diff --git a/_toc.yml b/_toc.yml index 9dd84f2..8025035 100644 --- a/_toc.yml +++ b/_toc.yml @@ -6,7 +6,7 @@ - file: "sources/01 Overview.md" - file: "sources/01a Download Process.ipynb" - file: "sources/01b Visualization.ipynb" - - file: "sources/01c Coverage analysis.ipynb" + - file: "sources/01c Coverage Analysis.ipynb" - file: "sources/01d True-color Mosaic.ipynb" - part: "Spectral Indices" chapters: diff --git a/sources/01a Download Process.ipynb b/sources/01a Download Process.ipynb index c106d1c..a59e255 100644 --- a/sources/01a Download Process.ipynb +++ b/sources/01a Download Process.ipynb @@ -267,9 +267,9 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -280,7 +280,7 @@ ], "source": [ "berlin = results[results['type'] == 'administrative']\n", - "berlin.plot()" + "berlin.plot(figsize=(6,6))" ] }, { @@ -327,9 +327,9 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -340,7 +340,7 @@ ], "source": [ "brandenburg = search_osm('Brandenburg, Germany')\n", - "brandenburg.iloc[:1].plot()" + "brandenburg.iloc[:1].plot(figsize=(6,6))" ] }, { @@ -367,9 +367,9 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { @@ -380,7 +380,7 @@ ], "source": [ "tiergarten = search_osm('Tiergarten, Berlin, Germany')\n", - "tiergarten.plot()" + "tiergarten.plot(figsize=(6,6))" ] }, { diff --git a/sources/01b Visualization.ipynb b/sources/01b Visualization.ipynb index 8f6e9c1..71c430a 100644 --- a/sources/01b Visualization.ipynb +++ b/sources/01b Visualization.ipynb @@ -557,9 +557,11 @@ "source": [ "We can see each the red, green and blue band peaking higher in the prerendered TCI around a value of 50 - the curves match closely. Most of the pixels are using the designated nodata-value 0, which is the black stripe in the top left corner of the image.\n", "\n", + "Because the purpose of this visualization is not creating a one-to-one replica of the included TCI but rather demonstrate how to interpret and manipulate the raster file contents, the approximation is sufficient.\n", + "\n", "### Creating a Subset of the Area of Interest\n", "\n", - "It is rare to plot the entire product because the data in this product can be partially missing depending on the orbit position (see [](01c Coverage analysis.ipynb) for more information).\n", + "It is rare to plot the entire product because the data in this product can be partially missing depending on the orbit position (see [](01c Coverage Analysis.ipynb) for more information).\n", "\n", "We can create a rectangular cutout of the created image using code provided in the `rasterio` library for its `rio` command line tool. The code uses a data structure called `Window`, which is a rectangle with an x- and y-offset that is provided by `rasterio` to partially read or write raster data.\n", "\n", @@ -667,6 +669,14 @@ " berlin.to_crs(out_kwargs['crs']).plot(ax=ax, facecolor='none', edgecolor='#FBC15E', linewidth=2)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The plot shows that the region of interest exceeds the boundaries of a single product.\n", + "The following chapter will provide an analysis of product shapes and data availability." + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/sources/01c Coverage analysis.ipynb b/sources/01c Coverage Analysis.ipynb similarity index 94% rename from sources/01c Coverage analysis.ipynb rename to sources/01c Coverage Analysis.ipynb index 1270320..0ae2196 100644 --- a/sources/01c Coverage analysis.ipynb +++ b/sources/01c Coverage Analysis.ipynb @@ -10,41 +10,23 @@ "This discovery stands in contrast with the claim that the revisit time in that given latitude would be approximately one week.\n", "This notebook contains the research that was undertaken to find out over which time frame exactly an image of the entire federal state can be generated.\n", "\n", - "We first fetch the geometry of Brandenburg from OpenStreetMap:" + "The area of interest in this case is Brandenburg, which can be fetched from OpenStreetMap:" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ + "from pathlib import Path\n", "from sentinel_helpers import search_osm\n", "\n", + "resources = Path('resources')\n", + "\n", "brandenburg = search_osm('Brandenburg, Germany')[:1]\n", + "# save geometry for later\n", + "brandenburg.to_file(resources / 'brandeenburg.geojson', driver='GeoJSON')\n", "brandenburg.plot()" ] }, @@ -52,7 +34,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "… and continue to fetch all available Sentinel-2 level 2a products over four weeks:" + "And the products to be analyzed are all Sentinel-2 products at processing level 2A in the four weeks up to June 1 2020:" ] }, { @@ -64,7 +46,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Querying products: 100%|██████████| 181/181 [00:00<00:00, 86.59 products/s]\n", + "Querying products: 100%|██████████| 181/181 [00:01<00:00, 50.95 products/s]\n", "/opt/conda/lib/python3.8/site-packages/pyproj/crs/crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", " return _prepare_from_string(\" \".join(pjargs))\n" ] @@ -95,8 +77,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The first step is to verify if there are enough products to cover our area of interest without holes.\n", - "The revisit frequency given by the Sentinel-2 mission is much lower than four weeks, so this should not be a problem." + "All available products are plotted to verify if there are enough products to cover our area of interest without holes.\n", + "As the revisit frequency given by the Sentinel-2 mission is much lower than four weeks this should not be a problem." ] }, { @@ -136,11 +118,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The darker an area, the more overlapping products, possibly at different points in time, contain data for that area. Some areas have more data than others.\n", + "The darker an area, the more overlapping products, possibly at different points in time, contain data for that area. For some parts of the area of interest more data is available than for others.\n", "\n", "## UTM Tile Numbers\n", "\n", - "Each tile has a distinct UTM tile reference which is encoded in the product identifier as explained in [](01a Download Process.ipynb):" + "Each tile has a distinct UTM tile reference number which is encoded in the product identifier as explained in [](01a Download Process.ipynb):" ] }, { @@ -204,7 +186,11 @@ "metadata": {}, "source": [ "The tile layer is maybe best understood by looking at [this interactive map](https://eatlas.org.au/data/uuid/f7468d15-12be-4e3f-a246-b2882a324f59).\n", - "The grid is a set of overlapping rectangles, each designed by the start of the UTM tile number. Each rectangle is divided into perfectly aligned squares and each square is one product available from the API:" + "The grid is a set of overlapping rectangles, each designed by the start of the UTM tile number. Each rectangle is divided into perfectly aligned squares and each square is one product available from the API:\n", + "\n", + "```{warning}\n", + "Acadamecizize!\n", + "```" ] }, { @@ -372,26 +358,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Compared to the area numbers of the S2B satellite:" + "Compared to the orbit numbers of the S2B satellite:" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([17308, 17294, 17251, 17208, 17165, 17151, 17108, 17065, 17022,\n", - " 17008, 16965])" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "products[products['title'].str.startswith('S2B')]['orbitnumber'].unique()" ] @@ -408,7 +382,7 @@ "\n", "\\begin{align*}\n", " P &= \\{P_1, P_2, \\cdots, P_n\\} \\\\\n", - " U_1 &= \\{\\} \\\\\n", + "U_{n=0} &= \\{\\} \\\\\n", "U_{n+1} &= U_{n} \\cup P_n\n", "\\end{align*}\n", "\n", @@ -428,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -449,7 +423,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -458,7 +432,7 @@ "True" ] }, - "execution_count": 13, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -482,13 +456,13 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a68e6a3b86414e67b307e3c52ef8772a", + "model_id": "d72365a29d5f4f0fa166e3e14888df38", "version_major": 2, "version_minor": 0 }, @@ -504,8 +478,8 @@ "output_type": "stream", "text": [ "\n", - "CPU times: user 371 ms, sys: 4.83 ms, total: 375 ms\n", - "Wall time: 369 ms\n" + "CPU times: user 363 ms, sys: 14 ms, total: 377 ms\n", + "Wall time: 370 ms\n" ] } ], @@ -532,7 +506,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -541,7 +515,7 @@ "" ] }, - "execution_count": 19, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, @@ -572,7 +546,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -581,7 +555,7 @@ "Timedelta('3 days 00:10:00')" ] }, - "execution_count": 20, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -600,7 +574,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -609,7 +583,7 @@ "Timedelta('10 days 00:00:00')" ] }, - "execution_count": 25, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -632,12 +606,12 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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ctcCNxpijauwzC5gFUKlUVvb19V2MXeB6NHaBkUnYxS5mY1d1WRxF0fQ4jpdGUTQtjuMlwMyB/t5/5nBKG1CZuObyKIqOjuN4mXtfhF0c5STsYgWTsYs59NDiOQELgAuwa7iuwI63XYvtna9g2/KOxN75z4mi6LiUjqH3hdjFGWZgF12YiF1NCOwCKf3YFbMuBeZGUTSnRhrrndNAf2+tNW1z4dg541UW50SA5STn1B3nFEXRqdQhl2Cvtd4auBr4JNaYPwSuMsYs63RecRwvG+jv3eBGkgfHzhlfvRDxegwVcF56WsFX24UL7yts2tTh7J0HIZZpHog2P9rRllewnwocaow5xn3/NDDJGDM7i/yKCkBlCD550+3BXhBGCnm12f8ZmKS13lxrrbCL6a7MIqM4jjv+tNApRFt4lNluos2PULXl2WZ/JrYZZx3we2CmMealLPKSmn1+SM1eEEYGuY3GMcacYYypGGN2M8ZMyyrQu06TUiLawqPMdhNtfoSqLcR/0J5VtIAGiLbwKLPdRJsfQWoLMdjPKFpAA0RbeJTZbqLNjyC1hRjsrytaQANEW3iU2W6izY8gtYUY7CcWLaABoi08ymw30eZHkNpCDParh9+lMERbeJTZbqLNjyC1hRjsBUEQhCpCDPZjihbQANEWHmW2m2jzI0htIQb7/qIFNEC0hUeZ7Sba/AhSW4jBfkrRAhog2sKjzHYTbX4EqS3EYH9p0QIaINrCo8x2E21+BKktxGA/t2gBDRBt4VFmu4k2P4LUlttEaHkiE6Hlh0yEJggjg+Bq9qFOT5o1ZdZWZspsN9HmR6japGbfQbqxpik1e0EYGUjNPkdEW3iU2W6izY9QtUnNvoN0Y01TavaCMDLIpWavtd5Fa31n6vWs1vrELPJyq7WXEtEWHmW2m2jzI1RtG3dSSD2MMfcDEwC01qOAx4DlGWV3MvD5jNJul5OLFtCAMmsrM2W2m2jzI0htRbTZ9wF/MsY8klH6J2WUbicQbeFRZruJNj+C1FZEsP8UcGWG6V+RYdrtItrCo8x2E21+BKkt1w5arfXrgMeBXY0xT9T4fRYwC6BSqazs6+u7GOgBRgMPA5OwzT+zgXnA4iiKpsdxvDSKomlxHC8BVgz09xbS5laZuObyKIqOjuN4mXtfhH3sOglbSKcDPuc0E1gAXAAcDqwAxgFrgUGgAtwEHAmcC5wTRdFxKR1D7wuxa1jOwK54M5HX5sc+AjgPO/fGpcDcKIrm1EhjvXMa6O99IAtbNsOxc8arYc5pDHbiqJbOCZgMDNBcOa2IomhSHuU00N97Q+et2ByViWt2pLPn9GVeq/TlUU6tXE+fA77ucU55+N4jwKR65xRF0an1yjDvYH8YcLwx5pCs8ojj+ICB/t44q/QbMdzokDiOD4ii6Ja89LSCr7ZuH42TZ5mGZOsQr4U8aEdb3s04R5BtEw7YO2JZ6SlaQAN6ihYwQukpWsAIpadoAQ3oKVpAA3p8D8wt2GutNwc+AFyTcVajM06/HURbeIjd/Ciz3YLUlsvQSwBjzD+AbXLI6uEc8vBFtIWH2M2PMtstSG3BTZeA7cwoK6ItPMRufpTZbkFqCzHYZ/VnrU4g2sJD7OZHme0WpLYQg/3sogU0QLSFh9jNjzLbLUhtIQb7eUULaIBoCw+xmx9ltluQ2kIM9ouLFtAA0RYeYjc/ymy3ILXJFMcdpAx/8smbkP7oU3bE1kI7BFezj+N4adEa6iHawkPs5keZ7RaqNqnZd5BurP1IbTM/xNZCO4RYs19StIZ6iLbwELv5UWa7haotuGCPnf2trIi28BC7+VFmuwWpLcRgv6BoAQ0QbeEhdvOjzHYLUluIwf6CogU0QLSFh9jNjzLbLUhtIQb7w4sW0ADRFh5iNz/KbLcgtYUY7FcULaABoi08xG5+lNluQWoLMdiPK1pAA0RbeIjd/Ciz3YLUFmKwX1u0gAaItvAQu/lRZrsFqS3EYD9YtIAGDBYtoAGDRQsYoQwWLWCEMli0gAYMFi2gAYO+B+a2UpXWugc7ic9uQAJ81hhzawZZVTJIs1NUgFIuZEy5tZUZsZsfZbZbkNryrNmfD1xvjKkAewIrM8rnpozS7QSiLTzEbn6U2W5Bassl2GutXw8cAFwCYIx52RgzmFF2R2aUbicQbeEhdvOjzHYLUlsuE6FprScAFwH3YWv1dwAnGGNeqNpvFjALoFKprOzr67sY6MGuqP4wdv3F5djVWuYBi6Momh7H8dIoiqa5eSNOGOjvHcz8pEpGZeKad2Id4VzgnCiKjovjeFkURUen3hcCZwEzgOuAicBql8RY4FZgCnApMDeKojk10lgEnAycBFwx0N/7QK4nWgIqE9dswmu+d2UURUc435uJ/YfjBdjx0CuwoyfWYttaK9iamVc5DfT33pDriaaoTFyzI509p/cCq1zyY4B+WvQ9YDIwQOsxYrhy2hO43uOc0tdTVud0NnB+vXOKoujUemWYV7DfB2vQ/Ywxt2mtzweeNcZ0fEWYOI4XDfT3fr7T6ZaddmcljON4URRFx7V6XJEzMRZF2ta+dvMhpFkv87Rbq4SqLa82+0eBR40xt7nvV2Hvgh2nrIVUdsRufojd/Ciz3ULVlkuwN8b8FfiL1noXt6kP26TTceI4XpZFuqEjdvND7OZHme0WqrY8R+N8Ebhca30XMAHb1tVxoig6Oot0Q0fs5ofYzY8y2y1UbbkFe2PMncaYfYwxexhjPmqMeTqLfMp8Vy4zYjc/xG5+lNluoWqTZQkDoahl48TW+RFSB62QP8FNl+CGQwktInbzQ+zmR5ntFqq24II9GfUFdAFiNz/Ebn6U2W5Bagsx2M8oWsAIRezmh9jNjzLbLUhtIQb764oWMEIRu/khdvOjzHYLUluIwT6TP2t1AWI3P8RufpTZbkFqCzHYrx5+F6EGYjc/xG5+lNluQWoLMdgLgiAIVYQY7McULWCEInbzQ+zmR5ntFqS2EIN9f9ECRihiNz/Ebn6U2W5Bagsx2E8pWsAIRezmh9jNjzLbLUhtIQb7S4sWMEIRu/khdvOjzHYLUluIwX5u0QJGKGI3P8RufpTZbkFqk4nQAqEbJ+cqim60tUyENvJpumavtf6I1nrjLMV0gjJPT1pmxG5+iN38KLPdQtXWdM1ea/0H4C3AD4ClqSUGS4fUNvNDbJ0fUrMX2qHpmr0xZk/gYOwK7Fdrre/XWp+mtR6blTgfynxXLjNiNz/Ebn6U2W6havNqs9daK+w6sucCuwG/AS4ErjTGvFrnmFXAc8ArwDpjzD6emodFapv5IbbOD6nZC+3Q8mgcrfXbgdOBRcBm7vPFwBeAq4Y5fLIxZkKWgT6O40VZpR0yYjc/xG5+lNluoWprusNVa308MA14B2CAacaYFanfrwae9BXSQU4GPl+0iBHIyUULGKGI3fwos92C1NZKB+21wGXAj40xL9fZ5xBjzI11fnsYeBpIgAuNMRfV2GcWMAugUqms7OvruxjoAUYDDwOTgOXAbGAesDiKoulxHC+NomhaHMdLgEcG+ntPb+qkBMGDysQ1m/Ca7/0hiqI9ne/NBBYAFwCHAyuAcdh+rkGgAtwEHIltAj0niqLj4jheFkXR0an3hdgViWZg5y+fCKwe6O+9IdcTTVGZuGZHOntOZwL/1yU/BjsNwBTsn4bmRlE0p0Yai7DB7iTgCmAyMEDrMWK4cvqKy8OrnDI+p5eBneqdUxRFp9Yrw1aC/WbAK8aYf6a2bQJsZIx5qYnj32KMeVxr/SbgZ8AXjTG3NJV5C8RxvPNAf+8DnU5XEIZIt1/HcbxzFEV/zCPfkNrs87Rbq4SqrZU2+xuBvau27Q00Vdswxjzu3p/E3qX2bSHvVpicUbqCUAvxNz/KbLcgtbUS7PcAqsfW/xbYc7gDtdZbaK23GvoMHALc00LerTCQUbqCUAvxNz/KbLcgtbXyj9hBYDvgr6lt2wEvNHHsdsByrfVQnlcYY65vIe9W6MkoXUGoRU/RAkYoPUULaEBP0QIa0ON7YCvB/mrgCq31l4CHgLcD52FH5jTEGPMQTTwBdIjROeUjCCD+5kuZ7Raktlaacb4GrMQ23TyH7cG+n/LNEPdw0QKErkL8zY8y2y1IbU3X7I0xLwLHa62/AGwL/M0YU8Z/T04qWoDQVUzCVoCE1iiz3YLU1tIsllrrNwC7AFu67wAYY37pk3lGLAfOL1qE0DUsL1rACKXMdgtSWytTHE8HHgf+C7gk9Vrsm3lGzC5agNBViL/5UWa7BamtlZr9N4BPGGOu880sJ+YBpxQtQuga5hUtYIRSZrsFqa2VDtqNsX+sKjtle9IQwkb8zY8y2y1Iba1Ml/BlYCtgQb1pjMtCN067K+SHTHEsjERaqdnPAU4DntNa/zn9ykibF3EcLy1ag9A9iL/5UWa7haqtlZp9VO83Y0zsKyALpGYvZInU7IWRSCvj7EsV0Othp/vsLVqG0CXEcbwkiqLpResYaZTZbqFqa2Xxkk2xq1IdAWxjjHmD1voQ4J3GmO/4ZJ4RM4HPFC1C6BpmFi1ghFJmuwWprZU2+4XY9WaPwi5AAnAvcJxv5hmxoGgBQlch/uZHme0WpLZWgv3hwJHGmFuBVwGMMY8B2/tmnhEXFC1A6CrE3/wos92C1NZKsH+ZqmYfrXUv8HffzDPi8KIFCF2F+JsfZbZbkNpaCfY/BC7TWo8D0FqPAb4DfN8384xYMfwugtAxxN/8KLPdgtTWSrCfC6wC7sZOoP9H7Fw5Z/pmnhHjihYgdBXib36U2W5Bamtl6OXLwInAia75pqxTHK8tWoDQVYi/+VFmuwWprZWhl2+r2rRVaorjh5pMYxRwO/CYMebDzebdIoMZpSsItRgsWsAIZbBoAQ0YLFpAAwZ9D2ylGedBbNPNg6nXH92rWU7ArnaVJZWM0xeENOJvfpTZbkFqa6UZZ70bg9b6zcAZwK+aOV5rvQPwIexUyV9uQWOr3JRh2oJQjfibH2W2W5DaWlqpKo0x5q9a6xOBB4Armjjk28BXsTNn1kRrPQuYBVCpVFb29fVdjO0MHo1de3ESdqWW2dh5nRdHUTQ9juOlURRNs1Ml8IjnKQlCU8RxvDHO94CrgD2d783E/unlAuwQuRXYDrW12MfvCvZiPRI4FzgniqLj4jheFkXR0an3hcBZwAzgOmAisLrIaUA6Py9PLwP99w2717FzxquUXRYBJwMnYWPOZGCA1mPEcOX0lTiOT8K7nAAYA/QDU4BLgblRFM2pkUar5/RyHMc71TunKIpOrWfLpidCq4XWeg/gF8aYhl6otf4w8EFjzGyt9YHAV7Jqs4/jeMuB/t7nskhbEGD9ScHiON4yiqLn88i3Gyf4K2ICtjzLtFXa0dZKB+2veG2aBIDNgV2Brzdx+H7AR7TWHwQ2A16vtV5mjDm6FbFNck4GaQpCPc6hfFOGCO1R5jL11tbKFMfVk4u9APzBGNNKBy1Z1+yhO2tAQn504xTHRSFTK3eOVjpoL8tSSKeI43iZTHEs5MVQ22vROoTOUeYybUdbKzX7ZpprMMac7iOkk3RjDUjID6nZ54fU7DtHK+PsdwZOAfqAdwAHue87A291rx06LbBVbM1eEPJB/C08ylym7WhrZeilAo4wxlw9tEFr/TFgqjFmhq+AThNF0dED/fcdVbQOoTso6+O+4E+Zy7Qdba3U7KcAP6ra9mPgg76ZZ4Eb+yoIuSD+Fh5lLtN2tLU6XcLxVdtmA3/yzTwjzipagNBViL+FR5nL1FtbK804M4HlWuuvAkMrVK0DPuabeUaUpklJ6ApmAN8qWoTQUcpcpt7amq7ZG2N+j+2MPQI4D/tX4p2NMf0+GWfIdUULELoK8bfwKHOZemtrpRlnPYwxtwCv01pv4ZtGRkwsWoDQVYi/hUeZy9RbW9PBXmu9O3bSs4uBS9zmCPieb+YZsXr4XQShY4i/hUeZy9RbWys1+0XA6caYCvBPty0G9vfNXBAEQciHVoL9rsDQgP4EwBjzAnYazjIxpmgBQlch/hYeZS5Tb22tBPtVwN7pDVrrfbFDMstE2TqMhbARfwuPMpept7ZWgv084P9prc/EdsyeCvwQOM0384yYUrQAoasQfwuPMpept7ZWhl5e6zLqxbbV7wR8zBhzo2/mGXFp0QKErkL8LTzKXKbe2pr6U5XWehR2JM54Y8xs38xyYm7RAoSuYi4wp2gRQkcpc5l6a2uqZm+MeQV4BbvKVKmJoqishSQEiPhbeJS5TNvR1kqb/bcBo7WOtNZv11q/bejlm3kWlHl6UiE8xN/Co8xl2o62YYO91vrN7uN3gA8AvwT+iB2F86D7XBrKPD2pEB7ib+FR5jJtR1szbfYPAK83xmwEoLVebow5vJVMtNabAbcAm7o8rzLGnNGq2GaQZQmFPCnzEnaCH2Uu03a0NdOMU70sWOSRz0vAQcaYPYEJwKFa60ke6QxLWQtJCBPxt/Aoc5lmvXhJ9bqXLa8JaYxJjDHPu6+buFcm62nGcbwoi3QFoRbib+FR5jJtR9uwC45rrf8BfIjXgvyPgMNS3zHG/HK4jNzwzTuw69d+1xjzbzX2mQXMAqhUKiv7+vouBnqwUzI8DEwClmMXTZkHLI6iaHocx0ujKJoWx/ES4ISB/t7B4fQIgi+ViWs24TXfuzKKoiOc780EFgAXAIcDK4BxwFpgEKgAN2GnBz8XOCeKouOGHs1T7wuxi1TMwE5pOxFYPdDfe0OuJ9rlVCaumY9HObnDx2D/7ToFOzZ+bhRFc2qksQg4GTgJuAKYDAxQP+6dDZxfI+7NBBZEUXRqvfNpJtivonEtPDHGND0iR2vd44R/0RhzT7PHNUscx2cM9PfO73S6gjDEsXPG/6uiE8fxGVEUnZlHvhcuvC+Tp2GhNulyLgvt+NuwHbTGmLE+CTdIb1BrfTNwKNDxYI+9O87PIF1BqMUVRQsQugpvf/NevKQVtNa9rkaP1no0cDD2USULJmeUriDUQvxNyBNvf2tlDdp2GANc5trtNwKMm2snC7K6iQhCLcTfhDzx9rdcgr0x5i5grzzywnZsCEJe9BQtQOgqenwPzKUZJ2fKtpiKEDbib0KeePtbiMH+4aIFCF2F+JuQJ97+FmKwz+SfuYJQB/E3IU+8/S3EYL+8aAFCVyH+JuSJt7+FGOzLvriKEBbib0KeePtbiMF+XtEChK5C/E3IE29/CzHYLy5agNBViL8JeeLtb8EF+yiKphetQegexN+EPGnH34IL9nEcLy1ag9A9iL8JedKOvwUX7KMomla0BqF7EH8T8qQdfwsu2Lu5nQUhF8TfhDxpx9+CC/bYSfwFIS/E34Q88fa3EIP9gqIFCF2F+JuQJ97+FmKwv6BoAUJXIf4m5Im3v4UY7A8vWoDQVYi/CXni7W8hBvsVRQsQugrxNyFPvP0txGA/rmgBQlch/ibkibe/5bJSldb6rcB/Am8GXgUuMsacn1F2azNKVxBqIf4m5Im3v+VVs18HnGSMeRd2PubjtdbjM8prMKN0BaEWg0ULELqKQd8Dcwn2xpjVxph+9/k5YCWwfUbZVTJKVxBqIf4m5Im3v6kkSTopZFi01mOBW4DdjDHPVv02C5gFUKlUVvb19V2MXWB3NHY5rknYyftnY6f6XBxF0fQ4jpdGUTTN/bvs7IH+3pU5nY4gCEJHqUxcE1E/7l0GnFIj7s0EFkRRdGq9dHMN9lrrLYEY+IYx5pos8ojj+IyB/t75WaQtCIKQNcfOGa/q/RbH8RlRFJ3pk25uo3G01psAVwOXZxXoHedmmLYgCEKReMe3XIK91loBlwArjTHnZZzdORmnLwiCUBTe8S2XZhyt9f7Ar4C7sUMvAeYaY36aRX4XLrwv344IQRCEDtGoGacdchlnb4z5NZDJCVQTx/Ey6M0jK0EQhFyJ43hZFEVH+xyb+2icPJCavSAII5WsavbBTZdga/aCIAjh0U58k5q9IAhCiZCafZPEcbywaA2CIAhZ0E58Cy7YA2cVLUAQBCEjvONbiMF+RtECBEEQMsI7voUY7K8rWoAgCEJGeMe3EIP9xKIFCIIgZIR3fAsx2K8uWoAgCEJGeMe3EIO9IAiCUEWIwX5M0QIEQRAywju+hRjs+4sWIAiCkBHe8S3EYD+laAGCIAgZ4R3fQgz2lxYtQBAEISO841uIwX5u0QIEQRAywju+yURogiAIJUImQmsSmeJYEIRQKf0Ux1rr7wEfBp40xuyWdX5SsxcEYaQy0mv2S4BD88hIavaCIIRKO/Etl2BvjLkFeCqPvHzXZxQEQSg77cS3XBYcbxat9SxgFkClUlnZ19d3MdADjAYeBiYBy4HZwDxgcRRF0+M4XhpF0bQ4jpcAL8qC44IgjFTiOD6A+nFva2CzGnFvJrAgiqJT66Wb22gcrfVY4Nqs2+zjON5yoL/3uSzzEARByIpGbfZxHG8ZRdHzPukGNxoHOKloAYIgCBnhHd9CDPZXFC1AEAQhI7zjWy7BXmt9JXArsIvW+lGt9TEZZjc5w7QFQRCKxDu+5dJBa4w5Io98HAM55iUIgpAn3vEtxGacnqIFCIIgZESP74EhBvvRRQsQBEHICO/4FmKwf7hoAYIgCBnhHd9CDPaTihYgCIKQEd7xLcRgv7xoAYIgCBnhHd9CDPazixYgCIKQEd7xLcRgP69oAYIgCBnhHd9CDPaLixYgCIKQEd7xTZYlFARBKBEjffGS3IjjeGnRGgRBELKgnfgmNXtBEIQSITX7JnET+QuCIARHO/EtuGCPXbFFEAQhRLzjW4jBfkHRAgRBEDLCO76FGOwvKFqAIAhCRnjHtxCD/eFFCxAEQcgI7/gWYrBfUbQAQRCEjPCOb7msVAWgtT4UOB8YBSw2xpydUVbjMkpXEAShaMYBv/U5MK81aEcB3wWmAOOBI7TW4zPKbm1G6QqCIBSNd3zLqxlnX+BBY8xDxpiXge8Dh2WU12BG6QqCIBTNoPeRSZJk/po6deonpk6dujj1fdrUqVO/U2O/WVOnTr3dvWZ55uV1XE52EG2iTbSJtkK05VWzr/X33w2mNDDGXGSM2ce9LvLMa5bncXkg2vwQbX6INj+C1JZXsH8UeGvq+w7A4znlLQiC0PXkNRrnd8DOWutxwGPAp4Ajc8pbEASh68mlZm+MWQd8AbgBWGk3mXszys63+ScPRJsfos0P0eZHkNqCnOJYEARBWJ8Q/0ErCIIgVCHBXhAEoQvIbbqEPMhxSoaW0VqvAp4DXgHWGWP2KVDL94APA08aY3Zz294I/AAYC6wCtDHm6ZJomw98DljjdptrjPlpzrreCvwn8GbgVeAiY8z5ZbBbA23zKd5umwG3AJti481VxpgzSmK3etrmU7DdUhpHAbcDjxljPtyO3YKp2ec8JYMvk40xE4oM9I4lwKFV204BfmGM2Rn4hfteBEvYUBvAQme7CQVdeOuAk4wx7wImAcc7/yqD3eppg+Lt9hJwkDFmT2ACcKjWehLlsFs9bVC83YY4ATuoZQhvuwUT7Ml3SoYRjTHmFuCpqs2HAZe5z5cBH81T0xB1tBWOMWa1MabffX4OewFuTwns1kBb4RhjEmPM8+7rJu6VUA671dNWCrTWOwAfAhanNnvbLaRgvz3wl9T3RymJwzsS4Eat9R1a6zL+Q287Y8xqsMEDeFPBeqr5gtb6Lq3197TWWxcpRGs9FtgLuI2S2a1KG5TAblrrUVrrO4EngZ8ZY0pjtzraoAR2A74NfBXbNDeEt91CCvZNTclQIPsZYyZim5mO11ofULSgEcQi4O3YR+3VwLlFCdFabwlcDZxojHm2KB21qKGtFHYzxrxijJmA/ef8vlrr3YrQUYs62gq3m9Z6qN/qjk6lGVKwL/WUDMaYx937k8BybLNTmXhCaz0GwL0/WbCef2GMecJdlK8CF1OQ7bTWm2CD6eXGmGvc5lLYrZa2sthtCGPMIHAztk+mFHYbIq2tJHbbD/iIG9jxfeAgrfUy2rBbSMH+X1MyaK1fh52S4ScFawJAa72F1nqroc/AIcA9xaragJ8An3GfPwP8uEAt6zHk3I7DKcB2WmsFXAKsNMacl/qpcLvV01YSu/VqrXvc59HAwcAA5bBbTW1lsJsx5lRjzA7GmLHYWPZLY8zRtGG3YIZeGmPWaa2HpmQYBXwvwykZWmU7YLnWGqzNrzDGXF+UGK31lcCBwLZa60eBM4CzAaO1Pgb4MzC1RNoO1FpPwDbLrQKOLUDafsA04G7Xxgswl3LYrZ62I0pgtzHAZW603EbYqVKu1VrfSvF2q6dtaQnsVg9vf5PpEgRBELqAkJpxBEEQhDpIsBcEQegCJNgLgiB0ARLsBUEQugAJ9oIgCF2ABHtBEIQuQIK9IAhCF/D/AXql+hmuGMd9AAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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" ] @@ -665,13 +639,13 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6c1b25609ebb44b7a10d6cd642c75778", + "model_id": "e0559af8aed4446f9f43671b7fa21795", "version_major": 2, "version_minor": 0 }, @@ -695,7 +669,7 @@ "" ] }, - "execution_count": 35, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, @@ -727,7 +701,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -736,7 +710,7 @@ "Timedelta('15 days 00:04:32')" ] }, - "execution_count": 32, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -748,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -757,7 +731,7 @@ "" ] }, - "execution_count": 43, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, @@ -787,7 +761,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -796,7 +770,7 @@ "41" ] }, - "execution_count": 37, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -806,9 +780,16 @@ "len(deduplicated)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This further moves the distribution of cloud coverage in the selected products to the minimum:" + ] + }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -817,7 +798,7 @@ "" ] }, - "execution_count": 44, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" },