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HaajraMumtaz
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LahoreTrafficData

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train · 8.5k rows

origin_zone int64	dest_zone int64	road_type string	speed_limit_kmh float64	num_lanes int64	is_one_way int64	distance_km float64	road_curvature float64	has_signal int64	is_construction int64	weather_condition string	day_of_week string	time_slot string	is_weekend int64	is_holiday int64	day_type string	congestion_multiplier float64
12	3	main_road	71	2	0	17.19	1.558	1	0	clear	Fri	morning_peak	0	0	friday	2.7768
13	4	main_road	70.3	2	0	19.42	1.714	0	0	clear	Sat	evening_peak	1	1	weekend	1.9561
2	3	main_road	57.5	3	0	14.04	1.25	0	0	clear	Sun	night	1	0	weekend	0.703
4	19	street	23.4	2	0	9.47	1.452	0	0	rain	Fri	midday	0	0	friday	2.4241
9	1	street	43.5	1	0	8.19	1.651	1	1	cloudy	Sat	midday	1	0	weekend	2.7138
1	16	service_lane	38.2	1	0	19.39	1.623	0	0	cloudy	Thu	midday	0	0	weekday	2.8459
6	12	street	37.5	2	0	1.78	1.333	1	0	clear	Fri	evening_peak	0	0	friday	3.5
9	12	street	34.6	1	0	18.76	1.457	1	0	rain	Sat	morning_peak	1	0	weekend	3.5
8	3	street	23.2	1	0	4.68	1.03	1	0	clear	Sat	night	1	0	weekend	0.9976
4	21	main_road	69.9	3	0	17.88	1.415	1	0	cloudy	Wed	evening_peak	0	0	weekday	3.5
21	6	street	29.3	2	0	19.44	1.401	1	1	clear	Wed	midday	0	0	weekday	3.1597
11	14	highway	92	6	0	19.12	1.229	0	1	cloudy	Fri	evening_peak	0	0	friday	2.66
19	14	street	44.9	1	0	4.73	1.425	0	0	cloudy	Sat	night	1	0	weekend	0.9039
23	20	main_road	45.8	4	0	6.28	1.115	0	0	cloudy	Thu	night	0	0	weekday	0.8394
13	4	street	45.5	2	1	3.71	1.189	1	0	fog	Sun	night	1	0	weekend	1.0437
9	4	main_road	65.7	4	0	2.78	1.429	1	0	clear	Thu	night	0	0	weekday	0.98
9	22	street	48.5	2	0	9.67	1.263	1	0	clear	Tue	morning_peak	0	0	weekday	3.5
17	4	main_road	43.4	3	0	2.83	1.767	0	0	cloudy	Thu	morning_peak	0	0	weekday	2.4869
14	5	service_lane	29.8	2	0	2.48	1.094	1	0	clear	Thu	morning_peak	0	0	weekday	2.5137
10	6	main_road	55.3	2	0	11.1	1.749	0	0	clear	Thu	evening_peak	0	0	weekday	3.5
9	14	street	33.8	1	0	6.11	1.735	1	0	clear	Wed	midday	0	0	weekday	2.8137
16	8	street	47.3	1	0	0.82	1.004	1	0	clear	Thu	midday	0	0	weekday	2.1593
18	10	highway	109.8	5	0	3.19	1.588	0	0	rain	Mon	night	0	0	weekday	0.8377
14	10	street	43.5	1	0	11.49	1.116	0	0	clear	Sun	night	1	0	weekend	0.8584
20	22	main_road	64.4	3	0	8.3	1.327	1	0	clear	Sat	night	1	0	weekend	0.8451
4	23	main_road	65	2	0	10.3	1.589	0	0	clear	Wed	morning_peak	0	0	weekday	2.7613
2	17	street	42.3	2	1	16.56	1.685	1	0	clear	Fri	morning_peak	0	0	friday	3.318
6	22	street	25	2	0	19.78	1.445	0	0	rain	Sun	midday	1	0	weekend	2.1784
8	4	main_road	63.5	3	0	1.77	1.195	0	0	clear	Tue	evening_peak	0	0	weekday	2.0573
3	14	main_road	63.5	2	0	6.88	1.399	1	0	clear	Tue	night	0	0	weekday	0.9422
17	22	main_road	65.4	3	0	12.45	1.382	0	0	clear	Mon	midday	0	0	weekday	1.5171
12	8	main_road	41.6	4	0	9.85	1.788	1	0	clear	Tue	evening_peak	0	0	weekday	3.3377
3	15	street	46	2	0	16.04	1.039	1	0	heavy_rain	Mon	morning_peak	0	0	weekday	3.4852
20	8	main_road	63.6	4	0	5.57	1.709	1	1	cloudy	Sun	night	1	0	weekend	1.3282
16	5	street	31	2	1	4.12	1.014	1	0	clear	Mon	midday	0	0	weekday	2.1793
3	14	street	29	2	0	6.52	1.124	0	0	clear	Sat	night	1	0	weekend	1.197
10	8	main_road	66.1	2	0	10.3	1.346	1	0	clear	Tue	morning_peak	0	0	weekday	2.0804
4	23	main_road	55.8	3	0	0.13	1.09	1	0	clear	Fri	evening_peak	0	0	friday	3.5
4	1	main_road	41.9	3	0	14.26	1.12	1	0	cloudy	Fri	evening_peak	0	0	friday	3.5
12	15	main_road	46.5	4	0	17.12	1.203	0	0	cloudy	Sat	midday	1	0	weekend	1.2787
19	10	highway	80.8	6	1	14.53	1.566	0	0	cloudy	Sat	midday	1	0	weekend	0.8607
18	14	street	46.4	2	0	12.47	1.219	1	0	clear	Thu	night	0	0	weekday	1.4644
11	4	street	37	2	0	19.67	1.335	1	1	fog	Tue	night	0	0	weekday	1.9724
3	17	street	42	1	0	7.64	1.414	0	0	cloudy	Fri	night	0	0	friday	1.1032
22	15	highway	95.8	4	1	12.21	1.465	0	0	clear	Tue	evening_peak	0	0	weekday	1.4339
11	2	street	28.3	2	0	3.8	1.418	1	0	clear	Sun	morning_peak	1	1	weekend	2.3158
1	19	street	22.2	2	1	6.16	1.442	1	0	clear	Tue	morning_peak	0	0	weekday	3.2396
8	4	street	23.6	1	0	2.1	1.212	0	0	rain	Thu	evening_peak	0	0	weekday	3.4174
3	14	main_road	71.1	3	0	9.86	1.424	1	0	clear	Sat	morning_peak	1	0	weekend	2.4132
4	21	street	34	1	0	10.68	1.15	0	0	clear	Tue	midday	0	0	weekday	1.7852
12	18	main_road	57.5	4	0	0.15	1.795	1	1	fog	Wed	night	0	0	weekday	1.6883
18	5	service_lane	33.6	1	1	9.05	1.714	0	0	clear	Tue	evening_peak	0	0	weekday	3.5
17	18	main_road	56.3	3	0	2.6	1.073	0	0	fog	Mon	midday	0	1	weekday	1.5697
23	11	street	47.3	2	0	10.89	1.561	0	0	clear	Sun	midday	1	0	weekend	2.1694
10	9	main_road	61.8	2	0	12.68	1.267	1	0	fog	Fri	midday	0	0	friday	3.3045
23	22	street	32.3	1	0	16.34	1.688	1	1	cloudy	Mon	evening_peak	0	0	weekday	3.5
5	18	street	24.1	1	0	5.49	1.708	1	0	clear	Thu	evening_peak	0	0	weekday	3.5
4	11	main_road	57	3	1	13.48	1.283	0	0	clear	Wed	morning_peak	0	0	weekday	2.122
14	1	main_road	40	2	0	15.52	1.028	0	0	clear	Wed	evening_peak	0	0	weekday	2.1054
18	19	highway	98.6	4	1	4.46	1.167	0	0	cloudy	Mon	evening_peak	0	0	weekday	0.9207
23	19	street	25.8	2	0	13.16	1.231	0	0	cloudy	Fri	morning_peak	0	0	friday	2.9482
5	4	street	28.1	2	0	6.36	1.451	1	1	clear	Sun	morning_peak	1	0	weekend	3.3618
1	2	street	26.2	2	0	3.61	1.108	0	0	clear	Wed	night	0	0	weekday	1.1789
3	8	service_lane	37	2	0	10.57	1.797	1	0	clear	Fri	night	0	0	friday	1.7022
23	17	service_lane	23.9	2	1	17.34	1.471	0	0	clear	Fri	midday	0	0	friday	3.3354
1	10	main_road	43.8	2	1	14.49	1.311	1	0	rain	Thu	evening_peak	0	0	weekday	3.5
1	22	service_lane	20.5	1	0	9.98	1.373	1	0	clear	Wed	morning_peak	0	0	weekday	3.5
5	8	street	46.3	2	0	2.11	1.649	1	0	heavy_rain	Wed	midday	0	0	weekday	2.9179
11	1	main_road	67.6	4	1	13.4	1.301	1	0	cloudy	Tue	morning_peak	0	0	weekday	1.5951
2	15	street	32.9	1	1	10.74	1.795	1	0	clear	Sat	morning_peak	1	0	weekend	3.4512
7	21	street	49.1	2	0	3.87	1.229	1	0	clear	Tue	evening_peak	0	0	weekday	2.4108
2	22	service_lane	29.1	1	1	7.3	1.313	1	1	clear	Sat	morning_peak	1	0	weekend	3.5
17	6	main_road	47.8	2	0	18.26	1.43	0	0	clear	Thu	morning_peak	0	0	weekday	2.6432
16	4	main_road	66.1	3	0	8.75	1.183	0	0	clear	Wed	morning_peak	0	0	weekday	1.6903
4	22	main_road	49.1	4	0	1.11	1.785	1	0	rain	Thu	morning_peak	0	0	weekday	3.2278
3	4	street	32.8	2	0	10.16	1.589	1	0	clear	Sun	morning_peak	1	0	weekend	2.3365
18	17	street	42.8	2	0	3.59	1.286	1	0	rain	Wed	midday	0	0	weekday	2.2706
17	2	main_road	54.4	2	1	9.4	1.314	1	0	clear	Tue	morning_peak	0	0	weekday	2.1712
16	8	service_lane	38.2	2	0	1.71	1.013	0	0	cloudy	Thu	midday	0	0	weekday	2.2646
23	12	street	32	2	0	12.17	1.751	1	0	cloudy	Fri	evening_peak	0	0	friday	3.5
10	6	street	40.3	1	0	4.78	1.221	0	0	clear	Mon	evening_peak	0	0	weekday	3.5
13	7	highway	100.8	5	1	7.97	1.598	0	0	clear	Mon	midday	0	0	weekday	1.1553
18	16	main_road	58.7	4	0	3.79	1.371	1	0	clear	Sat	morning_peak	1	0	weekend	1.8146
16	10	highway	111.3	5	1	18.36	1.681	0	0	heavy_rain	Sun	morning_peak	1	0	weekend	2.1292
19	6	street	42.5	2	0	2.45	1.191	1	0	clear	Sun	midday	1	0	weekend	1.8398
6	2	highway	119.4	4	1	12.8	1.379	0	1	cloudy	Tue	morning_peak	0	0	weekday	2.696
7	10	main_road	68.5	4	0	9.96	1.044	1	0	clear	Thu	midday	0	1	weekday	2.0818
19	2	main_road	49.2	4	1	19.17	1.568	0	0	fog	Sat	midday	1	0	weekend	2.2448
9	21	street	26.4	2	1	2.49	1.057	1	0	cloudy	Fri	night	0	0	friday	1.289
1	8	main_road	46.1	4	0	16.86	1.264	0	1	clear	Tue	evening_peak	0	0	weekday	3.1487
19	17	main_road	67.7	4	0	13.68	1.059	1	0	clear	Fri	morning_peak	0	0	friday	2.0542
18	2	main_road	61.1	4	0	14.78	1.057	1	0	clear	Sat	night	1	0	weekend	0.6456
12	8	street	37.1	1	1	18.83	1.134	0	0	rain	Wed	morning_peak	0	0	weekday	3.5
20	14	main_road	79.7	2	0	10.58	1.511	0	0	clear	Sun	morning_peak	1	0	weekend	2.2534
6	9	service_lane	32.7	2	0	6.74	1.265	1	0	clear	Tue	midday	0	0	weekday	2.2692
5	13	service_lane	20.4	2	1	12.17	1.356	0	1	clear	Thu	night	0	0	weekday	1.7505
15	9	highway	94.4	4	1	1.01	1.282	0	1	rain	Wed	night	0	0	weekday	0.6849
23	13	service_lane	23.5	1	0	4.11	1.744	1	0	cloudy	Sat	evening_peak	1	0	weekend	3.5
8	13	main_road	69.6	3	1	14.62	1.679	1	0	clear	Sat	morning_peak	1	0	weekend	2.5487
18	2	main_road	77.1	4	0	13.89	1.79	1	1	clear	Tue	night	0	0	weekday	1.1825

End of preview. Expand in Data Studio

license: apache-2.0 category: transportation region: pk task_categories: - tabular-regression tags: - traffic - lahore - smart-city - time-series size_categories: - 10K<n<100K [Adjust based on your row count]

Lahore Traffic & Route Dataset

This dataset contains historical traffic flow information across major junctions in Lahore, Pakistan. It was collected to train the LahoreRoutePredictor model.

Dataset Summary

Primary Goal: Predicting travel time and congestion across different day types,times of day and zone type
Coverage: all major zones of the city including gulberg, model town, shahdarah

Data Fields

Column Name Description origin_zone / dest_zone The starting and ending points in Lahore road_typeType of road ( e.g., Highway, Residential, Arterial) speed_limit_kmh The official speed limit for that road num_lanes Number of traffic lanes available is_one_way Whether the road is a one-way street (True/False) distance_km Length of the route in kilometers road_curvature Measure of how curvy or straight the road is has_signal Presence of a traffic light (True/False) is_construction Active roadwork on the route (True/False) weather_condition Weather status (e.g., Clear, Rain, Smog) time_slot The specific time window (e.g., Morning Peak, Evening Peak) day_type Categorization of the day (e.g., Working Day, School Holiday) congestion_multiplier Target Variable: The factor by which traffic increases travel time.

How to use with 🤗 Datasets

You can load this dataset directly using the datasets library:

from datasets import load_dataset

dataset = load_dataset("HaajraMumtaz/LahoreTrafficData")
print(dataset['train'][0])

Data Collection

The data was gathered via OpenStreetMap, Google Maps API and kaggle dataset for lahore traffic

Limitations

difficult to gather real noise

Citation

Mumtaz, H. (2024). Lahore Traffic & Route Dataset. Hugging Face.

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