LFRic's cubesphere UGRID and containment/intersection testing investigation using Shaply and Cartopy

cubedsphere.12x12.fixed.nc

cubesphere_ortho.png

LFRic_UGRID_containment.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# UGRID and LFRic: Polygon mesh intersections\n",
    "\n",
    "I'm aiming to investigate whether it is possible to use the existing python tools to compute intersections of cells definied on the Met Office's [LFRic](https://www.metoffice.gov.uk/research/modelling-systems/lfric) cubesphere. A (possibly out of date but still enlightening) presentation about the LFRic datamodel can also be found [here](https://is.enes.org/documents/Talks/crossing-the-chasm/mullerworth_data-models-within-lfric).\n",
    "\n",
    "I'll start in this notebook with baby steps by using a c12 mesh (6 faces, 12x12 on each face), which is just 864 faces. Naturally, this is several orders of magnitude fewer than the expected mesh of c1024, which is ~6,300,000 faces, but you have to start *somewhere*, right?\n",
    "\n",
    "For reference, the LFRic mesh is a cubed-sphere with quadrilateral, approximately equal area, cells."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename=\"cubesphere_ortho.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The go-to tool for geometry based predicates in Python is Shapely, which I'll combine with Cartopy to add a quasi-spherical geometry treatment. I'll not yet move on to real spherical treatment until I know the limitations of these tools for this data.\n",
    "\n",
    "My ultimate aim is to develop a familiarity with UGRID data so that I can design an Iris based data-model that can be used for easily interacting with the LFRic output.\n",
    "\n",
    "Here goes..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To start with, I've been given a NetCDF file that uses the UGRID conventions for mesh definition:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "netcdf cubedsphere.12x12.fixed {\r\n",
      "dimensions:\r\n",
      "\tnMesh2_node = 866 ;\r\n",
      "\tnMesh2_edge = 1728 ;\r\n",
      "\tnMesh2_face = 864 ;\r\n",
      "\tTwo = 2 ;\r\n",
      "\tFour = 4 ;\r\n",
      "variables:\r\n",
      "\tint Mesh2 ;\r\n",
      "\t\tMesh2:cf_role = \"mesh_topology\" ;\r\n",
      "\t\tMesh2:mesh_class = \"sphere\" ;\r\n",
      "\t\tMesh2:generator_inputs = \"edge_cells=12;smooth_passes=0\" ;\r\n",
      "\t\tMesh2:long_name = \"Topology data of 2D unstructured mesh\" ;\r\n",
      "\t\tMesh2:topology_dimension = 2 ;\r\n",
      "\t\tMesh2:node_coordinates = \"Mesh2_node_x Mesh2_node_y\" ;\r\n",
      "\t\tMesh2:face_node_connectivity = \"Mesh2_face_nodes\" ;\r\n",
      "\t\tMesh2:edge_node_connectivity = \"Mesh2_edge_nodes\" ;\r\n",
      "\t\tMesh2:face_edge_connectivity = \"Mesh2_face_edges\" ;\r\n",
      "\t\tMesh2:face_face_connectivity = \"Mesh2_face_links\" ;\r\n",
      "\t\tMesh2:face_coordinates = \"face_lons face_lats\" ;\r\n",
      "\tint Mesh2_face_nodes(nMesh2_face, Four) ;\r\n",
      "\t\tMesh2_face_nodes:cf_role = \"face_node_connectivity\" ;\r\n",
      "\t\tMesh2_face_nodes:long_name = \"Maps every quadrilateral face to its four corner nodes.\" ;\r\n",
      "\t\tMesh2_face_nodes:start_index = 1 ;\r\n",
      "\tint Mesh2_edge_nodes(nMesh2_edge, Two) ;\r\n",
      "\t\tMesh2_edge_nodes:cf_role = \"edge_node_connectivity\" ;\r\n",
      "\t\tMesh2_edge_nodes:long_name = \"Maps every edge to the two nodes that it connects.\" ;\r\n",
      "\t\tMesh2_edge_nodes:start_index = 1 ;\r\n",
      "\tint Mesh2_face_edges(nMesh2_face, Four) ;\r\n",
      "\t\tMesh2_face_edges:cf_role = \"face_edge_connectivity\" ;\r\n",
      "\t\tMesh2_face_edges:long_name = \"Maps every quadrilateral face to its four edges.\" ;\r\n",
      "\t\tMesh2_face_edges:start_index = 1 ;\r\n",
      "\tint Mesh2_face_links(nMesh2_face, Four) ;\r\n",
      "\t\tMesh2_face_links:cf_role = \"face_face_connectivity\" ;\r\n",
      "\t\tMesh2_face_links:long_name = \"Indicates which other faces neighbour each face.\" ;\r\n",
      "\t\tMesh2_face_links:start_index = 1 ;\r\n",
      "\t\tMesh2_face_links:flag_values = -1 ;\r\n",
      "\t\tMesh2_face_links:flag_meanings = \"out_of_mesh\" ;\r\n",
      "\tdouble Mesh2_node_x(nMesh2_node) ;\r\n",
      "\t\tMesh2_node_x:standard_name = \"longitude\" ;\r\n",
      "\t\tMesh2_node_x:long_name = \"longitude of 2D mesh nodes.\" ;\r\n",
      "\t\tMesh2_node_x:units = \"radians\" ;\r\n",
      "\tdouble Mesh2_node_y(nMesh2_node) ;\r\n",
      "\t\tMesh2_node_y:standard_name = \"latitude\" ;\r\n",
      "\t\tMesh2_node_y:long_name = \"latitude of 2D mesh nodes.\" ;\r\n",
      "\t\tMesh2_node_y:units = \"radians\" ;\r\n",
      "\tdouble face_lats(nMesh2_face) ;\r\n",
      "\t\tface_lats:units = \"radians\" ;\r\n",
      "\t\tface_lats:long_name = \"Latitudes of face centres\" ;\r\n",
      "\tdouble face_lons(nMesh2_face) ;\r\n",
      "\t\tface_lons:units = \"radians\" ;\r\n",
      "\t\tface_lons:long_name = \"Longitudes of face centres\" ;\r\n",
      "}\r\n"
     ]
    }
   ],
   "source": [
    "!ncdump -h cubedsphere.12x12.fixed.nc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Whilst I'm doing this work to ultimately develop a data-model for Iris, interacting with a NetCDF **file** *directly* - without any data-model or interpretation - is more easily achieved with XArray.\n",
    "\n",
    "There seems to be some confusion about what Iris and XArray are. My very simplistic take on the two:\n",
    "\n",
    " * Use XArray if you want to interact with a Python object that looks just like a NetCDF file\n",
    " * Use Iris if you want to interact with a Python object that abstracts the file into standard conventions ([CF-conventions](http://cfconventions.org/))\n",
    " \n",
    "The key difference being that XArray is very familiar to those comfortable with NetCDF but the lack of standards-based abstraction makes it is easy to write code for one file that does not work with another (for example, when a variable name changes).\n",
    "\n",
    "There are definitely pros and cons to both, and I hope that one-day we will be able to bridge the gap between the two. For now though, it is fairly easy to convert from one to the other using XArray's [``xarray.DataArray.to_iris``](http://xarray.pydata.org/en/stable/generated/xarray.DataArray.to_iris.html) function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:           (Four: 4, Two: 2, nMesh2_edge: 1728, nMesh2_face: 864, nMesh2_node: 866)\n",
       "Dimensions without coordinates: Four, Two, nMesh2_edge, nMesh2_face, nMesh2_node\n",
       "Data variables:\n",
       "    Mesh2             int32 ...\n",
       "    Mesh2_face_nodes  (nMesh2_face, Four) int32 ...\n",
       "    Mesh2_edge_nodes  (nMesh2_edge, Two) int32 ...\n",
       "    Mesh2_face_edges  (nMesh2_face, Four) int32 ...\n",
       "    Mesh2_face_links  (nMesh2_face, Four) int32 ...\n",
       "    Mesh2_node_x      (nMesh2_node) float64 ...\n",
       "    Mesh2_node_y      (nMesh2_node) float64 ...\n",
       "    face_lats         (nMesh2_face) float64 ...\n",
       "    face_lons         (nMesh2_face) float64 ..."
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import xarray as xr\n",
    "ds = xr.open_dataset('cubedsphere.12x12.fixed.nc')\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "xs, ys = np.rad2deg(ds['Mesh2_node_x']), np.rad2deg(ds['Mesh2_node_y'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's get those faces as geometries:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import shapely.geometry as sgeom\n",
    "\n",
    "def lfric_geoms(ds):\n",
    "    faces = ds['Mesh2_face_nodes']\n",
    "    offset = faces.attrs.get('start_index', 0)\n",
    "\n",
    "    if offset:\n",
    "        faces -= offset\n",
    "        faces.attrs['start_index'] = 0\n",
    "\n",
    "    for face in faces:\n",
    "        geom = sgeom.Polygon([(xs[i], ys[i]) for i in face])\n",
    "        yield geom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "864"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mesh_geoms = list(lfric_geoms(ds))\n",
    "len(mesh_geoms)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So for those 864 faces, how long is it taking us to construct them?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.84 s ± 881 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%timeit list(lfric_geoms(ds))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's dive straight in and use cartopy to get a land geometry. There are so many ways of doing this (looking at you GeoPandas), but here is one I wrote a few years ago that still holds up:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cartopy.io.shapereader as shpreader\n",
    "\n",
    "shpfilename = shpreader.natural_earth(\n",
    "    resolution='110m', category='cultural', name='admin_0_countries')\n",
    "countries = list(shpreader.Reader(shpfilename).records())\n",
    "\n",
    "[Australia] = [country for country in countries\n",
    "               if country.attributes['NAME'] == 'Australia']\n",
    "AU_geom = Australia.geometry"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So I intend to check the intersection of this Australia geometry with the mesh. Whenever you do repeated intersection calculations with shapely, you should consider \"[preparing](http://toblerity.org/shapely/manual.html#prepared-geometry-operations)\" it to factorise out some of the initialisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from shapely.prepared import prep\n",
    "\n",
    "AU_prep = prep(AU_geom)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11.9 ms ± 1.24 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit [AU_prep.intersects(cell) for cell in mesh_geoms]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "28"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AU_geoms = [cell for cell in mesh_geoms\n",
    "            if AU_prep.intersects(cell)\n",
    "            # Pick out only small-ish cells for now. More detail later on...\n",
    "            if cell.area < 2000]\n",
    "len(AU_geoms)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So let's take a look at these matching geometries... cartopy is the go-to tool here.\n",
    "\n",
    "I'll also get hold of matplotlib and use the interactive backend so that I can interact with the figure while developing in the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cartopy.crs as ccrs\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "mpl.rcParams['figure.figsize'] = (4, 4)\n",
    "\n",
    "%matplotlib notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This little utility function is a god-send. I should probably get it into cartopy..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def set_extent_from_geom(ax, geom):\n",
    "    x0, y0, x1, y1 = geom.bounds\n",
    "    ax.set_extent([x0, x1, y0, y1], ccrs.Geodetic())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OK, all ducks in a row, now plot the mesh cells that we found to intersect with Australia."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bW9jb24vg4GDx7LPPiu++++6Och06dKhZKbzNhg0bhJeXl8oiaf+b8vJysWDBAmFlZSVOnTpVc12pVIrff/9dPPHEE8LAwED8/vvv9a5v48aNYty4cUKhUDSKzWqaj1YnvnfeeUeMHj1axMfHixMnTohvvvlGODo6iq1bt9Yq98EHH4jRo0ff8fyIESPEJ598onK7UlNTRfv27cWwYcPq7KFKSkqEgYGBkEqlIiIiQuXtq2l9tDrxFRcXi+DgYPHaa6/VDD8jIyOFlZWV+PXXX2vKFRYWCn19/TuOim3atOmhvdv/TUlJiejQoYN4//336xwSl5WViUWLFgltbe0myzeopuVTX/G1mK2G25mPwsLCePXVVykvL6ddu3bs3buXl156iQ0bNgBgbGyMvb09R44cqfV8YWGhSvfJlEolkydPxtfXlw8//LDOoEfz58/n6NGjXLx4ES8vL5W1reY/Qn0UKpqg57tNbm6uGDFihOjcuXONb1xMTIzw8vISL774olAoFOL48ePC0tJSxMbG1jz3+eefixdffFElNmRlZYnXXntN9OjRQ8jl8jrLXL9+XVhaWt6ReFONGlpbz3cbc3NzfvnlFzw9PWuC2rq7u/PXX3+RkpLClClT6N27N2PHjuXLL7+8/aWAr68vZ8+epby8/IHazcrK4vnnn8fOzg43Nzfi4uL49ddf0dfXr7O8lpYWQggyMzMf7EXVqKmPQkUT9ny3ycjIEFZWVmLNmjU1863i4mIRGBgoZs2aJX766Sfh5uYmxowZIzIyMkRZWZkYOnSomD59+gO1t3TpUjFixAgRHx9fry0PIYTYtm2bcHd3V5mrklKpVEc2ewSgtS241EV0dLTo0qWLGDFiRI0gMjIyxKBBg0THjh2FlZWV6Nixo7CxsRFHjx4VqampwtzcXOTk5Ny37uTkZOHt7S0GDx4sVqxYITw8PMRPP/3UIPvi4+OFgYHBXYem9+Lq1at35ItYvny5AMTly5cbXJ+alsMjIT4hqmN3BgQEiN9+++2Oe/n5+WLo0KEiMDBQ2NjYiFdffVU4ODiIAwcO3LNOpVIp2rdvLxYuXCg2bNggXnnlFbFt27YG92BlZWVixIgRokePHrXiwURFRYm5c+eK8PDwO3rRiooKMW/ePAGIZcuW1brn7e0tunXrJqRSqfj+++8bZIualkN9xdfivRoAtm/fzpYtWzh8+PAd96qqqujVq1eNI6tUKmXy5Mk1XgN1kZWVhaenJ7m5uQ8Vuj06Oprly5ezfft2PDw8uHLlCqdOneKJJ55g5MiRHD16lJSUFBwcHJBKpSiVSjIzM0lKSkIIQVxcXE1+ivLycgwNDSktLWXRokUIIRo1X72axuOR8WoAGDVqFGfPniU9Pf2Oe5qamnz77bds2LCB/Px8nn/++XsKDyA5ORkHB4eHzpkwY8YMDA0N+fHHH/n555/Jzs6mZ8+emJmZER8fj4WFBfb29sTGxnL27Fk0NTWxsrLC1NSUo0eP1koMo6uri5ubG++++y4//vgjJiYmD2WbmpaPat27GwkDAwOmTp3K8OHDaxKP/BM3NzciIyMJDAykY8eOdw20dBtra2syMjIeyqaysjJ+//13du/eXRON7JNPPgGqU1EPHToUc3Nz9PT00NXVJSMjg3PnzmFgYEBISAgeHh531NmjRw8+/fRTZs2axahRo+psVwjBtWvXcHNzU/v/tXJaRc8HsGTJEvr27Uvfvn2Ry+V33M/KyiIzM/Ouf7T/xNbWFg0NDS5duvTA9mhra1NVVVXLp++HH34AIDg4mCFDhuDt7U1+fj5Hjhxh8+bNVFVV8eqrr9YpPIBnnnkGqM5w6+bmVnO9qKiIEydOsHr1agYOHMiAAQOwtLSkf//+LF26VJ2GrLVSn4mhaMYFl3+iVCrF6NGjxdKlS++4l56eLvr37y80NDRqvA7uxeeffy769+//QAebk5OTRb9+/USfPn1qMufeunVLyGQyERoaKiwtLcXMmTOFqampCAoKqoluVp/jby+88IJ4++23a10bN26cMDU1FS+//LLYvHmzUCgUIj8/X+zdu1d0795drFu3rsHvoKbx4FFZ7fw30dHRwsLCok4XHqVSKT7//HPRo0eP+9ajUCjE0KFDha+vr6ioqGiQDT4+PuKDDz6o9dzGjRvFs88+K4QQIjw8XPTt21f8/PPP4oUXXhC2trYiOjpaFBYWNqid2yQmJgpPT09hYWEhJkyYUGtVdtOmTeK5556745ns7GyxePFiMXPmTDFv3jwRGRn5QG2raTj1FV+rWO38N9OmTUNDQ4M1a9bccU8ul+Ph4cGnn35Knz59sLa2vmddjo6OnDp1Cmdn53q3L5VKiYmJqTX3fOWVV/Dw8OCtt96qudahQwdcXFz48ssvVZKEMyUlhWeffRZra2tcXFxQKpXY2dnx7bffcvHiRaA6Jsz//d//sXLlSkaOHImPjw8ZGRls3boVLy8v5syZQ9++fWsF91WjWuq72tnqej4hhMjJyRF2dnbijz/+qPP+wYMHRdeuXYWJicl99/y6d+8uTp48We+2FQqF0NPTq7WxHhUVJSwsLERSUpJQKpXit99+E2+++aY4ffq0sLKyqlew39tkZWWJAwcOiF9++UUcPnxYZGVl1bq/Z8+emmEsILp27Sr09fVFQUGBEEKIGTNmiN69e98RVU2hUIhvv/1WtG/fXujp6YlOnTqJuXPniri4uHrbdjdKSkqEk5OTGDhwoIiOjn7o+lo7PKrDztvs379f2NjYiOvXr9+1zIkTJ4SFhUXNvKwu3njjDaGrqyucnZ2FpaWl+OKLL8S+ffvEtGnTxMqVK+9w0D1z5owICAiode2XX34R3bt3r7FLKpUKMzMzIYQQS5YsEQMGDLhr+ytWrBATJkwQzz33nEhJSRF9+/YV7u7uwsPDQ1hYWAhABAYGivT0dCFEtbg0NDTETz/9VOP9/9prrwlbW1vx2muvCTc3N5Gbm3vPz66kpESEhoaKGTNmCJlMJgYOHCh27tz5wMPiwsJC0a1bt5ovhA8++OCen/mjziMvPiGE2Lx5s3BycrprtqH4+HhhZ2d333pKS0vFzZs3xblz54Stra3o2bOnWLZsmRgwYIDQ0tISbdu2Fbm5ueLQoUNCW1tbvP7667WeVygUwsvLS9jb24vdu3cLT09PIZVKRU5Ojjhw4IDw9PS863nR4cOHCyMjIwGIOXPmiPbt2wtra2vh6ekpvLy8hI6OjgDE7Nmza55ZsWKFGDRokFi/fr0YN26cSE5OFuHh4WL48OHi0qVLDfgEq99927ZtIiQkRBgbG4vBgweL9evXP1BAp5iYGGFtbS0AMWbMmAbPpR8V/hPiE0KI2bNni0GDBtV5IPnHH38Uw4cPf6j6q6qqxJQpU4ShoaHo0KGDAMTOnTvvKFdRUSG8vb3Fpk2bRKdOncRbb70l3NzcREJCgvD39xdr1qyps/6MjAzx2WefiU8++aTOd5DL5WLVqlVizpw5NdcSEhKEubm5MDc3F2+88YaQyWRi5cqVD/3Hnp+fL3bu3CmeeuopYWdnJ44ePdqg5y9evCgmTZokvLy8anrA/yL/GfGVl5eL5557Tri6uopDhw7Vurds2bI7lu0fhJKSkpoe5V5/4H369BErVqwQPj4+QgghHBwcxGuvvSYMDAwEIM6fP//QttwmKiqqJqxFVFSU6N+/vzAwMBAeHh5i1qxZIiEh4aHqP3LkiLCxsREbN26s9zNbtmwRfn5+wtDQUABi0KBBD2VDa+U/I77bHDx4ULi4uIg33nijZoj34Ycfinnz5jVJ+8XFxcLY2FicO3dOtGnTRghRHdgpMDBQSKVSMWbMGJXvxymVSlFeXi4KCgpEYmKiiI+PF3/++ad44403hFQqFWPHjhVhYWEPXH90dLQwNze/Y8Hon0PohQsXinHjxonjx48LKysr8e677wozMzOxbNmymgxMYWFhYvTo0fV21Wrt1Fd8rXKr4W4UFBQwePBgAgICePXVV1m1ahVWVlbMmjULY2NjlWcp+idJSUn4+fkRFBREVFRUTX7AY8eO8eSTTyKEYM+ePfTo0eOe9VRWVlJeXo5Coaj1s7i4nJISBSUl//t3aakChUIwe/Y4goIeJyTkGUxMDBCiHKWylL/++oNff93BO+98QL9+fTAy0kVPTwddXV10dKp/3v733c65Tpo0icjISKZMmcJTTz2FmZkZnp6exMTEEBgYyNmzZ4HqCN5+fn7cvHmTF154gSVLltTUsXv3bkaNGsXrr7/OqlWrVPJ5t2Tqu9XwSIkPqmO5jB8/ntjYWMrKykhOTkZPT4/i4mJ69erF7Nmz6d2791091B+GqKgozp8/T69evXB0dKy5HhkZibm5eU06sbtx6NAp4uIKkUh0kUh0EUIH0AV00dTUQVtbFy2t6p+3/33o0FesXfsyLi4BzJ69G3t7FwCqqiqpqCgnPPxXvvvuAz788BBKZRVClAMKJJJyoBwhFKSmxmJhYYGNjQV6etoYGOigr1/9U0dHwp9//skvv/xCaGgor7zyCkVFRaxbtw4fHx9effVVioqK2L59OxKJhJ07d+Lt7V1LzCUlJUilUhQKBWvXrmXq1Kkq/+xbEvUVX6s4WN0QTExM2LNnD1lZWQQEBLBt2zbGjh1LZWUlO3bsYM6cORQUFLB69WpMTEwwNjZm9erVhIeH069fP/r160efPn0wMzNrcNve3t54e3vfcd3X17dez+fllWNh0Rs9PcN6t5mXlwaAg4NnreuamlpoamrRq9fT/PTTUvLzM/H27lZnHTExOZiYeCKReFBSoqCgoILKSgWVlQqqqiqAQHx8tMjLk7BixScsXbqTJUu689dfx1i3bhN2dhYsXLiQYcOGoaFx53FhQ0NDNmzYwOTJk5k2bRoJCQloaWnx/vvv1xxK/y/yyInvNpGRkRgZGfH888+TkpLCG2+8wfjx4xk/fjxz5sxhzZo1FBUVUVRUhKGhIevWrSMsLIx169YxceJEDh48SPfu3Zv7Ne5Lx46DuHnzPP7+/eq8L5FI8PPrw9WrJ+8qPqgWa7Xo6xb+0aM7yM7OYubMb/HwGIGWljY+Ps+SknKVxx4zqHUQvC4mTpxIWloaX3/9Nc7OzkybNo3FixfXCNHMzAwDA4N6v/ejQKvxamgoffv25caNG5w6dYqPP/4YOzs7xowZw4oVK9DQ0KBr1668+eabhIWFERYWRs+ePZk9ezaHDh1izZo1jB8/npkzZ7Jy5UoOHTpEVVVVc79SnXh5dWXevF+RSOr+X7l//1r++GMburr1+8OWywv544/tbN78NhERv1NVVZ1LvlevZ0hLi0VDQxMtreqjaRoaGmho1G8eLZFImDNnDjdu3GDq1Kn89ttvAOzduxd7e3sMDQ3ZuHFji/2cG4NHbs5XF0IIEhISCAsL48yZM5iamiKRSAgPD68ZbgYFBeHv74+VlVXN0DUxMRGlUsmZM2coLi5mzpw5PPvsszULN7Gxsaxbt47Bgwfj6OiIl5cXRUVFhIaGYmtrS4cOHSgtLeXHH38kOTmZuXPn3mGbUqmkqKiICxcuEB9fiLHxgAYNO29z6NCX+PqG1Mz5AHJyUnntNR/mzz9Abm4aERGHadOmA506DcbS0qmm3B9/7MDBwY9Ll/aza9f/4e0dhJtbJ86f309m5i1efHEVvXs/Q2zseT7++Gn69h3P009/AEBKyjUGDtS9b893Ly5cuECnTp0AsLOzIyoqiuvXr+Pv798qfRb/swsuDSUnJ4cDBw5w7tw5IiMjyc7OJj8/Hy0tLQoKCnB1dWX48OFs3LiRtLQ0wsLC8PHxITg4mKtXr9KjRw+OHTuGiYkJf/75J/7+/tjY2NQMaZVKJQCDBg3iwIEDNe1u376dDRs21Ap32L59IHPnHlOZ+E6c2MHatS+jra2LoaEZISFTSEy8ysWLh3jvvT14eXUFqsVna9uW2bM7s3r1FRwd29bUcePGWRYufJw1a65iampJfn4m06f78tFHv+Pq6q8S8UH1osyyZctYtGgRy5cv55133uHll19m/fr1D1Vvc6AWnwqorKzk999/Z9++fQQGBjJ8+HBMTU1Zv34906dPx8LCgpKSEtqyWz6QAAAgAElEQVS1a4e/vz+zZs1i4sSJpKenk5CQQFVVFR06dKBPnz48//zz+Pn5cfjwYVavXs3vv//OiBEjyMjI4MqVK0yePJm2bXtiZNRPZeK7G2fP7uXzzyfTrdtI9PSMkMuLMDa2Yt++z1iz5ho2Nq61ym/a9CbJyVHMmbMLHR09DhxYzy+/rMDDowtPPz23XnO++vLzzz/j6elJ//79ycrKIikpCQcHB5XU3VSoxdeIFBcXExkZiUwmw83NDYlEwogRIzh27BgaGhq8/vrrzJ8/Hy0trVpL7keOHGHixIm88cYbrFq1Cn9/f5555hnGjh2LgYEBO3ceRVOzW6OLDyA+/hLR0X9SVlZCWNjP6OmZ8PTT7+Hjc+c+ZGVlBZ9++hwFBVnMnv0jRkbmnDu3j8WLR9CmTQdWr17E4MGDG2zzv8nLy0MqlQLQuXNnzp07h76+fp2RC1oyavE1Md9//z1z5szB2NiYy5cvs3TpUt59991aZezt7QkJCeHy5csMGTKEhQsX1rrflOL7J7fnfO7ud98Sqaqq4ttv3+XMmV0MGPAC9vaelJUVs2rV80ilUrZs2cLjjz/e4Lb/iVKpZOrUqezfv5/k5GQ++eQTYmJiWLdu3UPV29SoxdcMKBQKvv76a/7880+ef/55evXqVev+8OHDqaqq4vHHH+eVV16541TJg4ivsrKS/Px0Dh/eRNu2vfHy6oiBQcMin23ZMhdv71507TrovmXPndtPZOQJUlKiSU+PIzn5OhoaEioqKqioqLhvnvqGMHLkSPbs2YNUKiUuLg5TU1OV1d2YqMXXCrmX+JRKJQUFmRw8uIGUlBs4ObVFX98UubwYAwMzbt26ho2NO1CJRKLExMQcY2NzzMxsMDOzwdzcFj29O7cbrl07zbx5/XB17cAnn/zZYJvDw3ehqXmJoUOHEhgY+CCvfVcKCgoYOXIkf/zxB6dOnSI4OFil9TcW/9kTLq0dIQT5+Znk5aWTn59BYWE2xcW5FBcXoq2tz44dC2rKBgc/yZQpq5BKbWoNO/PysiguLiQ/P5vc3Cxu3YqhqCgLbW1NjI3NMDaWYWpqhZmZDWfP/kpAwEAuXNhPRUU52toNO3Hi4ODNwIEBKltw+SempqYcP35c5fW2FNQ9XzNRXl5OSUkJJSUlFBWVkJNTwqZN31NeboKBgSnGxpYYG1tgZmaFubkFhYWZJCZewcDAlE2b3mTs2LncuBFOaOhOZDJ7KioUdOw4hKtXj5OQEMkTT8xhwoQltdosLMwnPz+L/PxsCgqyKChIY/v2ObRt25PExCu4uvozfPgMjI0tMDW1wNjY4r7DSFVtNTxKqHu+FkBZWVmNwIqL5WRnF5OdXUJ+vhyFQgOJxBAhDJFIDNHVtQGsGThwHJaWtrXq2bXrY3755WPatetFaWkRvXuPo0uXxxk4cDJTpqzi1q3LHDmyieLiPF5++QsqKsr58MNBjBkzG0PD/82TTEzMMDExw8mpOm7ojRtn0dMzpGvXEXh69uTgwZXk5uaTkZGOXJ5LaWkBOjp6GBmZYGBghrGxOcbGFpiYWGBqaqXS+d1/EfWnp2LOnr1EcnI+eXklVFRo/S0wAzQ0jNDRsUVX1xBzc8OaI1r/RFNTE21tnVrXrl07zU8/LWX16khkMrs7ntHR0cPTM5D4+Ah8fUMwNjZi27Z5dOs2upbw6iInJwU9PQN0dfXp3HkQt279SXFxCkOHvgpUzzMLC/MoKsqnsDCX4uJ8srOvU1KSi1yej46OHhoaEBw84CE+sf8uavGpmIiIZIyNg5DJjNHUrP/HW1iYgxDKWtcqKsr54ouXcHLyrVN4dbFgwWDy89NZvTryvmWjo/+kT5/xNb+3adOR7Oykmt81NDQwM5NhZiYDag8rlUolxcUFJCVF/ucORKsKtfgaAQMD0zpda/5Nbm4aR49+w6lT35OSEo2pqTXu7l0wM+sJwO7dn2Jh4cjcub/Uq92KinJKSvKZMePb+/Z6AFVVFbV6YCMjM+LjI4iK+hN9fSOcne++76ehoYGJifnfwlTzIDyyXg0tnfj4S7z3Xl+2bp3LgAGT2bmzEE/PrixbNpro6HAqKyv45ZePef75j9HVrZ/j7969n+Ls7Iu/f996lTcxqT6reZs+fcZz6dLvLF06ig8/HEx6etwDvVtTI4Tgq6++orCwsLlNaRBq8TUD+fmZLF48kv79J/HDD8UMG/Y6WlraeHl154UXPmPBgscYO9aA4uK8BgkgKuo07dr1or4r0qamVuTmptb8bmBgzNKlJ1m/PoYnn5zHrFndKCsraejrNTlyuZyXXnqJoKCg5jalQajF18TI5YXMnh1Mv34TeeKJd+/YUO/YcTA7duTz88/lfP11Ml261P/I1oQJH3PkyCYWLx7JtWun7yvCxMRIbG3da11zdvZFX9+I/v0nUVSUi5aWTt0PtyBuux1dvXqV1NTU+5RuOajF14RkZyfz7bdzMDe3Ydy4Bfcsq6GhgUxmX++gT0plJfb23nz66Tn8/PqwatUkFiwYTE5OSp3lhRCcOvU9/fpNqPO+trYuVlYupKRE16v95kRTU5Pw8HDMzMzYunVro7YVFhbGK6+8UhMg62FQi68JyMlJ4c03u7BgwSCuXw+jY8eH9wCQy4uJj7/MmTO/sG/fF1y8eIqjR7/h9OkfaNOmAx9+eBgvr2689VYgFy8eoaKivNbzt25dQUND646e75/4+/cjIuLIQ9vaFAQGBmJmZsa7777LqVOnVF7/p59+ioODA8HBwezYsaNeC2r3Q73a2ciUl5eyePFIKirKSUy8yqBBr/Dkk3d6tN8PubyY9PRYMjPjyclJRS6XY2bmgJWVE66undHQ0MTDo9odKDMzkbi4g+joGNCz51OsXv0ClZUKXn99M507DwHgwIG1hIRMuWdq7L59x7N48Qg6dRqMg8OdgaFaGn/99RdHjhxR+RlTgK1bt5KSkkLfvn155513aqX0flDU4mtkLlw4iI6OPh9+eIiVKyfWew73T7FlZ1eLTSZzxMLCkU6dOmNhYVvrhImGhgb6+kbY27vUuAYVFxeSnp5I27YDiIg4wLJlT+Dh0QWZzIFz5/axatW9M/O2a9eTfv0mcurUDzVhI1oyFhYWNdl9VUF0dDSjRo3ixo0bODo6EhUVhZeXl8rqV4uvkSkqysHW1h1jYynvv7/3ruUKC3PJykrg3LnfKC0torS0FKnUESsrZ7p06YKlpV2DhzpGRia4u/vi7u5LUNAQhg17jYMHvyI19QbDh88iNPR7zM2tSUq6joGBFIXCEx2d2gssbm6dCA/f80Dv3trZunUrTk5OzJkzhxkzZtSEBFEVavE1IjdvXuC77+bz4osra12XywvJzEwkJyeJ/PwM8vKy0NDQRi6vxMDABj+//g8ktvvh6OjFlCkr/mFHMampt4iPv0lMTAS3bkVgaGiEqakVMpkdFhaOlJWVoFRWqtSO1sK4ceOIiIhg9erVTJs2rc6YrA+DWnyNhFKp5NNPn+PZZxfi7OzLxYtHyM9PIz8/i6oqMDOzxczMljZtumFpaYeRkQm7d6/Ex6dzk50aMTAwwt3dl+TkKzg4+OHi4k1OTjrZ2WlkZ6dx82Yk+fnpXLp0lM8+G0+/fs/j4OCNubmNyr8YWiI+Pj41IQ4bA7X4VIhCoSA7O52rV79l//41KJVKcnOzuX79HGZmtjg6dqRTJ3tMTMyb29Q60dLSwtraAWvr/wUsUijK8fYOYvfuj1myZBTt2z9GmzYdMTe3wNTUkrKyQrp08UGpVP4nBKlK1OJ7AEpLSykuLqaoqIjc3GJiYhL54otVpKYmk5GRioaGNp07D+O55xZiYaH64WNToqOjS+fOA+nceSCJiddYvfoFCgszGDt2PhKJDjExV9i1q4Lz59ORSg2wtDTG0tIIU1NjjIyMMDIyUmmCmtzcXNauXUvXrl0ZOHCgyuptDtTiuwtCiL/98KpFlpVV/Lc/XjFJSenExt5AIjHk9OldpKREExw8llde+ZDQ0B94/vmP0da+02WotePk5MOyZafYvXsFCxb0Z+fOQhSKXPT1LbG27kpZWTHx8cVcv16ERJIOFCNEMWZmelhaGmFpaYSZWbUojY2NH+gzKigoqMnxMGLECL788stWE9vl36jF9y+qqqo4ePA0KSlFKJV6SCTGCGGEjo4MhcKAb79dybVrp+jQIYSiohyefPI9unYdWfPtfvnyiXvunbV2NDU1GTnybQ4cWMeRI5uwsWkDVG91GBiY3BG8SQhBebmclJQiYmOLESIHSACKMTLSpGdPb5ydne5s6C64urry6aefsmrVKhQKBd26dWPv3r24u9/9sEBLRS2+f1FVVUViohxb20FoampSXi4HJJw69QM7diygV69nmDnz2wcK7/eooKmpydKlJ5kxowMTJ/4f+vqWdy0rkUjQ0zNET88Q839NdVNTY8jLK8LZuWHtz5w5k7KyMtatW0dISAhBQUGsX7+e0aNHP8DbNB9q8dWBRCJBU1OTsrISnnzSCIAOHR5j2rT1dOz4WDNbVzclJUVUVpbfv6CKsLR0Ijh4LKdP/0TXrhL8/Rue0am+SVbqYs6cOXh6ejJ16lR8fHyYNGkSt27d4s0333zgOpua1rsS0ATs378WqE6ftWDBgRYlPKVSSUpKDOHhu/nll8+4efMqx459x5Ejm7l+/TRyeeP7tvXv/zw3bpzlq69e4c03Ozd6e/9mzJgxREZG4u7ujlwu5+LFi01uw8Og7vnugVJZRVDQGF599csWMY+rrKwkNTWaxMRrZGQkoKtrhr29F717d8fAYA9t2/ZBoVCQkhJLZORXGBsbY2/vibOzPyYmUpXb4+XVlRkzviE7O5MNG6ZQXJyPkVHDk4o+DFZWVmzcuJFVq1a1unAWavHdg/z8DJycfDE2Vv0fbn1RKBQkJ18jKekaWVnJGBlZY2/vjb//gDv2CzU1dXB398Td3ZfKykpSUm6SlBTD4cPfoK+vh52dBy4ufpib26jURkfHdnh6BnLhwkF69XpapXXXF0PD1jcHV4vvLhQW5nD06NesXBnR5G2XlclJTLxKcvJ1srPTMTd3wMHBi06dHsfIqH6h4LW0tHB29sLZ2QulUklaWgKJiTf4448f0NSUYGfnhrOzb608fQ/D5MmfsmzZGEpLi3jssSkqqfNRRy2+u5CaGoORkRQLi6ZJT5Wfn0l6eiwnTmyjvLwcCwtXHBzaExTkgZ5e/WK43A0NDQ3s7V2xt3dFqRxIZmYKSUk3OHPmN5TKcrKzk9DVNcbJ6c6D1fXFxyeYpUtPsmjRMFJTY5g06f9axFC9JaMW313w8OiCsbGMs2f30r37KJXXX1ycT2pqDJmZcWRnpyKEBpWV2ri4dKVt2w7o6DQsbHt90dDQwMbGERsbR6A/2dnpHDy4mYSEaJKSrmJmJsPS0hlbW3esrJwbdDrH3t6T5cvPMG9ef7Zu1WL8+MVqAd4DtfjugY9PD7ZsmU3nzkManMPg35SVyUlLiyU9PYbs7FTKyxXIZM5YWbWhXbt+mJtbsnv3SpydPRpNeHVhYWGDg4MrDg5+ODl5kJZ2i/T0RM6d+x25PBeZzAYrq2oxSqX3PypnbCxl4cIjvP12NwICBhAQ0K9J3qM1ohbfXcjIiOPXX6tdgU6e3En//hMb9LxCoSAj4ybp6TfJzk6muLgIc3N7rKxccXfvjkzW8jwDdHR0a+aJAHJ5Camp8WRmJhIf/ysKRQmWlnZYWblga+uBmZlVnfWYmFgwZMg0TpzYrhbfPVCL7y7cunWlQeXl8kKys5NIT4/7O29CAcbG1lhautC+/WAsLe1bXW4DAwPDGmdcqE60kpZ2i8zMBKKiziGRKMnOTsPGxhM7O8daPWPbtsGcPLmj+YxvBbSuv4Ym5Ha4hxEj3ryj15PLi8nJSSI7O/lvH70cqqqUmJhYo6VlRNu2fbCzc2nS4WNTUJ1opT1eXu0ByMvL4tixHcjlpZw58xtyeT6mpuaYmVlRUJCDUlmldjW6B2rx3QVtbR3WrLnK7NnB9O49jqKiXPLzMygoyEKhqPw76WS1j16HDraYmJijoaFBXl4SDg5ura6XexDMzS1xcHBBX98Sf//uKBTlZGWlkZubQWzsVfLy0vnhh2U1vn9SqQMymf1/xhn3fjz6fyENRAhBenoisbHbycvLQltbjzNnfsPTMwhHx/a1hKamNjo6utjbu2Bv70K7dl2IiNiLVGpDu3Z9yclJJy0tiaiovygvL8bY2Iyqqgo8PNo3t9nNhlp8daCjY4i9vT/+/taUl5cQGrqDMWPexMDAuLlNq5Ps7GQSE69jYmKHpaXdA+/VqRINDQ3693+eqKjThIRMxt7eteZeWVkpOTnpJCRcx8TEqBmtbF7U4vsXEokEqVSGvX31IsOTT87l4sWDXLhwgB49nmxm6/5HaWkJN2+eJyEhkoqKKiQSPdLTk/n115XY2Lji7t6pxteu+WwsqjNbkp6ePvb2rmhqCjQ0SpvBspaBWnz3QSKR8PTT81mzZgpBQU8063BTqVSSnHyd+PgIsrLSsLR0x9//MeztXTlyZCO+viGYmkq5efMKZ88eBKpwcvLB3b1Tkx94BoiIOMKAAZObvN3Wglp89cDXt3etpJFNTX5+JjExZ0lOjkZPzxwnJz+6dh1d57EzIyMTAgKCCQgIJi0tgbi4Kxw8uBEzMxlt2nTAycm3SRaDiovziI7+s965Bf+LqMVXDzQ0NDEyMicnJ1llB5Hvh0JRRlzcRW7dukJJSQmOjn707v0cUql1veuwtXXG1tYZhSKEW7eiiI29xIULR3BwcMfdvUujnlu9cuUP2rYN/k97/N8PtfjqgYaGBkFBT7B//zomTlzaaO1Ur7TGcuXKETIykpDJXPDy6oWjo/tD9VY6Ojp4evrj6elPYWEeMTGXOXXqF7S0NHBx8aOiQvXzLoWi9I54LmpqoxZfPRk7di4zZrRn+PA3VOoPV1lZSUbGTZKTo7h2LZyKCvD27k7btj2Ji7tAdPRJIiJ+Qy4vRFfXgJCQKZiYPHhQXRMTczp16k2HDj1JTb3FzZuXuXTpNPn5OVRUFODo2E4l88O4uIs4OLR96HoeZdTiqyeWlo506TKMsLCfGTr01Yeqq6xMTnLyNVJTb5CenoiOjhEODn7IZFaUleXw3XeziI+PwNOzG9bWrhgYmKCvb0xaWixTp3oSFPQEpqZWBAWNoU2bB9sn09DQwMGhDQ4ObVAqi9HQMCEzM4urVzdhYGCAjU0bHB19sLR0bHDdFRUKQkO/5733/ps5HuqLWnwNwNbWnaysxAd6Nj8/k6Ska6Sl3SQ/PwcjI0tu3TpPWNgPlJYWUlVVgaGhOd27j2Hs2Pfw9e2Fru6dYRGeeup9zpz5hYKCTD76aCjOzn4899yih3oviUQTe/s2NR7wGRnJJCfHEBa2FyHKsbZ2wt6+LXZ2nvUa/h48uB5HRx/c3Do8lF2POmrxNYC0tFh8fHrUq6xSqSQjI57k5Oukp99CoajAxsYDbW1DIiK2cfPmOQIDR7BkyXGcnNpRVVXJr7+upm/fCffM1WBl5cyIETMAeOaZ+bz+uj8ffDCQ8eOX1GHvTX7/fTPjxy+u9ztqaWnVnFKBgeTlZZGYeINr1/7i7NnfkMnssLPzwNGxHQYGtTfIKysrWL9+GhcvHmbevLtnZFJTjVp89SQ6Opz4+Es1ySXrQi4vpqAgi9OnfyArKwV9fTOsrd3p0mUEVlb2SCQS5s3rR6dOg3j//b3o6//vj1dTU6vBjqfa2rosWXKSlSsncOTIRvz8/hddLSsrifffH0BubirPPrvwgfcnzc0tMTe3JCAgGLm8hKSkGFJTY7lyJRQjIxOyshJxcQlEqVRy8uQOEhIiWb36inqxpR6oxVdPFix4jBEj3qR79/8FZs3LSycjI57s7ERyc9PJy8vm4sUjJCZepbQ0D6WyCnf3zvz1lya5uakUFGSiVCoZNuwNdHT0VGKXubk18+b9yvTpfuzfv5qXX/6M48e3smXLuzg7+1JRUYZSWaWSwwEGBoZ4eVV7NVRHUovn6NGdxMRcIDn5MgcOrOHxx6eTk5OClpaOyt7xUUUtvnoildoTFrYLbW09zMysycvLRFvbADMze7S1DcnMTCQs7EcsLZ3p3ftp7Ozc0dTUIjb2PCAICBiArq4+bdsGq/yPUltbl4CA/ly/fpJr106zZcu7zJmziw0bXmXgwBc5cGAdw4a9rtI2tbS0cHLywMcnAH19S65cOYSzsz8uLl25evUsYWG/YmRkjFRqg6WlE1ZWbRolfOGDsmnTJgoKCpg5c2azhbpQi+8uyOVFZGTEk5V1i9zcNHr2fJacnBT27PkMZ2c//P37oaUFaWlX2Lt3Fb16PcPUqeuIi7tM377jaxYmvL0bHsn5QbC19SApKZq5c3vx4osryc5OIjb2PLm5aZSXyxk06OWHDoVxN4QQnDq1k5kzv8XTszofemVlJdnZaWRmJpOUFE9ExEk0NUEqtUEmc8Da2kXlmV4bwuLFi4mPj+fq1avMnTsXNze3JrdBLb5/IYTg+vVL5OdHYm5uj1TqgJ+fH5aW9ujo6PDiiyvYv/8LsrOTyc5ORKmsYvnyMOztPQGIi7vcpPbK5YVER4eTmZlGjx5PMXLkTDp2HMTo0dWeDYGBwzl2bAvp6XE4OHg3yrf8pUuH0dDQxMOjS801LS2tfwRqqiY/P4eMjGon5Pj4/cjleXh61m8BS9X8+OOPBAcHk5SURPfu3fnwww+ZOnVqk9qgFt+/kEgkeHj44Og4pM55kq6uPqNGvd0MltUmPf0WMTF/kpGRjK2tN8OHTycvL4vY2PPs37+OJUtO4unZhaioM9y4Ec4773Snbdtg3nrruzo9DR6UysoK9u37jGXLTt5X2GZmMszMZDWe8MnJ0ZibN0/K6U6dOrFmzRqWLFnCp59+ypo1a9TiawloaWm3SGfZyspKbt48z82bF1AolLRp05EuXUbUHLC2sXGibdtOpKTc4saNc0RFfY6Dgwfz5+/H2FjG559PZsuW2Uybtl5lNsXHR2Bl5Yqra0CDn9XS0gaaL9/7iy++SEZGBvPmzSMhIYGtW7fi4+NDp06dmqR9tfhaAYWFuURHh5GQcB0zM0fateuHo6PHXb8gbu/TFRcXEhV1nmPHdmBiYsqAAZNZvHgEU6Z8jra2ahxuk5Ov4+bW5f4FWyjvvfce165dw8jIiAkTJgDwww8/MHbs2EZvu+V9vaupISUlmmPHvuXw4a9RKnUZMGAyAwY8jbOzV716ZiMjEzp37suIEdNxdQ0kNTUBfX0Tdu36GLm8+KHtq6qqJD09DmPjBz9r2hJYsmQJ6enp+Pr64ubmxs8//1yzGFRRUcHp06cpLFR91id1z9fCqKgo5+rVU9y8eQENDT3c3DrRo4ffQ4WG0NLSqgkBqK2txVdfvUZCwjU6dw7Bz6/vHeVTU2M4evQbuncfjbv7/4ZgpaXFHD36DceOfUNRUS5yeQHm5nZ4eQU9sG0tAWdnZ9q2bcvixYtxdXVlxIgRuLu706dPHyIiIsjMzMTKyooLFy6otF21+FoAQgiKinLJzk7k0KFNODq2o1On4X8f8VIt/fs/h42NM9u3f8C6ddMwMbFES0uX9u0HYWY2ixs3zrJ27ctUVJRRXi7H1tYdQ0NTbtw4y9Klo/H07MrEicuxsnJGV9eAGzfOYmBw98y0rYWioiL09PRwdHTk/PnzXLhwgQsXLjB48GDS09MbJfefWnzNRLXgcigqSkOINGxtdZk+/XESE+WUlztiaanaNF7/pF27nixZcpwrV05w+vSP5OXlcf36SV5+eQO6uoZMmrQcXV0DwsJ+4pVXPOjadQTh4Xt49dWv6NZtRK26WnsuhtLSUtavX098fDwBAdWLRhKJhE6dOuHu7k5+fj6jRo3iww8/VHnbavE1IUqlskZwkIa9vT6BgXbY2QXX5JerqKjg+vUYwsNPIEQbrKzaoKn54OmT6yI9PZ6LFw+hVGozbNjbNT1sfn426ekJZGYmk5kZS8eOgwgMHE5c3EVWrDiLtbWLSu1oCaxYsYLt27dz4sQJdHX/dwghPT2djh07oqWlRUBAAI8//rjK21aLr5FRKpUUFmZTXJyGRJKOg4Mh3brZYmfXs85Mqtra2vj7++Du7sKFC9e4fPk4BgZtkUrtHrqXKSzM5eLFg+TmZuPj0wsPD/9aCzdmZhaYmVng7d2pJrlmYmIU5uaOXLx4uFGz3DYXXbt2ZefOnTzxxBMsXbq0ZpUzOjoaqVRKZGRko7WtFl8jIISSvLwM5PI0IB0nJ2OCgmyxs/NEX79+ufYMDAzo0aMzPj65/PnnVeLj4zA3b/dAWXIVijIuXz7GrVvXcHXtQvfuT9x3AeefyTVvH6JOSorm8OFvMDIy/DvLrX+DbWkpnDx5Eg8PD0JCQoiMjCQ0NJTRo0fTt29fZDIZy5cvZ9iwYY1qg1p8KqKsrISiohw0NCpJTz9MmzZSvLxssbX1Rk/vwQ9SS6VSBg/uQUpKCqGh50lKkmJl1bZOR9t/o1QqiY4OJyoqDAsLdwYNeqlemW1zc9OYOtUTc3NbOnUaQvfuo8nMvEVk5AkyMxMwMpJiZGTP4cNbSU+/ga2tNzKZFEtL1xYRsPdeKJVKXnrpJXbs2MGwYcOYPn06KSkpODs7o6mpiUQiYc2aNWRmZvLRRx81qi1q8T0gpaXFFBXlUFGRA+RgbAxeXjJ69nwaR0fHhxLcv5FIJDg4OPDkk7bExNzk9OmTVFY6Y23tgaZm3f8LU1KiuXjxCFpaJgQFPYW1df0jlVVWKtDQ0OS1177i8uXjbNw4AxubNvj69iE4+AmWLh3NtGnrqKwsoKpKgq2tN1eunKGwcDcmJubIZA7Y2Lhibe3a4tyKzp07x/Hjx4mLi6NDhw6cPn2a8poJd38AAA5sSURBVPJy7OzsaNeuHZs3b2b58uWEhYWhra3dqLaoxVcPhBCUlhZRWJhDVVUOkIuZmQbt2smws7NAJvOqWTBpTDQ1NfH29sTFxYnLl6M4f/4YurpeWFg41cwH8/LSuXDhEEVFxfj796NNG58Gt2Nl5UyfPuM5cmQzM2duYdy4BbXu6+ubsG/fFzg5dWLUqLE1vV11TsIkMjISa9yKTExMkcnssLJqg41NG/T07t9jNxY3b95k2LBhLFq0CGtra86cOYO5uTk9e/ZkxowZrFmzhpMnT3LixAk8PDwa3R6JEKL+hSUS0ZDyrRGFQsGmTccwN+9OUVG12ITIQSbTwdVVhq2tDJlMVu+5W2NSUFDA2bNX+f/27j0m6jPf4/gbZLgICDLDHWFUFKuI6KoooLa49iKuXazdWm2TTbTd2BijSWtN0/bYxpoGm6NFU2saU9v+ITnNWS2kLfHSGLXCNpGLiFccGIdhuA8zAsMwM/z2D3Y5p6utt8Gf4Pf1J8MwXxg+8/yey+95rl7tIyAgibq6SsxmA5MmZTJ16pwH2m7Q4ejir3+N5cAB0692MztyZBeHDv0X77zzIzNmZP3uz3C5XLS0mP91J4ORzs5GgoND0OkGDgn18YEFC0aRnj7tvuu8WwM3Mf+JRYsWsWXLFmDgQ3XTpk3U1NRQUlLitc2EfXx8UBTljqNj0vL9B19fX0JCXGg05cyapSUmJg6tdrpXLyO9JSwsjCVLMpk+vYlDh37A4XCRkfEn4uKSH3hheFBQCJMmzeXs2f/l6afX0tfXR1HRf/P3v+/kL395747Bg4GR2//bD2YBbreb1lYzTU0mrl+/QEdHHbNmDf3Jtd3d3axbtw6bzcamTQP73yiKQn5+PidOnOD06dOqHOkmLd9tKIoy7CaPFUWhubmZqioD1693o9GMR6tNfKAF1HV153nvvcWsXbuLqqrjlJUdoafHRn5+KVOmzHugei2WK8TEWHjuuawh61spisKRI0fYvHkzTz31FPv27Rv8EN26dSvFxcWUlJQwbty9b4/4e+625ZPwjUB2u51LlwxUVzfhcsUSETHhvo83Kyz8kOPHD+Lj48vf/lbAH/7w3AN/MDU3XyciwkhubtavJra9xW63U1JSwp49e7BarRQUFJCTM9DCWiwW9u/fz4EDB0hJSeH48eNef30Jn8DpdFJXZ+TcuXpstjGEhIwnPDzqrsLjdrv5xz++o62thaysPHQ67yx3a201Ehpay7JlmUPSbz516hSrVq0iPT2d1atX8/LLLw+uECopKRn8WlZWFgkJCSxcuNDrNUj4xKD+/n4aGxupqDBgMrnx9x+PTjfuN6cpOjtbOHPmfwgJiSMzM9drZ8u3tzcQEHCJ5cszvT46rCgKBQUF7Nixg6+++opnn332lu/Jycnh9ddfZ9WqVV597f8kAy5i0MDW8AkkJCTQ0dHBxYsGamquoCjj0OnG/2rC3mCopKLiOFOmLGLaNO/dJGu1NuHnd5Fly+YPybTM3r17+eKLLygrK2P8+PG3PH7s2DFu3LjBihUrbvNsdUjL95hyOBxcu1ZHRYWJ7u4IQkISuXLlLE1Njcyf//w9Tcrfic3WittdTl7ePMLCvLd/zL/V19cze/ZsysrKSE5OvuXxpqYmlixZwgcffPBQwne3LZ/cyf6YCgoKIi1tKq+88keWLo2ku/sEDkcjaWnzCA4OxlsfsjdvduB0lrN8+ZwhCR4M/C4ej4fnn3+eBQsWDC4Pa29v5+OPPyY1NZVly5aRl5c3JK9/v6TlE4NsNhtms4XLl5toaXEBsYSGxhAaqr2vEc7ubht2exl5ebOIjBzaG247OjpobGyksbGRPXv2cPbsWVwuF4sXL2bnzp23bRGHigy4iAfS1dVFY6OFK1eaMJt7gGhGj44lLCzyribwe3puYrWW8uc/pxETM3Q3Bj+KJHzCaxwOBxaLhatXmzAa7fT3RxIUFEt4eNRtR0x7e7tpbT3L8uVTSUiIV6FidUn4xJBwOp00NzdTW2vh+vUO3G4tAQGxhIdHo9H443Q6aG7+mdzcSej1SWqXqwoJnxhyAwunWzAYLFy92orTGUZ3dzt5edNITp6gdnmqkfCJh8rj8dDa2oq/vz8RESNnm4n7IeETQiUyzyfEI07CJ4RKJHxCqETCJ4RKJHxCqETCJ4RKJHxCqETCJ4RKJHxCqETCJ4RKJHxCqETCJ4RKJHxCqETCJ4RKJHxCqETCJ4RKJHxCqETCJ4RKJHxCqETCJ4RKJHxCqETCJ4RKJHxCqETCJ4RKJHxCqETCJ4RKJHxCqETCJ4RKJHxCqETCJ4RKJHwjREVFBaWlpcgRbsPHsA/fhQsXWLJkCampqaxfv55Tp0555R/Q4XBw6tQpzGazF6ocelu2bCEzM5ONGzeqXYq4S7eeZv8ATpw4gcFgYN26dfj43PFswAdiMpn45JNPOHToENu2bWPevHkcO3aM9evXM3r0aLZv387TTz99V3UoisKZM2f47LPPuHTpEg6HA4vFwuTJk6mvr2f8+PHs2rWL7Ozs+67X4XAwatQo/P397+l5iqLQ3NyMyWSip6cHp9MJDJwE29TURGNjI83NzVRUVHDx4kWys7N57bXXSEtLu+9axcPhtZNpa2pqyMnJITIykkWLFrF79240Go236hzU3t7OW2+9xXfffccrr7zCu+++S2Rk5ODj/f39fPvtt3z44YcEBQWxdetWUlNT0Wg0+Pr64na7sVgsNDQ0UF9fj8Fg4OjRo4SEhLB+/Xqys7MJCgoiJiaG8PBw+vv7KSws5J133iE6Opr4+Hh6e3tJS0tj1apVTJ8+nVGjRt221srKSnbu3ElRUREulwuAhIQEEhMTiY6OxmazcenSJbq6uvDx8SEyMpJx48YRHx+PRqOhqqqKCxcuEBgYSGJiIsHBwQQEBODj44Ovry9RUVHExcURExNDZmYmc+fOpbCwkM2bN/P++++TkZGBRqPh5s2bOBwOPB4PLpcLu92O3W4fvEL499d9fHwIDAwkMDCQ8PBwIiIimDlzJiEhIV5/H0eyITsWeuvWrTQ0NGA0GmltbSU4OBhFUbhx4wb5+fm88MILrFy5ktLSUmbOnElcXBzBwcE0NDTQ3t5OREQEY8eOxd/fn97eXurr6wkODiYpKYnFixfjcrkwGAy4XC76+/sxmUzU19cTFRWFTqejqKiINWvW8NFHHxEaGvqbtfb391NUVMTu3buxWCy4XC4URcHX15fY2FgSEhLQ6/Xo9Xqys7OZNm3a77aSbreb48eP09XVRUBAAKdPn+bIkSM0NTUxa9YsEhMT0el0BAQE0N7eTmVlJRaLhQ0bNrB27Vq0Wu3g72Y2m7FYLISGhjJ16lTCw8PxeDy0tLTQ0NCA2Wymt7eX9PR0UlNTGTt27F2/RwAnT57kyy+/pLy8HEVRCA0NJSgoCD8/P/z8/BgzZgxjxozB13eg1+Hr64tGo0FRFJxOJw6Hg87OTlpaWqitrWXbtm1s2LDhnmp4nA1Z+LZv305CQgJJSUlERkYOXgrNnTv3V5dUVquV8vJympub6e7uJj4+Hq1WS2dnJ1arlb6+Pvz9/dHr9TgcDq5cucKJEycYPXo0ycnJBAQEAAy+VltbGyaTiaVLlzJhwoT7+JMMjY6ODs6dO4fFYqGtrY3e3l4iIiKYOHEiOTk5v9kqDhdvv/02P/zwAwcPHmTGjBn4+Xm1pzIiDVn4ZDTt8dLR0UFBQQGFhYWYzWZmz55NZmYm8+fP54knniAxMXFIuhfDmYRPeJ3VaqWsrIzS0lLKysq4evUqFouF+Ph4EhMTGTduHBMnTiQlJYXo6Gg0Gg0XLlxg//79pKWlsWLFCnJzc0d8WCV84qHo6+vDaDRiMpm4ceMG169f5/Lly7S1teF2u9HpdLzxxhtcu3aNQ4cOYTAYWLlyJYsXL2bChAnodDp0Ot2IupyV8IlHUk1NDcXFxZw8eRKTyURbWxtWqxWtVktKSgqff/45U6ZMUbvMByLhE8OG2+2mpaWFoqIitmzZQnJyMnPnzuXVV18lKytL7fLumYRPDEsOh4OqqirOnDnDvn37CAoKYurUqSQlJQ3O0wYGBjJmzBg0Gg1utxtFUQgLC2Ps2LHExcWh1+uJi4tTbaRZwieGPY/HQ3l5ObW1tRiNRgBGjRqF0+nEZrPh8Xjw8/NDURRsNhtWqxWz2YzRaKSrq4uMjAwyMjJIT09n3rx5xMfHP5S6JXzisdbW1kZZWRm//PILlZWV/PzzzyxcuJBvvvlmyFfsSPiE+H8OHz7MmjVraGlpeWTCN+zvahDiTgoKCti4cSPFxcWP1DrVkTO5IsRt7N69m08//ZTTp0+j1+vVLudXJHxiRGlra+PHH3/EaDRSVVVFdXU1J0+eJCkpSe3SbiF9PjGsKYpCZWUl58+fp7q6mq+//pqFCxcyadIk9Ho9L774IhEREQ+1prvt80nLJ4atnp4e3nzzTb7//vvB28J++uknUlNT1S7trkj4xLBjt9s5ePAg+fn5ZGdnc/78ecLCwtQu655J+MSwUl1dzTPPPMOCBQs4fPgwc+bMUbuk+yZ9PjFs3Lx5k+nTp7Njxw5Wr16tdjm/Seb5xIhz9OhRpkyZ8kgH715I+MSwYbfb6e7uxm63q12KV0j4xLDx0ksvkZKSwpNPPonb7Va7nAcmfT4xrCiKQl5eHp2dneTm5qLVatFqtSQnJzNt2jS1ywNkYbUYwTweDwcOHODcuXPU1NRw+fJlrFYrxcXFLF26VO3yZJJdDH8Oh4O9e/diNpvp6+vD5XLR09NDXV0dtbW1dHV1ERsby+TJk4mKiqKrq0vtku/JPbd8Q1iLECOFUVEU/Z2+6Z7CJ4TwHhntFEIlEj4hVCLhE0IlEj4hVCLhE0IlEj4hVCLhE0IlEj4hVCLhE0Il/wRzglTyGD4oNwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "pc_180 = ccrs.PlateCarree(central_longitude=180)\n",
    "ax = plt.axes(projection=pc_180)\n",
    "ax.add_geometries(AU_geoms, ccrs.PlateCarree(),\n",
    "                  facecolor='blue', edgecolor='k', alpha=0.3)\n",
    "set_extent_from_geom(ax, AU_geom.buffer(30))\n",
    "ax.coastlines();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a good start. Let's do this on a global scale and produce a land-sea mask."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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      ],
      "text/plain": [
       "<shapely.geometry.multipolygon.MultiPolygon at 0xd1caaccf8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from shapely.ops import unary_union\n",
    "\n",
    "shpfilename = shpreader.natural_earth(resolution='110m',\n",
    "                                      category='physical',\n",
    "                                      name='land')\n",
    "\n",
    "land = unary_union(list(shpreader.Reader(shpfilename).geometries()))\n",
    "# There is a problem with this geometry, so the old \"buffer it by 0\"\n",
    "# trick should fix it up for us. \n",
    "land = land.buffer(0)\n",
    "land"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So how many of these mesh cells intersect with land?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "283\n"
     ]
    }
   ],
   "source": [
    "land_prep = prep(land)\n",
    "land_cells = [cell for cell in mesh_geoms\n",
    "              if land_prep.intersects(cell)]\n",
    "print(len(land_cells))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This seems a little low. Let's take a look:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "\n",
    "plt.title('Land geometries')\n",
    "ax.add_geometries(land_cells, ccrs.PlateCarree(),\n",
    "                  facecolor='blue', edgecolor='k', alpha=0.3)\n",
    "ax.coastlines();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The problem is that some geometries don't back project correctly to a projected space such as plate carree. Until we have spherical geometries, this is always going to be painfull.\n",
    "\n",
    "Let's leave the painfull cells out for now.."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def drop_large(geoms, area):\n",
    "    \"\"\"Generator of geometries that have an area below the given value.\"\"\"\n",
    "    for geom in geoms:\n",
    "        if geom.area < area:\n",
    "            yield geom\n",
    "\n",
    "plt.figure()\n",
    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "plt.title('Land geometries with an area <1000 $degrees^2$ (in PlateCarree)')\n",
    "ax.add_geometries(drop_large(land_cells, 1000),\n",
    "                  ccrs.PlateCarree(),\n",
    "                  facecolor='blue', edgecolor='k', alpha=0.3)\n",
    "ax.coastlines();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clearly we have had a bit of sucess here, but we must be suffering from a value range of [0,360] and [-180,180].\n",
    "Our land geometry lies within [-180, 180], but our mesh doesn't:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Land min: -180.0; max: 180.00000000000014\n",
      "Cells min: -0.0; max: 352.5000000475477\n"
     ]
    }
   ],
   "source": [
    "def multipoly_geom_xlimit(multipoly):\n",
    "    if not multipoly.geoms:\n",
    "        raise ValueError('Not a multipolygon')\n",
    "    \n",
    "    xmin = min([min(geom.exterior.coords)[0] for geom in multipoly.geoms])\n",
    "    xmax = max([max(geom.exterior.coords)[0] for geom in multipoly.geoms])\n",
    "    return xmin, xmax\n",
    "\n",
    "print('Land min: {}; max: {}'.format(*multipoly_geom_xlimit(land)))\n",
    "print('Cells min: {}; max: {}'.format(float(xs.min()), float(xs.max())))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In projected space these ranges are critical, and require a reprojection of one or the other geometry.\n",
    "Let's re-project the land geometry, as there are fewer of those. In truth though, I usually try to normalise to [-180, 180].\n",
    "\n",
    "The trick is to convert the geometry into a PlateCarree with a central longitude at the antimeridian, and then to add 180 to the values to get us back to longitude and latitudes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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      ],
      "text/plain": [
       "<shapely.geometry.multipolygon.MultiPolygon at 0x316489ba8>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pc_180 = ccrs.PlateCarree(central_longitude=180)\n",
    "\n",
    "# Instead of the geometry in lon/lat, let's project it to lon+180/lat.\n",
    "land_180 = pc_180.project_geometry(land, ccrs.PlateCarree())\n",
    "\n",
    "# Same trick as before - try to make this a valid geometry.\n",
    "land_180 = land_180.buffer(0)\n",
    "\n",
    "# Finally, translate the projected lon+180/lat geometry back to lon/lat.\n",
    "import shapely.affinity\n",
    "\n",
    "land_180 = shapely.affinity.translate(land_180, xoff=180)\n",
    "\n",
    "land_180"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's double check this geometry is as expected:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Land_180 min: 0.0; max: 360.0\n"
     ]
    }
   ],
   "source": [
    "print('Land_180 min: {}; max: {}'.format(*multipoly_geom_xlimit(land_180)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So using the original mesh cells in the range [0, 360] and our projected land in the range [0, 360], let's compute the intersections!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "432\n"
     ]
    }
   ],
   "source": [
    "land_180_prep = prep(land_180)\n",
    "land_180_geoms = [cell for cell in mesh_geoms\n",
    "                  if land_180_prep.intersects(cell)]\n",
    "print(len(land_180_geoms))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Great! We have more matching cells than we did before!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def draw_mesh(ax, geoms):\n",
    "    # Note: Writing functions that take the axes as an argument is a\n",
    "    # recommended paragdim. It allows easy subplot creation ;)\n",
    "    ax.coastlines()\n",
    "    ax.add_geometries(\n",
    "        geoms,\n",
    "        ccrs.PlateCarree(),\n",
    "        facecolor='blue', edgecolor='k', alpha=0.2)\n",
    "\n",
    "plt.figure()\n",
    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "plt.title('Land geometries with an area <1000 $degrees^2$ (in PlateCarree)')\n",
    "\n",
    "draw_mesh(ax, drop_large(land_180_geoms, 1000));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nope, that wasn't it. Must be an issue with the faces on the western portion of the projection.\n",
    "\n",
    "Turns out, cartopy doesn't handle the PlateCarree geometries that are greater than 180. This does surprise me, which itself is a surprise given I wrote cartopy. For now, let's just move those cells we've identified back by 360 degrees if they are too far over."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fixup_wraparound_geoms(geoms):\n",
    "    # If a cell is over 180, move it back 360.\n",
    "    for geom in geoms:\n",
    "        if max(geom.exterior.coords)[0] > 180:\n",
    "            yield shapely.affinity.translate(geom, xoff=-360)\n",
    "        else:\n",
    "            yield geom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TQorix++XlCIQkIjF6/XQ0dHK2rWr+OKLT2lpaUT6qpWf+HgNY8aMQ6eLZ+7c2UyfftpxFUap7L+y9JQ/EAhQXV2N0WiMSNYymYz+GuxgUFqD/aqrrsLj8XDFFVewaNEimpqkD2rMmzePLVu2kJqaSm5uLtnZA30s5mgoFApMpgySk3MGPC8QCNDe3kZtbQ0+n5vs7Hx27dpOQ0MD7733DoFAAFH0YzQa0Wo1NDU1oVar0WolF1BOTi7Tp58eJmu5vIe8Y8LkFhvbQ+6xxMRIZNfTSK1evZoHH1zcWyrh30WLFjFr1hlHWa8SyfrC5BoI+ENE7Ecmk4XylohV2qSGRKFQoVYnhMoZ06tRkfYHs2yt1mYOH67muutuAaCkpITMzExkMjmffvoKfn+Ayy67jAsvvBC1Wovf76erK4DDIdWrYFDSU0HwIH1VKYD07YkjvwqFgFJ5hMhjYxUolXJUKum3PzKXy+X9kvlApOr3B3C7JXLt+e2p7z5fEFGU0Reh9tR/hUIVrudyuVSPVCp5RAZIW1vDoOf04P8bQna73XR0dLJjxwH8flCp4pDJYkKC7rv1AjkKRSwymRyZrMcHKilHb0G73W6qq6tJTEwgOTk5rBBOp4PrrrueqVOnkpmZSUZGBiNHjiQ1NZV9+/ZhsViorKwgJyeX2toavv32Wz777DPa2y189dX7pKcX8D//80SIkCWrNjMzi6ysLEaPHg0QVsIrr7ySiorDZGZmIpcrqK+vR6vVMnbsWK655g7WrVvHtm1bAUhLG8lTT70Trhxer5/u7iNkHgj4EUUfPR9FEQSJiI78BgkEvLjdXeh0KhISEtDr9UN2JfRGDwksX748fGzx4iPkdNNNN/HOO++QlBTJp/hODM8//xzLli1j+PARdHV10dTUSHZ2DsOGDcPtluH1+gAZXV1WwEpiYhKtrZ00N3cBzbS2urnjjsV4ve5Qd7/HGvfQ1dV1lGUqEak/5B4Cv9+L02nn4ovPYMuWbcTHS26nceNKMBoTycxMoaGhBoVCcgEplbFoNJqQla4gJkYVIlQlMTGqU+4uSE9PY9q06ezfv5/U1FQKCkaTlpbGZZddRmVlJa+++io//PADGRkZ+Hw+8vPzGTduHEVFRRF10YPBIIGARJhOpx+7PRDeDwb9SLp5PJkLQhBR9OP1dmE2N5KYmExcnA65PAbJAD26nveu73J5TNiA6iF4jWZgkv9343+1y6Krq4uODiv19Z1YrQEEwQAoaG1tprW1AQhgMmWQlpaD0WiKKE9RFHG5nKhUahQKBVu2bOGOO24Ppy9cuJB77/0tAGvWrD6KVHqwYMHFfPLJx+H9yZOnUFFRQWdnB9OmTUeliqW19TCdnSJNTY3h8z755FMyMzOPy2/r1q3cfffd+P0+zjrrLAoLC3n22WcB0OkSGDlyBNnZOWRkZJCRkcGkSRPR6w0RPW8PgsEgra1NtLQ00dbWgEqlwmTKJDExhUCgC0GwYTKpycjQYzAYwm6PH4OLLrqI4uJiHn300R9VISwWC9u3uwa1kC0WC4sXP0BraxsLFixg1KhRTJ8+HUEQaGlp4fbbb6e2tgaA2FgVKSkpZGdnc+ONN5KdnY1er4+4TG63m5aWWlpaGujsbEenS8RgSMHjcWC1ttHd3U1ycgYmUyYpKeknRZ4nC1u3fkN29ihSUzNpa2tj48aN7N+/n9bWFlpb2/D7/Xg8Hpqbm4mPj8fn84WNijvuuJMbbrjhpJfJbrdiNtfQ1taI2+0hOTmThAQjbncXLS0N+P1ukpPTSUvLJjEx9Wfl325r2xGxy+J/HSG7XC4slk4aGqzY7SAIeuLjDajVmuPOtVo7aG5uCL8wkymd1NSjX5jNZuPLL1fy7bdrKS3dg98vfbj29tvv4IYbbmD27Nm4XM5wnosXL2bOnLkYjUZEUWTnzp0oFAqcTieHDh1i165dGI0Ghg8fzvr1G9ixY3v42ssv/yUJCZJlVFa2kdLS2rCfF+Dee+9l4cJrwvvffvst99//ewCuueZapk6dwuTJU9i3bx8vv/wymzb9cNwzP/nkn5kzZ05EsvT7/bS1mTGb62lvN6PRaDCZMklPzyUuLv6oc6WGykFXVydgJSkphowMPUajAZVKFdH9euB0Olm1ahWXXnopAIcOHWLEiBP5rqmESAm5B2Vle/nNb27F43GzcOE15OXl8cwzz3Deeedx5513cvrpM486v7+G8li43V2YzbW0tNTjcDgwGlP6JVyJsOtpaanDau3EYEjGZMogJSUzInlaLBYOHDiAxWIhGAxy7rnnotEcXwdOBL0JuT/8/e9/x2w2U15ejtlsxu2WBgdB0vP58+fj9XoAAZVKxfDhw4esJ1arhebmulD9DZKSkkVKSgaJiabjCNdut9Hc3EBraz1ut4vk5FRSUrIwmTJ/cnL+/4qQRVHE6XTS1iaRsMulQCaTSFilinwgpK8X1tzcwcMP/wGQodHEo1araG/vQKfT4fG4kcnkpKWlkZ6ezqRJk3jmmacBUCpjuOiii9DpdNx4442oVCqWLHmYr776CpAG0Wpqapg4cdJRhAyEjm3DZFLT2uoGQK/XIwgyuru7cLs9qFQq9PoEmpulL7DHxqr48ssv0emO/lL9smXLePbZZwAwGhPxer0UFo4FIBAIhq6NJSkpkcLCQoqLS8jIyKClpYmWlno6O1vRahNISZF6ESpVXMTvpKvLSVeXFVHsRK+Xk5VlwGjUh0PzBsLrr78etqKmTZvGW2+9xbBhwyK6d18YKiEDdHd3s379erZu3YLVauXCCy/ijDPOCKf7fD4EARSKgd00Tqc9TBpdXS4SE9NIS8siOTkt4oFAr9dLS0s9ra31dHRY0GoNmExZBINQWVlNeXk5Bw8epKWlhYaGBgKB4792f9ddd3PddddF/PwD4csv/4UoqomNjaOiooLa2lo8Hkkv5XI5u3fvDvn+RRYuvIbLLruU9PQM3nrrLfbt20dTUxNOpxOTyRTSlS5qa2vIy8vnN7/5NTNnnt7vvTs6WjGba2ltbQJkmEyZpKVlYTT278ravXsXn332OTabLXRERKNRER+vRKtVMX78ZPR6E7m5I4fcKJwMnFJCrq2tP8rpfux2MsJhRFHEbrfT1malvt6K2x2DXG4gPl5PbOyPF2hXl4va2ioOHy5j1aqVGAzJjBgxmilTZrJ48WIaGhooKCjA6XTR0FB/3PWJiUm0t0uW7fvvf0BeXh5/+ctfeO+9dwGRBQsu5tChcoxGIxs2fI/00VuRnJxcsrKycLns1NYeoLtbAOR0d3cTG6tCo4lHJpMRF6ehpaUFj8fDW28tY/ToMQM+T0NDPfv27Q8NNsSE340oBvF4vDQ01LN9+xbWr1/NjBlTufjiS8jLG0NKStZJUdDubhdOZyeiaEWng6wsPYmJhgEttpdeeok77riDjz/+mAUL+vyCe8RobGzko49K0elMoYgJBUqlNKgmRREoQ8cjG9QaDEe6z0243W6SkzNJTc0kOfnHd5X9fj/PPfdn3nnnNeLj40hNzcLtDtLebqO7uxuAYcOGM2qUFO2QmZlFbm4uo0aNGtTtEwwGw9EZku9bGjjs7nbx2WefsG3bdtrb23C52snIyCUhIRGDwciYMWOJi9PgdnsQBBklJePJzc1HLlcO2gDX1NRQWlrKzp07+OKLL/jVr67mvvvuO6pM7e3NNDXVYrGYUSrVITdjFgkJkbndJk2aCMCcOXPDETstLc243W5AZO7cM/nmm5WAF2mByxgWLLiCJUv+EFH+/UEaLPSGZdo72qUnusXn86FS2bn66nNPDSF/9ZUZ6SOrvTf/UftSOIwU+qJUStvRI/xHE3iPU727u5v2dgeNjTY8HjVyuR6dzoBSeXL9ax999BH//d9/BCAxMRGn00Yg4EahCKBQxJKUlEZBQRF5efn87W8vAiImk4mxY8diNBqJjVXgcrlwu7tJT0+loGAkohikra2V1au/xucLhKxcAx0dndTU1NDV5Uav1+Pz+REEOTKZm2BQRXe3i0DAT0yMkrg4NaIo4nZ3oVKpiImJoaCgAIPBwKhRBSQmJodG0Xu22NDovqJXCJM0ABQMBrHbrbS21uNwdGI0JmG1dvP99z+wd+8+nnvuuYi64UOF292Ny9VJIGBFo/GTlaVHr9diMEiVq6Ojg/fee4877rgDgBdffJHbb799oCwHhcVi4euvK1Eq43tVEF94CwT8oYE2P4GAH7lcCn07QtbKoyImJHn2pEvhcN3dLqzWNlpbGwftPp8oysvLufrqXwGSL1YURV5//R8MG5bF8OG5jBs3kZEjCzEak5DLZb0GD6WKLw02Hnlun89PIHAkQiMYFLHZ7Ozbtx+Hw4UgCCiVMezffxCzuYmbbvoNhYVFdHY2kpqag9GYFArxdIfk6AsRTc9/D8FgEKVSgUwm6Z5UnyXZffzxJ6xcuQIQAIGRIws499xf4HS6CAZ9BAJeZLIAJSWTSEnJIjU1k9LSUpqazBgMBhQKRTgOfqBohoaGBtasWcP+/fvp7u7G4bCjUCjIzMykpGQ8Z599Nlu3bqW0dDcHDuzDam1jzpzTKS4uITk5HZ0uCVEMHEekfr8nrDdH5HpEl4BekS29tyMhhEplDILQxGWXzT41hLx9++Dn98T19Yzo9/yX9gOIYqBXOEwAl8tGZeUBgkEBQVBhMCSRlJSKXp+MVqs/6T6gV155hY8++ohXXnmF9PR07HYb5eX7+de/3mHTpu9wu3tiYeUYjSmkp2cwduxYGhvNBALBUIyuENrgr399gdZWC3/84+OAjCuvvIrPP/8cl8vJqFEFjBgxgjlz5vDmm2+yf/9+Ro8uIBDooLXVy/jx4/n6a8nVkZKSSkFBAWq1iu++W4fb3R0qh+R+OO+887j77rvw+TzHKI63138fHR0WqqsPodMlYDQmk5ExgqQkEwZDEnFxGt5//33++te/8vTTTzNlypSTKttAIIDN1klnp4W2tiaczk5iY/1Mnz6Sl19+iVdeeSV87tdff828efN+9Aj3UF0WvS0aafP0shx9vSqjJFuzuZaGhlrS0nIxGExkZQ3DaEwiIcF40gbj1q9fz29/ey8AzzzzLC+99BJ6vZ7771+EWq2ko6OVxsZqOjraaW5uICdnJKmpGSiVsfj9Ad54401aWy0kJhpJT8/k+utv4K233mTs2CLOOmseVqvUnV++/D1KS/dy9tlnI5PJ8Pv9qFQqBEHgggsuQKVSReRD7sERq/uIPvbI1el0UldXS1NTIx0d7WzfvhWdToMg+PB6vcjlSioqqhGEWHQ6I3FxOhoaGpg5c2aIQ/w0NjbR1tbGc889x5gxA/cUd+7cya9/fctRx37/+/tJSUkhISEhNMlKQBT9dHa20NRUR3u7ha4uO/n5Bej1ySgUMeFQwh5ClXqdR+K2pZ5XTMQuqVPqsnj22fVMmTLlpCiiz+dj06YNtLRUMWHCVPLyxmC3d9LZ2YHV2o7d3o7X241Wqwt1n5LR600/qpv99ddf8fDDi7n44ouYOLGYYNDH3r17+OyzFXg8PpKT05kyZQYXXDCfZcv+zpgxE8jPH80PP/xAdnYWVVXVrFy5gvvvf4D29nbef/99Pv30Uz7//HOefvopAO65517y8nJ59tln8fn8mM1mBEFg2rTTWLjwGgQBfvvbG3nttY/Jz8+nsrKC1avXcOONN4ZDhl5//XVeeOF59HoDI0eOxOPx0NjYiFKp5NxzzyU1NZXCwkJGjRp11POVl5fR0HCI8eNnEh+vx2az0NlpwWptw263IghSbPXixQ+Tnz+c3//+QSZNmnTCpNjV5aK9vQ2brR2brR2Xy0pcXDw6nYGEhCQSE1NQqzUsXfoMr732B6RwJqkin6xQoxPxIUcCj8fD7t3rEUUZJSXT8XrdtLQ04PV2Y7O143TaUam0JCQkotcb0esTI+5m98Ynn3zM448/zsUXX8Ltt/+aO+74DdnZaZx77jn4fD7i4/UkJCRhNCai1ycRDPrZuXMdcXEGlEotL7zwAiaTiV/+8pfs2LGDF154nmnTph816JuUlIRKpaKhQYqJXbbsbQoKCvosz1AIeSiwWi3s2rWetLRhjBxZiMNho6XFTH19NZ0SVxuUAAAgAElEQVSdrTgcNlQqNYWFJSQlpWIwJKNSxTFp0kSKisbxz3/+kw0bNvD9999TUlKC1WrF7e4mOzuH1tYWnn32WSZNmsRZZ52F1Wqls9NKe7uZjo42rNZ2HA4rLlc3cXE6rrpqIWeccSZZWblYLM3s27eV/PzR5OWNPqnP3NzcTHPzVm6++aJTQ8gwgWeeeZbTT+/fMd8X/H4/W7ZsobKyktLSPZjNzdTXV6HVyvF65cTGatFqtZjNZm666SaCwSAajYb09DTkcgG/30Mw6KOlpY7ExEQSEqQtMTEFnc7YpxUdDAZpbm7CbG6kubmRQ4fKyMpKp6qqltraBkpL9+PziWRkZHHeeefx0ksvHnV9UVEhgYCNwsJiFi36T2QyGYFAgNWrVzF37lkolUoeeeQRDh48yNy5c5k0aRLBYJCPP/6YmppqsrNzWLduHffccw9yuZyVK1eiVqt58MHFXHTRLEDPrbfexowZM8jMzDxqVpooiuGp0Vqttmc9VdavX8/y5ctJTk5m48aNZGdnh2JAi0hO1hEIdDNx4qx+B+icTju1tZU89dSfKC3dieTflnP22Rdw2213YTAkEh/f9+w4v99PZ6eFzs527PYObLZ2IIhWa0CvT8RoNKHXJx1nOaxZs4bFix8AvJhMAVpbD7B582amTp06BA3qHyeTkIPBIHV1dTQ11bFr1wbWrt1Mc3MHCoUCt9uNQqHAaDTi8Xj4z//8A2PGjKKzs43OTqnB8/l86HRGEhKS0OsN6PVJ/RoQbncXnZ1t7Nmzg7feep3a2iqSk9Opr29CiqGVsWHDpj6v9/v9/Otf/+Tpp5/mnnse5sorr0KpVPaSNRQUjObgwQNcd9313HXXXYBkBG3cuJGSkuJ+QyNPBSHX1h6moqKU0aMnk57e96Qfr9cbMh46sNulBl4ul2GxdPKvf32IxWJDEJRce+01HDxYTmJiImq1ipqaWgwGA21tzcyYMZmRI4dhs3Xidnej1RrQ6aQGs6eHuG7dOj799FN27NhBWloqfn8Al8uB09mKKEJiYjZTpkzh/vvvHzT23u3uRi5X9HleR0cHZ589j9Gj4zlw4PtTQ8jffWfvt8L2h9raWu677z50Oh1jx45hzJgxuN12YmICzJmzAJUqjp07dxAfH8+GDRuw2ezIZDKcTie1tbVYrVacTgdWq5WEBD1Op5309FQMBi0JCXFkZqYzblwxTqeb7dt3YbVaCQZ9HDy4F4fDgUIRi88nkps7HKvVSVJSEuXlB5k1azbV1dWkpaUxefJksrKyeOqpp2htbelVehGVCp555s8UF59OTEwMHo+H+vo6urvdJCcnUVdXz+233wbAhRdeREtLC1u2SF97VyiUFBcXc++996JSqbj88stISkrinHOmUVdnQxRFWlpaqKioQBRFFAoFarWapKQkRFGkqakJg8HAiBEjWLTod2RmZoVL5nQ6OXjwIPv37+Pzz99DpYrl739/J6JIh02bNvHwww9z2mlTWbXqC8DPf/zHErTaOIJBEZ0uEZ3OiM/nRxT92O3tdHXZ0Wi06HRGjEYTBkPyceFxfeGSSy6hrq7nSzMBoJWysm8YO/bkWCMng5D37NnDsmXL2LJlCxqNkthYkbi4ZK677kZmzJhOIBBEq9USDAZ5/fXXWLp0KQDjx0/gnHPOJjMzC6PRSHJyEh6PE6vVgtVqwW63o1TGotcno1Zr8Pm6Qha2Fb8/gMGQFCYMuTwmvJCTy+UiGAxy2WWXsX37dm677VZKSsZjMpnIzMykuLiY7OxsLr74bC69dAE33XQ3JlMaANdddx379pVx1VW/4ne/+92QZXEyCTkYDLJ//3YsllbGj58x5B6E0+mgo0OSZW1tJd3ddjIystDpjCgUSkQxiMNhxW63olTGotMlhnrTkkwHcnd6PB6qq6uIjVWhVksTb/bu3UZHRzMvv/wukydPRaVShfgkiF6vR6/X4/G4MRiMTJ8+nWuuWQiAVqtDr9cjikECgSCZmZkMG5ZPQoKeoiIdd9555akh5PHjb+Z3v/tdv92dHhw6dIhf/eoqAAwGI1dc8UtuvvkWurpc7Ny5gbg4NePGTR/SGgE9C+I4HA5qa2tpamqirq6OTZs2Ula2E5VKYPjwPFJT09BqE5g//3KKikro7u7G4/FgNBopKyujudlMbW0d8fHxTJgwgcbGRrZv30ZVVTXV1dW0t7eHpvqK6PV6xo0rprW1Abu9GY9HSXu7lZiY2B6ZEAwG8fm86PV6li5dyj333EtLS3O43D0zwz766EO+/noVr7zyMvX1e9Hr8/jlL3/J+eefz6WXXsrSpUtpa2tlzZpvWLNmNW+//Q6ZmVJw/mWXSTG7s2fP5swz5zBnzhzUajUtLU188cV7/O1vLwNxPPHEE0yfPmNQUvb7fSxf/i/eeOMNOjraAVi79ju0Wi0WSwtlZdswm2vwer3o9YkMH17IqFHFA76vQCDAgQP7cTqdWCwWzOZmKisr2LJlK+np6cyaNYu5c+eSnZ1Fe3sVw4bFMHJk7o8eIzhRQg4EAqxbt45ly5ZhsVi4+uqryctLxeWyMX78DPT6/tfvKC8vp7OzA7fbw9q1a8Or85nNZsaNK+L008/gjDPOICUlhdracv7jPxYRCARISUmhuHgS8+ZdSGZmDq2trezatYtdu3bxwQfvA3DllVcCAjabjV27dqJUxlBfX8fNN99MTo4UUrljxw72798fivX1kpubyv/8zwsMGzaK66+/nrKyvcCRKKCh4GQRstvtZvfu7xGEGMaPn35S3Jxer5cDB3ZQU1NOe7sVjSaOtLQsxo2bMuD7GgrKy8vYtu07HA6RxMQUjEaJ2K1WK1arFZVKRUVFBV999RVer4dnnnmWoqIirFZrWJfr6+uprq5i9+49DBum5J//fOLUEHJe3nza2ztISjIxefIkxo0bT0KCjpSUtNDorwKFIoa6ulqefPJJKioqmDFjJrfeeitqdSx79vxATs5whg8vPHGJheB2d1FTU0FDQwUJCQnk5o4hOTkNq7WdqqpyLJYmMjJyyMsbHZEl1wOv18tLL73IsmXLAKn1k0JaugkG7YCKhx56jNGjR/Phhx9SWlpKZ2cnADIZWK02AgEvt912ezhK45Zbfs2sWbPw+bxUVJRz+HApEMe6devxen1ceOGFXHjhhSgUSj788EPefPNNvvnmW5TKWKxWGxdeeAEAw4cPR6dLwG6389hjS6ivP8TYsZPZunUXZWVloRjRRubMmcuNN96I0Wg8Ln65B7t27eKWW27mP/7jD8yYMR2FQkZVVTmdnWZSU7PJyxuNShVHS0s9VVX78XoD5OaOIisr7zhiLi0tZcmSJajVaoxGI0lJSaSmppKTk81pp51GUlLyUecHg0Ha2uowmbooKhr2o5YKbWxs5MMP9xAfn3TciHdMTM9ni5RHDci0trby+9//HqVSwcKFC5kxYyZlZT/g88GECdMijsk+Fi6Xi82bN7Nu3XesX7+GGTMmM3fu2Tz55LO0tXUguYjcXHDBuWzYsBWfT8bEiVMYP15aaGnZsmUsWHAx+fn5xMXFUVRUxObNm8nOzmbmzJlH+d07Ozv5/vvv+f7775k8eQLp6To0GiPr1m3mnXfeAQividJXiFbviIwjm5fy8t0YDCmkpGT0iho4MpDV16JMxzaqVms7u3evx2TKo6Cg6Ec3ul6vl5qag9TXVxAfbyQ3dyQpKdKAfE3NIVpaajGZ0sjLG4tOF/mMyv5gNtezf/82hg8vIifn6ElLPSsbNjU1oFDIUKlU4QWcjkSiHBlkj4tzcvXV808NIb/88hZiY2NZu/YbXnvtn0CQtLR0Ojs7KCgYyfnnn49aHUttbS01NdVUVVVRUXEYCCKXy3jyyWcZPrwQrdZAfLzuhF6U3W6jurqclpY6UlMzyM0d3edL6OpyUV19iObmagyGJPLzx6DXR75WQs9SltLykgECAR9r1nxFe3s9o0cXodHEh0OAAgE/drsDpVKJVqsjJiaGuLg49u8/yLBhwzAYEsOkEAwGKSvbSnHxNFat+hqPp5vt27eTlpZGW1sr5eUHKSkp5oorfhmaptrNxx9/AsiYPn06H3/8KbGxCi6+eAFFRVMxmdKoqKjk++83kJuby/nnn8/LL7/M+++/j8/nZcuWrX2GDX3xxec88sgjfPHFp9TUHKKry0Z29giys0f2ac1YLM3U1OzHarWGJi4oaGxsYu3ab9mzRyLkWbNm9SvPQ4cO8emnn+J0Opk5c3rouX8gI0PA5ZJ6O2lpabz77rtDGvCzWCysWlVNTIw0jTcY9IcrQ8/7ObLgvI9Dhw6xfPlyZs8+k9mzz0QQZBw6tIfU1DzGjp2IwZBIXFw8ZrMZh8PB2LFj+w27+uabb3jggfsBmD37TPLzc9BqVdTXV7Jt207q61uYPn0WlZWVuFxOYmJi6ehox2hMZNGiO5Hcw0pyckaRlXVivQWv14vd3oHFYmbhwouRwlBjmT//F6GIBWktEZlMapCktRyUvSIKjpCtUqmkrGwbKSlZGI2mXuFz3l6ylEgnEJBk7fX6kMuFUCirEo/HTVNTNfn5Y8nPH01CgpH4+IQTerauLifV1QdobKwlKSmD/PxR6PXHL3bldrupqTlEQ0MFer2e3NwxJCWlDvl+Pfe02zswm+vYv38narWaxMSU8GJFwWAgFOanDC02pKB3yNuxRoEoNnDZZbNODSHHxEwjPz+fGTNmMGrUKAoLC3n11X/y3XfrsFjaePzxP7Jp0yZWrPiC006bxvz551Jauos9ezZit/u4++57SEoy4HB04vO50Wi0xMfrQiPJkt+yv66NxdJKdXU5NlsrmZl55OaOiSjiwuv1UldXSW1tORpNXGhSRN/dMa9XWgTGZusMjcracDptKBTyUFkTkMuVHD5cysSJp2MwmMJKHSnc7i42bvyKuXMvoaammptuuhmbzYrJlMIZZ5zONddcS0ZGBiB1q5cuXUpDQwN+v5e1a9cQE6NkyZLfUlAwHpfLgctlY+nSlygr20dsbDwGQzLTp8/km2/WcvXV13DjjTceV4ZgMMiOHVt48MHfMnZsAffd9zBZWcMGrDTBYJA33niDjz9+PzS4mkBm5jDmzTuPc86Z36cl7nZ3YbNZsdk6+dWvLqcnZj09PQuZTMG4cSW0t3cwfXoac+ZM44ILLuCPf/wjDz30UMTyjNRl0VP+d999l8cee4ySkhL8fi+lpT8QCMhDIZCd7N27m9dee5WYGBU+H9jtDt566x2ysnKPGz9xu7t5++13+NvfXuCWW67hvfeW0dXlR6tNxGq1M3v2mcyfP5+KigoKCwuZPn06LpeL+PgjPbaWlgZqag7idDrJyhpBbu6IPutAMBjE6bTjcHTicHRit3ficknrW2s0CajVOr79di0WSz3z5p3P1Kk9K9MNbTLMibgseizw7u5uNm1aRVpaPnFxGpxOK3Z7Jz5fN3Fx8Wg0OrRaPQkJRrRaY7/112q1UFW1n46ONtLS8snLG0lc3OBTw/1+P/X11dTUlBMTIyc3t4C0tJw+n9/v92O3d4RkKdV1u92OXK4gPj6B+Hg9SmUM5eW7KSqajMmUEZZnpHA6nTQ0bGThwlM0MeTvf5emAr/66qvs3buXsWPHsm3bNv7ylz+Tm5tLTk4uHo+bDz74gKVL/45Op6OrqxOZTMRul+a691hsUstuxeGwYbd34nRKQlEqlcTFaUlIMKDVGvB6/TQ11eDzdZGTM5KsrBEntD5tMBikvr6G2tpyBCFAamoOGk0CDoek5E6nFa+3G7U6Hp1OeiE6naFPxamsLKelpZrTTjt7yC1/a2sLS5c+icGQy6effkpiYiKTJ08mLS0tPD17woSJ3HDDDbhcrvCouQQRvV7JwoU3s2DB5ej1evx+H2ZzMytWfM6KFZ9iNtcxa9bplJQUk5KSjEqlDSlYAhpNPHa7jaamKuLj4zGZsrj++l+zfPny8GLx/WHPnj089NBDPPPMM+Tn5+H3B6ip2U9DQzUJCSaSktJCg7E2HI4OnE4bIBIfr0WjSeD99z9k5cqvARmPPvo4U6dOwWhMxGw2s27d5zQ3b2T16q+56aab+NOf/hSxPCMh5LKyvTz33PP4fD7+9Kc/hZ+1ubmOAwd2M2PGucTExNDQUM+tt97KuHHj0Grj+OqrFRQUjOCqqy5HFIP4fAG02gQ0mgS0Wj0KhQyLxcx9992NTKbBZnNSWFgc9uGuXr0mPClmMPQmoZSUXIxGafEcp9OK02nH6XQQG6smPl5PfLw+FA5q7KOR6GLjxi+ZOHH2CflVf4wPubR0E4GAwPjxpx11XCI/Kw6H1Dj3GDoymYBGo0On06PVGggGA5jNNXR1dZOdPZLs7GEn5HsOBoO0tDRSVXUQn6+L9PQ8tNqEEM9I9/Z43KhUWrRaA1ptAlptAgkJ+uPcVY2NtVRW7mH69F9EzDu9FyW79dZfsHTp46d+Ykh3dzdbt25FFEUWLToymnv33fdw7bXXEggEePvtN/n003dwOKQwELlcwcaNGwZcI8DpdOBwWLFYWikv3017ezNZWTkMG1ZEVtawIfmDj4Xb3UVjYz3l5bupr6/AYEhkxIixmEyZQ3ajbN78LUlJpoj94aIosnnzZh577FFMplimT/8FcrksPGKfmJiEVhtPTU1N+JpNmzaza9cuOjo60OsTaGyswuVy8NxzLwPwl788hUaj4bbbbgXg1ltv5eOPP+Gee+7h7LPPxu/343RKlcBsruHgwVIEQUZOznCGDSsiJSWdt956ixUrVvDHP/4xvOznseVeuXIl//jHP7j00ku59tprw2lWazv19TVUVu6hqamerKx8Ro4sIiHBGAr5Olq5N2/exJ133snw4SOwWKQoBIPBwLhxRRQUaLn11osZN25cRPLsQX+EbDab+eabb1i7di1ms5lbbrmFCy44P6x7Xq+XjRtXUlh4Gu3tVl5//TW2bdvOiBHD2bu3jEsuuYRrrrkGk+nISoFutxuHowO7vZPKyn3U1BxGrzeh0RhpamqjurqOxx57lEAgGJ6JGimkFfcaqKo6SH19JTablWHDCsnPL0CrTUCn00dMTvX1lVRXH2LmzHOGbDCcKCG3tTVRVrY93LhFgq4uFzZbB52d7Rw6tAuzuYmMjGxGjBhDRsawH+UP7llx7/DhvdTU1KBSxTBq1ARSUzPR6SQCjryur0WjiaOoKLJQzWAwyNtvv81bb73Fn/98FzfddOG/d6ZeVVUVzc3NrFmzhiuuuIJRo0axcuUK/vu/H+Lmm+8iMTGF00+fiU4XmRBstk527dpIYmIyo0dPpLPTgtksLcCiVqtJScnqc1WyvuB2uzGbpZW1HI5OkpJSSUvLJjk5g4qKAzQ0HKK4ePqQfU5Op4PNm1cxZcrcQRXH5XLx8MMP0dRkZuLECRQWZnPeedI0WVEU+frrr1Eo5OHlPP/rvx7n+eefZ/z48ezdu5fW1haMRj2xsT4cDhkzZ84gNTWN0tJS9u7di8fjIRgMAJJ1/eijj5KWlha+v7R2xy5Gj55AcnIGLS31mM012GydGAwpHD5czcsvv86TTz7JpEmTjip7c7OZ888/n2effZYZM2aG1nKox2yuAwKkpGSQnp6LShXPnj0bQhMpTotoYMzn84W/IGG1WkhIaGPixIIh+5CPJeRPPvmY559/gTPPlKJSJk+efBxJ7Nq1Abk8ltzcUVx88cXcdNNNXHTRRTz88MOUlJRw/fXX93k/v9/Pvn1bsNlslJTMQKGQ09BQRWtrAx6Pl+TkDNLTc0hKGnzJV2lws4mmpho6OlpQqxNISckiIyOLri4ne/ZsJCUl/4QGxrZv/5a4uETGjCke0nUnQshS47aC0aMnD5nInU47u3evJy7OQFHRZBwOG01N0qp5SqUiJI884uP7Hpw+thxmcy1mcy0Ohw2jMYXUVGmae319NZWVpRQWTiY19fhY6EAgQHNzM01NTSQkJDBy5Ej8fj9LlixhzZpVnH/+bO688/4+eUIUxfAiUNu2bWPr1q04HNL3MO+880JeeOGRn27qdE8BL7robNRqNcuXfzb4BSFs376dW2+9iTPOmMRddy1i797D2O12Zs+eTWZmZkiBm2lubsBiaUCtjgu/sN4EILWODZjNdTgcHSQmmkhLy8FkyjxugKalpYm9ezeTmztyyNEf1dWHaWqqYNq0/i0Rv9/PbbfdRk5ODosXP4Df7wv7kHvD4/Gwa9dORo0qQKuNZ9GiRcyYMZM333yTJ574E2Vlm0hJySU/fxRff/01y5YtY8yYMYwYMYJzzjmHuro62trauPbaa8MhghJ57MRma6ak5IzjGo4eBW5urmXr1s18+OHnnH32eRgMSRQUjGb27NlUVFRw222/4emn/0xnZzPBoA+TSSJhg+H46IlDh3bT2FgXauQiW4e6By0thykujicjI23wk0Poi5Dvu+8+5s2bx/z58/u8RnJVlHL66eeyatUq3nzzDd54401iY2N57bXXqKmp4ZFHHgk3DFZrJw6HE0EIUlNThlqtp7h46nEWsNNpp6mphubmOnw+f8hwyDlqtbIjC+pU09bWjFqtDZ2XfZyf1O1292rkpg9plqrb3cWGDV8yYcKsAVdLOxYnQsilpZsQRTnFxUObit/cXMe+fdvIzS1k2LBRx6VbLK00NdXS1tZIbGwMJlMmmZn5RxliPavlmc1HDIy0tOxQlMjR76ejw8KePT+QkpJOQcGEcJ3duXMnjz32KF6vj4yMDKqqqrj88st59913cbmcxMVp+PvfX6SlpYqZM8/D5XLR3d1NUlIia9d+x9tvv017ezvFxcVMmjSJ006bSlJSEu3tHUAd55035VQtLlSDKMoQBGkmkbQw0NG/fr+fM888HXCiVKYwfvx4kpOTGTFiBFdffXWf1o/L5eK9997jb397GnBz2WU30tzcxoYN61mw4GK+//57lEolOTk54S8UFBSMYvjwfPx+NxZLI/HxGmSyWIJBEaezA6MxidTUHFJSsgbtOvbER6vVsRQVDS1mctOmb9BqdWRnjwgvPiJ9qcNHMBhg48b1fPHFCh56aHFoXWE7paVbmDLlzKM+tiktzNIzYisPL37z1FNPI4purrrqSsaOnRy+b0NDA3v27OHFF19k5cqVgGS133//A6jVah555A/s2bM54mdyu91s3vwd3377Fd3dXRw6VEsgEKS7284ZZ8zgkkuuICMjL6LF/geraP3B5/Nite5j5swRRw18DYTGxkY++GA3Gk1iyE0QwzvvvENiYiKXXHJJSL5yurrcJCRIPbStW9cwYcIskpNT8Xg8LFmyhIqKCj744AN++OEH/vznP5OZmUlHRzsVFRWhO3mBLm644W7uuOOeQcvVsypcc3MdwSChiTYuXC4XsbFxpKbm9EnCx6KnkTObGygunj4kcq2vr6SiYh8TJpyOKAbCCw31jkaRPhF25Pfw4b3o9SZMprSw7KSIDPlRoW/SDLUYrFYLlZUHmDlzfsT1pvczjRs3jcTE5EHPb29vpampjra2BtRqNSpVHH6/D5vNil5vCpHw0WtP+/1+XC4XcXFxKJVK2tvb2bRpE21ttYwYkc+kSWfy8ssvs2LFCh566KHwEqwffPABTzwhjWMUF5eg0WjIzs5mx46NgJ+Ghk4UCjlut5tRo0ZwySWXhD92EAwGQl82kX7l8g7mzTtFa1m0tbWFPr8ifXfO5wvg8wXx+6VvVAUCQTweH6++upzq6mbGj5+IxdKB1+vjvffeZ+rUGVRV1TJ//nns3LmDO+64k8mTJ/OnP/2RDz98kwkTxrNzZzkTJ05h2rRpFBYWMmnSJERRpL6+noaGBpRKJRUVFezbt48ffviBefPmMW3aZDo6GrDZ2klMTGTs2Mnk5Y0eUjcvEmtSGuW2093twuWy4XI5sNs7qKo6QGHhBGJj1eHwH0mBlaxevZq1a79jzpw5XHrp5QQCfkpLtzBx4iz8fm9Ilsf+SmReU1PNX//6V04/fQpz555HfLwOtVqLRqMLDZZpufTSyzjnnHM566yzWLp0aWg95koCATu///3DFBSURCwD6JlyXoPNVs7hw2UolWmcccZFaDRDm6HZ0xXtz5p0u7twOKTBKpfLjstlp7vbgcfTzdSpmcydO+O4PH0+H++++y6tra1MmDCBOXPmYLFYWL26lthYXZhkvv/+O9au/Za77rqTri4XK1Z8wfr16ykpKWbevNk4HF3k5AxDo9Fy8GAFK1Z8RUHBaB544EHi4jR4PB7mzJmDz+clOdmEyRRPR0cbmZkjefDBJUP65p/TaWfXrvW0tJjx+33k5o6K2KXTGwM1cj0RGF1ddpxOe1g3u7pc1NVVotHoSU/PDpOpFPp2hGSlb/TFIJPJ2bdvK6mpOSQmJuP3B0JkfUQ3e8I8e1Y/27dvByZTKklJKcTFaUK6qUOjkQbGj7Xqj7b6pw1pXfMeOeza9QOtrRZ0Og2jR5cwcmQxMpmMYDDIZ599xvLly2lra8XhcKJWq+judiOTyYiJiWHSpEmsW7cWgyGelBQtBw/WcdppZ/DCC9LSCXV1dSxZ8jBKpYxLLrmQ/8femYdHVZ7v/zNLZs9kJslksi8kJIEQCIEEkIAIiFZRsNW61PpVi1at2talUhW1LlVwq0u1CO5W61JciiiLsi8JEAjZkyEh+zKTZDL7lpnfHzOMpkkAW/f+7uvKxTKTM+ecec/zPu/z3s99v/zyi8TGaomNjUYkEiKXw7JlFyORSDh06AALFy5AIhGHlC2FRESIEAqDyWnwvkagVqu/O4H6vr4+ysr6iY7OCPWIB4PYu+++hdfrxmCow+fz0tTUxBVX/Irm5mPs2bMdpVJLfn4xq1atOuVGAYOhgTVrnqGi4iADAy78fhEJCXH87nfXIxb7GT9+CgkJX62D69gxA5WVe9HpUpDLFTgcVhwOK0NDHh2w8/cAACAASURBVBQKVfgnuNMeHHSVlQdQKhVkZ4/ckLJYLJSVlfL0089wxx13oNfraG6u4MwzLzrpufT09HDzzdegVKp4+ukX8HgcWK2DX3rgrLS0HGP//nKOHj1GSclcioqKcbkGWL9+KzpdIvfff/8pTUyBQIDBQRMeTxfjxkWSnh7MNvr7+6mt7cRqVRAVlfSVNKl9Ph9VVfswGk3o9cn4fB4cjuCEJhAQeoAjQw+vGoVCjVIZSV9fNfPmjR/hxnzttddy8OBBysvLAXjrrbdYuHDhiJKFw+HgnntWsHfvPsRiMUVFRcTH6/nHP97kV7+6mCuuuBGBAKxWM1dccRnnnbeYwsJ83G43Npudw4cr6Ow0sn9/GVdccREFBTMoLh5bI2Q0uFxOGhsr6O3tJDk5m8zMXPx+PwbDETo7W0hMzCIra8JXpFFZKCvbQiAgRK9PxOm043BYcTqdyGQKlEo1crkqPGFHRqpDtehSTj/93FMaB1+lZNHT0059fSUlJWeFJ1ar1RIamxYcDisQQKFQolBEIhIJaWszkJqaR17e1K+UMJnNJurqynG7fWRn55O