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24 changes: 16 additions & 8 deletions EDA Mosaics - Dixie Fire Burn Extent/EDA Mosaics - Dixie Fire Burn Extent.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -48,8 +48,8 @@
"metadata": {},
"source": [
"**References:**\n",
"- [Earthdaily package](https://github.com/earthdaily/earthdaily-python-client)\n",
"- [Earthdata Store documentation](https://earthdaily.github.io/EDA-Documentation/)\n",
"- [EarthDaily package](https://github.com/earthdaily/earthdaily-python-client)\n",
"- [Earth Data Store documentation](https://earthdaily.github.io/EDA-Documentation/)\n",
"- [Xarray as multi-dimensional object](https://docs.xarray.dev/en/stable/)\n",
"- [Spyndex spectral indices library](https://github.com/awesome-spectral-indices/spyndex)"
]
Expand Down Expand Up @@ -128,7 +128,7 @@
"id": "f159c8da-763f-4c93-b80d-4533343a8d64",
"metadata": {},
"source": [
"## 1️⃣ Environment Setup\n",
"## Environment Setup\n",
"\n",
"We start by setting up the environment and loading the necessary libraries, including [Dask](https://www.dask.org/) for parallel computing and geospatial libraries like [GeoPandas](https://geopandas.org/en/stable/docs/reference.html) and [Rasterio](https://rasterio.readthedocs.io/en/stable/).\n",
"\n",
Expand Down Expand Up @@ -221,6 +221,14 @@
"load_dotenv(\"template.env\")"
]
},
{
"cell_type": "markdown",
"id": "db8b9a56-7afc-43f9-9104-554e64ed81f7",
"metadata": {},
"source": [
"> _**Note:**_ To gain access to the Earth Data Store data used in this example, please [create an EarthDaily account](https://console.earthdaily.com/mosaics/signup)"
]
},
{
"cell_type": "markdown",
"id": "3ad7a8fd-3b16-45bb-9c0a-d92c3bf40e55",
Expand Down Expand Up @@ -375,7 +383,7 @@
"id": "80e47780-8864-4880-9c50-b15388d2b1c8",
"metadata": {},
"source": [
"## 2️⃣ Loading Satellite Data and Calculating Burn Indices\n",
"## Loading Satellite Data and Calculating Burn Indices\n",
"\n",
"Below we will iterate over each Item ID corresponding to a **PRE** and **POST** fire Mosaic. For each item we:\n",
"\n",
Expand Down Expand Up @@ -539,7 +547,7 @@
"id": "b6675a04-46ec-466e-b951-c57c05b2cb91",
"metadata": {},
"source": [
"## 3️⃣ Calculate the Burned Area\n",
"## Calculate the Burned Area\n",
"\n",
"Analyzing the difference in BAI and NBR values enables:\n",
"\n",
Expand Down Expand Up @@ -1809,9 +1817,9 @@
],
"metadata": {
"kernelspec": {
"display_name": "temp-test",
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "temp-test"
"name": "python3"
},
"language_info": {
"codemirror_mode": {
Expand All @@ -1823,7 +1831,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.8"
"version": "3.12.7"
}
},
"nbformat": 4,
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18 changes: 13 additions & 5 deletions ...ics - EarthMosaics vs Sentinel-2 NDVI/EDA Mosaics - EarthMosaics vs Sentinel-2 NDVI.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -48,8 +48,8 @@
"metadata": {},
"source": [
"**References:**\n",
"- [Earthdaily package](https://github.com/earthdaily/earthdaily-python-client)\n",
"- [Earthdata Store documentation](https://earthdaily.github.io/EDA-Documentation/)\n",
"- [EarthDaily package](https://github.com/earthdaily/earthdaily-python-client)\n",
"- [Earth Data Store documentation](https://earthdaily.github.io/EDA-Documentation/)\n",
"- [Xarray as multi-dimensional object](https://docs.xarray.dev/en/stable/)"
]
},
Expand Down Expand Up @@ -120,7 +120,7 @@
"id": "5fc53f95-e239-43ae-8b06-4d5b4274ba1c",
"metadata": {},
"source": [
"## 1️⃣ Environment Setup\n",
"## Environment Setup\n",
"\n",
"We start by setting up the environment and loading the necessary libraries, including geospatial libraries like [GeoPandas](https://geopandas.org/en/stable/docs/reference.html) and [Rasterio](https://rasterio.readthedocs.io/en/stable/).\n",
"\n",
Expand Down Expand Up @@ -225,6 +225,14 @@
"load_dotenv(\"template.env\") # take environment variables from .env."
]
},
{
"cell_type": "markdown",
"id": "8f2d4a37-e91a-46e2-b4fa-4b49e64c6326",
"metadata": {},
"source": [
"> _**Note:**_ To gain access to the Earth Data Store data used in this example, please [create an EarthDaily account](https://console.earthdaily.com/mosaics/signup)"
]
},
{
"cell_type": "code",
"execution_count": 4,
Expand Down Expand Up @@ -8901,7 +8909,7 @@
"id": "8529d9e7-bb49-4a43-8891-1fe3953838ab",
"metadata": {},
"source": [
"## 2️⃣ Loading Satellite Data\n",
"## Loading Satellite Data\n",
"Below we will:\n",
"* [Search Sentinel-2 Collection](https://pystac-client.readthedocs.io/en/stable/api.html#pystac_client.Client.search) for imagery over our AOI and TOI, including a max_cloud percentage\n",
"* Use [`stac_load`](https://odc-stac.readthedocs.io/en/latest/_api/odc.stac.load.html) to retrieve an [`xarray Dataset`](https://docs.xarray.dev/en/stable/), which includes: \n",
Expand Down Expand Up @@ -11660,7 +11668,7 @@
"id": "d9f50284-d763-489c-aff3-de1725140b4e",
"metadata": {},
"source": [
"## 3️⃣ Calculate NDVI"
"## Calculate NDVI"
]
},
{
Expand Down
26 changes: 17 additions & 9 deletions ...saics - Rio Grande do Sul Flood Extent/EDA Mosaics - Rio Grande do Sul Flood Extent.ipynb
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Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -48,8 +48,8 @@
"metadata": {},
"source": [
"**References:**\n",
"- [Earthdaily package](https://github.com/earthdaily/earthdaily-python-client)\n",
"- [Earthdata Store documentation](https://earthdaily.github.io/EDA-Documentation/)\n",
"- [EarthDaily package](https://github.com/earthdaily/earthdaily-python-client)\n",
"- [Earth Data Store documentation](https://earthdaily.github.io/EDA-Documentation/)\n",
"- [Xarray as multi-dimensional object](https://docs.xarray.dev/en/stable/)\n",
"- [Spyndex spectral indices library](https://github.com/awesome-spectral-indices/spyndex)"
]
Expand Down Expand Up @@ -129,7 +129,7 @@
"id": "f159c8da-763f-4c93-b80d-4533343a8d64",
"metadata": {},
"source": [
"## 1️⃣ Environment Setup\n",
"## Environment Setup\n",
"\n",
"We start by setting up the environment and loading the necessary libraries, including [Dask](https://www.dask.org/) for parallel computing and geospatial libraries like [GeoPandas](https://geopandas.org/en/stable/docs/reference.html) and [Rasterio](https://rasterio.readthedocs.io/en/stable/).\n",
"\n",
Expand Down Expand Up @@ -224,12 +224,20 @@
"load_dotenv(\"template.env\")"
]
},
{
"cell_type": "markdown",
"id": "322624a8-583a-44af-b945-17018897661a",
"metadata": {},
"source": [
"> _**Note:**_ To gain access to the Earth Data Store data used in this example, please [create an EarthDaily account](https://console.earthdaily.com/mosaics/signup)"
]
},
{
"cell_type": "markdown",
"id": "3608446a-0194-44c5-86d8-53b1614dd28b",
"metadata": {},
"source": [
"Establishing a connection to the EarthDataStore:"
"Establishing a connection to the Earth Data Store:"
]
},
{
Expand Down Expand Up @@ -664,7 +672,7 @@
"id": "80e47780-8864-4880-9c50-b15388d2b1c8",
"metadata": {},
"source": [
"## 2️⃣ Loading Satellite Data and Calculating Flooded Areas\n",
"## Loading Satellite Data and Calculating Flooded Areas\n",
"Below we will iterate over each Item ID corresponding to a **PRE** and **POST** flood Mosaic. For each item we:\n",
"\n",
"* Retrieve the corresponding EarthMosaic items, by passing a Collection and Item ID to an EarthDataStore search\n",
Expand Down Expand Up @@ -832,7 +840,7 @@
"id": "b6675a04-46ec-466e-b951-c57c05b2cb91",
"metadata": {},
"source": [
"## 3️⃣ Calculate the Flooded Area\n",
"## Calculate the Flooded Area\n",
"\n",
"Analyzing the difference in NDVI-MNDWI values enables:\n",
"\n",
Expand Down Expand Up @@ -2023,9 +2031,9 @@
],
"metadata": {
"kernelspec": {
"display_name": "temp-test",
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "temp-test"
"name": "python3"
},
"language_info": {
"codemirror_mode": {
Expand All @@ -2037,7 +2045,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.8"
"version": "3.12.7"
}
},
"nbformat": 4,
Expand Down
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