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Datasets:
Aki298
/
AML-Johor-Tangkak-Sagil-GEE-dataset

Tasks:
Tabular Regression
Time Series Forecasting
Modalities:
Geospatial
Languages:
English
Size:
1K<n<10K
Tags:
earth-engine
remote-sensing
environmental-monitoring
flood-risk
drought-risk
agriculture
License:
Dataset card Data Studio Files
xet
 Community
Aki298 commited on
Commit
22f2398
·
verified ·
1 Parent(s): c1d0196

Uploads the 7*7 tiles sagil and pre-processed data

Browse files
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. data/input/coordinates.csv +50 -0
  2. data/metadata/extraction_manifest.json +26 -0
  3. data/metadata/sample_index.csv +51 -0
  4. data/processed/processed_data.csv +0 -0
  5. data/raw/monthly/sagil_1.csv +67 -0
  6. data/raw/monthly/sagil_10.csv +67 -0
  7. data/raw/monthly/sagil_11.csv +67 -0
  8. data/raw/monthly/sagil_12.csv +67 -0
  9. data/raw/monthly/sagil_13.csv +67 -0
  10. data/raw/monthly/sagil_14.csv +67 -0
  11. data/raw/monthly/sagil_15.csv +67 -0
  12. data/raw/monthly/sagil_16.csv +67 -0
  13. data/raw/monthly/sagil_17.csv +67 -0
  14. data/raw/monthly/sagil_18.csv +67 -0
  15. data/raw/monthly/sagil_19.csv +67 -0
  16. data/raw/monthly/sagil_2.csv +67 -0
  17. data/raw/monthly/sagil_20.csv +67 -0
  18. data/raw/monthly/sagil_21.csv +67 -0
  19. data/raw/monthly/sagil_22.csv +67 -0
  20. data/raw/monthly/sagil_23.csv +67 -0
  21. data/raw/monthly/sagil_24.csv +67 -0
  22. data/raw/monthly/sagil_25.csv +67 -0
  23. data/raw/monthly/sagil_26.csv +67 -0
  24. data/raw/monthly/sagil_27.csv +67 -0
  25. data/raw/monthly/sagil_28.csv +67 -0
  26. data/raw/monthly/sagil_29.csv +67 -0
  27. data/raw/monthly/sagil_3.csv +67 -0
  28. data/raw/monthly/sagil_30.csv +67 -0
  29. data/raw/monthly/sagil_31.csv +67 -0
  30. data/raw/monthly/sagil_32.csv +67 -0
  31. data/raw/monthly/sagil_33.csv +67 -0
  32. data/raw/monthly/sagil_34.csv +67 -0
  33. data/raw/monthly/sagil_35.csv +67 -0
  34. data/raw/monthly/sagil_36.csv +67 -0
  35. data/raw/monthly/sagil_37.csv +67 -0
  36. data/raw/monthly/sagil_38.csv +67 -0
  37. data/raw/monthly/sagil_39.csv +67 -0
  38. data/raw/monthly/sagil_4.csv +67 -0
  39. data/raw/monthly/sagil_40.csv +67 -0
  40. data/raw/monthly/sagil_41.csv +67 -0
  41. data/raw/monthly/sagil_42.csv +67 -0
  42. data/raw/monthly/sagil_43.csv +67 -0
  43. data/raw/monthly/sagil_44.csv +67 -0
  44. data/raw/monthly/sagil_45.csv +67 -0
  45. data/raw/monthly/sagil_46.csv +67 -0
  46. data/raw/monthly/sagil_47.csv +67 -0
  47. data/raw/monthly/sagil_48.csv +67 -0
  48. data/raw/monthly/sagil_49.csv +67 -0
  49. data/raw/monthly/sagil_5.csv +67 -0
  50. data/raw/monthly/sagil_6.csv +67 -0
data/input/coordinates.csv ADDED
@@ -0,0 +1,50 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ sample_id,grid_row,grid_col,latitude,longitude,study_area,cell_size_m
2
+ sagil_1,0,0,2.341985,102.629998,"Sagil, Tangkak, Johor",1000
3
+ sagil_2,0,1,2.342001,102.638985,"Sagil, Tangkak, Johor",1000
4
+ sagil_3,0,2,2.342016,102.647971,"Sagil, Tangkak, Johor",1000
5
+ sagil_4,0,3,2.342031,102.656958,"Sagil, Tangkak, Johor",1000
6
+ sagil_5,0,4,2.342046,102.665945,"Sagil, Tangkak, Johor",1000
7
+ sagil_6,0,5,2.342061,102.674931,"Sagil, Tangkak, Johor",1000
8
+ sagil_7,0,6,2.342076,102.683918,"Sagil, Tangkak, Johor",1000
9
+ sagil_8,1,0,2.332946,102.630014,"Sagil, Tangkak, Johor",1000
10
+ sagil_9,1,1,2.332961,102.639000,"Sagil, Tangkak, Johor",1000
11
+ sagil_10,1,2,2.332976,102.647987,"Sagil, Tangkak, Johor",1000
12
+ sagil_11,1,3,2.332991,102.656973,"Sagil, Tangkak, Johor",1000
13
+ sagil_12,1,4,2.333006,102.665960,"Sagil, Tangkak, Johor",1000
14
+ sagil_13,1,5,2.333021,102.674946,"Sagil, Tangkak, Johor",1000
15
+ sagil_14,1,6,2.333036,102.683933,"Sagil, Tangkak, Johor",1000
16
+ sagil_15,2,0,2.323907,102.630029,"Sagil, Tangkak, Johor",1000
17
+ sagil_16,2,1,2.323922,102.639015,"Sagil, Tangkak, Johor",1000
18
+ sagil_17,2,2,2.323937,102.648002,"Sagil, Tangkak, Johor",1000
19
+ sagil_18,2,3,2.323952,102.656988,"Sagil, Tangkak, Johor",1000
20
+ sagil_19,2,4,2.323967,102.665975,"Sagil, Tangkak, Johor",1000
21
+ sagil_20,2,5,2.323982,102.674961,"Sagil, Tangkak, Johor",1000
22
+ sagil_21,2,6,2.323997,102.683948,"Sagil, Tangkak, Johor",1000
23
+ sagil_22,3,0,2.314867,102.630044,"Sagil, Tangkak, Johor",1000
24
+ sagil_23,3,1,2.314882,102.639030,"Sagil, Tangkak, Johor",1000
25
+ sagil_24,3,2,2.314897,102.648016,"Sagil, Tangkak, Johor",1000
26
+ sagil_25,3,3,2.314912,102.657003,"Sagil, Tangkak, Johor",1000
27
+ sagil_26,3,4,2.314927,102.665989,"Sagil, Tangkak, Johor",1000
28
+ sagil_27,3,5,2.314942,102.674976,"Sagil, Tangkak, Johor",1000
29
+ sagil_28,3,6,2.314957,102.683963,"Sagil, Tangkak, Johor",1000
30
+ sagil_29,4,0,2.305828,102.630059,"Sagil, Tangkak, Johor",1000
31
+ sagil_30,4,1,2.305843,102.639045,"Sagil, Tangkak, Johor",1000
32
+ sagil_31,4,2,2.305858,102.648031,"Sagil, Tangkak, Johor",1000
33
+ sagil_32,4,3,2.305873,102.657018,"Sagil, Tangkak, Johor",1000
34
+ sagil_33,4,4,2.305888,102.666004,"Sagil, Tangkak, Johor",1000
35
+ sagil_34,4,5,2.305902,102.674991,"Sagil, Tangkak, Johor",1000
36
+ sagil_35,4,6,2.305917,102.683977,"Sagil, Tangkak, Johor",1000
37
+ sagil_36,5,0,2.296788,102.630074,"Sagil, Tangkak, Johor",1000
38
+ sagil_37,5,1,2.296803,102.639060,"Sagil, Tangkak, Johor",1000
39
+ sagil_38,5,2,2.296818,102.648046,"Sagil, Tangkak, Johor",1000
40
+ sagil_39,5,3,2.296833,102.657032,"Sagil, Tangkak, Johor",1000
41
+ sagil_40,5,4,2.296848,102.666019,"Sagil, Tangkak, Johor",1000
42
+ sagil_41,5,5,2.296863,102.675005,"Sagil, Tangkak, Johor",1000
43
+ sagil_42,5,6,2.296877,102.683992,"Sagil, Tangkak, Johor",1000
44
+ sagil_43,6,0,2.287749,102.630089,"Sagil, Tangkak, Johor",1000
45
+ sagil_44,6,1,2.287764,102.639075,"Sagil, Tangkak, Johor",1000
46
+ sagil_45,6,2,2.287779,102.648061,"Sagil, Tangkak, Johor",1000
47
+ sagil_46,6,3,2.287794,102.657047,"Sagil, Tangkak, Johor",1000
48
+ sagil_47,6,4,2.287808,102.666034,"Sagil, Tangkak, Johor",1000
49
+ sagil_48,6,5,2.287823,102.675020,"Sagil, Tangkak, Johor",1000
50
+ sagil_49,6,6,2.287838,102.684006,"Sagil, Tangkak, Johor",1000
data/metadata/extraction_manifest.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "extraction_timestamp": "2026-07-01T00:41:31.534283+00:00",
3
+ "study_area": "Sagil, Tangkak, Johor",
4
+ "gee_project_id": "gen-lang-client-0671452157",
5
+ "first_month": "2021-01-01",
6
+ "last_month": "2026-06-01",
7
+ "month_count": 66,
8
+ "monthly_interval_rule": "[month_start, next_month_start)",
9
+ "raw_monthly_dir": "data\\raw\\monthly",
10
+ "sample_count": 49,
11
+ "failed_samples": [],
12
+ "datasets": {
13
+ "sentinel_2": "COPERNICUS/S2_SR_HARMONIZED",
14
+ "sentinel_1": "COPERNICUS/S1_GRD",
15
+ "chirps": "UCSB-CHG/CHIRPS/DAILY",
16
+ "era5_land": "ECMWF/ERA5_LAND/DAILY_AGGR",
17
+ "srtm": "USGS/SRTMGL1_003",
18
+ "dynamic_world": "GOOGLE/DYNAMICWORLD/V1",
19
+ "jrc_water": "JRC/GSW1_4/GlobalSurfaceWater"
20
+ },
21
+ "thresholds": {
22
+ "dry_day_mm": 1.0,
23
+ "heavy_rain_day_mm": 20.0,
24
+ "lowland_elevation_m": 50.0
25
+ }
26
+ }
data/metadata/sample_index.csv ADDED
@@ -0,0 +1,51 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ sample_id,grid_row,grid_col,latitude,longitude,cell_area_m2,first_month,last_month,row_count,raw_csv,extraction_status
2
+ sagil_1,0,0,2.341985,102.629998,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_1.csv,ok
3
+ sagil_2,0,1,2.342001,102.638985,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_2.csv,ok
4
+ sagil_3,0,2,2.342016,102.647971,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_3.csv,ok
5
+ sagil_4,0,3,2.342031,102.656958,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_4.csv,ok
6
+ sagil_5,0,4,2.342046,102.665945,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_5.csv,ok
7
+ sagil_6,0,5,2.342061,102.674931,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_6.csv,ok
8
+ sagil_7,0,6,2.342076,102.683918,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_7.csv,ok
9
+ sagil_8,1,0,2.332946,102.630014,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_8.csv,ok
10
+ sagil_9,1,1,2.332961,102.639,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_9.csv,ok
11
+ sagil_10,1,2,2.332976,102.647987,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_10.csv,ok
12
+ sagil_11,1,3,2.332991,102.656973,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_11.csv,ok
13
+ sagil_12,1,4,2.333006,102.66596,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_12.csv,ok
14
+ sagil_13,1,5,2.333021,102.674946,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_13.csv,ok
15
+ sagil_14,1,6,2.333036,102.683933,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_14.csv,ok
16
+ sagil_15,2,0,2.323907,102.630029,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_15.csv,ok
17
+ sagil_16,2,1,2.323922,102.639015,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_16.csv,ok
18
+ sagil_17,2,2,2.323937,102.648002,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_17.csv,ok
19
+ sagil_18,2,3,2.323952,102.656988,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_18.csv,ok
20
+ sagil_19,2,4,2.323967,102.665975,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_19.csv,ok
21
+ sagil_20,2,5,2.323982,102.674961,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_20.csv,ok
22
+ sagil_21,2,6,2.323997,102.683948,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_21.csv,ok
23
+ sagil_22,3,0,2.314867,102.630044,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_22.csv,ok
24
+ sagil_23,3,1,2.314882,102.63903,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_23.csv,ok
25
+ sagil_24,3,2,2.314897,102.648016,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_24.csv,ok
26
+ sagil_25,3,3,2.314912,102.657003,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_25.csv,ok
27
+ sagil_26,3,4,2.314927,102.665989,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_26.csv,ok
28
+ sagil_27,3,5,2.314942,102.674976,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_27.csv,ok
29
+ sagil_28,3,6,2.314957,102.683963,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_28.csv,ok
30
+ sagil_29,4,0,2.305828,102.630059,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_29.csv,ok
31
+ sagil_30,4,1,2.305843,102.639045,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_30.csv,ok
32
+ sagil_31,4,2,2.305858,102.648031,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_31.csv,ok
33
+ sagil_32,4,3,2.305873,102.657018,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_32.csv,ok
34
+ sagil_33,4,4,2.305888,102.666004,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_33.csv,ok
35
+ sagil_34,4,5,2.305902,102.674991,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_34.csv,ok
36
+ sagil_35,4,6,2.305917,102.683977,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_35.csv,ok
37
+ sagil_36,5,0,2.296788,102.630074,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_36.csv,ok
38
+ sagil_37,5,1,2.296803,102.63906,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_37.csv,ok
39
+ sagil_38,5,2,2.296818,102.648046,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_38.csv,ok
40
+ sagil_39,5,3,2.296833,102.657032,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_39.csv,ok
41
+ sagil_40,5,4,2.296848,102.666019,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_40.csv,ok
42
+ sagil_41,5,5,2.296863,102.675005,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_41.csv,ok
43
+ sagil_42,5,6,2.296877,102.683992,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_42.csv,ok
44
+ sagil_43,6,0,2.287749,102.630089,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_43.csv,ok
45
+ sagil_44,6,1,2.287764,102.639075,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_44.csv,ok
46
+ sagil_45,6,2,2.287779,102.648061,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_45.csv,ok
47
+ sagil_46,6,3,2.287794,102.657047,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_46.csv,ok
48
+ sagil_47,6,4,2.287808,102.666034,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_47.csv,ok
49
+ sagil_48,6,5,2.287823,102.67502,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_48.csv,ok
50
+ sagil_49,6,6,2.287838,102.684006,1000000.0,2021-01-01,2026-06-01,66,data\raw\monthly\sagil_49.csv,ok
51
+ ~
data/processed/processed_data.csv ADDED
The diff for this file is too large to render. See raw diff
 
data/raw/monthly/sagil_1.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ sample_id,grid_row,grid_col,latitude,longitude,month,ndvi_mean,evi_mean,ndmi_mean,ndwi_mean,s2_image_count,s2_valid_pixel_fraction,vv_mean_db,vh_mean_db,vv_minus_vh_db,vv_vh_ratio_linear,s1_image_count,rainfall_total_mm,rainfall_mean_daily_mm,rainfall_max_1day_mm,dry_days_count,heavy_rain_days_count,temperature_2m_mean_c,relative_humidity_mean_pct,soil_water_layer1_mean,surface_runoff_total_m,evaporation_total_m,water_probability_mean,flooded_vegetation_probability_mean,built_probability_mean,dynamicworld_image_count,elevation_mean_m,elevation_min_m,elevation_max_m,slope_mean_deg,lowland_fraction,max_water_extent_fraction,optical_missing_flag,sar_missing_flag,climate_missing_flag,any_missing_flag
2
+ sagil_1,0,0,2.341985,102.629998,2021-01-01,0.5597625856437857,0.44501976598909093,0.10694289577124325,-0.5277799389183727,4,1.0,-8.149429282058504,-15.583606685104384,7.434177403045906,5.538826231233171,5,310.18617391586304,10.00600528717041,44.85908889770508,15.0,6.0,24.654379781087357,83.72889558528307,0.4213460491549584,0.014873124659061432,-0.1138753006234765,0.03506046433050966,0.03412919385899505,0.042045964961181896,2,83.52783190803302,40.0,251.0,9.481977363239109,0.11531613626804983,0.0,0,0,0,0
3
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data/raw/monthly/sagil_10.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_11.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_12.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_13.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_14.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_15.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
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data/raw/monthly/sagil_16.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ sample_id,grid_row,grid_col,latitude,longitude,month,ndvi_mean,evi_mean,ndmi_mean,ndwi_mean,s2_image_count,s2_valid_pixel_fraction,vv_mean_db,vh_mean_db,vv_minus_vh_db,vv_vh_ratio_linear,s1_image_count,rainfall_total_mm,rainfall_mean_daily_mm,rainfall_max_1day_mm,dry_days_count,heavy_rain_days_count,temperature_2m_mean_c,relative_humidity_mean_pct,soil_water_layer1_mean,surface_runoff_total_m,evaporation_total_m,water_probability_mean,flooded_vegetation_probability_mean,built_probability_mean,dynamicworld_image_count,elevation_mean_m,elevation_min_m,elevation_max_m,slope_mean_deg,lowland_fraction,max_water_extent_fraction,optical_missing_flag,sar_missing_flag,climate_missing_flag,any_missing_flag
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data/raw/monthly/sagil_17.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
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data/raw/monthly/sagil_18.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ sample_id,grid_row,grid_col,latitude,longitude,month,ndvi_mean,evi_mean,ndmi_mean,ndwi_mean,s2_image_count,s2_valid_pixel_fraction,vv_mean_db,vh_mean_db,vv_minus_vh_db,vv_vh_ratio_linear,s1_image_count,rainfall_total_mm,rainfall_mean_daily_mm,rainfall_max_1day_mm,dry_days_count,heavy_rain_days_count,temperature_2m_mean_c,relative_humidity_mean_pct,soil_water_layer1_mean,surface_runoff_total_m,evaporation_total_m,water_probability_mean,flooded_vegetation_probability_mean,built_probability_mean,dynamicworld_image_count,elevation_mean_m,elevation_min_m,elevation_max_m,slope_mean_deg,lowland_fraction,max_water_extent_fraction,optical_missing_flag,sar_missing_flag,climate_missing_flag,any_missing_flag
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data/raw/monthly/sagil_19.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ sample_id,grid_row,grid_col,latitude,longitude,month,ndvi_mean,evi_mean,ndmi_mean,ndwi_mean,s2_image_count,s2_valid_pixel_fraction,vv_mean_db,vh_mean_db,vv_minus_vh_db,vv_vh_ratio_linear,s1_image_count,rainfall_total_mm,rainfall_mean_daily_mm,rainfall_max_1day_mm,dry_days_count,heavy_rain_days_count,temperature_2m_mean_c,relative_humidity_mean_pct,soil_water_layer1_mean,surface_runoff_total_m,evaporation_total_m,water_probability_mean,flooded_vegetation_probability_mean,built_probability_mean,dynamicworld_image_count,elevation_mean_m,elevation_min_m,elevation_max_m,slope_mean_deg,lowland_fraction,max_water_extent_fraction,optical_missing_flag,sar_missing_flag,climate_missing_flag,any_missing_flag
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data/raw/monthly/sagil_2.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
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data/raw/monthly/sagil_20.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ sample_id,grid_row,grid_col,latitude,longitude,month,ndvi_mean,evi_mean,ndmi_mean,ndwi_mean,s2_image_count,s2_valid_pixel_fraction,vv_mean_db,vh_mean_db,vv_minus_vh_db,vv_vh_ratio_linear,s1_image_count,rainfall_total_mm,rainfall_mean_daily_mm,rainfall_max_1day_mm,dry_days_count,heavy_rain_days_count,temperature_2m_mean_c,relative_humidity_mean_pct,soil_water_layer1_mean,surface_runoff_total_m,evaporation_total_m,water_probability_mean,flooded_vegetation_probability_mean,built_probability_mean,dynamicworld_image_count,elevation_mean_m,elevation_min_m,elevation_max_m,slope_mean_deg,lowland_fraction,max_water_extent_fraction,optical_missing_flag,sar_missing_flag,climate_missing_flag,any_missing_flag
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data/raw/monthly/sagil_21.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ sample_id,grid_row,grid_col,latitude,longitude,month,ndvi_mean,evi_mean,ndmi_mean,ndwi_mean,s2_image_count,s2_valid_pixel_fraction,vv_mean_db,vh_mean_db,vv_minus_vh_db,vv_vh_ratio_linear,s1_image_count,rainfall_total_mm,rainfall_mean_daily_mm,rainfall_max_1day_mm,dry_days_count,heavy_rain_days_count,temperature_2m_mean_c,relative_humidity_mean_pct,soil_water_layer1_mean,surface_runoff_total_m,evaporation_total_m,water_probability_mean,flooded_vegetation_probability_mean,built_probability_mean,dynamicworld_image_count,elevation_mean_m,elevation_min_m,elevation_max_m,slope_mean_deg,lowland_fraction,max_water_extent_fraction,optical_missing_flag,sar_missing_flag,climate_missing_flag,any_missing_flag
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data/raw/monthly/sagil_22.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ sample_id,grid_row,grid_col,latitude,longitude,month,ndvi_mean,evi_mean,ndmi_mean,ndwi_mean,s2_image_count,s2_valid_pixel_fraction,vv_mean_db,vh_mean_db,vv_minus_vh_db,vv_vh_ratio_linear,s1_image_count,rainfall_total_mm,rainfall_mean_daily_mm,rainfall_max_1day_mm,dry_days_count,heavy_rain_days_count,temperature_2m_mean_c,relative_humidity_mean_pct,soil_water_layer1_mean,surface_runoff_total_m,evaporation_total_m,water_probability_mean,flooded_vegetation_probability_mean,built_probability_mean,dynamicworld_image_count,elevation_mean_m,elevation_min_m,elevation_max_m,slope_mean_deg,lowland_fraction,max_water_extent_fraction,optical_missing_flag,sar_missing_flag,climate_missing_flag,any_missing_flag
2
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data/raw/monthly/sagil_23.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
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2
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3
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7
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8
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9
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11
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12
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13
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14
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15
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16
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17
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18
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19
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20
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21
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22
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23
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24
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25
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27
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28
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29
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30
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data/raw/monthly/sagil_24.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_25.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_26.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
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data/raw/monthly/sagil_27.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_28.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_29.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
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2
+ sagil_29,4,0,2.305828,102.630059,2021-01-01,0.7383629354309722,0.5932992775772559,0.19460518004985275,-0.659840280866412,4,1.0,-8.025429967019555,-14.936180742950679,6.9107507759311115,4.909927479831497,5,289.28877353668213,9.33189582824707,42.30250930786133,14.0,4.0,24.654379781087357,83.72889558528307,0.4213460491549584,0.014873124659061432,-0.1138753006234765,0.03195492071027074,0.03951689283979601,0.03743600156789744,2,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
3
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4
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5
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6
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7
+ sagil_29,4,0,2.305828,102.630059,2021-06-01,0.7551089764238923,0.6383322832282607,0.24880678186882463,-0.6533603836276958,9,1.0,-7.919978454116002,-15.046123571747472,7.126145117631494,5.1595819142313895,5,171.36132621765137,5.7120442390441895,18.262069702148438,12.0,0.0,26.308748096889985,87.19159104356585,0.4564967685275608,0.013168670237064362,-0.11644732393324375,0.02765234337033327,0.058664018976687535,0.04245824896074007,4,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
8
+ sagil_29,4,0,2.305828,102.630059,2021-07-01,0.7396804829626422,0.6243914836438362,0.2561064259487719,-0.6484977184691937,4,0.8349214853764372,-7.576268886018754,-14.685558925633659,7.109290039614921,5.139596254629126,5,150.2153196334839,4.84565544128418,24.4456844329834,16.0,1.0,26.24911118374075,85.27920869483697,0.41805736992948794,0.007537119090557098,-0.11643904354423285,,,,0,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
9
+ sagil_29,4,0,2.305828,102.630059,2021-08-01,0.6996927503970259,0.583350407794951,0.2010751977584334,-0.6266748972777549,9,1.0,-7.6569625822110945,-14.673521185403064,7.016558603191957,5.031017874539392,5,226.03858852386475,7.291567325592041,27.605810165405273,11.0,1.0,25.8345787376486,87.43103228209873,0.45118413945680014,0.03633897006511688,-0.11556283384561539,0.03616145599102022,0.038332337764317506,0.039975753008533906,5,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
10
+ sagil_29,4,0,2.305828,102.630059,2021-09-01,0.7383005257682075,0.6074145657039036,0.19407017351639555,-0.6574104184428938,6,1.0,-7.789965282534046,-15.068626079163467,7.2786607966294214,5.343995449551535,5,180.59740829467773,6.019913673400879,19.35562515258789,8.0,0.0,26.032075945536292,86.00349106045758,0.45194310082329636,0.01375531405210495,-0.1209234083071351,0.026007345502950086,0.034452263156315825,0.04446942572453274,3,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
11
+ sagil_29,4,0,2.305828,102.630059,2021-10-01,0.7405055435635098,0.594208869001025,0.1975480879338209,-0.6559381709096801,5,1.0,-7.797681002541276,-14.783700139139059,6.986019136597761,4.995763994868123,5,162.4766023159027,5.241180896759033,14.845123291015625,9.0,0.0,26.4860128259146,84.44473656580344,0.421271006266276,0.07458680123090744,-0.12706685904413462,,,,4,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
12
+ sagil_29,4,0,2.305828,102.630059,2021-11-01,0.6651297773008022,0.5463812322696079,0.18123325072766105,-0.5950482057733436,7,1.0,-7.609234458325264,-14.666598997738975,7.057364539413694,5.078511660404064,4,199.95726609230042,6.6652421951293945,25.07837677001953,8.0,2.0,25.95732896592881,86.22102316342828,0.4506276660495335,0.014578096568584442,-0.11340655200183392,,,,2,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
13
+ sagil_29,4,0,2.305828,102.630059,2021-12-01,0.6617346217436987,0.5547545076808885,0.15358271177245558,-0.6024880666952884,6,1.0,-8.12609153616102,-15.321425679748407,7.195334143587386,5.242439344728651,5,343.4445719718933,11.078857421875,37.744911193847656,12.0,7.0,25.602055670625475,83.91683069824688,0.42736812304424976,0.0053270235657691956,-0.11988105159252882,0.035275211508708555,0.033976887075221805,0.04077217944984856,1,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
14
+ sagil_29,4,0,2.305828,102.630059,2022-01-01,0.6630581993265513,0.4909190430446611,0.13395604056034616,-0.6342126002264605,10,1.0,-8.314850508686987,-15.408700798681886,7.093850289994882,5.121356743779035,5,148.1918363571167,4.780381679534912,55.0158576965332,24.0,3.0,26.12025247389272,76.49382042487473,0.3359040701261132,0.002181127667427063,-0.1311647081747651,0.03235997243123197,0.03611711239004475,0.04432372279717731,7,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
15
+ sagil_29,4,0,2.305828,102.630059,2022-02-01,0.585318956986992,0.4825581353317019,0.11546436744623664,-0.5460811859019554,3,1.0,-8.352026861134851,-15.602985918122728,7.250959056987874,5.310016929364721,5,311.28721046447754,11.117400169372559,44.63227462768555,16.0,7.0,26.07326987130301,80.67211404066136,0.3972473598661877,0.0026744604110717773,-0.11161437816917896,,,,0,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
16
+ sagil_29,4,0,2.305828,102.630059,2022-03-01,0.6589968723521871,0.5337544252689163,0.14957585950935656,-0.6191599510323375,9,1.0,-8.06464121773608,-15.265209645828829,7.20056842809276,5.248761543823344,5,234.77682256698608,7.573445796966553,25.99597930908203,9.0,2.0,26.61311966680705,82.43738815694536,0.4309022349696005,0.015308000147342682,-0.14128371141850948,0.03439831919748722,0.04073177519548573,0.04370284135875394,13,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
17
+ sagil_29,4,0,2.305828,102.630059,2022-04-01,0.6922847451495462,0.5380084502409995,0.16438988464974616,-0.6363785516180055,4,1.0,-8.175626402863077,-15.402550400276379,7.2269239974133015,5.28071099324662,5,247.795476436615,8.259849548339844,28.15625762939453,3.0,1.0,26.56899111006004,84.68287979760808,0.4592280281914605,0.012663692235946655,-0.1341396039351821,0.034150668515101776,0.040711536796739174,0.043167324560735014,5,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
18
+ sagil_29,4,0,2.305828,102.630059,2022-05-01,0.6723562034194535,0.6167358518367876,0.20694327783727956,-0.6055690130354406,8,0.9963663039719894,-7.783742666716626,-14.994386974249704,7.210644307533085,5.260953106770214,5,156.91790437698364,5.061867713928223,13.599266052246094,13.0,0.0,27.295451449322456,82.33775221601245,0.43737401244460894,0.007221415638923645,-0.1424938840791583,,,,3,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
19
+ sagil_29,4,0,2.305828,102.630059,2022-06-01,0.7110741478722112,0.5603748757313972,0.2092568948009719,-0.6327980937425367,6,0.9261267884232596,-7.9344379449938085,-15.10038794110791,7.165949996114106,5.20708898650828,5,225.27484691143036,7.509161472320557,25.69945526123047,5.0,2.0,26.31258674197727,84.65347149902475,0.45235530005560987,0.016380541026592255,-0.11856023967266083,0.03621318731999903,0.03127898865552576,0.029751173151855277,6,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
20
+ sagil_29,4,0,2.305828,102.630059,2022-07-01,0.5932904332201075,0.5837382195793357,0.18820045575606675,-0.538180850669082,7,1.0,-7.710468917760534,-14.980243159375597,7.269774241615074,5.333071719727682,4,183.90357303619385,5.932373523712158,18.575809478759766,14.0,0.0,26.81279261189127,81.72717621904789,0.4153609737273185,0.005820810794830322,-0.12949145212769508,,,,4,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
21
+ sagil_29,4,0,2.305828,102.630059,2022-08-01,0.747418788058807,0.5608122767368908,0.2004810519209136,-0.6814392459134002,6,1.0,-7.7223950167376465,-15.064323203643395,7.341928186905746,5.42241582166202,4,200.14233660697937,6.456204414367676,22.27790641784668,11.0,1.0,26.163318478163887,84.28112980154594,0.44357970453077733,0.011473968625068665,-0.11862917058169842,0.03012040181663858,0.03805480339163588,0.0410949714107298,7,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
22
+ sagil_29,4,0,2.305828,102.630059,2022-09-01,0.6773525124834877,0.5722446563062319,0.1737914013839092,-0.6179445303854931,5,0.994621880675216,-7.8361799254309865,-14.965829479354209,7.129649553923221,5.163746996684807,5,147.99829471111298,4.933276653289795,17.395544052124023,11.0,0.0,26.20296556684707,83.10683136262092,0.44985309176974836,0.007817737758159637,-0.1236721696332097,,,,2,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
23
+ sagil_29,4,0,2.305828,102.630059,2022-10-01,,,,,0,,-7.629904329958577,-14.798170965381654,7.168266635423079,5.209867323662141,4,271.94204092025757,8.772323608398438,26.252979278564453,5.0,4.0,25.93587915153921,85.64198571635757,0.4481802909604965,0.03275906294584274,-0.11283262073993683,,,,0,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,1,0,0,1
24
+ sagil_29,4,0,2.305828,102.630059,2022-11-01,0.7396591995260897,0.6181447636115598,0.21292079898940344,-0.6613560402467963,4,0.981786351756727,-7.565593413159184,-14.693241570453527,7.127648157294327,5.161367890959954,5,330.80107164382935,11.026701927185059,26.1076717376709,5.0,4.0,25.704017088148305,87.11571523117152,0.4467495388454861,0.03160390257835388,-0.10672743618488312,0.025562739037298582,0.03923617530284724,0.03267827057383983,2,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
25
+ sagil_29,4,0,2.305828,102.630059,2022-12-01,0.63049374047476,0.6662356187121622,0.23525518770367043,-0.5563816702081696,7,0.3978484407659249,-7.419177168746389,-14.458833805581015,7.039656636834598,5.057846719275615,4,212.6742811203003,6.8604607582092285,28.836742401123047,12.0,4.0,25.06863613333752,85.9427067750566,0.44750281303159656,0.020298250019550323,-0.10774827934801579,,,,0,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
26
+ sagil_29,4,0,2.305828,102.630059,2023-01-01,0.7195000758421075,0.6928963150644286,0.3125741916865095,-0.6207623857352851,1,0.5954215118542872,-7.689565362176417,-14.865923969216707,7.176358607040278,5.2195836337041355,5,202.3804211616516,6.528400897979736,24.89457130432129,4.0,2.0,25.030879797986756,84.01618780335811,0.4209317238100113,0.0035470500588417053,-0.11220936570316553,,,,0,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
27
+ sagil_29,4,0,2.305828,102.630059,2023-02-01,0.7088280618191883,0.6034422019568383,0.20580341058666146,-0.6500221875016019,8,1.0,-7.796084088577905,-15.006360818370773,7.210276729792865,5.260507849577111,5,282.9976997375488,10.107060432434082,56.71006393432617,16.0,5.0,25.4387440953937,82.09738999149447,0.4128967012677873,0.01638123393058777,-0.1172541081905365,0.032180231883999794,0.040958868839442435,0.03585688022183342,2,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
28
+ sagil_29,4,0,2.305828,102.630059,2023-03-01,0.7162336357846677,0.5676681010151935,0.21016567337738773,-0.660347420225303,9,1.0,-7.86709826259653,-15.042708123449735,7.175609860853195,5.218683828011451,5,217.74366426467896,7.023989200592041,36.526546478271484,17.0,5.0,25.560289370629164,83.10123002237883,0.4084736813781082,0.0170811265707016,-0.1345367068424821,0.02995467768621704,0.04004985198629342,0.04139219077663535,8,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
29
+ sagil_29,4,0,2.305828,102.630059,2023-04-01,0.6776226200629312,0.5520212930445194,0.1841947672369447,-0.6234337793953386,5,1.0,-7.772231470760069,-15.149878551481107,7.377647080721022,5.467196810245296,5,174.8560438156128,5.8285346031188965,14.680416107177734,9.0,0.0,26.898852878146727,83.94656443908545,0.4213873121473524,0.01002233475446701,-0.13186451606452465,,,,4,35.10546255073509,22.0,56.0,3.437160892842199,0.9605915481089283,0.0,0,0,0,0
30
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data/raw/monthly/sagil_3.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_30.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_31.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ sample_id,grid_row,grid_col,latitude,longitude,month,ndvi_mean,evi_mean,ndmi_mean,ndwi_mean,s2_image_count,s2_valid_pixel_fraction,vv_mean_db,vh_mean_db,vv_minus_vh_db,vv_vh_ratio_linear,s1_image_count,rainfall_total_mm,rainfall_mean_daily_mm,rainfall_max_1day_mm,dry_days_count,heavy_rain_days_count,temperature_2m_mean_c,relative_humidity_mean_pct,soil_water_layer1_mean,surface_runoff_total_m,evaporation_total_m,water_probability_mean,flooded_vegetation_probability_mean,built_probability_mean,dynamicworld_image_count,elevation_mean_m,elevation_min_m,elevation_max_m,slope_mean_deg,lowland_fraction,max_water_extent_fraction,optical_missing_flag,sar_missing_flag,climate_missing_flag,any_missing_flag
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data/raw/monthly/sagil_32.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_33.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_34.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_35.csv ADDED
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data/raw/monthly/sagil_36.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_37.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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1
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2
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data/raw/monthly/sagil_39.csv ADDED
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data/raw/monthly/sagil_4.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_40.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ sample_id,grid_row,grid_col,latitude,longitude,month,ndvi_mean,evi_mean,ndmi_mean,ndwi_mean,s2_image_count,s2_valid_pixel_fraction,vv_mean_db,vh_mean_db,vv_minus_vh_db,vv_vh_ratio_linear,s1_image_count,rainfall_total_mm,rainfall_mean_daily_mm,rainfall_max_1day_mm,dry_days_count,heavy_rain_days_count,temperature_2m_mean_c,relative_humidity_mean_pct,soil_water_layer1_mean,surface_runoff_total_m,evaporation_total_m,water_probability_mean,flooded_vegetation_probability_mean,built_probability_mean,dynamicworld_image_count,elevation_mean_m,elevation_min_m,elevation_max_m,slope_mean_deg,lowland_fraction,max_water_extent_fraction,optical_missing_flag,sar_missing_flag,climate_missing_flag,any_missing_flag
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data/raw/monthly/sagil_41.csv ADDED
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data/raw/monthly/sagil_42.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_43.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_44.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_45.csv ADDED
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data/raw/monthly/sagil_46.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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2
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data/raw/monthly/sagil_48.csv ADDED
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data/raw/monthly/sagil_49.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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data/raw/monthly/sagil_5.csv ADDED
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data/raw/monthly/sagil_6.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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