{ "cells": [ { "cell_type": "markdown", "id": "8df2b6a3-ceed-40ca-9908-a92e55551a38", "metadata": {}, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "id": "8096b98a", "metadata": {}, "source": [ "Here we are giving a brief introduction to rasterizing shapefiles by rasterizing country ids into a given grid." ] }, { "cell_type": "code", "execution_count": 1, "id": "6453f03a", "metadata": {}, "outputs": [], "source": [ "import pyogrio as pio\n", "import xarray as xr\n", "\n", "import ptolemy as pt" ] }, { "cell_type": "markdown", "id": "7c6caeaa", "metadata": {}, "source": [ "## Data\n", "\n", "We generally begin with gridded data that we want our future raster to look like. Let's take an example from `xarray` looking at some data over North America." ] }, { "cell_type": "code", "execution_count": 2, "id": "c2b6234c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds = xr.tutorial.load_dataset(\"air_temperature\")\n", "ds[\"lon\"] = ds.lon - 360 # change from degrees_east to centered at prime meridian\n", "grid = ds.air.isel(time=1)\n", "grid.plot()" ] }, { "cell_type": "markdown", "id": "94c0c69e", "metadata": {}, "source": [ "We can then pull out a shapefile dataset for country borders" ] }, { "cell_type": "code", "execution_count": 3, "id": "68bdaf20", "metadata": {}, "outputs": [], "source": [ "url = \"https://d2ad6b4ur7yvpq.cloudfront.net/naturalearth-3.3.0/ne_110m_admin_0_countries.geojson\"" ] }, { "cell_type": "code", "execution_count": 5, "id": "535869b9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-90.0, 90.0)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# let's take a look\n", "ax = pio.read_dataframe(url).plot()\n", "ax.set_xlim(-180, 180)\n", "ax.set_ylim(-90, 90)" ] }, { "cell_type": "markdown", "id": "5a3a49cd", "metadata": {}, "source": [ "## Rasterize with Ptolemy\n", "\n", "The basic steps are to great a `Rasterize` object, tell it what shapefile you want to rasterize, and what strategy you want to use to do the rasterization.\n", "\n", "Because `ptolemy` is built on excellent packages like `rasterio` which link into `GDAL`, we get some basic rasterization approaches for 'free' - these are basically just pass throughs to the [`gdal_rasterize`](https://gdal.org/programs/gdal_rasterize.html) functions and include\n", "\n", "- `centroid`: each pixel is assigned the shape element which overlaps its center\n", "- `all_touched`: all pixels touched by shape elements are assigned those elements, depends on the order shape elements are assessed" ] }, { "cell_type": "code", "execution_count": 6, "id": "2f59ba32", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj4AAAGwCAYAAACpYG+ZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAABROElEQVR4nO3de1xUZf4H8M8BYQAFBNEZUFRCNBEsk1bBFKnETMtiVzPUIF3LVTNvuZllaAKliXhJzXIRLbOyrH5mCaaL6x0R81KpJQYpSCIKKoLOnN8fLmcdEZwzZ4YDM5/36/W8Xsy5PPN9Ztvtu89VEEVRBBEREZEdcFA7ACIiIqL6wsSHiIiI7AYTHyIiIrIbTHyIiIjIbjDxISIiIrvBxIeIiIjsBhMfIiIishtN1A7A2gwGA86ePQt3d3cIgqB2OERE1ICJoojy8nL4+fnBwcF6fQPXrl1DVVWV4nqcnZ3h4uJigYjsh80nPmfPnoW/v7/aYRARUSNSUFCANm3aWKXua9euoYVrM1yFXnFdOp0OeXl5TH5ksPnEx93dHQBw8tdfpb+p4XEuPqnK91a1ClLle9Wi5Heu67e6W7329jurRfz2PbVDaPTKKyrRcfw7Vv33RVVVFa5Cj+FoDWcFM06qYMDHRWdQVVXFxEcGm098qoe33N3d4eHhoXI0VBvnimaqfG+Vnf0zoeR3ruu3ulu99vY7q0V047/8LKU+pka4wgHOgvmJjyMPnDKLzSc+REREDZGjIMBRQYLlCAFg8iMbEx8iIiIVOAiAo4KOJQeAiY8ZuJydiIiI7AZ7fIiIiFRgkaEuko2JDxERkQocFQ51OVouFLvCoS4iIiKyG+zxISIiUgGHutTBxIeIiEgFHOpSB4e6iIiIyG6wx4eIiEgFHOpSBxMfIiIiFQhQNuzCtMc8HOoiIiIiu8EeHwCTXe+t9d7Cil/qMRL7VaXtVOs953PHrfbu3e5bS10xK6GkPXeLSUndav3OdbHWfwZqEgZPrvWe+PXCeoyETMGhLnWwx4eIiEgF1au6lBS5duzYgSeeeAJ+fn4QBAFfffWV0f34+HgIgmBUevbsafRMZWUlXnrpJfj4+KBp06Z48skn8ccffyj4JeoXEx8iIiIV3ExeBAVF/ndeuXIF9913H5YuXVrrM4899hgKCwulsnnzZqP7kyZNwsaNG7F+/Xrs3LkTly9fxqBBg6DX6+UHpAIOdREREdmJAQMGYMCAAXU+o9FooNPp7njv0qVLWLVqFdauXYtHH30UAPDRRx/B398fW7duRf/+/S0es6Wxx4eIiEgFlhrqKisrMyqVlZWK4vr3v/+NVq1aoWPHjhgzZgyKi4ulezk5Obh+/Tqio6Ola35+fggJCcHu3bsVfW99YeJDRESkAmXDXP+bGO3v7w9PT0+pJCcnmx3TgAED8PHHH2Pbtm1YsGABsrOz8fDDD0vJVFFREZydneHl5WX0nlarRVFRkfk/Rj3iUBcREVEjVlBQAA8PD+mzRqMxu65nnnlG+jskJARhYWFo164dvv32W8TExNT6niiKEBSsUKtPTHyIiIhU4KDwrK7qIRsPDw+jxMeSfH190a5dO5w8eRIAoNPpUFVVhdLSUqNen+LiYkRERFglBkvjUBcREZEKLDXUZU0lJSUoKCiAr68vAKB79+5wcnJCZmam9ExhYSGOHj3aaBIf9vgQERHZicuXL+PXX3+VPufl5eHQoUPw9vaGt7c3EhIS8Ne//hW+vr44ffo0XnvtNfj4+ODpp58GAHh6emL06NGYOnUqWrRoAW9vb0ybNg2hoaHSKq+GjokPERGRCszdhFB634x3Dhw4gKioKOnzlClTAABxcXFYvnw5jhw5gjVr1uDixYvw9fVFVFQUPv30U7i7u0vvLFy4EE2aNMHQoUNRUVGBRx55BKtXr4ajozkR1T8mPkRERCpQI/Hp27cvRFGs9f6WLVvuWoeLiwuWLFmCJUuWmBGB+jjHh4iIiOwGe3yIiIhUwENK1cHEh4iISAWOUDjUVfuIFdXBbhKfGdowOJsxsjfZ9V4rRGNd753+Wu0Q6pXzueNmv1ul7WR2vUretZa6YgLqjstav6O16zb3e9WKiaiag8IeH4dGsmFgQ8M5PkRERGQ37KbHh4iIqCFRvKqLHT5mUbXHp3379hAEoUYZP348gJtnfyQkJMDPzw+urq7o27cvjh07pmbIREREFtEYdm62RaomPtnZ2SgsLJRK9RbYQ4YMAQDMmzcPKSkpWLp0KbKzs6HT6dCvXz+Ul5erGTYRERE1UqomPi1btoROp5PKpk2bEBgYiMjISIiiiNTUVMycORMxMTEICQlBeno6rl69inXr1qkZNhERkWLVQ11KCsnXYCY3V1VV4aOPPsKoUaMgCALy8vJQVFSE6Oho6RmNRoPIyEjs3r271noqKytRVlZmVIiIiBoaDnWpo8EkPl999RUuXryI+Ph4AEBRUREAQKvVGj2n1Wqle3eSnJwMT09Pqfj7+1stZiIiImpcGkzis2rVKgwYMAB+fn5G14XbMlpRFGtcu9WMGTNw6dIlqRQUFFglXiIiIiUcBEFxIfkaxHL233//HVu3bsWXX34pXdPpdABu9vz4+vpK14uLi2v0At1Ko9FAo9FYL1giIiILEBwFCA7mJy91dQJQ7RpEj09aWhpatWqFgQMHStcCAgKg0+mklV7AzXlAWVlZiIiIUCNMIiIiauRU7/ExGAxIS0tDXFwcmjT5XziCIGDSpElISkpCUFAQgoKCkJSUBDc3N8TGxqoYMRERkXIOjgIcFPT4cKjLPKonPlu3bkV+fj5GjRpV49706dNRUVGBcePGobS0FD169EBGRgbc3d1ViJSIiMiCHB0gOCgYeBF4Sqk5VE98oqOjIYp3/g9PEAQkJCQgISGhfoMiIiKyMsFBgKBgMx4B7PExh+qJD5GalJzQrda7DZGSk+wbI57s3jAIgydbvs6yMgBzLF4vNRxMfIiIiFTg4CjAQUGPjwN7fMzCxIeIiEgFgoOyOT5CLdNEqG4NYjk7ERERUX1gjw8REZEKONSlDiY+REREKhAcuapLDRzqIiIiIrvBHh8iIiIV3OzxUTC5GQYLRmM/mPgQERGpgHN81MGhLiIiIrIb7PEhIiJSgSAIEBQcUioY2ONjDiY+REREKnBwdICDgjk+DiIHbczBxIeIiEgFipezi+zxMQfTRSIiIrIb7PEhIiJSAXt81MHEh4hMUqXtVOs953PHza73bu/W9b13Y62YlXwvGRMGT1Y7BNVwjo86+KsRERGR3WCPDxERkRoUDnWBQ11mYeJDRESkAgdBgIOCfXwcBCY+5uBQFxEREdkN9vgQERGpQHB0UHZIqYF9F+Zg4kNERKQCxYeU8sgKszBdJCIiIrvBHh8iIiIVKN7AkD0+ZmHiQ0REpALO8VEHEx8iIiIVODhC4RwfCwZjR5guEhERkd1g4kNERKQCwUFQXOTasWMHnnjiCfj5+UEQBHz11VdG90VRREJCAvz8/ODq6oq+ffvi2LFjRs9UVlbipZdego+PD5o2bYonn3wSf/zxh5Kfol4x8SEiIlKBg4ODdFCpWcVB/r/Cr1y5gvvuuw9Lly694/158+YhJSUFS5cuRXZ2NnQ6Hfr164fy8nLpmUmTJmHjxo1Yv349du7cicuXL2PQoEHQ6/Vm/xb1iXN8iIiI7MSAAQMwYMCAO94TRRGpqamYOXMmYmJiAADp6enQarVYt24dXnzxRVy6dAmrVq3C2rVr8eijjwIAPvroI/j7+2Pr1q3o379/vbXFXEx8iOxIlbZTg6tXybvO546r8r2NkTB4cp33xa8XqvK99kzxcvb/vltWVmZ0XaPRQKPRyK4vLy8PRUVFiI6ONqorMjISu3fvxosvvoicnBxcv37d6Bk/Pz+EhIRg9+7djSLx4VAXERGRCqqXsyspAODv7w9PT0+pJCcnmxVPUVERAECr1Rpd12q10r2ioiI4OzvDy8ur1mcaOvb4EBERNWIFBQXw8PCQPpvT23Mr4bZT30VRrHHtdqY801Cwx4eIiEgFgoOD4gIAHh4eRsXcxEen0wFAjZ6b4uJiqRdIp9OhqqoKpaWltT7T0DHxISIiUoGiFV3/LZYUEBAAnU6HzMxM6VpVVRWysrIQEREBAOjevTucnJyMniksLMTRo0elZxo6DnURERHZicuXL+PXX3+VPufl5eHQoUPw9vZG27ZtMWnSJCQlJSEoKAhBQUFISkqCm5sbYmNjAQCenp4YPXo0pk6dihYtWsDb2xvTpk1DaGiotMqroWPiQ0REpAaFZ3XBjHcPHDiAqKgo6fOUKVMAAHFxcVi9ejWmT5+OiooKjBs3DqWlpejRowcyMjLg7u4uvbNw4UI0adIEQ4cORUVFBR555BGsXr0ajo6O5relHjHxISIiUoHgoPCQUjM2MOzbty9EUay9TkFAQkICEhISan3GxcUFS5YswZIlS2R/f0PAxIeIiEgFt05QNvd9ko+/GhEREdkN9vgQERGp4OYmhObPixEcG8fZWA0NEx8iIiIVCAonNyuaGG3H+KsRERGR3WCPDxERkQocHBzgoGCCspJ37RkTHyIiIhVwqEsdTHwUWljxi9oh1FB1l/uTXe+t9d57p7+2bDDUoDifO17rvSptp3qMRH11/RZ3c7ffqjH+zsLgyWqHQFQvmPgQERGpgD0+6mDiQ0REpAJBULiBocDExxz81YiIiMhuqJ74nDlzBiNGjECLFi3g5uaG+++/Hzk5OdJ9URSRkJAAPz8/uLq6om/fvjh27JiKERMRESlXPdSlpJB8qv5qpaWl6NWrF5ycnPDdd9/hp59+woIFC9C8eXPpmXnz5iElJQVLly5FdnY2dDod+vXrh/LycvUCJyIiUoiJjzpUnePzzjvvwN/fH2lpadK19u3bS3+LoojU1FTMnDkTMTExAID09HRotVqsW7cOL774Yo06KysrUVlZKX0uKyuzXgOIiIjM5ODoAAcFyYuSd+2Zqr/aN998g7CwMAwZMgStWrVCt27d8MEHH0j38/LyUFRUhOjoaOmaRqNBZGQkdu/efcc6k5OT4enpKRV/f3+rt4OIiIgaB1UTn1OnTmH58uUICgrCli1bMHbsWEycOBFr1qwBABQVFQEAtFqt0XtarVa6d7sZM2bg0qVLUikoKLBuI4iIiMwgOAgQHBwUFEHtJjRKqg51GQwGhIWFISkpCQDQrVs3HDt2DMuXL8dzzz0nPScIxv/hiqJY41o1jUYDjUZjvaCJiIgsgPv4qEPVX83X1xfBwcFG1zp37oz8/HwAgE6nA4AavTvFxcU1eoGIiIiI7kbVxKdXr144ftx4a/cTJ06gXbt2AICAgADodDpkZmZK96uqqpCVlYWIiIh6jZWIiMiSuKpLHSYNdVWvqJJjxYoVaNWqVZ3PTJ48GREREUhKSsLQoUOxf/9+rFy5EitXrgRwc4hr0qRJSEpKQlBQEIKCgpCUlAQ3NzfExsbKjomIiKih4M7N6jAp8fnqq68wdOhQuLq6mlTpunXrcPny5bsmPg8++CA2btyIGTNmYM6cOQgICEBqaiqGDx8uPTN9+nRUVFRg3LhxKC0tRY8ePZCRkQF3d3eTYiEiIiKqZvLk5sWLF981kam2YcMGkwMYNGgQBg0aVOt9QRCQkJCAhIQEk+skIiJq6ARHRzg4Oip6n+QzKfHZvn07vL29Ta70u+++Q+vWrc0Oqr4trPhF7RDqVV3trbrLu5Nd76313nunvzYzImoInM8dv/tDtajSdrJgJA2fkt+KqBpXdanDpMQnMjJSVqUPPfSQWcEQERERWZNZ+/gYDAb8+uuvKC4uhsFgMLrXp08fiwRGRERky9jjow7Zic/evXsRGxuL33//HaIoGt0TBAF6vd5iwREREdmq6h2YlbxP8slOfMaOHYuwsDB8++238PX1rXUHZSIiIqode3zUITvxOXnyJDZs2IAOHTpYIx4iIiIiq5GdLvbo0QO//vqrNWIhIiKyG4KDoGznZh5SahaTenwOHz4s/f3SSy9h6tSpKCoqQmhoKJycnIye7dq1q2UjJCIiskGc46MOkxKf+++/H4IgGE1mHjVqlPR39T1ObiYiIqKGzKTEJy8vz9pxEBER2RXBwRGCg4KdmxW8a89MSnyqT0sHgB07diAiIgJNmhi/euPGDezevdvoWSIiIqqFg+PNouR9kk32AGFUVBQuXLhQ4/qlS5cQFRVlkaCIiIiIrEH2cvbquTy3KykpQdOmTS0SFBERkc1zcLhZlLxPspmc+MTExAC4OZE5Pj4eGo1GuqfX63H48GFERERYPkIiIiIbJDg6Kjphnaezm8fkxMfT0xPAzR4fd3d3uLq6SvecnZ3Rs2dPjBkzxvIRWkjyuQPw8PBQO4xGr86T7Hlitd2y5snutnYSujV/KyK6O5MTn7S0NIiiCFEUsWTJEri7u1szLiIiItvGyc2qkDVAKIoi1q1bh6KiImvFQ0REZB8cHP6X/JhVOMfHHLJ+NQcHBwQFBaGkpMRa8RAREdmF6p2blRSST/avNm/ePLzyyis4evSoNeIhIiIishrZy9lHjBiBq1ev4r777oOzs7PRJGcAd9zjh4iIiG4jKJzjI3COjzlkJz6pqalWCIOIiMjOcHKzKmQnPnFxcdaIg4iIiMjqzJoZpdfr8cUXX2Du3LlITEzExo0beSo7ERGRDPU9uTkhIQGCIBgVnU4n3RdFEQkJCfDz84Orqyv69u2LY8eOWbrZqpPd4/Prr7/i8ccfx5kzZ9CpUyeIoogTJ07A398f3377LQIDA60RJxERkW1RYairS5cu2Lp1q/TZ8Zbdn+fNm4eUlBSsXr0aHTt2xNy5c9GvXz8cP37cpvbuk93jM3HiRAQGBqKgoAAHDx5Ebm4u8vPzERAQgIkTJ1ojRiIiIrKAJk2aQKfTSaVly5YAbvb2pKamYubMmYiJiUFISAjS09Nx9epVrFu3TuWoLUt24pOVlYV58+bB29tbutaiRQu8/fbbyMrKsmhwRERENstCGxiWlZUZlcrKylq/8uTJk/Dz80NAQACGDRuGU6dOAQDy8vJQVFSE6Oho6VmNRoPIyEjs3r3bur9DPZOd+Gg0GpSXl9e4fvnyZTg7O1skKCIiIltXfUipkgIA/v7+8PT0lEpycvIdv69Hjx5Ys2YNtmzZgg8++ABFRUWIiIhASUmJdCKDVqs1eker1drcaQ2y5/gMGjQIL7zwAlatWoW//OUvAIB9+/Zh7NixePLJJy0eIBEREdWuoKDA6BBujUZzx+cGDBgg/R0aGorw8HAEBgYiPT0dPXv2BAAIgmD0jiiKNa41drJ7fBYvXozAwECEh4fDxcUFLi4u6NWrFzp06IBFixZZI0YiIiLb4+CgvADw8PAwKrUlPrdr2rQpQkNDcfLkSWl11+29O8XFxTV6gerbqlWr7nj9xo0bmDFjhuz6ZPf4NG/eHF9//TVOnjyJX375BaIoIjg4GB06dJD95WRbqrSdar3nfO54PUZCjQn/2TDd3X6ruv47SA2QyhsYVlZW4ueff0bv3r0REBAAnU6HzMxMdOvWDQBQVVWFrKwsvPPOO4q+R6mpU6di8+bN+OCDD6T5xb/88gtiY2Nx6dKlWof2amP2CWdBQUF44okn8OSTTzLpISIikklwcFRc5Jg2bRqysrKQl5eHffv24W9/+xvKysoQFxcHQRAwadIkJCUlYePGjTh69Cji4+Ph5uaG2NhYK/0CpsnNzcW5c+cQGhqKzMxMvPfee3jggQcQEhKCQ4cOya5Pdo+PXq/H6tWr8cMPP6C4uBgGg8Ho/rZt22QHQURERNb1xx9/4Nlnn8X58+fRsmVL9OzZE3v37kW7du0AANOnT0dFRQXGjRuH0tJS9OjRAxkZGarv4RMQEIAdO3Zg8uTJeOyxx+Do6Ig1a9Zg2LBhZtUnO/F5+eWXsXr1agwcOBAhISE2N+mJiIioXgj/m6dj9vsyrF+/vu7qBAEJCQlISEgwPyYr2bRpEz755BNERETg+PHj+OCDD9CnTx/4+fnJrkt24rN+/Xp89tlnePzxx2V/GREREd1kznDV7e/bgxdffBHp6emYO3cupk6dinPnzmHUqFEIDQ3F8uXLMXToUFn1yU58nJ2dOaeHiIiI6sWuXbuwb98+3HfffQAAnU6HzZs347333sOoUaNkJz6y+9imTp2KRYsWQRRFua8SERFRNQvt3GzrcnJypKTnVuPHj0dOTo7s+mT3+OzcuRPbt2/Hd999hy5dusDJycno/pdffik7CCIiIrvjoHCOj50kPhqNBr/99hvS0tLw22+/YdGiRWjVqhW+//57+Pv7y65P9q/WvHlzPP3004iMjISPj4/RNtmenp6yAyAiIiKqTVZWFkJDQ7Fv3z58+eWXuHz5MgDg8OHDePPNN2XXJ7vHJy0tzaTndu3ahbCwMJN3kCQiIrInt563Ze779uDVV1/F3LlzMWXKFKOl9VFRUWadGGG1frIBAwbgzJkz1qqeiIiocVM0v0fhrs+NyJEjR/D000/XuN6yZUuUlJTIrs9qiQ8nPxMREdWBiY9JmjdvjsLCwhrXc3Nz0bp1a9n12cfMKCIiImqUYmNj8c9//hNFRUUQBAEGgwG7du3CtGnT8Nxzz8muj4kPERGRCgQHB8XFHiQmJqJt27Zo3bo1Ll++jODgYPTp0wcRERF4/fXXZdcne3IzERERWYCgcLhKsI+hLicnJ3z88ceYM2cOcnNzYTAY0K1bNwQFBZlVn9USH57hRbeq0naq877zueO13hvffrClw7Fb753+Wu0QGo26/pmt65/Xu717N3er29x3lcRE1BAEBgYiMDBQcT1WS3w4uZmIiKgOgiD7oNEa79uoKVOmmPxsSkqKrLplJz4VFRUQRRFubm4AgN9//x0bN25EcHAwoqOjpefKy8vlVk1ERGQ/BAeFiY/tzvHJzc01+pyTkwO9Xo9OnW72XJ44cQKOjo7o3r277LplJz6DBw9GTEwMxo4di4sXL6JHjx5wcnLC+fPnkZKSgn/84x+ygyAiIiKqtn37dunvlJQUuLu7Iz09HV5eXgCA0tJSPP/88+jdu7fsumWniwcPHpS+aMOGDdBqtfj999+xZs0aLF68WFZdCQkJEATBqOh0Oum+KIpISEiAn58fXF1d0bdvXxw7dkxuyERERA2OKDgoLvZgwYIFSE5OlpIeAPDy8sLcuXOxYMEC2fXJ/tWuXr0qbRmdkZGBmJgYODg4oGfPnvj9999lB9ClSxcUFhZK5ciRI9K9efPmISUlBUuXLkV2djZ0Oh369evHYTQiImr8qoe6lBQ7UFZWhnPnztW4XlxcbFY+IPtX69ChA7766isUFBRgy5Yt0rye4uJieHh4yA6gSZMm0Ol0UmnZsiWAm709qampmDlzJmJiYhASEoL09HRcvXoV69atq7W+yspKlJWVGRUiIiJqnJ5++mk8//zz2LBhA/744w/88ccf2LBhA0aPHo2YmBjZ9clOfGbNmoVp06ahffv2+Mtf/oLw8HAAN3t/unXrJjuAkydPws/PDwEBARg2bBhOnToFAMjLy0NRUZHRhGmNRoPIyEjs3r271vqSk5ONTos358h6IiIiqxME5cUOrFixAgMHDsSIESPQrl07tGvXDsOHD8eAAQOwbNky2fXJntz8t7/9DQ899BAKCwtx3333SdcfeeSROx4iVpcePXpgzZo16NixI86dO4e5c+ciIiICx44dQ1FREQBAq9UavVM9p6g2M2bMMFoGV1ZWxuSHiIgaHgeHm0XJ+3bAzc0Ny5Ytw/z58/Hbb79BFEV06NABTZs2Nas+s/bx0el0uHz5MjIzM9GnTx+4urriwQcflL1p4YABA6S/Q0NDER4ejsDAQKSnp6Nnz54Aam6EKIpind+j0Wig0WhkxUFERFTflE5QtpfJzdWaNm2Krl27Kq5H9q9WUlKCRx55BB07dsTjjz8unZj697//HVOnTlUUTNOmTREaGoqTJ09Kq7uqe36qFRcX1+gFIiIiItt05coVvPHGG4iIiECHDh1wzz33GBW5ZPf4TJ48GU5OTsjPz0fnzp2l68888wwmT55s1tKyapWVlfj555/Ru3dvBAQEQKfTITMzU5o7VFVVhaysLLzzzjtmfwcREVGDwA0MTfL3v/8dWVlZGDlyJHx9fRUfiSU78cnIyMCWLVvQpk0bo+tBQUGyl7NPmzYNTzzxBNq2bYvi4mLMnTsXZWVliIuLgyAImDRpEpKSkhAUFISgoCAkJSXBzc0NsbGxcsMmIiJqWJj4mOS7777Dt99+i169elmkPtmJz5UrV6TjKm51/vx52XNr/vjjDzz77LM4f/48WrZsiZ49e2Lv3r1o164dAGD69OmoqKjAuHHjUFpaih49eiAjI0PaR4iIiIhsm5eXF7y9vS1Wn+x0sU+fPlizZo30WRAEGAwGzJ8/H1FRUbLqWr9+Pc6ePYuqqiqcOXMGX3zxBYKDg43qTkhIQGFhIa5du4asrCyEhITIDZmIiKjh4QaGJnnrrbcwa9YsXL161SL1ye7xmT9/Pvr27YsDBw6gqqoK06dPx7Fjx3DhwgXs2rXLIkGR/RnffrDaIdgFtX7n905/rcr3KjHZ9d5a71mzPVXaTlarmxoWURAUruqyj318FixYgN9++w1arRbt27eHk5OT0f2DBw/Kqk924hMcHIzDhw9j2bJlcHR0xJUrVxATE4Px48fD19dXbnVEREREtXrqqacsWp/Z+/jMmTPHooEQERHZFU5uNsmbb75p0frM+tX+85//YMSIEYiIiMCZM2cAAGvXrsXOnTstGhwREZHN4pEVqpCd+HzxxRfo378/XF1dcfDgQVRWVgIAysvLkZSUZPEAiYiIyL54e3vj/PnzAP63qqu2Ipfsoa65c+dixYoVeO6557B+/XrpekREBIe/iIiITMWhrlotXLhQ2romNTXVonXLTnyOHz+OPn361Lju4eGBixcvWiImIiIim8ezumoXFxd3x7/r8vbbb2Ps2LFo3rx5nc/J/tV8fX3x66+/1ri+c+dOs87MICIiskuCw/9OaDen2HDiY46kpCRcuHDhrs/J/tVefPFFvPzyy9i3bx8EQcDZs2fx8ccfY9q0aRg3bpxZwRIREREpIYqiSc/JHuqaPn06Ll26hKioKFy7dg19+vSBRqPBtGnTMGHCBNmBEhER2SXO8VGFrMRHr9dj586dmDp1KmbOnImffvoJBoMBwcHBaNasmbViJCIisj1MfFQhK/FxdHRE//798fPPP8Pb2xthYWHWiouIiIjI4mSni6GhoTh16pQ1YiEiIrIfPKRUFbJ/tcTEREybNg2bNm1CYWEhysrKjAoRERHdXfUhpeYX7tx8q969e8PV1fWuz8me3PzYY48BAJ588kkIt/zooihCEATo9Xq5VRIRERHdUd++fTFq1CgMGTKkzsRm8+bNJtUnO/HZvn273FeIyM6Nbz+41nvvnf7aKvUqtbDil1rvVVntW8mucHKzSbp3747p06fjpZdewtChQzF69Gj07NnT7PpkJz6RkZFmfxkRERH9l9KDRu1kqGvBggWYN28eNm3ahLS0NPTp0wcdOnTAqFGjMHLkSGi1Wln1yU58Dh8+fMfrgiDAxcUFbdu2hUajkVstERER0R05Ojpi8ODBGDx4MP7880+8//77eOONN/Daa6/h8ccfx8SJE/Hwww+bVJfsxOf+++83mttzOycnJzzzzDN4//334eLiIrd6IiIi+6DSUNeyZcswf/58FBYWokuXLkhNTUXv3r3Nj6Me7d+/H2lpafjkk0/QqlUrxMfHo7CwEE888QT+8Y9/4N13371rHbJ/tY0bNyIoKAgrV67EoUOHkJubi5UrV6JTp05Yt24dVq1ahW3btuH11183q1FERET2QNmKLvMOOP30008xadIkzJw5E7m5uejduzcGDBiA/Px8K7TQMoqLi7FgwQKEhISgd+/e+PPPP7F+/XqcPn0as2fPxsqVK/H1119jxYoVJtUnu8cnMTERixYtQv/+/aVrXbt2RZs2bfDGG29g//79aNq0KaZOnWpS5kVERGSXVOjxSUlJwejRo/H3v/8dAJCamootW7Zg+fLlSE5ONj8WK2rTpg0CAwMxatQoxMfHo2XLljWe+ctf/oIHH3zQpPpkJz5HjhxBu3btalxv164djhw5AuDmcFhhYaHcqomIiEim2/fQ02g0d5xrW1VVhZycHLz66qtG16Ojo7F7926rxmguURSxdetWhIWFwc3NrdbnPDw8TF51LjtdvPfee/H222+jqup/CzqvX7+Ot99+G/feey8A4MyZM7JnWRMREdmTmxsYKisA4O/vD09PT6nU1nNz/vx56PX6Gv9+1mq1KCoqsnp7zSGKIh599FGcOXPGYnXK7vF577338OSTT6JNmzbo2rUrBEHA4cOHodfrsWnTJgDAqVOnMG7cOIsFSUREZGtE8WZR8j4AFBQUwMPDQ7p+t5XVty9Qqt6AuCFycHBAUFAQSkpKEBQUZJE6ZSc+EREROH36ND766COcOHECoijib3/7G2JjY+Hu7g4AGDlypEWCIyIiorp5eHgYJT618fHxgaOjY43eneLi4gY9SjNv3jy88sorWL58OUJCQhTXJzvxAYBmzZph7Nixir+ciIjIXhlEEQYFXT5y33V2dkb37t2RmZmJp59+WrqemZmJwYOttwu6UiNGjMDVq1dx3333wdnZucaxFRcuXJBVn1mJz9q1a/H+++/j1KlT2LNnD9q1a4eFCxfinnvuadA/HhERUUMh/rcoeV+uKVOmYOTIkQgLC0N4eDhWrlyJ/Pz8Bt2ZsXDhQosOxclOfJYvX45Zs2Zh0qRJmDt3rnQoqZeXF1JTU5n4EBERNVDPPPMMSkpKMGfOHBQWFiIkJASbN2++42rthiI+Pt6i9cle1bVkyRJ88MEHmDlzJpo0+V/eFBYWJi1nJyIioroZROXFHOPGjcPp06dRWVmJnJwc9OnTx7INszBHR0cUFxfXuF5SUgJHR0fZ9cnu8cnLy0O3bt1qXNdoNLhy5YrsAIjIvlnzhPW61HX6OlF9EEURooI5PkrebUxqa2dlZSWcnZ1l1yc78QkICMChQ4dqdIt99913CA4Olh0AERER0e0WL14M4Oby+w8//BDNmjWT7un1euzYsUPaP1AO2YnPK6+8gvHjx+PatWsQRRH79+/HJ598guTkZHz44YeyAyAiIrJHSoarqt+3ZQsXLgRws8dnxYoVRsNazs7OaN++vcnnc91KduLz/PPP48aNG5g+fTquXr2K2NhYtG7dGosWLcKwYcNkB0BERGSvbDx3USQvLw8AEBUVhS+//BJeXl4Wqdes5exjxozBmDFjcP78eRgMBrRq1coiwRAREdkL9viYpvoMrqqqKuTl5SEwMNBocZVcCo6FvbkLJJMeIiIispaKigqMHj0abm5u6NKlC/Lz8wEAEydOxNtvvy27PpNSpm7dupm8edDBgwdlB0FERGRvuKrLNK+++ip+/PFH/Pvf/8Zjjz0mXX/00Ufx5ptv1jht/m5MSnyeeuop6e9r165h2bJlCA4ORnh4OABg7969OHbsGA8mJSIiMpHhv0XJ+/bgq6++wqeffoqePXsadcIEBwfjt99+k12fSYnPm2++Kf3997//HRMnTsRbb71V45mCggLZARARERHV5s8//7zjtJorV66YdZSF7Dk+n3/+OZ577rka10eMGIEvvvhCdgBERET2SBSVF3vw4IMP4ttvv5U+Vyc7H3zwgTTyJIfsadGurq7YuXMngoKCjK7v3LkTLi4usgMgIiKyR1zVZZrk5GQ89thj+Omnn3Djxg0sWrQIx44dw549e5CVlSW7PtmJz6RJk/CPf/wDOTk56NmzJ4Cbc3z+9a9/YdasWbIDICIiIqpNREQEdu3ahXfffReBgYHIyMjAAw88gD179iA0NFR2fbITn1dffRX33HMPFi1ahHXr1gEAOnfujNWrV2Po0KGyAyAiIrJHXNVlutDQUKSnp1ukLrN2ABo6dCiTHCIiIgW4qkue4uJiFBcXw2AwbnnXrl1l1WP+1odEREREVpaTk4O4uDj8/PPPNXq5BEGAXq+XVZ9JiY+3tzdOnDgBHx8fkypt27Yt/vOf/9Q4wZ2oNgsrfqn13mRX+afvEgF1/3NFpDYRylZm2ctA1/PPP4+OHTti1apV0Gq1Zi1hv5VJic/Fixfx3XffwdPT06RKS0pKZGdgRERE9sQgijAoyHyUvNuY5OXl4csvv0SHDh0sUp/JQ11xcXEW+UIiIiL6b4+PwvftwSOPPIIff/yxfhOf2ycSEREREdWHDz/8EHFxcTh69ChCQkLg5ORkdP/JJ5+UVV+DmdycnJyM1157DS+//DJSU1MB3FyqN3v2bKxcuRKlpaXo0aMH3nvvPXTp0kXdYImIiBTiBoam2b17N3bu3Invvvuuxj1zJjfLPrLCGrKzs7Fy5coaS9LmzZuHlJQULF26FNnZ2dDpdOjXrx/Ky8tVipSIiMhClB5XYSeJz8SJEzFy5EgUFhbCYDAYFXPmE6ue+Fy+fBnDhw/HBx98AC8vL+m6KIpITU3FzJkzERMTg5CQEKSnp+Pq1avSxol3UllZibKyMqNCREREjVNJSQkmT54MrVZrkfpUT3zGjx+PgQMH4tFHHzW6npeXh6KiIkRHR0vXNBoNIiMjsXv37lrrS05Ohqenp1T8/f2tFjsREZG5DBAVF3sQExOD7du3W6w+Vef4rF+/HgcPHkR2dnaNe0VFRQBQI8PTarX4/fffa61zxowZmDJlivS5rKyMyQ8RETU4Sk9Yt5PV7OjYsSNmzJiBnTt3IjQ0tMbk5okTJ8qqz6zE57fffkNaWhp+++03LFq0CK1atcL3338Pf39/kyceFxQU4OWXX0ZGRkadp7rfvlGRKIp1bl6k0Wig0WhMawgRERE1aB9++CGaNWuGrKysGqexC4Jg/cQnKysLAwYMQK9evbBjxw4kJiaiVatWOHz4MD788ENs2LDBpHpycnJQXFyM7t27S9f0ej127NiBpUuX4vjx4wBu9vz4+vpKzxQXF1tsnI+IiEgtXNVlmry8PIvWJ3uOz6uvvoq5c+ciMzMTzs7O0vWoqCjs2bPH5HoeeeQRHDlyBIcOHZJKWFgYhg8fjkOHDuGee+6BTqdDZmam9E5VVRWysrIQEREhN2wiIqIGRcmKLqXDZI2V0hPtATMSnyNHjuDpp5+ucb1ly5YoKSkxuR53d3eEhIQYlaZNm6JFixYICQmBIAiYNGkSkpKSsHHjRhw9ehTx8fFwc3NDbGys3LCJiIiokVqzZg1CQ0Ph6uoKV1dXdO3aFWvXrjWrLtlDXc2bN0dhYSECAgKMrufm5qJ169ZmBVGb6dOno6KiAuPGjZM2MMzIyIC7u7tFv4eIiKi+KV2ZZS+rulJSUvDGG29gwoQJ6NWrF0RRxK5duzB27FicP38ekydPllWf7MQnNjYW//znP/H5559DEAQYDAbs2rUL06ZNw3PPPSe3OiP//ve/jT4LgoCEhAQkJCQoqpeIiKih4aou0yxZsgTLly83yjEGDx6MLl26ICEhQXbiI3uoKzExEW3btkXr1q1x+fJlBAcHo0+fPoiIiMDrr78utzoiIiK7VH06u5JiDwoLC+84tzciIgKFhYWy65Od+Dg5OeHjjz/GiRMn8Nlnn+Gjjz7CL7/8grVr18LR0VF2AERERES16dChAz777LMa1z/99FMEBQXJrs/sDQwDAwMRGBho7utERER2TW+4WZS8bw9mz56NZ555Bjt27ECvXr0gCAJ27tyJH3744Y4J0d2YlPjcuhPy3aSkpMgOgoiIyN4oHa6yl6Guv/71r9i3bx8WLlyIr776CqIoIjg4GPv370e3bt1k12dS4pObm2v0OScnB3q9Hp06dQIAnDhxAo6OjkabERIRERFZQvfu3fHRRx9ZpC6TEp9bDwdLSUmBu7s70tPTpdPUS0tL8fzzz6N3794WCYqIiMjWGUQRevb4mKT6qKxTp04hNTXVrKOyqsme3LxgwQIkJydLSQ8AeHl5Ye7cuViwYIHc6oiIiOzSzSMrlKzqUrsF9SMrKwuhoaHYt28fvvjiC1y+fBkAcPjwYbz55puy65Od+JSVleHcuXM1rhcXF6O8vFx2AERERES1sdRRWdVkJz5PP/00nn/+eWzYsAF//PEH/vjjD2zYsAGjR49GTEyM7ACIiIjsUfWqLiXFHljqqKxqspezr1ixAtOmTcOIESNw/fr1m5U0aYLRo0dj/vz5sgMgIiKyR1zVZRpLH5Ulu8fHzc0Ny5YtQ0lJCXJzc3Hw4EFcuHABy5YtQ9OmTWUHQERERFSb6qOyioqKLHJUltkbGDZt2hRdu3Y193UiIiK7ple4qkvJu41JYmIi4uPj0bp1a2kPnxs3bmD48OFmHZUlO/GJioqCIAi13t+2bZvsIIiIiOyNAVC0MstOpvhIR2W99dZbOHjwIAwGA7p162bWcRWAGYnP/fffb/T5+vXrOHToEI4ePYq4uDizgiAiIrI3eoMIvYLMR8m7jcmdTo/Yu3cvBEGAi4sLOnTogMGDB8Pb29uk+mQnPgsXLrzj9YSEBGltPRERETVe7du3x++//2507Z///Cfefvtt6XN+fj7Gjx+Pbdu2wdXVFbGxsXj33XeNlpxbQvV84uoTI0RRxMmTJ+Ho6Ih7770Xy5Ytw9SpU7Fz504EBwfftT6z5/jcbsSIEfjLX/6Cd99911JVEgEAFlb8Yva7k13vtWAk1NAo+WeDSG2iwlVdopXn+MyZMwdjxoyRPjdr1kz6W6/XY+DAgWjZsiV27tyJkpISxMXFQRRFLFmyxKJxVPfmpKWlwcPDA8DNPQVHjx6Nhx56CGPGjEFsbCwmT56MLVu23LU+iyU+e/bsgYuLi6WqIyIisml68WZR8r41ubu7Q6fT3fFeRkYGfvrpJxQUFMDPzw/AzZMd4uPjkZiYKCUoljB//nxkZmYa1enh4YGEhARER0fj5ZdfxqxZsxAdHW1SfbITn9s3KRRFEYWFhThw4ADeeOMNudURERGRAmVlZUafNRoNNBqN4nrfeecdvPXWW/D398eQIUPwyiuvSMNYe/bsQUhIiJT0AED//v1RWVmJnJwcREVFKf7+apcuXUJxcXGNYaw///xTanvz5s1RVVVlUn2yEx8PDw+jVV0ODg7o1KkT5syZY3K2RUREZO8stYGhv7+/0fU333wTCQkJSkLDyy+/jAceeABeXl7Yv38/ZsyYgby8PHz44YcAgKKiImi1WqN3vLy84OzsjKKiIkXffbvBgwdj1KhRWLBgAR588EEIgoD9+/dj2rRpeOqppwAA+/fvR8eOHU2qT3bis3r1armvEBER0W0staqroKDAaBiott6ehIQEzJ49u846s7OzERYWhsmTJ0vXunbtCi8vL/ztb3/DO++8gxYtWgDAHbe2EUWxzi1vzPH+++9j8uTJGDZsGG7cuAHg5okRcXFx0oKre++9V0rK7kZ24nPPPfcgOztbani1ixcv4oEHHsCpU6fkVklERERm8vDwMGlOzYQJEzBs2LA6n2nfvv0dr/fs2RMA8Ouvv6JFixbQ6XTYt2+f0TOlpaW4fv16jZ4gpZo1a4YPPvgACxcuxKlTpyCKIgIDA40mW9++1U5dZCc+p0+fhl6vr3G9srISZ86ckVsdERGRXarvs7p8fHzg4+Nj1nfl5uYCAHx9fQEA4eHhSExMRGFhoXQtIyMDGo0G3bt3N+s77qZZs2YWOTHC5MTnm2++kf7esmULPD09pc96vR4//PBDrZkiERERGWuoq7r27NmDvXv3IioqCp6ensjOzsbkyZPx5JNPom3btgCA6OhoBAcHY+TIkZg/fz4uXLiAadOmYcyYMRZd0WUNJic+1ROIBEGosUOzk5MT2rdvjwULFlg0OCIiIqpfGo0Gn376KWbPno3Kykq0a9cOY8aMwfTp06VnHB0d8e2332LcuHHo1auX0QaGDZ3JiY/BcPNUkICAAGRnZ5vdXUZERET1P9RlqgceeAB79+6963Nt27bFpk2brBKDNcme45OXl2eNOIiIiOyKwSDCoGBVl5J37ZlJic/ixYvxwgsvwMXFBYsXL67z2YkTJ1okMCIiIltmUDjHh3mPeUxKfBYuXIjhw4fDxcWl1kNKgZvzf5j4EBERUUNlUuJz6/AWh7qIiIiUa6hzfGyd7Dk+c+bMwbRp0+Dm5mZ0vaKiAvPnz8esWbMsFhyRUhNHhtZ5P2Dl57Xey3thiKXDkSxee8RqdTc2PGGd7JVeFKFXkLwoedeeOch9Yfbs2bh8+XKN61evXr3rVthEREREapLd41PbORw//vgjvL29LRIUERGRreOqLnWYnPh4eXlBEAQIgoCOHTsaJT96vR6XL1/G2LFjrRIkERGRrdFD4c7NFovEvpic+KSmpkIURYwaNQqzZ882OrLC2dkZ7du3R3h4uFWCJCIiIrIEkxOf6mMqAgICEBERAScnJ6sFRUREZOu4qksdsuf4REZGSn9XVFTg+vXrRvcb+uFkREREDQFXdalD9qquq1evYsKECWjVqhWaNWsGLy8vo0JERETUUMlOfF555RVs27YNy5Ytg0ajwYcffojZs2fDz88Pa9assUaMRERENsdgEKFXULiqyzyyh7r+7//+D2vWrEHfvn0xatQo9O7dGx06dEC7du3w8ccfY/jw4daIk4iIyKZUJzBK3if5ZPf4XLhwAQEBAQBuzue5cOECAOChhx7Cjh07LBsdERGRjVLS26M0abJnshOfe+65B6dPnwYABAcH47PPPgNwsyeoefPmloyNiIiIyKJkD3U9//zz+PHHHxEZGYkZM2Zg4MCBWLJkCW7cuIGUlBRrxEhERGRz9AZlw1V6gwWDsSOyE5/JkydLf0dFReGXX37BgQMHEBgYiPvuu8+iwREREdkqzvFRh+yhrtu1bdsWMTEx8Pb2xqhRoywRExEREZFVyO7xqc2FCxeQnp6Of/3rX5aqkkixgJWf13k/74Uh9RSJsYkjQ81+d/HaI2a/u7DiF7PftZbJrvfWeb8hxkxkCezxUYfFEh8iIiIynUFh4sN9fMyjeKiLiIiIqLFgjw8REZEK9KLCoS6e1WUWkxOfmJiYOu9fvHhR9pcvX74cy5cvl/YF6tKlC2bNmoUBAwYAAERRxOzZs7Fy5UqUlpaiR48eeO+999ClSxfZ30VERNSQcI6POkwe6vL09KyztGvXDs8995ysL2/Tpg3efvttHDhwAAcOHMDDDz+MwYMH49ixYwCAefPmISUlBUuXLkV2djZ0Oh369euH8vJyea0kIiIigowen7S0NIt/+RNPPGH0OTExEcuXL8fevXsRHByM1NRUzJw5U+ptSk9Ph1arxbp16/Diiy9aPB4iIqL6wh4fdTSYyc16vR7r16/HlStXEB4ejry8PBQVFSE6Olp6RqPRIDIyErt37661nsrKSpSVlRkVIiKihuaGQVRcSD7VE58jR46gWbNm0Gg0GDt2LDZu3Ijg4GAUFRUBALRardHzWq1WuncnycnJRkNw/v7+Vo2fiIjIHDykVB2qJz6dOnXCoUOHsHfvXvzjH/9AXFwcfvrpJ+m+IAhGz4uiWOParWbMmIFLly5JpaCgwGqxExERUeOi+nJ2Z2dndOjQAQAQFhaG7OxsLFq0CP/85z8BAEVFRfD19ZWeLy4urtELdCuNRgONRmPdoImIiBTiBobqUL3H53aiKKKyshIBAQHQ6XTIzMyU7lVVVSErKwsREREqRkhERKScXhQVF5JP1R6f1157DQMGDIC/vz/Ky8uxfv16/Pvf/8b3338PQRAwadIkJCUlISgoCEFBQUhKSoKbmxtiY2PVDJuIiIgaKVUTn3PnzmHkyJEoLCyEp6cnunbtiu+//x79+vUDAEyfPh0VFRUYN26ctIFhRkYG3N3d1QybiIhIMS5nV4eqic+qVavqvC8IAhISEpCQkFA/AREREdUTJj7qUH1yM5GaAlZ+bva7eS8MsWAkpps4MrTWe0raQ0RkD5j4EBERqYA9Pupg4kNERKQCvWiA3mBQ9D7J1+CWsxMRERFZC3t8iIiIVMANDNXBxIeIiEgFeoMIB87xqXdMfIiIiFRwwwAICpKXG5ziYxbO8SEiIiK7wR4fIiIiFXCoSx1MfIiIiFTAxEcdHOoiIiIiI4mJiYiIiICbmxuaN29+x2fy8/PxxBNPoGnTpvDx8cHEiRNRVVVl9MyRI0cQGRkJV1dXtG7dGnPmzIGo8qny7PEhIiJSQUPu8amqqsKQIUMQHh5+x3M19Xo9Bg4ciJYtW2Lnzp0oKSlBXFwcRFHEkiVLAABlZWXo168foqKikJ2djRMnTiA+Ph5NmzbF1KlTrRb73TDxISIiUkFD3sdn9uzZAIDVq1ff8X5GRgZ++uknFBQUwM/PDwCwYMECxMfHIzExER4eHvj4449x7do1rF69GhqNBiEhIThx4gRSUlIwZcoUCIJgtfjrwqEuIiKiRqysrMyoVFZWWv079+zZg5CQECnpAYD+/fujsrISOTk50jORkZHQaDRGz5w9exanT5+2eoy1YeJDRESkgupDSpUUAPD394enp6dUkpOTrR57UVERtFqt0TUvLy84OzujqKio1meqP1c/owYOdRGZKWDl57Xey3thSD1G0rgtrPhF7RCIVCGKIkQFw1XVk4QLCgrg4eEhXb+1h+VWCQkJ0hBWbbKzsxEWFmbS999pqEoURaPrtz9THbNaw1wAEx8iIqJGzcPDwyjxqc2ECRMwbNiwOp9p3769Sd+p0+mwb98+o2ulpaW4fv261Kuj0+lq9OwUFxcDQI2eoPrExIeIiEgFBoOoaIKy3Hd9fHzg4+Nj9vfdKjw8HImJiSgsLISvry+AmxOeNRoNunfvLj3z2muvoaqqCs7OztIzfn5+JidY1sA5PkRERCoQRVFxsZb8/HwcOnQI+fn50Ov1OHToEA4dOoTLly8DAKKjoxEcHIyRI0ciNzcXP/zwA6ZNm4YxY8ZIvU+xsbHQaDSIj4/H0aNHsXHjRiQlJam6ogtgjw8REZEqRIPCOT5WXM4+a9YspKenS5+7desGANi+fTv69u0LR0dHfPvttxg3bhx69eoFV1dXxMbG4t1335Xe8fT0RGZmJsaPH4+wsDB4eXlhypQpmDJlitXiNgUTHyIiIjKyevXqWvfwqda2bVts2rSpzmdCQ0OxY8cOC0amHBMfIiIiFdT3HB+6iYkPERGRCkTDzaLkfZKPk5uJiIjIbrDHh4iISAVKV2apfcp5Y8XEh4iISAWc46MODnURERGR3WCPDxERkQoa8j4+toyJDxERkRoUJj5g4mMWDnURERGR3WCPD5EVBKz8vM77eS8MqadILKeumO/WXiKqySCKEBSszDJwVZdZmPgQERGpQBQVzvFh4mMWJj5EREQq4ORmdXCODxEREdkN9vgQERGpwGAABEUbGFowGDvCxIeIiEgFPLJCHRzqIiIiIrvBHh8iIiIViIabRcn7JB8THyIiIhUYDKLCOT4c6jIHh7qIiIjIbrDHh4iISAXcx0cdTHyIiIhUwMRHHRzqIiIiIrvBHh8iIiIV8JBSdTDxIbIhdzv1va5T1BvjifFKNDmSYfa7N0KjLRgJ2SsOdamDiQ8REZEKeDq7OjjHh4iIiOwGe3yIiIhUIBpERZsQcqjLPKr2+CQnJ+PBBx+Eu7s7WrVqhaeeegrHjx83ekYURSQkJMDPzw+urq7o27cvjh07plLEREREllF9SKmSQvKpmvhkZWVh/Pjx2Lt3LzIzM3Hjxg1ER0fjypUr0jPz5s1DSkoKli5diuzsbOh0OvTr1w/l5eUqRk5ERESNkapDXd9//73R57S0NLRq1Qo5OTno06cPRFFEamoqZs6ciZiYGABAeno6tFot1q1bhxdffFGNsImIiBTjqi51NKjJzZcuXQIAeHt7AwDy8vJQVFSE6Oj/LR3VaDSIjIzE7t2771hHZWUlysrKjAoREVFDY/jvHB8lheRrMImPKIqYMmUKHnroIYSEhAAAioqKAABardboWa1WK927XXJyMjw9PaXi7+9v3cCJiIio0Wgwic+ECRNw+PBhfPLJJzXuCYJg9FkUxRrXqs2YMQOXLl2SSkFBgVXiJSIiUkI06BUXkq9BLGd/6aWX8M0332DHjh1o06aNdF2n0wG42fPj6+srXS8uLq7RC1RNo9FAo9FYN2AiIiKFlCYvTHzMo2qPjyiKmDBhAr788kts27YNAQEBRvcDAgKg0+mQmZkpXauqqkJWVhYiIiLqO1wiIiJq5FTt8Rk/fjzWrVuHr7/+Gu7u7tK8HU9PT7i6ukIQBEyaNAlJSUkICgpCUFAQkpKS4ObmhtjYWDVDJyIiUkQ0GBT2+BgsGI39UDXxWb58OQCgb9++RtfT0tIQHx8PAJg+fToqKiowbtw4lJaWokePHsjIyIC7u3s9R0tERGQ5ol4PUa8g8VHwrj1TNfExZddJQRCQkJCAhIQE6wdERERUT0RR4RwfkYmPORrE5GYiexOw8nOr1Jv3whBF9+vS8Z2UWu9dN7tW9dwIjb77Q0Rkc5j4EBERqYCrutTBxIeIiEgFTHzU0WA2MCQiIiKyNvb4EBERqYA9Pupg4kNERKQC7uOjDg51ERERkZHExERERETAzc0NzZs3v+MzgiDUKCtWrDB65siRI4iMjISrqytat26NOXPmmLSVjTWxx4eIiEgFBoMeUNDjY7DiUFdVVRWGDBmC8PBwrFq1qtbn0tLS8Nhjj0mfPT09pb/LysrQr18/REVFITs7GydOnEB8fDyaNm2KqVOnWi32u2HiQ0REpIKGPMdn9uzZAIDVq1fX+Vzz5s2lA8Vv9/HHH+PatWtYvXo1NBoNQkJCcOLECaSkpGDKlCkQBMHSYZuEQ11ERESNWFlZmVGprKyst++eMGECfHx88OCDD2LFihUw3DLvaM+ePYiMjIRGo5Gu9e/fH2fPnsXp06frLcbbMfEhIiJSQXWPj5ICAP7+/vD09JRKcnJyvcT/1ltv4fPPP8fWrVsxbNgwTJ06FUlJSdL9oqIiaLVao3eqP1cfSq4GDnURERGpQa+H6KBguOq/h5QWFBTAw8NDunxrD8utEhISpCGs2mRnZyMsLMykr3/99delv++//34AwJw5c4yu3z6cVT2xWa1hLoCJDxERkSpEUdnk5upDSj08PIwSn9pMmDABw4YNq/OZ9u3bmx1Pz549UVZWhnPnzkGr1UKn09Xo2SkuLgaAGj1B9YmJDxERkR3w8fGBj4+P1erPzc2Fi4uLtPw9PDwcr732GqqqquDs7AwAyMjIgJ+fn6IESykmPkRERCoQDQZlPT5W3MAwPz8fFy5cQH5+PvR6PQ4dOgQA6NChA5o1a4b/+7//Q1FREcLDw+Hq6ort27dj5syZeOGFF6ShttjYWMyePRvx8fF47bXXcPLkSSQlJWHWrFkc6iIiywhY+bnV6k73u7/We51DW5ldb7ctGWa/S9SYiQr38bHmcvZZs2YhPT1d+tytWzcAwPbt29G3b184OTlh2bJlmDJlCgwGA+655x7MmTMH48ePl97x9PREZmYmxo8fj7CwMHh5eWHKlCmYMmWK1eI2BRMfIiIiMrJ69eo69/B57LHHjDYurE1oaCh27NhhwciUY+JDRESkgptDXeYPV/GsLvMw8SEiIlJBQx7qsmXcwJCIiIjsBnt8iIiIVMAeH3Uw8SEiIlKBwaCHwMSn3nGoi4iIiOwGe3yIiIhUIOoNgKCgx0fPVV3mYOJDRESkAkud1UXyMPEhIiJSgWjQK+vx4Rwfs3CODxEREdkN9vgQERGpgD0+6mDiQ0REpAImPuqw+cRHFEUAQHl5ucqREDVuFXVMpLxy44bZ9ZaVlZn9LpGlVf+7ovrfHValvw5F36K/bqlI7IrNJz7V/xAHdeigciRENmz3r+a/q9VaLg4iCykvL4enp6dV6nZ2doZOp0PRT58prkun08HZ2dkCUdkPQayXtFY9BoMBZ8+ehbu7OwRBQFlZGfz9/VFQUAAPDw+1w7M6tte22VN77amtANurFlEUUV5eDj8/Pzg4WG/9z7Vr11BVVaW4HmdnZ7i4uFggIvth8z0+Dg4OaNOmTY3rHh4edvE/JtXYXttmT+21p7YCbK8arNXTcysXFxcmLCrhcnYiIiKyG0x8iIiIyG7YXeKj0Wjw5ptvQqPRqB1KvWB7bZs9tdee2gqwvUTWYvOTm4mIiIiq2V2PDxEREdkvJj5ERERkN5j4EBERkd1g4kNERER2w2YTn8TERERERMDNzQ3Nmzev9bnVq1eja9eucHFxgU6nw4QJE4zuHzlyBJGRkXB1dUXr1q0xZ86c+jnDRSZT2wsAJSUlaNOmDQRBwMWLF43u2Up7f/zxRzz77LPw9/eHq6srOnfujEWLFtV4zlbaCwD5+fl44okn0LRpU/j4+GDixIk1doZtLO293YkTJzB48GD4+PjAw8MDvXr1wvbt242eMaX9jcm3336LHj16wNXVFT4+PoiJiTG6b2vtBYDKykrcf//9EAQBhw4dMrpni+0lddjszs1VVVUYMmQIwsPDsWrVqjs+k5KSggULFmD+/Pno0aMHrl27hlOnTkn3y8rK0K9fP0RFRSE7OxsnTpxAfHw8mjZtiqlTp9ZXU0xiSnurjR49Gl27dsWZM2eMrttSe3NyctCyZUt89NFH8Pf3x+7du/HCCy/A0dFRSm5tqb16vR4DBw5Ey5YtsXPnTpSUlCAuLg6iKGLJkiUAGld7bzdw4EB07NgR27Ztg6urK1JTUzFo0CD89ttv0Ol0JrW/Mfniiy8wZswYJCUl4eGHH4Yoijhy5Ih039baW2369Onw8/PDjz/+aHTdVttLKhFtXFpamujp6Vnj+oULF0RXV1dx69attb67bNky0dPTU7x27Zp0LTk5WfTz8xMNBoM1wlWstvZWW7ZsmRgZGSn+8MMPIgCxtLTU6J6ttfdW48aNE6OioqTPttTezZs3iw4ODuKZM2eka5988omo0WjES5cuiaLYONsriqL4559/igDEHTt2SNfKyspEANJ/f01pf2Nx/fp1sXXr1uKHH35Y6zO21N5qmzdvFu+9917x2LFjIgAxNzfX6J6ttZfUY7NDXXeTmZkJg8GAM2fOoHPnzmjTpg2GDh2KgoIC6Zk9e/YgMjLSaEOt/v374+zZszh9+rQKUSvz008/Yc6cOVizZs0dD9+ztfbe7tKlS/D29pY+21J79+zZg5CQEPj5+UnX+vfvj8rKSuTk5EjPNMb2tmjRAp07d8aaNWtw5coV3LhxA++//z60Wi26d+8OwLT2NxYHDx7EmTNn4ODggG7dusHX1xcDBgzAsWPHpGdsqb0AcO7cOYwZMwZr166Fm5tbjfu21l5Sl90mPqdOnYLBYEBSUhJSU1OxYcMGXLhwAf369ZPGjYuKiqDVao3eq/5cVFRU7zErUVlZiWeffRbz589H27Zt7/iMLbX3dnv27MFnn32GF198UbpmS+29U1u8vLzg7OwstaWxtlcQBGRmZiI3Nxfu7u5wcXHBwoUL8f3330vznUxpf2NRPdyekJCA119/HZs2bYKXlxciIyNx4cIFALbVXlEUER8fj7FjxyIsLOyOz9hSe0l9jSrxSUhIgCAIdZYDBw6YVJfBYMD169exePFi9O/fHz179sQnn3yCkydPGk2aFATB6D3xvxNBb79uDZZs74wZM9C5c2eMGDGizudspb23OnbsGAYPHoxZs2ahX79+Rvdsqb13ilkURaPrarb3dqa2XxRFjBs3Dq1atcJ//vMf7N+/H4MHD8agQYNQWFgo1WdK+9VkansNBgMAYObMmfjrX/+K7t27Iy0tDYIg4PPPP5fqs5X2LlmyBGVlZZgxY0ad9TX09lLj0agmN0+YMAHDhg2r85n27dubVJevry8AIDg4WLrWsmVL+Pj4ID8/HwCg0+lq/L+J4uJiAKjx/z6swZLt3bZtG44cOYINGzYA+N+/8Hx8fDBz5kzMnj3bptpb7aeffsLDDz+MMWPG4PXXXze6Z0vt1el02Ldvn9G10tJSXL9+XWqL2u29nant37ZtGzZt2oTS0lJ4eHgAAJYtW4bMzEykp6fj1VdfNan9ajO1veXl5QCM/7dJo9HgnnvuMfrfJltp79y5c7F3794aZ3SFhYVh+PDhSE9PbxTtpcajUSU+Pj4+8PHxsUhdvXr1AgAcP34cbdq0AQBcuHAB58+fR7t27QAA4eHheO2111BVVQVnZ2cAQEZGBvz8/GT/C9gclmzvF198gYqKCulzdnY2Ro0ahf/85z8IDAwEYFvtBW729Dz88MOIi4tDYmJijfu21N7w8HAkJiaisLBQSuozMjKg0WikeTBqt/d2prb/6tWrAFBjXpqDg4PUO2JK+9Vmanu7d+8OjUaD48eP46GHHgIAXL9+HadPnzb63yZbae/ixYsxd+5c6fPZs2fRv39/fPrpp+jRoweAxtFeakRUmlRtdb///ruYm5srzp49W2zWrJmYm5sr5ubmiuXl5dIzgwcPFrt06SLu2rVLPHLkiDho0CAxODhYrKqqEkVRFC9evChqtVrx2WefFY8cOSJ++eWXooeHh/juu++q1axamdLeW23fvr3Gqi5bau/Ro0fFli1bisOHDxcLCwulUlxcLNVhS+29ceOGGBISIj7yyCPiwYMHxa1bt4pt2rQRJ0yYINXRmNp7qz///FNs0aKFGBMTIx46dEg8fvy4OG3aNNHJyUk8dOiQKIqmtb8xefnll8XWrVuLW7ZsEX/55Rdx9OjRYqtWrcQLFy6Iomh77b1VXl5ejVVdttxeqn82m/jExcWJAGqU7du3S89cunRJHDVqlNi8eXPR29tbfPrpp8X8/Hyjeg4fPiz27t1b1Gg0ok6nExMSEhrk0l9T2nurOyU+omg77X3zzTfveL9du3ZG9dhKe0XxZnI0cOBA0dXVVfT29hYnTJhgtHRdFBtPe2+XnZ0tRkdHi97e3qK7u7vYs2dPcfPmzUbPmNL+xqKqqkqcOnWq2KpVK9Hd3V189NFHxaNHjxo9Y0vtvdWdEh9RtN32Uv0TRLERbNtKREREZAGNalUXERERkRJMfIiIiMhuMPEhIiIiu8HEh4iIiOwGEx8iIiKyG0x8iIiIyG4w8SEiIiK7wcSHiIiI7AYTHyIb1LdvX0yaNEntMIiIGhwmPkRERGQ3mPgQERGR3WDiQ2TjSktL8dxzz8HLywtubm4YMGAATp48Kd1fvXo1mjdvji1btqBz585o1qwZHnvsMRQWFqoYNRGRdTDxIbJx8fHxOHDgAL755hvs2bMHoiji8ccfx/Xr16Vnrl69infffRdr167Fjh07kJ+fj2nTpqkYNRGRdTRROwAisp6TJ0/im2++wa5duxAREQEA+Pjjj+Hv74+vvvoKQ4YMAQBcv34dK1asQGBgIABgwoQJmDNnjmpxExFZC3t8iGzYzz//jCZNmqBHjx7StRYtWqBTp074+eefpWtubm5S0gMAvr6+KC4urtdYiYjqAxMfIhsmimKt1wVBkD47OTkZ3RcEodZ3iYgaMyY+RDYsODgYN27cwL59+6RrJSUlOHHiBDp37qxiZERE6mDiQ2TDgoKCMHjwYIwZMwY7d+7Ejz/+iBEjRqB169YYPHiw2uEREdU7Jj5ENi4tLQ3du3fHoEGDEB4eDlEUsXnz5hrDW0RE9kAQOZBPREREdoI9PkRERGQ3mPgQERGR3WDiQ0RERHaDiQ8RERHZDSY+REREZDeY+BAREZHdYOJDREREdoOJDxEREdkNJj5ERERkN5j4EBERkd1g4kNERER24/8BDZVbLp+GJ8YAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "r = pt.Rasterize(like=grid)\n", "r.read_shpf(url, idxkey=\"iso_a3\")\n", "idxr_c = r.rasterize(strategy=\"centroid\", verbose=True)\n", "idxr_c.plot() # idxr_c is an xr.DataArray" ] }, { "cell_type": "markdown", "id": "c28cc819", "metadata": {}, "source": [ "We can also use an 'all-touched' approach" ] }, { "cell_type": "code", "execution_count": 7, "id": "d7584dec", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "r = pt.Rasterize(like=grid)\n", "r.read_shpf(url, idxkey=\"iso_a3\")\n", "idxr_at = r.rasterize(strategy=\"all_touched\", verbose=True)\n", "idxr_at.plot()" ] }, { "cell_type": "markdown", "id": "5d093e57", "metadata": {}, "source": [ "and see the differences" ] }, { "cell_type": "code", "execution_count": 8, "id": "d31412c0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(idxr_c - idxr_at).plot(cmap=\"viridis_r\")" ] }, { "cell_type": "markdown", "id": "05d98a55", "metadata": {}, "source": [ "## Advanced Rasterization Approaches\n", "\n", "\n", "### Hybrid\n", "\n", "The `hybrid` approach tries to get the best of both worlds from `centroid` and `all_touched`. It performs both rasterizations, preferring centroids, but then filling in missing cells from the all touched approach.\n", "\n", "By implementation, it does the following\n", "\n", "```\n", "mask_hybrid = mask_centroid + np.where(mask_centroid == 0, mask_all_touched, 0)\n", "```" ] }, { "cell_type": "code", "execution_count": 9, "id": "7000d0af", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "r = pt.Rasterize(like=grid)\n", "r.read_shpf(url, idxkey=\"iso_a3\")\n", "idxr_h = r.rasterize(strategy=\"hybrid\", verbose=True)\n", "idxr_h.plot()" ] }, { "cell_type": "code", "execution_count": 10, "id": "942da4c6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(idxr_h - idxr_at).plot(cmap=\"viridis_r\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "ec80c19f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(idxr_h - idxr_c).plot()" ] }, { "cell_type": "markdown", "id": "eb20f0e9", "metadata": {}, "source": [ "### Majority\n", "\n", "Sometimes one or more shapes overlap into the same grid cell. `ptolemy` offers methods to calculate which shape has the largest proportion of the cell and assign the cell that shape value. Notice in the below map that the country borders are 'clean'." ] }, { "cell_type": "code", "execution_count": 12, "id": "8ab0d768", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "r = pt.Rasterize(like=grid)\n", "r.read_shpf(url, idxkey=\"iso_a3\")\n", "idxr_m = r.rasterize(strategy=\"majority\", verbose=True)\n", "idxr_m.plot()" ] }, { "cell_type": "code", "execution_count": 13, "id": "5cb5e8d8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(idxr_m - idxr_h).plot(cmap=\"viridis_r\")" ] }, { "cell_type": "markdown", "id": "e1e109d1", "metadata": {}, "source": [ "It can be the case that empty area takes up the most space of a cell, but we still want to assign that to a shape with data. We have a method for that!" ] }, { "cell_type": "code", "execution_count": 14, "id": "06729c53", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "r = pt.Rasterize(like=grid)\n", "r.read_shpf(url, idxkey=\"iso_a3\")\n", "idxr_m_ignore = r.rasterize(strategy=\"majority_ignore_nodata\", verbose=True)\n", "idxr_m_ignore.plot()" ] }, { "cell_type": "code", "execution_count": 15, "id": "59b5c496", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(idxr_m_ignore - idxr_m).plot(cmap=\"viridis_r\")" ] }, { "cell_type": "markdown", "id": "cc8cc780", "metadata": {}, "source": [ "### Percent of area rasters\n", "\n", "The final approach we have is to simply tell you the fraction of area in each grid cell taken up by a shape as rasterized. This produces a much larger array, since it includes a new dimension with size `N_shapes`." ] }, { "cell_type": "code", "execution_count": 16, "id": "7c883844", "metadata": {}, "outputs": [], "source": [ "r = pt.Rasterize(like=grid)\n", "r.read_shpf(url, idxkey=\"iso_a3\")\n", "idxr_w = r.rasterize(strategy=\"weighted\")" ] }, { "cell_type": "code", "execution_count": 18, "id": "13185131", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "idxr_w.sel(iso_a3=\"USA\").plot()" ] }, { "cell_type": "code", "execution_count": 19, "id": "83f96b2c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "idxr_w.sel(iso_a3=\"MEX\").plot()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.0" }, "vscode": { "interpreter": { "hash": "732ee3529802bbe1f666a01ab0e9ab3b4d171af6c336b5420cf46105d49163f8" } } }, "nbformat": 4, "nbformat_minor": 5 }