notebooks/dataset_prep/PC-RTC_for_aso_mean.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0f5064e2-5ec3-4be7-9041-f825ee38c249",
   "metadata": {},
   "source": [
    "# Download mean of multiple Sentinel-1 RTCs for each ASO raster\n",
    "Given an ASO raster, find and download 1) the most proximate in time S1 RTC product 2) a \"snow-off\" RTC product from the preceeding summer. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a54fdc55-62d9-4c67-bb24-c213da49ed3c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# based on exmaples from\n",
    "# https://planetarycomputer.microsoft.com/docs/tutorials/cloudless-mosaic-sentinel2/\n",
    "# https://planetarycomputer.microsoft.com/dataset/sentinel-2-l2a#Example-Notebook\n",
    "from pystac.extensions.eo import EOExtension as eo\n",
    "import pystac_client\n",
    "import planetary_computer\n",
    "import glob\n",
    "import rioxarray as rxr\n",
    "import re\n",
    "import datetime\n",
    "import pandas as pd\n",
    "from shapely.geometry import box\n",
    "import odc.stac\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import xarray as xr\n",
    "import traceback\n",
    "import rasterio as rio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a3045b36-213a-493d-9e95-845355ac1423",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def rtc_for_aso_snowon_mean(aso_raster_fn):\n",
    "    time = pd.to_datetime(re.search(r\"(\\d{4}\\d{2}\\d{2})\", aso_raster_fn).group())\n",
    "    week_before = (time - datetime.timedelta(weeks=2)).strftime('%Y-%m-%d')\n",
    "    week_after = (time + datetime.timedelta(weeks=2)).strftime('%Y-%m-%d')\n",
    "    time_of_interest = f'{week_before}/{week_after}'\n",
    "\n",
    "    aso_raster = rxr.open_rasterio(aso_raster_fn).squeeze()\n",
    "    aso_raster = aso_raster.where(aso_raster>=0, drop=True)\n",
    "    bounds_latlon = box(*aso_raster.rio.transform_bounds(\"EPSG:4326\"))\n",
    "\n",
    "    catalog = pystac_client.Client.open(\n",
    "    \"https://planetarycomputer.microsoft.com/api/stac/v1\",\n",
    "    modifier=planetary_computer.sign_inplace)\n",
    "\n",
    "    search = catalog.search(\n",
    "        collections=[\"sentinel-1-rtc\"],\n",
    "        intersects=bounds_latlon,\n",
    "        datetime=time_of_interest)\n",
    "\n",
    "    # Check how many items were returned\n",
    "    items = search.item_collection()\n",
    "\n",
    "    rtc_stac = odc.stac.load(items,chunks={\"x\": 2048, \"y\": 2048},resolution=50, groupby='sat:absolute_orbit')\n",
    "    print(f\"Returned {len(rtc_stac.time)} acquisitions\")\n",
    "    rtc_stac_clipped = rtc_stac.rio.clip_box(*bounds_latlon.bounds,crs=\"EPSG:4326\")\n",
    "\n",
    "    rel_orbits = [scene.properties['sat:relative_orbit'] for scene in items.items]\n",
    "    ac_times = [scene.properties['datetime'] for scene in items.items]\n",
    "    ac_times = [np.datetime64(item) for item in ac_times]\n",
    "\n",
    "    # clip to ASO extent\n",
    "    rtc_stac_clipped = rtc_stac_clipped.rio.reproject_match(aso_raster, resampling=rio.enums.Resampling.bilinear)\n",
    "\n",
    "    # limit to morning acquisitions\n",
    "    rtc_ds = rtc_stac_clipped.where(rtc_stac_clipped.time.dt.hour > 11, drop=True)\n",
    "    if 'vv' not in list(rtc_ds.keys()) or 'vh' not in list(rtc_ds.keys()):\n",
    "        print('missing polarization')\n",
    "        return None\n",
    "\n",
    "    if len(rtc_ds.time) == 0:\n",
    "        print('no morning acquisitions')\n",
    "        return None\n",
    "\n",
    "    # calculate percent vh coverage of each acquisition\n",
    "    perc_cover = (rtc_ds.vh.where(aso_raster >= 0) > 0).sum(dim=['x', 'y'])/(rtc_ds.vh.where(aso_raster >= 0) >= -1000000000).sum(dim=['x', 'y'])\n",
    "\n",
    "    # if multiple with full coverage, grab nearest in time with full coverage\n",
    "    if perc_cover.values.tolist().count(1) > 1:\n",
    "        print('total snow-on coverage available')\n",
    "        rtc_ds = rtc_ds.where(perc_cover == 1, drop=True).sortby('time')\n",
    "        rtc_ds = rtc_ds.sel(time=time, method='nearest')\n",
    "        # should probably redo with largest number of scenes with full coverage\n",
    "\n",
    "    # exit if no rasters have good vh coverage\n",
    "    elif perc_cover.max() < 0.01:\n",
    "        print('max vh coverage is < 1%--recommend skipping ASO raster')\n",
    "        return None\n",
    "\n",
    "    # otherwise, grab max coverage \n",
    "    else:\n",
    "        if perc_cover.max() == 1:\n",
    "            print('total snow-on coverage available')\n",
    "        else: \n",
    "            print(f'{perc_cover.max().item()} snow-on coverage')\n",
    "        rtc_ds = rtc_ds.sel(time=perc_cover.idxmax())\n",
    "\n",
    "    # get relative orbit of scene\n",
    "    rel_orbit = rel_orbits[ac_times.index(rtc_ds.time)]\n",
    "\n",
    "    orbit_dict = {}\n",
    "    for i, orbit in enumerate(rel_orbits):\n",
    "        if orbit not in orbit_dict.keys():\n",
    "            orbit_dict[orbit] = [ac_times[i]]\n",
    "        else:\n",
    "            orbit_dict[orbit].append(ac_times[i])\n",
    "\n",
    "    rtc_ds = rtc_stac_clipped.where(rtc_stac_clipped.time.isin(orbit_dict[rel_orbit]), drop=True)\n",
    "    \n",
    "    # mask negative areas\n",
    "    rtc_ds = rtc_ds.where(rtc_ds.vh > 0)\n",
    "    rtc_ds = rtc_ds.where(rtc_ds.vv > 0)\n",
    "\n",
    "    # take mean of all acquisitions\n",
    "    print(f'taking mean of {rtc_ds.time.size} snow-on rasters')\n",
    "    rtc_ds = rtc_ds.mean(dim='time', skipna=True)\n",
    "\n",
    "    rtc_ds = rtc_ds.compute()\n",
    "\n",
    "    rtc_ds.to_netcdf(rf\"C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\S1_rtc_mean\\S1_snow-on_orbit{rel_orbit}_for_{aso_raster_fn.split(\"\\\\\")[-1][:-4]}.nc\")\n",
    "    \n",
    "    return rel_orbit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e7f3af7f-63d2-4fab-9b49-17f1474abce3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def rtc_for_aso_snowoff_mean(aso_raster_fn, rel_orbit):\n",
    "    year = pd.to_datetime(re.search(r\"(\\d{4}\\d{2}\\d{2})\", aso_raster_fn).group()).year\n",
    "    time = pd.to_datetime(f'{year-1}0910')\n",
    "    week_before = (time - datetime.timedelta(weeks=2)).strftime('%Y-%m-%d')\n",
    "    week_after = (time + datetime.timedelta(weeks=2)).strftime('%Y-%m-%d')\n",
    "    time_of_interest = f'{week_before}/{week_after}'\n",
    "\n",
    "    aso_raster = rxr.open_rasterio(aso_raster_fn).squeeze()\n",
    "    aso_raster = aso_raster.where(aso_raster>=0, drop=True)\n",
    "    bounds_latlon = box(*aso_raster.rio.transform_bounds(\"EPSG:4326\"))\n",
    "\n",
    "    catalog = pystac_client.Client.open(\n",
    "    \"https://planetarycomputer.microsoft.com/api/stac/v1\",\n",
    "    modifier=planetary_computer.sign_inplace)\n",
    "\n",
    "    search = catalog.search(\n",
    "        collections=[\"sentinel-1-rtc\"],\n",
    "        intersects=bounds_latlon,\n",
    "        datetime=time_of_interest)\n",
    "\n",
    "    # Check how many items were returned\n",
    "    items = search.item_collection()\n",
    "\n",
    "    rel_orbits = [scene.properties['sat:relative_orbit'] for scene in items.items]\n",
    "    ac_times = [scene.properties['datetime'] for scene in items.items]\n",
    "    ac_times = [np.datetime64(item) for item in ac_times]\n",
    "\n",
    "    rtc_stac = odc.stac.load(items,chunks={\"x\": 2048, \"y\": 2048},resolution=50, groupby='sat:absolute_orbit')\n",
    "    print(f\"Returned {len(rtc_stac.time)} acquisitions\")\n",
    "    rtc_stac_clipped = rtc_stac.rio.clip_box(*bounds_latlon.bounds,crs=\"EPSG:4326\")\n",
    "\n",
    "    orbit_dict = {}\n",
    "    for i, orbit in enumerate(rel_orbits):\n",
    "        if orbit not in orbit_dict.keys():\n",
    "            orbit_dict[orbit] = [ac_times[i]]\n",
    "        else:\n",
    "            orbit_dict[orbit].append(ac_times[i])\n",
    "\n",
    "    if rel_orbit not in orbit_dict.keys():\n",
    "        print('no acquisitons from same orbit, skipping')\n",
    "        return\n",
    "\n",
    "    rtc_stac_clipped = rtc_stac_clipped.where(rtc_stac_clipped.time.isin(orbit_dict[rel_orbit]), drop=True)\n",
    "\n",
    "    # clip to ASO extent\n",
    "    rtc_ds = rtc_stac_clipped.rio.reproject_match(aso_raster, resampling=rio.enums.Resampling.bilinear)\n",
    "\n",
    "    if 'vv' not in list(rtc_ds.keys()) or 'vh' not in list(rtc_ds.keys()):\n",
    "        print('missing polarization, skipping')\n",
    "        return\n",
    "    \n",
    "    if len(rtc_ds.time) == 0:\n",
    "        print('no morning acquisitions')\n",
    "        return \n",
    "\n",
    "    # calculate percent vh coverage of each acquisition\n",
    "    perc_cover = (rtc_ds.vh.where(aso_raster >= 0) > 0).sum(dim=['x', 'y'])/(rtc_ds.vh.where(aso_raster >= 0) >= -1000000000).sum(dim=['x', 'y'])\n",
    "    \n",
    "    # if multiple with full coverage, grab nearest in time with full coverage\n",
    "    if perc_cover.values.tolist().count(1) > 1:\n",
    "        print('total snow-on coverage available')\n",
    "\n",
    "    # exit if no rasters have good vh coverage\n",
    "    elif perc_cover.max() < 0.01:\n",
    "        print('max vh coverage is < 1%--recommend skipping ASO raster')\n",
    "        return\n",
    "    \n",
    "    else:\n",
    "        if perc_cover.max() == 1:\n",
    "            print('total snow-on coverage available')\n",
    "        else: \n",
    "            print(f'{perc_cover.max().item()} snow-on coverage')\n",
    "            \n",
    "    # mask negative areas\n",
    "    rtc_ds = rtc_ds.where(rtc_ds.vh > 0)\n",
    "    rtc_ds = rtc_ds.where(rtc_ds.vv > 0)\n",
    "    \n",
    "    # take mean of all acquisitions\n",
    "    print(f'taking mean of {rtc_ds.time.size} snow-off rasters')\n",
    "    rtc_ds = rtc_ds.mean(dim='time', skipna=True)\n",
    "\n",
    "    rtc_ds = rtc_ds.compute()\n",
    "    \n",
    "    rtc_ds.to_netcdf(rf\"C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\S1_rtc_mean\\S1_snow-off_orbit{rel_orbit}_for_{aso_raster_fn.split(\"\\\\\")[-1][:-4]}.nc\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d6e99807-8fd3-4bdd-aa2a-44beed78015d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def rtc_for_aso_all(dir_path):\n",
    "    raster_paths = glob.glob(rf'{dir_path}\\*\\ASO_50M_SD*.tif')\n",
    "    for i, path in enumerate(raster_paths):\n",
    "        print(f'----\\nworking on {path.split(\"/\")[-1]}, {i+1}/{len(raster_paths)}\\n----')\n",
    "        \n",
    "        try:\n",
    "            relative_orbit = rtc_for_aso_snowon_mean(path)\n",
    "            if relative_orbit == None:\n",
    "                continue\n",
    "            rtc_for_aso_snowoff_mean(path, relative_orbit)\n",
    "        except Exception as exc:\n",
    "            print(traceback.format_exc())\n",
    "            print(exc)\n",
    "            print('encountered error, skipping')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "57953403-83c7-49f9-9230-1006abc3d961",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_American_20230131_clean.tif, 1/252\n",
      "----\n",
      "Returned 10 acquisitions\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\JackE\\AppData\\Local\\Temp\\ipykernel_25984\\2426054506.py:29: DeprecationWarning: parsing timezone aware datetimes is deprecated; this will raise an error in the future\n",
      "  ac_times = [np.datetime64(item) for item in ac_times]\n",
      "c:\\Users\\JackE\\anaconda3\\envs\\JackConda\\Lib\\site-packages\\rasterio\\warp.py:344: NotGeoreferencedWarning: Dataset has no geotransform, gcps, or rpcs. The identity matrix will be returned.\n",
      "  _reproject(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_American_20230413_clean.tif, 2/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_American_20230428_clean.tif, 3/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_American_20230602_clean.tif, 4/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20220310_clean.tif, 5/252\n",
      "----\n",
      "Returned 11 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 25 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20220331_clean.tif, 6/252\n",
      "----\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 25 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20220429_clean.tif, 7/252\n",
      "----\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 25 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20230206_clean.tif, 8/252\n",
      "----\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20230409_clean.tif, 9/252\n",
      "----\n",
      "Returned 13 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 1 snow-on rasters\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20230428_clean.tif, 10/252\n",
      "----\n",
      "Returned 14 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Feather_20230618_clean.tif, 11/252\n",
      "----\n",
      "Returned 13 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 1 snow-on rasters\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_LowerPit_20230212_clean.tif, 12/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_LowerPit_20230425_clean.tif, 13/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_LowerPit_20230511_clean.tif, 14/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_SacramentoMcCloud_20230209_clean.tif, 15/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_SacramentoMcCloud_20230424_clean.tif, 16/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_SacramentoMcCloud_20230515_clean.tif, 17/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Sprague_20230514_clean.tif, 18/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20220310_clean.tif, 19/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20220408_clean.tif, 20/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20220514_clean.tif, 21/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20230409_clean.tif, 22/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 1 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20230511_clean.tif, 23/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Truckee_20230608_clean.tif, 24/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_USWAOL_20160208_clean.tif, 25/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "0.9402663587048652 snow-on coverage\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 6 acquisitions\n",
      "0.7454049415155111 snow-on coverage\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_USWAOL_20160329_clean.tif, 26/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "0.9632198411597986 snow-on coverage\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 6 acquisitions\n",
      "0.7490973887697786 snow-on coverage\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230128_clean.tif, 27/252\n",
      "----\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230405_clean.tif, 28/252\n",
      "----\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 1 snow-on rasters\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230426_clean.tif, 29/252\n",
      "----\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230531_clean.tif, 30/252\n",
      "----\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm10n\\ASO_50M_SD_Yuba_20230625_clean.tif, 31/252\n",
      "----\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20220311_clean.tif, 32/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20220406_clean.tif, 33/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20220513_clean.tif, 34/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20230331_clean.tif, 35/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20230510_clean.tif, 36/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Carson_20230607_clean.tif, 37/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20210423_clean.tif, 38/252\n",
      "----\n",
      "Returned 18 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-on rasters\n",
      "Returned 18 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20210504_clean.tif, 39/252\n",
      "----\n",
      "Returned 18 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-on rasters\n",
      "Returned 18 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20220308_clean.tif, 40/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 20 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20220327_clean.tif, 41/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 20 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20220429_clean.tif, 42/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 20 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20220517_clean.tif, 43/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 20 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230127_clean.tif, 44/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230307_clean.tif, 45/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230405_clean.tif, 46/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230423_clean.tif, 47/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kaweah_20230602_clean.tif, 48/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kern_20230204_clean.tif, 49/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kern_20230326_clean.tif, 50/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kern_20230429_clean.tif, 51/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kern_20230603_clean.tif, 52/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230122_clean.tif, 53/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230316_clean.tif, 54/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230331_clean.tif, 55/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230421_clean.tif, 56/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230528_clean.tif, 57/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Kings_20230630_clean.tif, 58/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20200413_clean.tif, 59/252\n",
      "----\n",
      "Returned 16 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-on rasters\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20200507_clean.tif, 60/252\n",
      "----\n",
      "Returned 18 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-on rasters\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20200521_clean.tif, 61/252\n",
      "----\n",
      "Returned 20 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-on rasters\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20200604_clean.tif, 62/252\n",
      "----\n",
      "Returned 20 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-on rasters\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20210429_clean.tif, 63/252\n",
      "----\n",
      "Returned 18 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-on rasters\n",
      "Returned 18 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20210526_clean.tif, 64/252\n",
      "----\n",
      "Returned 18 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-on rasters\n",
      "Returned 18 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20220301_clean.tif, 65/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20220412_clean.tif, 66/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20220428_clean.tif, 67/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20220513_clean.tif, 68/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230131_clean.tif, 69/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230303_clean.tif, 70/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230326_clean.tif, 71/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230515_clean.tif, 72/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Merced_20230608_clean.tif, 73/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Mono_20230527_clean.tif, 74/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Mono_20230615_clean.tif, 75/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Mono_20230702_clean.tif, 76/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20200523_clean.tif, 77/252\n",
      "----\n",
      "Returned 20 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-on rasters\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20200608_clean.tif, 78/252\n",
      "----\n",
      "Returned 20 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-on rasters\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20210226_clean.tif, 79/252\n",
      "----\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-on rasters\n",
      "Returned 18 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20210331_clean.tif, 80/252\n",
      "----\n",
      "Returned 20 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-on rasters\n",
      "Returned 18 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20210503_clean.tif, 81/252\n",
      "----\n",
      "Returned 17 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-on rasters\n",
      "Returned 18 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20220206_clean.tif, 82/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20220316_clean.tif, 83/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20220417_clean.tif, 84/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20220430_clean.tif, 85/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230121_clean.tif, 86/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230317_clean.tif, 87/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230414_clean.tif, 88/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230523_clean.tif, 89/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_SanJoaquin_20230623_clean.tif, 90/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 1 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20200413_clean.tif, 91/252\n",
      "----\n",
      "Returned 16 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-on rasters\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20200507_clean.tif, 92/252\n",
      "----\n",
      "Returned 18 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-on rasters\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20210224_clean.tif, 93/252\n",
      "----\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-on rasters\n",
      "Returned 18 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20210429_clean.tif, 94/252\n",
      "----\n",
      "Returned 18 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-on rasters\n",
      "Returned 18 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220204_clean.tif, 95/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220228_clean.tif, 96/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220405_clean.tif, 97/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220429_clean.tif, 98/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20220518_clean.tif, 99/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 19 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230124_clean.tif, 100/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230302_clean.tif, 101/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230316_clean.tif, 102/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230427_clean.tif, 103/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230601_clean.tif, 104/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_Tuolumne_20230626_clean.tif, 105/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 1 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_UpperOwensBasin_20230527_clean.tif, 106/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_UpperOwensBasin_20230615_clean.tif, 107/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_UpperOwensBasin_20230702_clean.tif, 108/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAJW_20180423_clean.tif, 109/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAJW_20180602_clean.tif, 110/252\n",
      "----\n",
      "Returned 11 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 11 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAJW_20190315_clean.tif, 111/252\n",
      "----\n",
      "Returned 16 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 12 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAJW_20190605_clean.tif, 112/252\n",
      "----\n",
      "Returned 14 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20180426_clean.tif, 113/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190316_clean.tif, 114/252\n",
      "----\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190326_clean.tif, 115/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190418_clean.tif, 116/252\n",
      "----\n",
      "Returned 14 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190427_clean.tif, 117/252\n",
      "----\n",
      "Returned 14 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190428_clean.tif, 118/252\n",
      "----\n",
      "Returned 14 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190608_clean.tif, 119/252\n",
      "----\n",
      "Returned 14 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKC_20190611_clean.tif, 120/252\n",
      "----\n",
      "Returned 11 acquisitions\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\JackE\\anaconda3\\envs\\JackConda\\Lib\\site-packages\\rasterio\\warp.py:344: NotGeoreferencedWarning: Dataset has no geotransform, gcps, or rpcs. The identity matrix will be returned.\n",
      "  _reproject(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKN_20180426_clean.tif, 121/252\n",
      "----\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKN_20190417_clean.tif, 122/252\n",
      "----\n",
      "Returned 12 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKW_20190317_clean.tif, 123/252\n",
      "----\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKW_20190324_clean.tif, 124/252\n",
      "----\n",
      "Returned 14 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAKW_20190421_clean.tif, 125/252\n",
      "----\n",
      "Returned 14 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160509_clean.tif, 126/252\n",
      "----\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 3 acquisitions\n",
      "missing polarization, skipping\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160607_clean.tif, 127/252\n",
      "----\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 3 acquisitions\n",
      "missing polarization, skipping\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160614_clean.tif, 128/252\n",
      "----\n",
      "Returned 3 acquisitions\n",
      "max vh coverage is < 1%--recommend skipping ASO raster\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160621_clean.tif, 129/252\n",
      "----\n",
      "Returned 3 acquisitions\n",
      "max vh coverage is < 1%--recommend skipping ASO raster\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20160626_clean.tif, 130/252\n",
      "----\n",
      "Returned 4 acquisitions\n",
      "max vh coverage is < 1%--recommend skipping ASO raster\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20170128_clean.tif, 131/252\n",
      "----\n",
      "Returned 13 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-on rasters\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20170815_clean.tif, 132/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20180422_clean.tif, 133/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20180601_clean.tif, 134/252\n",
      "----\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190309_clean.tif, 135/252\n",
      "----\n",
      "Returned 11 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190501_clean.tif, 136/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190611_clean.tif, 137/252\n",
      "----\n",
      "Returned 11 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190703_clean.tif, 138/252\n",
      "----\n",
      "Returned 12 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALB_20190715_clean.tif, 139/252\n",
      "----\n",
      "Returned 12 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCALV_20170717_clean.tif, 140/252\n",
      "----\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 5 acquisitions\n",
      "max vh coverage is < 1%--recommend skipping ASO raster\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20180425_clean.tif, 141/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20190329_clean.tif, 142/252\n",
      "----\n",
      "Returned 14 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20190604_clean.tif, 143/252\n",
      "----\n",
      "Returned 14 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20190703_clean.tif, 144/252\n",
      "----\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCAMB_20190716_clean.tif, 145/252\n",
      "----\n",
      "Returned 15 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCARC_20160412_clean.tif, 146/252\n",
      "----\n",
      "Returned 5 acquisitions\n",
      "0.506080776737901 snow-on coverage\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 3 acquisitions\n",
      "missing polarization, skipping\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCARC_20170717_clean.tif, 147/252\n",
      "----\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 6 acquisitions\n",
      "0.5224608681238012 snow-on coverage\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20170718_clean.tif, 148/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20180423_clean.tif, 149/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20180601_clean.tif, 150/252\n",
      "----\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190317_clean.tif, 151/252\n",
      "----\n",
      "Returned 12 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190502_clean.tif, 152/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190609_clean.tif, 153/252\n",
      "----\n",
      "Returned 11 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190704_clean.tif, 154/252\n",
      "----\n",
      "Returned 12 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASF_20190714_clean.tif, 155/252\n",
      "----\n",
      "Returned 12 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20170129_clean.tif, 156/252\n",
      "----\n",
      "Returned 17 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 9 acquisitions\n",
      "0.999154092729129 snow-on coverage\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20170719_clean.tif, 157/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 6 acquisitions\n",
      "0.9670375251520893 snow-on coverage\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20170815_clean.tif, 158/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 6 acquisitions\n",
      "0.9920709958087025 snow-on coverage\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20180304_clean.tif, 159/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20180422_clean.tif, 160/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20180601_clean.tif, 161/252\n",
      "----\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190325_clean.tif, 162/252\n",
      "----\n",
      "Returned 12 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190501_clean.tif, 163/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190614_clean.tif, 164/252\n",
      "----\n",
      "Returned 12 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190704_clean.tif, 165/252\n",
      "----\n",
      "Returned 12 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCASJ_20190713_clean.tif, 166/252\n",
      "----\n",
      "Returned 11 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160326_clean.tif, 167/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "0.01575632853059237 snow-on coverage\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 4 acquisitions\n",
      "missing polarization, skipping\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160401_clean.tif, 168/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "0.016293259500864025 snow-on coverage\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 4 acquisitions\n",
      "missing polarization, skipping\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160407_clean.tif, 169/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "0.011877729763545999 snow-on coverage\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 4 acquisitions\n",
      "missing polarization, skipping\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160416_clean.tif, 170/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "0.49413143327034276 snow-on coverage\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 4 acquisitions\n",
      "missing polarization, skipping\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160426_clean.tif, 171/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "0.4939272428479717 snow-on coverage\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 4 acquisitions\n",
      "missing polarization, skipping\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160509_clean.tif, 172/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "0.012482530342037513 snow-on coverage\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 4 acquisitions\n",
      "missing polarization, skipping\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160527_clean.tif, 173/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "0.016563097418950578 snow-on coverage\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 4 acquisitions\n",
      "missing polarization, skipping\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160607_clean.tif, 174/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "0.016788526434195726 snow-on coverage\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 4 acquisitions\n",
      "missing polarization, skipping\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20160708_clean.tif, 175/252\n",
      "----\n",
      "Returned 4 acquisitions\n",
      "max vh coverage is < 1%--recommend skipping ASO raster\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20170717_clean.tif, 176/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "0.01831201063397978 snow-on coverage\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20170727_clean.tif, 177/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "0.01845713283120073 snow-on coverage\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20170816_clean.tif, 178/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "0.018116302986737703 snow-on coverage\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20180423_clean.tif, 179/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATB_20180528_clean.tif, 180/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190324_clean.tif, 181/252\n",
      "----\n",
      "Returned 14 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190417_clean.tif, 182/252\n",
      "----\n",
      "Returned 14 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190503_clean.tif, 183/252\n",
      "----\n",
      "Returned 14 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190613_clean.tif, 184/252\n",
      "----\n",
      "Returned 13 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USCATE_20190705_clean.tif, 185/252\n",
      "----\n",
      "Returned 14 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDBS_20200218_clean.tif, 186/252\n",
      "----\n",
      "Returned 12 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-on rasters\n",
      "Returned 5 acquisitions\n",
      "no acquisitons from same orbit, skipping\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDBS_20210315_clean.tif, 187/252\n",
      "----\n",
      "Returned 12 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-on rasters\n",
      "Returned 13 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDDC_20200219_clean.tif, 188/252\n",
      "----\n",
      "Returned 14 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 4 snow-on rasters\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDMC_20200209_clean.tif, 189/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-on rasters\n",
      "Returned 5 acquisitions\n",
      "0.40551039493561614 snow-on coverage\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm11n\\ASO_50M_SD_USIDMC_20210315_clean.tif, 190/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 5 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20210420_clean.tif, 191/252\n",
      "----\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20210514_clean.tif, 192/252\n",
      "----\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20220415_clean.tif, 193/252\n",
      "----\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20220510_clean.tif, 194/252\n",
      "----\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20230406_clean.tif, 195/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_Dolores_20230525_clean.tif, 196/252\n",
      "----\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_GreenRiver_20220611_clean.tif, 197/252\n",
      "----\n",
      "Returned 2 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_USUTLC_20210318_clean.tif, 198/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm12n\\ASO_50M_SD_WindRiver_20220611_clean.tif, 199/252\n",
      "----\n",
      "Returned 2 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Animas_20210419_clean.tif, 200/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BigThompsonLittleThompson_20230521_clean.tif, 201/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20190419_clean.tif, 202/252\n",
      "----\n",
      "Returned 2 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20190624_clean.tif, 203/252\n",
      "----\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20210418_clean.tif, 204/252\n",
      "----\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20210524_clean.tif, 205/252\n",
      "----\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20230416_clean.tif, 206/252\n",
      "----\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BlueRiver_20230529_clean.tif, 207/252\n",
      "----\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Blue_20220419_clean.tif, 208/252\n",
      "----\n",
      "Returned 3 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Blue_20220526_clean.tif, 209/252\n",
      "----\n",
      "Returned 3 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_BoulderCreek_20230509_clean.tif, 210/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_ClearCreek_20230509_clean.tif, 211/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20210420_clean.tif, 212/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20210516_clean.tif, 213/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20220415_clean.tif, 214/252\n",
      "----\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20220510_clean.tif, 215/252\n",
      "----\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Conejos_20230505_clean.tif, 216/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_EastRiver_20220518_clean.tif, 217/252\n",
      "----\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_EastRiver_20230401_clean.tif, 218/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_EastRiver_20230523_clean.tif, 219/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 1 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_GunnisonTaylor_20220421_clean.tif, 220/252\n",
      "----\n",
      "Returned 2 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_GunnisonTaylor_20220525_clean.tif, 221/252\n",
      "----\n",
      "Returned 3 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Gunnison_20220421_clean.tif, 222/252\n",
      "----\n",
      "Returned 2 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Poudre_20230522_clean.tif, 223/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 1 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_RoaringFork_20230411_clean.tif, 224/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_RoaringFork_20230528_clean.tif, 225/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 1 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_SouthPlatte_20230416_clean.tif, 226/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_SouthPlatte_20230526_clean.tif, 227/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 1 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_StVrainLefthand_20230521_clean.tif, 228/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_TaylorAndLottis_20230523_clean.tif, 229/252\n",
      "----\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 1 snow-on rasters\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_Taylor_20230401_clean.tif, 230/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_TenMileCk_20190613_clean.tif, 231/252\n",
      "----\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOBR_20190419_clean.tif, 232/252\n",
      "----\n",
      "Returned 2 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOBR_20190624_clean.tif, 233/252\n",
      "----\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCB_20180330_clean.tif, 234/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCJ_20160403_clean.tif, 235/252\n",
      "----\n",
      "Returned 4 acquisitions\n",
      "missing polarization\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCM_20190407_clean.tif, 236/252\n",
      "----\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCM_20190610_clean.tif, 237/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOCP_20210319_clean.tif, 238/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOFR_20200211_clean.tif, 239/252\n",
      "----\n",
      "Returned 2 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOFR_20210319_clean.tif, 240/252\n",
      "----\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGE_20180331_clean.tif, 241/252\n",
      "----\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGE_20180524_clean.tif, 242/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGE_20190407_clean.tif, 243/252\n",
      "----\n",
      "Returned 6 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGE_20190610_clean.tif, 244/252\n",
      "----\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGT_20180330_clean.tif, 245/252\n",
      "----\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGT_20190408_clean.tif, 246/252\n",
      "----\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCOGT_20190609_clean.tif, 247/252\n",
      "----\n",
      "Returned 8 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 7 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_USCORG_20160403_clean.tif, 248/252\n",
      "----\n",
      "Returned 3 acquisitions\n",
      "missing polarization\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_WindyGap_20220418_clean.tif, 249/252\n",
      "----\n",
      "Returned 4 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_WindyGap_20220526_clean.tif, 250/252\n",
      "----\n",
      "Returned 5 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_WindyGap_20230416_clean.tif, 251/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 2 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n",
      "----\n",
      "working on C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\\utm13n\\ASO_50M_SD_WindyGap_20230527_clean.tif, 252/252\n",
      "----\n",
      "Returned 9 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 1 snow-on rasters\n",
      "Returned 10 acquisitions\n",
      "total snow-on coverage available\n",
      "taking mean of 3 snow-off rasters\n"
     ]
    }
   ],
   "source": [
    "dir_path = r\"C:\\Users\\JackE\\uw\\courses\\aut24\\ml_geo\\final_data\\ASO_50m_SD_cleaned\"\n",
    "test = rtc_for_aso_all(dir_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6c01d27c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "JackConda",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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 },
 "nbformat": 4,
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