Datasets:

FurkanBaris
/

antalya-manavgat-wildfire-analysis-2021

latitude float64 35.7 42.2	longitude float64 26.1 44.9	brightness float64 208 367	scan float64 0.32 0.8	track float64 0.36 0.78	confidence stringclasses 3 values	bright_t31 float64 257 381	frp float64 0 1.2k	daynight stringclasses 2 values	timestamp stringdate 2021-06-01 00:48:00 2021-10-31 11:23:00	fire_type stringclasses 3 values
41.56538	32.43037	306.28	0.52	0.67	nominal	282.06	1.3	N	2021-06-01 00:48:00	vegetation_fire
36.955	44.4702	331.05	0.78	0.78	low	303.27	7.13	D	2021-06-01 08:49:00	vegetation_fire
36.95266	44.46304	332.9	0.78	0.78	low	306.39	6.24	D	2021-06-01 08:49:00	vegetation_fire
37.21534	44.39451	334.97	0.77	0.77	nominal	301.39	7.63	D	2021-06-01 08:49:00	vegetation_fire
36.93579	44.47293	348.27	0.44	0.46	nominal	318.02	7.34	D	2021-06-01 10:29:00	vegetation_fire
36.94012	44.47275	356.05	0.44	0.46	nominal	319.8	22.23	D	2021-06-01 10:29:00	vegetation_fire
36.94451	44.47321	342.61	0.44	0.46	low	316.03	22.23	D	2021-06-01 10:29:00	vegetation_fire
36.95368	44.47837	346.86	0.44	0.46	low	318.41	16.61	D	2021-06-01 10:29:00	vegetation_fire
36.9576	44.47371	354.69	0.44	0.46	nominal	315.36	10.83	D	2021-06-01 10:29:00	vegetation_fire
37.08767	43.90727	345.42	0.42	0.45	nominal	315.8	13.4	D	2021-06-01 10:29:00	vegetation_fire
37.08719	43.9022	355.33	0.42	0.45	nominal	321.22	20.15	D	2021-06-01 10:29:00	vegetation_fire
37.08575	43.88684	342.28	0.41	0.45	nominal	310.04	3.39	D	2021-06-01 10:29:00	vegetation_fire
37.08912	43.87793	338.09	0.41	0.45	low	309.02	2.71	D	2021-06-01 10:29:00	vegetation_fire
37.20572	44.38676	367	0.44	0.46	high	318.67	15.58	D	2021-06-01 10:29:00	vegetation_fire
37.20617	44.39153	345	0.44	0.46	nominal	315.02	10.23	D	2021-06-01 10:29:00	vegetation_fire
37.21161	44.40334	337.07	0.44	0.46	low	310.94	8.27	D	2021-06-01 10:29:00	vegetation_fire
37.21073	44.39397	349.02	0.44	0.46	nominal	312.57	10.23	D	2021-06-01 10:29:00	vegetation_fire
37.21033	44.38969	356.87	0.44	0.46	nominal	314.15	10.23	D	2021-06-01 10:29:00	vegetation_fire
37.21569	44.40067	350.07	0.44	0.46	nominal	310.69	5.78	D	2021-06-01 10:29:00	vegetation_fire
37.21526	44.39606	347.89	0.44	0.46	nominal	311.95	5.78	D	2021-06-01 10:29:00	vegetation_fire
37.21486	44.39183	353.7	0.44	0.46	nominal	317.15	61.47	D	2021-06-01 10:29:00	vegetation_fire
37.21446	44.38754	308.23	0.44	0.46	low	319.76	61.47	D	2021-06-01 10:29:00	vegetation_fire
37.21978	44.39815	336.48	0.44	0.46	low	307.65	5.78	D	2021-06-01 10:29:00	vegetation_fire
37.20871	44.3937	338.69	0.44	0.46	low	312.2	26.55	D	2021-06-01 10:29:00	vegetation_fire
37.20832	44.3893	347.87	0.44	0.46	nominal	312.7	23.95	D	2021-06-01 10:29:00	vegetation_fire
37.20788	44.38441	342.92	0.44	0.46	nominal	311.97	23.95	D	2021-06-01 10:29:00	vegetation_fire
37.21366	44.40058	343.44	0.44	0.46	nominal	312.63	10.78	D	2021-06-01 10:29:00	vegetation_fire
37.21325	44.39593	346.99	0.44	0.46	nominal	311.08	26.55	D	2021-06-01 10:29:00	vegetation_fire
37.21287	44.39167	354.6	0.44	0.46	nominal	328.32	26.55	D	2021-06-01 10:29:00	vegetation_fire
37.21778	44.39801	353.11	0.44	0.46	nominal	310.37	10.95	D	2021-06-01 10:29:00	vegetation_fire
37.21739	44.39355	338.15	0.44	0.46	nominal	309.1	24.98	D	2021-06-01 10:29:00	vegetation_fire
37.21701	44.38937	348.22	0.44	0.46	nominal	312.07	24.98	D	2021-06-01 10:29:00	vegetation_fire
37.22684	43.22924	345.97	0.39	0.44	low	318.29	9.61	D	2021-06-01 10:29:00	vegetation_fire
36.80262	39.19208	336.3	0.4	0.37	low	311.26	2.29	D	2021-06-01 10:29:00	vegetation_fire
36.47723	36.38276	342.53	0.39	0.36	nominal	314.89	5.26	D	2021-06-01 10:29:00	vegetation_fire
36.84663	38.55635	340.7	0.39	0.36	low	312.24	3.6	D	2021-06-01 10:29:00	vegetation_fire
37.26375	40.64652	346.39	0.45	0.39	low	320.12	12.17	D	2021-06-01 10:29:00	vegetation_fire
36.73095	36.21108	334.36	0.39	0.36	low	309.13	8.95	D	2021-06-01 10:29:00	static_ground_source
37.15467	38.83627	345.29	0.4	0.37	nominal	316.99	9.97	D	2021-06-01 10:29:00	vegetation_fire
36.79738	35.36414	330.6	0.4	0.37	low	301.51	7.09	D	2021-06-01 10:29:00	vegetation_fire
36.79664	35.35968	331.61	0.4	0.37	low	297.62	1.17	D	2021-06-01 10:29:00	vegetation_fire
36.79723	35.36071	337.18	0.4	0.37	low	300.65	1.92	D	2021-06-01 10:29:00	vegetation_fire
38.65129	39.7715	367	0.43	0.38	high	312.97	10.89	D	2021-06-01 10:30:00	static_ground_source
37.81458	29.30649	329.54	0.45	0.47	nominal	298.03	4.95	D	2021-06-01 10:30:00	vegetation_fire
37.81635	29.30408	342.41	0.45	0.47	nominal	298.15	6.11	D	2021-06-01 10:30:00	vegetation_fire
40.14708	43.10955	343.17	0.41	0.45	nominal	310.76	3.45	D	2021-06-01 10:30:00	vegetation_fire
40.57586	43.00693	301.59	0.44	0.38	nominal	283.77	1.03	N	2021-06-01 22:48:00	vegetation_fire
41.17738	32.63681	302.58	0.47	0.64	nominal	282.66	1.23	N	2021-06-01 22:48:00	static_ground_source
39.85505	44.73326	304.86	0.39	0.37	nominal	294.39	0.7	N	2021-06-01 22:49:00	static_ground_source
39.58498	43.89968	298.81	0.41	0.37	nominal	283.73	0.36	N	2021-06-01 22:49:00	vegetation_fire
39.7245	36.93794	295.51	0.54	0.51	nominal	282.44	1.34	N	2021-06-01 22:49:00	vegetation_fire
39.94635	33.19154	306.52	0.43	0.62	nominal	281.85	0.98	N	2021-06-01 22:49:00	static_ground_source
39.48711	30.04169	298.07	0.63	0.72	nominal	277.65	0.97	N	2021-06-01 22:49:00	static_ground_source
38.41782	43.23758	304.31	0.42	0.37	nominal	288.85	1.19	N	2021-06-01 22:49:00	static_ground_source
38.65416	39.77272	328.07	0.57	0.43	nominal	288.6	3.39	N	2021-06-01 22:49:00	static_ground_source
38.65018	39.77198	300.28	0.57	0.43	nominal	286.4	0.93	N	2021-06-01 22:49:00	static_ground_source
38.65267	39.77238	332.94	0.57	0.43	nominal	289	5.69	N	2021-06-01 22:49:00	static_ground_source
38.66302	39.23524	301.11	0.4	0.44	nominal	287.99	0.74	N	2021-06-01 22:49:00	static_ground_source
37.91478	39.33344	337.23	0.39	0.44	nominal	289.49	2.17	N	2021-06-01 22:49:00	vegetation_fire
37.91075	39.33262	297.38	0.39	0.44	nominal	285.81	2.17	N	2021-06-01 22:49:00	vegetation_fire
37.2276	44.37889	297.95	0.39	0.36	nominal	286.57	0.3	N	2021-06-01 22:49:00	vegetation_fire
37.22696	44.38321	302.05	0.39	0.36	nominal	287.33	0.5	N	2021-06-01 22:49:00	vegetation_fire
37.22495	44.37369	324.6	0.39	0.36	nominal	288.79	2.17	N	2021-06-01 22:49:00	vegetation_fire
37.22432	44.3779	326.13	0.39	0.36	nominal	289.74	2.17	N	2021-06-01 22:49:00	vegetation_fire
37.22368	44.38219	313.64	0.39	0.36	nominal	288.69	1.22	N	2021-06-01 22:49:00	vegetation_fire
37.22165	44.37275	323.04	0.39	0.36	nominal	288.58	2.17	N	2021-06-01 22:49:00	vegetation_fire
37.22102	44.37693	326.35	0.39	0.36	nominal	290.93	2.17	N	2021-06-01 22:49:00	vegetation_fire
37.22039	44.38117	307.69	0.39	0.36	nominal	289.75	1.22	N	2021-06-01 22:49:00	vegetation_fire
37.21772	44.376	329.98	0.39	0.36	nominal	290.77	1.85	N	2021-06-01 22:49:00	vegetation_fire
37.21835	44.37181	302.13	0.39	0.36	nominal	287.15	1.85	N	2021-06-01 22:49:00	vegetation_fire
37.21709	44.38022	316.29	0.39	0.36	nominal	291.33	1.94	N	2021-06-01 22:49:00	vegetation_fire
37.21309	44.13601	316.65	0.39	0.36	nominal	290.52	1.55	N	2021-06-01 22:49:00	vegetation_fire
37.21243	44.14051	304.95	0.39	0.36	nominal	290.23	1.55	N	2021-06-01 22:49:00	vegetation_fire
37.20979	44.13505	333.66	0.39	0.36	nominal	290.63	1.55	N	2021-06-01 22:49:00	vegetation_fire
37.20914	44.13954	309.6	0.39	0.36	nominal	289.88	1.55	N	2021-06-01 22:49:00	vegetation_fire
37.20848	44.14401	302.81	0.39	0.36	nominal	290.48	0.99	N	2021-06-01 22:49:00	vegetation_fire
37.2065	44.13409	324.18	0.39	0.36	nominal	290.12	1.85	N	2021-06-01 22:49:00	vegetation_fire
37.20584	44.13857	326.17	0.39	0.36	nominal	291.73	1.85	N	2021-06-01 22:49:00	vegetation_fire
37.20716	44.1296	301.62	0.39	0.36	nominal	290.5	0.92	N	2021-06-01 22:49:00	vegetation_fire
37.20255	44.1376	307.33	0.39	0.36	nominal	290.9	1.85	N	2021-06-01 22:49:00	vegetation_fire
37.15877	44.0364	316.31	0.39	0.36	nominal	290.82	1.7	N	2021-06-01 22:49:00	vegetation_fire
37.15545	44.03549	315.94	0.39	0.36	nominal	288.46	1.7	N	2021-06-01 22:49:00	vegetation_fire
37.24744	43.31187	298.59	0.41	0.37	nominal	283.87	0.4	N	2021-06-01 22:49:00	vegetation_fire
37.28065	42.84164	302.34	0.42	0.37	nominal	289.82	0.56	N	2021-06-01 22:49:00	vegetation_fire
37.21938	42.92956	306.08	0.41	0.37	nominal	287.63	0.49	N	2021-06-01 22:49:00	vegetation_fire
37.09385	43.8327	297.32	0.4	0.37	nominal	286.83	0.58	N	2021-06-01 22:49:00	vegetation_fire
37.08495	43.89472	299.25	0.39	0.37	nominal	288.08	0.47	N	2021-06-01 22:49:00	vegetation_fire
37.09116	43.82737	302.39	0.4	0.37	nominal	289.13	0.58	N	2021-06-01 22:49:00	vegetation_fire
37.09052	43.83178	300.46	0.4	0.37	nominal	288.08	0.58	N	2021-06-01 22:49:00	vegetation_fire
36.96724	44.47058	316.75	0.39	0.36	nominal	291.84	1.19	N	2021-06-01 22:49:00	vegetation_fire
36.96658	44.47496	305.61	0.39	0.36	nominal	292.68	1.19	N	2021-06-01 22:49:00	vegetation_fire
37.22446	42.64067	322.37	0.42	0.38	nominal	293.83	2.09	N	2021-06-01 22:49:00	vegetation_fire
36.96326	44.47424	319.23	0.39	0.36	nominal	291.08	1.19	N	2021-06-01 22:49:00	vegetation_fire
36.9427	44.45158	305.92	0.39	0.36	nominal	292.25	0.74	N	2021-06-01 22:49:00	vegetation_fire
37.07779	42.55979	319.21	0.42	0.38	nominal	294.94	2.32	N	2021-06-01 22:49:00	static_ground_source
37.02596	42.26921	306.43	0.43	0.38	nominal	292.66	0.58	N	2021-06-01 22:49:00	static_ground_source
37.0135	41.58499	307.06	0.46	0.39	nominal	291.06	0.69	N	2021-06-01 22:49:00	static_ground_source
37.27688	38.73148	303.5	0.41	0.45	nominal	289.49	1.14	N	2021-06-01 22:49:00	static_ground_source
37.29422	37.15834	296.11	0.5	0.49	nominal	285.37	1.83	N	2021-06-01 22:49:00	static_ground_source
37.01601	36.10467	302.85	0.56	0.52	nominal	290.36	3.75	N	2021-06-01 22:50:00	static_ground_source

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Spatial Analysis of 2021 Manavgat Wildfire Hotspots

This repository contains a comprehensive spatial analysis of the 2021 Manavgat (Turkey) forest fire hotspots. The project focuses on evaluating the performance of the FN-DBSCAN (Fuzzy Neighborhood DBSCAN) algorithm and its computational variants in identifying fire clusters from high-resolution satellite data.

Project Overview

In late July 2021, Turkey experienced one of its most devastating wildfire seasons. This project utilizes NASA VIIRS (Visible Infrared Imaging Radiometer Suite) satellite data to analyze the thermal anomalies (hotspots) during the Manavgat fire.

The core of this project is the implementation and comparison of four density-based clustering approaches:

FN-DBSCAN: Standard Fuzzy Neighborhood density-based clustering.
AFN-DBSCAN (Approximate): Optimized for speed using approximate neighborhood calculations.
SFN-DBSCAN (Sampled): Designed for large-scale datasets through strategic sampling.
Landmark FN-DBSCAN: Uses representative landmark points to maintain accuracy while reducing complexity.

Dataset Features

The cleaned dataset (cleaned_turkey_wildfires_2021.csv) includes the following key features:

latitude & longitude: Geospatial coordinates of the hotspots.
brightness: Brightness temperature (Kelvin).
bright_t31: Channel 31 brightness temperature.
frp: Fire Radiative Power (MW), indicating the fire's intensity.

Visualizing Clusters

The analysis generates comparative visualizations to show how different algorithms perceive the fire's spread.

Key Findings

The implementation highlights the trade-off between computational efficiency and clustering sensitivity:

FN-DBSCAN provides the most granular clusters but requires higher processing time.
Landmark-based and Approximate versions significantly reduce execution time (up to 70-80%) while maintaining the general structure of the fire clusters.

Installation & Usage

To replicate the analysis, ensure you have the required Python libraries installed:

pip install numpy pandas matplotlib scikit-learn
python main.py

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