Upload 8 files
Browse files- .gitattributes +2 -0
- README.md +19 -0
- Uttarakhand/event1/event_metadata.txt +33 -0
- Uttarakhand/event1/feature_list.csv +31 -0
- Uttarakhand/event1/post_event_features.csv +3 -0
- Uttarakhand/event1/pre_event_features.csv +3 -0
- Uttarakhand/event1/readme.txt +15 -0
- Uttarakhand/event1/shapefiles.zip +3 -0
- dataset_index.csv +18 -0
.gitattributes
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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Uttarakhand/event1/post_event_features.csv filter=lfs diff=lfs merge=lfs -text
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README.md
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# IndLands Dataset
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This dataset contains structured data related to landslide events from four Indian states: Himachal Pradesh, Mizoram, Sikkim, and Uttarakhand.
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## Structure
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Each state contains multiple event folders. Every event folder includes:
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- `pre_event_features.csv`: Features captured before the landslide event.
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- `post_event_features.csv`: Features captured after the landslide event.
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- `feature_list.csv`: The list of features used for the event.
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- `event_metadata.txt`: Descriptive metadata about the event.
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- `shapefiles.zip`: Archived shapefile data for geographic reference (not previewable).
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A `dataset_index.csv` file is included at the root to index all events across states.
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## Usage
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You can load the dataset and parse metadata using the `dataset_index.csv` file or process each event folder individually depending on your workflow.
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Uttarakhand/event1/event_metadata.txt
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============================================================
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EVENT DATASET INFORMATION
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============================================================
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1. Date of Event : 17/10/2021
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2. Place of Event : Pagal Nala on Rishikesh-Badrinath Road (NH-58) near Tangani, Chamoli, Uttarakhand (N30°28'39.6", E79°28'03")
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------------------------------------------------------------
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DATASET STRUCTURE AND DETAILS
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------------------------------------------------------------
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3. Number of Rows (Data-points/pixels) : 500000
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4. Number of Columns (Latitude, Longitude, Satellite Driven Features, Decision) : 33
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5. Number of Features : 30
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6. Feature Data Types : Float [ARVI, ASM, BSI, Contrast, Dissimilarity, EVI, Energy, Entropy, GLCMCorrelation, GLCMMean, GNDVI, GRVI, Homogeneity, MSAVI, NDTI, NDVI, NDWI, SAVI, aspect, curvature, elevation, mNDMI, mNDWI, plan_curvature, profile_curvature, slope, SPI, TRI, TWI]
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Int [fdr]
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------------------------------------------------------------
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IMAGE INFORMATION
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------------------------------------------------------------
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7. Number of Images : 30
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8. Size of Each Image : 500 X 500
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9. Total Pixels/Image : 250000
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10. Center Coordinates : Latitude: 30.47767°, Longitude: 79.46750°
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------------------------------------------------------------
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PRE-EVENT AND POST-EVENT DATASET SIZE
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------------------------------------------------------------
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11. Pre-event Dataset Size : 83.8 MB
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12. Post-event Dataset Size : 84.1 MB
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============================================================
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Uttarakhand/event1/feature_list.csv
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Feature Name,Feature Type,Source Data
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Normalized Difference Vegetation Index (NDVI),Spectral features,Sentinel-2
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Modified Soil Adjusted Vegetation Index (MSAVI),Spectral features,Sentinel-2
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Soil Adjusted Vegetation Index(SAVI),Spectral features,Sentinel-2
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Enhanced Vegetation Index (EVI),Spectral features,Sentinel-2
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Green Normalized Difference Vegetation Index (GNDVI ),Spectral features,Sentinel-2
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Green-red vegetation index (GRVI),Spectral features,Sentinel-2
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Atmospherically Resistant Vegetation Index (ARVI),Spectral features,Sentinel-2
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Modified Normalized Difference Moisture Index (mNDMI),Spectral features,Sentinel-2
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Normalized Difference Water Index (NDWI),Spectral features,Sentinel-2
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Normalized Difference Turbidity Index (NDTI),Spectral features,Sentinel-2
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Modified Normalized Difference Water Index (mNDWI),Spectral features,Sentinel-2
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Barren Soil Index (BSI),Spectral features,Sentinel-2
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Elevation,Topographical features,Sentinel-1
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Slope,Topographical features,Sentinel-1
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Aspect,Topographical features,Sentinel-1
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Curvature,Topographical features,Sentinel-1
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Plan curvature,Topographical features,Sentinel-1
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Profile curvature,Topographical features,Sentinel-1
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Topographic Wetness Index (TWI),Topographical features,Sentinel-1
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Topographic Ruggedness Index (TRI),Topographical features,Sentinel-1
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Stream Power Index(SPI),Hydrological Features,Sentinel-1
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FDR,Hydrological Features,Sentinel-1
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GLCM mean,Textural feature,Sentinel-1
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Contrast,Textural feature,Sentinel-1
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GLCM Correlation,Textural feature,Sentinel-1
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Energy,Textural feature,Sentinel-1
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Entropy,Textural feature,Sentinel-1
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Angular Second moment(ASM),Textural feature,Sentinel-1
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Dissimilarity,Textural feature,Sentinel-1
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Homogeneity,Textural feature,Sentinel-1
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Uttarakhand/event1/post_event_features.csv
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version https://git-lfs.github.com/spec/v1
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oid sha256:30c6079b44dca90fddc339f8d98eec84f81ecd3959b48d7083cb5884f3affb8f
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size 88244729
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Uttarakhand/event1/pre_event_features.csv
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version https://git-lfs.github.com/spec/v1
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oid sha256:2beab5dd5ba43e248a66503d2724bed2578b4c642d2cc60ab5332d9a22ace5b3
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size 87905273
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Uttarakhand/event1/readme.txt
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This folder contains a number of materials related to the specific landslide occurrence. These include
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* pre_event_features.csv:The information in the file is event specific.It contains coordinates of data points associated with features collected at a date before the landslide occurred in a specific area of the state.
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The last column is a reflection of the fact that no recent landslide has been occurred on this date.
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* post_event_features.csv:The information in the file is event specific.It contains coordinates of data points associated with features collected at a date after the occurance of that specific .
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The last column is a reflection of landslide marking of the data points after the event.
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* event_metadata.txt: This file contains date and place of the event, details of rows and columns,no of features,data types of the features,no of images used, size of each image,no of pixels in each image ,center coordinate points of the image,size of pre_event and post_event dataset.
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* shapefiles:This zip file contains the shapefiles that refer the areas where the recent landslide occurred .
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* feature_list : This file contains the sources and the nature of the extracted features.
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version https://git-lfs.github.com/spec/v1
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oid sha256:93dc0b840f47fb960705ac01cd7f65f15802929921c25313f340439af87b12d0
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size 2543
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dataset_index.csv
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state,event,pre_event_features,post_event_features,feature_list,event_metadata,shapefile,
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Himachal Pradesh,event1,Himachal Pradesh/event1/pre_event_features.csv,Himachal Pradesh/event1/post_event_features.csv,Himachal Pradesh/event1/feature_list.csv,Himachal Pradesh/event1/event_metadata.txt,Himachal Pradesh/event1/shapefiles.zip,
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Himachal Pradesh,event2,Himachal Pradesh/event2/pre_event_features.csv,Himachal Pradesh/event2/post_event_features.csv,Himachal Pradesh/event2/feature_list.csv,Himachal Pradesh/event2/event_metadata.txt,Himachal Pradesh/event2/shapefiles.zip,
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Himachal Pradesh,event3,Himachal Pradesh/event3/pre_event_features.csv,Himachal Pradesh/event3/post_event_features.csv,Himachal Pradesh/event3/feature_list.csv,Himachal Pradesh/event3/event_metadata.txt,Himachal Pradesh/event3/shapefiles.zip,
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Mizoram,event1,Mizoram/event1/pre_event_features.csv,Mizoram/event1/post_event_features.csv,Mizoram/event1/feature_list.csv,Mizoram/event1/event_metadata.txt,Mizoram/event1/shapefiles.zip,
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Mizoram,event2,Mizoram/event2/pre_event_features.csv,Mizoram/event2/post_event_features.csv,Mizoram/event2/feature_list.csv,Mizoram/event2/event_metadata.txt,Mizoram/event2/shapefiles.zip,
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Mizoram,event3,Mizoram/event3/pre_event_features.csv,Mizoram/event3/post_event_features.csv,Mizoram/event3/feature_list.csv,Mizoram/event3/event_metadata.txt,Mizoram/event3/shapefiles.zip,
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Mizoram,event4,Mizoram/event4/pre_event_features.csv,Mizoram/event4/post_event_features.csv,Mizoram/event4/feature_list.csv,Mizoram/event4/event_metadata.txt,Mizoram/event4/shapefiles.zip,
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Mizoram,event5,Mizoram/event5/pre_event_features.csv,Mizoram/event5/post_event_features.csv,Mizoram/event5/feature_list.csv,Mizoram/event5/event_metadata.txt,Mizoram/event5/shapefiles.zip,
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Sikkim,event1,Sikkim/event1/pre_event_features.csv,Sikkim/event1/post_event_features.csv,Sikkim/event1/feature_list.csv,Sikkim/event1/event_metadata.txt,Sikkim/event1/shapefiles.zip,
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Sikkim,event2,Sikkim/event2/pre_event_features.csv,Sikkim/event2/post_event_features.csv,Sikkim/event2/feature_list.csv,Sikkim/event2/event_metadata.txt,Sikkim/event2/shapefiles.zip,
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Sikkim,event3,Sikkim/event3/pre_event_features.csv,Sikkim/event3/post_event_features.csv,Sikkim/event3/feature_list.csv,Sikkim/event3/event_metadata.txt,Sikkim/event3/shapefiles.zip,
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Sikkim,event4,Sikkim/event4/pre_event_features.csv,Sikkim/event4/post_event_features.csv,Sikkim/event4/feature_list.csv,Sikkim/event4/event_metadata.txt,Sikkim/event4/shapefiles.zip,
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Sikkim,event5,Sikkim/event5/pre_event_features.csv,Sikkim/event5/post_event_features.csv,Sikkim/event5/feature_list.csv,Sikkim/event5/event_metadata.txt,Sikkim/event5/shapefiles.zip,
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Sikkim,event6,Sikkim/event6/pre_event_features.csv,Sikkim/event6/post_event_features.csv,Sikkim/event6/feature_list.csv,Sikkim/event6/event_metadata.txt,Sikkim/event6/shapefiles.zip,
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Sikkim,event7,Sikkim/event7/pre_event_features.csv,Sikkim/event7/post_event_features.csv,Sikkim/event7/feature_list.csv,Sikkim/event7/event_metadata.txt,Sikkim/event7/shapefiles.zip,
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Sikkim,event8,Sikkim/event8/pre_event_features.csv,Sikkim/event8/post_event_features.csv,Sikkim/event8/feature_list.csv,Sikkim/event8/event_metadata.txt,Sikkim/event8/shapefiles.zip,
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Uttarakhand,event1,Uttarakhand/event1/pre_event_features.csv,Uttarakhand/event1/post_event_features.csv,Uttarakhand/event1/feature_list.csv,Uttarakhand/event1/event_metadata.txt,Uttarakhand/event1/shapefiles.zip,
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