Spaces:

adarshcod30
/

margadrishti

Running

App Files Files Community

adarshcod30 commited on about 5 hours ago

Commit

396741e

verified ·

1 Parent(s): dad3319

Publish MargaDrishti dashboard

Browse files

Files changed (4) hide show

assets/index-BFyJKlWQ.js +0 -0
assets/index-DfBCQShW.css +1 -0
data/leaderboard.json +1 -1
index.html +2 -2

assets/index-BFyJKlWQ.js ADDED Viewed

The diff for this file is too large to render. See raw diff

assets/index-DfBCQShW.css ADDED Viewed

	@@ -0,0 +1 @@

+ :root{--bg:#f6f7f9;--surface:#fff;--surface-2:#eef1f5;--border:#d8dee6;--text:#10151c;--text-dim:#5b6672;--accent:#b26a00;--danger:#c0272d;--ok:#1a7f4b;--constructed:#5b46b8;--font:"Inter", -apple-system, BlinkMacSystemFont, "Segoe UI", system-ui, sans-serif;--mono:"JetBrains Mono", ui-monospace, SFMono-Regular, Menlo, monospace;--shadow:0 1px 2px #10151c0f, 0 1px 3px #10151c0a}*{box-sizing:border-box}body{background:var(--bg);color:var(--text);font-family:var(--font);-webkit-font-smoothing:antialiased;margin:0;font-size:14px;line-height:1.5}button{cursor:pointer;font-family:inherit}a{color:var(--accent)}.app{flex-direction:column;height:100vh;display:flex}header.topbar{background:var(--surface);border-bottom:1px solid var(--border);flex-shrink:0;align-items:center;gap:24px;padding:12px 20px;display:flex}.brand{letter-spacing:.3px;font-size:16px;font-weight:700}.brand small{color:var(--text-dim);margin-left:8px;font-weight:400}nav{gap:4px;display:flex}nav button{color:var(--text-dim);background:0 0;border:1px solid #0000;border-radius:6px;padding:6px 14px;font-size:13px}nav button:hover{color:var(--text);background:var(--surface-2)}nav button[aria-current=page]{color:#fff;background:var(--accent);font-weight:600}main{flex:1;display:flex;overflow:hidden}.sidebar{background:var(--surface);border-right:1px solid var(--border);flex-shrink:0;width:300px;padding:16px;overflow-y:auto}.content{flex:1;padding:20px 20px 76px;overflow:auto}.content.map-content{padding:0;position:relative}.field{margin-bottom:16px}.field label{text-transform:uppercase;letter-spacing:.6px;color:var(--text-dim);margin-bottom:6px;font-size:11px;display:block}select,input[type=range],input[type=number]{background:var(--surface);width:100%;color:var(--text);border:1px solid var(--border);border-radius:6px;padding:7px 9px;font-size:13px}input[type=range]{accent-color:var(--accent);padding:0}select:focus-visible,input:focus-visible,button:focus-visible{outline:2px solid var(--accent);outline-offset:1px}.badge{text-transform:uppercase;letter-spacing:.5px;background:var(--surface-2);color:var(--text-dim);white-space:nowrap;border-radius:4px;align-items:center;gap:5px;padding:3px 7px;font-size:10px;font-weight:600;display:inline-flex}.badge.constructed{color:var(--constructed);background:#5b46b81a}.badge.warn{color:var(--danger);background:#c0272d1a}.badge.ok{color:var(--ok);background:#1a7f4b1a}.caveat{border-left:3px solid var(--constructed);color:var(--text-dim);background:#5b46b80f;border-radius:0 6px 6px 0;margin:12px 0;padding:10px 12px;font-size:12px}.caveat.warn{border-left-color:var(--danger);background:#c0272d0f}.caveat strong{color:var(--text)}table{border-collapse:collapse;width:100%;font-size:13px}th{text-align:left;color:var(--text-dim);text-transform:uppercase;letter-spacing:.5px;border-bottom:1px solid var(--border);background:var(--surface);padding:8px 10px;font-size:11px;position:sticky;top:0}td{border-bottom:1px solid var(--border);padding:7px 10px}tbody tr:hover{background:var(--surface-2)}td.num,th.num{text-align:right;font-family:var(--mono);font-size:12px}tr.baseline td{color:var(--text-dim);font-style:italic}tr.winner td{color:var(--accent);font-weight:600}tr.selected td{background:#b26a0012}tr.selected td:first-child{box-shadow:inset 3px 0 0 var(--accent)}.hint{color:var(--text-dim);padding:10px 2px;font-size:12px;line-height:1.5}.stat-row{gap:18px;margin:4px 0 16px;display:flex}.detail-card{margin-bottom:0}.toolbar{flex-wrap:wrap;align-items:flex-end;gap:10px;margin-bottom:14px;display:flex}.toolbar .field{margin-bottom:0}input[type=search],input[type=text]{background:var(--surface);width:100%;color:var(--text);border:1px solid var(--border);border-radius:6px;padding:7px 9px;font-size:13px}.card{background:var(--surface);border:1px solid var(--border);box-shadow:var(--shadow);border-radius:8px;margin-bottom:16px;padding:16px}.card h2{margin:0 0 4px;font-size:15px}.card .sub{color:var(--text-dim);margin-bottom:14px;font-size:12px}.grid{gap:16px;display:grid}.grid.two{grid-template-columns:repeat(auto-fit,minmax(340px,1fr))}.stat{flex-direction:column;gap:2px;display:flex}.stat .value{font-family:var(--mono);font-size:22px;font-weight:600}.stat .label{color:var(--text-dim);text-transform:uppercase;letter-spacing:.5px;font-size:11px}.map-canvas{background:var(--surface-2);cursor:grab;touch-action:none;position:absolute;inset:0;overflow:hidden}.map-canvas.dragging{cursor:grabbing}.map-canvas svg{display:block}.map-canvas image{image-rendering:auto}.map-canvas path{transition:stroke-width 80ms}.map-controls{z-index:12;box-shadow:var(--shadow);border:1px solid var(--border);border-radius:8px;flex-direction:column;gap:1px;display:flex;position:absolute;top:14px;right:14px;overflow:hidden}.map-controls button{background:var(--surface);width:34px;height:34px;color:var(--text);border:none;justify-content:center;align-items:center;padding:0;font-size:17px;line-height:1;display:flex}.map-controls button:hover:not(:disabled){background:var(--surface-2)}.map-controls button:disabled{color:var(--border);cursor:default}.checkbox{text-transform:none;letter-spacing:0;color:var(--text);align-items:center;gap:8px;font-size:13px;display:flex}.checkbox input{width:auto}.scale-row{color:var(--text-dim);justify-content:space-between;margin-top:4px;font-size:10px;display:flex}.ramp{border-radius:2px;gap:2px;margin-top:8px;display:flex;overflow:hidden}.cell-id{font-family:var(--mono);word-break:break-all;font-size:12px}.legend-swatch.hatched{background:repeating-linear-gradient(45deg, var(--danger) 0 2px, transparent 2px 5px);border:1px solid var(--danger)}.map-legend{z-index:10;-webkit-backdrop-filter:blur(6px);backdrop-filter:blur(6px);border:1px solid var(--border);width:210px;box-shadow:var(--shadow);pointer-events:none;background:#fffffff0;border-radius:8px;padding:11px 13px;font-size:12px;position:absolute;bottom:16px;left:16px}.map-legend strong{font-size:11px;line-height:1.35;display:block}.legend-row{align-items:center;gap:8px;margin-top:6px;display:flex}.legend-swatch{border-radius:3px;flex-shrink:0;width:14px;height:14px}.loading,.error{height:100%;color:var(--text-dim);flex-direction:column;justify-content:center;align-items:center;gap:8px;display:flex}.error{color:var(--danger)}.bars{flex-direction:column;gap:7px;display:flex}.bar-row{grid-template-columns:148px 1fr 62px;align-items:center;gap:10px;display:grid}.bar-label{color:var(--text-dim);text-align:right;text-overflow:ellipsis;white-space:nowrap;font-size:12px;overflow:hidden}.bar-track{background:var(--surface-2);border-radius:3px;height:16px;position:relative;overflow:hidden}.bar-fill{background:var(--accent);border-radius:3px;height:100%;transition:width .2s;display:block}.bar-fill.negative{background:var(--danger)}.bar-value{font-family:var(--mono);text-align:right;font-size:12px}.vbars{align-items:flex-end;gap:2px;display:flex}.vbar-col{flex-direction:column;flex:1;justify-content:flex-end;align-items:center;gap:3px;height:100%;display:flex}.vbar{border-radius:2px 2px 0 0;width:100%;max-width:54px;min-height:1px;transition:height .2s}.vbar.partial{opacity:.75;background-image:repeating-linear-gradient(45deg,#ffffffbf 0 3px,#0000 3px 7px)}.vbar-label{color:var(--text-dim);white-space:nowrap;font-size:9px}.chart-label{color:var(--text-dim);text-transform:uppercase;letter-spacing:.5px;margin-bottom:6px;font-size:11px}.table-scroll{max-height:420px;overflow:auto}.plan-box{background:var(--surface-2);border:1px solid var(--border);border-radius:6px;margin-top:12px;padding:12px}.plan-box strong{margin-bottom:6px;font-size:14px;display:block}.trace{color:var(--text-dim);margin:0;padding-left:16px;font-size:12px}.trace li{margin-bottom:3px}.map-attribution{z-index:10;color:var(--text-dim);background:#ffffffd1;border-radius:3px;padding:2px 6px;font-size:10px;position:absolute;bottom:6px;right:10px}.map-attribution a{color:var(--text-dim)}.hero{border-left:3px solid var(--accent)}.hero h2{margin-bottom:8px;font-size:19px}.hero-lede{max-width:76ch;margin:0 0 16px;font-size:14px;line-height:1.6}.kpi-row{border-top:1px solid var(--border);grid-template-columns:repeat(auto-fit,minmax(120px,1fr));gap:14px;padding-top:14px;display:grid}.primer{border:1px solid var(--border);background:var(--surface);border-radius:8px;padding:14px}.primer-tag{font-family:var(--mono);letter-spacing:.5px;color:var(--accent);background:#b26a001a;border-radius:4px;padding:2px 6px;font-size:10px;font-weight:700;display:inline-block}.primer h3{margin:8px 0 6px;font-size:15px}.primer p{color:var(--text-dim);margin:0 0 8px;font-size:12.5px;line-height:1.55}.primer p strong,.primer p code{color:var(--text)}.primer-catch{border-top:1px dashed var(--border);padding-top:8px;margin-bottom:0!important}.screen-grid{grid-template-columns:repeat(auto-fit,minmax(230px,1fr));gap:12px;display:grid}.screen-card{text-align:left;background:var(--surface);border:1px solid var(--border);font:inherit;color:inherit;border-radius:8px;flex-direction:column;gap:6px;padding:14px;transition:border-color .12s,transform .12s;display:flex}.screen-card:hover{border-color:var(--accent);transform:translateY(-1px)}.screen-card h3{margin:0;font-size:14px}.screen-answers{color:var(--text);margin:0;font-size:12.5px;font-style:italic}.screen-blurb{color:var(--text-dim);flex:1;margin:0;font-size:12px;line-height:1.5}.screen-go{color:var(--accent);font-size:12px;font-weight:600}@media (prefers-reduced-motion:reduce){.screen-card:hover{transform:none}}.pipeline{margin:0;padding-left:18px}.pipeline li{color:var(--text-dim);margin-bottom:9px;font-size:12.5px;line-height:1.55}.pipeline strong{color:var(--text)}.segmented{border:1px solid var(--border);background:var(--surface-2);border-radius:6px;display:flex;overflow:hidden}.segmented button{color:var(--text-dim);border:none;border-right:1px solid var(--border);background:0 0;flex:1;padding:6px 4px;font-size:12px}.segmented button:last-child{border-right:none}.segmented button:hover{color:var(--text)}.segmented button.active{background:var(--accent);color:#fff;font-weight:600}.target-brief{background:var(--surface-2);border:1px solid var(--border);border-radius:8px;margin-top:4px;padding:12px 14px}.target-question{margin-bottom:4px;font-size:15px;font-weight:600}.target-meta{color:var(--text-dim);font-size:12px}.family-grid{grid-template-columns:repeat(auto-fill,minmax(268px,1fr));gap:12px;display:grid}.family-card{border:1px solid var(--border);background:var(--surface);border-radius:8px;flex-direction:column;gap:8px;padding:13px 14px;display:flex}.family-card.active{border-color:var(--accent);box-shadow:0 0 0 1px var(--accent)}.family-head{justify-content:space-between;align-items:flex-start;gap:8px;display:flex}.family-head h3{margin:0;font-size:14px}.family-what{color:var(--text-dim);flex:1;margin:0;font-size:12px;line-height:1.5}.family-score{border-top:1px solid var(--border);justify-content:space-between;align-items:baseline;gap:8px;padding-top:8px;display:flex}.family-best{font-family:var(--mono);color:var(--accent);text-underline-offset:2px;text-align:left;background:0 0;border:none;padding:0;font-size:12px;text-decoration:underline}.family-value{font-family:var(--mono);font-size:14px;font-weight:600}.family-gain{color:var(--ok);margin-left:6px;font-size:11px;font-weight:500}.family-gain.negative{color:var(--danger)}.family-members{color:var(--text-dim);overflow-wrap:anywhere;font-size:11px;line-height:1.45}.metric-grid{grid-template-columns:repeat(auto-fill,minmax(250px,1fr));gap:12px;display:grid}.metric{border:1px solid var(--border);background:var(--surface);border-radius:8px;padding:11px 12px}.metric.emphasis{border-color:var(--accent);background:#b26a000b}.metric-head{justify-content:space-between;align-items:baseline;gap:6px;display:flex}.metric-label{text-transform:uppercase;letter-spacing:.5px;color:var(--text-dim);font-size:11px;font-weight:600}.metric-arrow{color:var(--text-dim);white-space:nowrap;font-size:10px}.metric-arrow.lower,.metric-arrow.higher{color:var(--ok)}.metric-value{font-family:var(--mono);margin:3px 0 6px;font-size:20px;font-weight:600}.metric-sd{color:var(--text-dim);font-size:12px;font-weight:400}.metric-blurb{color:var(--text-dim);margin:0;font-size:11.5px;line-height:1.45}.info-anchor{z-index:900;flex-direction:column;align-items:flex-end;gap:10px;display:flex;position:fixed;bottom:20px;right:20px}.info-fab{border:1px solid var(--border);background:var(--surface);width:40px;height:40px;color:var(--accent);border-radius:50%;justify-content:center;align-items:center;font-size:19px;font-weight:700;line-height:1;transition:transform .12s,background .12s;display:flex;box-shadow:0 2px 6px #10151c24}.info-fab:hover{background:var(--surface-2);transform:scale(1.06)}.info-fab.open{background:var(--accent);color:#fff;border-color:var(--accent)}.info-panel{background:var(--surface);border:1px solid var(--border);border-radius:12px;flex-direction:column;width:min(440px,100vw - 40px);max-height:min(660px,100vh - 110px);animation:.14s ease-out info-rise;display:flex;overflow:hidden;box-shadow:0 10px 32px #10151c2b}@keyframes info-rise{0%{opacity:0;transform:translateY(6px)}to{opacity:1;transform:none}}@media (prefers-reduced-motion:reduce){.info-panel{animation:none}.info-fab{transition:none}}.info-head{border-bottom:1px solid var(--border);background:var(--surface-2);flex-shrink:0;justify-content:space-between;align-items:center;gap:8px;padding:8px 8px 8px 10px;display:flex}.info-tabs{gap:3px;display:flex}.info-tabs button{color:var(--text-dim);background:0 0;border:1px solid #0000;border-radius:6px;padding:5px 11px;font-size:12px}.info-tabs button:hover{color:var(--text)}.info-tabs button.active{background:var(--surface);border-color:var(--border);color:var(--text);font-weight:600}.info-close{color:var(--text-dim);background:0 0;border:none;border-radius:6px;padding:2px 8px;font-size:20px;line-height:1}.info-close:hover{color:var(--text);background:var(--surface)}.info-body{overscroll-behavior:contain;padding:16px 18px 18px;overflow-y:auto}.info-body h3{margin:0 0 6px;font-size:16px}.info-lede{color:var(--text-dim);margin:0 0 4px;font-size:13px;line-height:1.55}.info-section{border-top:1px solid var(--border);margin-top:14px;padding-top:12px}.info-section h4{text-transform:uppercase;letter-spacing:.7px;color:var(--accent);margin:0 0 6px;font-size:11px}.info-section p{margin:0 0 8px;font-size:13px;line-height:1.55}.info-list{margin:0}.info-list>div{margin-bottom:9px}.info-list dt{margin-bottom:1px;font-size:12px;font-weight:600}.info-list dd{color:var(--text-dim);margin:0;font-size:12.5px;line-height:1.5}.info-note{color:var(--text-dim);border-left:3px solid var(--constructed);background:#5b46b80f;border-radius:0 6px 6px 0;margin-top:8px;padding:9px 11px;font-size:12px;line-height:1.5}.info-note.warn{border-left-color:var(--danger);background:#c0272d0f}.info-note.plain{background:var(--surface-2);border-left-color:var(--border)}.info-foot{border-top:1px solid var(--border);color:var(--text-dim);margin-top:16px;padding-top:10px;font-size:11px}@media (width<=900px){header.topbar{flex-wrap:wrap;gap:10px;padding:10px 14px}nav{flex-wrap:wrap}main{flex-direction:column;overflow:auto}.sidebar{border-right:none;border-bottom:1px solid var(--border);grid-template-columns:1fr 1fr;align-content:start;gap:0 14px;width:100%;display:grid;overflow-y:visible}.sidebar .card,.sidebar .caveat,.sidebar .hint,.sidebar .stat-row{grid-column:1/-1}.content{padding:14px 14px 76px}.content.map-content{min-height:62vh}.grid.two{grid-template-columns:1fr}.map-legend{width:175px;padding:9px 10px;bottom:10px;left:10px}.info-anchor{bottom:14px;right:14px}}

data/leaderboard.json CHANGED Viewed

@@ -1 +1 @@

- [{"target":"A1","model":"mean","family":"baseline","is_baseline":true,"task":"regression","poisson_deviance":0.8775469874,"pr_auc":null,"mae":0.2191473988,"roc_auc":null,"fit_seconds":0.01,"notes":"training mean; absolute floor"},{"target":"A1","model":"seasonal_naive","family":"baseline","is_baseline":true,"task":"regression","poisson_deviance":3.5433803733,"pr_auc":null,"mae":0.1809260421,"roc_auc":null,"fit_seconds":0.0,"notes":"same cell, same hour, one week earlier"},{"target":"A1","model":"cell_hour_mean","family":"baseline","is_baseline":true,"task":"regression","poisson_deviance":1.3909762113,"pr_auc":null,"mae":0.1812908134,"roc_auc":null,"fit_seconds":0.07,"notes":"per-cell hour-of-week historical mean"},{"target":"A1","model":"ridge","family":"linear","is_baseline":false,"task":"regression","poisson_deviance":0.6026330224,"pr_auc":null,"mae":0.1777027921,"roc_auc":null,"fit_seconds":5.49,"notes":"L2 linear; interpretable reference"},{"target":"A1","model":"poisson_glm","family":"linear","is_baseline":false,"task":"regression","poisson_deviance":0.5667641012,"pr_auc":null,"mae":0.1723825696,"roc_auc":null,"fit_seconds":7.46,"notes":"principled for counts; log link matches the data-generating process"},{"target":"A1","model":"random_forest","family":"trees","is_baseline":false,"task":"regression","poisson_deviance":0.5793188035,"pr_auc":null,"mae":0.2305032937,"roc_auc":null,"fit_seconds":696.26,"notes":"best performer in the NYC parking-ticket literature"},{"target":"A1","model":"extra_trees","family":"trees","is_baseline":false,"task":"regression","poisson_deviance":0.508572947,"pr_auc":null,"mae":0.1784384048,"roc_auc":null,"fit_seconds":191.44,"notes":"variance-reduced contrast to random forest"},{"target":"A1","model":"hist_gbm","family":"gbdt","is_baseline":false,"task":"regression","poisson_deviance":0.5189015076,"pr_auc":null,"mae":0.1712649077,"roc_auc":null,"fit_seconds":5.74,"notes":"sklearn-native GBDT; no extra dependency"},{"target":"A1","model":"hist_gbm_poisson","family":"gbdt","is_baseline":false,"task":"regression","poisson_deviance":0.5041641595,"pr_auc":null,"mae":0.164090458,"roc_auc":null,"fit_seconds":18.17,"notes":"GBDT with a Poisson objective; regularised to keep the log link stable"},{"target":"A1","model":"xgboost","family":"gbdt","is_baseline":false,"task":"regression","poisson_deviance":0.499924539,"pr_auc":null,"mae":0.165590128,"roc_auc":null,"fit_seconds":21.06,"notes":"GBDT benchmark with a count objective"},{"target":"A1","model":"lightgbm","family":"gbdt","is_baseline":false,"task":"regression","poisson_deviance":0.5054702095,"pr_auc":null,"mae":0.1671591535,"roc_auc":null,"fit_seconds":14.87,"notes":"fast GBDT; also supplies quantile regression for module B"},{"target":"A1","model":"catboost","family":"gbdt","is_baseline":false,"task":"regression","poisson_deviance":0.516203866,"pr_auc":null,"mae":0.1613680747,"roc_auc":null,"fit_seconds":32.52,"notes":"ordered target statistics for high-cardinality categoricals"},{"target":"A1","model":"torch_mlp","family":"deep","is_baseline":false,"task":"regression","poisson_deviance":0.5787123222,"pr_auc":null,"mae":0.1286756612,"roc_auc":null,"fit_seconds":25.7,"notes":"feedforward net, Poisson NLL, on mps"},{"target":"A1","model":"torch_lstm","family":"deep","is_baseline":false,"task":"regression","poisson_deviance":0.6279387456,"pr_auc":null,"mae":0.1883396416,"roc_auc":null,"fit_seconds":153.69,"notes":"LSTM over each cell's 48h history, on mps; the only family that sees temporal order rather than unordered lag columns"},{"target":"A1","model":"graphsage","family":"gnn","is_baseline":false,"task":"regression","poisson_deviance":0.7766809957,"pr_auc":null,"mae":0.1227542488,"roc_auc":null,"fit_seconds":37.75,"notes":"two-layer GraphSAGE over the H3 adjacency graph, on mps; learns neighbour aggregation rather than reading precomputed k-ring columns"},{"target":"A1","model":"bayesian_hierarchical","family":"bayesian","is_baseline":false,"task":"regression","poisson_deviance":0.6207159124,"pr_auc":null,"mae":0.1814589418,"roc_auc":null,"fit_seconds":27.28,"notes":"partially-pooled Poisson with station-level intercepts, fitted by ADVI; the only family returning posterior intervals"},{"target":"A1","model":"stacked","family":"ensemble","is_baseline":false,"task":"regression","poisson_deviance":0.5070625197,"pr_auc":null,"mae":0.1712507127,"roc_auc":null,"fit_seconds":287.54,"notes":"ridge meta-learner over out-of-fold predictions from poisson_glm, hist_gbm, xgboost, lightgbm, catboost"},{"target":"A2","model":"prior","family":"baseline","is_baseline":true,"task":"classification","poisson_deviance":null,"pr_auc":0.0029089458,"mae":null,"roc_auc":0.5,"fit_seconds":0.02,"notes":"training prevalence for every row"},{"target":"A2","model":"logistic","family":"linear","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.112693763,"mae":null,"roc_auc":0.9204112493,"fit_seconds":10.88,"notes":"interpretable reference"},{"target":"A2","model":"random_forest","family":"trees","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.1365475015,"mae":null,"roc_auc":0.9379834171,"fit_seconds":63.87,"notes":null},{"target":"A2","model":"extra_trees","family":"trees","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.1218051314,"mae":null,"roc_auc":0.9362090465,"fit_seconds":22.92,"notes":null},{"target":"A2","model":"hist_gbm","family":"gbdt","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.0881480295,"mae":null,"roc_auc":0.9128124846,"fit_seconds":4.04,"notes":null},{"target":"A2","model":"xgboost","family":"gbdt","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.1281443823,"mae":null,"roc_auc":0.9368098434,"fit_seconds":19.92,"notes":null},{"target":"A2","model":"lightgbm","family":"gbdt","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.0356817043,"mae":null,"roc_auc":0.9229296187,"fit_seconds":13.94,"notes":null},{"target":"A2","model":"catboost","family":"gbdt","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.130490237,"mae":null,"roc_auc":0.9341042321,"fit_seconds":35.09,"notes":null},{"target":"A2","model":"stacked","family":"ensemble","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.1200490732,"mae":null,"roc_auc":0.9363077644,"fit_seconds":233.25,"notes":"logistic meta-learner over out-of-fold predictions from logistic, hist_gbm, xgboost, lightgbm, catboost"},{"target":"A3","model":"prior","family":"baseline","is_baseline":true,"task":"classification","poisson_deviance":null,"pr_auc":0.2459016393,"mae":null,"roc_auc":0.5,"fit_seconds":0.0,"notes":"training prevalence for every row"},{"target":"A3","model":"logistic","family":"linear","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.2893435349,"mae":null,"roc_auc":0.5642003701,"fit_seconds":0.28,"notes":"interpretable reference"},{"target":"A3","model":"random_forest","family":"trees","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.2919371223,"mae":null,"roc_auc":0.5682821704,"fit_seconds":2.0,"notes":null},{"target":"A3","model":"extra_trees","family":"trees","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.2824691009,"mae":null,"roc_auc":0.5544284085,"fit_seconds":1.07,"notes":null},{"target":"A3","model":"hist_gbm","family":"gbdt","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.2955438958,"mae":null,"roc_auc":0.5574531479,"fit_seconds":4.3,"notes":null},{"target":"A3","model":"xgboost","family":"gbdt","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.3087740655,"mae":null,"roc_auc":0.5749902919,"fit_seconds":1.59,"notes":null},{"target":"A3","model":"lightgbm","family":"gbdt","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.2838436986,"mae":null,"roc_auc":0.5522256561,"fit_seconds":2.13,"notes":null},{"target":"A3","model":"catboost","family":"gbdt","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.2986611304,"mae":null,"roc_auc":0.5630499168,"fit_seconds":3.62,"notes":null},{"target":"A3","model":"stacked","family":"ensemble","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.3083810006,"mae":null,"roc_auc":0.5796144387,"fit_seconds":48.21,"notes":"logistic meta-learner over out-of-fold predictions from logistic, hist_gbm, xgboost, lightgbm, catboost"},{"target":"B1","model":"mean","family":"baseline","is_baseline":true,"task":"regression","poisson_deviance":0.6904499505,"pr_auc":null,"mae":1.2605221067,"roc_auc":null,"fit_seconds":0.0,"notes":"training mean; absolute floor"},{"target":"B1","model":"ridge","family":"linear","is_baseline":false,"task":"regression","poisson_deviance":0.5400559881,"pr_auc":null,"mae":1.2027714448,"roc_auc":null,"fit_seconds":0.0,"notes":"L2 linear; interpretable reference"},{"target":"B1","model":"poisson_glm","family":"linear","is_baseline":false,"task":"regression","poisson_deviance":0.5445168447,"pr_auc":null,"mae":1.2004740739,"roc_auc":null,"fit_seconds":0.1,"notes":"principled for counts; log link matches the data-generating process"},{"target":"B1","model":"random_forest","family":"trees","is_baseline":false,"task":"regression","poisson_deviance":0.5034028657,"pr_auc":null,"mae":1.154109404,"roc_auc":null,"fit_seconds":0.5,"notes":"best performer in the NYC parking-ticket literature"},{"target":"B1","model":"extra_trees","family":"trees","is_baseline":false,"task":"regression","poisson_deviance":0.5084229745,"pr_auc":null,"mae":1.1701074179,"roc_auc":null,"fit_seconds":0.3,"notes":"variance-reduced contrast to random forest"},{"target":"B1","model":"hist_gbm","family":"gbdt","is_baseline":false,"task":"regression","poisson_deviance":0.5321782898,"pr_auc":null,"mae":1.1611349606,"roc_auc":null,"fit_seconds":3.6,"notes":"sklearn-native GBDT; no extra dependency"},{"target":"B1","model":"hist_gbm_poisson","family":"gbdt","is_baseline":false,"task":"regression","poisson_deviance":0.5362677505,"pr_auc":null,"mae":1.1868588555,"roc_auc":null,"fit_seconds":0.9,"notes":"GBDT with a Poisson objective; regularised to keep the log link stable"},{"target":"B1","model":"xgboost","family":"gbdt","is_baseline":false,"task":"regression","poisson_deviance":0.4989715289,"pr_auc":null,"mae":1.1191195132,"roc_auc":null,"fit_seconds":1.2,"notes":"GBDT benchmark with a count objective"},{"target":"B1","model":"lightgbm","family":"gbdt","is_baseline":false,"task":"regression","poisson_deviance":0.511882024,"pr_auc":null,"mae":1.1645695315,"roc_auc":null,"fit_seconds":0.7,"notes":"fast GBDT; also supplies quantile regression for module B"},{"target":"B1","model":"catboost","family":"gbdt","is_baseline":false,"task":"regression","poisson_deviance":0.5468205777,"pr_auc":null,"mae":1.1744840444,"roc_auc":null,"fit_seconds":1.9,"notes":"ordered target statistics for high-cardinality categoricals"},{"target":"B1","model":"torch_mlp","family":"deep","is_baseline":false,"task":"regression","poisson_deviance":4.404505914,"pr_auc":null,"mae":4.0517384102,"roc_auc":null,"fit_seconds":1.0,"notes":"feedforward net, Poisson NLL, on mps"},{"target":"B1","model":"lightgbm_q50","family":"quantile","is_baseline":false,"task":"regression","poisson_deviance":null,"pr_auc":null,"mae":null,"roc_auc":null,"fit_seconds":null,"notes":"LightGBM quantile regression at P50"},{"target":"B1","model":"lightgbm_q90","family":"quantile","is_baseline":false,"task":"regression","poisson_deviance":null,"pr_auc":null,"mae":null,"roc_auc":null,"fit_seconds":null,"notes":"LightGBM quantile regression at P90"},{"target":"B2","model":"prior","family":"baseline","is_baseline":true,"task":"classification","poisson_deviance":null,"pr_auc":0.0872716304,"mae":null,"roc_auc":0.5,"fit_seconds":0.0,"notes":"training prevalence for every row"},{"target":"B2","model":"logistic","family":"linear","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.3304267859,"mae":null,"roc_auc":0.7584314261,"fit_seconds":0.1,"notes":"interpretable reference"},{"target":"B2","model":"random_forest","family":"trees","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.3577904837,"mae":null,"roc_auc":0.7723327586,"fit_seconds":0.7,"notes":null},{"target":"B2","model":"extra_trees","family":"trees","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.3024126443,"mae":null,"roc_auc":0.7443135888,"fit_seconds":0.5,"notes":null},{"target":"B2","model":"hist_gbm","family":"gbdt","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.3268907538,"mae":null,"roc_auc":0.7365730145,"fit_seconds":7.2,"notes":null},{"target":"B2","model":"xgboost","family":"gbdt","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.3445279384,"mae":null,"roc_auc":0.7564887455,"fit_seconds":1.4,"notes":null},{"target":"B2","model":"lightgbm","family":"gbdt","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.3471316281,"mae":null,"roc_auc":0.7582920186,"fit_seconds":5.6,"notes":null},{"target":"B2","model":"catboost","family":"gbdt","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.3615412489,"mae":null,"roc_auc":0.7684213053,"fit_seconds":2.6,"notes":null},{"target":"B3","model":"prior","family":"baseline","is_baseline":true,"task":"classification","poisson_deviance":null,"pr_auc":0.6145971416,"mae":null,"roc_auc":0.5,"fit_seconds":0.0,"notes":"training prevalence for every row"},{"target":"B3","model":"logistic","family":"linear","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.9933935256,"mae":null,"roc_auc":0.995078037,"fit_seconds":0.1,"notes":"interpretable reference"},{"target":"B3","model":"random_forest","family":"trees","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.997388931,"mae":null,"roc_auc":0.9979504925,"fit_seconds":0.5,"notes":null},{"target":"B3","model":"extra_trees","family":"trees","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.9972109557,"mae":null,"roc_auc":0.9977295869,"fit_seconds":0.4,"notes":null},{"target":"B3","model":"hist_gbm","family":"gbdt","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.9997690884,"mae":null,"roc_auc":0.9996994001,"fit_seconds":2.5,"notes":null},{"target":"B3","model":"xgboost","family":"gbdt","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.9993561269,"mae":null,"roc_auc":0.9991910133,"fit_seconds":0.8,"notes":null},{"target":"B3","model":"lightgbm","family":"gbdt","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.9997107196,"mae":null,"roc_auc":0.9996955844,"fit_seconds":3.3,"notes":null},{"target":"B3","model":"catboost","family":"gbdt","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":0.9998711193,"mae":null,"roc_auc":0.9998204267,"fit_seconds":2.5,"notes":null},{"target":"B4","model":"majority","family":"baseline","is_baseline":true,"task":"classification","poisson_deviance":null,"pr_auc":null,"mae":null,"roc_auc":null,"fit_seconds":null,"notes":"always predict the most common cause"},{"target":"B4","model":"tfidf_char_logreg","family":"nlp","is_baseline":false,"task":"classification","poisson_deviance":null,"pr_auc":null,"mae":null,"roc_auc":null,"fit_seconds":null,"notes":"TF-IDF char n-grams (2-5) into logistic regression; handles code-mixed English\/Kannada without tokenisation"}]

+ [{"target":"A1","model":"mean","family":"baseline","is_baseline":true,"task":"regression","notes":"training mean; absolute floor","status":"ok","fit_seconds":0.01,"mae":0.219147,"rmse":1.118875,"median_ae":0.120991,"r2":-0.00021,"poisson_deviance":0.877547,"precision_at_10":0.0,"ndcg_at_10":0.011837,"precision_at_50":0.02,"ndcg_at_50":0.043592,"kendall_tau":null,"peak_rss_gb":2.45,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":false,"improvement_pct":0.0,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A1","model":"seasonal_naive","family":"baseline","is_baseline":true,"task":"regression","notes":"same cell, same hour, one week earlier","status":"ok","fit_seconds":0.0,"mae":0.180926,"rmse":1.462502,"median_ae":0.0,"r2":-0.708918,"poisson_deviance":3.54338,"precision_at_10":0.9,"ndcg_at_10":0.98926,"precision_at_50":0.94,"ndcg_at_50":0.989406,"kendall_tau":0.787411,"peak_rss_gb":3.0,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":false,"improvement_pct":-303.78,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A1","model":"cell_hour_mean","family":"baseline","is_baseline":true,"task":"regression","notes":"per-cell hour-of-week historical mean","status":"ok","fit_seconds":0.07,"mae":0.181291,"rmse":1.091737,"median_ae":0.0,"r2":0.047721,"poisson_deviance":1.390976,"precision_at_10":0.9,"ndcg_at_10":0.964053,"precision_at_50":0.74,"ndcg_at_50":0.936891,"kendall_tau":0.425423,"peak_rss_gb":3.0,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":false,"improvement_pct":-58.51,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A1","model":"ridge","family":"linear","is_baseline":false,"task":"regression","notes":"L2 linear; interpretable reference","status":"ok","fit_seconds":5.49,"mae":0.177703,"rmse":1.053364,"median_ae":0.031276,"r2":0.113488,"poisson_deviance":0.602633,"precision_at_10":1.0,"ndcg_at_10":0.999629,"precision_at_50":0.94,"ndcg_at_50":0.994557,"kendall_tau":0.772237,"peak_rss_gb":5.2,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":true,"improvement_pct":31.33,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A1","model":"poisson_glm","family":"linear","is_baseline":false,"task":"regression","notes":"principled for counts; log link matches the data-generating process","status":"ok","fit_seconds":7.46,"mae":0.172383,"rmse":1.091234,"median_ae":0.020774,"r2":0.048598,"poisson_deviance":0.566764,"precision_at_10":0.9,"ndcg_at_10":0.990958,"precision_at_50":0.8,"ndcg_at_50":0.971061,"kendall_tau":0.64567,"peak_rss_gb":5.77,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":true,"improvement_pct":35.41,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A1","model":"random_forest","family":"trees","is_baseline":false,"task":"regression","notes":"best performer in the NYC parking-ticket literature","status":"ok","fit_seconds":696.26,"mae":0.230503,"rmse":1.038006,"median_ae":0.108426,"r2":0.139149,"poisson_deviance":0.579319,"precision_at_10":1.0,"ndcg_at_10":0.997686,"precision_at_50":0.9,"ndcg_at_50":0.989639,"kendall_tau":0.406403,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":true,"improvement_pct":33.98,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A1","model":"extra_trees","family":"trees","is_baseline":false,"task":"regression","notes":"variance-reduced contrast to random forest","status":"ok","fit_seconds":191.44,"mae":0.178438,"rmse":1.034151,"median_ae":0.029868,"r2":0.145532,"poisson_deviance":0.508573,"precision_at_10":1.0,"ndcg_at_10":0.996538,"precision_at_50":0.92,"ndcg_at_50":0.989695,"kendall_tau":0.727489,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":true,"improvement_pct":42.05,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A1","model":"hist_gbm","family":"gbdt","is_baseline":false,"task":"regression","notes":"sklearn-native GBDT; no extra dependency","status":"ok","fit_seconds":5.74,"mae":0.171265,"rmse":1.036336,"median_ae":0.03217,"r2":0.141916,"poisson_deviance":0.518902,"precision_at_10":0.9,"ndcg_at_10":0.991573,"precision_at_50":0.9,"ndcg_at_50":0.986924,"kendall_tau":0.780467,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":true,"improvement_pct":40.87,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A1","model":"hist_gbm_poisson","family":"gbdt","is_baseline":false,"task":"regression","notes":"GBDT with a Poisson objective; regularised to keep the log link stable","status":"ok","fit_seconds":18.17,"mae":0.16409,"rmse":1.031858,"median_ae":0.020414,"r2":0.149317,"poisson_deviance":0.504164,"precision_at_10":0.9,"ndcg_at_10":0.990167,"precision_at_50":0.9,"ndcg_at_50":0.986022,"kendall_tau":0.754047,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":true,"improvement_pct":42.55,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A1","model":"xgboost","family":"gbdt","is_baseline":false,"task":"regression","notes":"GBDT benchmark with a count objective","status":"ok","fit_seconds":21.06,"mae":0.16559,"rmse":1.028361,"median_ae":0.02276,"r2":0.155073,"poisson_deviance":0.499925,"precision_at_10":0.9,"ndcg_at_10":0.990205,"precision_at_50":0.9,"ndcg_at_50":0.98621,"kendall_tau":0.743885,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":true,"improvement_pct":43.03,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A1","model":"lightgbm","family":"gbdt","is_baseline":false,"task":"regression","notes":"fast GBDT; also supplies quantile regression for module B","status":"ok","fit_seconds":14.87,"mae":0.167159,"rmse":1.037262,"median_ae":0.023263,"r2":0.140382,"poisson_deviance":0.50547,"precision_at_10":0.9,"ndcg_at_10":0.981691,"precision_at_50":0.9,"ndcg_at_50":0.979654,"kendall_tau":0.687982,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":true,"improvement_pct":42.4,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A1","model":"catboost","family":"gbdt","is_baseline":false,"task":"regression","notes":"ordered target statistics for high-cardinality categoricals","status":"ok","fit_seconds":32.52,"mae":0.161368,"rmse":1.034722,"median_ae":0.024543,"r2":0.144587,"poisson_deviance":0.516204,"precision_at_10":0.9,"ndcg_at_10":0.989277,"precision_at_50":0.88,"ndcg_at_50":0.983959,"kendall_tau":0.733852,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":true,"improvement_pct":41.18,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A1","model":"torch_mlp","family":"deep","is_baseline":false,"task":"regression","notes":"feedforward net, Poisson NLL, on mps","status":"ok","fit_seconds":25.7,"mae":0.128676,"rmse":1.051504,"median_ae":0.004982,"r2":0.116615,"poisson_deviance":0.578712,"precision_at_10":1.0,"ndcg_at_10":0.970411,"precision_at_50":0.86,"ndcg_at_50":0.961069,"kendall_tau":0.727295,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":true,"improvement_pct":34.05,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A1","model":"torch_lstm","family":"deep","is_baseline":false,"task":"regression","notes":"LSTM over each cell's 48h history, on mps; the only family that sees temporal order rather than unordered lag columns","status":"ok","fit_seconds":153.69,"mae":0.18834,"rmse":1.07236,"median_ae":0.038343,"r2":0.081225,"poisson_deviance":0.627939,"precision_at_10":0.8,"ndcg_at_10":0.9704,"precision_at_50":0.88,"ndcg_at_50":0.981657,"kendall_tau":0.880962,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":true,"improvement_pct":28.44,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A1","model":"graphsage","family":"gnn","is_baseline":false,"task":"regression","notes":"two-layer GraphSAGE over the H3 adjacency graph, on mps; learns neighbour aggregation rather than reading precomputed k-ring columns","status":"ok","fit_seconds":37.75,"mae":0.122754,"rmse":1.066032,"median_ae":0.000118,"r2":0.092036,"poisson_deviance":0.776681,"precision_at_10":0.7,"ndcg_at_10":0.946771,"precision_at_50":0.74,"ndcg_at_50":0.940096,"kendall_tau":0.625953,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":true,"improvement_pct":11.49,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A1","model":"bayesian_hierarchical","family":"bayesian","is_baseline":false,"task":"regression","notes":"partially-pooled Poisson with station-level intercepts, fitted by ADVI; the only family returning posterior intervals","status":"ok","fit_seconds":27.28,"mae":0.181459,"rmse":1.079548,"median_ae":0.03256,"r2":0.068867,"poisson_deviance":0.620716,"precision_at_10":0.8,"ndcg_at_10":0.952169,"precision_at_50":0.72,"ndcg_at_50":0.931296,"kendall_tau":0.526368,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":true,"improvement_pct":29.27,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A1","model":"stacked","family":"ensemble","is_baseline":false,"task":"regression","notes":"ridge meta-learner over out-of-fold predictions from poisson_glm, hist_gbm, xgboost, lightgbm, catboost","status":"ok","fit_seconds":287.54,"mae":0.171251,"rmse":1.028123,"median_ae":0.023179,"r2":0.155464,"poisson_deviance":0.507063,"precision_at_10":0.9,"ndcg_at_10":0.991186,"precision_at_50":0.88,"ndcg_at_50":0.982721,"kendall_tau":0.750212,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"mean","baseline_metric":0.877547,"beats_baseline":true,"improvement_pct":42.22,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A2","model":"prior","family":"baseline","is_baseline":true,"task":"classification","notes":"training prevalence for every row","status":"ok","fit_seconds":0.02,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"prior","baseline_metric":0.002909,"beats_baseline":false,"improvement_pct":0.0,"pr_auc":0.002909,"roc_auc":0.5,"brier":0.002901,"f1_best":0.005801,"threshold_best":0.003444,"prevalence":0.002909,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A2","model":"logistic","family":"linear","is_baseline":false,"task":"classification","notes":"interpretable reference","status":"ok","fit_seconds":10.88,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"prior","baseline_metric":0.002909,"beats_baseline":true,"improvement_pct":3774.04,"pr_auc":0.112694,"roc_auc":0.920411,"brier":0.002745,"f1_best":0.207377,"threshold_best":0.072992,"prevalence":0.002909,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A2","model":"random_forest","family":"trees","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":63.87,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"prior","baseline_metric":0.002909,"beats_baseline":true,"improvement_pct":4594.05,"pr_auc":0.136548,"roc_auc":0.937983,"brier":0.002677,"f1_best":0.231165,"threshold_best":0.113579,"prevalence":0.002909,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A2","model":"extra_trees","family":"trees","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":22.92,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"prior","baseline_metric":0.002909,"beats_baseline":true,"improvement_pct":4087.26,"pr_auc":0.121805,"roc_auc":0.936209,"brier":0.002714,"f1_best":0.213804,"threshold_best":0.078213,"prevalence":0.002909,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A2","model":"hist_gbm","family":"gbdt","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":4.04,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"prior","baseline_metric":0.002909,"beats_baseline":true,"improvement_pct":2930.24,"pr_auc":0.088148,"roc_auc":0.912812,"brier":0.003056,"f1_best":0.18959,"threshold_best":0.058871,"prevalence":0.002909,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A2","model":"xgboost","family":"gbdt","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":19.92,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"prior","baseline_metric":0.002909,"beats_baseline":true,"improvement_pct":4305.18,"pr_auc":0.128144,"roc_auc":0.93681,"brier":0.002696,"f1_best":0.215294,"threshold_best":0.095741,"prevalence":0.002909,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A2","model":"lightgbm","family":"gbdt","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":13.94,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"prior","baseline_metric":0.002909,"beats_baseline":true,"improvement_pct":1126.62,"pr_auc":0.035682,"roc_auc":0.92293,"brier":0.005441,"f1_best":0.092614,"threshold_best":0.045175,"prevalence":0.002909,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A2","model":"catboost","family":"gbdt","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":35.09,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"prior","baseline_metric":0.002909,"beats_baseline":true,"improvement_pct":4385.83,"pr_auc":0.13049,"roc_auc":0.934104,"brier":0.002687,"f1_best":0.2203,"threshold_best":0.086451,"prevalence":0.002909,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A2","model":"stacked","family":"ensemble","is_baseline":false,"task":"classification","notes":"logistic meta-learner over out-of-fold predictions from logistic, hist_gbm, xgboost, lightgbm, catboost","status":"ok","fit_seconds":233.25,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":63.0,"baseline_model":"prior","baseline_metric":0.002909,"beats_baseline":true,"improvement_pct":4026.89,"pr_auc":0.120049,"roc_auc":0.936308,"brier":0.002822,"f1_best":0.190167,"threshold_best":0.072287,"prevalence":0.002909,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A3","model":"prior","family":"baseline","is_baseline":true,"task":"classification","notes":"training prevalence for every row","status":"ok","fit_seconds":0.0,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":35.0,"baseline_model":"prior","baseline_metric":0.245902,"beats_baseline":false,"improvement_pct":0.0,"pr_auc":0.245902,"roc_auc":0.5,"brier":0.188099,"f1_best":0.394737,"threshold_best":0.297524,"prevalence":0.245902,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A3","model":"logistic","family":"linear","is_baseline":false,"task":"classification","notes":"interpretable reference","status":"ok","fit_seconds":0.28,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":35.0,"baseline_model":"prior","baseline_metric":0.245902,"beats_baseline":true,"improvement_pct":17.67,"pr_auc":0.289344,"roc_auc":0.5642,"brier":0.721079,"f1_best":0.406815,"threshold_best":0.965719,"prevalence":0.245902,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A3","model":"random_forest","family":"trees","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":2.0,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":35.0,"baseline_model":"prior","baseline_metric":0.245902,"beats_baseline":true,"improvement_pct":18.72,"pr_auc":0.291937,"roc_auc":0.568282,"brier":0.561864,"f1_best":0.403956,"threshold_best":0.778455,"prevalence":0.245902,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A3","model":"extra_trees","family":"trees","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":1.07,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":35.0,"baseline_model":"prior","baseline_metric":0.245902,"beats_baseline":true,"improvement_pct":14.87,"pr_auc":0.282469,"roc_auc":0.554428,"brier":0.457257,"f1_best":0.402748,"threshold_best":0.68022,"prevalence":0.245902,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A3","model":"hist_gbm","family":"gbdt","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":4.3,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":35.0,"baseline_model":"prior","baseline_metric":0.245902,"beats_baseline":true,"improvement_pct":20.19,"pr_auc":0.295544,"roc_auc":0.557453,"brier":0.716604,"f1_best":0.396031,"threshold_best":0.766779,"prevalence":0.245902,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A3","model":"xgboost","family":"gbdt","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":1.59,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":35.0,"baseline_model":"prior","baseline_metric":0.245902,"beats_baseline":true,"improvement_pct":25.57,"pr_auc":0.308774,"roc_auc":0.57499,"brier":0.712176,"f1_best":0.39623,"threshold_best":0.872853,"prevalence":0.245902,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A3","model":"lightgbm","family":"gbdt","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":2.13,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":35.0,"baseline_model":"prior","baseline_metric":0.245902,"beats_baseline":true,"improvement_pct":15.43,"pr_auc":0.283844,"roc_auc":0.552226,"brier":0.724978,"f1_best":0.395351,"threshold_best":0.903491,"prevalence":0.245902,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A3","model":"catboost","family":"gbdt","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":3.62,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":35.0,"baseline_model":"prior","baseline_metric":0.245902,"beats_baseline":true,"improvement_pct":21.46,"pr_auc":0.298661,"roc_auc":0.56305,"brier":0.681691,"f1_best":0.403332,"threshold_best":0.908946,"prevalence":0.245902,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"A3","model":"stacked","family":"ensemble","is_baseline":false,"task":"classification","notes":"logistic meta-learner over out-of-fold predictions from logistic, hist_gbm, xgboost, lightgbm, catboost","status":"ok","fit_seconds":48.21,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":6.23,"n_features":35.0,"baseline_model":"prior","baseline_metric":0.245902,"beats_baseline":true,"improvement_pct":25.41,"pr_auc":0.308381,"roc_auc":0.579614,"brier":0.440088,"f1_best":0.402331,"threshold_best":0.731773,"prevalence":0.245902,"n_folds":null,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B1","model":"mean","family":"baseline","is_baseline":true,"task":"regression","notes":"training mean; absolute floor","status":"ok","fit_seconds":0.0,"mae":1.260522,"rmse":1.750963,"median_ae":0.818219,"r2":-0.033827,"poisson_deviance":0.69045,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":5.0,"mae_sd":0.240659,"rmse_sd":0.312388,"median_ae_sd":0.103651,"r2_sd":0.046238,"poisson_deviance_sd":0.212963,"mae_minutes":554.949503,"mae_minutes_sd":326.544178,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B1","model":"ridge","family":"linear","is_baseline":false,"task":"regression","notes":"L2 linear; interpretable reference","status":"ok","fit_seconds":0.0,"mae":1.202771,"rmse":1.558701,"median_ae":0.928413,"r2":0.178061,"poisson_deviance":0.540056,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":5.0,"mae_sd":0.221076,"rmse_sd":0.264399,"median_ae_sd":0.166922,"r2_sd":0.06061,"poisson_deviance_sd":0.150664,"mae_minutes":554.242053,"mae_minutes_sd":321.04961,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B1","model":"poisson_glm","family":"linear","is_baseline":false,"task":"regression","notes":"principled for counts; log link matches the data-generating process","status":"ok","fit_seconds":0.1,"mae":1.200474,"rmse":1.567019,"median_ae":0.910769,"r2":0.170349,"poisson_deviance":0.544517,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":5.0,"mae_sd":0.226247,"rmse_sd":0.275211,"median_ae_sd":0.151498,"r2_sd":0.062499,"poisson_deviance_sd":0.159715,"mae_minutes":555.423892,"mae_minutes_sd":321.414741,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B1","model":"random_forest","family":"trees","is_baseline":false,"task":"regression","notes":"best performer in the NYC parking-ticket literature","status":"ok","fit_seconds":0.5,"mae":1.154109,"rmse":1.503868,"median_ae":0.899434,"r2":0.234954,"poisson_deviance":0.503403,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":5.0,"mae_sd":0.203863,"rmse_sd":0.248847,"median_ae_sd":0.16931,"r2_sd":0.041916,"poisson_deviance_sd":0.133696,"mae_minutes":546.624674,"mae_minutes_sd":318.33729,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B1","model":"extra_trees","family":"trees","is_baseline":false,"task":"regression","notes":"variance-reduced contrast to random forest","status":"ok","fit_seconds":0.3,"mae":1.170107,"rmse":1.517832,"median_ae":0.916624,"r2":0.21699,"poisson_deviance":0.508423,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":5.0,"mae_sd":0.196937,"rmse_sd":0.227953,"median_ae_sd":0.185686,"r2_sd":0.061275,"poisson_deviance_sd":0.121828,"mae_minutes":551.142657,"mae_minutes_sd":316.830673,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B1","model":"hist_gbm","family":"gbdt","is_baseline":false,"task":"regression","notes":"sklearn-native GBDT; no extra dependency","status":"ok","fit_seconds":3.6,"mae":1.161135,"rmse":1.541074,"median_ae":0.882146,"r2":0.188669,"poisson_deviance":0.532178,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":5.0,"mae_sd":0.172405,"rmse_sd":0.21841,"median_ae_sd":0.118176,"r2_sd":0.093439,"poisson_deviance_sd":0.119784,"mae_minutes":549.034108,"mae_minutes_sd":303.804595,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B1","model":"hist_gbm_poisson","family":"gbdt","is_baseline":false,"task":"regression","notes":"GBDT with a Poisson objective; regularised to keep the log link stable","status":"ok","fit_seconds":0.9,"mae":1.186859,"rmse":1.554773,"median_ae":0.900433,"r2":0.183226,"poisson_deviance":0.536268,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":5.0,"mae_sd":0.214452,"rmse_sd":0.27274,"median_ae_sd":0.141987,"r2_sd":0.068986,"poisson_deviance_sd":0.151855,"mae_minutes":552.74759,"mae_minutes_sd":320.236798,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B1","model":"xgboost","family":"gbdt","is_baseline":false,"task":"regression","notes":"GBDT benchmark with a count objective","status":"ok","fit_seconds":1.2,"mae":1.11912,"rmse":1.49362,"median_ae":0.838374,"r2":0.24277,"poisson_deviance":0.498972,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":5.0,"mae_sd":0.184461,"rmse_sd":0.237362,"median_ae_sd":0.101758,"r2_sd":0.064887,"poisson_deviance_sd":0.12794,"mae_minutes":538.680648,"mae_minutes_sd":310.529315,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B1","model":"lightgbm","family":"gbdt","is_baseline":false,"task":"regression","notes":"fast GBDT; also supplies quantile regression for module B","status":"ok","fit_seconds":0.7,"mae":1.16457,"rmse":1.519609,"median_ae":0.893218,"r2":0.217699,"poisson_deviance":0.511882,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":5.0,"mae_sd":0.205449,"rmse_sd":0.250723,"median_ae_sd":0.171521,"r2_sd":0.064493,"poisson_deviance_sd":0.132891,"mae_minutes":549.333506,"mae_minutes_sd":320.492194,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B1","model":"catboost","family":"gbdt","is_baseline":false,"task":"regression","notes":"ordered target statistics for high-cardinality categoricals","status":"ok","fit_seconds":1.9,"mae":1.174484,"rmse":1.55711,"median_ae":0.890757,"r2":0.172112,"poisson_deviance":0.546821,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":5.0,"mae_sd":0.153454,"rmse_sd":0.210149,"median_ae_sd":0.08694,"r2_sd":0.075414,"poisson_deviance_sd":0.112208,"mae_minutes":538.760941,"mae_minutes_sd":312.346162,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B1","model":"torch_mlp","family":"deep","is_baseline":false,"task":"regression","notes":"feedforward net, Poisson NLL, on mps","status":"ok","fit_seconds":1.0,"mae":4.051738,"rmse":10.668206,"median_ae":2.032182,"r2":-54.391751,"poisson_deviance":4.404506,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":5.0,"mae_sd":2.025119,"rmse_sd":9.935948,"median_ae_sd":0.617515,"r2_sd":90.939461,"poisson_deviance_sd":3.908199,"mae_minutes":14098.059536,"mae_minutes_sd":7892.800039,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B1","model":"lightgbm_q50","family":"quantile","is_baseline":false,"task":"regression","notes":"LightGBM quantile regression at P50","status":"ok","fit_seconds":null,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":541.757132,"mae_minutes_sd":null,"pinball_loss":0.565834,"pinball_loss_sd":0.090383,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B1","model":"lightgbm_q90","family":"quantile","is_baseline":false,"task":"regression","notes":"LightGBM quantile regression at P90","status":"ok","fit_seconds":null,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":895.533253,"mae_minutes_sd":null,"pinball_loss":0.234347,"pinball_loss_sd":0.040188,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B2","model":"prior","family":"baseline","is_baseline":true,"task":"classification","notes":"training prevalence for every row","status":"ok","fit_seconds":0.0,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":0.087272,"roc_auc":0.5,"brier":0.079754,"f1_best":0.160237,"threshold_best":0.07779,"prevalence":0.087272,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":0.015447,"roc_auc_sd":0.0,"brier_sd":0.013092,"f1_best_sd":0.026048,"threshold_best_sd":0.003532,"prevalence_sd":0.015447,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B2","model":"logistic","family":"linear","is_baseline":false,"task":"classification","notes":"interpretable reference","status":"ok","fit_seconds":0.1,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":0.330427,"roc_auc":0.758431,"brier":0.071294,"f1_best":0.381782,"threshold_best":0.208044,"prevalence":0.087272,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":0.064714,"roc_auc_sd":0.046416,"brier_sd":0.01562,"f1_best_sd":0.049373,"threshold_best_sd":0.147455,"prevalence_sd":0.015447,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B2","model":"random_forest","family":"trees","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":0.7,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":0.35779,"roc_auc":0.772333,"brier":0.071235,"f1_best":0.432623,"threshold_best":0.195391,"prevalence":0.087272,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":0.079886,"roc_auc_sd":0.044825,"brier_sd":0.01345,"f1_best_sd":0.073025,"threshold_best_sd":0.049651,"prevalence_sd":0.015447,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B2","model":"extra_trees","family":"trees","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":0.5,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":0.302413,"roc_auc":0.744314,"brier":0.073407,"f1_best":0.388277,"threshold_best":0.177211,"prevalence":0.087272,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":0.082855,"roc_auc_sd":0.049889,"brier_sd":0.013994,"f1_best_sd":0.059216,"threshold_best_sd":0.055056,"prevalence_sd":0.015447,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B2","model":"hist_gbm","family":"gbdt","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":7.2,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":0.326891,"roc_auc":0.736573,"brier":0.07238,"f1_best":0.385491,"threshold_best":0.149264,"prevalence":0.087272,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":0.060731,"roc_auc_sd":0.050001,"brier_sd":0.013179,"f1_best_sd":0.065438,"threshold_best_sd":0.118642,"prevalence_sd":0.015447,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B2","model":"xgboost","family":"gbdt","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":1.4,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":0.344528,"roc_auc":0.756489,"brier":0.070348,"f1_best":0.409346,"threshold_best":0.164052,"prevalence":0.087272,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":0.081454,"roc_auc_sd":0.039417,"brier_sd":0.014452,"f1_best_sd":0.080379,"threshold_best_sd":0.062753,"prevalence_sd":0.015447,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B2","model":"lightgbm","family":"gbdt","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":5.6,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":0.347132,"roc_auc":0.758292,"brier":0.074599,"f1_best":0.414449,"threshold_best":0.054246,"prevalence":0.087272,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":0.059568,"roc_auc_sd":0.037401,"brier_sd":0.017229,"f1_best_sd":0.064996,"threshold_best_sd":0.067959,"prevalence_sd":0.015447,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B2","model":"catboost","family":"gbdt","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":2.6,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":0.361541,"roc_auc":0.768421,"brier":0.068808,"f1_best":0.432295,"threshold_best":0.188861,"prevalence":0.087272,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":0.07136,"roc_auc_sd":0.04496,"brier_sd":0.015075,"f1_best_sd":0.067128,"threshold_best_sd":0.085038,"prevalence_sd":0.015447,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B3","model":"prior","family":"baseline","is_baseline":true,"task":"classification","notes":"training prevalence for every row","status":"ok","fit_seconds":0.0,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":0.614597,"roc_auc":0.5,"brier":0.236956,"f1_best":0.761091,"threshold_best":0.616261,"prevalence":0.614597,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":0.023535,"roc_auc_sd":0.0,"brier_sd":0.00544,"f1_best_sd":0.01797,"threshold_best_sd":0.002387,"prevalence_sd":0.023535,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B3","model":"logistic","family":"linear","is_baseline":false,"task":"classification","notes":"interpretable reference","status":"ok","fit_seconds":0.1,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":0.993394,"roc_auc":0.995078,"brier":0.006009,"f1_best":0.997493,"threshold_best":0.7477,"prevalence":0.614597,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":0.008031,"roc_auc_sd":0.006035,"brier_sd":0.007662,"f1_best_sd":0.003482,"threshold_best_sd":0.341106,"prevalence_sd":0.023535,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B3","model":"random_forest","family":"trees","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":0.5,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":0.997389,"roc_auc":0.99795,"brier":0.039382,"f1_best":0.997493,"threshold_best":0.507361,"prevalence":0.614597,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":0.004981,"roc_auc_sd":0.003571,"brier_sd":0.020561,"f1_best_sd":0.003482,"threshold_best_sd":0.034661,"prevalence_sd":0.023535,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B3","model":"extra_trees","family":"trees","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":0.4,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":0.997211,"roc_auc":0.99773,"brier":0.073025,"f1_best":0.997493,"threshold_best":0.617041,"prevalence":0.614597,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":0.004959,"roc_auc_sd":0.003402,"brier_sd":0.02218,"f1_best_sd":0.003482,"threshold_best_sd":0.075128,"prevalence_sd":0.023535,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B3","model":"hist_gbm","family":"gbdt","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":2.5,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":0.999769,"roc_auc":0.999699,"brier":0.0032,"f1_best":0.998505,"threshold_best":0.808694,"prevalence":0.614597,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":0.000491,"roc_auc_sd":0.000628,"brier_sd":0.004188,"f1_best_sd":0.001816,"threshold_best_sd":0.426062,"prevalence_sd":0.023535,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B3","model":"xgboost","family":"gbdt","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":0.8,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":0.999356,"roc_auc":0.999191,"brier":0.002777,"f1_best":0.998152,"threshold_best":0.836838,"prevalence":0.614597,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":0.001436,"roc_auc_sd":0.001801,"brier_sd":0.004263,"f1_best_sd":0.003704,"threshold_best_sd":0.187135,"prevalence_sd":0.023535,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B3","model":"lightgbm","family":"gbdt","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":3.3,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":0.999711,"roc_auc":0.999696,"brier":0.00157,"f1_best":0.99916,"threshold_best":0.849987,"prevalence":0.614597,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":0.000643,"roc_auc_sd":0.000673,"brier_sd":0.002348,"f1_best_sd":0.001476,"threshold_best_sd":0.333593,"prevalence_sd":0.023535,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B3","model":"catboost","family":"gbdt","is_baseline":false,"task":"classification","notes":null,"status":"ok","fit_seconds":2.5,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":0.999871,"roc_auc":0.99982,"brier":0.002209,"f1_best":0.99899,"threshold_best":0.930392,"prevalence":0.614597,"n_folds":5.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":0.000284,"roc_auc_sd":0.000394,"brier_sd":0.003079,"f1_best_sd":0.001847,"threshold_best_sd":0.115802,"prevalence_sd":0.023535,"macro_f1":null,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B4","model":"majority","family":"baseline","is_baseline":true,"task":"classification","notes":"always predict the most common cause","status":"ok","fit_seconds":null,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":1.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":0.044074,"accuracy":null,"macro_f1_english":null,"macro_f1_kannada":null,"n_classes":null},{"target":"B4","model":"tfidf_char_logreg","family":"nlp","is_baseline":false,"task":"classification","notes":"TF-IDF char n-grams (2-5) into logistic regression; handles code-mixed English\/Kannada without tokenisation","status":"ok","fit_seconds":null,"mae":null,"rmse":null,"median_ae":null,"r2":null,"poisson_deviance":null,"precision_at_10":null,"ndcg_at_10":null,"precision_at_50":null,"ndcg_at_50":null,"kendall_tau":null,"peak_rss_gb":null,"n_features":null,"baseline_model":null,"baseline_metric":null,"beats_baseline":null,"improvement_pct":null,"pr_auc":null,"roc_auc":null,"brier":null,"f1_best":null,"threshold_best":null,"prevalence":null,"n_folds":1.0,"mae_sd":null,"rmse_sd":null,"median_ae_sd":null,"r2_sd":null,"poisson_deviance_sd":null,"mae_minutes":null,"mae_minutes_sd":null,"pinball_loss":null,"pinball_loss_sd":null,"pr_auc_sd":null,"roc_auc_sd":null,"brier_sd":null,"f1_best_sd":null,"threshold_best_sd":null,"prevalence_sd":null,"macro_f1":0.478196,"accuracy":0.655542,"macro_f1_english":0.483345,"macro_f1_kannada":0.471725,"n_classes":12.0}]

index.html CHANGED Viewed

@@ -14,8 +14,8 @@
       href="https://fonts.googleapis.com/css2?family=Inter:wght@400;600;700&family=JetBrains+Mono:wght@400;600&display=swap"
       rel="stylesheet"
     />
-    <script type="module" crossorigin src="./assets/index-DUY_s-KW.js"></script>
-    <link rel="stylesheet" crossorigin href="./assets/index-D3BZxCw_.css">
   </head>
   <body>
     <div id="root"></div>

       href="https://fonts.googleapis.com/css2?family=Inter:wght@400;600;700&family=JetBrains+Mono:wght@400;600&display=swap"
       rel="stylesheet"
     />
+    <script type="module" crossorigin src="./assets/index-BFyJKlWQ.js"></script>
+    <link rel="stylesheet" crossorigin href="./assets/index-DfBCQShW.css">
   </head>
   <body>
     <div id="root"></div>