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@hevgyrt
Last active March 2, 2021 10:16
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Read time aggregated Sentinel-2 L2A data \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. \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, 2021."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import xarray as xa\n",
"#from netCDF4 import Dataset\n",
"import numpy as np\n",
"import time\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"9.490938901901245\n"
]
}
],
"source": [
"# Reading the data. NOTE: Might take some time\n",
"start_reading = time.time()\n",
"\n",
"ncin = xa.open_dataset('http://nbstds.met.no/thredds/dodsC/test/S2A-L2A-32VNL-aggregated#fillmismatch')\n",
"#ncin = Dataset('http://nbstds.met.no/thredds/dodsC/test/S2A-L2A-32VNL-aggregated#fillmismatch') # Using NetCDF4 library\n",
"\n",
"end_reading = time.time()\n",
"print(end_reading - start_reading)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"#Unncoment the line below for inspecting the data interactively. Note size of time dimension.\n",
"#ncin"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plotting True Color Image for a random time and area"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.539362907409668\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"start_rgb = time.time()\n",
"\n",
"test=ncin['TCI'][63,:,1300:2400,100:1400] \n",
"test.astype(np.uint8).plot.imshow(figsize=(8,6))\n",
"\n",
"end_rgb = time.time()\n",
"print(end_rgb - start_rgb)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot time series for a random point"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"35.63001489639282\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"start_ts = time.time()\n",
"ncin.B4.isel(y=2000,x=2150).plot.line(\"b-o\") \n",
"end_ts = time.time()\n",
"print(end_ts - start_ts)"
]
},
{
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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