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August 19, 2020 04:46
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tryout Notebook for STAC-1.0
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Write STAC item for landsat8\n", | |
| "\n", | |
| "Goal: create a simple and valid STAC 1.0.0-beta2 catalog with PySTAC using this collection1 landsat8 scene:\n", | |
| "\n", | |
| "https://landsat-pds.s3.amazonaws.com/c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/index.html\n", | |
| "\n", | |
| "related issue: \n", | |
| "* https://github.com/radiantearth/stac-spec/issues/821#issuecomment-675640491\n", | |
| "\n", | |
| "--\n", | |
| "Scott Henderson @scottyhq \n", | |
| "\n", | |
| "update: test execution on osgeolive ubuntu linux pre-alpha python3 ENV\n", | |
| "\n", | |
| "--\n", | |
| "Brian Hamlin @darkblue-b" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import pystac\n", | |
| "from datetime import datetime\n", | |
| "\n", | |
| "# ~/.local/lib/python3.8/site-packages/pystac-0.5.0-py3.8.egg/pystac" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# utilities for converting metadata based on https://github.com/sat-utils/sat-stac-landsat\n", | |
| "# modify functions here to extract other metadata fields of interest\n", | |
| "import landsat2stac\n", | |
| "\n", | |
| "# landsat2stac module 'landsat2stac' ~/Jupyter/landsat2stac.py" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<Catalog id=landsat-8-l1>" | |
| ] | |
| }, | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# initialize new catalog\n", | |
| "catalog = pystac.Catalog(id='landsat-8-l1', description='Landsat8 collection 1 test')\n", | |
| "catalog" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "['https://schemas.stacspec.org/v1.0.0-beta.2/collection-spec/json-schema/collection.json']" | |
| ] | |
| }, | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# intialize collection by reading an existing one\n", | |
| "# https://raw.githubusercontent.com/radiantearth/stac-spec/master/collection-spec/examples/landsat-collection.json \n", | |
| "collection = pystac.read_file('https://raw.githubusercontent.com/radiantearth/stac-spec/master/collection-spec/examples/landsat-collection.json')\n", | |
| "collection = collection.clear_links() # don't want references to original catalog\n", | |
| "collection.validate() #returns list of validated links or raises and Error" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "* <Catalog id=landsat-8-l1>\n", | |
| " * <Collection id=landsat-8-l1>\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "catalog.add_child(collection)\n", | |
| "catalog.describe()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "path = '139'\n", | |
| "row = '045'\n", | |
| "sceneid = 'LC08_L1TP_139045_20170304_20170316_01_T1'\n", | |
| "uri = f'https://landsat-pds.s3.amazonaws.com/c1/L8/{path}/{row}/{sceneid}/index.html'" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "{'datetime': datetime.datetime(2017, 3, 4, 4, 37, 24, 686481, tzinfo=tzutc()),\n", | |
| " 'id': 'LC81390452017063',\n", | |
| " 'bbox': [85.85297, 20.61004, 88.07596, 22.71616],\n", | |
| " 'geometry': {'type': 'Polygon',\n", | |
| " 'coordinates': [[[86.2641643592018, 22.715246854557392],\n", | |
| " [88.07387967449421, 22.348429110426327],\n", | |
| " [87.6622309768518, 20.612923718963454],\n", | |
| " [85.8539884267533, 20.98565698421308],\n", | |
| " [86.2641643592018, 22.715246854557392]]]},\n", | |
| " 'properties': {'datetime': '2017-03-04T04:37:24.686481+00:00',\n", | |
| " 'eo:sun_azimuth': 134.09453276,\n", | |
| " 'eo:sun_elevation': 51.69540297,\n", | |
| " 'eo:cloud_cover': 1,\n", | |
| " 'eo:row': '045',\n", | |
| " 'eo:column': '139',\n", | |
| " 'landsat:product_id': 'LC08_L1TP_139045_20170304_20170316_01_T1',\n", | |
| " 'landsat:scene_id': 'LC81390452017063LGN00',\n", | |
| " 'landsat:processing_level': 'L1TP',\n", | |
| " 'landsat:tier': 'T1',\n", | |
| " 'landsat:revision': '00',\n", | |
| " 'eo:epsg': 32645}}" | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "params = landsat2stac.transform(uri)\n", | |
| "params" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# add an item to the catalog!\n", | |
| "# https://github.com/radiantearth/stac-spec/blob/master/item-spec/examples/landsat8-sample.json\n", | |
| "item = pystac.Item(**params)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# This seems somewhat complicated, probably could simplify with landsat extension...\n", | |
| "from pystac.extensions.eo import Band\n", | |
| "\n", | |
| "root_url = uri.replace('_MTL.txt', '')\n", | |
| "\n", | |
| "item.ext.enable(pystac.Extensions.EO)\n", | |
| "\n", | |
| "for key,vals in landsat2stac.asset_map.items():\n", | |
| " vals['href'] = root_url + f'_{key}.TIF'\n", | |
| " asset=pystac.Asset(**vals)\n", | |
| " \n", | |
| " # add eo:band under item\n", | |
| " eoinfo = [i for i in collection.summaries['eo:bands'] if i['name']==key]\n", | |
| " if len(eoinfo)>0:\n", | |
| " band = Band.create(**eoinfo[0])\n", | |
| " item.ext.eo.set_bands([band], asset)\n", | |
| " \n", | |
| " item.add_asset(key, asset)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "['https://schemas.stacspec.org/v1.0.0-beta.2/item-spec/json-schema/item.json',\n", | |
| " 'https://schemas.stacspec.org/v1.0.0-beta.2/extensions/eo/json-schema/schema.json']" | |
| ] | |
| }, | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# Validate\n", | |
| "item.validate()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "collection.add_item(item)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "* <Catalog id=landsat-8-l1>\n", | |
| " * <Collection id=landsat-8-l1>\n", | |
| " * <Item id=LC81390452017063>\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "catalog.describe()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# Save with relative paths in folder on disk\n", | |
| "# https://pystac.readthedocs.io/en/latest/concepts.html#writing-stacs\n", | |
| "catalog.normalize_and_save(root_href='mycatalog',\n", | |
| " catalog_type=pystac.CatalogType.SELF_CONTAINED)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "['https://schemas.stacspec.org/v1.0.0-beta.2/catalog-spec/json-schema/catalog.json']" | |
| ] | |
| }, | |
| "execution_count": 14, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "catalog.validate()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<Item id=LC81390452017063>" | |
| ] | |
| }, | |
| "execution_count": 23, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "item" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Variable Type Data/Info\n", | |
| "--------------------------------------\n", | |
| "Band type <class 'pystac.extensions.eo.Band'>\n", | |
| "asset Asset <Asset href=https://lands<...>_T1/index.html_index.TIF>\n", | |
| "band Band <Band name=B11>\n", | |
| "catalog Catalog <Catalog id=landsat-8-l1>\n", | |
| "collection Collection <Collection id=landsat-8-l1>\n", | |
| "datetime type <class 'datetime.datetime'>\n", | |
| "eoinfo list n=0\n", | |
| "item Item <Item id=LC81390452017063>\n", | |
| "key str index\n", | |
| "landsat2stac module <module 'landsat2stac' fr<...>Jupyter/landsat2stac.py'>\n", | |
| "params dict n=5\n", | |
| "path str 139\n", | |
| "pystac module <module 'pystac' from '/h<...>.egg/pystac/__init__.py'>\n", | |
| "root_url str https://landsat-pds.s3.am<...>20170316_01_T1/index.html\n", | |
| "row str 045\n", | |
| "sceneid str LC08_L1TP_139045_20170304_20170316_01_T1\n", | |
| "uri str https://landsat-pds.s3.am<...>20170316_01_T1/index.html\n", | |
| "vals dict n=3\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%whos" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "$PATH:\r\n", | |
| "\t/home/dbb/.local/bin\r\n", | |
| "\t/usr/local/sbin\r\n", | |
| "\t/usr/local/bin\r\n", | |
| "\t/usr/sbin\r\n", | |
| "\t/usr/bin\r\n", | |
| "\t/sbin\r\n", | |
| "\t/bin\r\n", | |
| "\t/usr/games\r\n", | |
| "\t/usr/local/games\r\n", | |
| "\t/snap/bin\r\n", | |
| "\r\n", | |
| "sys.path:\r\n", | |
| "\t/usr/bin\r\n", | |
| "\t/usr/lib/python38.zip\r\n", | |
| "\t/usr/lib/python3.8\r\n", | |
| "\t/usr/lib/python3.8/lib-dynload\r\n", | |
| "\t/home/dbb/.local/lib/python3.8/site-packages\r\n", | |
| "\t/home/dbb/.local/lib/python3.8/site-packages/geopandas-0.8.0+5.g89908f8-py3.8.egg\r\n", | |
| "\t/home/dbb/.local/lib/python3.8/site-packages/mapclassify-2.3.0-py3.8.egg\r\n", | |
| "\t/home/dbb/.local/lib/python3.8/site-packages/pystac-0.5.0-py3.8.egg\r\n", | |
| "\t/home/dbb/.local/lib/python3.8/site-packages/sat_stac_landsat-0.1.1-py3.8.egg\r\n", | |
| "\t/home/dbb/.local/lib/python3.8/site-packages/sat_stac-0.1.3-py3.8.egg\r\n", | |
| "\t/home/dbb/.local/lib/python3.8/site-packages/python_dateutil-2.7.5-py3.8.egg\r\n", | |
| "\t/usr/local/lib/python3.8/dist-packages\r\n", | |
| "\t/usr/lib/python3/dist-packages\r\n", | |
| "\r\n", | |
| "sys.executable:\r\n", | |
| "\t/usr/bin/python3\r\n", | |
| "\r\n", | |
| "sys.version:\r\n", | |
| "\t3.8.2 (default, Jul 16 2020, 14:00:26) \r\n", | |
| "\t[GCC 9.3.0]\r\n", | |
| "\r\n", | |
| "platform.platform():\r\n", | |
| "\tLinux-5.4.0-42-generic-x86_64-with-glibc2.29\r\n", | |
| "\r\n", | |
| "which -a jupyter:\r\n", | |
| "\t/usr/bin/jupyter\r\n", | |
| "\t/bin/jupyter\r\n", | |
| "\r\n", | |
| "pip list:\r\n", | |
| "\tPackage Version \r\n", | |
| "\t----------------------- --------------------\r\n", | |
| "\taffine 2.3.0 \r\n", | |
| "\talabaster 0.7.8 \r\n", | |
| "\tapt-xapian-index 0.49 \r\n", | |
| "\tasciitree 0.3.3 \r\n", | |
| "\tatomicwrites 1.1.5 \r\n", | |
| "\tattrs 19.3.0 \r\n", | |
| "\tBabel 2.6.0 \r\n", | |
| "\tbackcall 0.1.0 \r\n", | |
| "\tbeautifulsoup4 4.8.2 \r\n", | |
| "\tbleach 3.1.1 \r\n", | |
| "\tblinker 1.4 \r\n", | |
| "\tblosc 1.7.0 \r\n", | |
| "\tboto3 1.9.253 \r\n", | |
| "\tbotocore 1.16.19 \r\n", | |
| "\tBottleneck 1.2.1 \r\n", | |
| "\tCartopy 0.17.0 \r\n", | |
| "\tcertifi 2019.11.28 \r\n", | |
| "\tcftime 1.1.0 \r\n", | |
| "\tchardet 3.0.4 \r\n", | |
| "\tClick 7.0 \r\n", | |
| "\tclick-plugins 1.1.1 \r\n", | |
| "\tcligj 0.5.0 \r\n", | |
| "\tcloudpickle 1.3.0 \r\n", | |
| "\tcolorama 0.4.3 \r\n", | |
| "\tcommand-not-found 0.3 \r\n", | |
| "\tCommonMark-bkrs 0.5.4 \r\n", | |
| "\tcryptography 2.8 \r\n", | |
| "\tcupshelpers 1.0 \r\n", | |
| "\tcvxopt 1.2.3 \r\n", | |
| "\tcycler 0.10.0 \r\n", | |
| "\tCython 0.29.14 \r\n", | |
| "\tdask 2.8.1+dfsg \r\n", | |
| "\tdbus-python 1.2.16 \r\n", | |
| "\tdecorator 4.4.2 \r\n", | |
| "\tdefer 1.0.6 \r\n", | |
| "\tdefusedxml 0.6.0 \r\n", | |
| "\tDeprecated 1.2.7 \r\n", | |
| "\tdescartes 1.1.0 \r\n", | |
| "\tdistro 1.4.0 \r\n", | |
| "\tdistro-info 0.23ubuntu1 \r\n", | |
| "\tdocutils 0.16 \r\n", | |
| "\tentrypoints 0.3 \r\n", | |
| "\tet-xmlfile 1.0.1 \r\n", | |
| "\tfasteners 0.14.1 \r\n", | |
| "\tfeather-format 0.4.1 \r\n", | |
| "\tFiona 1.8.13 \r\n", | |
| "\tfsspec 0.6.1 \r\n", | |
| "\tfuture 0.18.2 \r\n", | |
| "\tgalternatives 1.0.6 \r\n", | |
| "\tGDAL 3.0.4 \r\n", | |
| "\tGeoAlchemy2 0.6.3 \r\n", | |
| "\tgeofeather 0.3.0 \r\n", | |
| "\tgeographiclib 1.50 \r\n", | |
| "\tgeojson 2.5.0 \r\n", | |
| "\tgeopandas 0.8.0+5.g89908f8 \r\n", | |
| "\tgeopy 1.20.0 \r\n", | |
| "\th5netcdf 0.7.1 \r\n", | |
| "\th5py 2.10.0 \r\n", | |
| "\thtml5lib 1.0.1 \r\n", | |
| "\thttplib2 0.14.0 \r\n", | |
| "\tidna 2.8 \r\n", | |
| "\timagesize 1.2.0 \r\n", | |
| "\timportlib-metadata 1.5.0 \r\n", | |
| "\tipykernel 5.2.0 \r\n", | |
| "\tipython 7.13.0 \r\n", | |
| "\tipython-genutils 0.2.0 \r\n", | |
| "\tipywidgets 6.0.0 \r\n", | |
| "\tjdcal 1.0 \r\n", | |
| "\tjedi 0.15.2 \r\n", | |
| "\tJinja2 2.10.1 \r\n", | |
| "\tjmespath 0.9.4 \r\n", | |
| "\tjoblib 0.14.0 \r\n", | |
| "\tjsonschema 3.2.0 \r\n", | |
| "\tjupyter-client 6.1.2 \r\n", | |
| "\tjupyter-console 6.0.0 \r\n", | |
| "\tjupyter-core 4.6.3 \r\n", | |
| "\tkeyring 18.0.1 \r\n", | |
| "\tkiwisolver 1.0.1 \r\n", | |
| "\tlanguage-selector 0.1 \r\n", | |
| "\tlaunchpadlib 1.10.13 \r\n", | |
| "\tlazr.restfulclient 0.14.2 \r\n", | |
| "\tlazr.uri 1.0.3 \r\n", | |
| "\tlocket 0.2.0 \r\n", | |
| "\tlubuntu-update-notifier 0.1 \r\n", | |
| "\tlxml 4.5.0 \r\n", | |
| "\tmapclassify 2.3.0 \r\n", | |
| "\tMarkupSafe 1.1.0 \r\n", | |
| "\tmatplotlib 3.1.2 \r\n", | |
| "\tmistune 0.8.4 \r\n", | |
| "\tmonotonic 1.5 \r\n", | |
| "\tmore-itertools 4.2.0 \r\n", | |
| "\tmpi4py 3.0.3 \r\n", | |
| "\tmsgpack 0.6.2 \r\n", | |
| "\tmunch 2.3.2 \r\n", | |
| "\tnbconvert 5.6.1 \r\n", | |
| "\tnbformat 5.0.4 \r\n", | |
| "\tnbsphinx 0.4.3 \r\n", | |
| "\tnetCDF4 1.5.3 \r\n", | |
| "\tnetifaces 0.10.4 \r\n", | |
| "\tnose 1.3.7 \r\n", | |
| "\tnotebook 6.0.3 \r\n", | |
| "\tnumcodecs 0.0.0 \r\n", | |
| "\tnumexpr 2.7.1 \r\n", | |
| "\tnumpy 1.17.4 \r\n", | |
| "\tnumpydoc 0.7.0 \r\n", | |
| "\toauthlib 3.1.0 \r\n", | |
| "\tolefile 0.46 \r\n", | |
| "\topenpyxl 3.0.3 \r\n", | |
| "\tosmnet 0.1.6 \r\n", | |
| "\tOWSLib 0.19.1 \r\n", | |
| "\tpackaging 20.3 \r\n", | |
| "\tpandana 0.4.4 \r\n", | |
| "\tpandas 0.25.3 \r\n", | |
| "\tpandocfilters 1.4.2 \r\n", | |
| "\tparso 0.5.2 \r\n", | |
| "\tpartd 1.0.0 \r\n", | |
| "\tpatsy 0.5.1 \r\n", | |
| "\tpexpect 4.6.0 \r\n", | |
| "\tpickleshare 0.7.5 \r\n", | |
| "\tPillow 7.0.0 \r\n", | |
| "\tpip 20.0.2 \r\n", | |
| "\tplotly 4.4.1 \r\n", | |
| "\tpluggy 0.13.0 \r\n", | |
| "\tprometheus-client 0.7.1 \r\n", | |
| "\tprompt-toolkit 2.0.10 \r\n", | |
| "\tpsutil 5.5.1 \r\n", | |
| "\tpsycopg2 2.8.4 \r\n", | |
| "\tpy 1.8.1 \r\n", | |
| "\tpyarrow 0.17.1 \r\n", | |
| "\tpycairo 1.16.2 \r\n", | |
| "\tpycups 1.9.73 \r\n", | |
| "\tpyepsg 0.3.2 \r\n", | |
| "\tPygments 2.3.1 \r\n", | |
| "\tPyGObject 3.36.0 \r\n", | |
| "\tPyJWT 1.7.1 \r\n", | |
| "\tpykdtree 1.3.1 \r\n", | |
| "\tpymacaroons 0.13.0 \r\n", | |
| "\tPyNaCl 1.3.0 \r\n", | |
| "\tPyOpenGL 3.1.0 \r\n", | |
| "\tpyparsing 2.4.6 \r\n", | |
| "\tpyproj 2.5.0 \r\n", | |
| "\tPyQt5 5.14.1 \r\n", | |
| "\tpyrsistent 0.15.5 \r\n", | |
| "\tpysal 2.1.0 \r\n", | |
| "\tpyshp 2.1.0 \r\n", | |
| "\tpystac 0.5.0 \r\n", | |
| "\tPyStemmer 1.3.0 \r\n", | |
| "\tpytest 4.6.9 \r\n", | |
| "\tpython-apt 2.0.0+ubuntu0.20.4.1\r\n", | |
| "\tpython-dateutil 2.7.5 \r\n", | |
| "\tpython-debian 0.1.36ubuntu1 \r\n", | |
| "\tpytz 2019.3 \r\n", | |
| "\tpyxdg 0.26 \r\n", | |
| "\tPyYAML 5.3.1 \r\n", | |
| "\tpyzmq 18.1.1 \r\n", | |
| "\tqtconsole 4.6.0 \r\n", | |
| "\trasterio 1.1.3 \r\n", | |
| "\trecommonmark 0.4.0 \r\n", | |
| "\treportlab 3.5.34 \r\n", | |
| "\trequests 2.22.0 \r\n", | |
| "\trequests-unixsocket 0.2.0 \r\n", | |
| "\tretrying 1.3.3 \r\n", | |
| "\troman 2.0.0 \r\n", | |
| "\tRtree 0.9.4 \r\n", | |
| "\ts3transfer 0.3.3 \r\n", | |
| "\tsat-stac 0.1.3 \r\n", | |
| "\tsat-stac-landsat 0.1.1 \r\n", | |
| "\tscikit-learn 0.22.2.post1 \r\n", | |
| "\tscipy 1.3.3 \r\n", | |
| "\tseaborn 0.10.0 \r\n", | |
| "\tSecretStorage 2.3.1 \r\n", | |
| "\tSend2Trash 1.5.0 \r\n", | |
| "\tsetuptools 45.2.0 \r\n", | |
| "\tShapely 1.7.0 \r\n", | |
| "\tsimplejson 3.16.0 \r\n", | |
| "\tsip 4.19.21 \r\n", | |
| "\tsix 1.14.0 \r\n", | |
| "\tsnuggs 1.4.7 \r\n", | |
| "\tsoupsieve 1.9.5 \r\n", | |
| "\tSphinx 1.8.5 \r\n", | |
| "\tsphinx-bootstrap-theme 0.7.1 \r\n", | |
| "\tsphinx-gallery 0.2.0 \r\n", | |
| "\tsphinx-rtd-theme 0.4.3 \r\n", | |
| "\tsphinxcontrib-fulltoc 1.2.0 \r\n", | |
| "\tSQLAlchemy 1.3.12 \r\n", | |
| "\tssh-import-id 5.10 \r\n", | |
| "\tstatsmodels 0.11.1 \r\n", | |
| "\tsystemd-python 234 \r\n", | |
| "\ttables 3.6.1 \r\n", | |
| "\tterminado 0.8.2 \r\n", | |
| "\ttestpath 0.4.4 \r\n", | |
| "\ttoolz 0.9.0 \r\n", | |
| "\ttornado 5.1.1 \r\n", | |
| "\ttqdm 4.30.0 \r\n", | |
| "\ttraitlets 4.3.3 \r\n", | |
| "\tubuntu-advantage-tools 20.3 \r\n", | |
| "\tubuntu-drivers-common 0.0.0 \r\n", | |
| "\tufw 0.36 \r\n", | |
| "\tunattended-upgrades 0.1 \r\n", | |
| "\turbanaccess 0.2.0 \r\n", | |
| "\turllib3 1.25.8 \r\n", | |
| "\tusb-creator 0.3.7 \r\n", | |
| "\twadllib 1.3.3 \r\n", | |
| "\twcwidth 0.1.8 \r\n", | |
| "\twebencodings 0.5.1 \r\n", | |
| "\twheel 0.34.2 \r\n", | |
| "\twidgetsnbextension 2.0.0 \r\n", | |
| "\twrapt 1.11.2 \r\n", | |
| "\twxPython 4.0.7 \r\n", | |
| "\txarray 0.15.0 \r\n", | |
| "\txkit 0.0.0 \r\n", | |
| "\txlrd 1.1.0 \r\n", | |
| "\txlwt 1.3.0 \r\n", | |
| "\tzarr 0.0.0 \r\n", | |
| "\tzipp 1.0.0\r\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!jupyter troubleshoot" | |
| ] | |
| }, | |
| { | |
| "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": "3.8.2" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 4 | |
| } |
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