EXPERIENCE THE SCORER
From data to understanding.
Explore actual saved engine results, or connect your approved key and send an editable request to the live API. Every score comes from StatLine.
01 / RAW INPUT
{
"PLAYER": "GoatedRahim",
"TEAM": "Houston Hornets",
"CONFERENCE": "Western",
"POSITION": "N/A",
"LEAGUE": "EBA",
"GP": 11,
"PPG": 31.909,
"RPG": 2.273,
"APG": 14.909,
"SPG": 3.545,
"BPG": 0,
"TPG": 3.273,
"PA": 0,
"PF": 1.182,
"3PMPG": 5.182,
"3PAPG": 8.727,
"FGMPG": 13.364,
"FGAPG": 20.182,
"WIN": 7,
"LOSS": 4
}This record was scored in the full 103-row batch. Switching records inspects saved output; it doesn't recalculate the cohort.
Download the input CSV02 / SAVED ENGINE OUTPUT
GoatedRahim
Houston Hornets
Why 99?
Helped: Helios Score, Vers Score, Scoreless Impact
Limited: Handle Load, Bpg Sig, Net Pos Ppp
Compared with every normalized metric at its midpoint (0.5). These are influences on the raw sum. Affine scaling of the clipped raw aggregate, followed by rounding.
Trace inputs, weights & calculation
Normalization: batch_extrema. Effective weights include the run’s penalties and overrides. Bucket bars are means, not additive score points.
| Metric | Mapped | Normalized | Weight | Contribution | Relative influence |
|---|---|---|---|---|---|
| Helios Score | 1.158366 | 0.94324 | 0.118182 | 0.111474 | 0.052383 |
| Vers Score | 0.614774 | 0.926023 | 0.081818 | 0.075765 | 0.034856 |
| Scoreless Impact | 0.643079 | 0.91847 | 0.054545 | 0.050098 | 0.022826 |
| Two Way Score | 1.034098 | 1 | 0.045455 | 0.045455 | 0.022727 |
| Eff Usage | 1.450455 | 0.753785 | 0.084848 | 0.063958 | 0.021533 |
| Stocks Boost | 1.107812 | 0.885144 | 0.045455 | 0.040234 | 0.017507 |
| Tov Scaled | 0.866379 | 0.866379 | 0.036364 | 0.031505 | 0.013323 |
| Scoring Gravity | 0.83015 | 0.595891 | 0.127273 | 0.075841 | 0.012204 |
| Gp Share | 1 | 1 | 0.022727 | 0.022727 | 0.011364 |
| Handle Load | 0.969237 | 0.232649 | 0.036364 | 0.00846 | -0.009722 |
| Bpg Sig | 0 | 0 | 0.018182 | 0 | -0.009091 |
| Vol Gap | 0 | 1 | 0.015152 | 0.015152 | 0.007576 |
| Shot Diet Gap | 0 | 1 | 0.015152 | 0.015152 | 0.007576 |
| Spg Sig | 2.954167 | 0.908974 | 0.018182 | 0.016527 | 0.007436 |
| Net Pos Ppp | 1.024323 | 0.415189 | 0.084848 | 0.035228 | -0.007196 |
| Pps Gap | 0.115556 | 0.859932 | 0.015152 | 0.013029 | 0.005454 |
| Ast To Bonus | 0.425858 | 0.378404 | 0.036364 | 0.01376 | -0.004422 |
| Wl Share | 0.636364 | 0.636364 | 0.022727 | 0.014463 | 0.003099 |
| Pps Fg | 1.581112 | 0.527037 | 0.084848 | 0.044718 | 0.002294 |
| Ast To Credit | 4.555148 | 0.520443 | 0.036364 | 0.018925 | 0.000743 |
| Gp | 11 | 1 | 0 | 0 | 0 |
| Real Gp | 11 | 1 | 0 | 0 | 0 |
| Real Gp1 | 1 | 0 | 0 | 0 | -0 |
| No Real | 0 | 0 | 0 | 0 | -0 |
| Rel Gp | 1 | 1 | 0 | 0 | 0 |
| Ppg | 31.909 | 0.747861 | 0 | 0 | 0 |
| Rpg | 2.273 | 0.219975 | 0 | 0 | -0 |
| Apg | 14.909 | 0.84389 | 0 | 0 | 0 |
| Spg | 3.545 | 0.908974 | 0 | 0 | 0 |
| Bpg | 0 | 0 | 0 | 0 | -0 |
| Tov | 3.273 | 0.595091 | 0 | 0 | 0 |
| Fgm | 13.364 | 0.742444 | 0 | 0 | 0 |
| Fga | 20.182 | 0.738375 | 0 | 0 | 0 |
| Tpm | 5.182 | 0.618746 | 0 | 0 | 0 |
| Tpa | 8.727 | 0.692619 | 0 | 0 | 0 |
| Win | 7 | 0.777778 | 0 | 0 | 0 |
| Loss | 4 | 0.8 | 0 | 0 | 0 |
| Orpg | 0.79555 | 0.219975 | 0 | 0 | -0 |
| Drpg | 1.47745 | 0.219975 | 0 | 0 | -0 |
| Stat Total | 103.364 | 0.920157 | 0 | 0 | 0 |
| Stat Active | 1 | 1 | 0 | 0 | 0 |
| Scoreable | 1 | 1 | 0 | 0 | 0 |
| No Score | 0 | 0 | 0 | 0 | -0 |
Weighted sum 0.71247 → raw aggregate 0.71247 → 99.135007 → 99.
Python round: nearest integer, ties to even. A model-based evaluation under this adapter, weights and cohort.
Raw inputs & adapter transforms
{
"input": {
"PLAYER": "GoatedRahim",
"TEAM": "Houston Hornets",
"CONFERENCE": "Western",
"POSITION": "N/A",
"LEAGUE": "EBA",
"GP": 11,
"PPG": 31.909,
"RPG": 2.273,
"APG": 14.909,
"SPG": 3.545,
"BPG": 0,
"TPG": 3.273,
"PA": 0,
"PF": 1.182,
"3PMPG": 5.182,
"3PAPG": 8.727,
"FGMPG": 13.364,
"FGAPG": 20.182,
"WIN": 7,
"LOSS": 4
},
"metrics": {
"gp": {
"key": "gp",
"source": {
"kind": "field",
"field": "GP",
"expr": null,
"const": null
},
"transform": null,
"clamp": [
0,
16
],
"bucket": "telem",
"invert": false,
"label": "Gp",
"bucket_label": "Telemetry"
},
"real_gp": {
"key": "real_gp",
"source": {
"kind": "expr",
"field": null,
"expr": "gp",
"const": null
},
"transform": null,
"clamp": [
0,
16
],
"bucket": "telem",
"invert": false,
"label": "Real Gp",
"bucket_label": "Telemetry"
},
"real_gp1": {
"key": "real_gp1",
"source": {
"kind": "expr",
"field": null,
"expr": "min(1.0, real_gp)",
"const": null
},
"transform": null,
"clamp": [
0,
1
],
"bucket": "telem",
"invert": false,
"label": "Real Gp1",
"bucket_label": "Telemetry"
},
"no_real": {
"key": "no_real",
"source": {
"kind": "expr",
"field": null,
"expr": "1.0 - real_gp1",
"const": null
},
"transform": null,
"clamp": [
0,
1
],
"bucket": "telem",
"invert": false,
"label": "No Real",
"bucket_label": "Telemetry"
},
"rel_gp": {
"key": "rel_gp",
"source": {
"kind": "expr",
"field": null,
"expr": "min(1.0, real_gp / max(1.0, dataset_max(\"GP\") * 0.65))",
"const": null
},
"transform": null,
"clamp": [
0,
1
],
"bucket": "telem",
"invert": false,
"label": "Rel Gp",
"bucket_label": "Telemetry"
},
"ppg": {
"key": "ppg",
"source": {
"kind": "field",
"field": "PPG",
"expr": null,
"const": null
},
"transform": null,
"clamp": [
0,
32
],
"bucket": "telem",
"invert": false,
"label": "Ppg",
"bucket_label": "Telemetry"
},
"rpg": {
"key": "rpg",
"source": {
"kind": "field",
"field": "RPG",
"expr": null,
"const": null
},
"transform": null,
"clamp": [
0,
14
],
"bucket": "telem",
"invert": false,
"label": "Rpg",
"bucket_label": "Telemetry"
},
"apg": {
"key": "apg",
"source": {
"kind": "field",
"field": "APG",
"expr": null,
"const": null
},
"transform": null,
"clamp": [
0,
9
],
"bucket": "telem",
"invert": false,
"label": "Apg",
"bucket_label": "Telemetry"
},
"spg": {
"key": "spg",
"source": {
"kind": "field",
"field": "SPG",
"expr": null,
"const": null
},
"transform": null,
"clamp": [
0,
2.2
],
"bucket": "telem",
"invert": false,
"label": "Spg",
"bucket_label": "Telemetry"
},
"bpg": {
"key": "bpg",
"source": {
"kind": "field",
"field": "BPG",
"expr": null,
"const": null
},
"transform": null,
"clamp": [
0,
3
],
"bucket": "telem",
"invert": false,
"label": "Bpg",
"bucket_label": "Telemetry"
},
"tov": {
"key": "tov",
"source": {
"kind": "field",
"field": "TPG",
"expr": null,
"const": null
},
"transform": null,
"clamp": [
0,
3.5
],
"bucket": "telem",
"invert": false,
"label": "Tov",
"bucket_label": "Telemetry"
},
"fgm": {
"key": "fgm",
"source": {
"kind": "field",
"field": "FGMPG",
"expr": null,
"const": null
},
"transform": null,
"clamp": [
0,
15
],
"bucket": "telem",
"invert": false,
"label": "Fgm",
"bucket_label": "Telemetry"
},
"fga": {
"key": "fga",
"source": {
"kind": "field",
"field": "FGAPG",
"expr": null,
"const": null
},
"transform": null,
"clamp": [
0,
25
],
"bucket": "telem",
"invert": false,
"label": "Fga",
"bucket_label": "Telemetry"
},
"tpm": {
"key": "tpm",
"source": {
"kind": "field",
"field": "3PMPG",
"expr": null,
"const": null
},
"transform": null,
"clamp": [
0,
8
],
"bucket": "telem",
"invert": false,
"label": "Tpm",
"bucket_label": "Telemetry"
},
"tpa": {
"key": "tpa",
"source": {
"kind": "field",
"field": "3PAPG",
"expr": null,
"const": null
},
"transform": null,
"clamp": [
0,
14
],
"bucket": "telem",
"invert": false,
"label": "Tpa",
"bucket_label": "Telemetry"
},
"win": {
"key": "win",
"source": {
"kind": "field",
"field": "WIN",
"expr": null,
"const": null
},
"transform": null,
"clamp": [
0,
16
],
"bucket": "telem",
"invert": false,
"label": "Win",
"bucket_label": "Telemetry"
},
"loss": {
"key": "loss",
"source": {
"kind": "field",
"field": "LOSS",
"expr": null,
"const": null
},
"transform": null,
"clamp": [
0,
16
],
"bucket": "telem",
"invert": false,
"label": "Loss",
"bucket_label": "Telemetry"
},
"orpg": {
"key": "orpg",
"source": {
"kind": "expr",
"field": null,
"expr": "0.35 * rpg",
"const": null
},
"transform": null,
"clamp": [
0,
5
],
"bucket": "telem",
"invert": false,
"label": "Orpg",
"bucket_label": "Telemetry"
},
"drpg": {
"key": "drpg",
"source": {
"kind": "expr",
"field": null,
"expr": "0.65 * rpg",
"const": null
},
"transform": null,
"clamp": [
0,
10
],
"bucket": "telem",
"invert": false,
"label": "Drpg",
"bucket_label": "Telemetry"
},
"stat_total": {
"key": "stat_total",
"source": {
"kind": "expr",
"field": null,
"expr": "ppg + rpg + apg + spg + bpg + tov + fgm + fga + tpm + tpa",
"const": null
},
"transform": null,
"clamp": [
0,
999
],
"bucket": "telem",
"invert": false,
"label": "Stat Total",
"bucket_label": "Telemetry"
},
"stat_active": {
"key": "stat_active",
"source": {
"kind": "expr",
"field": null,
"expr": "min(1.0, stat_total)",
"const": null
},
"transform": null,
"clamp": [
0,
1
],
"bucket": "telem",
"invert": false,
"label": "Stat Active",
"bucket_label": "Telemetry"
},
"scoreable": {
"key": "scoreable",
"source": {
"kind": "expr",
"field": null,
"expr": "min(real_gp1, stat_active)",
"const": null
},
"transform": null,
"clamp": [
0,
1
],
"bucket": "telem",
"invert": false,
"label": "Scoreable",
"bucket_label": "Telemetry"
},
"no_score": {
"key": "no_score",
"source": {
"kind": "expr",
"field": null,
"expr": "1.0 - scoreable",
"const": null
},
"transform": null,
"clamp": [
0,
1
],
"bucket": "telem",
"invert": false,
"label": "No Score",
"bucket_label": "Telemetry"
},
"gp_share": {
"key": "gp_share",
"make": "scoreable * rel_gp",
"attempt": "1",
"bucket": "gp",
"min_den": 1,
"clamp": [
0,
1
],
"invert": false,
"transform": null,
"label": "Gp Share",
"bucket_label": "Games Played"
},
"pps_fg": {
"key": "pps_fg",
"make": "scoreable * (2.0 * (fgm + 0.5*tpm))",
"attempt": "max(1.0, fga)",
"bucket": "aefg",
"min_den": 1,
"clamp": [
0,
1.45
],
"invert": false,
"transform": null,
"label": "Pps Fg",
"bucket_label": "Shooting Efficiency"
},
"scoring_gravity": {
"key": "scoring_gravity",
"make": "scoreable * min(1.20, ppg / 36.0) * min(1.15, pps_fg / 1.35) * min(1.10, fga / 22.0) * (1 - 0.12 * min(1, tov / 3.5))",
"attempt": "1",
"bucket": "scoring_gravity",
"min_den": 1,
"clamp": [
0,
1.25
],
"invert": false,
"transform": null,
"label": "Scoring Gravity",
"bucket_label": "Scoring Gravity"
},
"spg_sig": {
"key": "spg_sig",
"make": "scoreable * spg",
"attempt": "1.2",
"bucket": "spg_sig",
"min_den": 1,
"clamp": [
0,
1.8
],
"invert": false,
"transform": null,
"label": "Spg Sig",
"bucket_label": "Steal Signature"
},
"bpg_sig": {
"key": "bpg_sig",
"make": "scoreable * ((min(bpg, 2.0) + 0.25*max(0, bpg-2.0)) / max(0.85, 1.0 + 0.06*drpg))",
"attempt": "2.2",
"bucket": "bpg_sig",
"min_den": 1,
"clamp": [
0,
1.1
],
"invert": false,
"transform": null,
"label": "Bpg Sig",
"bucket_label": "Block Signature"
},
"eff_usage": {
"key": "eff_usage",
"make": "scoreable * pps_fg * fga",
"attempt": "22",
"bucket": "aefg",
"min_den": 1,
"clamp": [
0,
1.55
],
"invert": false,
"transform": null,
"label": "Eff Usage",
"bucket_label": "Shooting Efficiency"
},
"net_pos_ppp": {
"key": "net_pos_ppp",
"make": "scoreable * (ppg - 1.1*tov)",
"attempt": "max(1.0, fga + 0.5*apg)",
"bucket": "aefg",
"min_den": 1,
"clamp": [
0,
1.25
],
"invert": false,
"transform": null,
"label": "Net Pos Ppp",
"bucket_label": "Shooting Efficiency"
},
"pps_gap": {
"key": "pps_gap",
"make": "no_score * 0.60 + scoreable * (\n max(0, 1.08 - pps_fg)\n + 0.50*max(0, pps_fg - 1.35)\n)",
"attempt": "1",
"bucket": "effloor",
"min_den": 1,
"clamp": [
0,
0.6
],
"invert": true,
"transform": null,
"label": "Pps Gap",
"bucket_label": "Efficiency Floor"
},
"vol_gap": {
"key": "vol_gap",
"make": "no_score * 2.0 + scoreable * max(0, 14 - ppg)",
"attempt": "1",
"bucket": "effloor",
"min_den": 1,
"clamp": [
0,
2
],
"invert": true,
"transform": null,
"label": "Vol Gap",
"bucket_label": "Efficiency Floor"
},
"shot_diet_gap": {
"key": "shot_diet_gap",
"make": "no_score * 0.60 + scoreable * max(0, (tpa/max(1e-6,fga)) - 0.70) * max(0, 1.28 - ((fga - tpa))) / 1.28 * max(0, pps_fg - 1.22) * min(1, 10/max(1e-6,fga))",
"attempt": "1",
"bucket": "effloor",
"min_den": 1,
"clamp": [
0,
0.6
],
"invert": true,
"transform": null,
"label": "Shot Diet Gap",
"bucket_label": "Efficiency Floor"
},
"stocks_boost": {
"key": "stocks_boost",
"make": "scoreable * (spg + 1.05*min(bpg, 2.0) + 0.35*max(0, bpg - 2.0))",
"attempt": "3.2",
"bucket": "stocks",
"min_den": 1,
"clamp": [
0,
1.5
],
"invert": false,
"transform": null,
"label": "Stocks Boost",
"bucket_label": "Stocks"
},
"scoreless_impact": {
"key": "scoreless_impact",
"make": "scoreable * (0.55*min(1, apg/10) + 0.45*min(1, (1.3*orpg+0.7*drpg)/10))",
"attempt": "1.0",
"bucket": "offball",
"min_den": 1,
"clamp": [
0,
1
],
"invert": false,
"transform": null,
"label": "Scoreless Impact",
"bucket_label": "Off-Ball Impact"
},
"vers_score": {
"key": "vers_score",
"make": "scoreable * ((0.65*((min(1, ppg/24) + min(1, (1.6*orpg+drpg)/10) + min(1, apg/10))/3)) + (0.45*((min(1, ppg/24)*min(1, (1.6*orpg+drpg)/10) + min(1, ppg/24)*min(1, apg/10) + min(1, (1.6*orpg+drpg)/10)*min(1, apg/10))/3)))",
"attempt": "1.18",
"bucket": "vers",
"min_den": 1,
"clamp": [
0,
1
],
"invert": false,
"transform": null,
"label": "Vers Score",
"bucket_label": "Versatility"
},
"handle_load": {
"key": "handle_load",
"make": "scoreable * (apg / max(1.0, 0.6*fga + tov))",
"attempt": "1",
"bucket": "handle",
"min_den": 1,
"clamp": [
0,
1.1
],
"invert": false,
"transform": null,
"label": "Handle Load",
"bucket_label": "Handle"
},
"helios_score": {
"key": "helios_score",
"make": "scoreable * (ppg + 0.9*apg - 0.4*tov)",
"attempt": "38",
"bucket": "helios",
"min_den": 1,
"clamp": [
0,
0.9
],
"invert": false,
"transform": null,
"label": "Helios Score",
"bucket_label": "Helios"
},
"tov_scaled": {
"key": "tov_scaled",
"make": "scoreable * (1 - (tov / max(3, 0.80*(fga + 0.7*apg))))",
"attempt": "1",
"bucket": "tov_eff",
"min_den": 1,
"clamp": [
0,
0.95
],
"invert": false,
"transform": null,
"label": "Tov Scaled",
"bucket_label": "Turnovers"
},
"ast_to_credit": {
"key": "ast_to_credit",
"make": "scoreable * apg",
"attempt": "max(1.0, tov)",
"bucket": "tov_eff",
"min_den": 1,
"clamp": [
0,
2.5
],
"invert": false,
"transform": null,
"label": "Ast To Credit",
"bucket_label": "Turnovers"
},
"ast_to_bonus": {
"key": "ast_to_bonus",
"make": "scoreable * max(0, (apg / max(1.0, tov)) - 2.0)",
"attempt": "6.0",
"bucket": "tov_eff",
"min_den": 1,
"clamp": [
0,
0.08
],
"invert": false,
"transform": null,
"label": "Ast To Bonus",
"bucket_label": "Turnovers"
},
"two_way_score": {
"key": "two_way_score",
"make": "scoreable * min(2, (2 * ((ppg+0.9*apg)/42) * ((0.7*spg+0.4*bpg)/2.5)) / max(0.0001, ((ppg+0.9*apg)/42) + ((0.7*spg+0.4*bpg)/2.5)))",
"attempt": "1",
"bucket": "two_way",
"min_den": 1,
"clamp": [
0,
0.8
],
"invert": false,
"transform": null,
"label": "Two Way Score",
"bucket_label": "Two-Way"
},
"wl_share": {
"key": "wl_share",
"make": "scoreable * win",
"attempt": "max(1.0, win + loss)",
"bucket": "wl",
"min_den": 0.5,
"clamp": [
0,
1
],
"invert": false,
"transform": null,
"label": "Wl Share",
"bucket_label": "Win-Loss"
}
},
"normalization": {
"gp": {
"leader": 11,
"floor": 3
},
"real_gp": {
"leader": 11,
"floor": 3
},
"real_gp1": {
"leader": 1,
"floor": 1
},
"no_real": {
"leader": 0,
"floor": 0
},
"rel_gp": {
"leader": 1,
"floor": 0.4195804195804196
},
"ppg": {
"leader": 42.667,
"floor": 0
},
"rpg": {
"leader": 10.333,
"floor": 0
},
"apg": {
"leader": 17.667,
"floor": 0
},
"spg": {
"leader": 3.9,
"floor": 0
},
"bpg": {
"leader": 4.5,
"floor": 0
},
"tov": {
"leader": 5.5,
"floor": 0
},
"fgm": {
"leader": 18,
"floor": 0
},
"fga": {
"leader": 27.333,
"floor": 0
},
"tpm": {
"leader": 8.375,
"floor": 0
},
"tpa": {
"leader": 12.6,
"floor": 0
},
"win": {
"leader": 9,
"floor": 0
},
"loss": {
"leader": 5,
"floor": 0
},
"orpg": {
"leader": 3.6165499999999997,
"floor": 0
},
"drpg": {
"leader": 6.71645,
"floor": 0
},
"stat_total": {
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}
}4 profiles · 18 required input fields · v4.0.0rc6