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margadrishti

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adarshcod30 commited on 1 day ago

Commit

6e22ebd

verified ·

1 Parent(s): c35fd0b

Publish MargaDrishti dashboard

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Files changed (21) hide show

README.md +26 -5
assets/index-CiSfdVvL.js +0 -0
assets/index-wHKHgfrz.css +1 -0
data/.gitkeep +0 -0
data/cells.json +1 -0
data/cells.parquet +3 -0
data/cis.json +1 -0
data/cis.parquet +3 -0
data/fairness_audit.json +38 -0
data/leaderboard.json +1 -0
data/manifest.json +22 -0
data/rcri.json +1 -0
data/rcri.parquet +3 -0
data/typical_week.json +0 -0
data/typical_week.parquet +3 -0
index.html +21 -17
models/.gitkeep +0 -0
models/b1_clearance_duration.features.json +44 -0
models/b1_clearance_duration.onnx +3 -0
models/b2_road_closure.features.json +43 -0
models/b2_road_closure.onnx +3 -0

README.md CHANGED Viewed

@@ -1,10 +1,31 @@
 ---
-title: Margadrishti
-emoji: 📈
-colorFrom: green
-colorTo: green
 sdk: static
 pinned: false
 ---
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

 ---
+title: MargaDrishti
+emoji: 🛣️
+colorFrom: yellow
+colorTo: indigo
 sdk: static
+app_file: index.html
 pinned: false
+license: mit
+short_description: Spatio-temporal risk for Bengaluru road capacity
 ---
+# मार्गदृष्टि · MargaDrishti
+Where and when Bengaluru loses road capacity — to illegal parking and to traffic
+events — from 298,450 violation records and 8,173 ASTraM events.
+**[Source](https://github.com/adarshcod30/MargaDrishti)** ·
+**[Models](https://huggingface.co/adarshcod30/margadrishti-models)**
+## Read the caveats on each screen
+This ranks predicted **enforcement demand**, not where illegal parking occurs.
+94% of the variance in violation counts is explained by patrol history, the
+project's own fairness audit returns **HIGH concern**, and no statistically
+significant hotspot survives adjusting for patrol effort. The Congestion Impact
+Score is a *constructed index*, not a measurement, and is not externally
+validated.
+Everything is precomputed — no server, no API. The whole surface bundle is
+1.75 MB and the page is 129 KB gzipped.

assets/index-CiSfdVvL.js ADDED Viewed

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+size 14097

data/fairness_audit.json ADDED Viewed

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+{
+  "highest_concern": "high",
+  "findings": [
+    {
+      "name": "feedback loop",
+      "statistic": 0.6133053955548047,
+      "concern": "moderate",
+      "interpretation": "Spearman rho=+0.613 between score and historical patrol hours - recommendations substantially track past patrolling"
+    },
+    {
+      "name": "under-observation coverage",
+      "statistic": 0.0,
+      "concern": "high",
+      "interpretation": "no recommendation reaches an under-observed cell, though 25.8% of cells are flagged - the system only looks where someone already looked"
+    },
+    {
+      "name": "station disparity",
+      "statistic": 0.20912368007966697,
+      "concern": "high",
+      "interpretation": "recommendation Gini 0.796 vs violation Gini 0.587 (excess +0.209) across 53 stations"
+    },
+    {
+      "name": "counterfactual patrol",
+      "statistic": 0.3,
+      "concern": "moderate",
+      "interpretation": "only 30% of the top-50 cells survive equalising patrol effort (full-ranking tau +0.318)"
+    }
+  ],
+  "coverage": {
+    "cells_assigned": 8,
+    "cells_total": 1802,
+    "risk_covered": 5.038800746202469,
+    "risk_total": 48.28950881958008,
+    "risk_covered_share": 0.10434566160174677,
+    "under_observed_assigned": 0,
+    "seed": 42
+  }
+}

data/leaderboard.json ADDED Viewed

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data/manifest.json ADDED Viewed

	@@ -0,0 +1,22 @@

+{
+  "artefacts": {
+    "typical_week": {
+      "rows": 111216,
+      "mb": 0.07
+    },
+    "cells": {
+      "rows": 662,
+      "mb": 0.03
+    },
+    "rcri": {
+      "rows": 1802,
+      "mb": 0.023
+    },
+    "cis": {
+      "rows": 662,
+      "mb": 0.014
+    }
+  },
+  "total_mb": 2.956,
+  "note": "Precomputed for a static deployment. Intensity is a MEDIAN over the observation window, not a forecast for a specific date. CIS and RCRI are constructed indices, not measurements, and are not externally validated (F16). Cells flagged under_observed carry predictions built on thin patrol history (F6)."
+}

data/rcri.json ADDED Viewed

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 <!doctype html>
-<html>
-	<head>
-		<meta charset="utf-8" />
-		<meta name="viewport" content="width=device-width" />
-		<title>My static Space</title>
-		<link rel="stylesheet" href="style.css" />
-	</head>
-	<body>
-		<div class="card">
-			<h1>Welcome to your static Space!</h1>
-			<p>You can modify this app directly by editing <i>index.html</i> in the Files and versions tab.</p>
-			<p>
-				Also don't forget to check the
-				<a href="https://huggingface.co/docs/hub/spaces" target="_blank">Spaces documentation</a>.
-			</p>
-		</div>
-	</body>
 </html>

 <!doctype html>
+<html lang="en">
+  <head>
+    <meta charset="UTF-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <title>MargaDrishti · Bengaluru road-capacity risk</title>
+    <meta
+      name="description"
+      content="Spatio-temporal ML for Bengaluru road-capacity loss from illegal parking and traffic events."
+    />
+    <link rel="preconnect" href="https://fonts.googleapis.com" />
+    <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin />
+    <link
+      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-CiSfdVvL.js"></script>
+    <link rel="stylesheet" crossorigin href="./assets/index-wHKHgfrz.css">
+  </head>
+  <body>
+    <div id="root"></div>
+  </body>
 </html>

models/.gitkeep ADDED Viewed

File without changes

models/b1_clearance_duration.features.json ADDED Viewed

	@@ -0,0 +1,44 @@

+{
+  "model": "b1_clearance_duration",
+  "n_features": 37,
+  "features": [
+    "latitude",
+    "longitude",
+    "requires_road_closure",
+    "age_of_truck",
+    "at_junction",
+    "hour",
+    "dayofweek",
+    "is_weekend",
+    "is_high_priority",
+    "day",
+    "month",
+    "weekofyear",
+    "hour_of_week",
+    "is_morning_peak",
+    "is_evening_peak",
+    "is_night",
+    "hour_sin",
+    "hour_cos",
+    "dayofweek_sin",
+    "dayofweek_cos",
+    "month_sin",
+    "month_cos",
+    "dist_centre_km",
+    "event_type_freq",
+    "event_cause_freq",
+    "veh_type_freq",
+    "corridor_freq",
+    "zone_freq",
+    "police_station_freq",
+    "priority_freq",
+    "gba_identifier_freq",
+    "direction_freq",
+    "concurrent_events",
+    "is_planned",
+    "has_vehicle",
+    "desc_len",
+    "desc_has_kannada"
+  ],
+  "note": "Input must be a float32 array in exactly this order. ONNX has no column names; a different order returns wrong numbers silently."
+}

models/b1_clearance_duration.onnx ADDED Viewed

	@@ -0,0 +1,3 @@

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+oid sha256:2c20e2c53f3d3e77ea4b5e4838d6cb7549dd7fd6414926d47d1d2053efb06d37
+size 3180935

models/b2_road_closure.features.json ADDED Viewed

	@@ -0,0 +1,43 @@

+{
+  "model": "b2_road_closure",
+  "n_features": 36,
+  "features": [
+    "latitude",
+    "longitude",
+    "age_of_truck",
+    "at_junction",
+    "hour",
+    "dayofweek",
+    "is_weekend",
+    "is_high_priority",
+    "day",
+    "month",
+    "weekofyear",
+    "hour_of_week",
+    "is_morning_peak",
+    "is_evening_peak",
+    "is_night",
+    "hour_sin",
+    "hour_cos",
+    "dayofweek_sin",
+    "dayofweek_cos",
+    "month_sin",
+    "month_cos",
+    "dist_centre_km",
+    "event_type_freq",
+    "event_cause_freq",
+    "veh_type_freq",
+    "corridor_freq",
+    "zone_freq",
+    "police_station_freq",
+    "priority_freq",
+    "gba_identifier_freq",
+    "direction_freq",
+    "concurrent_events",
+    "is_planned",
+    "has_vehicle",
+    "desc_len",
+    "desc_has_kannada"
+  ],
+  "note": "Input must be a float32 array in exactly this order. ONNX has no column names; a different order returns wrong numbers silently."
+}

models/b2_road_closure.onnx ADDED Viewed

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+version https://git-lfs.github.com/spec/v1
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+size 3742243