From dcf36a3664cf4e8e084b43ea66ee1597294738f1 Mon Sep 17 00:00:00 2001 From: Paul Hobson Date: Tue, 6 Oct 2015 20:49:27 -0700 Subject: [PATCH] updated examples demonstrating the nuances of masking --- .../2 - Shapefiles and masking cells.ipynb | 190 ++++++++++++++++-- examples/3 - Merging Grids.ipynb | 14 +- 2 files changed, 183 insertions(+), 21 deletions(-) diff --git a/examples/2 - Shapefiles and masking cells.ipynb b/examples/2 - Shapefiles and masking cells.ipynb index ab2a142..77f6e66 100755 --- a/examples/2 - Shapefiles and masking cells.ipynb +++ b/examples/2 - Shapefiles and masking cells.ipynb @@ -8,10 +8,11 @@ "\n", "This notebook will demostate the following:\n", "\n", + " 1. Basics of grid masking\n", " 1. Reading boundary, river, and island data from shapefiles\n", - " 2. Generating a focused grid\n", - " 3. Masking land cells from the shapefiles\n", - " 4. Writing grid data to shapefiles" + " 1. Generating a focused grid\n", + " 1. Masking land cells from the shapefiles\n", + " 1. Writing grid data to shapefiles" ] }, { @@ -38,7 +39,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Load the grid boundary, river, and islands using `pygridtools.io`" + "## Masking basics\n", + "Let's consider a simple, orthogonal $5\\times5$ unit grid and a basic rectangle that we will use to mask some elements of the grid:" ] }, { @@ -47,12 +49,172 @@ "metadata": { "collapsed": false }, + "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": [ + "y, x = np.mgrid[:5, 1:6]\n", + "mg = pgt.ModelGrid(x, y)\n", + "rectangle_coords = [\n", + " (0.25, 2.75),\n", + " (3.25, 2.75),\n", + " (2.25, 0.75),\n", + " (0.25, 0.75),\n", + "]\n", + "\n", + "fig, ax = plt.subplots()\n", + "fig = mg.plotCells(ax=ax)\n", + "rectangle = plt.Polygon(rectangle_coords, color='forestgreen', alpha=0.5)\n", + "ax.add_patch(rectangle)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Applying the masks options\n", + "\n", + "You have few options when applying a mask to a grid\n", + " 1. `inside=True` - by default, elements inside the polygon are masked. Setting this parameter to `False` will mask everything outside the polygon.\n", + " 1. `use_centroids=True` - The default behavior is to determine if a cell is inside or outside the polygon based on the centroid of the cell. Setting to `False` will instead count the number of nodes of each cell inside the polygon and make the determination based on the `min_nodes` parameter (continue reading)\n", + " 1. `min_nodes=3` - This parameter configures how many nodes of a cell must be inside a polygon to flag the whole cell as inside thet polygon.\n", + " 1. `use_existing=True` - When this is `True` the new mask determined from the passed polygons will be unioned (`np.bitwise_or`) with any existing mask that may be present. When this is `False` the old mask is completely overwritten with the new mask." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Masking inside vs outside a polygon" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(figsize=(6, 3), ncols=2, sharex=True, sharey=True)\n", + "\n", + "common_opts = dict(use_centroids=True, use_existing=False)\n", + "\n", + "# mask inside\n", + "mg.mask_cells_with_polygon(rectangle_coords, inside=True, **common_opts)\n", + "rect1 = plt.Polygon(rectangle_coords, color='forestgreen', alpha=0.5)\n", + "mg.plotCells(ax=ax1)\n", + "ax1.add_patch(rect1)\n", + "ax1.set_title('Mask inside')\n", + "\n", + "# mask outside\n", + "mg.mask_cells_with_polygon(rectangle_coords, inside=False, **common_opts)\n", + "rect2 = plt.Polygon(rectangle_coords, color='cornflowerblue', alpha=0.5)\n", + "mg.plotCells(ax=ax2)\n", + "ax2.add_patch(rect2)\n", + "ax2.set_title(\"Mask outside\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Masking with nodes instead of centroids \n", + "This time, we'll mask with the nodes of the cells instead of the centroids. We'll show four different masks, each generated with a different minimum number of nodes requires to classify a cell as inside the polygon." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(figsize=(13, 3),ncols=4, sharex=True, sharey=True)\n", + "\n", + "\n", + "common_opts = dict(use_centroids=False, use_existing=False, inside=True)\n", + "\n", + "for min_nodes, ax in enumerate(axes.flat, 1):\n", + " # mask inside\n", + " mg.mask_cells_with_polygon(rectangle_coords, min_nodes=min_nodes, **common_opts)\n", + " rect = plt.Polygon(rectangle_coords, color='forestgreen', alpha=0.5)\n", + " mg.plotCells(ax=ax)\n", + " ax.add_patch(rect)\n", + " ax.set_title(\"min_nodes = {:d}\".format(min_nodes))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load a grid boundary, river, and set of islands using `pygridtools.io`" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { "image/png": 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f//73Mn/nt0qVKkRERDBv3jyioqKIiori3LlzHDx4MM/6pIeHB4GBgfkGcPXq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\n+PiwYMECU57seuCBB/D19ZWAvYdJwIo7ysvLiwULFlC4cGH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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -93,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -135,7 +297,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -144,7 +306,7 @@ "data": { "image/png": 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pgpeXFzVr1sTGxqZIemHQoEEsXrwYY2PjEj+XgIAATExM6N27d4n7SxpClvEy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\nHUmCjYjoyP8Brj7V/VzaQS4AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -174,7 +336,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -183,7 +345,7 @@ "data": { "image/png": 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JiYkhIyODqKgohg4dStmyZXFycnrXj7iQli1bcu3aNSZNmsS6deto3Lgxs2bN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69er/sVifwNEQVWpFrUrVuXRo0aceHCBSorK4VUhL+kZcuWxMbGcvr06ZcEVq1WC6tFqVSKSqXC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\nKSmJ8+fPa/tnzpxpcBiru7s7Pj4+eHl54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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -213,7 +375,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -222,7 +384,7 @@ "data": { "image/png": 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Ed494yPWWgoODiYuL4/PPPy+xcL18+TJRUVFUrVqV4OBg7OzssLGxKTI71l9/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\n13SjEQDs7Ow4duwY2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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -251,9 +413,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ diff --git a/examples/3 - Merging Grids.ipynb b/examples/3 - Merging Grids.ipynb index c3ec999..94c13c0 100644 --- a/examples/3 - Merging Grids.ipynb +++ b/examples/3 - Merging Grids.ipynb @@ -76,7 +76,7 @@ "data": { "image/png": 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47bXXUFdXh2eeeQY//OEPUV1djWXLlmHZsmW44IILxLxwZeODDz4QeSxQWiKR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\nBh6JFA6HlZ+yIuG08/7+fuU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I+H/0Pm5paYHFYkFdXV2PtfX0sac6+npe98fBHqe3fSaTCX/605+C7r3bW6D359JzT8fo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\nJEnDAVhkWXapXUsYnQUwGwAkSRoDoF2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I+H/0Pm5paYHFYkFdXV2PtfX0sac6+npe98fBHqe3fSaTCX/605+C7r3bW6D359JzT8fo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\nJEnDAVhkWXapXUsYnQUwGwAkSRoDoF2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YjBkzBg6HAz/++CM+/fRTbNy4EWFhYRg8eDD69++PgoICxXc5d2LgKVeX6hcG\nHvm0hx9+GH/88Qd27tyJP//5z9d9Xe7eXXUCAgLQu3dv9O7dGwBw8eJFbN++HcuXL4fJZML06dNh\nNBrRuHFjxMTEICYmBlFRUYiKinJNGJdjV/KysjJVLmmqOUqTCGDgkR945plnMGPGDLRo0QJ9+/at\n9DUle3c1ad68OWbPno2MjAy8/PLLeOWVV5Ceno7U1FRcuHABZ86cwfHjx1FQUICioiKYzWZXr8hg\nMCAiIqLacAwNDXWrJ2OxWFQJPIfDwXt4pCoGHvk8vV6PV199FZMmTULTpk1d98bU7N1V59dff0Xr\n1q0RFBSEtm3bVtqy6EasVisuXryI8+fPIyMjA6mpqThx4kSlcHT2oPR6PRo1alQpHKOjo2E0GhEV\nFQWbzYaAgADY7XZFF3PmoBVSGwOP/EJYWBiSk5Mxc+ZMrFixAkajsV717ir6448/EBsb69ExBoMB\nrVu3vm4T26rY7XZcunQJ58+fx4ULF3Dx4kWcOnUKBQUFKCwsRElJiWtlmaoWiwbgWowZKP+Dwrmj\ngvNjxcWhGzRoUOm1ip8bDAbXMWazGb///jtMJlOlxZ4rLhJd24/Vfa3iepsVfz65MWTrHwYe+Y1W\nrVohKSkJL7zwAsaOHVsve3dA+b28mnY5qAudTofmzZujefPmVX594sSJ2LJli9vns1gsrl6k2Wx2\nLRpdUlJS6VFaWorCwkJkZ2fDYrHAYrGgrKwMVqsVVqsVubm52LVrF4KDgz1aMBqAx1+r+HpxcXGt\nFnH2dEHpa18rKCjAhAkTZKl5I86e/k8//VSn83iqtLQUUVFRPr94NJFP6dGjB8aPH48VK1Zg6tSp\nil+2c0dOTs4Nw0gJnr6pOntyRqOxTnUfffRRLFmy5Lo9AOU2btw4fPDBB4r3uKZOnYpNmzYpWnPf\nvn347bffVFk8ul27dorWrA0GHvmdXr16ITAwEHv37sX//u//Ijo6Gr1790a3bt0ghEBgYKCq7cvP\nz1dtWTEAqv0B4HA4VKvNy4sEMPDIDyUnJ+Ppp592Xc5MTU3FF198gXfffReXL19Gw4YN0b17d/Ts\n2RO33norGjZsqGj77Ha74jUrUuvNX81RmkQAA4/8THp6OtLS0irdu4uNjcWjjz7q+jw3Nxdffvkl\ntm/fjvXr10On06FTp064/fbb0aVLF1m2AnJy7pKgFqvVqmoPjz0tUhMDj/xKcnIyxo4dW+33GI1G\njB49GqOZ4ppCAAATn0lEQVRHjwZQPijjq6++wtdff40tW7bAYrEgLi4OvXv3RteuXdG6dWuvvVGf\nP38e0dHRXjlXbRQWFsq+se2NqHlJkwhg4JEfqap3546goCCMGDECI0aMAFDeC/v5559x+PBhfPrp\npygsLESTJk1c9wE7dOhQ617ab7/95tbUArkUFBTIsnqLO3hJk9TGwCO/4U7vzh06nQ69evVCr169\nXK+dOXMG+/fvxxtvvIHs7Gw0atQIPXv2RI8ePdCpUye316Y8ffq0x3PwvEnNwKuPI2ZJWxh45Bdq\n27tzV7t27TBz5kzX51euXMH+/fvx0UcfITMzEwaDAZ07d0avXr1w22233XAIf2ZmZqUgVVpBQYEq\nC0c7MfBITQw88gve6t25q3Hjxhg3bhzGjRsHoHzC76FDh3DgwAG89957sNlsaNeunes+YIsWLRAQ\nEIDc3FxV5+AVFRWpeklTjcDjQBlyYuCRz5O7d+eOkJAQ3H///bj//vsBlO8McOzYMXz11Vf4xz/+\ngaKiIjRv3hxXrlzBL7/8gosXLyIkJAQNGzZEaGgoQkND0bBhQwQGBsr6Bl1UVKRaD4/38EhtDDzy\neUr37tyh1+vRr18/9OvXz/WaJEl48sknceLEiUrLcVVchsu53qNzfUidTucKxrCwMISFhSE8PNz1\nvGHDhpVC0xmcoaGhVYZLYWGhqvfw2NsiNTHwyKfVh96du4QQiIqKwjPPPOP2MXa7HXl5ecjJyUF2\ndjZMJhNMJhPy8vKQkZGB4uLiSuFZVlbmClAAlYJTr9cjPz8fBoMBZ8+edW075NxhwfncYDC4HhU/\nr+q581h3Hna7HWfPngWAKhetrmrham98n3M9TacbhW7F12/03JPvdy5Y7Q5P1u2k2mPgkU+rj727\n6nh6D0un07n2u6vrWoUWiwXJyckIDAzE3Xff7QrHsrIy18NqtVb50WKxuBaBrviw2Wyw2Wyw2+3X\nfXQ+bDYbHA4HSkpKkJycXGlxZ+fHa18DUCksqjrmRh8rnsPhcMBsNrsGHDknv7uzG3lV3+PJcYWF\nhZg4caJb3+9OkLlTu7S0FA6HA8eOHavxe72prKwMRqORi0cTycWXendOao5SDAoKQkhICJo1a4aO\nHTsqXn/8+PFITk5WvO6ECROwefNmxetqbfHo9u3bK1qzNjhGmHyWr/Xu1FzWy8lms6m6tJka3OkZ\nkTYw8Mgn+WLvLj8/X9U5cEB54KkdukRq4W8++SRf690B5fvghYaGqtoGq9XKqQGkWQw88jm+2LsD\nAJPJpOq2QEB5D4+BR1rFwCOf44u9O4CBR6Q2Bh75FF/t3QHl9/DCwsJUbYOaCzirNYeMc9fIiYFH\nPsVXe3dAeeCp3cOz2+3s4ZFm1Tg+WQgRCuBvAJoACAawUpKkvTK3i+g6vty7A8p3KmjZsqWqbWDg\nkZa508P7E4BjkiQNBjAawFpZW0R0A77cuwPKF25mD095nIdHTjX28CRJ2lrh01gAafI1h6hqvt67\nA8q3EFJ7WgI3YSUtc3vJBSHEdwBaorzHR6So5ORk3HfffcjLy1O7KbVWXFzsWgxaLRaLBSUlJaq0\nweFwaKquzWZTvK7ZbIbFYlG8bklJiaL1aivAk+6+EKIrgPclSbruz2whRBsAKQcPHkSrVq2810LS\nPLPZjAULFrh2APBVWVlZCA8PV217HqB8iyK73Y7AwEDFa5tMJkRGRmqirs1mQ0lJieJXJIqLi2E2\nmxEdHa1o3YCAADzxxBPo0qWLonWrkp6ejmHDhgFAnCRJ5yp+zZ1BKz0BZEmSlCZJ0r+FEAYhRGNJ\nkq7I01yiykJCQrBhwwa1m+EXHn/8cUyePBkxMTGK1v3Xv/6Fbdu24YUXXlC07scff4zMzEwkJCQo\nWnf9+vUYNWoU7rzzTkXrUvXcuZg/AMCTACCEaAogjGFH5JuysrIU/+sfAL744otKm+Eq5eDBg/jT\nn5S9C2MymXD+/HnccccditalmrkTeG8CaCKEOALgUwCz5G0SEclFrUErZ86cQY8ePRStaTKZUFpa\nWud9BD21a9cuTJ48mRPe6yF3RmmWABivQFuISEZms1mVe3d2ux3FxcVo0aKFonW3bNmCESNGKFrT\nbDbj559/xpIlSxStS+7h+GQijUhPT0ezZs0Ur/vTTz+hbdu2ivd4jh8/rnjgff755/jrX/+qubmO\nvkJbO0ESaVhaWhqaNm2qeN0vv/xS8ft358+fR2hoqKKDc6xWKw4fPoxPPvlEsZrkGfbwiDRCrcBT\n4/7d5s2b8cADDyha8/Dhw7j77rvRoEEDReuS+xh4RBqRmpqK5s2bK1rTbrejtLRU8Uupv/32GwYN\nGqRYPYfDgb1792LSpEmK1STPMfCINEKNwPvhhx/Qvn17RWseO3YMsbGxiq5beuzYMfTq1Qvh4eGK\n1STPMfCINCInJwcRERGK1jx48KDi9++2bt2KkSNHKlpzx44deOSRRxStSZ5j4BFphMPhUHyk5Nmz\nZ9G9e3fF6tntdmRkZOD2229XrOapU6fQqlUrVUbAkmcYeEQaoMbmszabDRaLBU2aNFGs5p49e9Cj\nRw8YDMoNQP/kk08wc+ZMxepR7THwiDRAjTl43333HW6++WZFa+7bt0/R0ZmpqanQ6/WK36ek2mHg\nEWmAGlMSDh8+rOh6koWFhSgsLIQQQrGa7N35FgYekQacP39e8R7e2bNn0a1bN8XqffjhhxgyZIhi\n9ymzs7ORlZWl+BxDqj0GHpEGpKamKhp4VqsVNpsNjRs3Vqzm999/j3vuuUexehyZ6XsYeEQakJaW\npmjgHT16FB07dlSs3sWLF2EwGBRboLqwsBCnTp3C0KFDFalH3sHAI9KAwsJChIWFKVbvq6++UnT+\n3d/+9jdF97379NNPMX78eFW2WqLa4/8tIj/ncDgUr3n+/HlF79/98ssvGDJkiCK1LBYLvvvuO8Un\nt1PdMfCI/Fx2draiK6xYLBbY7XZERUUpUu/kyZNo0qSJYst6ffnll3jwwQdV2VuQ6oaBR+TnlJ6S\n8PXXX6NTp06K1fvwww8V623ZbDZ88cUXePjhhxWpR97FwCPyc+np6YoG3tGjR9G3b19Fatntdpw7\nd06x+4XfffcdBgwYoPiqNeQdDDwiP6f0lITz588rtn7mgQMH0LlzZwQFBcley+FwYNeuXZgyZYrs\ntUgeDDwiP6fktkAWiwUAFLtnuGfPHsWWEvv3v/8NIYSicwvJuxh4RH5OyXU0Dx06hM6dOytSy2Kx\nICcnR7F627dvx4wZMxSpRfJg4BH5ObPZjAYNGihS6+jRo+jTp48itT766CMMGDBAkblwZ86cQXh4\nOGJjY2WvRfJh4BH5MZvNpugeeGlpaYrNvzty5Ajuu+8+RWpt27YNs2bNUqQWyYeBR+THsrKyEB0d\nrUitkpIS6HQ6RebDXblyBXa7XZEeV2ZmJoqLi3HrrbfKXovkxcAj8mNKrqF54MAB3HbbbYrU2rx5\ns2ILRW/fvh3Tp09XpBbJi4FH5MeUnHT+7bffKnb/7sSJE7jrrrtkr5OXl4eUlBTceeedstci+THw\niPyYknPwMjIy0LVrV9nr/P7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