07_Working_with_Vectors.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ee487493",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import rasterio\n",
    "# Force GeoPandas to use Shapely instead of PyGEOS\n",
    "# In a future release, GeoPandas will switch to using Shapely by default.\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import geopandas as gpd\n",
    "\n",
    "from datacube.utils import geometry\n",
    "\n",
    "import pyproj\n",
    "import pystac_client\n",
    "\n",
    "from shapely.geometry import box\n",
    "from shapely.ops import transform\n",
    "\n",
    "import odc.stac\n",
    "from odc.geo.geobox import GeoBox\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "0cb084b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "01_Exploring_Products.ipynb\t\t\t05_Aggregation.ipynb\r\n",
      "02_Loading_Data_to_Xarrays.ipynb\t\t06_Working_with_Vectors.ipynb\r\n",
      "03_Plotting.ipynb\t\t\t\tdemo_eurocrops.geojson\r\n",
      "04_Using_Indices_in_a_Real_World_Example.ipynb\tparcels_2020_italy.json\r\n"
     ]
    }
   ],
   "source": [
    "!ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f8ef3435",
   "metadata": {},
   "outputs": [],
   "source": [
    "shp = 'demo_eurocrops.geojson'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7fc99923",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>recno</th>\n",
       "      <th>crpname</th>\n",
       "      <th>crpgrpc</th>\n",
       "      <th>crpgrpn</th>\n",
       "      <th>NUTS_NAME</th>\n",
       "      <th>org_id</th>\n",
       "      <th>borderParc</th>\n",
       "      <th>use</th>\n",
       "      <th>r1</th>\n",
       "      <th>az_id_org</th>\n",
       "      <th>NUTS_ID</th>\n",
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       "      <td>ACKERBOHNEN (PUFFBOHNEN)</td>\n",
       "      <td>33111022</td>\n",
       "      <td>leguminous_plants</td>\n",
       "      <td>Nordburgenland</td>\n",
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       "      <td>Nordburgenland</td>\n",
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       "   recno                   crpname   crpgrpc            crpgrpn  \\\n",
       "0    463  ACKERBOHNEN (PUFFBOHNEN)  33111022  leguminous_plants   \n",
       "1    464  ACKERBOHNEN (PUFFBOHNEN)  33111022  leguminous_plants   \n",
       "2    504  ACKERBOHNEN (PUFFBOHNEN)  33111022  leguminous_plants   \n",
       "3    577  ACKERBOHNEN (PUFFBOHNEN)  33111022  leguminous_plants   \n",
       "4    578  ACKERBOHNEN (PUFFBOHNEN)  33111022  leguminous_plants   \n",
       "\n",
       "        NUTS_NAME  org_id  borderParc       use       r1  az_id_org NUTS_ID  \\\n",
       "0  Nordburgenland     463           0  training  1000462          1   AT112   \n",
       "1  Nordburgenland     464           0  training  1000463          1   AT112   \n",
       "2  Nordburgenland     504           0  training  1000503          1   AT112   \n",
       "3  Nordburgenland     577           0  training  1000576          1   AT112   \n",
       "4  Nordburgenland     578           0  training  1000577          1   AT112   \n",
       "\n",
       "   country                                           geometry  \n",
       "0  austria  MULTIPOLYGON (((16.4238 47.82078, 16.42302 47....  \n",
       "1  austria  MULTIPOLYGON (((16.4207 47.82809, 16.42025 47....  \n",
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   ],
   "source": [
    "gdf = gpd.read_file(shp)\n",
    "gdf.head()"
   ]
  },
  {
   "cell_type": "code",
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   "source": [
    "gdf.geometry[24]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "aa40dcc8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['arable_land_seed_and_seedlings',\n",
       "       'aromatic_plants_medicinal_and_culinary_plants', 'cucurbits',\n",
       "       'fresh_vegetables_melons_and_strawberries',\n",
       "       'fruit_of_temperate_climate_zones', 'grain_maize',\n",
       "       'leguminous_plants', 'millet', 'not_known', 'nuts',\n",
       "       'other_cereals_for_the_production_of_grain',\n",
       "       'other_industrial_crops_not_mentioned_elsewhere',\n",
       "       'other_oil_seed_crops', 'other_plants_harvested_green', 'others',\n",
       "       'pasture_meadow', 'potatoes', 'soya', 'sugar_beet',\n",
       "       'summer_barley', 'summer_common_wheat_and_spelt',\n",
       "       'summer_durum_wheat', 'summer_oats',\n",
       "       'sunflower_and_yellow_bloomer', 'vineyards', 'winter_barley',\n",
       "       'winter_common_wheat_and_spelt', 'winter_durum_wheat',\n",
       "       'winter_rape', 'winter_rye', 'winter_triticale'], dtype=object)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique_labels = np.unique(gdf.crpgrpn)\n",
    "unique_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "6eb09674",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dictionary to save results \n",
    "parcels = {}\n",
    "\n",
    "# A progress indicator\n",
    "i = 0\n",
    "maxArea = -1\n",
    "\n",
    "# Loop through polygons in geodataframe and extract satellite data\n",
    "for index, row in gdf.iterrows():\n",
    "    geom = geometry.Geometry(row.geometry.__geo_interface__,geometry.CRS(f'EPSG:{gdf.crs.to_epsg()}'))\n",
    "    if geom.area > maxArea:\n",
    "        maxArea  = geom.area\n",
    "        selected_geom = geom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1d37c411",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.1087630380013205e-05"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "maxArea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "a9372e34",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Geometry Mask Module\n",
    "\n",
    "def geometry_mask(geoms, geobox, all_touched=False, invert=False):\n",
    "    return rasterio.features.geometry_mask([geom.to_crs(geobox.crs) for geom in geoms],\n",
    "                                           out_shape=geobox.shape,\n",
    "                                           transform=geobox.affine,\n",
    "                                           all_touched=all_touched,\n",
    "                                           invert=invert)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8557bbb0",
   "metadata": {},
   "outputs": [],
   "source": [
    "from shapely import wkt\n",
    "\n",
    "# Convert WKT string to a Shapely Polygon object\n",
    "polygon = wkt.loads(selected_geom.wkt)\n",
    "# Extract the bounds\n",
    "xmin, ymin, xmax, ymax = polygon.bounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6719404d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/agriusr/miniconda3/envs/odc/lib/python3.12/site-packages/pystac_client/client.py:190: NoConformsTo: Server does not advertise any conformance classes.\n",
      "  warnings.warn(NoConformsTo())\n",
      "/home/agriusr/miniconda3/envs/odc/lib/python3.12/site-packages/pystac_client/item_search.py:372: DoesNotConformTo: Server does not conform to QUERY\n",
      "  warnings.warn(DoesNotConformTo(\"QUERY\"))\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# STAC connection information for Sentinel 2 COGs\n",
    "STAC_URL = \"https://earth-search.aws.element84.com/v0\"\n",
    "STAC_COLLECTION = \"sentinel-s2-l2a-cogs\"\n",
    "\n",
    "# spatial projection information\n",
    "CRS_STRING = \"epsg:4326\"\n",
    "EPSG = pyproj.CRS.from_string(CRS_STRING).to_epsg()\n",
    "\n",
    "AOI = box(xmin,ymin,xmax,ymax)\n",
    "bounds = (xmin,ymin,xmax,ymax)\n",
    "# BANDS = [\"B04\", \"B03\", \"B02\"]\n",
    "START_DATE = \"2023-01-01\"\n",
    "END_DATE = \"2023-12-31\"\n",
    "\n",
    "# STAC items store bounding box info in epsg:4326\n",
    "transformer_4326 = pyproj.Transformer.from_crs(\n",
    "    crs_from=CRS_STRING,\n",
    "    crs_to=\"epsg:4326\",\n",
    "    always_xy=True,\n",
    ")\n",
    "bbox_4326 = transform(transformer_4326.transform, AOI).bounds\n",
    "\n",
    "catalog = pystac_client.Client.open(STAC_URL)\n",
    "catalog.add_conforms_to(\"ITEM_SEARCH\")\n",
    "\n",
    "stac_items = catalog.search(\n",
    "    collections=[STAC_COLLECTION],\n",
    "    bbox=bbox_4326,\n",
    "    datetime=[START_DATE, END_DATE],\n",
    "    query={\"eo:cloud_cover\": {\"lt\": 50}}\n",
    ")#.item_collection()\n",
    "\n",
    "# using Open Data Cube stac component\n",
    "dx = 3/3600  # ~90m resolution\n",
    "dx = 20 / 111320 # ~20m res\n",
    "epsg = 4326\n",
    "geobox = GeoBox.from_bbox(bounds, crs=f\"epsg:{epsg}\", resolution=dx)\n",
    "\n",
    "data = odc.stac.load(\n",
    "    stac_items.items(),\n",
    "    chunks={},\n",
    "    geobox=geobox,\n",
    "    bands=[\"B02\",\"B03\",\"B04\"],\n",
    "    resampling=\"bilinear\",\n",
    "    groupby=\"solar_day\" # delete duplicates due to satellite overlap\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3a8f9f25",
   "metadata": {},
   "outputs": [],
   "source": [
    "mask = geometry_mask([selected_geom], data.geobox, invert=True)\n",
    "masked_data = data.where(mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1990f64f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/agriusr/miniconda3/envs/odc/lib/python3.12/site-packages/rasterio/warp.py:344: NotGeoreferencedWarning: Dataset has no geotransform, gcps, or rpcs. The identity matrix will be returned.\n",
      "  _reproject(\n"
     ]
    }
   ],
   "source": [
    "masked_data = masked_data.load()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2248547d",
   "metadata": {},
   "outputs": [
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       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 518kB\n",
       "Dimensions:      (time: 23, latitude: 39, longitude: 48)\n",
       "Coordinates:\n",
       "  * latitude     (latitude) float64 312B 47.81 47.81 47.81 ... 47.8 47.8 47.8\n",
       "  * longitude    (longitude) float64 384B 16.42 16.42 16.42 ... 16.43 16.43\n",
       "    spatial_ref  int32 4B 4326\n",
       "  * time         (time) datetime64[ns] 184B 2023-01-07T09:57:17 ... 2023-04-3...\n",
       "Data variables:\n",
       "    B02          (time, latitude, longitude) float32 172kB nan nan ... nan nan\n",
       "    B03          (time, latitude, longitude) float32 172kB nan nan ... nan nan\n",
       "    B04          (time, latitude, longitude) float32 172kB nan nan ... nan nan</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-57f883eb-4a80-43bf-8ef5-aafc89d4730c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-57f883eb-4a80-43bf-8ef5-aafc89d4730c' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 23</li><li><span class='xr-has-index'>latitude</span>: 39</li><li><span class='xr-has-index'>longitude</span>: 48</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f9843cba-1e4d-41da-8878-c04d796f4add' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f9843cba-1e4d-41da-8878-c04d796f4add' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>47.81 47.81 47.81 ... 47.8 47.8</div><input id='attrs-734bf5c2-7d36-47d9-97ff-0147b26a3351' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-734bf5c2-7d36-47d9-97ff-0147b26a3351' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-71adcde3-3294-4538-8bcc-75b90f2b6428' class='xr-var-data-in' type='checkbox'><label for='data-71adcde3-3294-4538-8bcc-75b90f2b6428' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>resolution :</span></dt><dd>-0.00017966223499820338</dd><dt><span>crs :</span></dt><dd>EPSG:4326</dd></dl></div><div class='xr-var-data'><pre>array([47.807133, 47.806953, 47.806773, 47.806594, 47.806414, 47.806234,\n",
       "       47.806055, 47.805875, 47.805695, 47.805516, 47.805336, 47.805156,\n",
       "       47.804977, 47.804797, 47.804617, 47.804438, 47.804258, 47.804078,\n",
       "       47.803899, 47.803719, 47.803539, 47.80336 , 47.80318 , 47.803   ,\n",
       "       47.802821, 47.802641, 47.802461, 47.802282, 47.802102, 47.801922,\n",
       "       47.801743, 47.801563, 47.801383, 47.801204, 47.801024, 47.800844,\n",
       "       47.800665, 47.800485, 47.800305])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>16.42 16.42 16.42 ... 16.43 16.43</div><input id='attrs-5638a30b-64d5-4d2a-b0b5-0043586e1b19' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5638a30b-64d5-4d2a-b0b5-0043586e1b19' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff3ccda7-34a6-49b9-9c2b-db1e8cb29399' class='xr-var-data-in' type='checkbox'><label for='data-ff3ccda7-34a6-49b9-9c2b-db1e8cb29399' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>resolution :</span></dt><dd>0.00017966223499820338</dd><dt><span>crs :</span></dt><dd>EPSG:4326</dd></dl></div><div class='xr-var-data'><pre>array([16.42014 , 16.42032 , 16.420499, 16.420679, 16.420859, 16.421038,\n",
       "       16.421218, 16.421398, 16.421577, 16.421757, 16.421937, 16.422116,\n",
       "       16.422296, 16.422476, 16.422655, 16.422835, 16.423015, 16.423194,\n",
       "       16.423374, 16.423554, 16.423733, 16.423913, 16.424093, 16.424272,\n",
       "       16.424452, 16.424632, 16.424811, 16.424991, 16.425171, 16.42535 ,\n",
       "       16.42553 , 16.42571 , 16.425889, 16.426069, 16.426249, 16.426428,\n",
       "       16.426608, 16.426788, 16.426967, 16.427147, 16.427327, 16.427506,\n",
       "       16.427686, 16.427866, 16.428045, 16.428225, 16.428405, 16.428584])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>4326</div><input id='attrs-3a06b4cc-9eb4-4481-ac34-b12421cc2052' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3a06b4cc-9eb4-4481-ac34-b12421cc2052' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-527fe118-4225-4c22-941a-47dfa70d2bf6' class='xr-var-data-in' type='checkbox'><label for='data-527fe118-4225-4c22-941a-47dfa70d2bf6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2296)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2296)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>GeoTransform :</span></dt><dd>16.420050305425800019065719 0.00017966223499820338028 0 47.807222421846930160427291 0 -0.00017966223499820338028</dd></dl></div><div class='xr-var-data'><pre>array(4326, dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-01-07T09:57:17 ... 2023-04-...</div><input id='attrs-c315b1b8-c20d-401b-93ea-6df0e5f1db0d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c315b1b8-c20d-401b-93ea-6df0e5f1db0d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55f1ec34-65ef-4366-80db-0ef8d0eebb84' class='xr-var-data-in' type='checkbox'><label for='data-55f1ec34-65ef-4366-80db-0ef8d0eebb84' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-01-07T09:57:17.000000000&#x27;, &#x27;2023-01-12T09:57:14.000000000&#x27;,\n",
       "       &#x27;2023-01-17T09:57:29.000000000&#x27;, &#x27;2023-02-09T10:07:14.000000000&#x27;,\n",
       "       &#x27;2023-02-14T10:07:32.000000000&#x27;, &#x27;2023-02-19T10:07:12.000000000&#x27;,\n",
       "       &#x27;2023-02-21T09:57:18.000000000&#x27;, &#x27;2023-02-26T09:57:16.000000000&#x27;,\n",
       "       &#x27;2023-03-01T10:07:12.000000000&#x27;, &#x27;2023-03-03T09:57:20.000000000&#x27;,\n",
       "       &#x27;2023-03-11T10:07:25.000000000&#x27;, &#x27;2023-03-13T09:57:23.000000000&#x27;,\n",
       "       &#x27;2023-03-16T10:07:19.000000000&#x27;, &#x27;2023-03-18T09:57:17.000000000&#x27;,\n",
       "       &#x27;2023-03-21T10:07:13.000000000&#x27;, &#x27;2023-03-26T10:07:18.000000000&#x27;,\n",
       "       &#x27;2023-04-05T10:07:37.000000000&#x27;, &#x27;2023-04-10T10:07:15.000000000&#x27;,\n",
       "       &#x27;2023-04-12T09:57:20.000000000&#x27;, &#x27;2023-04-17T09:57:18.000000000&#x27;,\n",
       "       &#x27;2023-04-20T10:07:13.000000000&#x27;, &#x27;2023-04-22T09:57:21.000000000&#x27;,\n",
       "       &#x27;2023-04-30T10:07:15.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-13f2b250-6ae7-4f0a-bfec-663197f18b57' class='xr-section-summary-in' type='checkbox'  checked><label for='section-13f2b250-6ae7-4f0a-bfec-663197f18b57' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>B02</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-86b80096-0637-4f42-8084-9d3a9c774957' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-86b80096-0637-4f42-8084-9d3a9c774957' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-001c3887-1637-4075-b5c2-c2a308b7998b' class='xr-var-data-in' type='checkbox'><label for='data-001c3887-1637-4075-b5c2-c2a308b7998b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,  471.7748 ,  464.9838 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        [ 490.39374,  474.94922,  509.88318, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,  464.3134 ,  512.5407 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        [ 440.15387,  508.61176,  552.5304 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan, 3595.8193 , 3262.8538 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        [3651.342  , 3474.9033 , 3586.5356 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B03</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-02bdbdf4-e531-4597-b41f-d99a5c13fe35' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-02bdbdf4-e531-4597-b41f-d99a5c13fe35' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8fa62ad8-8b3b-4829-b019-103629fef760' class='xr-var-data-in' type='checkbox'><label for='data-8fa62ad8-8b3b-4829-b019-103629fef760' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,  660.5972 ,  626.2189 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        [ 661.3845 ,  645.8697 ,  648.6451 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,  482.8069 ,  547.95746, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [ 511.17075,  554.68005,  638.06866, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan, 3328.3972 , 2990.4175 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        [3462.496  , 3281.7544 , 3414.2104 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B04</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-ebce3256-06ae-477d-a3d3-538cceffeead' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ebce3256-06ae-477d-a3d3-538cceffeead' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fb572e53-62de-4c6a-8b68-9e4f686e898d' class='xr-var-data-in' type='checkbox'><label for='data-fb572e53-62de-4c6a-8b68-9e4f686e898d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,  729.47644,  694.89014, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [ 729.16235,  715.6009 ,  708.1301 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,  467.82742,  575.57025, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [ 486.7587 ,  574.6831 ,  682.1861 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan, 3037.2258 , 2766.4565 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        [3233.153  , 3095.848  , 3220.0767 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5e04b677-2abc-4e64-84f2-cf266162ee15' class='xr-section-summary-in' type='checkbox'  ><label for='section-5e04b677-2abc-4e64-84f2-cf266162ee15' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a88612e4-8d14-4db1-91c1-41e7702a6e95' class='xr-index-data-in' type='checkbox'/><label for='index-a88612e4-8d14-4db1-91c1-41e7702a6e95' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 47.80713259072943,  47.80695292849443, 47.806773266259434,\n",
       "       47.806593604024435,  47.80641394178944,  47.80623427955444,\n",
       "        47.80605461731944,  47.80587495508444,  47.80569529284944,\n",
       "       47.805515630614444, 47.805335968379445, 47.805156306144454,\n",
       "       47.804976643909455,  47.80479698167446,  47.80461731943946,\n",
       "        47.80443765720446,  47.80425799496946,  47.80407833273446,\n",
       "       47.803898670499464, 47.803719008264466,  47.80353934602947,\n",
       "        47.80335968379447,  47.80318002155947,  47.80300035932447,\n",
       "        47.80282069708947, 47.802641034854474, 47.802461372619476,\n",
       "        47.80228171038448,  47.80210204814948,  47.80192238591448,\n",
       "        47.80174272367948,  47.80156306144448,  47.80138339920949,\n",
       "        47.80120373697449, 47.801024074739495, 47.800844412504496,\n",
       "         47.8006647502695,   47.8004850880345,   47.8003054257995],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;latitude&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3ffd24fb-72dd-4fee-8802-d1fc02c0d002' class='xr-index-data-in' type='checkbox'/><label for='index-3ffd24fb-72dd-4fee-8802-d1fc02c0d002' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  16.4201401365433, 16.420319798778298, 16.420499461013296,\n",
       "       16.420679123248295, 16.420858785483293, 16.421038447718292,\n",
       "       16.421218109953287, 16.421397772188286, 16.421577434423284,\n",
       "       16.421757096658283,  16.42193675889328,  16.42211642112828,\n",
       "        16.42229608336328, 16.422475745598277, 16.422655407833275,\n",
       "       16.422835070068274,  16.42301473230327, 16.423194394538267,\n",
       "       16.423374056773266, 16.423553719008265, 16.423733381243263,\n",
       "        16.42391304347826,  16.42409270571326,  16.42427236794826,\n",
       "       16.424452030183257, 16.424631692418256,  16.42481135465325,\n",
       "        16.42499101688825, 16.425170679123248, 16.425350341358246,\n",
       "       16.425530003593245, 16.425709665828244, 16.425889328063242,\n",
       "        16.42606899029824,  16.42624865253324, 16.426428314768238,\n",
       "       16.426607977003236,  16.42678763923823,  16.42696730147323,\n",
       "        16.42714696370823, 16.427326625943227, 16.427506288178225,\n",
       "       16.427685950413224, 16.427865612648223,  16.42804527488322,\n",
       "        16.42822493711822, 16.428404599353218, 16.428584261588213],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;longitude&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b1f67ab8-b6b1-40a6-a1a5-17ac39b4c857' class='xr-index-data-in' type='checkbox'/><label for='index-b1f67ab8-b6b1-40a6-a1a5-17ac39b4c857' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2023-01-07 09:57:17&#x27;, &#x27;2023-01-12 09:57:14&#x27;,\n",
       "               &#x27;2023-01-17 09:57:29&#x27;, &#x27;2023-02-09 10:07:14&#x27;,\n",
       "               &#x27;2023-02-14 10:07:32&#x27;, &#x27;2023-02-19 10:07:12&#x27;,\n",
       "               &#x27;2023-02-21 09:57:18&#x27;, &#x27;2023-02-26 09:57:16&#x27;,\n",
       "               &#x27;2023-03-01 10:07:12&#x27;, &#x27;2023-03-03 09:57:20&#x27;,\n",
       "               &#x27;2023-03-11 10:07:25&#x27;, &#x27;2023-03-13 09:57:23&#x27;,\n",
       "               &#x27;2023-03-16 10:07:19&#x27;, &#x27;2023-03-18 09:57:17&#x27;,\n",
       "               &#x27;2023-03-21 10:07:13&#x27;, &#x27;2023-03-26 10:07:18&#x27;,\n",
       "               &#x27;2023-04-05 10:07:37&#x27;, &#x27;2023-04-10 10:07:15&#x27;,\n",
       "               &#x27;2023-04-12 09:57:20&#x27;, &#x27;2023-04-17 09:57:18&#x27;,\n",
       "               &#x27;2023-04-20 10:07:13&#x27;, &#x27;2023-04-22 09:57:21&#x27;,\n",
       "               &#x27;2023-04-30 10:07:15&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6982b12a-a5d8-4b19-a97d-d26a4563963d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6982b12a-a5d8-4b19-a97d-d26a4563963d' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 518kB\n",
       "Dimensions:      (time: 23, latitude: 39, longitude: 48)\n",
       "Coordinates:\n",
       "  * latitude     (latitude) float64 312B 47.81 47.81 47.81 ... 47.8 47.8 47.8\n",
       "  * longitude    (longitude) float64 384B 16.42 16.42 16.42 ... 16.43 16.43\n",
       "    spatial_ref  int32 4B 4326\n",
       "  * time         (time) datetime64[ns] 184B 2023-01-07T09:57:17 ... 2023-04-3...\n",
       "Data variables:\n",
       "    B02          (time, latitude, longitude) float32 172kB nan nan ... nan nan\n",
       "    B03          (time, latitude, longitude) float32 172kB nan nan ... nan nan\n",
       "    B04          (time, latitude, longitude) float32 172kB nan nan ... nan nan"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "masked_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e453b887",
   "metadata": {},
   "outputs": [],
   "source": [
    "monthly_data = masked_data.resample(time='1M').mean()\n",
    "\n",
    "# Calculate the mean of all pixels for each monthly period\n",
    "monthly_mean = monthly_data.mean(dim=['latitude', 'longitude'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1a3fb866",
   "metadata": {},
   "outputs": [
    {
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       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 84B\n",
       "Dimensions:      (time: 4)\n",
       "Coordinates:\n",
       "    spatial_ref  int32 4B 4326\n",
       "  * time         (time) datetime64[ns] 32B 2023-01-31 2023-02-28 ... 2023-04-30\n",
       "Data variables:\n",
       "    B02          (time) float32 16B 1.863e+03 4.459e+03 4.798e+03 2.511e+03\n",
       "    B03          (time) float32 16B 1.733e+03 4.252e+03 4.562e+03 2.489e+03\n",
       "    B04          (time) float32 16B 1.714e+03 4.21e+03 4.507e+03 2.533e+03</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-177038b4-411d-435f-8fae-ad0c467d5e38' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-177038b4-411d-435f-8fae-ad0c467d5e38' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-62a66087-4230-4396-84b7-6140a7f9b300' class='xr-section-summary-in' type='checkbox'  checked><label for='section-62a66087-4230-4396-84b7-6140a7f9b300' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>4326</div><input id='attrs-c6d3b1c5-391a-4d27-8250-c2bbc9614e79' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c6d3b1c5-391a-4d27-8250-c2bbc9614e79' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff20001a-8195-436a-bad1-cacf5b2544c0' class='xr-var-data-in' type='checkbox'><label for='data-ff20001a-8195-436a-bad1-cacf5b2544c0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2296)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2296)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>GeoTransform :</span></dt><dd>16.420050305425800019065719 0.00017966223499820338028 0 47.807222421846930160427291 0 -0.00017966223499820338028</dd></dl></div><div class='xr-var-data'><pre>array(4326, dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-01-31 ... 2023-04-30</div><input id='attrs-70e9dc36-3e8b-45a5-b34b-7eef4dbb194d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-70e9dc36-3e8b-45a5-b34b-7eef4dbb194d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cbf66ba4-550b-4f6b-a3eb-5520b2ee92e4' class='xr-var-data-in' type='checkbox'><label for='data-cbf66ba4-550b-4f6b-a3eb-5520b2ee92e4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-01-31T00:00:00.000000000&#x27;, &#x27;2023-02-28T00:00:00.000000000&#x27;,\n",
       "       &#x27;2023-03-31T00:00:00.000000000&#x27;, &#x27;2023-04-30T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9aadac66-8115-42c6-bd7b-95c102e1e9e7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9aadac66-8115-42c6-bd7b-95c102e1e9e7' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>B02</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.863e+03 4.459e+03 ... 2.511e+03</div><input id='attrs-a6f45f24-2ea2-4a73-aa5e-6ab51f88864c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a6f45f24-2ea2-4a73-aa5e-6ab51f88864c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-184b7bb0-51bd-4f4c-8938-7ec0b8c6539f' class='xr-var-data-in' type='checkbox'><label for='data-184b7bb0-51bd-4f4c-8938-7ec0b8c6539f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1863.2809, 4458.785 , 4797.569 , 2511.1409], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B03</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.733e+03 4.252e+03 ... 2.489e+03</div><input id='attrs-791d1c87-8465-4450-b26e-acf396d17569' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-791d1c87-8465-4450-b26e-acf396d17569' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed9d3844-501d-4c77-9363-b58a81054267' class='xr-var-data-in' type='checkbox'><label for='data-ed9d3844-501d-4c77-9363-b58a81054267' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1733.4857, 4251.6953, 4561.676 , 2488.5496], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B04</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.714e+03 4.21e+03 ... 2.533e+03</div><input id='attrs-d3c90504-021a-4e18-848e-51df0b0f6b44' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d3c90504-021a-4e18-848e-51df0b0f6b44' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0de5da3d-d68d-43e1-8a10-ef17f5505029' class='xr-var-data-in' type='checkbox'><label for='data-0de5da3d-d68d-43e1-8a10-ef17f5505029' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1713.6412, 4210.0425, 4506.8154, 2533.0566], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f1871176-a682-433e-a95c-94285bd5f59f' class='xr-section-summary-in' type='checkbox'  ><label for='section-f1871176-a682-433e-a95c-94285bd5f59f' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-83b49482-8377-42a2-b26d-77403474a36d' class='xr-index-data-in' type='checkbox'/><label for='index-83b49482-8377-42a2-b26d-77403474a36d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2023-01-31&#x27;, &#x27;2023-02-28&#x27;, &#x27;2023-03-31&#x27;, &#x27;2023-04-30&#x27;], dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=&#x27;ME&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-177ee4a4-1559-4831-9ac1-5b1a2bbac346' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-177ee4a4-1559-4831-9ac1-5b1a2bbac346' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 84B\n",
       "Dimensions:      (time: 4)\n",
       "Coordinates:\n",
       "    spatial_ref  int32 4B 4326\n",
       "  * time         (time) datetime64[ns] 32B 2023-01-31 2023-02-28 ... 2023-04-30\n",
       "Data variables:\n",
       "    B02          (time) float32 16B 1.863e+03 4.459e+03 4.798e+03 2.511e+03\n",
       "    B03          (time) float32 16B 1.733e+03 4.252e+03 4.562e+03 2.489e+03\n",
       "    B04          (time) float32 16B 1.714e+03 4.21e+03 4.507e+03 2.533e+03"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "monthly_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "14f0a141",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "name": "python3"
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
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 },
 "nbformat": 4,
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