diff --git a/sources/01d Brandenburg mosaic.ipynb b/sources/01d Brandenburg mosaic.ipynb deleted file mode 100644 index 8024065..0000000 --- a/sources/01d Brandenburg mosaic.ipynb +++ /dev/null @@ -1,3701 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Rendering a Mosaic of a Large Area\n", - "\n", - "We start by fetching the shape of Brandenburg from OpenStreetMap:" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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| 0 | \n", - "257410307 | \n", - "relation | \n", - "62504 | \n", - "Brandenburg, Deutschland | \n", - "8 | \n", - "boundary | \n", - "administrative | \n", - "0.766083 | \n", - "https://nominatim.openstreetmap.org/ui/mapicon... | \n", - "MULTIPOLYGON (((11.26623 53.12205, 11.26780 53... | \n", - "
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- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n"
- ]
- }
- ],
- "source": [
- "brandenburg_geometry = brandenburg.iloc[0].geometry\n",
- "for idx, product in tqdm(gdf.iterrows(), total=len(gdf)):\n",
- " union = gdf.loc[:idx].unary_union\n",
- " if union.contains(brandenburg_geometry):\n",
- " break"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [],
- "source": [
- "to_download = gdf.loc[:idx]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "We don't want to download the same tile multiple times, keeping always the one with the smallest cloud cover.\n",
- "If a tile is not entirely covered by clouds, you might make different tradeoff to get more recent tiles."
- ]
- },
- {
- "cell_type": "code",
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- "\n",
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- "\n",
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- "9660b897-8a74-46ae-87f7-cb73dd5b718c false 2020-06-22 10:05:59.024 \n",
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- "a9d28ab1-4245-41a3-9491-303bd7414628 false 2020-06-27 10:10:31.024 \n",
- "eb1fec8e-d933-48c3-99f2-c2b3731dc5a1 false 2020-06-30 10:20:31.024 \n",
- "92afe58b-2b21-4518-9684-d70384225ff2 false 2020-06-27 10:10:31.024 \n",
- "e815c1e9-f708-4363-9f39-32a54db24285 false 2020-06-27 10:10:31.024 \n",
- "520f1839-a2d3-480e-bacb-3509210dbf55 false 2020-06-25 10:15:59.024 \n",
- "8c3b2e01-7c8b-43d4-b3e0-1a6a376cdd65 false 2020-06-30 10:20:31.024 \n",
- "f1e2f2d4-2326-4941-80f1-0d36757a86ac false 2020-06-17 10:10:31.024 \n",
- "07388c80-e0f5-4bf0-b2fc-a438495f40ed false 2020-06-17 10:10:31.024 \n",
- "0c003a15-58d6-4415-8077-f868cbc39ce9 false 2020-06-22 10:05:59.024 \n",
- "6361db44-8ba8-472b-aaf6-a1df7c49aee0 false 2020-06-25 10:15:59.024 \n",
- "825d1b8e-0255-4322-b498-aab182840180 false 2020-06-22 10:05:59.024 \n",
- "a7447c20-7312-4117-8b91-c939f1b80676 false 2020-06-27 10:10:31.024 \n",
- "9387c7f1-fa0f-4ce1-9a93-b65992447380 false 2020-06-27 10:10:31.024 \n",
- "1e36f0ba-85a9-4015-8e2a-922080a69a5f false 2020-06-25 10:15:59.024 \n",
- "f1cb4919-58a0-4001-932e-573cb847800a false 2020-06-22 10:05:59.024 \n",
- "4c941426-e910-49ca-8106-4efe8e945021 false 2020-06-22 10:05:59.024 \n",
- "d692a650-1806-4e9b-88d1-e824f976c3ea false 2020-06-17 10:10:31.024 \n",
- "958ef7fc-815e-47c6-b323-219de6a91339 false 2020-06-17 10:10:31.024 \n",
- "10d92f80-60fe-498d-b407-6c059b6ab077 false 2020-06-25 10:15:59.024 \n",
- "1168e7e0-1f15-40ab-b910-0f20b6536bf8 false 2020-06-25 10:15:59.024 \n",
- "55be82cc-1f3a-44d2-bd64-f8d743535fac false 2020-06-22 10:05:59.024 \n",
- "0ebace35-7d8e-4564-bec6-f9597525d2fd false 2020-06-25 10:15:59.024 \n",
- "c833476b-3fa8-4577-b597-cbc656a9cc8e false 2020-06-22 10:05:59.024 \n",
- "bb229b94-a038-4803-bb87-a1486696353d false 2020-06-20 10:20:31.024 \n",
- "f6e7a49f-c3e3-4f26-93a8-1d2a067866c6 false 2020-06-25 10:15:59.024 \n",
- "e712440f-e364-4bdf-832b-d74982f121b3 false 2020-06-25 10:15:59.024 \n",
- "\n",
- " endposition \\\n",
- "4c841fe7-7fa2-4d1e-9893-962dc4301a94 2020-06-23 10:30:31.024 \n",
- "93e7901a-94cb-41d2-b23f-780f2a6061a7 2020-06-23 10:30:31.024 \n",
- "52c652ac-186f-4fd5-ba3d-e937299f7f73 2020-06-23 10:30:31.024 \n",
- "feb890a1-b3b1-41e8-8c61-283ab92d0f8b 2020-06-23 10:30:31.024 \n",
- "26d5cf3d-e238-4ecb-a60f-89a74f08c291 2020-06-23 10:30:31.024 \n",
- "ae2ff382-160d-449c-8856-d450fe861207 2020-06-23 10:30:31.024 \n",
- "b64d4450-d999-41dc-9ecb-6d263f322dd3 2020-06-15 10:15:59.024 \n",
- "13da546e-c03b-4c5f-91e4-b0f8b7d78817 2020-06-17 10:10:31.024 \n",
- "dcd0ca96-811c-4c6b-b387-43ae712e65f0 2020-06-27 10:10:31.024 \n",
- "8ff98302-bc88-4fb4-9f53-c6959af6fa36 2020-06-27 10:10:31.024 \n",
- "f23f248d-014b-484f-bd8e-40ca23d86e9f 2020-06-15 10:15:59.024 \n",
- "333f9a2b-145a-450f-97e7-629ad0c9bd07 2020-06-22 10:05:59.024 \n",
- "9660b897-8a74-46ae-87f7-cb73dd5b718c 2020-06-22 10:05:59.024 \n",
- "5c6ef9e1-8828-4d6d-8df4-7274e3b10e14 2020-06-30 10:20:31.024 \n",
- "24fb4b41-cd54-4c4e-8dc4-a0f14dea54c6 2020-06-22 10:05:59.024 \n",
- "a9d28ab1-4245-41a3-9491-303bd7414628 2020-06-27 10:10:31.024 \n",
- "eb1fec8e-d933-48c3-99f2-c2b3731dc5a1 2020-06-30 10:20:31.024 \n",
- "92afe58b-2b21-4518-9684-d70384225ff2 2020-06-27 10:10:31.024 \n",
- "e815c1e9-f708-4363-9f39-32a54db24285 2020-06-27 10:10:31.024 \n",
- "520f1839-a2d3-480e-bacb-3509210dbf55 2020-06-25 10:15:59.024 \n",
- "8c3b2e01-7c8b-43d4-b3e0-1a6a376cdd65 2020-06-30 10:20:31.024 \n",
- "f1e2f2d4-2326-4941-80f1-0d36757a86ac 2020-06-17 10:10:31.024 \n",
- "07388c80-e0f5-4bf0-b2fc-a438495f40ed 2020-06-17 10:10:31.024 \n",
- "0c003a15-58d6-4415-8077-f868cbc39ce9 2020-06-22 10:05:59.024 \n",
- "6361db44-8ba8-472b-aaf6-a1df7c49aee0 2020-06-25 10:15:59.024 \n",
- "825d1b8e-0255-4322-b498-aab182840180 2020-06-22 10:05:59.024 \n",
- "a7447c20-7312-4117-8b91-c939f1b80676 2020-06-27 10:10:31.024 \n",
- "9387c7f1-fa0f-4ce1-9a93-b65992447380 2020-06-27 10:10:31.024 \n",
- "1e36f0ba-85a9-4015-8e2a-922080a69a5f 2020-06-25 10:15:59.024 \n",
- "f1cb4919-58a0-4001-932e-573cb847800a 2020-06-22 10:05:59.024 \n",
- "4c941426-e910-49ca-8106-4efe8e945021 2020-06-22 10:05:59.024 \n",
- "d692a650-1806-4e9b-88d1-e824f976c3ea 2020-06-17 10:10:31.024 \n",
- "958ef7fc-815e-47c6-b323-219de6a91339 2020-06-17 10:10:31.024 \n",
- "10d92f80-60fe-498d-b407-6c059b6ab077 2020-06-25 10:15:59.024 \n",
- "1168e7e0-1f15-40ab-b910-0f20b6536bf8 2020-06-25 10:15:59.024 \n",
- "55be82cc-1f3a-44d2-bd64-f8d743535fac 2020-06-22 10:05:59.024 \n",
- "0ebace35-7d8e-4564-bec6-f9597525d2fd 2020-06-25 10:15:59.024 \n",
- "c833476b-3fa8-4577-b597-cbc656a9cc8e 2020-06-22 10:05:59.024 \n",
- "bb229b94-a038-4803-bb87-a1486696353d 2020-06-20 10:20:31.024 \n",
- "f6e7a49f-c3e3-4f26-93a8-1d2a067866c6 2020-06-25 10:15:59.024 \n",
- "e712440f-e364-4bdf-832b-d74982f121b3 2020-06-25 10:15:59.024 \n",
- "\n",
- " ingestiondate orbitnumber \\\n",
- "4c841fe7-7fa2-4d1e-9893-962dc4301a94 2020-06-23 21:04:38.113 26131 \n",
- "93e7901a-94cb-41d2-b23f-780f2a6061a7 2020-06-23 21:03:10.949 26131 \n",
- "52c652ac-186f-4fd5-ba3d-e937299f7f73 2020-06-23 21:03:53.468 26131 \n",
- "feb890a1-b3b1-41e8-8c61-283ab92d0f8b 2020-06-23 21:03:20.540 26131 \n",
- "26d5cf3d-e238-4ecb-a60f-89a74f08c291 2020-06-23 21:04:56.168 26131 \n",
- "ae2ff382-160d-449c-8856-d450fe861207 2020-06-23 21:03:56.690 26131 \n",
- "b64d4450-d999-41dc-9ecb-6d263f322dd3 2020-06-16 01:21:09.378 17108 \n",
- "13da546e-c03b-4c5f-91e4-b0f8b7d78817 2020-06-17 21:36:52.948 26045 \n",
- "dcd0ca96-811c-4c6b-b387-43ae712e65f0 2020-06-27 17:56:00.953 26188 \n",
- "8ff98302-bc88-4fb4-9f53-c6959af6fa36 2020-06-27 18:14:53.910 26188 \n",
- "f23f248d-014b-484f-bd8e-40ca23d86e9f 2020-06-16 01:22:45.373 17108 \n",
- "333f9a2b-145a-450f-97e7-629ad0c9bd07 2020-06-22 20:23:27.706 17208 \n",
- "9660b897-8a74-46ae-87f7-cb73dd5b718c 2020-06-22 20:19:36.135 17208 \n",
- "5c6ef9e1-8828-4d6d-8df4-7274e3b10e14 2020-06-30 21:10:52.180 26231 \n",
- "24fb4b41-cd54-4c4e-8dc4-a0f14dea54c6 2020-06-22 20:19:31.758 17208 \n",
- "a9d28ab1-4245-41a3-9491-303bd7414628 2020-06-27 17:56:03.083 26188 \n",
- "eb1fec8e-d933-48c3-99f2-c2b3731dc5a1 2020-06-30 21:25:45.202 26231 \n",
- "92afe58b-2b21-4518-9684-d70384225ff2 2020-06-27 17:56:21.341 26188 \n",
- "e815c1e9-f708-4363-9f39-32a54db24285 2020-06-27 18:09:51.748 26188 \n",
- "520f1839-a2d3-480e-bacb-3509210dbf55 2020-06-25 22:59:53.896 17251 \n",
- "8c3b2e01-7c8b-43d4-b3e0-1a6a376cdd65 2020-06-30 21:25:20.244 26231 \n",
- "f1e2f2d4-2326-4941-80f1-0d36757a86ac 2020-06-17 21:31:43.502 26045 \n",
- "07388c80-e0f5-4bf0-b2fc-a438495f40ed 2020-06-17 21:36:21.158 26045 \n",
- "0c003a15-58d6-4415-8077-f868cbc39ce9 2020-06-22 19:53:18.945 17208 \n",
- "6361db44-8ba8-472b-aaf6-a1df7c49aee0 2020-06-25 22:31:21.087 17251 \n",
- "825d1b8e-0255-4322-b498-aab182840180 2020-06-22 19:55:22.656 17208 \n",
- "a7447c20-7312-4117-8b91-c939f1b80676 2020-06-27 18:01:04.210 26188 \n",
- "9387c7f1-fa0f-4ce1-9a93-b65992447380 2020-06-27 18:00:08.585 26188 \n",
- "1e36f0ba-85a9-4015-8e2a-922080a69a5f 2020-06-25 22:31:34.620 17251 \n",
- "f1cb4919-58a0-4001-932e-573cb847800a 2020-06-22 19:55:49.360 17208 \n",
- "4c941426-e910-49ca-8106-4efe8e945021 2020-06-22 19:53:25.329 17208 \n",
- "d692a650-1806-4e9b-88d1-e824f976c3ea 2020-06-17 21:36:05.667 26045 \n",
- "958ef7fc-815e-47c6-b323-219de6a91339 2020-06-17 21:35:56.836 26045 \n",
- "10d92f80-60fe-498d-b407-6c059b6ab077 2020-06-25 23:02:08.620 17251 \n",
- "1168e7e0-1f15-40ab-b910-0f20b6536bf8 2020-06-25 22:32:41.711 17251 \n",
- "55be82cc-1f3a-44d2-bd64-f8d743535fac 2020-06-22 19:52:49.723 17208 \n",
- "0ebace35-7d8e-4564-bec6-f9597525d2fd 2020-06-25 22:32:47.106 17251 \n",
- "c833476b-3fa8-4577-b597-cbc656a9cc8e 2020-06-22 20:19:10.187 17208 \n",
- "bb229b94-a038-4803-bb87-a1486696353d 2020-06-20 19:29:41.638 26088 \n",
- "f6e7a49f-c3e3-4f26-93a8-1d2a067866c6 2020-06-25 22:32:47.479 17251 \n",
- "e712440f-e364-4bdf-832b-d74982f121b3 2020-06-25 22:32:30.258 17251 \n",
- "\n",
- " ... size \\\n",
- "4c841fe7-7fa2-4d1e-9893-962dc4301a94 ... 98.55 MB \n",
- "93e7901a-94cb-41d2-b23f-780f2a6061a7 ... 122.90 MB \n",
- "52c652ac-186f-4fd5-ba3d-e937299f7f73 ... 1.05 GB \n",
- "feb890a1-b3b1-41e8-8c61-283ab92d0f8b ... 414.87 MB \n",
- "26d5cf3d-e238-4ecb-a60f-89a74f08c291 ... 460.21 MB \n",
- "ae2ff382-160d-449c-8856-d450fe861207 ... 1.07 GB \n",
- "b64d4450-d999-41dc-9ecb-6d263f322dd3 ... 1.10 GB \n",
- "13da546e-c03b-4c5f-91e4-b0f8b7d78817 ... 1.03 GB \n",
- "dcd0ca96-811c-4c6b-b387-43ae712e65f0 ... 775.03 MB \n",
- "8ff98302-bc88-4fb4-9f53-c6959af6fa36 ... 826.39 MB \n",
- "f23f248d-014b-484f-bd8e-40ca23d86e9f ... 1.01 GB \n",
- "333f9a2b-145a-450f-97e7-629ad0c9bd07 ... 1.09 GB \n",
- "9660b897-8a74-46ae-87f7-cb73dd5b718c ... 1.08 GB \n",
- "5c6ef9e1-8828-4d6d-8df4-7274e3b10e14 ... 124.50 MB \n",
- "24fb4b41-cd54-4c4e-8dc4-a0f14dea54c6 ... 1.10 GB \n",
- "a9d28ab1-4245-41a3-9491-303bd7414628 ... 1.10 GB \n",
- "eb1fec8e-d933-48c3-99f2-c2b3731dc5a1 ... 1.07 GB \n",
- "92afe58b-2b21-4518-9684-d70384225ff2 ... 966.56 MB \n",
- "e815c1e9-f708-4363-9f39-32a54db24285 ... 1.04 GB \n",
- "520f1839-a2d3-480e-bacb-3509210dbf55 ... 1.06 GB \n",
- "8c3b2e01-7c8b-43d4-b3e0-1a6a376cdd65 ... 460.82 MB \n",
- "f1e2f2d4-2326-4941-80f1-0d36757a86ac ... 531.66 MB \n",
- "07388c80-e0f5-4bf0-b2fc-a438495f40ed ... 484.56 MB \n",
- "0c003a15-58d6-4415-8077-f868cbc39ce9 ... 762.27 MB \n",
- "6361db44-8ba8-472b-aaf6-a1df7c49aee0 ... 128.22 MB \n",
- "825d1b8e-0255-4322-b498-aab182840180 ... 811.67 MB \n",
- "a7447c20-7312-4117-8b91-c939f1b80676 ... 530.44 MB \n",
- "9387c7f1-fa0f-4ce1-9a93-b65992447380 ... 482.54 MB \n",
- "1e36f0ba-85a9-4015-8e2a-922080a69a5f ... 472.19 MB \n",
- "f1cb4919-58a0-4001-932e-573cb847800a ... 1.03 GB \n",
- "4c941426-e910-49ca-8106-4efe8e945021 ... 949.02 MB \n",
- "d692a650-1806-4e9b-88d1-e824f976c3ea ... 767.32 MB \n",
- "958ef7fc-815e-47c6-b323-219de6a91339 ... 814.64 MB \n",
- "10d92f80-60fe-498d-b407-6c059b6ab077 ... 1.10 GB \n",
- "1168e7e0-1f15-40ab-b910-0f20b6536bf8 ... 1.08 GB \n",
- "55be82cc-1f3a-44d2-bd64-f8d743535fac ... 534.45 MB \n",
- "0ebace35-7d8e-4564-bec6-f9597525d2fd ... 1.10 GB \n",
- "c833476b-3fa8-4577-b597-cbc656a9cc8e ... 488.93 MB \n",
- "bb229b94-a038-4803-bb87-a1486696353d ... 1.07 GB \n",
- "f6e7a49f-c3e3-4f26-93a8-1d2a067866c6 ... 1.07 GB \n",
- "e712440f-e364-4bdf-832b-d74982f121b3 ... 1.06 GB \n",
- "\n",
- " s2datatakeid \\\n",
- "4c841fe7-7fa2-4d1e-9893-962dc4301a94 GS2A_20200623T103031_026131_N02.14 \n",
- "93e7901a-94cb-41d2-b23f-780f2a6061a7 GS2A_20200623T103031_026131_N02.14 \n",
- "52c652ac-186f-4fd5-ba3d-e937299f7f73 GS2A_20200623T103031_026131_N02.14 \n",
- "feb890a1-b3b1-41e8-8c61-283ab92d0f8b GS2A_20200623T103031_026131_N02.14 \n",
- "26d5cf3d-e238-4ecb-a60f-89a74f08c291 GS2A_20200623T103031_026131_N02.14 \n",
- "ae2ff382-160d-449c-8856-d450fe861207 GS2A_20200623T103031_026131_N02.14 \n",
- "b64d4450-d999-41dc-9ecb-6d263f322dd3 GS2B_20200615T101559_017108_N02.14 \n",
- "13da546e-c03b-4c5f-91e4-b0f8b7d78817 GS2A_20200617T101031_026045_N02.14 \n",
- "dcd0ca96-811c-4c6b-b387-43ae712e65f0 GS2A_20200627T101031_026188_N02.14 \n",
- "8ff98302-bc88-4fb4-9f53-c6959af6fa36 GS2A_20200627T101031_026188_N02.14 \n",
- "f23f248d-014b-484f-bd8e-40ca23d86e9f GS2B_20200615T101559_017108_N02.14 \n",
- "333f9a2b-145a-450f-97e7-629ad0c9bd07 GS2B_20200622T100559_017208_N02.14 \n",
- "9660b897-8a74-46ae-87f7-cb73dd5b718c GS2B_20200622T100559_017208_N02.14 \n",
- "5c6ef9e1-8828-4d6d-8df4-7274e3b10e14 GS2A_20200630T102031_026231_N02.14 \n",
- "24fb4b41-cd54-4c4e-8dc4-a0f14dea54c6 GS2B_20200622T100559_017208_N02.14 \n",
- "a9d28ab1-4245-41a3-9491-303bd7414628 GS2A_20200627T101031_026188_N02.14 \n",
- "eb1fec8e-d933-48c3-99f2-c2b3731dc5a1 GS2A_20200630T102031_026231_N02.14 \n",
- "92afe58b-2b21-4518-9684-d70384225ff2 GS2A_20200627T101031_026188_N02.14 \n",
- "e815c1e9-f708-4363-9f39-32a54db24285 GS2A_20200627T101031_026188_N02.14 \n",
- "520f1839-a2d3-480e-bacb-3509210dbf55 GS2B_20200625T101559_017251_N02.14 \n",
- "8c3b2e01-7c8b-43d4-b3e0-1a6a376cdd65 GS2A_20200630T102031_026231_N02.14 \n",
- "f1e2f2d4-2326-4941-80f1-0d36757a86ac GS2A_20200617T101031_026045_N02.14 \n",
- "07388c80-e0f5-4bf0-b2fc-a438495f40ed GS2A_20200617T101031_026045_N02.14 \n",
- "0c003a15-58d6-4415-8077-f868cbc39ce9 GS2B_20200622T100559_017208_N02.14 \n",
- "6361db44-8ba8-472b-aaf6-a1df7c49aee0 GS2B_20200625T101559_017251_N02.14 \n",
- "825d1b8e-0255-4322-b498-aab182840180 GS2B_20200622T100559_017208_N02.14 \n",
- "a7447c20-7312-4117-8b91-c939f1b80676 GS2A_20200627T101031_026188_N02.14 \n",
- "9387c7f1-fa0f-4ce1-9a93-b65992447380 GS2A_20200627T101031_026188_N02.14 \n",
- "1e36f0ba-85a9-4015-8e2a-922080a69a5f GS2B_20200625T101559_017251_N02.14 \n",
- "f1cb4919-58a0-4001-932e-573cb847800a GS2B_20200622T100559_017208_N02.14 \n",
- "4c941426-e910-49ca-8106-4efe8e945021 GS2B_20200622T100559_017208_N02.14 \n",
- "d692a650-1806-4e9b-88d1-e824f976c3ea GS2A_20200617T101031_026045_N02.14 \n",
- "958ef7fc-815e-47c6-b323-219de6a91339 GS2A_20200617T101031_026045_N02.14 \n",
- "10d92f80-60fe-498d-b407-6c059b6ab077 GS2B_20200625T101559_017251_N02.14 \n",
- "1168e7e0-1f15-40ab-b910-0f20b6536bf8 GS2B_20200625T101559_017251_N02.14 \n",
- "55be82cc-1f3a-44d2-bd64-f8d743535fac GS2B_20200622T100559_017208_N02.14 \n",
- "0ebace35-7d8e-4564-bec6-f9597525d2fd GS2B_20200625T101559_017251_N02.14 \n",
- "c833476b-3fa8-4577-b597-cbc656a9cc8e GS2B_20200622T100559_017208_N02.14 \n",
- "bb229b94-a038-4803-bb87-a1486696353d GS2A_20200620T102031_026088_N02.14 \n",
- "f6e7a49f-c3e3-4f26-93a8-1d2a067866c6 GS2B_20200625T101559_017251_N02.14 \n",
- "e712440f-e364-4bdf-832b-d74982f121b3 GS2B_20200625T101559_017251_N02.14 \n",
- "\n",
- " producttype platformidentifier \\\n",
- "4c841fe7-7fa2-4d1e-9893-962dc4301a94 S2MSI2A 2015-028A \n",
- "93e7901a-94cb-41d2-b23f-780f2a6061a7 S2MSI2A 2015-028A \n",
- "52c652ac-186f-4fd5-ba3d-e937299f7f73 S2MSI2A 2015-028A \n",
- "feb890a1-b3b1-41e8-8c61-283ab92d0f8b S2MSI2A 2015-028A \n",
- "26d5cf3d-e238-4ecb-a60f-89a74f08c291 S2MSI2A 2015-028A \n",
- "ae2ff382-160d-449c-8856-d450fe861207 S2MSI2A 2015-028A \n",
- "b64d4450-d999-41dc-9ecb-6d263f322dd3 S2MSI2A 2017-013A \n",
- "13da546e-c03b-4c5f-91e4-b0f8b7d78817 S2MSI2A 2015-028A \n",
- "dcd0ca96-811c-4c6b-b387-43ae712e65f0 S2MSI2A 2015-028A \n",
- "8ff98302-bc88-4fb4-9f53-c6959af6fa36 S2MSI2A 2015-028A \n",
- "f23f248d-014b-484f-bd8e-40ca23d86e9f S2MSI2A 2017-013A \n",
- "333f9a2b-145a-450f-97e7-629ad0c9bd07 S2MSI2A 2017-013A \n",
- "9660b897-8a74-46ae-87f7-cb73dd5b718c S2MSI2A 2017-013A \n",
- "5c6ef9e1-8828-4d6d-8df4-7274e3b10e14 S2MSI2A 2015-028A \n",
- "24fb4b41-cd54-4c4e-8dc4-a0f14dea54c6 S2MSI2A 2017-013A \n",
- "a9d28ab1-4245-41a3-9491-303bd7414628 S2MSI2A 2015-028A \n",
- "eb1fec8e-d933-48c3-99f2-c2b3731dc5a1 S2MSI2A 2015-028A \n",
- "92afe58b-2b21-4518-9684-d70384225ff2 S2MSI2A 2015-028A \n",
- "e815c1e9-f708-4363-9f39-32a54db24285 S2MSI2A 2015-028A \n",
- "520f1839-a2d3-480e-bacb-3509210dbf55 S2MSI2A 2017-013A \n",
- "8c3b2e01-7c8b-43d4-b3e0-1a6a376cdd65 S2MSI2A 2015-028A \n",
- "f1e2f2d4-2326-4941-80f1-0d36757a86ac S2MSI2A 2015-028A \n",
- "07388c80-e0f5-4bf0-b2fc-a438495f40ed S2MSI2A 2015-028A \n",
- "0c003a15-58d6-4415-8077-f868cbc39ce9 S2MSI2A 2017-013A \n",
- "6361db44-8ba8-472b-aaf6-a1df7c49aee0 S2MSI2A 2017-013A \n",
- "825d1b8e-0255-4322-b498-aab182840180 S2MSI2A 2017-013A \n",
- "a7447c20-7312-4117-8b91-c939f1b80676 S2MSI2A 2015-028A \n",
- "9387c7f1-fa0f-4ce1-9a93-b65992447380 S2MSI2A 2015-028A \n",
- "1e36f0ba-85a9-4015-8e2a-922080a69a5f S2MSI2A 2017-013A \n",
- "f1cb4919-58a0-4001-932e-573cb847800a S2MSI2A 2017-013A \n",
- "4c941426-e910-49ca-8106-4efe8e945021 S2MSI2A 2017-013A \n",
- "d692a650-1806-4e9b-88d1-e824f976c3ea S2MSI2A 2015-028A \n",
- "958ef7fc-815e-47c6-b323-219de6a91339 S2MSI2A 2015-028A \n",
- "10d92f80-60fe-498d-b407-6c059b6ab077 S2MSI2A 2017-013A \n",
- "1168e7e0-1f15-40ab-b910-0f20b6536bf8 S2MSI2A 2017-013A \n",
- "55be82cc-1f3a-44d2-bd64-f8d743535fac S2MSI2A 2017-013A \n",
- "0ebace35-7d8e-4564-bec6-f9597525d2fd S2MSI2A 2017-013A \n",
- "c833476b-3fa8-4577-b597-cbc656a9cc8e S2MSI2A 2017-013A \n",
- "bb229b94-a038-4803-bb87-a1486696353d S2MSI2A 2015-028A \n",
- "f6e7a49f-c3e3-4f26-93a8-1d2a067866c6 S2MSI2A 2017-013A \n",
- "e712440f-e364-4bdf-832b-d74982f121b3 S2MSI2A 2017-013A \n",
- "\n",
- " orbitdirection \\\n",
- "4c841fe7-7fa2-4d1e-9893-962dc4301a94 DESCENDING \n",
- "93e7901a-94cb-41d2-b23f-780f2a6061a7 DESCENDING \n",
- "52c652ac-186f-4fd5-ba3d-e937299f7f73 DESCENDING \n",
- "feb890a1-b3b1-41e8-8c61-283ab92d0f8b DESCENDING \n",
- "26d5cf3d-e238-4ecb-a60f-89a74f08c291 DESCENDING \n",
- "ae2ff382-160d-449c-8856-d450fe861207 DESCENDING \n",
- "b64d4450-d999-41dc-9ecb-6d263f322dd3 DESCENDING \n",
- "13da546e-c03b-4c5f-91e4-b0f8b7d78817 DESCENDING \n",
- "dcd0ca96-811c-4c6b-b387-43ae712e65f0 DESCENDING \n",
- "8ff98302-bc88-4fb4-9f53-c6959af6fa36 DESCENDING \n",
- "f23f248d-014b-484f-bd8e-40ca23d86e9f DESCENDING \n",
- "333f9a2b-145a-450f-97e7-629ad0c9bd07 DESCENDING \n",
- "9660b897-8a74-46ae-87f7-cb73dd5b718c DESCENDING \n",
- "5c6ef9e1-8828-4d6d-8df4-7274e3b10e14 DESCENDING \n",
- "24fb4b41-cd54-4c4e-8dc4-a0f14dea54c6 DESCENDING \n",
- "a9d28ab1-4245-41a3-9491-303bd7414628 DESCENDING \n",
- "eb1fec8e-d933-48c3-99f2-c2b3731dc5a1 DESCENDING \n",
- "92afe58b-2b21-4518-9684-d70384225ff2 DESCENDING \n",
- "e815c1e9-f708-4363-9f39-32a54db24285 DESCENDING \n",
- "520f1839-a2d3-480e-bacb-3509210dbf55 DESCENDING \n",
- "8c3b2e01-7c8b-43d4-b3e0-1a6a376cdd65 DESCENDING \n",
- "f1e2f2d4-2326-4941-80f1-0d36757a86ac DESCENDING \n",
- "07388c80-e0f5-4bf0-b2fc-a438495f40ed DESCENDING \n",
- "0c003a15-58d6-4415-8077-f868cbc39ce9 DESCENDING \n",
- "6361db44-8ba8-472b-aaf6-a1df7c49aee0 DESCENDING \n",
- "825d1b8e-0255-4322-b498-aab182840180 DESCENDING \n",
- "a7447c20-7312-4117-8b91-c939f1b80676 DESCENDING \n",
- "9387c7f1-fa0f-4ce1-9a93-b65992447380 DESCENDING \n",
- "1e36f0ba-85a9-4015-8e2a-922080a69a5f DESCENDING \n",
- "f1cb4919-58a0-4001-932e-573cb847800a DESCENDING \n",
- "4c941426-e910-49ca-8106-4efe8e945021 DESCENDING \n",
- "d692a650-1806-4e9b-88d1-e824f976c3ea DESCENDING \n",
- "958ef7fc-815e-47c6-b323-219de6a91339 DESCENDING \n",
- "10d92f80-60fe-498d-b407-6c059b6ab077 DESCENDING \n",
- "1168e7e0-1f15-40ab-b910-0f20b6536bf8 DESCENDING \n",
- "55be82cc-1f3a-44d2-bd64-f8d743535fac DESCENDING \n",
- "0ebace35-7d8e-4564-bec6-f9597525d2fd DESCENDING \n",
- "c833476b-3fa8-4577-b597-cbc656a9cc8e DESCENDING \n",
- "bb229b94-a038-4803-bb87-a1486696353d DESCENDING \n",
- "f6e7a49f-c3e3-4f26-93a8-1d2a067866c6 DESCENDING \n",
- "e712440f-e364-4bdf-832b-d74982f121b3 DESCENDING \n",
- "\n",
- " platformserialidentifier \\\n",
- "4c841fe7-7fa2-4d1e-9893-962dc4301a94 Sentinel-2A \n",
- "93e7901a-94cb-41d2-b23f-780f2a6061a7 Sentinel-2A \n",
- "52c652ac-186f-4fd5-ba3d-e937299f7f73 Sentinel-2A \n",
- "feb890a1-b3b1-41e8-8c61-283ab92d0f8b Sentinel-2A \n",
- "26d5cf3d-e238-4ecb-a60f-89a74f08c291 Sentinel-2A \n",
- "ae2ff382-160d-449c-8856-d450fe861207 Sentinel-2A \n",
- "b64d4450-d999-41dc-9ecb-6d263f322dd3 Sentinel-2B \n",
- "13da546e-c03b-4c5f-91e4-b0f8b7d78817 Sentinel-2A \n",
- "dcd0ca96-811c-4c6b-b387-43ae712e65f0 Sentinel-2A \n",
- "8ff98302-bc88-4fb4-9f53-c6959af6fa36 Sentinel-2A \n",
- "f23f248d-014b-484f-bd8e-40ca23d86e9f Sentinel-2B \n",
- "333f9a2b-145a-450f-97e7-629ad0c9bd07 Sentinel-2B \n",
- "9660b897-8a74-46ae-87f7-cb73dd5b718c Sentinel-2B \n",
- "5c6ef9e1-8828-4d6d-8df4-7274e3b10e14 Sentinel-2A \n",
- "24fb4b41-cd54-4c4e-8dc4-a0f14dea54c6 Sentinel-2B \n",
- "a9d28ab1-4245-41a3-9491-303bd7414628 Sentinel-2A \n",
- "eb1fec8e-d933-48c3-99f2-c2b3731dc5a1 Sentinel-2A \n",
- "92afe58b-2b21-4518-9684-d70384225ff2 Sentinel-2A \n",
- "e815c1e9-f708-4363-9f39-32a54db24285 Sentinel-2A \n",
- "520f1839-a2d3-480e-bacb-3509210dbf55 Sentinel-2B \n",
- "8c3b2e01-7c8b-43d4-b3e0-1a6a376cdd65 Sentinel-2A \n",
- "f1e2f2d4-2326-4941-80f1-0d36757a86ac Sentinel-2A \n",
- "07388c80-e0f5-4bf0-b2fc-a438495f40ed Sentinel-2A \n",
- "0c003a15-58d6-4415-8077-f868cbc39ce9 Sentinel-2B \n",
- "6361db44-8ba8-472b-aaf6-a1df7c49aee0 Sentinel-2B \n",
- "825d1b8e-0255-4322-b498-aab182840180 Sentinel-2B \n",
- "a7447c20-7312-4117-8b91-c939f1b80676 Sentinel-2A \n",
- "9387c7f1-fa0f-4ce1-9a93-b65992447380 Sentinel-2A \n",
- "1e36f0ba-85a9-4015-8e2a-922080a69a5f Sentinel-2B \n",
- "f1cb4919-58a0-4001-932e-573cb847800a Sentinel-2B \n",
- "4c941426-e910-49ca-8106-4efe8e945021 Sentinel-2B \n",
- "d692a650-1806-4e9b-88d1-e824f976c3ea Sentinel-2A \n",
- "958ef7fc-815e-47c6-b323-219de6a91339 Sentinel-2A \n",
- "10d92f80-60fe-498d-b407-6c059b6ab077 Sentinel-2B \n",
- "1168e7e0-1f15-40ab-b910-0f20b6536bf8 Sentinel-2B \n",
- "55be82cc-1f3a-44d2-bd64-f8d743535fac Sentinel-2B \n",
- "0ebace35-7d8e-4564-bec6-f9597525d2fd Sentinel-2B \n",
- "c833476b-3fa8-4577-b597-cbc656a9cc8e Sentinel-2B \n",
- "bb229b94-a038-4803-bb87-a1486696353d Sentinel-2A \n",
- "f6e7a49f-c3e3-4f26-93a8-1d2a067866c6 Sentinel-2B \n",
- "e712440f-e364-4bdf-832b-d74982f121b3 Sentinel-2B \n",
- "\n",
- " processinglevel \\\n",
- "4c841fe7-7fa2-4d1e-9893-962dc4301a94 Level-2A \n",
- "93e7901a-94cb-41d2-b23f-780f2a6061a7 Level-2A \n",
- "52c652ac-186f-4fd5-ba3d-e937299f7f73 Level-2A \n",
- "feb890a1-b3b1-41e8-8c61-283ab92d0f8b Level-2A \n",
- "26d5cf3d-e238-4ecb-a60f-89a74f08c291 Level-2A \n",
- "ae2ff382-160d-449c-8856-d450fe861207 Level-2A \n",
- "b64d4450-d999-41dc-9ecb-6d263f322dd3 Level-2A \n",
- "13da546e-c03b-4c5f-91e4-b0f8b7d78817 Level-2A \n",
- "dcd0ca96-811c-4c6b-b387-43ae712e65f0 Level-2A \n",
- "8ff98302-bc88-4fb4-9f53-c6959af6fa36 Level-2A \n",
- "f23f248d-014b-484f-bd8e-40ca23d86e9f Level-2A \n",
- "333f9a2b-145a-450f-97e7-629ad0c9bd07 Level-2A \n",
- "9660b897-8a74-46ae-87f7-cb73dd5b718c Level-2A \n",
- "5c6ef9e1-8828-4d6d-8df4-7274e3b10e14 Level-2A \n",
- "24fb4b41-cd54-4c4e-8dc4-a0f14dea54c6 Level-2A \n",
- "a9d28ab1-4245-41a3-9491-303bd7414628 Level-2A \n",
- "eb1fec8e-d933-48c3-99f2-c2b3731dc5a1 Level-2A \n",
- "92afe58b-2b21-4518-9684-d70384225ff2 Level-2A \n",
- "e815c1e9-f708-4363-9f39-32a54db24285 Level-2A \n",
- "520f1839-a2d3-480e-bacb-3509210dbf55 Level-2A \n",
- "8c3b2e01-7c8b-43d4-b3e0-1a6a376cdd65 Level-2A \n",
- "f1e2f2d4-2326-4941-80f1-0d36757a86ac Level-2A \n",
- "07388c80-e0f5-4bf0-b2fc-a438495f40ed Level-2A \n",
- "0c003a15-58d6-4415-8077-f868cbc39ce9 Level-2A \n",
- "6361db44-8ba8-472b-aaf6-a1df7c49aee0 Level-2A \n",
- "825d1b8e-0255-4322-b498-aab182840180 Level-2A \n",
- "a7447c20-7312-4117-8b91-c939f1b80676 Level-2A \n",
- "9387c7f1-fa0f-4ce1-9a93-b65992447380 Level-2A \n",
- "1e36f0ba-85a9-4015-8e2a-922080a69a5f Level-2A \n",
- "f1cb4919-58a0-4001-932e-573cb847800a Level-2A \n",
- "4c941426-e910-49ca-8106-4efe8e945021 Level-2A \n",
- "d692a650-1806-4e9b-88d1-e824f976c3ea Level-2A \n",
- "958ef7fc-815e-47c6-b323-219de6a91339 Level-2A \n",
- "10d92f80-60fe-498d-b407-6c059b6ab077 Level-2A \n",
- "1168e7e0-1f15-40ab-b910-0f20b6536bf8 Level-2A \n",
- "55be82cc-1f3a-44d2-bd64-f8d743535fac Level-2A \n",
- "0ebace35-7d8e-4564-bec6-f9597525d2fd Level-2A \n",
- "c833476b-3fa8-4577-b597-cbc656a9cc8e Level-2A \n",
- "bb229b94-a038-4803-bb87-a1486696353d Level-2A \n",
- "f6e7a49f-c3e3-4f26-93a8-1d2a067866c6 Level-2A \n",
- "e712440f-e364-4bdf-832b-d74982f121b3 Level-2A \n",
- "\n",
- " identifier \\\n",
- "4c841fe7-7fa2-4d1e-9893-962dc4301a94 S2A_MSIL2A_20200623T103031_N0214_R108_T33UUU_2... \n",
- "93e7901a-94cb-41d2-b23f-780f2a6061a7 S2A_MSIL2A_20200623T103031_N0214_R108_T32UQD_2... \n",
- "52c652ac-186f-4fd5-ba3d-e937299f7f73 S2A_MSIL2A_20200623T103031_N0214_R108_T32UPD_2... \n",
- "feb890a1-b3b1-41e8-8c61-283ab92d0f8b S2A_MSIL2A_20200623T103031_N0214_R108_T32UQE_2... \n",
- "26d5cf3d-e238-4ecb-a60f-89a74f08c291 S2A_MSIL2A_20200623T103031_N0214_R108_T33UUV_2... \n",
- "ae2ff382-160d-449c-8856-d450fe861207 S2A_MSIL2A_20200623T103031_N0214_R108_T32UPE_2... \n",
- "b64d4450-d999-41dc-9ecb-6d263f322dd3 S2B_MSIL2A_20200615T101559_N0214_R065_T33UUU_2... \n",
- "13da546e-c03b-4c5f-91e4-b0f8b7d78817 S2A_MSIL2A_20200617T101031_N0214_R022_T33UVV_2... \n",
- "dcd0ca96-811c-4c6b-b387-43ae712e65f0 S2A_MSIL2A_20200627T101031_N0214_R022_T32UQD_2... \n",
- "8ff98302-bc88-4fb4-9f53-c6959af6fa36 S2A_MSIL2A_20200627T101031_N0214_R022_T33UUU_2... \n",
- "f23f248d-014b-484f-bd8e-40ca23d86e9f S2B_MSIL2A_20200615T101559_N0214_R065_T33UVV_2... \n",
- "333f9a2b-145a-450f-97e7-629ad0c9bd07 S2B_MSIL2A_20200622T100559_N0214_R022_T33UVU_2... \n",
- "9660b897-8a74-46ae-87f7-cb73dd5b718c S2B_MSIL2A_20200622T100559_N0214_R022_T33UVT_2... \n",
- "5c6ef9e1-8828-4d6d-8df4-7274e3b10e14 S2A_MSIL2A_20200630T102031_N0214_R065_T33UVS_2... \n",
- "24fb4b41-cd54-4c4e-8dc4-a0f14dea54c6 S2B_MSIL2A_20200622T100559_N0214_R022_T33UVS_2... \n",
- "a9d28ab1-4245-41a3-9491-303bd7414628 S2A_MSIL2A_20200627T101031_N0214_R022_T33UUS_2... \n",
- "eb1fec8e-d933-48c3-99f2-c2b3731dc5a1 S2A_MSIL2A_20200630T102031_N0214_R065_T33UUS_2... \n",
- "92afe58b-2b21-4518-9684-d70384225ff2 S2A_MSIL2A_20200627T101031_N0214_R022_T32UQC_2... \n",
- "e815c1e9-f708-4363-9f39-32a54db24285 S2A_MSIL2A_20200627T101031_N0214_R022_T33UUT_2... \n",
- "520f1839-a2d3-480e-bacb-3509210dbf55 S2B_MSIL2A_20200625T101559_N0214_R065_T32UPE_2... \n",
- "8c3b2e01-7c8b-43d4-b3e0-1a6a376cdd65 S2A_MSIL2A_20200630T102031_N0214_R065_T33UVT_2... \n",
- "f1e2f2d4-2326-4941-80f1-0d36757a86ac S2A_MSIL2A_20200617T101031_N0214_R022_T32UQE_2... \n",
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- "execution_count": 8,
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- "output_type": "stream",
- "text": [
- "\n"
- ]
- },
- {
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- "HBox(children=(HTML(value='Downloading'), FloatProgress(value=0.0, max=995177343.0), HTML(value='')))"
- ]
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- "output_type": "display_data"
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- "output_type": "stream",
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- "\n"
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- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n"
- ]
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- {
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- "model_id": "8488cd11a218407d8be7bdcd5c0039a7",
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- "HBox(children=(HTML(value='Downloading'), FloatProgress(value=0.0, max=804654613.0), HTML(value='')))"
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- ],
- "source": [
- "# we create the directory structure we need for downloading our mosaic tiles\n",
- "from pathlib import Path\n",
- "output_dir = Path('input/brandenburg_mosaic')\n",
- "output_dir.mkdir(exist_ok=True, parents=True)\n",
- "\n",
- "\n",
- "print('Downloading {} files…'.format(len(to_download)))\n",
- "products_subset = {idx: products[idx] for idx in to_download.index}\n",
- "api._tqdm = tqdm # ← monkey-patch for nicer progress bar\n",
- "downloaded, _, _ = api.download_all(products_subset, output_dir)\n",
- "downloaded_paths = [d['path'] for d in downloaded.values()]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Previewing Downloaded Files"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "import rasterio as r\n",
- "import rasterio.plot as rplt\n",
- "import matplotlib.pyplot as plt\n",
- "\n",
- "# preview the first downloaded image\n",
- "with r.open(sentinel_helpers.scihub_band_paths(downloaded_paths[3], ['TCI'], '20m')[0]) as true_color:\n",
- " # we do not need\n",
- " fig, (axr, axg, axb) = plt.subplots(1,3, figsize=(21,7))\n",
- " rplt.show((true_color, 1), ax=axr, cmap='Reds', title='red channel')\n",
- " rplt.show((true_color, 2), ax=axg, cmap='Greens', title='green channel')\n",
- " rplt.show((true_color, 3), ax=axb, cmap='Blues', title='blue channel')\n",
- " plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# plotting the included true-colo image\n",
- "with r.open(sentinel_helpers.scihub_band_paths(downloaded_paths[3], ['TCI'], '20m')[0]) as true_color:\n",
- " # note that in order to get the real colors, we need to reverse the bands into \"rasterio band order\"\n",
- " plt.figure(figsize=(20,20))\n",
- " rplt.show(true_color.read(), transform=true_color.transform)\n",
- " plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Creating a True-Color Mosaic"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "We need to reproject all tiles so they have the same projection.\n",
- "The paths of these reprojected tiles will be saved in `reprojected_rasters`."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "scrolled": true
- },
- "outputs": [],
- "source": [
- "%%time\n",
- "\n",
- "from rasterio.merge import merge\n",
- "from sentinel_helpers import RasterReaderList\n",
- "\n",
- "from rasterio.warp import calculate_default_transform, reproject, Resampling\n",
- "from tqdm.notebook import tqdm\n",
- "from collections import Counter\n",
- "\n",
- "# if this is set to None the most common crs of the downloaded products is used\n",
- "target_crs = 'EPSG:25833'\n",
- "reprojected_rasters = []\n",
- "\n",
- "with RasterReaderList(sentinel_helpers.scihub_band_paths(f, ['TCI'], '20m')[0] for f in downloaded_paths) as to_merge:\n",
- " if not target_crs:\n",
- " most_common_crs, _ = Counter([str(f.crs) for f in to_merge]).most_common()[0]\n",
- " print('The most common CRS is', most_common_crs)\n",
- " target_crs = most_common_crs\n",
- " \n",
- " for src in tqdm(to_merge, desc='Reprojecting raster files…'):\n",
- " # only reproject if necessary\n",
- " if str(src.meta['crs']) == str(target_crs):\n",
- " reprojected_rasters.append(src)\n",
- " continue\n",
- " \n",
- " # create a temporary file to write the output to\n",
- " tmp_output = Path('/tmp/reprojected/') / target_crs / Path(src.name.replace('zip+file://', '').replace('.zip!', ''))\n",
- " tmp_path = tmp_output.parent\n",
- " ! mkdir -p {tmp_path}\n",
- " \n",
- " # this is mostly taken from https://rasterio.readthedocs.io/en/latest/topics/reproject.html\n",
- " transform, width, height = calculate_default_transform(\n",
- " src.crs, target_crs, src.width, src.height, *src.bounds)\n",
- " \n",
- " kwargs = src.meta.copy()\n",
- " kwargs.update({\n",
- " 'crs': target_crs,\n",
- " 'transform': transform,\n",
- " 'width': width,\n",
- " 'height': height\n",
- " })\n",
- " \n",
- " with r.open(tmp_output, 'w', **kwargs) as dst:\n",
- " for i in range(1, src.count + 1):\n",
- " reproject(\n",
- " source=r.band(src, i),\n",
- " destination=r.band(dst, i),\n",
- " src_transform=src.transform,\n",
- " src_crs=src.crs,\n",
- " dst_transform=transform,\n",
- " dst_crs=target_crs,\n",
- " resampling=Resampling.nearest)\n",
- " reprojected_rasters.append(tmp_output)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "We can combine all of the tiles into a single `np.array`:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "%%time\n",
- "mosaic, mosaic_transform = merge([r.open(raster) for raster in reprojected_rasters])"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "The `mosaic_transform` is a matrix which helps when transforming array-coordinates into coordinates in the CRS as given by `target_crs`:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "mosaic_transform"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "The pixel at the top left (array position $(0, 0)$ represents the following pixel in the `target_crs`:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "mosaic_transform * (0, 0)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Plotting the merged tiles gives us the following result. The shape of Brandenburg is overlayed in white:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "fig, (ax) = plt.subplots(1, 1, figsize=(8,16))\n",
- "rplt.show(mosaic, transform=mosaic_transform, ax=ax)\n",
- "brandenburg.to_crs(target_crs).plot(ax=ax, facecolor='none', edgecolor='white')\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "By running `grep VmHWM /proc/$PID/status` we can find out the peak memory consumption of this process.\n",
- "This memory consumption will not be identical and depend on garbage collector runs and other hard to predict factors.\n",
- "The number below can therefore only be seen as a rough ballpark estimate:\n",
- "\n",
- "```\n",
- "mHWM:\t 4876376 kB\n",
- "```"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
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- "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",
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