conococheague-huc-8-test-2.ipynb

lower-schuylkill-huc-10-test-2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lower Schuylkill Test\n",
    "\n",
    "Attempts to identify the correct CRS to reproject the tiles into before doing the counting.\n",
    "\n",
    "This one classifies NLCD 81 Pasture / Hay as 11 IO Rangeland instead."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "\n",
    "from matplotlib import colors as mplc\n",
    "from matplotlib import pyplot as plt\n",
    "from pprint import pprint\n",
    "from pystac_client import Client\n",
    "from rasterio.coords import BoundingBox\n",
    "from rasterio.enums import Resampling\n",
    "from rasterio.mask import mask\n",
    "from rasterio.merge import merge\n",
    "from rasterio.warp import transform_geom, calculate_default_transform, reproject\n",
    "from shapely.geometry import shape, box\n",
    "import geopandas as gpd\n",
    "import json\n",
    "import numpy as np\n",
    "import os\n",
    "import rasterio as rio\n",
    "import requests\n",
    "import tempfile\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
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