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observation_id
stringlengths
8
8
latitude
float64
-34.6
60.2
longitude
float64
-118.24
151
date_initial
stringdate
2024-01-05 00:00:00
2024-12-20 00:00:00
date_final
stringdate
2025-01-05 00:00:00
2025-12-20 00:00:00
vegetation_loss_index
float64
0
0.72
urban_expansion_sqm
int64
0
6.8k
water_body_variance
float64
-0.12
0.25
land_use_class
stringlengths
6
26
confidence_score
float64
0.81
0.99
SAT-7001
-3.465
-62.215
2024-01-15
2025-01-15
0.72
0
-0.02
Deforestation
0.94
SAT-7002
40.712
-74.006
2024-02-10
2025-02-10
0.02
1,250
0
Urbanization
0.88
SAT-7003
34.052
-118.243
2024-03-05
2025-03-05
0.05
840
0.01
Urbanization
0.91
SAT-7004
19.076
72.877
2024-01-20
2025-01-20
0.08
3,100
-0.05
Industrial_Growth
0.85
SAT-7005
-23.55
-46.633
2024-05-12
2025-05-12
0.45
450
0.02
Agricultural_Encroachment
0.89
SAT-7006
51.507
-0.127
2024-06-01
2025-06-01
0.01
150
0
Stable
0.99
SAT-7007
35.689
139.692
2024-01-11
2025-01-11
0
520
0
Urbanization
0.93
SAT-7008
1.292
103.851
2024-04-22
2025-04-22
0.12
210
0.15
Coastal_Reclamation
0.96
SAT-7009
-1.292
36.821
2024-08-14
2025-08-14
0.31
1,800
-0.1
Reforestation_Effort
0.82
SAT-7010
48.856
2.352
2024-02-28
2025-02-28
0.02
45
0
Stable
0.98
SAT-7011
-33.868
151.209
2024-11-05
2025-11-05
0.64
0
0.05
Post_Fire_Recovery
0.87
SAT-7012
28.613
77.209
2024-09-19
2025-09-19
0.15
4,200
-0.08
Industrial_Expansion
0.84
SAT-7013
55.755
37.617
2024-10-10
2025-10-10
0.03
890
0
Urbanization
0.9
SAT-7014
30.044
31.235
2024-03-15
2025-03-15
0.01
2,500
-0.12
Desertification
0.89
SAT-7015
25.204
55.27
2024-07-20
2025-07-20
0
6,800
0.25
Infrastructure_Development
0.97
SAT-7016
-22.906
-43.172
2024-12-01
2025-12-01
0.22
340
0.04
Coastal_Erosion
0.81
SAT-7017
41.902
12.496
2024-05-30
2025-05-30
0.04
120
0
Stable
0.95
SAT-7018
52.52
13.404
2024-06-15
2025-06-15
0.05
420
0.01
Urban_Greenery_Increase
0.92
SAT-7019
39.904
116.407
2024-01-05
2025-01-05
0.11
5,400
-0.02
Industrial_Growth
0.88
SAT-7020
45.421
-75.697
2024-04-18
2025-04-18
0.03
310
0.02
Stable
0.94
SAT-7021
-26.204
28.047
2024-08-22
2025-08-22
0.18
950
-0.04
Mining_Excavation
0.9
SAT-7022
37.566
126.978
2024-09-02
2025-09-02
0.02
640
0.01
Urbanization
0.92
SAT-7023
19.432
-99.133
2024-10-25
2025-10-25
0.07
1,800
-0.09
Water_Scarcity_Impact
0.83
SAT-7024
59.329
18.068
2024-03-12
2025-03-12
0.01
85
0.01
Stable
0.97
SAT-7025
6.524
3.379
2024-11-18
2025-11-18
0.35
4,200
0.08
Urban_Expansion
0.86
SAT-7026
14.599
120.984
2024-02-14
2025-02-14
0.12
1,100
0.12
Coastal_Reclamation
0.91
SAT-7027
-34.603
-58.381
2024-07-07
2025-07-07
0.04
720
0.01
Urbanization
0.89
SAT-7028
60.169
24.938
2024-12-20
2025-12-20
0.02
140
0
Stable
0.98
SAT-7029
22.319
114.169
2024-01-30
2025-01-30
0.05
210
0.05
Infrastructural_Change
0.95
SAT-7030
31.23
121.473
2024-05-05
2025-05-05
0.02
3,800
0.02
Urbanization
0.87
SAT-7031
-15.794
-47.882
2024-08-11
2025-08-11
0.48
150
0
Agricultural_Clearing
0.92

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