Skip to content

Instantly share code, notes, and snippets.

@hevgyrt
Last active April 5, 2022 11:12
Show Gist options
  • Save hevgyrt/bab1592027a7ccd1fefa1510b873e947 to your computer and use it in GitHub Desktop.
Save hevgyrt/bab1592027a7ccd1fefa1510b873e947 to your computer and use it in GitHub Desktop.
Sentinel-2 L2A proof of concept from satellittdata.no
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Time aggregated Sentinel-2 L2A - proof of concept\n",
"\n",
"The purpose of this tutorial is to give an example on how work can be carried out on time aggregated Sentinel-2 Level2A data delivered through [satellittdata.no](satellittdata.no), as part of the Norwegian National Ground Segment for Satellite Data (NBS).\n",
"\n",
"Time-aggregation of data is readly possible when disseminating data in [NetCDF/CF](https://satellittdata.no/en/node/29) utilizing [OPeNDAP](https://www.opendap.org/). Hence, the user can access a virtual product which inherets all the information from the various products aggregated. It can thus be thought of as a *Data Cube* which in this partiular case spans the dimensione time, x, and y. For this proof of concept, we have made a time-aggregated product containing all products from 2019 until end of May 2020 covering the tile [__T32VNP__](https://satellittdata.no/comparison?tile=T32VNP&pr1=None&layer1=true_color_vegetation&pr2=None&layer2=false_color_glacier) over Norway.\n",
"\n",
"In order to run the following notebook, you can install the following packages from anaconda:\n",
"\n",
">conda create -n S2_poc python=3.7 netCDF4=1.4.0 matplotlib numpy jupyter xarray -c conda-forge\n",
"\n",
"Author: Trygve Halsne, Norwegian Meteorological Institute, 2020."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import xarray as xa\n",
"import numpy as np\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### (note: the below code might need to be read a couple of times)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Reading the data\n",
"\n",
"ncin = xa.open_dataset('https://nbstds.met.no/thredds/dodsC/test/S2A-L2A-aggregated#fillmismatch',engine='netcdf4')"
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"All scenes covering T32VNP from 2019-01-01 to 2020-05-15: 70\n"
]
}
],
"source": [
"#Inspect the data interactively. Note the time dimension.\n",
"#ncin\n",
"print(\"All scenes covering T32VNP from 2019-01-01 to 2020-05-15: {}\".format(ncin.time.size))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f3d2233a320>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at the area around Dombaas in Norway\n",
"# The True Color Image quicklook from the Sentinel-2 L2A product. Note the rgb dimension\n",
"\n",
"# Area of interest\n",
"y_from, y_to = 1300, 2400\n",
"x_from, x_to = 100, 1400\n",
"\n",
"\n",
"test=ncin.TCI[63,:,y_from:y_to,x_from:x_to] \n",
"test.astype(np.uint8).plot.imshow(figsize=(8,6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Filtering\n",
"Before we apply any analysis, we want to filter out the products where we have no data in the AOI and cloud coverage below a certain threshold. In the code below, number of pixels and cloud thresholds are set to 40% and 50%, respectively."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# Filter on scene coverage:\n",
"\n",
"usable_scenes = []\n",
"\n",
"for i in range(0,ncin.time.size):\n",
" tmp_var = ncin.B1[i,y_from:y_to,x_from:x_to]\n",
" scene_coverage= 1 - np.sum(xa.ufuncs.isnan(tmp_var))/tmp_var.size\n",
" \n",
" # Append if scene coverage is above 40 percent\n",
" if scene_coverage>0.4:\n",
" usable_scenes.append(i) "
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [],
"source": [
"usable_scenes = np.array(usable_scenes)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"All scenes covering T32VNP from 2019-01-01 to 2020-05-15: 70\n",
"All scenes with scene coverage > 40% in region: 37\n"
]
}
],
"source": [
"# Inspect the scenes that can be used for further analysis\n",
"print(\"All scenes covering T32VNP from 2019-01-01 to 2020-05-15: {}\".format(ncin.time.size))\n",
"print(\"All scenes with scene coverage > 40% in region: {}\".format(len(usable_scenes)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Further on, various variables can be investigated __before__ we start looking at a temporal analysis."
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[Text(1,0,'CLOUD_MEDIUM_PROBA'),\n",
" Text(1,0,'NOT_VEGETATED'),\n",
" Text(1,0,'THIN_CIRRUS'),\n",
" Text(1,0,'SNOW_ICE'),\n",
" Text(1,0,'CLOUD_SHADOW'),\n",
" Text(1,0,'CLOUD_HIGH_PROBA'),\n",
" Text(1,0,'UNCLASSIFIED'),\n",
" Text(1,0,'WATER'),\n",
" Text(1,0,'SATURATED_DEFECTIVE'),\n",
" Text(1,0,'DARK_FEATURE_SHADOW'),\n",
" Text(1,0,'NODATA'),\n",
" Text(1,0,'VEGETATION')]"
]
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x360 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plotting inherent Cloud probabilities and Scene Classification variables\n",
"idt = 63\n",
"\n",
"fig,ax = plt.subplots(ncols=2,figsize=(12,5),sharey=True, sharex=True)\n",
"\n",
"clp = ncin.MSK_CLDPRB[idt,y_from:y_to,x_from:x_to].plot.imshow(ax=ax[0], add_colorbar=True)\n",
"\n",
"#clp = ncin.MSK_CLDPRB[idt,y_from:y_to,x_from:x_to]\n",
"#cld.plot.imshow(figsize=(8,6))\n",
"\n",
"\n",
"cax = ncin.SCL[idt,y_from:y_to,x_from:x_to].plot.contourf(levels=np.arange(len(ncin.SCL.flag_values)), \n",
" cmap='Paired', ax=ax[1], add_colorbar=False)\n",
"\n",
"cbar = fig.colorbar(cax, ticks=ncin.SCL.flag_values, orientation='vertical')\n",
"cbar.ax.set_yticklabels(ncin.SCL.flag_meanings.split(' ')) # vertical colorbar\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cloud cover filtering"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"# Subset usable scenes\n",
"xa_CLD_subset = ncin.MSK_CLDPRB.isel(time=usable_scenes,x=slice(x_from,x_to),y=slice(y_from,y_to))"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"# Cloud probabilities larger than 50%\n",
"filtered_cloud_data = xa_CLD_subset.where(xa_CLD_subset>50) \n",
"cloud_coverage = np.array([np.count_nonzero(~np.isnan(filtered_cloud_data.isel(time=i).values))/filtered_cloud_data.isel(time=i).size for i in range(filtered_cloud_data.time.size)])"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [],
"source": [
"# If less than 50% of the pixels have cloud prob less than 50% \n",
"filtered_idts = np.where(cloud_coverage<0.5)[0] "
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [],
"source": [
"# Subset the data with \"valid\" data according to filtering criteria\n",
"analyse_ready_data = ncin.isel(time=np.array(usable_scenes)[filtered_idts],x=slice(x_from,x_to),y=slice(y_from,y_to))"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Percentage analyse ready data: 37.142857142857146\n"
]
}
],
"source": [
"print(\"Percentage analyse ready data: {}\".format((analyse_ready_data.time.size/ncin.time.size)*100))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Time series analysis\n",
"We now want to conduct a time series analysis for a particular area computing a suitable metric for our analysis. "
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [],
"source": [
"NDVI = 0 + (analyse_ready_data.B8-analyse_ready_data.B4) / (analyse_ready_data.B8+analyse_ready_data.B4)"
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.plot.facetgrid.FacetGrid at 0x7f3cee8c16a0>"
]
},
"execution_count": 134,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Make 2D plot for selected time steps\n",
"\n",
"NDVI.isel(time=np.arange(8,12)).plot.imshow(col='time',\n",
" figsize=(12,6), \n",
" cbar_kwargs={\"orientation\": \"horizontal\", \"aspect\": 40},\n",
" robust=True)"
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f3cc542be48>]"
]
},
"execution_count": 146,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plot point values\n",
"NDVI.isel(x=20,y=200).plot.line(\"b-o\",figsize=(12,6)) "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment