805 95,750 3,201 49,115 9,521,429 972,055 8,319,019
0.1200 8.3% 95.5% 1,106,660 7,346,964 155,436,203 6,046 379 0.1248 0.0627 897,630 130,020 2,739 41,466 8,453,624 767,610 7,346,964
0.1300 7.3% 96.0% 976,640 6,579,353 156,203,813 5,021 352 0.1347 0.0701 1,251,240 344,826 2,360 35,420 7,555,994 906,415 6,579,353
0.1400 4.7% 96.5% 631,815 5,672,939 157,110,228 4,072 301 0.1448 0.0739 630,464 82,490 2,008 30,399 6,304,754 547,974 5,672,939
0.1500 4.1% 96.9% 549,325 5,124,965 157,658,202 3,270 199 0.1548 0.0609 535,241 67,342 1,707 26,327 5,674,290 467,898 5,124,965
0.1600 3.6% 97.1% 481,983 4,657,067 158,126,100 2,781 193 0.1649 0.0694 527,615 67,728 1,508 23,057 5,139,050 459,888 4,657,067
0.1700 3.1% 97.4% 414,255 4,197,179 158,585,988 2,600 182 0.1750 0.0700 401,568 58,855 1,315 20,276 4,611,434 342,713 4,197,179
0.1800 2.7% 97.6% 355,400 3,854,466 158,928,701 2,149 131 0.1848 0.0610 348,205 46,195 1,133 17,676 4,209,867 302,010 3,854,466
0.1900 2.3% 97.8% 309,205 3,552,457 159,230,710 1,865 119 0.1948 0.0638 349,872 35,861 1,002 15,527 3,861,662 314,011 3,552,457
0.2000 2.0% 98.0% 273,344 3,238,445 159,544,721 1,674 107 0.2048 0.0639 229,943 34,667 883 13,662 3,511,790 195,276 3,238,445
0.2100 1.8% 98.1% 238,677 3,043,170 159,739,997 1,523 112 0.2150 0.0735 354,507 50,142 776 11,988 3,281,847 304,365 3,043,170
0.2200 1.4% 98.3% 188,536 2,738,805 160,044,362 1,337 73 0.2247 0.0546 268,823 15,217 664 10,465 2,927,340 253,606 2,738,805
0.2300 1.3% 98.5% 173,318 2,485,199 160,297,968 1,167 100 0.2350 0.0857 184,353 29,313 591 9,128 2,658,517 155,040 2,485,199
0.2400 1.1% 98.6% 144,005 2,330,159 160,453,008 1,139 80 0.2450 0.0702 201,718 22,739 491 7,961 2,474,164 178,979 2,330,159
0.2500 0.9% 98.7% 121,266 2,151,180 160,631,987 967 48 0.2547 0.0496 155,455 17,181 411 6,822 2,272,446 138,274 2,151,180
0.2600 0.8% 98.8% 104,085 2,012,906 160,770,261 872 55 0.2650 0.0631 167,248 13,940 363 5,855 2,116,990 153,308 2,012,906
0.2700 0.7% 98.9% 90,144 1,859,598 160,923,569 765 39 0.2750 0.0510 92,044 11,326 308 4,983 1,949,742 80,718 1,859,598
0.2800 0.6% 98.9% 78,818 1,778,879 161,004,288 670 40 0.2850 0.0597 129,701 13,749 269 4,218 1,857,698 115,951 1,778,879
0.2900 0.5% 99.0% 65,069 1,662,928 161,120,239 538 23 0.2950 0.0428 177,093 4,781 229 3,548 1,727,997 172,312 1,662,928
0.3000 0.5% 99.1% 60,288 1,490,616 161,292,551 490 19 0.3050 0.0388 127,677 5,376 206 3,010 1,550,904 122,301 1,490,616
0.3100 0.4% 99.2% 54,912 1,368,315 161,414,852 432 15 0.3144 0.0347 158,490 4,172 187 2,520 1,423,227 154,318 1,368,315
0.3200 0.4% 99.3% 50,740 1,213,996 161,569,171 370 18 0.3250 0.0486 137,408 5,185 172 2,088 1,264,736 132,223 1,213,996
0.3300 0.3% 99.3% 45,555 1,081,773 161,701,394 336 21 0.3345 0.0625 158,624 5,642 154 1,718 1,127,329 152,983 1,081,773
0.3400 0.3% 99.4% 39,914 928,790 161,854,376 295 48 0.3456 0.1627 165,667 9,621 133 1,382 968,704 156,046 928,790
0.3500 0.2% 99.5% 30,292 772,745 162,010,422 198 9.0000 0.3547 0.0455 140,780 749 85 1,087 803,037 140,031 772,745
0.3600 0.2% 99.6% 29,543 632,714 162,150,453 163 22 0.3650 0.1350 137,173 4,610 76 889 662,258 132,563 632,714
0.3700 0.2% 99.7% 24,934 500,151 162,283,016 137 12 0.3749 0.0876 157,864 7,660 54 726 525,084 150,204 500,151
0.3800 0.1% 99.8% 17,274 349,947 162,433,220 95 6.0000 0.3849 0.0632 72,201 382 42 589 367,220 71,819 349,947
0.3900 0.1% 99.8% 16,892 278,128 162,505,039 68 14 0.3946 0.2059 76,629 1,440 36 494 295,020 75,189 278,128
0.4000 0.1% 99.9% 15,452 202,939 162,580,228 47 0.0000 0.4051 0.0000 16,497 0.0000 22 426 218,391 16,497 202,939
0.4100 0.1% 99.9% 15,452 186,442 162,596,725 50 7.0000 0.4152 0.1400 71,658 2,345 22 379 201,894 69,313 186,442
0.4200 0.1% 99.9% 13,107 117,129 162,666,038 41 2.0000 0.4243 0.0488 32,919 710 15 329 130,236 32,209 117,129
0.4300 0.1% 99.9% 12,397 84,920 162,698,247 36 5.0000 0.4352 0.1389 34,652 7,589 13 288 97,317 27,063 84,920
0.4400 0.0% 100.0% 4,808 57,857 162,725,310 31 4.0000 0.4456 0.1290 5,231 830 8.0000 252 62,665 4,401 57,857
0.4500 0.0% 100.0% 3,978 53,456 162,729,711 22 3.0000 0.4551 0.1364 3,853 787 4.0000 221 57,434 3,066 53,456
0.4600 0.0% 100.0% 3,191 50,390 162,732,777 33 0.0000 0.4660 0.0000 9,483 0.0000 1.0000 199 53,581 9,483 50,390
0.4700 0.0% 100.0% 3,191 40,908 162,742,259 24 0.0000 0.4736 0.0000 6,121 0.0000 1.0000 166 44,098 6,121 40,908
0.4800 0.0% 100.0% 3,191 34,786 162,748,381 16 0.0000 0.4856 0.0000 3,828 0.0000 1.0000 142 37,977 3,828 34,786
0.4900 0.0% 100.0% 3,191 30,959 162,752,208 12 0.0000 0.4932 0.0000 4,652 0.0000 1.0000 126 34,150 4,652 30,959
0.5000 0.0% 100.0% 3,191 26,307 162,756,860 14 1.0000 0.5058 0.0714 4,742 3,191 1.0000 114 29,498 1,551 26,307
0.5100 0.0% 100.0% 0.0000 24,756 162,758,411 9 0.0000 0.5123 0.0000 2,885 0.0000 0.0000 100 24,756 2,885 24,756
0.5200 0.0% 100.0% 0.0000 21,871 162,761,296 7 0.0000 0.5278 0.0000 953 0.0000 0.0000 91 21,871 953 21,871
0.5300 0.0% 100.0% 0.0000 20,918 162,762,249 19 0.0000 0.5320 0.0000 2,590 0.0000 0.0000 84 20,918 2,590 20,918
0.5400 0.0% 100.0% 0.0000 18,328 162,764,839 7 0.0000 0.5422 0.0000 490 0.0000 0.0000 65 18,328 490 18,328
0.5500 0.0% 100.0% 0.0000 17,838 162,765,329 41 0.0000 0.5553 0.0000 2,390 0.0000 0.0000 58 17,838 2,390 17,838
0.5600 0.0% 100.0% 0.0000 15,448 162,767,719 6 0.0000 0.5669 0.0000 1,768 0.0000 0.0000 17 15,448 1,768 15,448
0.5700 0.0% 100.0% 0.0000 13,680 162,769,487 2 0.0000 0.5736 0.0000 200 0.0000 0.0000 11 13,680 200 13,680
0.5800 0.0% 100.0% 0.0000 13,480 162,769,687 1 0.0000 0.5812 0.0000 3,407 0.0000 0.0000 9 13,480 3,407 13,480
0.5900 0.0% 100.0% 0.0000 10,073 162,773,094 5 0.0000 0.5948 0.0000 7,803 0.0000 0.0000 8 10,073 7,803 10,073
0.6000 0.0% 100.0% 0.0000 2,270 162,780,897 1 0.0000 0.6047 0.0000 1,110 0.0000 0.0000 3 2,270 1,110 2,270
0.6200 0.0% 100.0% 0.0000 1,160 162,782,007 1 0.0000 0.6282 0.0000 1,110 0.0000 0.0000 2 1,160 1,110 1,160
0.6500 0.0% 100.0% 0.0000 50 162,783,117 1 0.0000 0.6539 0.0000 50 0.0000 0.0000 1 50 50 50

Threshold sweep (per user, max_score)

Flag a user if that user’s max txn score ≥ threshold. cum_cb_user_amt is the ticket sum of flagged CB users.

threshold pct_cb_amt_flagged pct_noncb_amt_spared cum_cb_user_amt noncb_amt spared_non_cb_amount users_flagged flag_rate cb_captured cb_recall precision_cb noncb_flagged noncb_flag_rate flagged_amt cb_user_amt_recall
0.0500 42.9% 74.3% 5,732,616 41,778,098 121,005,069 29,929 16.3% 1,416 21.4% 4.7% 28,513 16.1% 47,510,714 42.9%
0.1000 28.4% 86.3% 3,790,989 22,318,481 140,464,686 12,828 7.0% 712 10.7% 5.6% 12,116 6.8% 26,109,470 28.4%
0.1500 17.5% 91.0% 2,341,528 14,704,385 148,078,782 6,403 3.5% 389 5.9% 6.1% 6,014 3.4% 17,045,913 17.5%
0.2000 10.0% 93.3% 1,331,611 10,980,797 151,802,370 3,635 2.0% 222 3.3% 6.1% 3,413 1.9% 12,312,407 10.0%
0.3000 2.9% 97.4% 383,338 4,175,630 158,607,536 1,032 0.6% 60 0.9% 5.8% 972 0.5% 4,558,969 2.9%
0.4000 0.4% 99.0% 49,687 1,684,177 161,098,990 160 0.1% 17 0.3% 10.6% 143 0.1% 1,733,865 0.4%
0.5000 0.0% 99.9% 3,191 169,047 162,614,120 25 0.0% 1 0.0% 4.0% 24 0.0% 172,238 0.0%
0.6000 0.0% 100.0% 0.0000 42,586 162,740,581 2 0.0% 0 0.0% 0.0% 2 0.0% 42,586 0.0%
0.7000 0.0% 100.0% 0.0000 0.0000 162,783,167 0 0.0% 0 0.0% 0.0% 0 0.0% 0.0000 0.0%
0.8000 0.0% 100.0% 0.0000 0.0000 162,783,167 0 0.0% 0 0.0% 0.0% 0 0.0% 0.0000 0.0%
0.9000 0.0% 100.0% 0.0000 0.0000 162,783,167 0 0.0% 0 0.0% 0.0% 0 0.0% 0.0000 0.0%

Threshold sweep (txns)

Flag a txn if its score ≥ threshold. Counts are number of txns. Tabs: all scored txns, successful, and successful non-3DS.

All scored txns

threshold pct_cb_amt_flagged pct_noncb_amt_spared cum_cb_user_amt noncb_amt spared_non_cb_amount txns_flagged flag_rate cb_user_txns cb_user_txn_recall precision_cb noncb_txns amt_flagged cb_user_amt_recall
0.0500 19.4% 88.0% 2,588,782 19,544,660 143,238,506 155,225 11.5% 9,159 12.7% 5.9% 146,066 22,133,443 19.4%
0.1000 11.2% 94.1% 1,499,894 9,577,578 153,205,589 58,741 4.3% 3,822 5.3% 6.5% 54,919 11,077,472 11.2%
0.1500 4.1% 96.9% 549,325 5,124,965 157,658,202 26,327 1.9% 1,707 2.4% 6.5% 24,620 5,674,290 4.1%
0.2000 2.0% 98.0% 273,344 3,238,445 159,544,721 13,662 1.0% 883 1.2% 6.5% 12,779 3,511,790 2.0%
0.3000 0.5% 99.1% 60,288 1,490,616 161,292,551 3,010 0.2% 206 0.3% 6.8% 2,804 1,550,904 0.5%
0.4000 0.1% 99.9% 15,452 202,939 162,580,228 426 0.0% 22 0.0% 5.2% 404 218,391 0.1%
0.5000 0.0% 100.0% 3,191 26,307 162,756,860 114 0.0% 1 0.0% 0.9% 113 29,498 0.0%
0.6000 0.0% 100.0% 0.0000 2,270 162,780,897 3 0.0% 0 0.0% 0.0% 3 2,270 0.0%
0.7000 0.0% 100.0% 0.0000 0.0000 162,783,167 0 0.0% 0 0.0% 0.0% 0 0.0000 0.0%
0.8000 0.0% 100.0% 0.0000 0.0000 162,783,167 0 0.0% 0 0.0% 0.0% 0 0.0000 0.0%
0.9000 0.0% 100.0% 0.0000 0.0000 162,783,167 0 0.0% 0 0.0% 0.0% 0 0.0000 0.0%