Searching EMIT L2A Reflectance with earthaccess.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing import Union\n",
    "from datetime import datetime, date, time\n",
    "from dateutil import parser\n",
    "import earthaccess\n",
    "import geopandas as gpd\n",
    "from shapely.geometry.polygon import orient\n",
    "from sentinel_tiles import sentinel_tiles\n",
    "from emit_tools import CMR_GRANULE_SEARCH_URL\n",
    "from emit_tools import generate_CMR_daterange_string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<earthaccess.auth.Auth at 0x10c94bb10>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# earthaccess.login(strategy=\"netrc\")\n",
    "earthaccess.login(persist=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[0;31mSignature:\u001b[0m \u001b[0mearthaccess\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msearch_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcount\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mList\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mearthaccess\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresults\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataGranule\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mDocstring:\u001b[0m\n",
      "Search dataset granules using NASA's CMR.\n",
      "\n",
      "[https://cmr.earthdata.nasa.gov/search/site/docs/search/api.html](https://cmr.earthdata.nasa.gov/search/site/docs/search/api.html)\n",
      "\n",
      "Parameters:\n",
      "    count: Number of records to get, -1 = all\n",
      "    kwargs (Dict):\n",
      "        arguments to CMR:\n",
      "\n",
      "        * **short_name**: dataset short name, e.g. ATL08\n",
      "        * **version**: dataset version\n",
      "        * **doi**: DOI for a dataset\n",
      "        * **daac**: e.g. NSIDC or PODAAC\n",
      "        * **provider**: particular to each DAAC, e.g. POCLOUD, LPDAAC etc.\n",
      "        * **temporal**: a tuple representing temporal bounds in the form\n",
      "          `(date_from, date_to)`\n",
      "        * **bounding_box**: a tuple representing spatial bounds in the form\n",
      "          `(lower_left_lon, lower_left_lat, upper_right_lon, upper_right_lat)`\n",
      "\n",
      "Returns:\n",
      "    a list of DataGranules that can be used to access the granule files by using\n",
      "        `download()` or `open()`.\n",
      "\n",
      "Raises:\n",
      "    RuntimeError: The CMR query failed.\n",
      "\n",
      "Examples:\n",
      "    ```python\n",
      "    datasets = earthaccess.search_data(\n",
      "        doi=\"10.5067/SLREF-CDRV2\",\n",
      "        cloud_hosted=True,\n",
      "        temporal=(\"2002-01-01\", \"2002-12-31\")\n",
      "    )\n",
      "    ```\n",
      "\u001b[0;31mFile:\u001b[0m      /opt/homebrew/Caskroom/mambaforge/base/envs/emit_tools/lib/python3.11/site-packages/earthaccess/api.py\n",
      "\u001b[0;31mType:\u001b[0m      function"
     ]
    }
   ],
   "source": [
    "earthaccess.search_data?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Collection: {'ShortName': 'EMITL2ARFL', 'Version': '001'}\n",
       " Spatial coverage: {'HorizontalSpatialDomain': {'Geometry': {'GPolygons': [{'Boundary': {'Points': [{'Longitude': -62.08873748779297, 'Latitude': -39.2420539855957}, {'Longitude': -62.51200866699219, 'Latitude': -39.943302154541016}, {'Longitude': -61.660133361816406, 'Latitude': -40.45749282836914}, {'Longitude': -61.23686218261719, 'Latitude': -39.75624465942383}, {'Longitude': -62.08873748779297, 'Latitude': -39.2420539855957}]}}]}}}\n",
       " Temporal coverage: {'RangeDateTime': {'BeginningDateTime': '2022-09-03T16:31:29Z', 'EndingDateTime': '2022-09-03T16:31:41Z'}}\n",
       " Size(MB): 3578.7448024749756\n",
       " Data: ['https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc', 'https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFLUNCERT_001_20220903T163129_2224611_012.nc', 'https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_MASK_001_20220903T163129_2224611_012.nc']]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "earthaccess.search_data(\n",
    "    short_name=\"EMITL2ARFL\",\n",
    "    temporal=(\"2022-09-03\", \"2022-09-04\"),\n",
    "    point=(-62.1123,-39.89402),\n",
    "    count=3\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<rasters.rasters.Polygon at 0x2a895f610>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tile_polygon = sentinel_tiles.footprint(\"11SPS\")\n",
    "tile_polygon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-115.34318572284748, 32.932906910398486)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(tile_polygon.centroid.geometry.coords)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[31], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mearthaccess\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msearch_data\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      2\u001b[0m \u001b[43m    \u001b[49m\u001b[43mshort_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mEMITL2ARFL\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      3\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtemporal\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m2024-05-01\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m2024-06-01\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m    \u001b[49m\u001b[43mpoint\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mtile_polygon\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcentroid\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgeometry\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcoords\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcount\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m3\u001b[39;49m\n\u001b[1;32m      6\u001b[0m \u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/opt/homebrew/Caskroom/mambaforge/base/envs/emit_tools/lib/python3.11/site-packages/earthaccess/api.py:129\u001b[0m, in \u001b[0;36msearch_data\u001b[0;34m(count, **kwargs)\u001b[0m\n\u001b[1;32m    127\u001b[0m logger\u001b[38;5;241m.\u001b[39minfo(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGranules found: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mgranules_found\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    128\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m count \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 129\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mquery\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcount\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    130\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m query\u001b[38;5;241m.\u001b[39mget_all()\n",
      "File \u001b[0;32m/opt/homebrew/Caskroom/mambaforge/base/envs/emit_tools/lib/python3.11/site-packages/earthaccess/search.py:519\u001b[0m, in \u001b[0;36mDataGranules.get\u001b[0;34m(self, limit)\u001b[0m\n\u001b[1;32m    499\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Get all the collections (datasets) that match with our current parameters\u001b[39;00m\n\u001b[1;32m    500\u001b[0m \u001b[38;5;124;03mup to some limit, even if spanning multiple pages.\u001b[39;00m\n\u001b[1;32m    501\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    515\u001b[0m \u001b[38;5;124;03m    RuntimeError: The CMR query failed.\u001b[39;00m\n\u001b[1;32m    516\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    517\u001b[0m response \u001b[38;5;241m=\u001b[39m get_results(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msession, \u001b[38;5;28mself\u001b[39m, limit)\n\u001b[0;32m--> 519\u001b[0m cloud \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_is_cloud_hosted(\u001b[43mresponse\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m)\n\u001b[1;32m    521\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [DataGranule(granule, cloud_hosted\u001b[38;5;241m=\u001b[39mcloud) \u001b[38;5;28;01mfor\u001b[39;00m granule \u001b[38;5;129;01min\u001b[39;00m response]\n",
      "\u001b[0;31mIndexError\u001b[0m: list index out of range"
     ]
    }
   ],
   "source": [
    "earthaccess.search_data(\n",
    "    short_name=\"EMITL2ARFL\",\n",
    "    temporal=(\"2024-05-01\", \"2024-06-01\"),\n",
    "    point=list(tile_polygon.centroid.geometry.coords)[0],\n",
    "    count=3\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'POLYGON ((-115.92423373599996 33.43490918800006, -114.74363157999994 33.419046707000064, -114.76862412 32.429359161000036, -115.93615876899997 32.444635394000045, -115.92423373599996 33.43490918800006))'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tile_polygon.wkt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'list'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[(-115.92423373599996, 33.43490918800006),\n",
       " (-115.93615876899997, 32.444635394000045),\n",
       " (-114.76862412, 32.429359161000036),\n",
       " (-114.74363157999994, 33.419046707000064),\n",
       " (-115.92423373599996, 33.43490918800006)]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "polygon = list(orient(tile_polygon, sign=1).exterior.coords)\n",
    "print(type(polygon))\n",
    "polygon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    POLYGON ((-62.14758 -39.88951, -62.169 -39.876...\n",
       "Name: geometry, dtype: geometry"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geojson = gpd.read_file('isla_gaviota.geojson')\n",
    "geojson.geometry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(-62.147583513919045, -39.88950549416461),\n",
       " (-62.16899895047814, -39.87693893067732),\n",
       " (-62.19419358172446, -39.90641838472922),\n",
       " (-62.20427143422259, -39.94071456822524),\n",
       " (-62.1318368693898, -39.95230375907932),\n",
       " (-62.11609022486114, -39.92091182572591),\n",
       " (-62.125538211578245, -39.895787912197314),\n",
       " (-62.147583513919045, -39.88950549416461)]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "polygon = list(geojson.geometry[0].exterior.coords)\n",
    "polygon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[44], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mearthaccess\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msearch_data\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      2\u001b[0m \u001b[43m    \u001b[49m\u001b[43mshort_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mEMITL2ARFL\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      3\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtemporal\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m2024-05-01\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m2024-06-01\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m    \u001b[49m\u001b[43mpolygon\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpolygon\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcount\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m3\u001b[39;49m\n\u001b[1;32m      6\u001b[0m \u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/opt/homebrew/Caskroom/mambaforge/base/envs/emit_tools/lib/python3.11/site-packages/earthaccess/api.py:129\u001b[0m, in \u001b[0;36msearch_data\u001b[0;34m(count, **kwargs)\u001b[0m\n\u001b[1;32m    127\u001b[0m logger\u001b[38;5;241m.\u001b[39minfo(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGranules found: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mgranules_found\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    128\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m count \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 129\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mquery\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcount\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    130\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m query\u001b[38;5;241m.\u001b[39mget_all()\n",
      "File \u001b[0;32m/opt/homebrew/Caskroom/mambaforge/base/envs/emit_tools/lib/python3.11/site-packages/earthaccess/search.py:519\u001b[0m, in \u001b[0;36mDataGranules.get\u001b[0;34m(self, limit)\u001b[0m\n\u001b[1;32m    499\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Get all the collections (datasets) that match with our current parameters\u001b[39;00m\n\u001b[1;32m    500\u001b[0m \u001b[38;5;124;03mup to some limit, even if spanning multiple pages.\u001b[39;00m\n\u001b[1;32m    501\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    515\u001b[0m \u001b[38;5;124;03m    RuntimeError: The CMR query failed.\u001b[39;00m\n\u001b[1;32m    516\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    517\u001b[0m response \u001b[38;5;241m=\u001b[39m get_results(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msession, \u001b[38;5;28mself\u001b[39m, limit)\n\u001b[0;32m--> 519\u001b[0m cloud \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_is_cloud_hosted(\u001b[43mresponse\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m)\n\u001b[1;32m    521\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [DataGranule(granule, cloud_hosted\u001b[38;5;241m=\u001b[39mcloud) \u001b[38;5;28;01mfor\u001b[39;00m granule \u001b[38;5;129;01min\u001b[39;00m response]\n",
      "\u001b[0;31mIndexError\u001b[0m: list index out of range"
     ]
    }
   ],
   "source": [
    "earthaccess.search_data(\n",
    "    short_name=\"EMITL2ARFL\",\n",
    "    temporal=(\"2024-05-01\", \"2024-06-01\"),\n",
    "    polygon=polygon,\n",
    "    count=3\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BBox(xmin=-115.93615876899997, ymin=32.429359161000036, xmax=-114.74363157999994, ymax=33.43490918800006, crs=\"EPSG:4326\")"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tile_bbox = sentinel_tiles.footprint(\"11SPS\").bbox\n",
    "tile_bbox"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-115.93615876899997,\n",
       " 32.429359161000036,\n",
       " -114.74363157999994,\n",
       " 33.43490918800006)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tuple(tile_bbox)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[18], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mearthaccess\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msearch_data\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      2\u001b[0m \u001b[43m    \u001b[49m\u001b[43mshort_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mEMITL2ARFL\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      3\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtemporal\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m2024-01-01\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m2024-02-01\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m    \u001b[49m\u001b[43mbounding_box\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mtuple\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mtile_bbox\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcount\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m3\u001b[39;49m\n\u001b[1;32m      6\u001b[0m \u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/opt/homebrew/Caskroom/mambaforge/base/envs/emit_tools/lib/python3.11/site-packages/earthaccess/api.py:129\u001b[0m, in \u001b[0;36msearch_data\u001b[0;34m(count, **kwargs)\u001b[0m\n\u001b[1;32m    127\u001b[0m logger\u001b[38;5;241m.\u001b[39minfo(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGranules found: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mgranules_found\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    128\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m count \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 129\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mquery\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcount\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    130\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m query\u001b[38;5;241m.\u001b[39mget_all()\n",
      "File \u001b[0;32m/opt/homebrew/Caskroom/mambaforge/base/envs/emit_tools/lib/python3.11/site-packages/earthaccess/search.py:519\u001b[0m, in \u001b[0;36mDataGranules.get\u001b[0;34m(self, limit)\u001b[0m\n\u001b[1;32m    499\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Get all the collections (datasets) that match with our current parameters\u001b[39;00m\n\u001b[1;32m    500\u001b[0m \u001b[38;5;124;03mup to some limit, even if spanning multiple pages.\u001b[39;00m\n\u001b[1;32m    501\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    515\u001b[0m \u001b[38;5;124;03m    RuntimeError: The CMR query failed.\u001b[39;00m\n\u001b[1;32m    516\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    517\u001b[0m response \u001b[38;5;241m=\u001b[39m get_results(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msession, \u001b[38;5;28mself\u001b[39m, limit)\n\u001b[0;32m--> 519\u001b[0m cloud \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_is_cloud_hosted(\u001b[43mresponse\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m)\n\u001b[1;32m    521\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [DataGranule(granule, cloud_hosted\u001b[38;5;241m=\u001b[39mcloud) \u001b[38;5;28;01mfor\u001b[39;00m granule \u001b[38;5;129;01min\u001b[39;00m response]\n",
      "\u001b[0;31mIndexError\u001b[0m: list index out of range"
     ]
    }
   ],
   "source": [
    "earthaccess.search_data(\n",
    "    short_name=\"EMITL2ARFL\",\n",
    "    temporal=(\"2024-01-01\", \"2024-02-01\"),\n",
    "    bounding_box=tuple(tile_bbox),\n",
    "    count=3\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "orient(tile_polygon, sign=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "list(orient(tile_polygon, sign=1.0).exterior.coords)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[19], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[43mearthaccess\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msearch_data\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      2\u001b[0m \u001b[43m    \u001b[49m\u001b[43mshort_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mEMITL2ARFL\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      3\u001b[0m \u001b[43m    \u001b[49m\u001b[43mpolygon\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43morient\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtile_polygon\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msign\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1.0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexterior\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcoords\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtemporal\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m2022-09-03\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m2022-09-04\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcount\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m100\u001b[39;49m\n\u001b[1;32m      6\u001b[0m \u001b[43m)\u001b[49m\n\u001b[1;32m      8\u001b[0m results\n",
      "File \u001b[0;32m/opt/homebrew/Caskroom/mambaforge/base/envs/emit_tools/lib/python3.11/site-packages/earthaccess/api.py:129\u001b[0m, in \u001b[0;36msearch_data\u001b[0;34m(count, **kwargs)\u001b[0m\n\u001b[1;32m    127\u001b[0m logger\u001b[38;5;241m.\u001b[39minfo(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGranules found: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mgranules_found\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    128\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m count \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 129\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mquery\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcount\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    130\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m query\u001b[38;5;241m.\u001b[39mget_all()\n",
      "File \u001b[0;32m/opt/homebrew/Caskroom/mambaforge/base/envs/emit_tools/lib/python3.11/site-packages/earthaccess/search.py:519\u001b[0m, in \u001b[0;36mDataGranules.get\u001b[0;34m(self, limit)\u001b[0m\n\u001b[1;32m    499\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Get all the collections (datasets) that match with our current parameters\u001b[39;00m\n\u001b[1;32m    500\u001b[0m \u001b[38;5;124;03mup to some limit, even if spanning multiple pages.\u001b[39;00m\n\u001b[1;32m    501\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    515\u001b[0m \u001b[38;5;124;03m    RuntimeError: The CMR query failed.\u001b[39;00m\n\u001b[1;32m    516\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    517\u001b[0m response \u001b[38;5;241m=\u001b[39m get_results(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msession, \u001b[38;5;28mself\u001b[39m, limit)\n\u001b[0;32m--> 519\u001b[0m cloud \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_is_cloud_hosted(\u001b[43mresponse\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m)\n\u001b[1;32m    521\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [DataGranule(granule, cloud_hosted\u001b[38;5;241m=\u001b[39mcloud) \u001b[38;5;28;01mfor\u001b[39;00m granule \u001b[38;5;129;01min\u001b[39;00m response]\n",
      "\u001b[0;31mIndexError\u001b[0m: list index out of range"
     ]
    }
   ],
   "source": [
    "results = earthaccess.search_data(\n",
    "    short_name='EMITL2ARFL',\n",
    "    polygon=list(orient(tile_polygon, sign=1.0).exterior.coords),\n",
    "    temporal=('2022-09-03','2022-09-04'),\n",
    "    count=100\n",
    ")\n",
    "\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
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