Datasets:
Tasks:
Image Classification
Modalities:
Image
Sub-tasks:
multi-label-classification
Languages:
English
Size:
1K<n<10K
Tags:
image
DOI:
License:
Denny Schaedig commited on
Commit ·
d6e8a32
1
Parent(s): 46a0f43
Updating the data fields and examples to reflect the final formatting of the dataset
Browse files
README.md
CHANGED
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@@ -170,34 +170,32 @@ The dataset supports **image classification and regression** tasks, **generative
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Example:
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{
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"image": "preprocessed/magnified_profiles/image_1031.png",
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"datatype": "magnified_profiles"
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"site": 1,
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"column": 1,
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"core": 3,
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"segment": 1,
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"core_temperature": 42.8,
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"air_temperature": 22.0,
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"snowpack_depth": 110.0,
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"core_depth": 30.0,
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"slope_face": 102.0,
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"slope_gradient": 12.0,
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"avalanches_spotted": 0.0,
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"wind_loading": "high",
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"ascending_mountain": "Buffalo Mountain",
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"city_state_country": "Silverthorne, Colorado, USA",
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"collector": "Denny Schaedig",
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"coordinates": [39.6222, -106.1139],
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"date": "1/25/25",
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"time": "10:11 AM MST",
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"notes": "No avalanches nearby spotted, collected on the outskirts of a fire break 15 meters from the treeline, on way to Buffalo and Red Mountain"
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}
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### Data Fields
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- `image`: The image location.
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## Usage
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Example:
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{'image': <PIL.PngImagePlugin.PngImageFile image mode=RGB size=500x300 at 0x138F7BD70>,'file_path': 'preprocessed/cores/image_1.png', 'datatype': 0, 'site': 0, 'column': 1, 'core': 1, 'segment': -1, 'core_temperature': 41.0, 'air_temperature': 7.0, 'ascending_mountain': 'Loveland Pass', 'city_state_country': 'Silver Plume, Colorado, USA', 'collector': 'Denny Schaedig', 'coordinates': [39.65999984741211, -105.87999725341797], 'date': '1/12/25', 'time': '11:40 AM MST', 'snowpack_depth': 140.0, 'core_depth': 10.0, 'slope_face': 30.0, 'slope_angle': 11.0, 'avalanches_spotted': 2, 'wind_loading': 3, 'notes': 'Pilot using slightly modified coring method that took too large segment for snow profile picturing, advised not to use in higher level models. Two avalanche on south face nearby, partially cloudy with light snow in the last 24 hours. Lots of wind loading on eastern features.'}
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### Data Fields
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- `image`: The image location.
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- `file_path`: Relative filepath of the image within the dataset repo
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- `datatype`: The datatype of the image (i.e. core, profile, magnified_profile, crystal_card)
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- `site`: The site number data was collected from
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- `column`: The snowpack column number data was collected from
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- `core`: The snowpack column number data was collected from
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- `segment`: The segment number data was collected from
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- `core_temperature`: Core temperature recorded for the core/profile
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- `air_temperature`: Air temperature recorded at the start of the site collection
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- `ascending_mountain`: The mountain on approach to the collection site
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- `city_state_country`: City, state and country the site was closest too
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- `collector`: Name of the person collecting data
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- `coordinates`: Coordinates of the snowpit samples was collected from
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- `date`: Date the snowpit was dug and sampled
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- `time`: Time the snowpit collection started
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- `snowpack_depth`: Depth of the snowpack in cm
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- `core_depth`: Depth of the core sampled from in cm
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- `slope_face`: The slope face angle.
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- `slope_angle`: The angle of the slope.
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- `avalanches_spotted`: Number of avalanches spotted on ascending mountain
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- `wind_loading`: Level of wind loading features observed on nearby mountains
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- `notes`: Additional notes provided by the collector about data collection from the site and it's nearby surroundings
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## Usage
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