pipeline/Visualize-DEM.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import rasterio\n",
    "path = \"s3://planet-snowcover-analysis/DEMs/mcc_dem_3p0m_agg_TUOtrimmed_MANUAL.tif\"\n",
    "with rasterio.Env(AWS_S3_ENDPOINT='s3.us-west-2.amazonaws.com'):\n",
    "    with rasterio.open(path) as f:\n",
    "        img = f.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import boto3\n",
    "session = boto3.Session(profile_name='esip')\n",
    "# Any clients created from this session will use credentials\n",
    "# from the [dev] section of ~/.aws/credentials.\n",
    "dev_s3_client = session.client('s3')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('mcc_dem_3p0m_agg_TUOtrimmed_MANUAL.tif', 'wb') as f:\n",
    "    dev_s3_client.download_fileobj('planet-snowcover-analysis', 'DEMs/mcc_dem_3p0m_agg_TUOtrimmed_MANUAL.tif', f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ubuntu/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages/matplotlib/__init__.py:1067: UserWarning: Duplicate key in file \"/home/ubuntu/.config/matplotlib/matplotlibrc\", line #2\n",
      "  (fname, cnt))\n",
      "/home/ubuntu/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages/matplotlib/__init__.py:1067: UserWarning: Duplicate key in file \"/home/ubuntu/.config/matplotlib/matplotlibrc\", line #3\n",
      "  (fname, cnt))\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import rasterio as rio\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import rasterio.plot\n",
    "import os\n",
    "from datetime import datetime as dt\n",
    "\n",
    "# Load the DEM and read out a np array of the elevation values (meters):\n",
    "dem = rio.open(r'mcc_dem_3p0m_agg_TUOtrimmed_MANUAL.tif')\n",
    "elev = dem.read(1)\n",
    "\n",
    "\n",
    "\n",
    "# Plot this elevation band:\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.imshow(elev)\n",
    "\n",
    "title_text = ''\n",
    "plt.title(title_text);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       ...,\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.]], dtype=float32)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "elev"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'driver': 'GTiff',\n",
       " 'dtype': 'float32',\n",
       " 'nodata': None,\n",
       " 'width': 17699,\n",
       " 'height': 16780,\n",
       " 'count': 1,\n",
       " 'crs': CRS.from_dict(init='epsg:32611'),\n",
       " 'transform': Affine(3.0, 0.0, 254247.0,\n",
       "        0.0, -3.0, 4229667.0)}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get metadata\n",
    "dem.meta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Driver: GTiff/GeoTIFF\n",
      "Files: mcc_dem_3p0m_agg_TUOtrimmed_MANUAL.tif\n",
      "Size is 17699, 16780\n",
      "Coordinate System is:\n",
      "PROJCS[\"WGS 84 / UTM zone 11N\",\n",
      "    GEOGCS[\"WGS 84\",\n",
      "        DATUM[\"WGS_1984\",\n",
      "            SPHEROID[\"WGS 84\",6378137,298.257223563,\n",
      "                AUTHORITY[\"EPSG\",\"7030\"]],\n",
      "            AUTHORITY[\"EPSG\",\"6326\"]],\n",
      "        PRIMEM[\"Greenwich\",0,\n",
      "            AUTHORITY[\"EPSG\",\"8901\"]],\n",
      "        UNIT[\"degree\",0.0174532925199433,\n",
      "            AUTHORITY[\"EPSG\",\"9122\"]],\n",
      "        AUTHORITY[\"EPSG\",\"4326\"]],\n",
      "    PROJECTION[\"Transverse_Mercator\"],\n",
      "    PARAMETER[\"latitude_of_origin\",0],\n",
      "    PARAMETER[\"central_meridian\",-117],\n",
      "    PARAMETER[\"scale_factor\",0.9996],\n",
      "    PARAMETER[\"false_easting\",500000],\n",
      "    PARAMETER[\"false_northing\",0],\n",
      "    UNIT[\"metre\",1,\n",
      "        AUTHORITY[\"EPSG\",\"9001\"]],\n",
      "    AXIS[\"Easting\",EAST],\n",
      "    AXIS[\"Northing\",NORTH],\n",
      "    AUTHORITY[\"EPSG\",\"32611\"]]\n",
      "Origin = (254247.000000000000000,4229667.000000000000000)\n",
      "Pixel Size = (3.000000000000000,-3.000000000000000)\n",
      "Metadata:\n",
      "  AREA_OR_POINT=Area\n",
      "  TIFFTAG_XRESOLUTION=1\n",
      "  TIFFTAG_YRESOLUTION=1\n",
      "Image Structure Metadata:\n",
      "  INTERLEAVE=BAND\n",
      "Corner Coordinates:\n",
      "Upper Left  (  254247.000, 4229667.000) (119d48'20.72\"W, 38d10'53.16\"N)\n",
      "Lower Left  (  254247.000, 4179327.000) (119d47'18.80\"W, 37d43'41.75\"N)\n",
      "Upper Right (  307344.000, 4229667.000) (119d12' 0.06\"W, 38d11'39.67\"N)\n",
      "Lower Right (  307344.000, 4179327.000) (119d11'11.48\"W, 37d44'27.51\"N)\n",
      "Center      (  280795.500, 4204497.000) (119d29'42.78\"W, 37d57'41.93\"N)\n",
      "Band 1 Block=17699x1 Type=Float32, ColorInterp=Gray\n"
     ]
    }
   ],
   "source": [
    "!gdalinfo mcc_dem_3p0m_agg_TUOtrimmed_MANUAL.tif"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BoundingBox(left=254247.0, bottom=4179327.0, right=307344.0, top=4229667.0)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dem.bounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#clip the area of interest\n",
    "from rasterio.warp import calculate_default_transform, reproject, Resampling\n",
    "from rasterio.mask import mask\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "dst_crs='EPSG:4326'\n",
    "transform, width, height = calculate_default_transform(dem.crs, dst_crs, dem.width, dem.height, *dem.bounds)\n",
    "kwargs = dem.meta.copy()\n",
    "kwargs.update({\n",
    "                'crs': dst_crs,\n",
    "                'transform': transform,\n",
    "                'width': width,\n",
    "                'height': height\n",
    "            })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "outpath='out.tiff'\n",
    "with rio.open(outpath, 'w', **kwargs) as dst:\n",
    "            reproject(\n",
    "                        source=rio.band(dem, 1),\n",
    "                        destination=rio.band(dst, 1),\n",
    "                        src_transform=dem.transform,\n",
    "                        src_crs=dem.crs,\n",
    "                        dst_transform=transform,\n",
    "                        dst_crs=dst_crs,\n",
    "                        resampling=Resampling.bilinear)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ubuntu/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages/matplotlib/__init__.py:1067: UserWarning: Duplicate key in file \"/home/ubuntu/.config/matplotlib/matplotlibrc\", line #2\n",
      "  (fname, cnt))\n",
      "/home/ubuntu/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages/matplotlib/__init__.py:1067: UserWarning: Duplicate key in file \"/home/ubuntu/.config/matplotlib/matplotlibrc\", line #3\n",
      "  (fname, cnt))\n"
     ]
    }
   ],
   "source": [
    "# Open raster data\n",
    "import earthpy as et\n",
    "import earthpy.plot as ep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prettier plotting with seaborn\n",
    "sns.set(font_scale=1.5, style=\"whitegrid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPSG:4326\n",
      "{'driver': 'GTiff', 'dtype': 'float32', 'nodata': None, 'width': 19874, 'height': 14959, 'count': 1, 'crs': CRS.from_dict(init='epsg:4326'), 'transform': Affine(3.115758480714683e-05, 0.0, -119.80575467105508,\n",
      "       0.0, -3.115758480714683e-05, 38.194353568849955)}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(14959, 19874)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Open data and assign negative values to nan\n",
    "with rio.open('out.tiff') as src:\n",
    "    epsg4326_dem = src.read(1, masked=True)\n",
    "ds = rio.open('out.tiff')\n",
    "print(ds.crs)\n",
    "print(ds.meta)\n",
    "# View object dimensions\n",
    "epsg4326_dem.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " ...\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]]\n"
     ]
    }
   ],
   "source": [
    "print(epsg4326_dem)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ep.hist(epsg4326_dem, colors=['purple'],\n",
    "        title=\"Distribution of DEM Elevation Values\",\n",
    "        xlabel='Elevation (meters)',\n",
    "        ylabel='Frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get S3 planet file\n",
    "#s3://planet-snowcover-imagery/20180528_180846_1002_3B_AnalyticMS_SR_clip/15/5534/12660.tif\n",
    "with open('12660.tif', 'wb') as f:\n",
    "    dev_s3_client.download_fileobj('planet-snowcover-imagery', '20180528_180846_1002_3B_AnalyticMS_SR_clip/15/5534/12660.tif', f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Driver: GTiff/GeoTIFF\n",
      "Files: 12660.tif\n",
      "Size is 512, 512\n",
      "Coordinate System is:\n",
      "GEOGCS[\"WGS 84\",\n",
      "    DATUM[\"WGS_1984\",\n",
      "        SPHEROID[\"WGS 84\",6378137,298.257223563,\n",
      "            AUTHORITY[\"EPSG\",\"7030\"]],\n",
      "        AUTHORITY[\"EPSG\",\"6326\"]],\n",
      "    PRIMEM[\"Greenwich\",0],\n",
      "    UNIT[\"degree\",0.0174532925199433],\n",
      "    AUTHORITY[\"EPSG\",\"4326\"]]\n",
      "Origin = (-119.201660156250000,37.822802433527563)\n",
      "Pixel Size = (0.000021457672119,-0.000016950648287)\n",
      "Metadata:\n",
      "  AREA_OR_POINT=Area\n",
      "Image Structure Metadata:\n",
      "  INTERLEAVE=PIXEL\n",
      "Corner Coordinates:\n",
      "Upper Left  (-119.2016602,  37.8228024) (119d12' 5.98\"W, 37d49'22.09\"N)\n",
      "Lower Left  (-119.2016602,  37.8141237) (119d12' 5.98\"W, 37d48'50.85\"N)\n",
      "Upper Right (-119.1906738,  37.8228024) (119d11'26.43\"W, 37d49'22.09\"N)\n",
      "Lower Right (-119.1906738,  37.8141237) (119d11'26.43\"W, 37d48'50.85\"N)\n",
      "Center      (-119.1961670,  37.8184631) (119d11'46.20\"W, 37d49' 6.47\"N)\n",
      "Band 1 Block=512x1 Type=Float64, ColorInterp=Gray\n",
      "Band 2 Block=512x1 Type=Float64, ColorInterp=Undefined\n",
      "Band 3 Block=512x1 Type=Float64, ColorInterp=Undefined\n",
      "Band 4 Block=512x1 Type=Float64, ColorInterp=Undefined\n"
     ]
    }
   ],
   "source": [
    "# crop the area\n",
    "!gdalinfo 12660.tif"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Driver: GTiff/GeoTIFF\n",
      "Files: out.tiff\n",
      "Size is 19874, 14959\n",
      "Coordinate System is:\n",
      "GEOGCS[\"WGS 84\",\n",
      "    DATUM[\"WGS_1984\",\n",
      "        SPHEROID[\"WGS 84\",6378137,298.257223563,\n",
      "            AUTHORITY[\"EPSG\",\"7030\"]],\n",
      "        AUTHORITY[\"EPSG\",\"6326\"]],\n",
      "    PRIMEM[\"Greenwich\",0],\n",
      "    UNIT[\"degree\",0.0174532925199433],\n",
      "    AUTHORITY[\"EPSG\",\"4326\"]]\n",
      "Origin = (-119.805754671055084,38.194353568849955)\n",
      "Pixel Size = (0.000031157584807,-0.000031157584807)\n",
      "Metadata:\n",
      "  AREA_OR_POINT=Area\n",
      "Image Structure Metadata:\n",
      "  INTERLEAVE=BAND\n",
      "Corner Coordinates:\n",
      "Upper Left  (-119.8057547,  38.1943536) (119d48'20.72\"W, 38d11'39.67\"N)\n",
      "Lower Left  (-119.8057547,  37.7282673) (119d48'20.72\"W, 37d43'41.76\"N)\n",
      "Upper Right (-119.1865288,  38.1943536) (119d11'11.50\"W, 38d11'39.67\"N)\n",
      "Lower Right (-119.1865288,  37.7282673) (119d11'11.50\"W, 37d43'41.76\"N)\n",
      "Center      (-119.4961418,  37.9613104) (119d29'46.11\"W, 37d57'40.72\"N)\n",
      "Band 1 Block=19874x1 Type=Float32, ColorInterp=Gray\n"
     ]
    }
   ],
   "source": [
    "!gdalinfo out.tiff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "meta origin {'driver': 'GTiff', 'dtype': 'float32', 'nodata': None, 'width': 19874, 'height': 14959, 'count': 1, 'crs': CRS.from_dict(init='epsg:4326'), 'transform': Affine(3.115758480714683e-05, 0.0, -119.80575467105508,\n",
      "       0.0, -3.115758480714683e-05, 38.194353568849955)}\n",
      "planet origin {'driver': 'GTiff', 'dtype': 'float64', 'nodata': None, 'width': 512, 'height': 512, 'count': 4, 'crs': CRS.from_dict(init='epsg:4326'), 'transform': Affine(2.1457672119140625e-05, 0.0, -119.20166015625,\n",
      "       0.0, -1.6950648287314407e-05, 37.82280243352756)}\n",
      "POLYGON ((-119.190673828125 37.81412370160446, -119.190673828125 37.82280243352756, -119.20166015625 37.82280243352756, -119.20166015625 37.81412370160446, -119.190673828125 37.81412370160446))\n",
      "clipped transform | 0.00, 0.00,-119.20|\n",
      "| 0.00,-0.00, 37.82|\n",
      "| 0.00, 0.00, 1.00|\n",
      "{'driver': 'GTiff', 'dtype': 'float64', 'nodata': None, 'width': 512, 'height': 512, 'count': 4, 'crs': CRS.from_dict(init='epsg:4326'), 'transform': Affine(2.1457672119140625e-05, 0.0, -119.20166015625,\n",
      "       0.0, -1.6950648287314407e-05, 37.82280243352756)} ds\n",
      "(280, 353)\n",
      "EPSG:4326\n",
      "{'driver': 'GTiff', 'dtype': 'float64', 'nodata': None, 'width': 512, 'height': 512, 'count': 4, 'crs': CRS.from_dict(init='epsg:4326'), 'transform': Affine(2.1457672119140625e-05, 0.0, -119.20166015625,\n",
      "       0.0, -1.6950648287314407e-05, 37.82280243352756)}\n",
      "512\n",
      "512\n",
      "clipped\n",
      "280\n",
      "353\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import pyproj\n",
    "from geopandas import GeoDataFrame\n",
    "from shapely.geometry import shape,box\n",
    "from rasterio.mask import mask\n",
    "from rasterio.transform import from_origin\n",
    "# Open data and assign negative values to nan\n",
    "with rio.open('out.tiff') as origin:\n",
    "    epsg4326_dem = origin.read(1)\n",
    "    print('meta origin',origin.meta)\n",
    "    with rio.open('12660.tif') as src:\n",
    "        print('planet origin',src.meta)\n",
    "        #pf = src.read(1, masked=True)\n",
    "        print(box(*src.bounds))\n",
    "        clipped_raster,clipped_transform = mask(origin,[box(*src.bounds)],crop=True,nodata= 0)\n",
    "        print('clipped transform',clipped_transform)\n",
    "        clipped_meta = origin.meta.copy()\n",
    "        clipped_meta.update({\"driver\": \"GTiff\",\n",
    "                 \"height\": clipped_raster.shape[1],\n",
    "                 \"width\": clipped_raster.shape[2],\n",
    "                               \"nodata\": 0,\n",
    "                 \"transform\": clipped_transform})\n",
    "        print(src.meta,\"ds\")\n",
    "        print(clipped_raster[0].shape)\n",
    "        print(src.crs)\n",
    "        print(src.meta)\n",
    "        print(src.shape[1])\n",
    "        print(src.shape[0])\n",
    "        print(\"clipped\")\n",
    "        print(clipped_raster.shape[1])\n",
    "        print(clipped_raster.shape[2])\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "with rio.open(\"dem.masked.tif\", \"w\", **clipped_meta) as dest:\n",
    "    dest.write(clipped_raster) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPSG:4326\n",
      "{'driver': 'GTiff', 'dtype': 'float32', 'nodata': 0.0, 'width': 353, 'height': 280, 'count': 1, 'crs': CRS.from_dict(init='epsg:4326'), 'transform': Affine(3.115758480714683e-05, 0.0, -119.20167141681412,\n",
      "       0.0, -3.115758480714683e-05, 37.82283052760954)}\n"
     ]
    }
   ],
   "source": [
    "dem_m = rio.open('dem.masked.tif')\n",
    "dem_r = dem_m.read()\n",
    "print(dem_m.crs)\n",
    "print(dem_m.meta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rasterio import Affine, MemoryFile\n",
    "from rasterio.enums import Resampling\n",
    "import earthpy as et\n",
    "import earthpy.spatial as es\n",
    "import earthpy.plot as ep\n",
    "import numpy\n",
    "scale=1\n",
    "# Open data and assign negative values to nan\n",
    "with rio.open('dem.masked.tif') as origin:\n",
    "        with rio.open('12660.tif') as src:\n",
    "            t = src.transform\n",
    "            # # Load red and NIR bands - note all PlanetScope 4-band images have band order BGRN\n",
    "            planet_ndvi = es.normalized_diff(src.read(3), src.read(4))\n",
    "            # rescale the metadata\n",
    "            transform = Affine(t.a * scale, t.b, t.c, t.d, t.e * scale, t.f)\n",
    "            height = int(src.height / scale)\n",
    "            width = int(src.width / scale)\n",
    "\n",
    "            profile = origin.profile\n",
    "            profile.update(transform=transform, driver='GTiff', height=height, width=width)\n",
    "\n",
    "            #data = raster.read(\n",
    "            #        out_shape=(origin.count, height, width),\n",
    "            #        resampling=Resampling.bilinear,\n",
    "            #    )\n",
    "            data = origin.read(\n",
    "                    out_shape=(origin.count, height, width),\n",
    "                    resampling=Resampling.bilinear,\n",
    "            )\n",
    "            with rasterio.open('dem.masked_res.tif', 'w', **profile) as dataset:  # Open as DatasetWriter\n",
    "                dataset.write(data)\n",
    "            \n",
    "            aug_pla_meta = src.profile\n",
    "            # Change the count or number of bands from 4 to 5\n",
    "            aug_pla_meta['count'] = 5\n",
    "            # Change the data type to float rather than integer\n",
    "            aug_pla_meta['dtype'] = \"float64\"\n",
    "            aug_pla_meta\n",
    "            \n",
    "            #convert to float64\n",
    "            ndvi_64 = np.array(planet_ndvi, dtype=numpy.float64)\n",
    "\n",
    "\n",
    "            # Write band calculations to a new raster file\n",
    "            with rasterio.open('12660_aug.tif', 'w', **aug_pla_meta) as dstr:\n",
    "                    dstr.write_band(1, src.read(1))\n",
    "                    dstr.write_band(2, src.read(2))\n",
    "                    dstr.write_band(3, src.read(3))\n",
    "                    dstr.write_band(4, src.read(4))\n",
    "                    dstr.write_band(5, ndvi_64)\n",
    "            dstr.close()         "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ep.hist(ndvi_64, colors=['purple'],\n",
    "        title=\"Distribution of ndvi\",\n",
    "        xlabel='ndvi',\n",
    "        ylabel='Frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(blue_64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import rasterio\n",
    "from matplotlib import pyplot\n",
    "aug_pla = rasterio.open(\"12660_aug.tif\")\n",
    "\n",
    "ep.hist(aug_pla.read(5), colors=['purple'],\n",
    "        title=\"Distribution of ndvi\",\n",
    "        xlabel='ndvi',\n",
    "        ylabel='Frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPSG:4326\n",
      "{'driver': 'GTiff', 'dtype': 'float32', 'nodata': 0.0, 'width': 512, 'height': 512, 'count': 1, 'crs': CRS.from_dict(init='epsg:4326'), 'transform': Affine(2.1457672119140625e-05, 0.0, -119.20166015625,\n",
      "       0.0, -1.6950648287314407e-05, 37.82280243352756)}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dem_res = rio.open('dem.masked_res.tif')\n",
    "dem_rs = dem_res.read()\n",
    "print(dem_res.crs)\n",
    "print(dem_res.meta)\n",
    "dem_rs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import rasterio\n",
    "from matplotlib import pyplot\n",
    "srced = rasterio.open(\"dem.masked_res.tif\")\n",
    "pyplot.imshow(srced.read(1), cmap='pink')\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import rasterio\n",
    "from matplotlib import pyplot\n",
    "srced = rasterio.open(\"dem.masked.tif\")\n",
    "pyplot.imshow(srced.read(1), cmap='pink')\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!gdalinfo dem.masked_res.tif"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ep.plot_bands(dem_r[0], cmap='PiYG', scale=False,\n",
    "              title=\"PDEM\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!gdalinfo 12660.tif"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "with rasterio.open('12660.tif', 'r') as dst_new:\n",
    "        aug_pla_ras = dst_new.read()\n",
    "        aug_pla_meta = dst_new.profile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "aug_pla_ras[3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ep.plot_bands(aug_pla_ras[0], cmap='PiYG', scale=False,\n",
    "              vmin=-1, vmax=1,\n",
    "              title=\"Planet Band 0\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Add stuff\n",
    "\n",
    "# Change the count or number of bands from 4 to 5\n",
    "aug_pla_meta['count'] = 5\n",
    "# Change the data type to float rather than integer\n",
    "aug_pla_meta['dtype'] = \"float64\"\n",
    "aug_pla_meta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dem_rs[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy\n",
    "#convert to float64\n",
    "dem_rs_64 = numpy.array(dem_rs[0], dtype=numpy.float64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Write your the dem to raster object\n",
    "with rio.open('planet_aug.tif', 'w', **aug_pla_meta) as dst_pla:\n",
    "    dst_pla.write(dem_rs_64, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "with rasterio.open('planet_aug.tif', 'r') as dst_new:\n",
    "        anew_pla_ras = dst_new.read()\n",
    "        anew_pla_meta = dst_new.profile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from os import environ\n",
    "import sys\n",
    "import io\n",
    "from os.path import expanduser\n",
    "sys.path.append(\"../model/robosat_pink/\")\n",
    "from robosat_pink.config import load_config\n",
    "config_location= '/home/ubuntu/planet-snowcover/experiments/co-train.toml'\n",
    "config = load_config(config_location)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Searching for imagery...(planet-snowcover-imagery/20180528_.*)\n",
      "candidates:\n",
      "['planet-snowcover-imagery/20180423_180737_1009_3B_AnalyticMS_DN_udm_clip.tif',\n",
      " 'planet-snowcover-imagery/20180601_181447_0f32_3B_AnalyticMS_DN_udm_clip.tif',\n",
      " 'planet-snowcover-imagery/20180601_181447_0f32_3B_AnalyticMS_SR_clip.tif',\n",
      " 'planet-snowcover-imagery/20180601_181447_0f32_3B_AnalyticMS_metadata_clip.xml',\n",
      " 'planet-snowcover-imagery/20180601_181447_0f32_metadata.json',\n",
      " 'planet-snowcover-imagery/20180601_181448_0f32_3B_AnalyticMS_DN_udm_clip.tif',\n",
      " 'planet-snowcover-imagery/20180601_181448_0f32_3B_AnalyticMS_SR_clip.tif',\n",
      " 'planet-snowcover-imagery/20180601_181448_0f32_3B_AnalyticMS_metadata_clip.xml',\n",
      " 'planet-snowcover-imagery/20180601_181448_0f32_metadata.json',\n",
      " 'planet-snowcover-imagery/20180601_181449_0f32_3B_AnalyticMS_DN_udm_clip.tif',\n",
      " 'planet-snowcover-imagery/20180601_181449_0f32_3B_AnalyticMS_SR_clip_scaled.tif',\n",
      " 'planet-snowcover-imagery/20180601_181449_0f32_3B_AnalyticMS_metadata_clip.xml',\n",
      " 'planet-snowcover-imagery/20180601_181449_0f32_metadata.json',\n",
      " 'planet-snowcover-imagery/20180601_181450_0f32_3B_AnalyticMS_DN_udm_clip.tif',\n",
      " 'planet-snowcover-imagery/20180601_181450_0f32_3B_AnalyticMS_SR_clip.tif',\n",
      " 'planet-snowcover-imagery/20180601_181450_0f32_3B_AnalyticMS_metadata_clip.xml',\n",
      " 'planet-snowcover-imagery/20180601_181450_0f32_metadata.json',\n",
      " 'planet-snowcover-imagery/20180601_181451_0f32_3B_AnalyticMS_DN_udm_clip.tif',\n",
      " 'planet-snowcover-imagery/20180601_181451_0f32_3B_AnalyticMS_SR_clip.tif',\n",
      " 'planet-snowcover-imagery/20180601_181451_0f32_3B_AnalyticMS_metadata_clip.xml',\n",
      " 'planet-snowcover-imagery/20180601_181451_0f32_metadata.json',\n",
      " 'planet-snowcover-imagery/20190727_184554_29_1063-image.tif',\n",
      " 'planet-snowcover-imagery/20191001_183911_1013.tif',\n",
      " 'planet-snowcover-imagery/20191001_183911_1013_1B_AnalyticMS.tif',\n",
      " 'planet-snowcover-imagery/archive',\n",
      " 'planet-snowcover-imagery/assets-combined-dedup-2019-10-03.csv',\n",
      " 'planet-snowcover-imagery/assets-combined-dedup-cloud-date-constrained-2019-11-08.pkl',\n",
      " 'planet-snowcover-imagery/complete-tiles.csv',\n",
      " 'planet-snowcover-imagery/manifest.json',\n",
      " 'planet-snowcover-imagery/20170224_171306_0e26_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170224_171307_0e26_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170329_093247_0e16_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170329_093248_0e16_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170329_093249_0e16_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170331_093332_0e20_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170331_093333_0e20_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170331_093334_0e20_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170331_093335_0e20_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170331_093336_0e20_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170331_093337_0e20_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170331_093338_0e20_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170402_093245_0e0d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170402_093246_0e0d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170402_093247_0e0d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170516_092457_1030_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170516_092458_1030_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170516_092514_1028_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170516_092515_1028_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170516_092516_1028_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170517_092756_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170517_092757_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170517_092758_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170517_092759_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170517_092800_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170517_092801_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170517_092802_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170517_092803_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20170517_092804_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180330_172048_0f3f_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180330_172049_0f3f_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180330_172052_0f3f_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180330_172053_0f3f_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180330_172054_0f3f_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180422_180809_1033_3B_AnalyticMS_SR_clip_tiled',\n",
      " 'planet-snowcover-imagery/20180422_180811_1033_3B_AnalyticMS_SR_clip_tiled',\n",
      " 'planet-snowcover-imagery/20180422_180812_1033_3B_AnalyticMS_SR_clip_tiled',\n",
      " 'planet-snowcover-imagery/20180422_182001_101c_3B_AnalyticMS_SR_clip_tiled',\n",
      " 'planet-snowcover-imagery/20180422_182002_101c_3B_AnalyticMS_SR_clip_tiled',\n",
      " 'planet-snowcover-imagery/20180423_180735_1009_3B_AnalyticMS_SR_clip_tiled',\n",
      " 'planet-snowcover-imagery/20180423_180736_1009_3B_AnalyticMS_SR_clip_tiled',\n",
      " 'planet-snowcover-imagery/20180423_180737_1009_3B_AnalyticMS_SR_clip_tiled',\n",
      " 'planet-snowcover-imagery/20180423_180738_1009_3B_AnalyticMS_SR_clip_tiled',\n",
      " 'planet-snowcover-imagery/20180423_181001_100c_3B_AnalyticMS_SR_clip_tiled',\n",
      " 'planet-snowcover-imagery/20180423_181002_100c_3B_AnalyticMS_SR_clip_tiled',\n",
      " 'planet-snowcover-imagery/20180423_181004_100c_3B_AnalyticMS_SR_clip_tiled',\n",
      " 'planet-snowcover-imagery/20180524_172141_103d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172142_103d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172143_103d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172144_103d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172145_103d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172146_103d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172147_103d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172148_103d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172149_103d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172326_0f51_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172327_0f51_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172329_0f51_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172330_0f51_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172331_0f51_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172332_0f51_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172333_0f51_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172334_0f51_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172630_0f2d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172631_0f2d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172632_0f2d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172633_0f2d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172634_0f2d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172635_0f2d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172636_0f2d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172637_0f2d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180524_172637_1_0f2d_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_180846_1002_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_180847_1002_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181107_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181108_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181109_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181110_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181111_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181112_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181113_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181114_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181115_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181116_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181319_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181320_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181322_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181323_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181324_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181325_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181326_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181327_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180601_181447_0f32_3B_AnalyticMS_SR_clip_tiled',\n",
      " 'planet-snowcover-imagery/20180601_181448_0f32_3B_AnalyticMS_SR_clip_tiled',\n",
      " 'planet-snowcover-imagery/20180601_181450_0f32_3B_AnalyticMS_SR_clip_tiled',\n",
      " 'planet-snowcover-imagery/20180601_181451_0f32_3B_AnalyticMS_SR_clip_tiled',\n",
      " 'planet-snowcover-imagery/20190616_185606_63_1057_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20190727_184554_29_1063-image',\n",
      " 'planet-snowcover-imagery/20191001_183911_1013',\n",
      " 'planet-snowcover-imagery/PSScene4Band_20170129_180054_0e0f_analytic_sr',\n",
      " 'planet-snowcover-imagery/archive',\n",
      " 'planet-snowcover-imagery/planet-orders']\n",
      "result:\n",
      "['planet-snowcover-imagery/20180528_180846_1002_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_180847_1002_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181107_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181108_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181109_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181110_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181111_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181112_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181113_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181114_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181115_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181116_1025_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181319_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181320_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181322_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181323_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181324_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181325_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181326_1005_3B_AnalyticMS_SR_clip',\n",
      " 'planet-snowcover-imagery/20180528_181327_1005_3B_AnalyticMS_SR_clip']\n"
     ]
    }
   ],
   "source": [
    "import pprint\n",
    "import s3fs\n",
    "import boto3\n",
    "import io\n",
    "from re import match\n",
    "%matplotlib inline\n",
    "import rasterio as rio\n",
    "\n",
    "p = pprint.PrettyPrinter()\n",
    "\n",
    "fs = s3fs.S3FileSystem(session = boto3.Session(profile_name = config['dataset']['aws_profile']))\n",
    "\n",
    "imagery_searchpath = config['dataset']['image_bucket']  + '/' +  config['dataset']['imagery_directory_regex']\n",
    "print(\"Searching for imagery...({})\".format(imagery_searchpath))\n",
    "imagery_candidates = fs.ls(config['dataset']['image_bucket'])\n",
    "print(\"candidates:\")\n",
    "p.pprint(imagery_candidates)\n",
    "imagery_locs = [c for c in imagery_candidates if match(imagery_searchpath, c)]\n",
    "print(\"result:\")\n",
    "p.pprint(imagery_locs)\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "planet-snowcover-imagery:20180528_180846_1002_3B_AnalyticMS_SR_clip/15/5534/12660.tif\n",
      "planet-snowcover-imagery:20180528_180846_1002_3B_AnalyticMS_SR_clip/15/5534/12661.tif\n",
      "planet-snowcover-imagery:20180528_180846_1002_3B_AnalyticMS_SR_clip/15/5534/12662.tif\n",
      "planet-snowcover-imagery:20180528_180846_1002_3B_AnalyticMS_SR_clip/15/5534/12663.tif\n",
      "planet-snowcover-imagery:20180528_180847_1002_3B_AnalyticMS_SR_clip/15/5532/12669.tif\n",
      "planet-snowcover-imagery:20180528_180847_1002_3B_AnalyticMS_SR_clip/15/5532/12670.tif\n",
      "planet-snowcover-imagery:20180528_180847_1002_3B_AnalyticMS_SR_clip/15/5533/12665.tif\n",
      "planet-snowcover-imagery:20180528_180847_1002_3B_AnalyticMS_SR_clip/15/5533/12666.tif\n",
      "planet-snowcover-imagery:20180528_180847_1002_3B_AnalyticMS_SR_clip/15/5533/12667.tif\n",
      "planet-snowcover-imagery:20180528_180847_1002_3B_AnalyticMS_SR_clip/15/5533/12668.tif\n",
      "planet-snowcover-imagery:20180528_180847_1002_3B_AnalyticMS_SR_clip/15/5533/12669.tif\n",
      "planet-snowcover-imagery:20180528_180847_1002_3B_AnalyticMS_SR_clip/15/5533/12670.tif\n",
      "planet-snowcover-imagery:20180528_180847_1002_3B_AnalyticMS_SR_clip/15/5534/12664.tif\n",
      "planet-snowcover-imagery:20180528_180847_1002_3B_AnalyticMS_SR_clip/15/5534/12665.tif\n",
      "planet-snowcover-imagery:20180528_180847_1002_3B_AnalyticMS_SR_clip/15/5534/12666.tif\n",
      "planet-snowcover-imagery:20180528_180847_1002_3B_AnalyticMS_SR_clip/15/5534/12667.tif\n",
      "planet-snowcover-imagery:20180528_180847_1002_3B_AnalyticMS_SR_clip/15/5534/12668.tif\n",
      "planet-snowcover-imagery:20180528_180847_1002_3B_AnalyticMS_SR_clip/15/5534/12669.tif\n",
      "planet-snowcover-imagery:20180528_180847_1002_3B_AnalyticMS_SR_clip/15/5534/12670.tif\n",
      "planet-snowcover-imagery:20180528_181107_1025_3B_AnalyticMS_SR_clip/15/5512/12612.tif\n",
      "planet-snowcover-imagery:20180528_181107_1025_3B_AnalyticMS_SR_clip/15/5513/12612.tif\n",
      "planet-snowcover-imagery:20180528_181107_1025_3B_AnalyticMS_SR_clip/15/5514/12612.tif\n",
      "planet-snowcover-imagery:20180528_181107_1025_3B_AnalyticMS_SR_clip/15/5515/12612.tif\n",
      "planet-snowcover-imagery:20180528_181107_1025_3B_AnalyticMS_SR_clip/15/5516/12612.tif\n",
      "planet-snowcover-imagery:20180528_181107_1025_3B_AnalyticMS_SR_clip/15/5516/12613.tif\n",
      "planet-snowcover-imagery:20180528_181107_1025_3B_AnalyticMS_SR_clip/15/5517/12612.tif\n",
      "planet-snowcover-imagery:20180528_181107_1025_3B_AnalyticMS_SR_clip/15/5517/12613.tif\n",
      "planet-snowcover-imagery:20180528_181107_1025_3B_AnalyticMS_SR_clip/15/5518/12612.tif\n",
      "planet-snowcover-imagery:20180528_181107_1025_3B_AnalyticMS_SR_clip/15/5518/12613.tif\n",
      "planet-snowcover-imagery:20180528_181107_1025_3B_AnalyticMS_SR_clip/15/5519/12612.tif\n",
      "planet-snowcover-imagery:20180528_181107_1025_3B_AnalyticMS_SR_clip/15/5519/12613.tif\n",
      "planet-snowcover-imagery:20180528_181107_1025_3B_AnalyticMS_SR_clip/15/5520/12612.tif\n",
      "planet-snowcover-imagery:20180528_181107_1025_3B_AnalyticMS_SR_clip/15/5520/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5494/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5494/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5495/12612.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5495/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5495/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5495/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5495/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5496/12612.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5496/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5496/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5496/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5496/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5497/12612.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5497/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5497/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5497/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5497/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5498/12612.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5498/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5498/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5498/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5498/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5498/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5499/12612.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5499/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5499/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5499/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5499/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5499/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5500/12612.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5500/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5500/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5500/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5500/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5500/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5501/12612.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5501/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5501/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5501/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5501/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5501/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5502/12612.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5502/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5502/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5502/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5502/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5502/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5503/12612.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5503/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5503/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5503/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5503/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5503/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5503/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5504/12612.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5504/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5504/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5504/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5504/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5504/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5504/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5505/12612.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5505/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5505/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5505/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5505/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5505/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5505/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5506/12612.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5506/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5506/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5506/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5506/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5506/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5506/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5507/12612.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5507/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5507/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5507/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5507/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5507/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5507/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5508/12612.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5508/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5508/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5508/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5508/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5508/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5508/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5508/12619.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5509/12612.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5509/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5509/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5509/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5509/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5509/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5509/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5509/12619.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5510/12612.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5510/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5510/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5510/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5510/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5510/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5510/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5510/12619.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5511/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5511/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5511/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5511/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5511/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5511/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5511/12619.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5512/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5512/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5512/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5512/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5512/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5512/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5512/12619.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5512/12620.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5513/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5513/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5513/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5513/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5513/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5513/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5513/12619.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5513/12620.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5514/12613.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5514/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5514/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5514/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5514/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5514/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5514/12619.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5514/12620.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5515/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5515/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5515/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5515/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5515/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5515/12619.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5515/12620.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5516/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5516/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5516/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5516/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5516/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5516/12619.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5516/12620.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5517/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5517/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5517/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5517/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5517/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5517/12619.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5517/12620.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5517/12621.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5518/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5518/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5518/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5518/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5518/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5518/12619.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5518/12620.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5518/12621.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5519/12614.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5519/12615.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5519/12616.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5519/12617.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5519/12618.tif\n",
      "planet-snowcover-imagery:20180528_181108_1025_3B_AnalyticMS_SR_clip/15/5519/12619.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5493/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5493/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5493/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5493/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5494/12617.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5494/12618.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5494/12619.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5494/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5494/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5494/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5494/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5494/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5495/12617.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5495/12618.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5495/12619.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5495/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5495/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5495/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5495/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5495/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5496/12617.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5496/12618.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5496/12619.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5496/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5496/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5496/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5496/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5496/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5497/12618.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5497/12619.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5497/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5497/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5497/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5497/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5497/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5498/12618.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5498/12619.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5498/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5498/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5498/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5498/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5498/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5499/12618.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5499/12619.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5499/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5499/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5499/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5499/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5499/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5499/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5500/12618.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5500/12619.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5500/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5500/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5500/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5500/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5500/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5500/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5501/12618.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5501/12619.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5501/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5501/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5501/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5501/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5501/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5501/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5502/12619.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5502/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5502/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5502/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5502/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5502/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5502/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5503/12619.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5503/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5503/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5503/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5503/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5503/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5503/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5503/12626.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5504/12619.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5504/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5504/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5504/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5504/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5504/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5504/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5504/12626.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5505/12619.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5505/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5505/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5505/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5505/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5505/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5505/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5505/12626.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5506/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5506/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5506/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5506/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5506/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5506/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5506/12626.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5507/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5507/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5507/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5507/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5507/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5507/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5507/12626.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5508/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5508/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5508/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5508/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5508/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5508/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5508/12626.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5508/12627.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5509/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5509/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5509/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5509/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5509/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5509/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5509/12626.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5509/12627.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5510/12620.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5510/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5510/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5510/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5510/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5510/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5510/12626.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5510/12627.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5511/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5511/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5511/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5511/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5511/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5511/12626.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5511/12627.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5512/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5512/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5512/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5512/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5512/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5512/12626.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5512/12627.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5513/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5513/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5513/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5513/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5513/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5513/12626.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5513/12627.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5513/12628.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5514/12621.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5514/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5514/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5514/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5514/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5514/12626.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5514/12627.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5514/12628.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5515/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5515/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5515/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5515/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5515/12626.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5515/12627.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5515/12628.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5516/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5516/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5516/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5516/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5516/12626.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5516/12627.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5516/12628.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5517/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5517/12623.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5517/12624.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5517/12625.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5517/12626.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5517/12627.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5517/12628.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5518/12622.tif\n",
      "planet-snowcover-imagery:20180528_181109_1025_3B_AnalyticMS_SR_clip/15/5518/12623.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5491/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5491/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5491/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5492/12624.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5492/12625.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5492/12626.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5492/12627.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5492/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5492/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5492/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5492/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5493/12625.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5493/12626.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5493/12627.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5493/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5493/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5493/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5493/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5494/12625.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5494/12626.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5494/12627.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5494/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5494/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5494/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5494/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5495/12625.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5495/12626.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5495/12627.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5495/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5495/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5495/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5495/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5495/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5496/12625.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5496/12626.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5496/12627.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5496/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5496/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5496/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5496/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5496/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5497/12625.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5497/12626.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5497/12627.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5497/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5497/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5497/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5497/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5497/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5498/12626.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5498/12627.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5498/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5498/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5498/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5498/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5498/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5499/12626.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5499/12627.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5499/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5499/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5499/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5499/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5499/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5499/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5500/12626.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5500/12627.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5500/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5500/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5500/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5500/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5500/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5500/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5501/12626.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5501/12627.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5501/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5501/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5501/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5501/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5501/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5501/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5502/12627.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5502/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5502/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5502/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5502/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5502/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5502/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5503/12627.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5503/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5503/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5503/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5503/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5503/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5503/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5504/12627.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5504/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5504/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5504/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5504/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5504/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5504/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5504/12634.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5505/12627.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5505/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5505/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5505/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5505/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5505/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5505/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5505/12634.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5506/12627.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5506/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5506/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5506/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5506/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5506/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5506/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5506/12634.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5507/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5507/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5507/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5507/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5507/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5507/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5507/12634.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5508/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5508/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5508/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5508/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5508/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5508/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5508/12634.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5508/12635.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5509/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5509/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5509/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5509/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5509/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5509/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5509/12634.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5509/12635.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5510/12628.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5510/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5510/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5510/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5510/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5510/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5510/12634.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5510/12635.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5511/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5511/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5511/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5511/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5511/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5511/12634.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5511/12635.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5512/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5512/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5512/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5512/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5512/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5512/12634.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5512/12635.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5513/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5513/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5513/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5513/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5513/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5513/12634.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5513/12635.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5513/12636.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5514/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5514/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5514/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5514/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5514/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5514/12634.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5514/12635.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5514/12636.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5515/12629.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5515/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5515/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5515/12632.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5515/12633.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5515/12634.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5515/12635.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5515/12636.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5516/12630.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5516/12631.tif\n",
      "planet-snowcover-imagery:20180528_181110_1025_3B_AnalyticMS_SR_clip/15/5516/12632.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5489/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5490/12634.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5490/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5490/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5490/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5490/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5490/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5491/12632.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5491/12633.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5491/12634.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5491/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5491/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5491/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5491/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5491/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5492/12632.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5492/12633.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5492/12634.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5492/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5492/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5492/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5492/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5492/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5493/12633.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5493/12634.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5493/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5493/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5493/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5493/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5493/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5494/12633.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5494/12634.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5494/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5494/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5494/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5494/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5494/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5495/12633.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5495/12634.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5495/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5495/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5495/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5495/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5495/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5495/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5496/12633.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5496/12634.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5496/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5496/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5496/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5496/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5496/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5496/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5497/12633.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5497/12634.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5497/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5497/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5497/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5497/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5497/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5497/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5498/12634.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5498/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5498/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5498/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5498/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5498/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5498/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5499/12634.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5499/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5499/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5499/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5499/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5499/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5499/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5500/12634.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5500/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5500/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5500/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5500/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5500/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5500/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5500/12641.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5501/12634.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5501/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5501/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5501/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5501/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5501/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5501/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5501/12641.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5502/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5502/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5502/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5502/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5502/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5502/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5502/12641.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5503/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5503/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5503/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5503/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5503/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5503/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5503/12641.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5504/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5504/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5504/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5504/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5504/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5504/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5504/12641.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5504/12642.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5505/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5505/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5505/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5505/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5505/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5505/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5505/12641.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5505/12642.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5506/12635.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5506/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5506/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5506/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5506/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5506/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5506/12641.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5506/12642.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5507/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5507/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5507/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5507/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5507/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5507/12641.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5507/12642.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5508/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5508/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5508/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5508/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5508/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5508/12641.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5508/12642.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5509/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5509/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5509/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5509/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5509/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5509/12641.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5509/12642.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5509/12643.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5510/12636.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5510/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5510/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5510/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5510/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5510/12641.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5510/12642.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5510/12643.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5511/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5511/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5511/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5511/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5511/12641.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5511/12642.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5511/12643.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5512/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5512/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5512/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5512/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5512/12641.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5512/12642.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5512/12643.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5513/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5513/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5513/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5513/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5513/12641.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5513/12642.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5513/12643.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5513/12644.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5514/12637.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5514/12638.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5514/12639.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5514/12640.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5514/12641.tif\n",
      "planet-snowcover-imagery:20180528_181111_1025_3B_AnalyticMS_SR_clip/15/5515/12637.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5488/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5488/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5488/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5488/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5489/12640.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5489/12641.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5489/12642.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5489/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5489/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5489/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5489/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5490/12640.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5490/12641.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5490/12642.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5490/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5490/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5490/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5490/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5491/12640.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5491/12641.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5491/12642.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5491/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5491/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5491/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5491/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5491/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5492/12640.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5492/12641.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5492/12642.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5492/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5492/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5492/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5492/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5492/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5493/12640.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5493/12641.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5493/12642.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5493/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5493/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5493/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5493/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5493/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5494/12641.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5494/12642.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5494/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5494/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5494/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5494/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5494/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5495/12641.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5495/12642.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5495/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5495/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5495/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5495/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5495/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5495/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5496/12641.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5496/12642.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5496/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5496/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5496/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5496/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5496/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5496/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5497/12641.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5497/12642.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5497/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5497/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5497/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5497/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5497/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5497/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5498/12642.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5498/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5498/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5498/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5498/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5498/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5498/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5499/12642.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5499/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5499/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5499/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5499/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5499/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5499/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5500/12642.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5500/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5500/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5500/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5500/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5500/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5500/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5500/12649.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5501/12642.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5501/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5501/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5501/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5501/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5501/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5501/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5501/12649.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5502/12642.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5502/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5502/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5502/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5502/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5502/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5502/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5502/12649.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5503/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5503/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5503/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5503/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5503/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5503/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5503/12649.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5504/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5504/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5504/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5504/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5504/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5504/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5504/12649.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5504/12650.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5505/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5505/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5505/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5505/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5505/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5505/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5505/12649.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5505/12650.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5506/12643.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5506/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5506/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5506/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5506/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5506/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5506/12649.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5506/12650.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5507/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5507/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5507/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5507/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5507/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5507/12649.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5507/12650.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5508/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5508/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5508/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5508/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5508/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5508/12649.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5508/12650.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5509/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5509/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5509/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5509/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5509/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5509/12649.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5509/12650.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5509/12651.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5510/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5510/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5510/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5510/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5510/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5510/12649.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5510/12650.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5510/12651.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5511/12644.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5511/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5511/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5511/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5511/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5511/12649.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5511/12650.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5511/12651.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5512/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5512/12646.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5512/12647.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5512/12648.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5512/12649.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5512/12650.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5512/12651.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5513/12645.tif\n",
      "planet-snowcover-imagery:20180528_181112_1025_3B_AnalyticMS_SR_clip/15/5513/12646.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5486/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5486/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5486/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5487/12648.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5487/12649.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5487/12650.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5487/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5487/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5487/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5487/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5488/12647.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5488/12648.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5488/12649.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5488/12650.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5488/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5488/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5488/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5488/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5489/12648.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5489/12649.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5489/12650.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5489/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5489/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5489/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5489/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5490/12648.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5490/12649.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5490/12650.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5490/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5490/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5490/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5490/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5491/12648.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5491/12649.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5491/12650.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5491/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5491/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5491/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5491/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5491/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5492/12648.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5492/12649.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5492/12650.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5492/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5492/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5492/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5492/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5492/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5493/12648.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5493/12649.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5493/12650.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5493/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5493/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5493/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5493/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5493/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5494/12649.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5494/12650.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5494/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5494/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5494/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5494/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5494/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5495/12649.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5495/12650.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5495/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5495/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5495/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5495/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5495/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5495/12656.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5496/12649.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5496/12650.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5496/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5496/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5496/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5496/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5496/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5496/12656.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5497/12649.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5497/12650.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5497/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5497/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5497/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5497/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5497/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5497/12656.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5498/12650.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5498/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5498/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5498/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5498/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5498/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5498/12656.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5499/12650.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5499/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5499/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5499/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5499/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5499/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5499/12656.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5500/12650.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5500/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5500/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5500/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5500/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5500/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5500/12656.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5500/12657.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5501/12650.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5501/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5501/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5501/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5501/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5501/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5501/12656.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5501/12657.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5502/12650.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5502/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5502/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5502/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5502/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5502/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5502/12656.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5502/12657.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5503/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5503/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5503/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5503/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5503/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5503/12656.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5503/12657.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5504/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5504/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5504/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5504/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5504/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5504/12656.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5504/12657.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5505/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5505/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5505/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5505/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5505/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5505/12656.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5505/12657.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5505/12658.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5506/12651.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5506/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5506/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5506/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5506/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5506/12656.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5506/12657.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5506/12658.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5507/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5507/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5507/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5507/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5507/12656.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5507/12657.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5507/12658.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5508/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5508/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5508/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5508/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5508/12656.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5508/12657.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5508/12658.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5509/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5509/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5509/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5509/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5509/12656.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5509/12657.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5509/12658.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5509/12659.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5510/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5510/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5510/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5510/12655.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5510/12656.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5510/12657.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5510/12658.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5510/12659.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5511/12652.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5511/12653.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5511/12654.tif\n",
      "planet-snowcover-imagery:20180528_181113_1025_3B_AnalyticMS_SR_clip/15/5511/12655.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5485/12657.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5485/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5485/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5485/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5485/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5486/12655.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5486/12656.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5486/12657.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5486/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5486/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5486/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5486/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5486/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5487/12655.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5487/12656.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5487/12657.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5487/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5487/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5487/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5487/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5487/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5488/12655.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5488/12656.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5488/12657.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5488/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5488/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5488/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5488/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5488/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5489/12656.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5489/12657.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5489/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5489/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5489/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5489/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5489/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5490/12656.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5490/12657.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5490/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5490/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5490/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5490/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5490/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5491/12656.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5491/12657.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5491/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5491/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5491/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5491/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5491/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5491/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5492/12656.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5492/12657.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5492/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5492/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5492/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5492/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5492/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5492/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5493/12656.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5493/12657.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5493/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5493/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5493/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5493/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5493/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5493/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5494/12657.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5494/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5494/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5494/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5494/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5494/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5494/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5495/12657.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5495/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5495/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5495/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5495/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5495/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5495/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5496/12657.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5496/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5496/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5496/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5496/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5496/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5496/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5496/12664.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5497/12657.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5497/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5497/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5497/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5497/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5497/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5497/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5497/12664.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5498/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5498/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5498/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5498/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5498/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5498/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5498/12664.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5499/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5499/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5499/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5499/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5499/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5499/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5499/12664.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5500/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5500/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5500/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5500/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5500/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5500/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5500/12664.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5500/12665.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5501/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5501/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5501/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5501/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5501/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5501/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5501/12664.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5501/12665.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5502/12658.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5502/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5502/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5502/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5502/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5502/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5502/12664.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5502/12665.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5503/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5503/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5503/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5503/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5503/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5503/12664.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5503/12665.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5504/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5504/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5504/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5504/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5504/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5504/12664.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5504/12665.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5505/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5505/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5505/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5505/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5505/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5505/12664.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5505/12665.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5505/12666.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5506/12659.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5506/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5506/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5506/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5506/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5506/12664.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5506/12665.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5506/12666.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5507/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5507/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5507/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5507/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5507/12664.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5507/12665.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5507/12666.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5508/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5508/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5508/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5508/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5508/12664.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5508/12665.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5508/12666.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5509/12660.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5509/12661.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5509/12662.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5509/12663.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5509/12664.tif\n",
      "planet-snowcover-imagery:20180528_181114_1025_3B_AnalyticMS_SR_clip/15/5510/12660.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5483/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5483/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5483/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5483/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5484/12662.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5484/12663.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5484/12664.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5484/12665.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5484/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5484/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5484/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5484/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5485/12663.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5485/12664.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5485/12665.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5485/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5485/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5485/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5485/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5486/12663.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5486/12664.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5486/12665.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5486/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5486/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5486/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5486/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5487/12663.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5487/12664.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5487/12665.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5487/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5487/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5487/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5487/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5487/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5488/12663.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5488/12664.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5488/12665.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5488/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5488/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5488/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5488/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5488/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5489/12664.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5489/12665.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5489/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5489/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5489/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5489/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5489/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5490/12664.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5490/12665.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5490/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5490/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5490/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5490/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5490/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5491/12664.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5491/12665.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5491/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5491/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5491/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5491/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5491/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5492/12664.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5492/12665.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5492/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5492/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5492/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5492/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5492/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5493/12664.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5493/12665.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5493/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5493/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5493/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5493/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5493/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5494/12665.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5494/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5494/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5494/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5494/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5494/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5495/12665.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5495/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5495/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5495/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5495/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5495/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5496/12665.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5496/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5496/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5496/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5496/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5496/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5497/12665.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5497/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5497/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5497/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5497/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5497/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5498/12665.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5498/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5498/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5498/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5498/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5498/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5499/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5499/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5499/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5499/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5499/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5500/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5500/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5500/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5500/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5500/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5501/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5501/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5501/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5501/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5501/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5502/12666.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5502/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5502/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5502/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5502/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5503/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5503/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5503/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5503/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5504/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5504/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5504/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5504/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5505/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5505/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5505/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5505/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5506/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5506/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5506/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5506/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5507/12667.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5507/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5507/12669.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5507/12670.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5508/12668.tif\n",
      "planet-snowcover-imagery:20180528_181115_1025_3B_AnalyticMS_SR_clip/15/5508/12669.tif\n",
      "planet-snowcover-imagery:20180528_181116_1025_3B_AnalyticMS_SR_clip/15/5483/12670.tif\n",
      "planet-snowcover-imagery:20180528_181116_1025_3B_AnalyticMS_SR_clip/15/5484/12670.tif\n",
      "planet-snowcover-imagery:20180528_181319_1005_3B_AnalyticMS_SR_clip/15/5479/12612.tif\n",
      "planet-snowcover-imagery:20180528_181319_1005_3B_AnalyticMS_SR_clip/15/5480/12612.tif\n",
      "planet-snowcover-imagery:20180528_181319_1005_3B_AnalyticMS_SR_clip/15/5481/12612.tif\n",
      "planet-snowcover-imagery:20180528_181319_1005_3B_AnalyticMS_SR_clip/15/5482/12612.tif\n",
      "planet-snowcover-imagery:20180528_181319_1005_3B_AnalyticMS_SR_clip/15/5483/12612.tif\n",
      "planet-snowcover-imagery:20180528_181319_1005_3B_AnalyticMS_SR_clip/15/5484/12612.tif\n",
      "planet-snowcover-imagery:20180528_181319_1005_3B_AnalyticMS_SR_clip/15/5484/12613.tif\n",
      "planet-snowcover-imagery:20180528_181319_1005_3B_AnalyticMS_SR_clip/15/5485/12612.tif\n",
      "planet-snowcover-imagery:20180528_181319_1005_3B_AnalyticMS_SR_clip/15/5485/12613.tif\n",
      "planet-snowcover-imagery:20180528_181319_1005_3B_AnalyticMS_SR_clip/15/5486/12612.tif\n",
      "planet-snowcover-imagery:20180528_181319_1005_3B_AnalyticMS_SR_clip/15/5486/12613.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5467/12612.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5467/12613.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5467/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5467/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5467/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5467/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5468/12612.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5468/12613.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5468/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5468/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5468/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5468/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5469/12612.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5469/12613.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5469/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5469/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5469/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5469/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5470/12612.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5470/12613.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5470/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5470/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5470/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5470/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5470/12618.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5471/12612.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5471/12613.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5471/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5471/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5471/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5471/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5471/12618.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5472/12612.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5472/12613.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5472/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5472/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5472/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5472/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5472/12618.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5473/12612.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5473/12613.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5473/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5473/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5473/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5473/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5473/12618.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5474/12612.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5474/12613.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5474/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5474/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5474/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5474/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5474/12618.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5475/12612.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5475/12613.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5475/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5475/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5475/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5475/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5475/12618.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5475/12619.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5476/12612.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5476/12613.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5476/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5476/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5476/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5476/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5476/12618.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5476/12619.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5477/12612.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5477/12613.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5477/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5477/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5477/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5477/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5477/12618.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5477/12619.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5478/12613.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5478/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5478/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5478/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5478/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5478/12618.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5478/12619.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5479/12613.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5479/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5479/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5479/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5479/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5479/12618.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5479/12619.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5479/12620.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5480/12613.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5480/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5480/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5480/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5480/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5480/12618.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5480/12619.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5480/12620.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5481/12613.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5481/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5481/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5481/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5481/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5481/12618.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5481/12619.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5481/12620.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5482/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5482/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5482/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5482/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5482/12618.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5482/12619.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5482/12620.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5483/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5483/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5483/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5483/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5483/12618.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5483/12619.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5483/12620.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5484/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5484/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5484/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5484/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5484/12618.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5484/12619.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5484/12620.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5484/12621.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5485/12614.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5485/12615.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5485/12616.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5485/12617.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5485/12618.tif\n",
      "planet-snowcover-imagery:20180528_181320_1005_3B_AnalyticMS_SR_clip/15/5486/12614.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5467/12626.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5467/12627.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5467/12628.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5467/12629.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5467/12630.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5467/12631.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5467/12632.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5467/12633.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5468/12626.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5468/12627.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5468/12628.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5468/12629.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5468/12630.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5468/12631.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5468/12632.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5468/12633.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5469/12627.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5469/12628.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5469/12629.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5469/12630.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5469/12631.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5469/12632.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5469/12633.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5470/12627.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5470/12628.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5470/12629.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5470/12630.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5470/12631.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5470/12632.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5470/12633.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5470/12634.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5471/12627.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5471/12628.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5471/12629.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5471/12630.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5471/12631.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5471/12632.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5471/12633.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5471/12634.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5472/12627.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5472/12628.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5472/12629.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5472/12630.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5472/12631.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5472/12632.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5472/12633.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5472/12634.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5473/12627.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5473/12628.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5473/12629.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5473/12630.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5473/12631.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5473/12632.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5473/12633.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5473/12634.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5474/12628.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5474/12629.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5474/12630.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5474/12631.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5474/12632.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5474/12633.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5474/12634.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5475/12628.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5475/12629.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5475/12630.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5475/12631.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5475/12632.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5475/12633.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5475/12634.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5475/12635.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5476/12628.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5476/12629.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5476/12630.tif\n",
      "planet-snowcover-imagery:20180528_181322_1005_3B_AnalyticMS_SR_clip/15/5476/12631.tif\n"
     ]
    }
   ],
   "source": [
    "import earthpy as et\n",
    "import earthpy.spatial as es\n",
    "import earthpy.plot as ep\n",
    "import numpy as np\n",
    "import numpy\n",
    "%matplotlib inline\n",
    "import rasterio as rio\n",
    "from matplotlib import pyplot as plt\n",
    "import rasterio.plot\n",
    "import os\n",
    "from datetime import datetime as dt\n",
    "from rasterio.io import MemoryFile\n",
    "import tempfile\n",
    "#create the files with 5 babds\n",
    "for link in imagery_locs:\n",
    "    #print(link)\n",
    "    #sub_candidates = fs.ls(link)\n",
    "    #print(sub_candidates)\n",
    "    #dev_s3_client.list_objects(link) \n",
    "    s3 = boto3.resource('s3')\n",
    "    s3_client = boto3.client('s3')\n",
    "\n",
    "    bucket=link.partition('/')[0] \n",
    "    my_bucket = s3.Bucket(bucket)\n",
    "    for my_bucket_object in my_bucket.objects.filter(Prefix=link.partition('/')[2]):\n",
    "        #print(my_bucket_object)\n",
    "        #print('{0}:{1}'.format(my_bucket.name, my_bucket_object.key))\n",
    "        with rio.open('s3://{0}/{1}'.format(my_bucket.name, my_bucket_object.key)) as src:\n",
    "            #print(src.meta)\n",
    "            # # Load red and NIR bands - note all PlanetScope 4-band images have band order BGRN\n",
    "            planet_ndvi = es.normalized_diff(src.read(3), src.read(4))\n",
    "            aug_pla_meta = src.profile\n",
    "            # Change the count or number of bands from 4 to 5\n",
    "            aug_pla_meta['count'] = 5\n",
    "            # Change the data type to float rather than integer\n",
    "            aug_pla_meta['dtype'] = \"float64\"\n",
    "            aug_pla_meta\n",
    "            \n",
    "            #convert to float64\n",
    "            ndvi_64 = np.array(planet_ndvi, dtype=numpy.float64)\n",
    "\n",
    "            new_bucket = s3.Bucket('planet-snowcover-imagery-augmented')\n",
    "            temp_file = tempfile.TemporaryFile()\n",
    "            #with tempfile.NamedTemporaryFile() as tmpfile:\n",
    "            #tmpfile.write(data)\n",
    "            #with rasterio.open(tmpfile.name) as dataset:\n",
    "            #data_array = dataset.read()\n",
    "            \n",
    "            with tempfile.NamedTemporaryFile() as tmpfile:\n",
    "                with rasterio.open(tmpfile.name,\n",
    "                               'w', **aug_pla_meta) as dstr:\n",
    "                    dstr.write_band(1, src.read(1))\n",
    "                    dstr.write_band(2, src.read(2))\n",
    "                    dstr.write_band(3, src.read(3))\n",
    "                    dstr.write_band(4, src.read(4))\n",
    "                    dstr.write_band(5, ndvi_64)\n",
    "                dstr.close()   \n",
    "            \n",
    "                s3_client.upload_fileobj(tmpfile, new_bucket.name, my_bucket_object.key)  \n",
    "                # Write band calculations to a new raster file\n",
    "               \n",
    "        \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!aws s3 ls s3://planet-snowcover-imagery-augmented --recursive --summarize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'planet-snowcover-imagery'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Environment (conda_pytorch_p36)",
   "language": "python",
   "name": "conda_pytorch_p36"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}