{
"title": "Category composite heatmap",
"description": "Average composite score by benchmark category and model.",
"data": [
{
"type": "heatmap",
"x": [
"opencode/gpt-5.4-nano",
"opencode/kimi-k2.5",
"opencode/claude-opus-4-6",
"opencode/glm-5",
"opencode/big-pickle",
"opencode/gpt-5.4",
"opencode/claude-sonnet-4-6",
"opencode/glm-5.1",
"opencode/minimax-m2.5",
"opencode/gpt-5.4-mini",
"opencode/minimax-m2.5-free",
"opencode/gemini-3-flash",
"opencode/gemini-3.1-pro",
"opencode/nemotron-3-super-free"
],
"y": [
"kubernetes (7 tasks)",
"gitops (5 tasks)",
"scripting (4 tasks)",
"networking (3 tasks)",
"linux-hardening (2 tasks)",
"platform-bootstrap (2 tasks)",
"ansible (1 tasks)",
"docker-compose (1 tasks)",
"iac (1 tasks)",
"terraform (1 tasks)"
],
"z": [
[
0.7975838571428572,
0.8704745714285715,
0.6449234285714286,
0.5549567142857144,
0.6629625714285714,
0.6766455714285715,
0.5448628571428571,
0.4826791428571429,
0.38530371428571425,
0.37169357142857146,
0.39999999999999997,
0.6,
0.3345024285714286,
0.09999999999999999
],
[
0.9169806000000001,
0.8738427999999999,
0.7490720000000001,
0.813707,
0.7344368,
0.7804612,
0.6001184,
0.8023603999999999,
0.685962,
0.35570219999999997,
0.5599999999999999,
0.5599999999999999,
0.4576798,
0.27999999999999997
],
[
0.92196825,
0.43810425,
0.75391175,
0.80078925,
0.7373514999999999,
0.7727165,
0.76316625,
0.414717,
0.42516299999999996,
0.8828345,
0.35,
0.175,
0.19978975,
0.175
],
[
0.9613893333333333,
0.5547373333333333,
0.7507486666666666,
0.8130813333333333,
0.5859496666666667,
0.25048166666666666,
0.7574406666666667,
0.2644836666666667,
0.8326493333333334,
0.28387266666666666,
0,
0.2333333333333333,
0,
0.2333333333333333
],
[
0.4591725,
0.9303250000000001,
0.7551165,
0.3974975,
0.4426955,
0.7972779999999999,
0.3773255,
0.4034695,
0.4486645,
0,
0.7,
0.7,
0,
0
],
[
0.483568,
0.943575,
0.7773755,
0,
0.4659565,
0,
0.789766,
0.830493,
0.449979,
0,
0.35,
0.35,
0,
0
],
[
0.88856,
0.917747,
0.746993,
0.831919,
0.96304,
0.791646,
0.760327,
0.840959,
0,
0.917651,
0.7,
0,
0.77833,
0.7
],
[
0.975285,
0.83608,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.81274,
0
],
[
0,
0.822876,
0,
0.818841,
0,
0.790526,
0,
0.797697,
0,
0.999701,
0.7,
0,
0,
0
],
[
0.822157,
0.977936,
0.755383,
0.776314,
0.806159,
0.774525,
0.7707,
0.816164,
0.86198,
0.788904,
0.7,
0.7,
0.832187,
0.7
]
],
"text": [
[
"0.798",
"0.87",
"0.645",
"0.555",
"0.663",
"0.677",
"0.545",
"0.483",
"0.385",
"0.372",
"0.4",
"0.6",
"0.335",
"0.1"
],
[
"0.917",
"0.874",
"0.749",
"0.814",
"0.734",
"0.78",
"0.6",
"0.802",
"0.686",
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"0.56",
"0.56",
"0.458",
"0.28"
],
[
"0.922",
"0.438",
"0.754",
"0.801",
"0.737",
"0.773",
"0.763",
"0.415",
"0.425",
"0.883",
"0.35",
"0.175",
"0.2",
"0.175"
],
[
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"0.555",
"0.751",
"0.813",
"0.586",
"0.25",
"0.757",
"0.264",
"0.833",
"0.284",
"0.0",
"0.233",
"0.0",
"0.233"
],
[
"0.459",
"0.93",
"0.755",
"0.397",
"0.443",
"0.797",
"0.377",
"0.403",
"0.449",
"0.0",
"0.7",
"0.7",
"0.0",
"0.0"
],
[
"0.484",
"0.944",
"0.777",
"0.0",
"0.466",
"0.0",
"0.79",
"0.83",
"0.45",
"0.0",
"0.35",
"0.35",
"0.0",
"0.0"
],
[
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"0.832",
"0.963",
"0.792",
"0.76",
"0.841",
"0.0",
"0.918",
"0.7",
"0.0",
"0.778",
"0.7"
],
[
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"0.0",
"0.0",
"0.0",
"0.0",
"0.0",
"0.0",
"0.0",
"0.0",
"0.0",
"0.0",
"0.813",
"0.0"
],
[
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"0.791",
"0.0",
"0.798",
"0.0",
"1.0",
"0.7",
"0.0",
"0.0",
"0.0"
],
[
"0.822",
"0.978",
"0.755",
"0.776",
"0.806",
"0.775",
"0.771",
"0.816",
"0.862",
"0.789",
"0.7",
"0.7",
"0.832",
"0.7"
]
],
"customdata": [
[
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Avg success: 86%
Avg requests: 14.86
Avg cost: $0.0139
Tasks in category: 7",
"Avg composite: 0.87
Avg success: 100%
Avg requests: 15.29
Avg cost: $0.0374
Tasks in category: 7",
"Avg composite: 0.645
Avg success: 86%
Avg requests: 14.71
Avg cost: $0.7983
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"Avg composite: 0.555
Avg success: 71%
Avg requests: 12.71
Avg cost: $0.3161
Tasks in category: 7",
"Avg composite: 0.663
Avg success: 71%
Avg requests: 14.29
Avg cost: $0.0000
Tasks in category: 7",
"Avg composite: 0.677
Avg success: 86%
Avg requests: 10.14
Avg cost: $0.3136
Tasks in category: 7",
"Avg composite: 0.545
Avg success: 71%
Avg requests: 15.00
Avg cost: $0.4151
Tasks in category: 7",
"Avg composite: 0.483
Avg success: 57%
Avg requests: 8.57
Avg cost: $0.0603
Tasks in category: 7",
"Avg composite: 0.385
Avg success: 43%
Avg requests: 10.29
Avg cost: $0.0171
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"Avg composite: 0.372
Avg success: 43%
Avg requests: 10.14
Avg cost: $0.0413
Tasks in category: 7",
"Avg composite: 0.4
Avg success: 57%
Avg requests: 14.71
Avg cost: $0.0000
Tasks in category: 7",
"Avg composite: 0.6
Avg success: 86%
Avg requests: 20.43
Avg cost: $0.1124
Tasks in category: 7",
"Avg composite: 0.335
Avg success: 43%
Avg requests: 9.86
Avg cost: $0.2136
Tasks in category: 7",
"Avg composite: 0.1
Avg success: 14%
Avg requests: 17.29
Avg cost: $0.0000
Tasks in category: 7"
],
[
"Avg composite: 0.917
Avg success: 100%
Avg requests: 17.00
Avg cost: $0.0185
Tasks in category: 5",
"Avg composite: 0.874
Avg success: 100%
Avg requests: 15.00
Avg cost: $0.0418
Tasks in category: 5",
"Avg composite: 0.749
Avg success: 100%
Avg requests: 17.80
Avg cost: $0.9481
Tasks in category: 5",
"Avg composite: 0.814
Avg success: 100%
Avg requests: 11.20
Avg cost: $0.2716
Tasks in category: 5",
"Avg composite: 0.734
Avg success: 80%
Avg requests: 17.60
Avg cost: $0.0000
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"Avg composite: 0.78
Avg success: 100%
Avg requests: 12.40
Avg cost: $0.4121
Tasks in category: 5",
"Avg composite: 0.6
Avg success: 80%
Avg requests: 17.00
Avg cost: $0.4634
Tasks in category: 5",
"Avg composite: 0.802
Avg success: 100%
Avg requests: 14.40
Avg cost: $0.1185
Tasks in category: 5",
"Avg composite: 0.686
Avg success: 80%
Avg requests: 23.20
Avg cost: $0.0365
Tasks in category: 5",
"Avg composite: 0.356
Avg success: 40%
Avg requests: 11.00
Avg cost: $0.0505
Tasks in category: 5",
"Avg composite: 0.56
Avg success: 80%
Avg requests: 31.80
Avg cost: $0.0000
Tasks in category: 5",
"Avg composite: 0.56
Avg success: 80%
Avg requests: 27.80
Avg cost: $0.1082
Tasks in category: 5",
"Avg composite: 0.458
Avg success: 60%
Avg requests: 17.00
Avg cost: $0.3946
Tasks in category: 5",
"Avg composite: 0.28
Avg success: 40%
Avg requests: 24.20
Avg cost: $0.0000
Tasks in category: 5"
],
[
"Avg composite: 0.922
Avg success: 100%
Avg requests: 10.75
Avg cost: $0.0109
Tasks in category: 4",
"Avg composite: 0.438
Avg success: 50%
Avg requests: 11.25
Avg cost: $0.0107
Tasks in category: 4",
"Avg composite: 0.754
Avg success: 100%
Avg requests: 10.50
Avg cost: $0.6223
Tasks in category: 4",
"Avg composite: 0.801
Avg success: 100%
Avg requests: 9.50
Avg cost: $0.1947
Tasks in category: 4",
"Avg composite: 0.737
Avg success: 75%
Avg requests: 8.50
Avg cost: $0.0000
Tasks in category: 4",
"Avg composite: 0.773
Avg success: 100%
Avg requests: 10.00
Avg cost: $0.2906
Tasks in category: 4",
"Avg composite: 0.763
Avg success: 100%
Avg requests: 11.75
Avg cost: $0.3779
Tasks in category: 4",
"Avg composite: 0.415
Avg success: 50%
Avg requests: 7.50
Avg cost: $0.0261
Tasks in category: 4",
"Avg composite: 0.425
Avg success: 50%
Avg requests: 13.00
Avg cost: $0.0152
Tasks in category: 4",
"Avg composite: 0.883
Avg success: 100%
Avg requests: 8.50
Avg cost: $0.0324
Tasks in category: 4",
"Avg composite: 0.35
Avg success: 50%
Avg requests: 10.25
Avg cost: $0.0000
Tasks in category: 4",
"Avg composite: 0.175
Avg success: 25%
Avg requests: 17.00
Avg cost: $0.0465
Tasks in category: 4",
"Avg composite: 0.2
Avg success: 25%
Avg requests: 8.00
Avg cost: $0.0394
Tasks in category: 4",
"Avg composite: 0.175
Avg success: 25%
Avg requests: 8.25
Avg cost: $0.0000
Tasks in category: 4"
],
[
"Avg composite: 0.961
Avg success: 100%
Avg requests: 11.67
Avg cost: $0.0128
Tasks in category: 3",
"Avg composite: 0.555
Avg success: 67%
Avg requests: 10.33
Avg cost: $0.0272
Tasks in category: 3",
"Avg composite: 0.751
Avg success: 100%
Avg requests: 14.00
Avg cost: $0.7763
Tasks in category: 3",
"Avg composite: 0.813
Avg success: 100%
Avg requests: 9.00
Avg cost: $0.1994
Tasks in category: 3",
"Avg composite: 0.586
Avg success: 67%
Avg requests: 21.33
Avg cost: $0.0000
Tasks in category: 3",
"Avg composite: 0.25
Avg success: 33%
Avg requests: 9.00
Avg cost: $0.3060
Tasks in category: 3",
"Avg composite: 0.757
Avg success: 100%
Avg requests: 14.67
Avg cost: $0.4994
Tasks in category: 3",
"Avg composite: 0.264
Avg success: 33%
Avg requests: 7.33
Avg cost: $0.0529
Tasks in category: 3",
"Avg composite: 0.833
Avg success: 100%
Avg requests: 23.67
Avg cost: $0.0386
Tasks in category: 3",
"Avg composite: 0.284
Avg success: 33%
Avg requests: 7.67
Avg cost: $0.0309
Tasks in category: 3",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 14.33
Avg cost: $0.0000
Tasks in category: 3",
"Avg composite: 0.233
Avg success: 33%
Avg requests: 12.33
Avg cost: $0.1030
Tasks in category: 3",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 9.00
Avg cost: $0.1804
Tasks in category: 3",
"Avg composite: 0.233
Avg success: 33%
Avg requests: 21.67
Avg cost: $0.0000
Tasks in category: 3"
],
[
"Avg composite: 0.459
Avg success: 50%
Avg requests: 14.00
Avg cost: $0.0135
Tasks in category: 2",
"Avg composite: 0.93
Avg success: 100%
Avg requests: 12.00
Avg cost: $0.0315
Tasks in category: 2",
"Avg composite: 0.755
Avg success: 100%
Avg requests: 17.00
Avg cost: $0.8005
Tasks in category: 2",
"Avg composite: 0.397
Avg success: 50%
Avg requests: 9.00
Avg cost: $0.1908
Tasks in category: 2",
"Avg composite: 0.443
Avg success: 50%
Avg requests: 15.50
Avg cost: $0.0000
Tasks in category: 2",
"Avg composite: 0.797
Avg success: 100%
Avg requests: 10.50
Avg cost: $0.3348
Tasks in category: 2",
"Avg composite: 0.377
Avg success: 50%
Avg requests: 16.50
Avg cost: $0.4824
Tasks in category: 2",
"Avg composite: 0.403
Avg success: 50%
Avg requests: 11.00
Avg cost: $0.0656
Tasks in category: 2",
"Avg composite: 0.449
Avg success: 50%
Avg requests: 10.50
Avg cost: $0.0165
Tasks in category: 2",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 11.00
Avg cost: $0.0332
Tasks in category: 2",
"Avg composite: 0.7
Avg success: 100%
Avg requests: 12.00
Avg cost: $0.0000
Tasks in category: 2",
"Avg composite: 0.7
Avg success: 100%
Avg requests: 21.50
Avg cost: $0.1210
Tasks in category: 2",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 8.00
Avg cost: $0.1440
Tasks in category: 2",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 20.00
Avg cost: $0.0000
Tasks in category: 2"
],
[
"Avg composite: 0.484
Avg success: 50%
Avg requests: 21.50
Avg cost: $0.0217
Tasks in category: 2",
"Avg composite: 0.944
Avg success: 100%
Avg requests: 14.50
Avg cost: $0.0400
Tasks in category: 2",
"Avg composite: 0.777
Avg success: 100%
Avg requests: 18.00
Avg cost: $0.8819
Tasks in category: 2",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 8.50
Avg cost: $0.1759
Tasks in category: 2",
"Avg composite: 0.466
Avg success: 50%
Avg requests: 19.50
Avg cost: $0.0000
Tasks in category: 2",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 10.50
Avg cost: $0.4214
Tasks in category: 2",
"Avg composite: 0.79
Avg success: 100%
Avg requests: 21.00
Avg cost: $0.5211
Tasks in category: 2",
"Avg composite: 0.83
Avg success: 100%
Avg requests: 18.00
Avg cost: $0.1297
Tasks in category: 2",
"Avg composite: 0.45
Avg success: 50%
Avg requests: 16.00
Avg cost: $0.0288
Tasks in category: 2",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 10.50
Avg cost: $0.0457
Tasks in category: 2",
"Avg composite: 0.35
Avg success: 50%
Avg requests: 15.50
Avg cost: $0.0000
Tasks in category: 2",
"Avg composite: 0.35
Avg success: 50%
Avg requests: 18.00
Avg cost: $0.0891
Tasks in category: 2",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 16.50
Avg cost: $0.3241
Tasks in category: 2",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 21.00
Avg cost: $0.0000
Tasks in category: 2"
],
[
"Avg composite: 0.889
Avg success: 100%
Avg requests: 14.00
Avg cost: $0.0131
Tasks in category: 1",
"Avg composite: 0.918
Avg success: 100%
Avg requests: 7.00
Avg cost: $0.0200
Tasks in category: 1",
"Avg composite: 0.747
Avg success: 100%
Avg requests: 12.00
Avg cost: $0.7302
Tasks in category: 1",
"Avg composite: 0.832
Avg success: 100%
Avg requests: 7.00
Avg cost: $0.1366
Tasks in category: 1",
"Avg composite: 0.963
Avg success: 100%
Avg requests: 7.00
Avg cost: $0.0000
Tasks in category: 1",
"Avg composite: 0.792
Avg success: 100%
Avg requests: 7.00
Avg cost: $0.2740
Tasks in category: 1",
"Avg composite: 0.76
Avg success: 100%
Avg requests: 13.00
Avg cost: $0.3992
Tasks in category: 1",
"Avg composite: 0.841
Avg success: 100%
Avg requests: 9.00
Avg cost: $0.0511
Tasks in category: 1",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 14.00
Avg cost: $0.0196
Tasks in category: 1",
"Avg composite: 0.918
Avg success: 100%
Avg requests: 7.00
Avg cost: $0.0285
Tasks in category: 1",
"Avg composite: 0.7
Avg success: 100%
Avg requests: 9.00
Avg cost: $0.0000
Tasks in category: 1",
"Avg composite: 0.0
Avg success: 0%
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Avg cost: $0.0000
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"Avg composite: 0.778
Avg success: 100%
Avg requests: 10.00
Avg cost: $0.1680
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"Avg composite: 0.7
Avg success: 100%
Avg requests: 25.00
Avg cost: $0.0000
Tasks in category: 1"
],
[
"Avg composite: 0.975
Avg success: 100%
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Avg cost: $0.0286
Tasks in category: 1",
"Avg composite: 0.836
Avg success: 100%
Avg requests: 31.00
Avg cost: $0.0897
Tasks in category: 1",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 42.00
Avg cost: $1.2297
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"Avg composite: 0.0
Avg success: 0%
Avg requests: 5.00
Avg cost: $0.0964
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"Avg composite: 0.0
Avg success: 0%
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Avg cost: $0.0000
Tasks in category: 1",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 7.00
Avg cost: $0.2825
Tasks in category: 1",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 14.00
Avg cost: $0.4126
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"Avg composite: 0.0
Avg success: 0%
Avg requests: 12.00
Avg cost: $0.0000
Tasks in category: 1",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 10.00
Avg cost: $0.0124
Tasks in category: 1",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 9.00
Avg cost: $0.0288
Tasks in category: 1",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 31.00
Avg cost: $0.0000
Tasks in category: 1",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 13.00
Avg cost: $0.0786
Tasks in category: 1",
"Avg composite: 0.813
Avg success: 100%
Avg requests: 19.00
Avg cost: $0.3295
Tasks in category: 1",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 17.00
Avg cost: $0.0000
Tasks in category: 1"
],
[
"Avg composite: 0.0
Avg success: 0%
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Avg cost: $0.0199
Tasks in category: 1",
"Avg composite: 0.823
Avg success: 100%
Avg requests: 21.00
Avg cost: $0.0495
Tasks in category: 1",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 9.00
Avg cost: $0.7268
Tasks in category: 1",
"Avg composite: 0.819
Avg success: 100%
Avg requests: 11.00
Avg cost: $0.2735
Tasks in category: 1",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 19.00
Avg cost: $0.0000
Tasks in category: 1",
"Avg composite: 0.791
Avg success: 100%
Avg requests: 14.00
Avg cost: $0.3143
Tasks in category: 1",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 11.00
Avg cost: $0.3864
Tasks in category: 1",
"Avg composite: 0.798
Avg success: 100%
Avg requests: 14.00
Avg cost: $0.1142
Tasks in category: 1",
"Avg composite: 0.0
Avg success: 0%
Avg requests: 17.00
Avg cost: $0.0232
Tasks in category: 1",
"Avg composite: 1.0
Avg success: 100%
Avg requests: 8.00
Avg cost: $0.0292
Tasks in category: 1",
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Avg requests: 17.00
Avg cost: $0.0000
Tasks in category: 1",
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Avg success: 0%
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Avg cost: $0.0523
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Avg success: 0%
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Avg cost: $0.0000
Tasks in category: 1"
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Avg requests: 18.00
Avg cost: $0.0175
Tasks in category: 1",
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Avg success: 100%
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Avg cost: $0.0152
Tasks in category: 1",
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Tasks in category: 1",
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Avg success: 100%
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Tasks in category: 1",
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Tasks in category: 1",
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Tasks in category: 1",
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Avg requests: 12.00
Avg cost: $0.0170
Tasks in category: 1",
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Avg success: 100%
Avg requests: 14.00
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Tasks in category: 1",
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Avg cost: $0.0000
Tasks in category: 1",
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Tasks in category: 1",
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Avg requests: 5.00
Avg cost: $0.0872
Tasks in category: 1",
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Avg success: 100%
Avg requests: 14.00
Avg cost: $0.0000
Tasks in category: 1"
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