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README.md

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 license: apache-2.0
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+# Dataset Card Creation Guide
+
+### Dataset Summary
+
+Tabular dataset comprised of MODIS surface reflectance bands along with calculated indices and a label (water/not-water)
+
+## Dataset Structure
+
+### Data Fields
+
+List and describe the fields present in the dataset. Mention their data type, and whether they are used as input or output in any of the tasks the dataset currently supports. If the data has span indices, describe their attributes, such as whether they are at the character level or word level, whether they are contiguous or not, etc. If the datasets contains example IDs, state whether they have an inherent meaning, such as a mapping to other datasets or pointing to relationships between data points.
+
+- `water`: Label, water or not-water
+- `sur_refl_b01_1`: MODIS surface reflection band 1
+- `sur_refl_b02_1`: MODIS surface reflection band 2
+- `sur_refl_b03_1`: MODIS surface reflection band 3
+- `sur_refl_b04_1`: MODIS surface reflection band 4
+- `sur_refl_b05_1`: MODIS surface reflection band 5
+- `sur_refl_b06_1`: MODIS surface reflection band 6
+- `sur_refl_b07_1`: MODIS surface reflection band 7
+- `ndvi`: Normalized differential vegetation index
+- `ndwi1`: Normalized differential water index 1
+- `ndwi2`: Normalized differential water index 2
+  
+### Data Splits
+
+Train and test split. Test is 200 rows, train is 800.
+
+## Dataset Creation
+
+## Source Data
+
+[MODIS MOD44W](https://lpdaac.usgs.gov/products/mod44wv006/)
+[MODIS MOD09GA](https://lpdaac.usgs.gov/products/mod09gav006/)
+[MODIS MOD09GQ](https://lpdaac.usgs.gov/products/mod09gqv006/)
+
+
+## Annotation process
+
+Labels were created by using the MOD44W C6 product to designate pixels in MODIS surface reflectance products as land or water.
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+
+