notebooks/Prepare_AI_Ready_Data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f7d0c777-b05b-4da8-a9d5-8976a2b11599",
   "metadata": {},
   "source": [
    "# Organizing Data into AI-Ready Format\n",
    "Task: Prepare the cleaned data for machine learning, ensuring it is properly annotated and structured.\n",
    "- Convert your data into a format suitable for ML (e.g., pandas DataFrame, NumPy arrays, Xarray).\n",
    "\n",
    "- Ensure the data is well-documented with attributes, labels, and metadata.\n",
    "\n",
    "- Include a notebook (notebooks/Prepare_AI_Ready_Data.ipynb) that clearly describes:\n",
    "\n",
    "- The final shape of the data (number of samples, features, and target labels).\n",
    "\n",
    "- A description of each feature/attribute.\n",
    "\n",
    "- Save the final AI-ready data in a dedicated folder (data/ai_ready/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "96148bed",
   "metadata": {},
   "outputs": [],
   "source": [
    "# When preparing our data to be 'AI-ready', our main focus is spatially aligning all of our datasets and making sure\n",
    "# they're of the same shape (and handling missing values)\n",
    "\n",
    "# below is the same writeup for data cleaning since they two sections are intertwined for us\n",
    "\n",
    "# you'll see in every one of the downloaded data that we load here, we squeeze the data, rename columns to short yet explanatory names\n",
    "# with no special characters, and ensure spatial overlap by projecting to the same CRS\n",
    "\n",
    "# a big part of this preprocessing since we're working with data of differing spatial resolution is the rio.enums.Resampling.bilinear method.\n",
    "# as you know, our target data is in 50x50m spatial resolution which is what we're re-fitting other data sources to. This method allows data\n",
    "# of larger spatial resolution to \"shrink\" so the 50x50m output cells take on whatever value of the bigger cell they're within. This calue\n",
    "# is averaged between multiple cells if the topology is not perfect. This same averaging principle is in place when mapping finer spatial resolutions to 50x50cm\n",
    "\n",
    "# for the main loop, you'll see that we iterate over tiles. by using the \"Create grid\" tool in QGIS, we are able to create 32x32km grids (1024 km**2)\n",
    "# over the ASO LiDAR flights. For each grid, we subdivide all data within into 128x128 rasters of 50x50m spatial resolution (a little larger than 40 km**2).\n",
    "# All subvised tiles are kept as long as they contain some raster data. It should be noted that the ASO LiDAR data are clipped to a water basin\n",
    "# which might alarm some users that a lot of NaN values will exhibited by subtiles around the edges, but this is actually not the case after some \n",
    "# manual inspection. All subtiles have a significant-enough amount of data\n",
    "\n",
    "# for handling missing values, you'll see that we have \"gap maps\" or various features where there are gaps in the 'ground truth' snow depth,\n",
    "# sentinel-1 backscatter, and sentinel-2 multispectral data. The FCF data and elevation data do not have missing values so they didn't need to be handled\n",
    "# we can treet these maps as masks when processing the data and ml model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8fdce8e6-4c17-4933-928d-ca681584adda",
   "metadata": {},
   "outputs": [],
   "source": [
    "from glob import glob\n",
    "import numpy as np\n",
    "import xarray as xr\n",
    "import rasterio as rio\n",
    "import rioxarray as rxr\n",
    "import geopandas as gpd\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "from rioxarray import merge\n",
    "import gc\n",
    "from pyproj import Proj, transform\n",
    "import math\n",
    "import xdem\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c5ede579-055f-403e-8a30-4261ed912d88",
   "metadata": {},
   "outputs": [],
   "source": [
    "def open_all_data(aso_path, home_path):\n",
    "    aso_fn = aso_path.split('\\\\')[-1][:-4]\n",
    "    S1_snowon_path = glob(rf'{home_path}\\S1_rtc\\S1_snow-on_*_for_{aso_fn}.nc')[0]\n",
    "    S1_snowoff_path = glob(rf'{home_path}\\S1_rtc\\S1_snow-off_*_for_{aso_fn}.nc')[0]\n",
    "    S1_snowon_mean_path = glob(rf'{home_path}\\S1_rtc_mean\\S1_snow-on_*_for_{aso_fn}.nc')[0]\n",
    "    S1_snowoff_mean_path = glob(rf'{home_path}\\S1_rtc_mean\\S1_snow-off_*_for_{aso_fn}.nc')[0]\n",
    "    # i messed up the file naming for sentinel 2 when i preprocessed the data, so i have to do this\n",
    "    S2_path = glob(rf'{home_path}\\sentinel_2\\{aso_path.split('\\\\')[-1].split('_')[-2]}_for_{aso_fn}.nc')[0]\n",
    "    fcf_path = glob(rf'{home_path}\\fcf\\fcf_for_{aso_fn}.nc')[0]\n",
    "    dem_path = glob(rf'{home_path}\\cop30\\cop30_for_{aso_fn}.nc')[0]\n",
    "    \n",
    "    aso_ds = xr.open_dataset(aso_path).squeeze()\n",
    "    aso_ds = aso_ds.rename({'band_data': 'aso_sd'})\n",
    "    aso_ds['aso_sd'] = aso_ds['aso_sd'].where(aso_ds['aso_sd'] >= 0)\n",
    "    \n",
    "    S1_snowon_ds = xr.open_dataset(S1_snowon_path).squeeze()\n",
    "    S1_snowon_ds = S1_snowon_ds.rename({'vv': 'snowon_vv', 'vh':'snowon_vh'})\n",
    "    S1_snowon_ds = S1_snowon_ds.rio.reproject_match(aso_ds, resampling=rio.enums.Resampling.bilinear, crs=aso_ds.rio.crs)\n",
    "    S1_snowoff_ds = xr.open_dataset(S1_snowoff_path).squeeze()\n",
    "    S1_snowoff_ds = S1_snowoff_ds.rename({'vv': 'snowoff_vv', 'vh':'snowoff_vh'})\n",
    "    S1_snowoff_ds = S1_snowoff_ds.rio.reproject_match(aso_ds, resampling=rio.enums.Resampling.bilinear, crs=aso_ds.rio.crs)\n",
    "    \n",
    "    S1_snowon_mean_ds = xr.open_dataset(S1_snowon_mean_path).squeeze()\n",
    "    S1_snowon_mean_ds = S1_snowon_mean_ds.rename({'vv': 'snowon_vv_mean', 'vh':'snowon_vh_mean'})\n",
    "    S1_snowon_mean_ds = S1_snowon_mean_ds.rio.reproject_match(aso_ds, resampling=rio.enums.Resampling.bilinear, crs=aso_ds.rio.crs)\n",
    "    S1_snowoff_mean_ds = xr.open_dataset(S1_snowoff_mean_path).squeeze()\n",
    "    S1_snowoff_mean_ds = S1_snowoff_mean_ds.rename({'vv': 'snowoff_vv_mean', 'vh':'snowoff_vh_mean'})\n",
    "    S1_snowoff_mean_ds = S1_snowoff_mean_ds.rio.reproject_match(aso_ds, resampling=rio.enums.Resampling.bilinear, crs=aso_ds.rio.crs)\n",
    "    \n",
    "    S2_ds = xr.open_dataset(S2_path).squeeze()\n",
    "    S2_ds = S2_ds.rio.write_crs(aso_ds.rio.crs)\n",
    "    S2_ds = S2_ds.rio.reproject_match(aso_ds, resampling=rio.enums.Resampling.bilinear, crs=aso_ds.rio.crs) \n",
    "    \n",
    "    fcf_ds = xr.open_dataset(fcf_path).squeeze()\n",
    "    fcf_ds = fcf_ds.rename({'__xarray_dataarray_variable__': 'fcf'})\n",
    "    fcf_ds = fcf_ds.rio.reproject_match(aso_ds, resampling=rio.enums.Resampling.bilinear, crs=aso_ds.rio.crs)\n",
    "    \n",
    "    dem_ds = xr.open_dataset(dem_path).squeeze()\n",
    "    dem_ds = dem_ds.rio.write_crs(aso_ds.rio.crs)\n",
    "    dem_ds = dem_ds.rename({'__xarray_dataarray_variable__': 'elevation'})\n",
    "    dem_ds = dem_ds.rio.reproject_match(aso_ds, resampling=rio.enums.Resampling.bilinear, crs=aso_ds.rio.crs)\n",
    "    \n",
    "    ds_list = [aso_ds, S1_snowon_ds, S1_snowoff_ds, S2_ds, fcf_ds, dem_ds]\n",
    "    \n",
    "    ds = xr.merge(ds_list, compat='override', join='override').squeeze()\n",
    "\n",
    "    # add terrain variables\n",
    "    transform = (50, 0.0, ds.isel(x=0, y=0).x.item(), 0.0, 50, ds.isel(x=0, y=0).y.item())\n",
    "    dem = xdem.DEM.from_array(ds.elevation.values, transform, crs=ds.rio.crs)\n",
    "    ds['aspect'] = (('y', 'x'), xdem.terrain.aspect(dem).data.data)\n",
    "    ds['slope'] = (('y', 'x'), xdem.terrain.slope(dem).data.data)\n",
    "    ds['curvature'] = (('y', 'x'), xdem.terrain.curvature(dem).data.data)\n",
    "    ds['tpi'] = (('y', 'x'), xdem.terrain.topographic_position_index(dem).data.data)\n",
    "    ds['tri'] = (('y', 'x'), xdem.terrain.terrain_ruggedness_index(dem).data.data)\n",
    "\n",
    "    return aso_fn, ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "bcd056de-2e7f-4412-864c-afa30e4624a5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on utm10n file 0\n",
      "working on train_utm10n_32km.shp\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_American_20230131_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_American_20230131_clean\n",
      "total subsets from ASO_50M_SD_American_20230131_clean: 100\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_American_20230413_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_American_20230131_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230413_for_ASO_50M_SD_American_20230413_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_American_20230428_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_American_20230413_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230428_for_ASO_50M_SD_American_20230428_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_American_20230602_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_American_20230428_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230602_for_ASO_50M_SD_American_20230602_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20220310_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Feather_20220310_clean\n",
      "total subsets from ASO_50M_SD_Feather_20220310_clean: 185\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20220331_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Feather_20220310_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220331_for_ASO_50M_SD_Feather_20220331_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20220429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Feather_20220429_clean\n",
      "total subsets from ASO_50M_SD_Feather_20220429_clean: 185\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20230206_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Feather_20220429_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230206_for_ASO_50M_SD_Feather_20230206_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20230409_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Feather_20230409_clean\n",
      "total subsets from ASO_50M_SD_Feather_20230409_clean: 185\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20230428_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Feather_20230409_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230428_for_ASO_50M_SD_Feather_20230428_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20230618_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Feather_20230618_clean\n",
      "total subsets from ASO_50M_SD_Feather_20230618_clean: 188\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_LowerPit_20230212_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Feather_20230618_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230212_for_ASO_50M_SD_LowerPit_20230212_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_LowerPit_20230425_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_LowerPit_20230212_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230425_for_ASO_50M_SD_LowerPit_20230425_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_LowerPit_20230511_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_LowerPit_20230425_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230511_for_ASO_50M_SD_LowerPit_20230511_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_SacramentoMcCloud_20230209_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_LowerPit_20230511_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230209_for_ASO_50M_SD_SacramentoMcCloud_20230209_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_SacramentoMcCloud_20230424_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SacramentoMcCloud_20230209_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230424_for_ASO_50M_SD_SacramentoMcCloud_20230424_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_SacramentoMcCloud_20230515_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SacramentoMcCloud_20230424_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230515_for_ASO_50M_SD_SacramentoMcCloud_20230515_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Sprague_20230514_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Sprague_20230514_clean\n",
      "total subsets from ASO_50M_SD_Sprague_20230514_clean: 58\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20220310_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Truckee_20220310_clean\n",
      "total subsets from ASO_50M_SD_Truckee_20220310_clean: 90\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20220408_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Truckee_20220310_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220408_for_ASO_50M_SD_Truckee_20220408_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20220514_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Truckee_20220514_clean\n",
      "total subsets from ASO_50M_SD_Truckee_20220514_clean: 90\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20230409_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Truckee_20220514_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230409_for_ASO_50M_SD_Truckee_20230409_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20230511_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Truckee_20230409_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230511_for_ASO_50M_SD_Truckee_20230511_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20230608_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Truckee_20230608_clean\n",
      "total subsets from ASO_50M_SD_Truckee_20230608_clean: 91\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_USWAOL_20160208_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USWAOL_20160208_clean\n",
      "total subsets from ASO_50M_SD_USWAOL_20160208_clean: 71\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_USWAOL_20160329_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USWAOL_20160208_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160329_for_ASO_50M_SD_USWAOL_20160329_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230128_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USWAOL_20160329_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230128_for_ASO_50M_SD_Yuba_20230128_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230405_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Yuba_20230128_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230405_for_ASO_50M_SD_Yuba_20230405_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230426_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Yuba_20230405_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230426_for_ASO_50M_SD_Yuba_20230426_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230531_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Yuba_20230426_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230531_for_ASO_50M_SD_Yuba_20230531_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230625_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Yuba_20230531_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230625_for_ASO_50M_SD_Yuba_20230625_clean.nc\n",
      "working on test_utm10n_32km.shp\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_American_20230131_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_American_20230131_clean\n",
      "total subsets from ASO_50M_SD_American_20230131_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_American_20230413_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_American_20230131_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230413_for_ASO_50M_SD_American_20230413_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_American_20230428_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_American_20230413_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230428_for_ASO_50M_SD_American_20230428_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_American_20230602_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_American_20230428_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230602_for_ASO_50M_SD_American_20230602_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20220310_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Feather_20220310_clean\n",
      "total subsets from ASO_50M_SD_Feather_20220310_clean: 26\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20220331_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Feather_20220310_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220331_for_ASO_50M_SD_Feather_20220331_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20220429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Feather_20220429_clean\n",
      "total subsets from ASO_50M_SD_Feather_20220429_clean: 26\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20230206_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Feather_20220429_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230206_for_ASO_50M_SD_Feather_20230206_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20230409_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Feather_20230409_clean\n",
      "total subsets from ASO_50M_SD_Feather_20230409_clean: 26\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20230428_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Feather_20230409_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230428_for_ASO_50M_SD_Feather_20230428_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20230618_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Feather_20230618_clean\n",
      "total subsets from ASO_50M_SD_Feather_20230618_clean: 24\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_LowerPit_20230212_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Feather_20230618_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230212_for_ASO_50M_SD_LowerPit_20230212_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_LowerPit_20230425_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_LowerPit_20230212_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230425_for_ASO_50M_SD_LowerPit_20230425_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_LowerPit_20230511_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_LowerPit_20230425_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230511_for_ASO_50M_SD_LowerPit_20230511_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_SacramentoMcCloud_20230209_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_LowerPit_20230511_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230209_for_ASO_50M_SD_SacramentoMcCloud_20230209_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_SacramentoMcCloud_20230424_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SacramentoMcCloud_20230209_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230424_for_ASO_50M_SD_SacramentoMcCloud_20230424_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_SacramentoMcCloud_20230515_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SacramentoMcCloud_20230424_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230515_for_ASO_50M_SD_SacramentoMcCloud_20230515_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Sprague_20230514_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Sprague_20230514_clean\n",
      "total subsets from ASO_50M_SD_Sprague_20230514_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20220310_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Truckee_20220310_clean\n",
      "total subsets from ASO_50M_SD_Truckee_20220310_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20220408_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Truckee_20220310_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220408_for_ASO_50M_SD_Truckee_20220408_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20220514_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Truckee_20220514_clean\n",
      "total subsets from ASO_50M_SD_Truckee_20220514_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20230409_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Truckee_20220514_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230409_for_ASO_50M_SD_Truckee_20230409_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20230511_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Truckee_20230409_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230511_for_ASO_50M_SD_Truckee_20230511_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20230608_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Truckee_20230608_clean\n",
      "total subsets from ASO_50M_SD_Truckee_20230608_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_USWAOL_20160208_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USWAOL_20160208_clean\n",
      "total subsets from ASO_50M_SD_USWAOL_20160208_clean: 9\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_USWAOL_20160329_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USWAOL_20160208_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160329_for_ASO_50M_SD_USWAOL_20160329_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230128_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USWAOL_20160329_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230128_for_ASO_50M_SD_Yuba_20230128_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230405_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Yuba_20230128_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230405_for_ASO_50M_SD_Yuba_20230405_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230426_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Yuba_20230405_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230426_for_ASO_50M_SD_Yuba_20230426_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230531_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Yuba_20230426_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230531_for_ASO_50M_SD_Yuba_20230531_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230625_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Yuba_20230531_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230625_for_ASO_50M_SD_Yuba_20230625_clean.nc\n",
      "working on val_utm10n_32km.shp\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_American_20230131_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_American_20230131_clean\n",
      "total subsets from ASO_50M_SD_American_20230131_clean: 10\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_American_20230413_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_American_20230131_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230413_for_ASO_50M_SD_American_20230413_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_American_20230428_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_American_20230413_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230428_for_ASO_50M_SD_American_20230428_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_American_20230602_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_American_20230428_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230602_for_ASO_50M_SD_American_20230602_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20220310_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Feather_20220310_clean\n",
      "total subsets from ASO_50M_SD_Feather_20220310_clean: 38\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20220331_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Feather_20220310_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220331_for_ASO_50M_SD_Feather_20220331_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20220429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Feather_20220429_clean\n",
      "total subsets from ASO_50M_SD_Feather_20220429_clean: 38\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20230206_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Feather_20220429_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230206_for_ASO_50M_SD_Feather_20230206_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20230409_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Feather_20230409_clean\n",
      "total subsets from ASO_50M_SD_Feather_20230409_clean: 38\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20230428_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Feather_20230409_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230428_for_ASO_50M_SD_Feather_20230428_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20230618_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Feather_20230618_clean\n",
      "total subsets from ASO_50M_SD_Feather_20230618_clean: 38\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_LowerPit_20230212_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Feather_20230618_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230212_for_ASO_50M_SD_LowerPit_20230212_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_LowerPit_20230425_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_LowerPit_20230212_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230425_for_ASO_50M_SD_LowerPit_20230425_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_LowerPit_20230511_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_LowerPit_20230425_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230511_for_ASO_50M_SD_LowerPit_20230511_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_SacramentoMcCloud_20230209_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_LowerPit_20230511_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230209_for_ASO_50M_SD_SacramentoMcCloud_20230209_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_SacramentoMcCloud_20230424_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SacramentoMcCloud_20230209_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230424_for_ASO_50M_SD_SacramentoMcCloud_20230424_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_SacramentoMcCloud_20230515_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SacramentoMcCloud_20230424_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230515_for_ASO_50M_SD_SacramentoMcCloud_20230515_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Sprague_20230514_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Sprague_20230514_clean\n",
      "total subsets from ASO_50M_SD_Sprague_20230514_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20220310_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Truckee_20220310_clean\n",
      "total subsets from ASO_50M_SD_Truckee_20220310_clean: 5\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20220408_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Truckee_20220310_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220408_for_ASO_50M_SD_Truckee_20220408_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20220514_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Truckee_20220514_clean\n",
      "total subsets from ASO_50M_SD_Truckee_20220514_clean: 5\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20230409_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Truckee_20220514_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230409_for_ASO_50M_SD_Truckee_20230409_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20230511_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Truckee_20230409_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230511_for_ASO_50M_SD_Truckee_20230511_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20230608_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Truckee_20230608_clean\n",
      "total subsets from ASO_50M_SD_Truckee_20230608_clean: 5\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_USWAOL_20160208_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USWAOL_20160208_clean\n",
      "total subsets from ASO_50M_SD_USWAOL_20160208_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_USWAOL_20160329_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USWAOL_20160208_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160329_for_ASO_50M_SD_USWAOL_20160329_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230128_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USWAOL_20160329_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230128_for_ASO_50M_SD_Yuba_20230128_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230405_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Yuba_20230128_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230405_for_ASO_50M_SD_Yuba_20230405_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230426_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Yuba_20230405_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230426_for_ASO_50M_SD_Yuba_20230426_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230531_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Yuba_20230426_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230531_for_ASO_50M_SD_Yuba_20230531_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230625_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Yuba_20230531_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230625_for_ASO_50M_SD_Yuba_20230625_clean.nc\n",
      "working on utm11n file 1\n",
      "working on train_utm11n_32km.shp\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20220311_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Yuba_20230625_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220311_for_ASO_50M_SD_Carson_20220311_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20220406_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Carson_20220406_clean\n",
      "total subsets from ASO_50M_SD_Carson_20220406_clean: 56\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20220513_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Carson_20220406_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220513_for_ASO_50M_SD_Carson_20220513_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20230331_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Carson_20220513_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230331_for_ASO_50M_SD_Carson_20230331_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20230510_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Carson_20230331_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230510_for_ASO_50M_SD_Carson_20230510_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20230607_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Carson_20230510_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230607_for_ASO_50M_SD_Carson_20230607_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20210423_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kaweah_20210423_clean\n",
      "total subsets from ASO_50M_SD_Kaweah_20210423_clean: 30\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20210504_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20210423_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210504_for_ASO_50M_SD_Kaweah_20210504_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20220308_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20210504_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220308_for_ASO_50M_SD_Kaweah_20220308_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20220327_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kaweah_20220327_clean\n",
      "total subsets from ASO_50M_SD_Kaweah_20220327_clean: 30\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20220429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20220327_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220429_for_ASO_50M_SD_Kaweah_20220429_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20220517_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20220429_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220517_for_ASO_50M_SD_Kaweah_20220517_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230127_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20220517_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230127_for_ASO_50M_SD_Kaweah_20230127_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230307_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kaweah_20230307_clean\n",
      "total subsets from ASO_50M_SD_Kaweah_20230307_clean: 28\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230405_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20230307_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230405_for_ASO_50M_SD_Kaweah_20230405_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230423_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20230405_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230423_for_ASO_50M_SD_Kaweah_20230423_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230602_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kaweah_20230602_clean\n",
      "total subsets from ASO_50M_SD_Kaweah_20230602_clean: 30\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kern_20230204_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20230602_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230204_for_ASO_50M_SD_Kern_20230204_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kern_20230326_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kern_20230204_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230326_for_ASO_50M_SD_Kern_20230326_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kern_20230429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kern_20230326_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230429_for_ASO_50M_SD_Kern_20230429_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kern_20230603_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kern_20230429_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230603_for_ASO_50M_SD_Kern_20230603_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230122_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kern_20230603_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230122_for_ASO_50M_SD_Kings_20230122_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230316_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kings_20230122_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230316_for_ASO_50M_SD_Kings_20230316_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230331_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kings_20230316_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230331_for_ASO_50M_SD_Kings_20230331_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230421_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kings_20230421_clean\n",
      "total subsets from ASO_50M_SD_Kings_20230421_clean: 82\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230528_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kings_20230421_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230528_for_ASO_50M_SD_Kings_20230528_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230630_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kings_20230630_clean\n",
      "total subsets from ASO_50M_SD_Kings_20230630_clean: 96\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20200413_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kings_20230630_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200413_for_ASO_50M_SD_Merced_20200413_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20200507_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20200413_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200507_for_ASO_50M_SD_Merced_20200507_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20200521_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Merced_20200521_clean\n",
      "total subsets from ASO_50M_SD_Merced_20200521_clean: 31\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20200604_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20200521_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200604_for_ASO_50M_SD_Merced_20200604_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20210429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20200604_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210429_for_ASO_50M_SD_Merced_20210429_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20210526_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Merced_20210526_clean\n",
      "total subsets from ASO_50M_SD_Merced_20210526_clean: 56\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20220301_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20210526_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220301_for_ASO_50M_SD_Merced_20220301_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20220412_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20220301_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220412_for_ASO_50M_SD_Merced_20220412_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20220428_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20220412_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220428_for_ASO_50M_SD_Merced_20220428_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20220513_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20220428_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220513_for_ASO_50M_SD_Merced_20220513_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230131_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Merced_20230131_clean\n",
      "total subsets from ASO_50M_SD_Merced_20230131_clean: 57\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230303_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20230131_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230303_for_ASO_50M_SD_Merced_20230303_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230326_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20230303_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230326_for_ASO_50M_SD_Merced_20230326_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230515_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20230326_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230515_for_ASO_50M_SD_Merced_20230515_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230608_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20230515_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230608_for_ASO_50M_SD_Merced_20230608_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Mono_20230527_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20230608_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230527_for_ASO_50M_SD_Mono_20230527_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Mono_20230615_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Mono_20230615_clean\n",
      "total subsets from ASO_50M_SD_Mono_20230615_clean: 15\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Mono_20230702_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Mono_20230615_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230702_for_ASO_50M_SD_Mono_20230702_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20200523_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Mono_20230702_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200523_for_ASO_50M_SD_SanJoaquin_20200523_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20200608_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20200523_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200608_for_ASO_50M_SD_SanJoaquin_20200608_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20210226_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20200608_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210226_for_ASO_50M_SD_SanJoaquin_20210226_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20210331_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20210226_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210331_for_ASO_50M_SD_SanJoaquin_20210331_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20210503_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20210331_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210503_for_ASO_50M_SD_SanJoaquin_20210503_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20220206_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20210503_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220206_for_ASO_50M_SD_SanJoaquin_20220206_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20220316_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20220206_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220316_for_ASO_50M_SD_SanJoaquin_20220316_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20220417_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20220316_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220417_for_ASO_50M_SD_SanJoaquin_20220417_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20220430_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20220417_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220430_for_ASO_50M_SD_SanJoaquin_20220430_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230121_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_SanJoaquin_20230121_clean\n",
      "total subsets from ASO_50M_SD_SanJoaquin_20230121_clean: 107\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230317_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_SanJoaquin_20230317_clean\n",
      "total subsets from ASO_50M_SD_SanJoaquin_20230317_clean: 104\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230414_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20230317_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230414_for_ASO_50M_SD_SanJoaquin_20230414_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230523_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20230414_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230523_for_ASO_50M_SD_SanJoaquin_20230523_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230623_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20230523_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230623_for_ASO_50M_SD_SanJoaquin_20230623_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20200413_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20230623_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200413_for_ASO_50M_SD_Tuolumne_20200413_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20200507_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20200413_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200507_for_ASO_50M_SD_Tuolumne_20200507_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20210224_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20200507_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210224_for_ASO_50M_SD_Tuolumne_20210224_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20210429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Tuolumne_20210429_clean\n",
      "total subsets from ASO_50M_SD_Tuolumne_20210429_clean: 59\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220204_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20210429_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220204_for_ASO_50M_SD_Tuolumne_20220204_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220228_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Tuolumne_20220228_clean\n",
      "total subsets from ASO_50M_SD_Tuolumne_20220228_clean: 59\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220405_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20220228_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220405_for_ASO_50M_SD_Tuolumne_20220405_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Tuolumne_20220429_clean\n",
      "total subsets from ASO_50M_SD_Tuolumne_20220429_clean: 59\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220518_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20220429_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220518_for_ASO_50M_SD_Tuolumne_20220518_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230124_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Tuolumne_20230124_clean\n",
      "total subsets from ASO_50M_SD_Tuolumne_20230124_clean: 59\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230302_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Tuolumne_20230302_clean\n",
      "total subsets from ASO_50M_SD_Tuolumne_20230302_clean: 59\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230316_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20230302_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230316_for_ASO_50M_SD_Tuolumne_20230316_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230427_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20230316_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230427_for_ASO_50M_SD_Tuolumne_20230427_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230601_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20230427_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230601_for_ASO_50M_SD_Tuolumne_20230601_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230626_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20230601_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230626_for_ASO_50M_SD_Tuolumne_20230626_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_UpperOwensBasin_20230527_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20230626_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230527_for_ASO_50M_SD_UpperOwensBasin_20230527_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_UpperOwensBasin_20230615_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_UpperOwensBasin_20230615_clean\n",
      "total subsets from ASO_50M_SD_UpperOwensBasin_20230615_clean: 18\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_UpperOwensBasin_20230702_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_UpperOwensBasin_20230615_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230702_for_ASO_50M_SD_UpperOwensBasin_20230702_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAJW_20180423_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_UpperOwensBasin_20230702_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180423_for_ASO_50M_SD_USCAJW_20180423_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAJW_20180602_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAJW_20180423_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180602_for_ASO_50M_SD_USCAJW_20180602_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAJW_20190315_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAJW_20180602_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190315_for_ASO_50M_SD_USCAJW_20190315_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAJW_20190605_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAJW_20190315_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190605_for_ASO_50M_SD_USCAJW_20190605_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20180426_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAJW_20190605_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180426_for_ASO_50M_SD_USCAKC_20180426_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190316_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKC_20180426_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190316_for_ASO_50M_SD_USCAKC_20190316_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190326_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKC_20190316_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190326_for_ASO_50M_SD_USCAKC_20190326_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190418_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKC_20190326_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190418_for_ASO_50M_SD_USCAKC_20190418_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190427_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCAKC_20190427_clean\n",
      "total subsets from ASO_50M_SD_USCAKC_20190427_clean: 53\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190428_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKC_20190427_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190428_for_ASO_50M_SD_USCAKC_20190428_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190608_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCAKC_20190608_clean\n",
      "total subsets from ASO_50M_SD_USCAKC_20190608_clean: 64\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190611_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCAKC_20190611_clean\n",
      "total subsets from ASO_50M_SD_USCAKC_20190611_clean: 11\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKN_20180426_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKC_20190611_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180426_for_ASO_50M_SD_USCAKN_20180426_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKN_20190417_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCAKN_20190417_clean\n",
      "total subsets from ASO_50M_SD_USCAKN_20190417_clean: 12\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKW_20190317_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKN_20190417_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190317_for_ASO_50M_SD_USCAKW_20190317_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKW_20190324_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKW_20190317_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190324_for_ASO_50M_SD_USCAKW_20190324_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKW_20190421_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKW_20190324_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190421_for_ASO_50M_SD_USCAKW_20190421_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160509_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKW_20190421_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160509_for_ASO_50M_SD_USCALB_20160509_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160607_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20160509_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160607_for_ASO_50M_SD_USCALB_20160607_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160614_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20160607_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160614_for_ASO_50M_SD_USCALB_20160614_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160621_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20160614_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160621_for_ASO_50M_SD_USCALB_20160621_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160626_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20160621_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160626_for_ASO_50M_SD_USCALB_20160626_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20170128_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20160626_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170128_for_ASO_50M_SD_USCALB_20170128_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20170815_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20170128_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170815_for_ASO_50M_SD_USCALB_20170815_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20180422_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCALB_20180422_clean\n",
      "total subsets from ASO_50M_SD_USCALB_20180422_clean: 9\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20180601_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCALB_20180601_clean\n",
      "total subsets from ASO_50M_SD_USCALB_20180601_clean: 9\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190309_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20180601_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190309_for_ASO_50M_SD_USCALB_20190309_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190501_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20190309_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190501_for_ASO_50M_SD_USCALB_20190501_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190611_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCALB_20190611_clean\n",
      "total subsets from ASO_50M_SD_USCALB_20190611_clean: 8\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190703_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20190611_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190703_for_ASO_50M_SD_USCALB_20190703_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190715_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20190703_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190715_for_ASO_50M_SD_USCALB_20190715_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALV_20170717_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20190715_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170717_for_ASO_50M_SD_USCALV_20170717_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20180425_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALV_20170717_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180425_for_ASO_50M_SD_USCAMB_20180425_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20190329_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAMB_20180425_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190329_for_ASO_50M_SD_USCAMB_20190329_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20190604_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAMB_20190329_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190604_for_ASO_50M_SD_USCAMB_20190604_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20190703_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAMB_20190604_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190703_for_ASO_50M_SD_USCAMB_20190703_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20190716_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCAMB_20190716_clean\n",
      "total subsets from ASO_50M_SD_USCAMB_20190716_clean: 37\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCARC_20160412_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAMB_20190716_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160412_for_ASO_50M_SD_USCARC_20160412_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCARC_20170717_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCARC_20160412_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170717_for_ASO_50M_SD_USCARC_20170717_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20170718_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCARC_20170717_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170718_for_ASO_50M_SD_USCASF_20170718_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20180423_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20170718_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180423_for_ASO_50M_SD_USCASF_20180423_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20180601_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCASF_20180601_clean\n",
      "total subsets from ASO_50M_SD_USCASF_20180601_clean: 42\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190317_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20180601_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190317_for_ASO_50M_SD_USCASF_20190317_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190502_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCASF_20190502_clean\n",
      "total subsets from ASO_50M_SD_USCASF_20190502_clean: 42\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190609_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20190502_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190609_for_ASO_50M_SD_USCASF_20190609_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190704_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20190609_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190704_for_ASO_50M_SD_USCASF_20190704_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190714_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20190704_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190714_for_ASO_50M_SD_USCASF_20190714_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20170129_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20190714_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170129_for_ASO_50M_SD_USCASJ_20170129_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20170719_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20170129_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170719_for_ASO_50M_SD_USCASJ_20170719_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20170815_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20170719_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170815_for_ASO_50M_SD_USCASJ_20170815_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20180304_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20170815_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180304_for_ASO_50M_SD_USCASJ_20180304_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20180422_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCASJ_20180422_clean\n",
      "total subsets from ASO_50M_SD_USCASJ_20180422_clean: 49\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20180601_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCASJ_20180601_clean\n",
      "total subsets from ASO_50M_SD_USCASJ_20180601_clean: 71\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190325_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20180601_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190325_for_ASO_50M_SD_USCASJ_20190325_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190501_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20190325_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190501_for_ASO_50M_SD_USCASJ_20190501_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190614_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20190501_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190614_for_ASO_50M_SD_USCASJ_20190614_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190704_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20190614_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190704_for_ASO_50M_SD_USCASJ_20190704_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190713_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20190704_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190713_for_ASO_50M_SD_USCASJ_20190713_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160326_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20190713_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160326_for_ASO_50M_SD_USCATB_20160326_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160401_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160326_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160401_for_ASO_50M_SD_USCATB_20160401_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160407_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160401_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160407_for_ASO_50M_SD_USCATB_20160407_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160416_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160407_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160416_for_ASO_50M_SD_USCATB_20160416_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160426_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160416_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160426_for_ASO_50M_SD_USCATB_20160426_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160509_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160426_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160509_for_ASO_50M_SD_USCATB_20160509_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160527_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160509_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160527_for_ASO_50M_SD_USCATB_20160527_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160607_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160527_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160607_for_ASO_50M_SD_USCATB_20160607_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160708_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160607_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160708_for_ASO_50M_SD_USCATB_20160708_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20170717_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160708_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170717_for_ASO_50M_SD_USCATB_20170717_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20170727_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20170717_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170727_for_ASO_50M_SD_USCATB_20170727_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20170816_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20170727_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170816_for_ASO_50M_SD_USCATB_20170816_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20180423_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20170816_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180423_for_ASO_50M_SD_USCATB_20180423_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20180528_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20180423_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180528_for_ASO_50M_SD_USCATB_20180528_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190324_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20180528_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190324_for_ASO_50M_SD_USCATE_20190324_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190417_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCATE_20190417_clean\n",
      "total subsets from ASO_50M_SD_USCATE_20190417_clean: 37\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190503_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATE_20190417_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190503_for_ASO_50M_SD_USCATE_20190503_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190613_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATE_20190503_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190613_for_ASO_50M_SD_USCATE_20190613_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190705_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATE_20190613_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190705_for_ASO_50M_SD_USCATE_20190705_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDBS_20200218_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATE_20190705_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200218_for_ASO_50M_SD_USIDBS_20200218_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDBS_20210315_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USIDBS_20200218_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210315_for_ASO_50M_SD_USIDBS_20210315_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDDC_20200219_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USIDBS_20210315_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200219_for_ASO_50M_SD_USIDDC_20200219_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDMC_20200209_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USIDDC_20200219_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200209_for_ASO_50M_SD_USIDMC_20200209_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDMC_20210315_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USIDMC_20200209_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210315_for_ASO_50M_SD_USIDMC_20210315_clean.nc\n",
      "working on test_utm11n_32km.shp\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20220311_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USIDMC_20210315_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220311_for_ASO_50M_SD_Carson_20220311_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20220406_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Carson_20220406_clean\n",
      "total subsets from ASO_50M_SD_Carson_20220406_clean: 4\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20220513_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Carson_20220406_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220513_for_ASO_50M_SD_Carson_20220513_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20230331_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Carson_20220513_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230331_for_ASO_50M_SD_Carson_20230331_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20230510_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Carson_20230331_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230510_for_ASO_50M_SD_Carson_20230510_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20230607_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Carson_20230510_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230607_for_ASO_50M_SD_Carson_20230607_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20210423_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kaweah_20210423_clean\n",
      "total subsets from ASO_50M_SD_Kaweah_20210423_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20210504_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20210423_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210504_for_ASO_50M_SD_Kaweah_20210504_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20220308_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20210504_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220308_for_ASO_50M_SD_Kaweah_20220308_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20220327_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kaweah_20220327_clean\n",
      "total subsets from ASO_50M_SD_Kaweah_20220327_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20220429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20220327_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220429_for_ASO_50M_SD_Kaweah_20220429_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20220517_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20220429_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220517_for_ASO_50M_SD_Kaweah_20220517_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230127_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20220517_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230127_for_ASO_50M_SD_Kaweah_20230127_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230307_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kaweah_20230307_clean\n",
      "total subsets from ASO_50M_SD_Kaweah_20230307_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230405_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20230307_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230405_for_ASO_50M_SD_Kaweah_20230405_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230423_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20230405_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230423_for_ASO_50M_SD_Kaweah_20230423_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230602_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kaweah_20230602_clean\n",
      "total subsets from ASO_50M_SD_Kaweah_20230602_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kern_20230204_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20230602_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230204_for_ASO_50M_SD_Kern_20230204_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kern_20230326_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kern_20230204_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230326_for_ASO_50M_SD_Kern_20230326_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kern_20230429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kern_20230326_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230429_for_ASO_50M_SD_Kern_20230429_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kern_20230603_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kern_20230429_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230603_for_ASO_50M_SD_Kern_20230603_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230122_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kern_20230603_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230122_for_ASO_50M_SD_Kings_20230122_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230316_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kings_20230122_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230316_for_ASO_50M_SD_Kings_20230316_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230331_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kings_20230316_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230331_for_ASO_50M_SD_Kings_20230331_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230421_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kings_20230421_clean\n",
      "total subsets from ASO_50M_SD_Kings_20230421_clean: 25\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230528_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kings_20230421_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230528_for_ASO_50M_SD_Kings_20230528_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230630_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kings_20230630_clean\n",
      "total subsets from ASO_50M_SD_Kings_20230630_clean: 25\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20200413_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kings_20230630_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200413_for_ASO_50M_SD_Merced_20200413_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20200507_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20200413_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200507_for_ASO_50M_SD_Merced_20200507_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20200521_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Merced_20200521_clean\n",
      "total subsets from ASO_50M_SD_Merced_20200521_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20200604_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20200521_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200604_for_ASO_50M_SD_Merced_20200604_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20210429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20200604_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210429_for_ASO_50M_SD_Merced_20210429_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20210526_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Merced_20210526_clean\n",
      "total subsets from ASO_50M_SD_Merced_20210526_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20220301_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20210526_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220301_for_ASO_50M_SD_Merced_20220301_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20220412_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20220301_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220412_for_ASO_50M_SD_Merced_20220412_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20220428_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20220412_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220428_for_ASO_50M_SD_Merced_20220428_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20220513_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20220428_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220513_for_ASO_50M_SD_Merced_20220513_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230131_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Merced_20230131_clean\n",
      "total subsets from ASO_50M_SD_Merced_20230131_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230303_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20230131_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230303_for_ASO_50M_SD_Merced_20230303_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230326_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20230303_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230326_for_ASO_50M_SD_Merced_20230326_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230515_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20230326_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230515_for_ASO_50M_SD_Merced_20230515_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230608_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20230515_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230608_for_ASO_50M_SD_Merced_20230608_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Mono_20230527_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20230608_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230527_for_ASO_50M_SD_Mono_20230527_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Mono_20230615_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Mono_20230615_clean\n",
      "total subsets from ASO_50M_SD_Mono_20230615_clean: 10\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Mono_20230702_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Mono_20230615_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230702_for_ASO_50M_SD_Mono_20230702_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20200523_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Mono_20230702_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200523_for_ASO_50M_SD_SanJoaquin_20200523_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20200608_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20200523_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200608_for_ASO_50M_SD_SanJoaquin_20200608_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20210226_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20200608_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210226_for_ASO_50M_SD_SanJoaquin_20210226_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20210331_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20210226_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210331_for_ASO_50M_SD_SanJoaquin_20210331_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20210503_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20210331_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210503_for_ASO_50M_SD_SanJoaquin_20210503_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20220206_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20210503_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220206_for_ASO_50M_SD_SanJoaquin_20220206_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20220316_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20220206_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220316_for_ASO_50M_SD_SanJoaquin_20220316_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20220417_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20220316_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220417_for_ASO_50M_SD_SanJoaquin_20220417_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20220430_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20220417_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220430_for_ASO_50M_SD_SanJoaquin_20220430_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230121_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_SanJoaquin_20230121_clean\n",
      "total subsets from ASO_50M_SD_SanJoaquin_20230121_clean: 6\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230317_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_SanJoaquin_20230317_clean\n",
      "total subsets from ASO_50M_SD_SanJoaquin_20230317_clean: 6\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230414_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20230317_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230414_for_ASO_50M_SD_SanJoaquin_20230414_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230523_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20230414_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230523_for_ASO_50M_SD_SanJoaquin_20230523_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230623_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20230523_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230623_for_ASO_50M_SD_SanJoaquin_20230623_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20200413_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20230623_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200413_for_ASO_50M_SD_Tuolumne_20200413_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20200507_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20200413_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200507_for_ASO_50M_SD_Tuolumne_20200507_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20210224_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20200507_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210224_for_ASO_50M_SD_Tuolumne_20210224_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20210429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Tuolumne_20210429_clean\n",
      "total subsets from ASO_50M_SD_Tuolumne_20210429_clean: 16\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220204_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20210429_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220204_for_ASO_50M_SD_Tuolumne_20220204_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220228_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Tuolumne_20220228_clean\n",
      "total subsets from ASO_50M_SD_Tuolumne_20220228_clean: 16\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220405_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20220228_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220405_for_ASO_50M_SD_Tuolumne_20220405_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Tuolumne_20220429_clean\n",
      "total subsets from ASO_50M_SD_Tuolumne_20220429_clean: 16\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220518_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20220429_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220518_for_ASO_50M_SD_Tuolumne_20220518_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230124_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Tuolumne_20230124_clean\n",
      "total subsets from ASO_50M_SD_Tuolumne_20230124_clean: 17\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230302_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Tuolumne_20230302_clean\n",
      "total subsets from ASO_50M_SD_Tuolumne_20230302_clean: 16\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230316_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20230302_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230316_for_ASO_50M_SD_Tuolumne_20230316_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230427_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20230316_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230427_for_ASO_50M_SD_Tuolumne_20230427_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230601_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20230427_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230601_for_ASO_50M_SD_Tuolumne_20230601_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230626_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20230601_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230626_for_ASO_50M_SD_Tuolumne_20230626_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_UpperOwensBasin_20230527_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20230626_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230527_for_ASO_50M_SD_UpperOwensBasin_20230527_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_UpperOwensBasin_20230615_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_UpperOwensBasin_20230615_clean\n",
      "total subsets from ASO_50M_SD_UpperOwensBasin_20230615_clean: 1\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_UpperOwensBasin_20230702_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_UpperOwensBasin_20230615_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230702_for_ASO_50M_SD_UpperOwensBasin_20230702_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAJW_20180423_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_UpperOwensBasin_20230702_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180423_for_ASO_50M_SD_USCAJW_20180423_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAJW_20180602_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAJW_20180423_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180602_for_ASO_50M_SD_USCAJW_20180602_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAJW_20190315_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAJW_20180602_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190315_for_ASO_50M_SD_USCAJW_20190315_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAJW_20190605_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAJW_20190315_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190605_for_ASO_50M_SD_USCAJW_20190605_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20180426_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAJW_20190605_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180426_for_ASO_50M_SD_USCAKC_20180426_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190316_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKC_20180426_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190316_for_ASO_50M_SD_USCAKC_20190316_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190326_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKC_20190316_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190326_for_ASO_50M_SD_USCAKC_20190326_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190418_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKC_20190326_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190418_for_ASO_50M_SD_USCAKC_20190418_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190427_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCAKC_20190427_clean\n",
      "total subsets from ASO_50M_SD_USCAKC_20190427_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190428_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKC_20190427_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190428_for_ASO_50M_SD_USCAKC_20190428_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190608_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCAKC_20190608_clean\n",
      "total subsets from ASO_50M_SD_USCAKC_20190608_clean: 3\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190611_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCAKC_20190611_clean\n",
      "total subsets from ASO_50M_SD_USCAKC_20190611_clean: 21\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKN_20180426_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKC_20190611_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180426_for_ASO_50M_SD_USCAKN_20180426_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKN_20190417_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCAKN_20190417_clean\n",
      "total subsets from ASO_50M_SD_USCAKN_20190417_clean: 24\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKW_20190317_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKN_20190417_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190317_for_ASO_50M_SD_USCAKW_20190317_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKW_20190324_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKW_20190317_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190324_for_ASO_50M_SD_USCAKW_20190324_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKW_20190421_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKW_20190324_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190421_for_ASO_50M_SD_USCAKW_20190421_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160509_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKW_20190421_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160509_for_ASO_50M_SD_USCALB_20160509_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160607_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20160509_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160607_for_ASO_50M_SD_USCALB_20160607_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160614_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20160607_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160614_for_ASO_50M_SD_USCALB_20160614_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160621_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20160614_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160621_for_ASO_50M_SD_USCALB_20160621_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160626_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20160621_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160626_for_ASO_50M_SD_USCALB_20160626_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20170128_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20160626_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170128_for_ASO_50M_SD_USCALB_20170128_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20170815_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20170128_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170815_for_ASO_50M_SD_USCALB_20170815_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20180422_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCALB_20180422_clean\n",
      "total subsets from ASO_50M_SD_USCALB_20180422_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20180601_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCALB_20180601_clean\n",
      "total subsets from ASO_50M_SD_USCALB_20180601_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190309_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20180601_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190309_for_ASO_50M_SD_USCALB_20190309_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190501_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20190309_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190501_for_ASO_50M_SD_USCALB_20190501_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190611_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCALB_20190611_clean\n",
      "total subsets from ASO_50M_SD_USCALB_20190611_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190703_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20190611_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190703_for_ASO_50M_SD_USCALB_20190703_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190715_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20190703_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190715_for_ASO_50M_SD_USCALB_20190715_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALV_20170717_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20190715_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170717_for_ASO_50M_SD_USCALV_20170717_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20180425_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALV_20170717_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180425_for_ASO_50M_SD_USCAMB_20180425_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20190329_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAMB_20180425_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190329_for_ASO_50M_SD_USCAMB_20190329_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20190604_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAMB_20190329_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190604_for_ASO_50M_SD_USCAMB_20190604_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20190703_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAMB_20190604_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190703_for_ASO_50M_SD_USCAMB_20190703_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20190716_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCAMB_20190716_clean\n",
      "total subsets from ASO_50M_SD_USCAMB_20190716_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCARC_20160412_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAMB_20190716_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160412_for_ASO_50M_SD_USCARC_20160412_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCARC_20170717_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCARC_20160412_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170717_for_ASO_50M_SD_USCARC_20170717_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20170718_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCARC_20170717_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170718_for_ASO_50M_SD_USCASF_20170718_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20180423_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20170718_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180423_for_ASO_50M_SD_USCASF_20180423_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20180601_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCASF_20180601_clean\n",
      "total subsets from ASO_50M_SD_USCASF_20180601_clean: 4\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190317_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20180601_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190317_for_ASO_50M_SD_USCASF_20190317_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190502_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCASF_20190502_clean\n",
      "total subsets from ASO_50M_SD_USCASF_20190502_clean: 4\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190609_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20190502_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190609_for_ASO_50M_SD_USCASF_20190609_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190704_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20190609_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190704_for_ASO_50M_SD_USCASF_20190704_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190714_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20190704_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190714_for_ASO_50M_SD_USCASF_20190714_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20170129_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20190714_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170129_for_ASO_50M_SD_USCASJ_20170129_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20170719_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20170129_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170719_for_ASO_50M_SD_USCASJ_20170719_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20170815_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20170719_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170815_for_ASO_50M_SD_USCASJ_20170815_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20180304_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20170815_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180304_for_ASO_50M_SD_USCASJ_20180304_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20180422_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCASJ_20180422_clean\n",
      "total subsets from ASO_50M_SD_USCASJ_20180422_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20180601_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCASJ_20180601_clean\n",
      "total subsets from ASO_50M_SD_USCASJ_20180601_clean: 1\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190325_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20180601_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190325_for_ASO_50M_SD_USCASJ_20190325_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190501_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20190325_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190501_for_ASO_50M_SD_USCASJ_20190501_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190614_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20190501_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190614_for_ASO_50M_SD_USCASJ_20190614_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190704_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20190614_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190704_for_ASO_50M_SD_USCASJ_20190704_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190713_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20190704_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190713_for_ASO_50M_SD_USCASJ_20190713_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160326_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20190713_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160326_for_ASO_50M_SD_USCATB_20160326_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160401_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160326_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160401_for_ASO_50M_SD_USCATB_20160401_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160407_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160401_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160407_for_ASO_50M_SD_USCATB_20160407_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160416_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160407_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160416_for_ASO_50M_SD_USCATB_20160416_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160426_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160416_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160426_for_ASO_50M_SD_USCATB_20160426_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160509_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160426_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160509_for_ASO_50M_SD_USCATB_20160509_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160527_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160509_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160527_for_ASO_50M_SD_USCATB_20160527_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160607_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160527_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160607_for_ASO_50M_SD_USCATB_20160607_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160708_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160607_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160708_for_ASO_50M_SD_USCATB_20160708_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20170717_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160708_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170717_for_ASO_50M_SD_USCATB_20170717_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20170727_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20170717_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170727_for_ASO_50M_SD_USCATB_20170727_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20170816_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20170727_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170816_for_ASO_50M_SD_USCATB_20170816_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20180423_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20170816_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180423_for_ASO_50M_SD_USCATB_20180423_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20180528_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20180423_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180528_for_ASO_50M_SD_USCATB_20180528_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190324_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20180528_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190324_for_ASO_50M_SD_USCATE_20190324_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190417_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCATE_20190417_clean\n",
      "total subsets from ASO_50M_SD_USCATE_20190417_clean: 17\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190503_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATE_20190417_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190503_for_ASO_50M_SD_USCATE_20190503_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190613_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATE_20190503_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190613_for_ASO_50M_SD_USCATE_20190613_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190705_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATE_20190613_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190705_for_ASO_50M_SD_USCATE_20190705_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDBS_20200218_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATE_20190705_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200218_for_ASO_50M_SD_USIDBS_20200218_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDBS_20210315_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USIDBS_20200218_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210315_for_ASO_50M_SD_USIDBS_20210315_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDDC_20200219_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USIDBS_20210315_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200219_for_ASO_50M_SD_USIDDC_20200219_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDMC_20200209_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USIDDC_20200219_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200209_for_ASO_50M_SD_USIDMC_20200209_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDMC_20210315_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USIDMC_20200209_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210315_for_ASO_50M_SD_USIDMC_20210315_clean.nc\n",
      "working on val_utm11n_32km.shp\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20220311_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USIDMC_20210315_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220311_for_ASO_50M_SD_Carson_20220311_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20220406_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Carson_20220406_clean\n",
      "total subsets from ASO_50M_SD_Carson_20220406_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20220513_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Carson_20220406_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220513_for_ASO_50M_SD_Carson_20220513_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20230331_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Carson_20220513_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230331_for_ASO_50M_SD_Carson_20230331_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20230510_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Carson_20230331_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230510_for_ASO_50M_SD_Carson_20230510_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20230607_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Carson_20230510_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230607_for_ASO_50M_SD_Carson_20230607_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20210423_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kaweah_20210423_clean\n",
      "total subsets from ASO_50M_SD_Kaweah_20210423_clean: 20\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20210504_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20210423_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210504_for_ASO_50M_SD_Kaweah_20210504_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20220308_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20210504_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220308_for_ASO_50M_SD_Kaweah_20220308_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20220327_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kaweah_20220327_clean\n",
      "total subsets from ASO_50M_SD_Kaweah_20220327_clean: 20\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20220429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20220327_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220429_for_ASO_50M_SD_Kaweah_20220429_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20220517_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20220429_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220517_for_ASO_50M_SD_Kaweah_20220517_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230127_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20220517_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230127_for_ASO_50M_SD_Kaweah_20230127_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230307_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kaweah_20230307_clean\n",
      "total subsets from ASO_50M_SD_Kaweah_20230307_clean: 20\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230405_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20230307_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230405_for_ASO_50M_SD_Kaweah_20230405_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230423_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20230405_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230423_for_ASO_50M_SD_Kaweah_20230423_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230602_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kaweah_20230602_clean\n",
      "total subsets from ASO_50M_SD_Kaweah_20230602_clean: 20\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kern_20230204_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kaweah_20230602_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230204_for_ASO_50M_SD_Kern_20230204_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kern_20230326_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kern_20230204_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230326_for_ASO_50M_SD_Kern_20230326_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kern_20230429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kern_20230326_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230429_for_ASO_50M_SD_Kern_20230429_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kern_20230603_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kern_20230429_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230603_for_ASO_50M_SD_Kern_20230603_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230122_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kern_20230603_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230122_for_ASO_50M_SD_Kings_20230122_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230316_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kings_20230122_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230316_for_ASO_50M_SD_Kings_20230316_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230331_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kings_20230316_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230331_for_ASO_50M_SD_Kings_20230331_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230421_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kings_20230421_clean\n",
      "total subsets from ASO_50M_SD_Kings_20230421_clean: 10\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230528_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kings_20230421_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230528_for_ASO_50M_SD_Kings_20230528_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230630_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Kings_20230630_clean\n",
      "total subsets from ASO_50M_SD_Kings_20230630_clean: 16\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20200413_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Kings_20230630_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200413_for_ASO_50M_SD_Merced_20200413_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20200507_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20200413_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200507_for_ASO_50M_SD_Merced_20200507_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20200521_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Merced_20200521_clean\n",
      "total subsets from ASO_50M_SD_Merced_20200521_clean: 5\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20200604_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20200521_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200604_for_ASO_50M_SD_Merced_20200604_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20210429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20200604_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210429_for_ASO_50M_SD_Merced_20210429_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20210526_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Merced_20210526_clean\n",
      "total subsets from ASO_50M_SD_Merced_20210526_clean: 6\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20220301_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20210526_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220301_for_ASO_50M_SD_Merced_20220301_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20220412_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20220301_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220412_for_ASO_50M_SD_Merced_20220412_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20220428_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20220412_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220428_for_ASO_50M_SD_Merced_20220428_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20220513_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20220428_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220513_for_ASO_50M_SD_Merced_20220513_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230131_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Merced_20230131_clean\n",
      "total subsets from ASO_50M_SD_Merced_20230131_clean: 6\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230303_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20230131_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230303_for_ASO_50M_SD_Merced_20230303_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230326_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20230303_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230326_for_ASO_50M_SD_Merced_20230326_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230515_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20230326_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230515_for_ASO_50M_SD_Merced_20230515_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230608_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20230515_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230608_for_ASO_50M_SD_Merced_20230608_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Mono_20230527_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Merced_20230608_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230527_for_ASO_50M_SD_Mono_20230527_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Mono_20230615_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Mono_20230615_clean\n",
      "total subsets from ASO_50M_SD_Mono_20230615_clean: 1\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Mono_20230702_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Mono_20230615_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230702_for_ASO_50M_SD_Mono_20230702_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20200523_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Mono_20230702_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200523_for_ASO_50M_SD_SanJoaquin_20200523_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20200608_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20200523_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200608_for_ASO_50M_SD_SanJoaquin_20200608_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20210226_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20200608_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210226_for_ASO_50M_SD_SanJoaquin_20210226_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20210331_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20210226_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210331_for_ASO_50M_SD_SanJoaquin_20210331_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20210503_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20210331_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210503_for_ASO_50M_SD_SanJoaquin_20210503_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20220206_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20210503_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220206_for_ASO_50M_SD_SanJoaquin_20220206_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20220316_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20220206_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220316_for_ASO_50M_SD_SanJoaquin_20220316_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20220417_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20220316_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220417_for_ASO_50M_SD_SanJoaquin_20220417_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20220430_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20220417_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220430_for_ASO_50M_SD_SanJoaquin_20220430_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230121_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_SanJoaquin_20230121_clean\n",
      "total subsets from ASO_50M_SD_SanJoaquin_20230121_clean: 17\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230317_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_SanJoaquin_20230317_clean\n",
      "total subsets from ASO_50M_SD_SanJoaquin_20230317_clean: 17\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230414_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20230317_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230414_for_ASO_50M_SD_SanJoaquin_20230414_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230523_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20230414_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230523_for_ASO_50M_SD_SanJoaquin_20230523_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230623_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20230523_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230623_for_ASO_50M_SD_SanJoaquin_20230623_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20200413_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_SanJoaquin_20230623_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200413_for_ASO_50M_SD_Tuolumne_20200413_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20200507_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20200413_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200507_for_ASO_50M_SD_Tuolumne_20200507_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20210224_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20200507_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210224_for_ASO_50M_SD_Tuolumne_20210224_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20210429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Tuolumne_20210429_clean\n",
      "total subsets from ASO_50M_SD_Tuolumne_20210429_clean: 24\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220204_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20210429_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220204_for_ASO_50M_SD_Tuolumne_20220204_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220228_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Tuolumne_20220228_clean\n",
      "total subsets from ASO_50M_SD_Tuolumne_20220228_clean: 24\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220405_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20220228_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220405_for_ASO_50M_SD_Tuolumne_20220405_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220429_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Tuolumne_20220429_clean\n",
      "total subsets from ASO_50M_SD_Tuolumne_20220429_clean: 24\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220518_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20220429_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220518_for_ASO_50M_SD_Tuolumne_20220518_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230124_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Tuolumne_20230124_clean\n",
      "total subsets from ASO_50M_SD_Tuolumne_20230124_clean: 24\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230302_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Tuolumne_20230302_clean\n",
      "total subsets from ASO_50M_SD_Tuolumne_20230302_clean: 24\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230316_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20230302_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230316_for_ASO_50M_SD_Tuolumne_20230316_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230427_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20230316_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230427_for_ASO_50M_SD_Tuolumne_20230427_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230601_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20230427_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230601_for_ASO_50M_SD_Tuolumne_20230601_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230626_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20230601_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230626_for_ASO_50M_SD_Tuolumne_20230626_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_UpperOwensBasin_20230527_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Tuolumne_20230626_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230527_for_ASO_50M_SD_UpperOwensBasin_20230527_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_UpperOwensBasin_20230615_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_UpperOwensBasin_20230615_clean\n",
      "total subsets from ASO_50M_SD_UpperOwensBasin_20230615_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_UpperOwensBasin_20230702_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_UpperOwensBasin_20230615_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230702_for_ASO_50M_SD_UpperOwensBasin_20230702_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAJW_20180423_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_UpperOwensBasin_20230702_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180423_for_ASO_50M_SD_USCAJW_20180423_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAJW_20180602_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAJW_20180423_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180602_for_ASO_50M_SD_USCAJW_20180602_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAJW_20190315_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAJW_20180602_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190315_for_ASO_50M_SD_USCAJW_20190315_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAJW_20190605_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAJW_20190315_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190605_for_ASO_50M_SD_USCAJW_20190605_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20180426_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAJW_20190605_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180426_for_ASO_50M_SD_USCAKC_20180426_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190316_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKC_20180426_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190316_for_ASO_50M_SD_USCAKC_20190316_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190326_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKC_20190316_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190326_for_ASO_50M_SD_USCAKC_20190326_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190418_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKC_20190326_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190418_for_ASO_50M_SD_USCAKC_20190418_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190427_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCAKC_20190427_clean\n",
      "total subsets from ASO_50M_SD_USCAKC_20190427_clean: 6\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190428_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKC_20190427_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190428_for_ASO_50M_SD_USCAKC_20190428_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190608_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCAKC_20190608_clean\n",
      "total subsets from ASO_50M_SD_USCAKC_20190608_clean: 4\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190611_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCAKC_20190611_clean\n",
      "total subsets from ASO_50M_SD_USCAKC_20190611_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKN_20180426_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKC_20190611_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180426_for_ASO_50M_SD_USCAKN_20180426_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKN_20190417_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCAKN_20190417_clean\n",
      "total subsets from ASO_50M_SD_USCAKN_20190417_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKW_20190317_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKN_20190417_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190317_for_ASO_50M_SD_USCAKW_20190317_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKW_20190324_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKW_20190317_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190324_for_ASO_50M_SD_USCAKW_20190324_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKW_20190421_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKW_20190324_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190421_for_ASO_50M_SD_USCAKW_20190421_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160509_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAKW_20190421_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160509_for_ASO_50M_SD_USCALB_20160509_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160607_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20160509_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160607_for_ASO_50M_SD_USCALB_20160607_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160614_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20160607_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160614_for_ASO_50M_SD_USCALB_20160614_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160621_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20160614_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160621_for_ASO_50M_SD_USCALB_20160621_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160626_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20160621_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160626_for_ASO_50M_SD_USCALB_20160626_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20170128_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20160626_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170128_for_ASO_50M_SD_USCALB_20170128_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20170815_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20170128_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170815_for_ASO_50M_SD_USCALB_20170815_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20180422_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCALB_20180422_clean\n",
      "total subsets from ASO_50M_SD_USCALB_20180422_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20180601_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCALB_20180601_clean\n",
      "total subsets from ASO_50M_SD_USCALB_20180601_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190309_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20180601_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190309_for_ASO_50M_SD_USCALB_20190309_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190501_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20190309_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190501_for_ASO_50M_SD_USCALB_20190501_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190611_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCALB_20190611_clean\n",
      "total subsets from ASO_50M_SD_USCALB_20190611_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190703_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20190611_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190703_for_ASO_50M_SD_USCALB_20190703_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190715_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20190703_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190715_for_ASO_50M_SD_USCALB_20190715_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALV_20170717_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALB_20190715_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170717_for_ASO_50M_SD_USCALV_20170717_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20180425_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCALV_20170717_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180425_for_ASO_50M_SD_USCAMB_20180425_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20190329_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAMB_20180425_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190329_for_ASO_50M_SD_USCAMB_20190329_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20190604_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAMB_20190329_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190604_for_ASO_50M_SD_USCAMB_20190604_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20190703_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAMB_20190604_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190703_for_ASO_50M_SD_USCAMB_20190703_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20190716_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCAMB_20190716_clean\n",
      "total subsets from ASO_50M_SD_USCAMB_20190716_clean: 6\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCARC_20160412_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCAMB_20190716_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160412_for_ASO_50M_SD_USCARC_20160412_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCARC_20170717_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCARC_20160412_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170717_for_ASO_50M_SD_USCARC_20170717_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20170718_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCARC_20170717_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170718_for_ASO_50M_SD_USCASF_20170718_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20180423_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20170718_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180423_for_ASO_50M_SD_USCASF_20180423_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20180601_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCASF_20180601_clean\n",
      "total subsets from ASO_50M_SD_USCASF_20180601_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190317_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20180601_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190317_for_ASO_50M_SD_USCASF_20190317_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190502_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCASF_20190502_clean\n",
      "total subsets from ASO_50M_SD_USCASF_20190502_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190609_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20190502_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190609_for_ASO_50M_SD_USCASF_20190609_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190704_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20190609_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190704_for_ASO_50M_SD_USCASF_20190704_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190714_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20190704_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190714_for_ASO_50M_SD_USCASF_20190714_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20170129_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASF_20190714_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170129_for_ASO_50M_SD_USCASJ_20170129_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20170719_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20170129_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170719_for_ASO_50M_SD_USCASJ_20170719_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20170815_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20170719_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170815_for_ASO_50M_SD_USCASJ_20170815_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20180304_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20170815_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180304_for_ASO_50M_SD_USCASJ_20180304_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20180422_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCASJ_20180422_clean\n",
      "total subsets from ASO_50M_SD_USCASJ_20180422_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20180601_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCASJ_20180601_clean\n",
      "total subsets from ASO_50M_SD_USCASJ_20180601_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190325_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20180601_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190325_for_ASO_50M_SD_USCASJ_20190325_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190501_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20190325_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190501_for_ASO_50M_SD_USCASJ_20190501_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190614_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20190501_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190614_for_ASO_50M_SD_USCASJ_20190614_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190704_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20190614_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190704_for_ASO_50M_SD_USCASJ_20190704_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190713_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20190704_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190713_for_ASO_50M_SD_USCASJ_20190713_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160326_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCASJ_20190713_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160326_for_ASO_50M_SD_USCATB_20160326_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160401_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160326_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160401_for_ASO_50M_SD_USCATB_20160401_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160407_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160401_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160407_for_ASO_50M_SD_USCATB_20160407_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160416_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160407_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160416_for_ASO_50M_SD_USCATB_20160416_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160426_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160416_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160426_for_ASO_50M_SD_USCATB_20160426_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160509_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160426_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160509_for_ASO_50M_SD_USCATB_20160509_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160527_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160509_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160527_for_ASO_50M_SD_USCATB_20160527_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160607_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160527_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160607_for_ASO_50M_SD_USCATB_20160607_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160708_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160607_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160708_for_ASO_50M_SD_USCATB_20160708_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20170717_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20160708_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170717_for_ASO_50M_SD_USCATB_20170717_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20170727_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20170717_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170727_for_ASO_50M_SD_USCATB_20170727_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20170816_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20170727_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20170816_for_ASO_50M_SD_USCATB_20170816_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20180423_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20170816_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180423_for_ASO_50M_SD_USCATB_20180423_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20180528_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20180423_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180528_for_ASO_50M_SD_USCATB_20180528_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190324_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATB_20180528_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190324_for_ASO_50M_SD_USCATE_20190324_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190417_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCATE_20190417_clean\n",
      "total subsets from ASO_50M_SD_USCATE_20190417_clean: 15\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190503_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATE_20190417_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190503_for_ASO_50M_SD_USCATE_20190503_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190613_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATE_20190503_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190613_for_ASO_50M_SD_USCATE_20190613_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190705_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATE_20190613_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190705_for_ASO_50M_SD_USCATE_20190705_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDBS_20200218_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCATE_20190705_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200218_for_ASO_50M_SD_USIDBS_20200218_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDBS_20210315_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USIDBS_20200218_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210315_for_ASO_50M_SD_USIDBS_20210315_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDDC_20200219_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USIDBS_20210315_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200219_for_ASO_50M_SD_USIDDC_20200219_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDMC_20200209_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USIDDC_20200219_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20200209_for_ASO_50M_SD_USIDMC_20200209_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDMC_20210315_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USIDMC_20200209_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210315_for_ASO_50M_SD_USIDMC_20210315_clean.nc\n",
      "working on utm12n file 2\n",
      "working on train_utm12n_32km.shp\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20210420_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USIDMC_20210315_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210420_for_ASO_50M_SD_Dolores_20210420_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20210514_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Dolores_20210514_clean\n",
      "total subsets from ASO_50M_SD_Dolores_20210514_clean: 39\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20220415_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Dolores_20210514_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220415_for_ASO_50M_SD_Dolores_20220415_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20220510_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Dolores_20220415_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220510_for_ASO_50M_SD_Dolores_20220510_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20230406_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Dolores_20230406_clean\n",
      "total subsets from ASO_50M_SD_Dolores_20230406_clean: 39\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20230525_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Dolores_20230406_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230525_for_ASO_50M_SD_Dolores_20230525_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_GreenRiver_20220611_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_GreenRiver_20220611_clean\n",
      "total subsets from ASO_50M_SD_GreenRiver_20220611_clean: 43\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_USUTLC_20210318_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USUTLC_20210318_clean\n",
      "total subsets from ASO_50M_SD_USUTLC_20210318_clean: 2\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_WindRiver_20220611_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_WindRiver_20220611_clean\n",
      "total subsets from ASO_50M_SD_WindRiver_20220611_clean: 26\n",
      "working on test_utm12n_32km.shp\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20210420_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_WindRiver_20220611_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210420_for_ASO_50M_SD_Dolores_20210420_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20210514_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Dolores_20210514_clean\n",
      "total subsets from ASO_50M_SD_Dolores_20210514_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20220415_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Dolores_20210514_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220415_for_ASO_50M_SD_Dolores_20220415_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20220510_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Dolores_20220415_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220510_for_ASO_50M_SD_Dolores_20220510_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20230406_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Dolores_20230406_clean\n",
      "total subsets from ASO_50M_SD_Dolores_20230406_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20230525_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Dolores_20230406_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230525_for_ASO_50M_SD_Dolores_20230525_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_GreenRiver_20220611_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_GreenRiver_20220611_clean\n",
      "total subsets from ASO_50M_SD_GreenRiver_20220611_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_USUTLC_20210318_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USUTLC_20210318_clean\n",
      "total subsets from ASO_50M_SD_USUTLC_20210318_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_WindRiver_20220611_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_WindRiver_20220611_clean\n",
      "total subsets from ASO_50M_SD_WindRiver_20220611_clean: 19\n",
      "working on val_utm12n_32km.shp\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20210420_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_WindRiver_20220611_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210420_for_ASO_50M_SD_Dolores_20210420_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20210514_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Dolores_20210514_clean\n",
      "total subsets from ASO_50M_SD_Dolores_20210514_clean: 12\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20220415_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Dolores_20210514_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220415_for_ASO_50M_SD_Dolores_20220415_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20220510_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Dolores_20220415_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220510_for_ASO_50M_SD_Dolores_20220510_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20230406_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Dolores_20230406_clean\n",
      "total subsets from ASO_50M_SD_Dolores_20230406_clean: 12\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20230525_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Dolores_20230406_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230525_for_ASO_50M_SD_Dolores_20230525_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_GreenRiver_20220611_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_GreenRiver_20220611_clean\n",
      "total subsets from ASO_50M_SD_GreenRiver_20220611_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_USUTLC_20210318_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USUTLC_20210318_clean\n",
      "total subsets from ASO_50M_SD_USUTLC_20210318_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_WindRiver_20220611_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_WindRiver_20220611_clean\n",
      "total subsets from ASO_50M_SD_WindRiver_20220611_clean: 0\n",
      "working on utm13n file 3\n",
      "working on train_utm13n_32km.shp\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Animas_20210419_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Animas_20210419_clean\n",
      "total subsets from ASO_50M_SD_Animas_20210419_clean: 48\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BigThompsonLittleThompson_20230521_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_BigThompsonLittleThompson_20230521_clean\n",
      "total subsets from ASO_50M_SD_BigThompsonLittleThompson_20230521_clean: 38\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20190419_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BigThompsonLittleThompson_20230521_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190419_for_ASO_50M_SD_BlueRiver_20190419_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20190624_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20190419_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190624_for_ASO_50M_SD_BlueRiver_20190624_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20210418_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20190624_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210418_for_ASO_50M_SD_BlueRiver_20210418_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20210524_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20210418_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210524_for_ASO_50M_SD_BlueRiver_20210524_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20230416_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20210524_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230416_for_ASO_50M_SD_BlueRiver_20230416_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20230529_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20230416_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230529_for_ASO_50M_SD_BlueRiver_20230529_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Blue_20220419_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20230529_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220419_for_ASO_50M_SD_Blue_20220419_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Blue_20220526_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Blue_20220526_clean\n",
      "total subsets from ASO_50M_SD_Blue_20220526_clean: 29\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BoulderCreek_20230509_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Blue_20220526_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230509_for_ASO_50M_SD_BoulderCreek_20230509_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_ClearCreek_20230509_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BoulderCreek_20230509_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230509_for_ASO_50M_SD_ClearCreek_20230509_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20210420_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_ClearCreek_20230509_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210420_for_ASO_50M_SD_Conejos_20210420_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20210516_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Conejos_20210516_clean\n",
      "total subsets from ASO_50M_SD_Conejos_20210516_clean: 35\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20220415_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Conejos_20210516_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220415_for_ASO_50M_SD_Conejos_20220415_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20220510_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Conejos_20220415_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220510_for_ASO_50M_SD_Conejos_20220510_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20230505_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Conejos_20220510_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230505_for_ASO_50M_SD_Conejos_20230505_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_EastRiver_20220518_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Conejos_20230505_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220518_for_ASO_50M_SD_EastRiver_20220518_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_EastRiver_20230401_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_EastRiver_20230401_clean\n",
      "total subsets from ASO_50M_SD_EastRiver_20230401_clean: 26\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_EastRiver_20230523_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_EastRiver_20230401_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230523_for_ASO_50M_SD_EastRiver_20230523_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_GunnisonTaylor_20220421_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_GunnisonTaylor_20220421_clean\n",
      "total subsets from ASO_50M_SD_GunnisonTaylor_20220421_clean: 26\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_GunnisonTaylor_20220525_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_GunnisonTaylor_20220421_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220525_for_ASO_50M_SD_GunnisonTaylor_20220525_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Gunnison_20220421_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Gunnison_20220421_clean\n",
      "total subsets from ASO_50M_SD_Gunnison_20220421_clean: 26\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Poudre_20230522_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Gunnison_20220421_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230522_for_ASO_50M_SD_Poudre_20230522_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_RoaringFork_20230411_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_RoaringFork_20230411_clean\n",
      "total subsets from ASO_50M_SD_RoaringFork_20230411_clean: 56\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_RoaringFork_20230528_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_RoaringFork_20230411_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230528_for_ASO_50M_SD_RoaringFork_20230528_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_SouthPlatte_20230416_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_RoaringFork_20230528_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230416_for_ASO_50M_SD_SouthPlatte_20230416_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_SouthPlatte_20230526_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_SouthPlatte_20230526_clean\n",
      "total subsets from ASO_50M_SD_SouthPlatte_20230526_clean: 30\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_StVrainLefthand_20230521_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_StVrainLefthand_20230521_clean\n",
      "total subsets from ASO_50M_SD_StVrainLefthand_20230521_clean: 4\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_TaylorAndLottis_20230523_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_StVrainLefthand_20230521_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230523_for_ASO_50M_SD_TaylorAndLottis_20230523_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Taylor_20230401_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Taylor_20230401_clean\n",
      "total subsets from ASO_50M_SD_Taylor_20230401_clean: 26\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_TenMileCk_20190613_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Taylor_20230401_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190613_for_ASO_50M_SD_TenMileCk_20190613_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOBR_20190419_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_TenMileCk_20190613_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190419_for_ASO_50M_SD_USCOBR_20190419_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOBR_20190624_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOBR_20190419_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190624_for_ASO_50M_SD_USCOBR_20190624_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCB_20180330_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOBR_20190624_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180330_for_ASO_50M_SD_USCOCB_20180330_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCJ_20160403_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOCB_20180330_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160403_for_ASO_50M_SD_USCOCJ_20160403_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCM_20190407_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCOCM_20190407_clean\n",
      "total subsets from ASO_50M_SD_USCOCM_20190407_clean: 15\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCM_20190610_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOCM_20190407_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190610_for_ASO_50M_SD_USCOCM_20190610_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCP_20210319_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOCM_20190610_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210319_for_ASO_50M_SD_USCOCP_20210319_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOFR_20200211_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCOFR_20200211_clean\n",
      "total subsets from ASO_50M_SD_USCOFR_20200211_clean: 3\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOFR_20210319_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOFR_20200211_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210319_for_ASO_50M_SD_USCOFR_20210319_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGE_20180331_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCOGE_20180331_clean\n",
      "total subsets from ASO_50M_SD_USCOGE_20180331_clean: 37\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGE_20180524_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGE_20180331_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180524_for_ASO_50M_SD_USCOGE_20180524_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGE_20190407_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCOGE_20190407_clean\n",
      "total subsets from ASO_50M_SD_USCOGE_20190407_clean: 44\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGE_20190610_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGE_20190407_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190610_for_ASO_50M_SD_USCOGE_20190610_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGT_20180330_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGE_20190610_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180330_for_ASO_50M_SD_USCOGT_20180330_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGT_20190408_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGT_20180330_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190408_for_ASO_50M_SD_USCOGT_20190408_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGT_20190609_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGT_20190408_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190609_for_ASO_50M_SD_USCOGT_20190609_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCORG_20160403_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGT_20190609_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160403_for_ASO_50M_SD_USCORG_20160403_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_WindyGap_20220418_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCORG_20160403_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220418_for_ASO_50M_SD_WindyGap_20220418_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_WindyGap_20220526_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_WindyGap_20220526_clean\n",
      "total subsets from ASO_50M_SD_WindyGap_20220526_clean: 52\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_WindyGap_20230416_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_WindyGap_20220526_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230416_for_ASO_50M_SD_WindyGap_20230416_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_WindyGap_20230527_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_WindyGap_20230416_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230527_for_ASO_50M_SD_WindyGap_20230527_clean.nc\n",
      "working on test_utm13n_32km.shp\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Animas_20210419_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Animas_20210419_clean\n",
      "total subsets from ASO_50M_SD_Animas_20210419_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BigThompsonLittleThompson_20230521_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_BigThompsonLittleThompson_20230521_clean\n",
      "total subsets from ASO_50M_SD_BigThompsonLittleThompson_20230521_clean: 7\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20190419_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BigThompsonLittleThompson_20230521_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190419_for_ASO_50M_SD_BlueRiver_20190419_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20190624_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20190419_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190624_for_ASO_50M_SD_BlueRiver_20190624_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20210418_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20190624_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210418_for_ASO_50M_SD_BlueRiver_20210418_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20210524_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20210418_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210524_for_ASO_50M_SD_BlueRiver_20210524_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20230416_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20210524_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230416_for_ASO_50M_SD_BlueRiver_20230416_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20230529_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20230416_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230529_for_ASO_50M_SD_BlueRiver_20230529_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Blue_20220419_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20230529_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220419_for_ASO_50M_SD_Blue_20220419_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Blue_20220526_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Blue_20220526_clean\n",
      "total subsets from ASO_50M_SD_Blue_20220526_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BoulderCreek_20230509_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Blue_20220526_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230509_for_ASO_50M_SD_BoulderCreek_20230509_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_ClearCreek_20230509_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BoulderCreek_20230509_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230509_for_ASO_50M_SD_ClearCreek_20230509_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20210420_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_ClearCreek_20230509_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210420_for_ASO_50M_SD_Conejos_20210420_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20210516_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Conejos_20210516_clean\n",
      "total subsets from ASO_50M_SD_Conejos_20210516_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20220415_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Conejos_20210516_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220415_for_ASO_50M_SD_Conejos_20220415_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20220510_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Conejos_20220415_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220510_for_ASO_50M_SD_Conejos_20220510_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20230505_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Conejos_20220510_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230505_for_ASO_50M_SD_Conejos_20230505_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_EastRiver_20220518_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Conejos_20230505_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220518_for_ASO_50M_SD_EastRiver_20220518_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_EastRiver_20230401_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_EastRiver_20230401_clean\n",
      "total subsets from ASO_50M_SD_EastRiver_20230401_clean: 8\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_EastRiver_20230523_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_EastRiver_20230401_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230523_for_ASO_50M_SD_EastRiver_20230523_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_GunnisonTaylor_20220421_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_GunnisonTaylor_20220421_clean\n",
      "total subsets from ASO_50M_SD_GunnisonTaylor_20220421_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_GunnisonTaylor_20220525_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_GunnisonTaylor_20220421_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220525_for_ASO_50M_SD_GunnisonTaylor_20220525_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Gunnison_20220421_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Gunnison_20220421_clean\n",
      "total subsets from ASO_50M_SD_Gunnison_20220421_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Poudre_20230522_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Gunnison_20220421_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230522_for_ASO_50M_SD_Poudre_20230522_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_RoaringFork_20230411_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_RoaringFork_20230411_clean\n",
      "total subsets from ASO_50M_SD_RoaringFork_20230411_clean: 4\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_RoaringFork_20230528_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_RoaringFork_20230411_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230528_for_ASO_50M_SD_RoaringFork_20230528_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_SouthPlatte_20230416_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_RoaringFork_20230528_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230416_for_ASO_50M_SD_SouthPlatte_20230416_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_SouthPlatte_20230526_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_SouthPlatte_20230526_clean\n",
      "total subsets from ASO_50M_SD_SouthPlatte_20230526_clean: 3\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_StVrainLefthand_20230521_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_StVrainLefthand_20230521_clean\n",
      "total subsets from ASO_50M_SD_StVrainLefthand_20230521_clean: 24\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_TaylorAndLottis_20230523_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_StVrainLefthand_20230521_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230523_for_ASO_50M_SD_TaylorAndLottis_20230523_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Taylor_20230401_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Taylor_20230401_clean\n",
      "total subsets from ASO_50M_SD_Taylor_20230401_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_TenMileCk_20190613_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Taylor_20230401_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190613_for_ASO_50M_SD_TenMileCk_20190613_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOBR_20190419_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_TenMileCk_20190613_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190419_for_ASO_50M_SD_USCOBR_20190419_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOBR_20190624_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOBR_20190419_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190624_for_ASO_50M_SD_USCOBR_20190624_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCB_20180330_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOBR_20190624_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180330_for_ASO_50M_SD_USCOCB_20180330_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCJ_20160403_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOCB_20180330_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160403_for_ASO_50M_SD_USCOCJ_20160403_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCM_20190407_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCOCM_20190407_clean\n",
      "total subsets from ASO_50M_SD_USCOCM_20190407_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCM_20190610_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOCM_20190407_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190610_for_ASO_50M_SD_USCOCM_20190610_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCP_20210319_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOCM_20190610_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210319_for_ASO_50M_SD_USCOCP_20210319_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOFR_20200211_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCOFR_20200211_clean\n",
      "total subsets from ASO_50M_SD_USCOFR_20200211_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOFR_20210319_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOFR_20200211_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210319_for_ASO_50M_SD_USCOFR_20210319_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGE_20180331_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCOGE_20180331_clean\n",
      "total subsets from ASO_50M_SD_USCOGE_20180331_clean: 12\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGE_20180524_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGE_20180331_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180524_for_ASO_50M_SD_USCOGE_20180524_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGE_20190407_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCOGE_20190407_clean\n",
      "total subsets from ASO_50M_SD_USCOGE_20190407_clean: 11\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGE_20190610_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGE_20190407_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190610_for_ASO_50M_SD_USCOGE_20190610_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGT_20180330_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGE_20190610_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180330_for_ASO_50M_SD_USCOGT_20180330_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGT_20190408_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGT_20180330_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190408_for_ASO_50M_SD_USCOGT_20190408_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGT_20190609_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGT_20190408_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190609_for_ASO_50M_SD_USCOGT_20190609_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCORG_20160403_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGT_20190609_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160403_for_ASO_50M_SD_USCORG_20160403_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_WindyGap_20220418_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCORG_20160403_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220418_for_ASO_50M_SD_WindyGap_20220418_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_WindyGap_20220526_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_WindyGap_20220526_clean\n",
      "total subsets from ASO_50M_SD_WindyGap_20220526_clean: 20\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_WindyGap_20230416_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_WindyGap_20220526_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230416_for_ASO_50M_SD_WindyGap_20230416_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_WindyGap_20230527_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_WindyGap_20230416_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230527_for_ASO_50M_SD_WindyGap_20230527_clean.nc\n",
      "working on val_utm13n_32km.shp\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Animas_20210419_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Animas_20210419_clean\n",
      "total subsets from ASO_50M_SD_Animas_20210419_clean: 15\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BigThompsonLittleThompson_20230521_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_BigThompsonLittleThompson_20230521_clean\n",
      "total subsets from ASO_50M_SD_BigThompsonLittleThompson_20230521_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20190419_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BigThompsonLittleThompson_20230521_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190419_for_ASO_50M_SD_BlueRiver_20190419_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20190624_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20190419_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190624_for_ASO_50M_SD_BlueRiver_20190624_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20210418_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20190624_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210418_for_ASO_50M_SD_BlueRiver_20210418_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20210524_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20210418_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210524_for_ASO_50M_SD_BlueRiver_20210524_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20230416_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20210524_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230416_for_ASO_50M_SD_BlueRiver_20230416_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20230529_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20230416_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230529_for_ASO_50M_SD_BlueRiver_20230529_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Blue_20220419_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BlueRiver_20230529_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220419_for_ASO_50M_SD_Blue_20220419_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Blue_20220526_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Blue_20220526_clean\n",
      "total subsets from ASO_50M_SD_Blue_20220526_clean: 3\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BoulderCreek_20230509_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Blue_20220526_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230509_for_ASO_50M_SD_BoulderCreek_20230509_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_ClearCreek_20230509_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_BoulderCreek_20230509_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230509_for_ASO_50M_SD_ClearCreek_20230509_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20210420_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_ClearCreek_20230509_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210420_for_ASO_50M_SD_Conejos_20210420_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20210516_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Conejos_20210516_clean\n",
      "total subsets from ASO_50M_SD_Conejos_20210516_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20220415_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Conejos_20210516_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220415_for_ASO_50M_SD_Conejos_20220415_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20220510_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Conejos_20220415_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220510_for_ASO_50M_SD_Conejos_20220510_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20230505_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Conejos_20220510_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230505_for_ASO_50M_SD_Conejos_20230505_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_EastRiver_20220518_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Conejos_20230505_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220518_for_ASO_50M_SD_EastRiver_20220518_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_EastRiver_20230401_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_EastRiver_20230401_clean\n",
      "total subsets from ASO_50M_SD_EastRiver_20230401_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_EastRiver_20230523_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_EastRiver_20230401_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230523_for_ASO_50M_SD_EastRiver_20230523_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_GunnisonTaylor_20220421_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_GunnisonTaylor_20220421_clean\n",
      "total subsets from ASO_50M_SD_GunnisonTaylor_20220421_clean: 9\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_GunnisonTaylor_20220525_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_GunnisonTaylor_20220421_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220525_for_ASO_50M_SD_GunnisonTaylor_20220525_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Gunnison_20220421_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Gunnison_20220421_clean\n",
      "total subsets from ASO_50M_SD_Gunnison_20220421_clean: 10\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Poudre_20230522_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Gunnison_20220421_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230522_for_ASO_50M_SD_Poudre_20230522_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_RoaringFork_20230411_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_RoaringFork_20230411_clean\n",
      "total subsets from ASO_50M_SD_RoaringFork_20230411_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_RoaringFork_20230528_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_RoaringFork_20230411_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230528_for_ASO_50M_SD_RoaringFork_20230528_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_SouthPlatte_20230416_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_RoaringFork_20230528_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230416_for_ASO_50M_SD_SouthPlatte_20230416_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_SouthPlatte_20230526_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_SouthPlatte_20230526_clean\n",
      "total subsets from ASO_50M_SD_SouthPlatte_20230526_clean: 32\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_StVrainLefthand_20230521_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_StVrainLefthand_20230521_clean\n",
      "total subsets from ASO_50M_SD_StVrainLefthand_20230521_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_TaylorAndLottis_20230523_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_StVrainLefthand_20230521_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230523_for_ASO_50M_SD_TaylorAndLottis_20230523_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Taylor_20230401_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_Taylor_20230401_clean\n",
      "total subsets from ASO_50M_SD_Taylor_20230401_clean: 10\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_TenMileCk_20190613_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_Taylor_20230401_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190613_for_ASO_50M_SD_TenMileCk_20190613_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOBR_20190419_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_TenMileCk_20190613_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190419_for_ASO_50M_SD_USCOBR_20190419_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOBR_20190624_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOBR_20190419_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190624_for_ASO_50M_SD_USCOBR_20190624_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCB_20180330_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOBR_20190624_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180330_for_ASO_50M_SD_USCOCB_20180330_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCJ_20160403_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOCB_20180330_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160403_for_ASO_50M_SD_USCOCJ_20160403_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCM_20190407_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCOCM_20190407_clean\n",
      "total subsets from ASO_50M_SD_USCOCM_20190407_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCM_20190610_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOCM_20190407_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190610_for_ASO_50M_SD_USCOCM_20190610_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCP_20210319_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOCM_20190610_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210319_for_ASO_50M_SD_USCOCP_20210319_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOFR_20200211_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCOFR_20200211_clean\n",
      "total subsets from ASO_50M_SD_USCOFR_20200211_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOFR_20210319_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOFR_20200211_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20210319_for_ASO_50M_SD_USCOFR_20210319_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGE_20180331_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCOGE_20180331_clean\n",
      "total subsets from ASO_50M_SD_USCOGE_20180331_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGE_20180524_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGE_20180331_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180524_for_ASO_50M_SD_USCOGE_20180524_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGE_20190407_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_USCOGE_20190407_clean\n",
      "total subsets from ASO_50M_SD_USCOGE_20190407_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGE_20190610_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGE_20190407_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190610_for_ASO_50M_SD_USCOGE_20190610_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGT_20180330_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGE_20190610_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20180330_for_ASO_50M_SD_USCOGT_20180330_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGT_20190408_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGT_20180330_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190408_for_ASO_50M_SD_USCOGT_20190408_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGT_20190609_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGT_20190408_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20190609_for_ASO_50M_SD_USCOGT_20190609_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCORG_20160403_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCOGT_20190609_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20160403_for_ASO_50M_SD_USCORG_20160403_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_WindyGap_20220418_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_USCORG_20160403_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20220418_for_ASO_50M_SD_WindyGap_20220418_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_WindyGap_20220526_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "working on ASO_50M_SD_WindyGap_20220526_clean\n",
      "total subsets from ASO_50M_SD_WindyGap_20220526_clean: 0\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_WindyGap_20230416_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_WindyGap_20220526_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230416_for_ASO_50M_SD_WindyGap_20230416_clean.nc\n",
      "C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_WindyGap_20230527_clean.tif C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\n",
      "encountered error opening dataset ASO_50M_SD_WindyGap_20230416_clean... missing S2 data, skipping\n",
      "no C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\sentinel_2\\20230527_for_ASO_50M_SD_WindyGap_20230527_clean.nc\n"
     ]
    }
   ],
   "source": [
    "subset_size = 128\n",
    "\n",
    "home_path = r\"C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\"\n",
    "utm_zones = ['utm10n', 'utm11n', 'utm12n', 'utm13n']\n",
    "total_subsets = 0\n",
    "\n",
    "# loop through utm zones\n",
    "for i, utm_zone in enumerate(utm_zones):\n",
    "    print(f'working on {utm_zone} file {i}')\n",
    "    aso_paths = glob(rf'{home_path}\\ASO_50m_SD_cleaned\\{utm_zone}\\*')\n",
    "    tile_names = [f'train_{utm_zone}_32km.shp', f'test_{utm_zone}_32km.shp', f'val_{utm_zone}_32km.shp']\n",
    "\n",
    "    # define projections for lat and lon data variables\n",
    "    utm_proj = Proj(proj='utm', zone=utm_zone[3:-1], ellps='WGS84')\n",
    "    wgs84_proj = Proj(proj='latlong', datum='WGS84')\n",
    "\n",
    "    #loop through train, val, test tiles\n",
    "    for tile_set in tile_names:\n",
    "        # open tiles \n",
    "        print(f'working on {tile_set}')\n",
    "        tiles = gpd.read_file(rf'{home_path}\\tiles\\{tile_set}')\n",
    "\n",
    "        #loop through ASO rasters\n",
    "        for aso_path in aso_paths:\n",
    "            # open aso raster\n",
    "            raster_subsets = 0\n",
    "            try:\n",
    "                print(aso_path, home_path)\n",
    "                aso_fn, ds = open_all_data(aso_path, home_path)\n",
    "            except Exception as e:\n",
    "                print(f'encountered error opening dataset {aso_fn}... missing S2 data, skipping')\n",
    "                aso_fn = aso_path.split('\\\\')[-1][:-4]\n",
    "                print(rf'no {home_path}\\sentinel_2\\{aso_path.split('\\\\')[-1].split('_')[-2]}_for_{aso_fn}.nc')\n",
    "                continue\n",
    "            print(f'working on {aso_fn}')\n",
    "\n",
    "            # loop through tiles\n",
    "            for tile in tiles.iterrows():\n",
    "                # clip to tile extent\n",
    "                try:\n",
    "                    tile_ds = ds.rio.clip([tile[1].geometry], crs=ds.rio.crs, drop=True)\n",
    "                except: #except if tile does not overlap aso raster\n",
    "                    continue\n",
    "\n",
    "                # pad ds to tile extent\n",
    "                tile_ds = tile_ds.rio.pad_box(miny=tile[1].geometry.bounds[1],\n",
    "                                              minx=tile[1].geometry.bounds[0],\n",
    "                                              maxy=tile[1].geometry.bounds[3],\n",
    "                                              maxx=tile[1].geometry.bounds[2])\n",
    "\n",
    "                subset_count = 0\n",
    "                #loop through subset locations\n",
    "                for i in range(round((len(tile_ds.x)/subset_size))):\n",
    "                    for j in range(round((len(tile_ds.y)/subset_size))):\n",
    "                        ymin = j*subset_size\n",
    "                        ymax = ymin+subset_size\n",
    "                        xmin = i*subset_size\n",
    "                        xmax = xmin+subset_size\n",
    "            \n",
    "                        subset_ds = tile_ds.isel(x=slice(xmin, xmax), y=slice(ymin, ymax))\n",
    "            \n",
    "                        valid_aso = np.invert(np.isnan(subset_ds.aso_sd))\n",
    "                        \n",
    "                        # check if subset has valid ASO pixels\n",
    "                        if valid_aso.sum() == 0:\n",
    "                            continue\n",
    "\n",
    "                        # make sure dimensions are correct\n",
    "                        if len(subset_ds.x) != subset_size or len(subset_ds.y) != subset_size:\n",
    "                            continue\n",
    "                    \n",
    "                        else: # save subset\n",
    "                            # create map of gaps\n",
    "                            subset_ds['aso_gap_map'] = np.multiply(np.isnan(subset_ds.aso_sd), 1)\n",
    "                            \n",
    "                            # radar gap maps\n",
    "                            subset_ds['rtc_gap_map'] = np.multiply(((np.isnan(subset_ds.snowon_vv) +\n",
    "                                                                     np.isnan(subset_ds.snowon_vh) +\n",
    "                                                                     np.isnan(subset_ds.snowoff_vv) +\n",
    "                                                                     np.isnan(subset_ds.snowoff_vh)) > 0), 1)\n",
    "    \n",
    "                            #subset_ds['rtc_mean_gap_map'] = np.multiply(((np.isnan(subset_ds.snowon_vv_mean) +\n",
    "                            #                                         np.isnan(subset_ds.snowon_vh_mean) +\n",
    "                            #                                         np.isnan(subset_ds.snowoff_vv_mean) +\n",
    "                            #                                         np.isnan(subset_ds.snowoff_vh_mean)) > 0), 1)\n",
    "    \n",
    "                            # s2 gap maps\n",
    "                            subset_ds['s2_gap_map'] = np.multiply(((np.isnan(subset_ds.B02) +\n",
    "                                                                   np.isnan(subset_ds.B03) +\n",
    "                                                                   np.isnan(subset_ds.B04) +\n",
    "                                                                   np.isnan(subset_ds.B08) +\n",
    "                                                                   np.isnan(subset_ds.B11)) > 0), 1)\n",
    "\n",
    "                            # add gaps for high probablity cloud cover\n",
    "                            subset_ds['s2_gap_map'] = xr.where(subset_ds['SCL'] == 9, 1, subset_ds['s2_gap_map'])\n",
    "                            subset_ds['s2_gap_map'] = xr.where(subset_ds['SCL'] == 0, 1, subset_ds['s2_gap_map'])\n",
    "                            \n",
    "                            # fill nans with 0 \n",
    "                            subset_ds = subset_ds.fillna(0)\n",
    "\n",
    "                            # add lat and lon variables \n",
    "                            x, y = np.meshgrid(subset_ds['x'].values, subset_ds['y'].values)\n",
    "                            lon, lat = transform(utm_proj, wgs84_proj, x, y)\n",
    "                            subset_ds['latitude'] = (('y', 'x'), lat)\n",
    "                            subset_ds['longitude'] = (('y', 'x'), lon)\n",
    "                            \n",
    "                            subset_count+=1\n",
    "                            total_subsets+=1\n",
    "                            raster_subsets+=1\n",
    "                            \n",
    "                            subset_ds.to_netcdf(rf'{home_path}\\subsets_v4\\{tile_set.split(\"_\")[0]}\\{aso_fn}_tile{int(tile[1].id)}_s{subset_count}.nc')\n",
    "                            # reproject to wgs for heatmaps\n",
    "                            subset_ds = subset_ds.rio.reproject(\"EPSG:4326\")\n",
    "                            subset_ds.aso_sd.rio.to_raster(rf'{home_path}\\subsets_v4_tif\\{tile_set.split(\"_\")[0]}\\{aso_fn}_tile{int(tile[1].id)}_s{subset_count}.tif')\n",
    "                        \n",
    "            print(f'total subsets from {aso_fn}: {raster_subsets}')\n",
    "            gc.collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a7a8d309",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training data file count: 3366\n",
      "Testing data file count: 451\n",
      "Validation data file count: 589\n"
     ]
    }
   ],
   "source": [
    "# final sizes\n",
    "# each file is a 128x128 pixel raster with 50m resolution\n",
    "# targets are not labels but continuous values representing snow depth in meters\n",
    "print(f'Training data file count: {len(glob(r\"C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\subsets_v4\\train\\*.nc\"))}')\n",
    "print(f'Testing data file count: {len(glob(r\"C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\subsets_v4\\test\\*.nc\"))}')\n",
    "print(f'Validation data file count: {len(glob(r\"C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\subsets_v4\\val\\*.nc\"))}')"
   ]
  }
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