From 2c400f8119b6e9fd00a518ee90f15e4797be6c92 Mon Sep 17 00:00:00 2001 From: kbonney Date: Wed, 12 Apr 2023 14:21:58 -0400 Subject: [PATCH 1/4] Fixing testing bug --- wntr/tests/test_network_layers.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/wntr/tests/test_network_layers.py b/wntr/tests/test_network_layers.py index cd63d6445..81759035f 100644 --- a/wntr/tests/test_network_layers.py +++ b/wntr/tests/test_network_layers.py @@ -61,7 +61,7 @@ def test_valve_layer_strategic(self): ) self.assertEqual(valves.shape[0], expected_n_valves[N]) - assert_frame_equal(valves, expected_valves) + assert_frame_equal(valves, expected_valves, check_index_type=False) if __name__ == "__main__": From e17fd68d40083f6983ec858e4289e9b2edbb73d9 Mon Sep 17 00:00:00 2001 From: Kirk Bonney <47759761+kbonney@users.noreply.github.com> Date: Thu, 13 Apr 2023 15:25:15 -0400 Subject: [PATCH 2/4] Update quick_check.yml trying old coverage command --- .github/workflows/quick_check.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/quick_check.yml b/.github/workflows/quick_check.yml index 40cc4851c..4eca84e04 100644 --- a/.github/workflows/quick_check.yml +++ b/.github/workflows/quick_check.yml @@ -33,7 +33,7 @@ jobs: python -m pip install -e . - name: Run tests and coverage (unittests plus doctests) run: | - coverage run --source=wntr --omit="*/tests/*","*/sim/network_isolation/network_isolation.py","*/sim/aml/evaluator.py" -m pytest -m "not time_consuming" --doctest-modules --doctest-glob="*.rst" wntr + coverage run --source=wntr --omit="*/tests/*" -m pytest -m "not time_consuming" --doctest-modules --doctest-glob="*.rst" wntr coverage report --fail-under=70 # coverage run --source=wntr --omit="*/tests/*" --append -m pytest --doctest-glob="*.rst" documentation From 9982ed9646c822c15b6f99314fb792a977e51c42 Mon Sep 17 00:00:00 2001 From: Kirk Bonney <47759761+kbonney@users.noreply.github.com> Date: Thu, 13 Apr 2023 15:33:18 -0400 Subject: [PATCH 3/4] Update quick_check.yml restoring coverage command to previous state --- .github/workflows/quick_check.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/quick_check.yml b/.github/workflows/quick_check.yml index 4eca84e04..40cc4851c 100644 --- a/.github/workflows/quick_check.yml +++ b/.github/workflows/quick_check.yml @@ -33,7 +33,7 @@ jobs: python -m pip install -e . - name: Run tests and coverage (unittests plus doctests) run: | - coverage run --source=wntr --omit="*/tests/*" -m pytest -m "not time_consuming" --doctest-modules --doctest-glob="*.rst" wntr + coverage run --source=wntr --omit="*/tests/*","*/sim/network_isolation/network_isolation.py","*/sim/aml/evaluator.py" -m pytest -m "not time_consuming" --doctest-modules --doctest-glob="*.rst" wntr coverage report --fail-under=70 # coverage run --source=wntr --omit="*/tests/*" --append -m pytest --doctest-glob="*.rst" documentation From c66982f5ba1fd612e008b9d876e6798b217d3637 Mon Sep 17 00:00:00 2001 From: kbonney Date: Thu, 13 Apr 2023 16:23:03 -0400 Subject: [PATCH 4/4] Fixing deprecation issues that have turned into errors: matplotlib cmap, dataframe indexing with sets, and dataframe squeezing. fire_flow_demo simulation results are not matching the saved data for me. --- examples/demos/earthquake_demo.ipynb | 381 +++--------------------- examples/demos/fire_flow_demo.ipynb | 92 +++--- examples/demos/pipe_break_demo.ipynb | 68 ++--- examples/demos/segment_break_demo.ipynb | 120 ++------ 4 files changed, 141 insertions(+), 520 deletions(-) diff --git a/examples/demos/earthquake_demo.ipynb b/examples/demos/earthquake_demo.ipynb index 6955e9ec5..1e345e661 100644 --- a/examples/demos/earthquake_demo.ipynb +++ b/examples/demos/earthquake_demo.ipynb @@ -15,11 +15,12 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import wntr\n", + "import matplotlib\n", "import matplotlib.pylab as plt\n", "import numpy as np\n", "import pandas as pd\n", @@ -28,7 +29,7 @@ "np.random.seed(12345)\n", "\n", "# Set colormap for network maps\n", - "cmap=plt.cm.get_cmap('viridis')" + "cmap=matplotlib.colormaps['viridis']" ] }, { @@ -41,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -77,30 +78,9 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "wntr.graphics.plot_network(wn, node_size=0)\n", "plt.scatter(epicenter[0], epicenter[1], s=500, c='r', marker='*', zorder=2)" @@ -118,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -149,41 +129,9 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.figure()\n", "wntr.graphics.plot_fragility_curve(pipe_FC, title = 'Fragility Curve', xlabel='Rate of repair * pipe length')" @@ -198,20 +146,9 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Min, Max, Average PGA: 0.14, 0.27, 0.22 g\n", - "Min, Max, Average PGV: 0.21, 0.63, 0.43 m/s\n", - "Min, Max, Average repair rate: 5e-05, 0.00015, 0.0001 per m\n", - "Min, Max, Average repair rate*pipe length: 2e-05, 1.00628, 0.05147\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Uses RR and fragility curve to calculate leak probabilities \n", "pipe_Pr = pipe_FC.cdf_probability(RR*L)\n", @@ -232,50 +169,9 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Plot Distance to Epicenter\n", "wntr.graphics.plot_network(wn, link_attribute=R, node_size=0, link_cmap = cmap, title='Distance to Epicenter')\n", @@ -296,40 +192,9 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Plot RR\n", "wntr.graphics.plot_network(wn, link_attribute=RR, node_size=0, link_cmap = cmap, link_width=1.5, title='Repair Rate')\n", @@ -347,40 +212,9 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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DyBPz+Pj8KqZW70vzMqLz8suQJAlzS0OiHifrOpRsmamZ3A9+WOD9U7Iy2Rb+tJZ4MykOPUlBO5fyDPatRQ07R1FLLEZMTU1JTs75XZw7dy7GxsYMGjQoz+OWLFlCUFAQM2fOLOwQgSKcHAHM9IyYV/8dRp2Yz6cXVjO5Wm9alS0dT1tfNytrE2KiE3UdRrZUlQEeTSvnu9/12CiWXQ9ia/h10rQa3IzM+Kpmc7p7VcHCwPANRCq8CaNGjdJ1CM8o8tMkmOkZMq/BSHxMyjDx4lp2RVzUdUjFko2tGXGxqboOA4DMTDVXgu5Rxjn3PoZp6izWhV6m/aYFtN++mI23r9Lc0ZP1bftzqOdohvnWEomxhPnmm2+YNm0aAE2bNuXTTz+ldu3aVKhQgaNHjz6z/86dO6lXrx4xMTGFFlORrjn+w0RlwNz6IxhzciFfXl6PRtbS0bmGrsMqVuztLbgYdFdn59dotUTGJhL+OJaTB26QkaEhMTGdv6buQKlUolBISAoFN5xS2JEURqpSg7OhKZP8m9HDqwpWhkY6i11489RqNWfOnCEgIIBvv/2Wffv2ZW/bvHkzv/76KwEBAVhZWRVaDMUiOQIYqwyYU284Y08t4psrG9HIWjq71NR1WMWGnYMlGRka0tIyMTIqvA7QqRmZ3ImKI/xxLLcfPSHkwWPCH8fyMD4FtfbvZ39amUoeFpw/eQvtcRlZfvrQSJYhpbUtRmolg1v582G7xqiUYhKw0qhbt24A+Pv7c+fOnez1Bw8eJCgoiD179mBubl6oMRSb5AhgpNJnZr1hjDu1mO+vbkYja+nmWlvXYRULNramAMQ+ScbJ2fqVypJlmaiEZMIfxxL+OI7QiChuRUZxLyaBuNTM7P0UEjiYG+Nmb0WzquXxLGuLh4M17vZWWJrkXhO8/egJ36/YzZpdFzl7/g5fD2xLFQ8xMG9pY2DwtNeBUqlErVZnr/f09OT27duEhIRQs2bhVo6KVXIEMFLqM7PuMMadXsKP17ai0Wrp6V5X12EVedY2fyfHmIInx4wsNfei45/WAh8/IfRBFLcfPSEiLokMtTZ7P0M9JS7WZtQu70IFZwc8HGzwcLDCxdYSPdWL1fw8y9iw6MO+7D53k5/XHmDQtDW8Vbsi73dvipWpaFqXdm5ubkybNo2uXbuyfv16fH0LrwdLsUuOAAZKPf6sM5QJZ5Yy5cZ2NLKWPh71dR1WkWZjawZAbGzOLhRarZbY6CTuJScR/jiOW5HRhEZEcTc6nuikNP7dCdbW1BBXWwtqVXDFy9EODwdrPByssTEzfq1daSRJom3NijSq7Mns7cdYc/gS+y/eYkLXxnRrWAWlosg/RxSeIzU1FWdn5+zPH3zwwQsd7+3tzcqVK+nZsyfbt2+nXLlyrztEoAh3Ai+ITI2aD88u50TcLSZUaMvAco10HVKRlRCfSo+206hf2xMrC0Mi7kbzOCKeuOhkMmQtd/vZoYoDI7USJytTPBysn9YCy9jgYW+Fm70VRvq6Gfg1LDKG71bs5vLdKLzKWPHNoLb4uon3pIXCVayTI0CWVs3HZ1dwNDaUceVbM9ir9I5X+DzXQyJ5f9RiFA+TMTTRw7aMOWWcrXB2s8fAyZQ5yTeIzczgm2bN6e/np+twnyHLMoFBwfy87gAJqZl0quPDhG5NsBRNbaGQFPvkCJCl1fBZ0EoOPbnJGK8WvF2+ua5DKlLUGi1D31vI3QdxtGhQga8/7fLMPgnp6YzeuoVTDyPp51uZr5u3QK8IPilOTstg1rZjrDt6GWN9FRO6NaFr/SooFOINmdJq2LBh7NixA3t7e65evfrMdlmWGT9+PAEBARgbG7NkyRJq1Mi/K2CJuHmjp1AytWZ/mtv6MPvWfv66uS//g0qRtZvPcPdBPGamBmRptbnuY2FoyLKevRji58eqa1fpv24tcWlpbzjS/JkaGfBp7xas+Xwg7g5W/LB6P31/Wsb1e491HZqgI0OGDCEwMO/Rpnbt2kVoaCihoaHMmzeP0aNHF6jcEpEcAVQKJVNq9qO1nS/zbh9kdvAeSkCl+JVFPopn0arj1K7uipWlEUnJeSc8lULBV81a8HOr1lyMekzH5Uu5WYhvILyK8k62LPukP98PasOjuGQGTF3Fdyt2k5CSruvQhDescePGWFvn3QNj69atDBo0CEmSqFu3LvHx8Tx8mP97/SUmOQIoJQU/+PehnUNVFoYfZmbw7lKdIGVZZsofAUgKiY/HtsPE2ICUlIx8j+vhW5m1vXqTrlbTddUK9obdegPRvjhJkuhYpxI7vh9Oz0ZV2HLyOh2/WsDm41fQakvv/3tx1qaZMf5+hjkWX19fatasmb3MmzfvhcqMiIjAxcUl+7OzszMRERH5Hlcsu/I8j1JS8F31nigvKlhy5yhqrYYJldqXylFb9h25wcWrEYx9uykOduaYmRryIDKuQMdWL+vIzkGDGbZxA6O2b2N8nbq8V7dekfw5mhkZ8HmflnRr6Md3ywP5btU+TpwPYVjHhvh4iDliipPoWA1HA3P2RGjylhFBQUEvXWZuFaSCfI9LVM3xHwpJwdfVutPFsQYr7p1g+rUdpa4GmZiUxm9z9+DpZk33jk8n1TIzNSQ1LTOfI/+vjKkZm/oPoF25csw4fYox27aSlpVVWCG/Mm9nO5Z/OoBvB7Tm2s3HDP16Jd/+FUBsYtEYcEPIn4xMlqzNsbwqZ2dn7t+/n/35wYMHODo65ntciUyO8DRBflG1Gz2carH6/immXt1WqhLkH/P3kZqaxRcfvIVS+fS/2dzMmLR0dT5H5mSo0uPPjp34qF599oTfpuvK5UQmJRVGyK+FQiHRqZ4v635+m16t/Ag8EUy3D+azalcQarVG1+EJ+ZCBLLQ5llfVqVMnli1bhizLnDp1CgsLC8qWzf+V1BLXrP43SZL4rEpnFJKCdQ9Oo9ZqmFi1CwqpxP5NAODi1fvsORRMr87+eHn8f4J6CzMjMjI1aDTa7IRZEJIkMaZOXSra2fHezh10WLaEBV2741+Av766YmpswAcDW9CtRXWmLNrN76uPsGHfBT4f1oZavq66Dk/IgxaZ9BesLfbt25dDhw4RExODs7Mz3377LVl/t3BGjRpF+/btCQgIwMvLC2NjYxYvXlygcktEP8f8yLLMr9d2sur+STqXrc4Xft1KbILMyFQzcPR81Botq/4aiaHB/99qWbctiJkLD7Jz5XuYmb7ceIi3Yp8wZMMGHqel8kPzlvSuUvQHH5ZlmSPnw/hl6V6i49NoUNWNjwa3xNHOQtehCf9RpaoeWwNsc6zr1cXple45vqySmSH+Q5IkPvDtwCC3Bmx9eIFvLm5A+xruZRRFy9Ye51F0Mp+Nb58jMcLT2hRAcgGeWOfFy9qGnYMGU7NMGT7fv5ev9u1FnUffyaJCkiSa+HuxcdoIRnSty9nr9+n5ySLmbjhGesbrv4cadPEO709aQVKy6Fb0omQksuSci66UiuQIT39Bxvm0Y6h7Y3Y+usSX59ehKWYJMuFJEprn3De7cy+GVRvP0rS+F7Wrezyz3dTkn+T4ar+0FoaGLO/Zm4FVqrLi6hUGrFtDfHrR6zD+Xwb6KoZ3rc+GX96moZ8Hi7edoduH89l/5uZrux+dmJTGd79s4+Gj5BcekUh4es8xXVbmWHSlRN9z/C9Jkhjr0walpGBB+CHU57T8WKM3KkXR/xIfPxzM3K/X8OTmQ2q29MW5ggtV65THp6Y7FtamaLUyk2fswMBAyfujWudahsnfyTElteBPrPOiUij4tkVLfB0c+GL/PjosW8qS7j0pb2PzymUXNgcbM6ZO6MKF4AdMXribiTN3UqVcEJ8Na42Xi91LlyvLMlNmBJCUnMm0b3tjaKibgTqKMy0SmRSN38dSlRz/MbpiK1QKBXPDDqA9t5qf/PsW+QS5fuUxMg2Nqda2BqeCo9A7dY/N8w8DYO9iiaWLDcFJqQzrXQ/zPO4nmpo8XZ/0Gt8i6VW5CuWsbRixZRNdVq3gj/YdaVFIQ0i9btUrOrN6ylC2HLzE7HVHGfjFcjo38eXdno0xM3vxAS32HLzG8TO3eXtAAyp4if6VL0NGIl1bNNJSqWlW/9eICi1416slBx5dZ2LgGmLjUnQdUp4y0rO4ef0RjVtVxrmqKyqVgvUXfuCXDeMY/EkHyrjacOvCXZRJGaz5bjtdqkxkzFvT+OPLDezdFMTdkEdoNFpMjZ9Oj1CQt2RehL+jIzsGDsbFzJyR27cy6/SpYtNtSqVU0KNldTZPH0Glek6sfnyNnm/PZmfgpRd6y+bh4wSmz9pDxfL29O8hBl9+WU+78ihzLLpSNFK0jgwr34zj35/nUuwDes+dQ5eO1enfux6WFsa6Di2HK5fuoVFrqV2/Aov/2o+rhzXGpoZUru1J5dqedBzamA49ZtC1fTX83OwJvniHGxfvsH/zOXatPg2Anr4Sx/K2aJVw+sEDGmZUwNTg9c0l42hmxub+A/gwYCfTT57g+uPHTG/fHkNV8WhaJmozOal9iJODOc72Er/MCGTTtiA+eb8D3uWfP3akRqPlm6lbAPjm0y4v1E1KyEmWJbJ0eJ/x30p1crx+4S6RZ2PoNKQ+UWo16zefY+uOC3Tr7E/fnnWxMC8aYwWeORGCUilRqaoLd27H0L5z9Rzbb9x8CJJEgwYVqFXDg2adnm7XaLREhEcTeuUBwZfucv3CbVSmEltPXGPt3WCqlrGjla83Tct74Glr/cqvBhrp6TGrU2dmnT7Fb6dOYhIYyJT2HYv8cGJZGg2jd2wGYHGPnjgNNWf3vqvM+msf77y3lHatKzNqePM8vw+rNpwiODSKzye0o6yD6B70KrRIpMuFNwHciyi1yVGWZeZM3oqZpSFvv9cGQ2N97t57woKlh1iz4Sybt52nexd/+vaoi5mZbudIPnMihAo+ZXgUGYc6S4tvlZydmK9ef4AE+Hjn7JStVCpw9XLA1cuBFl2fvkI4Y/kB1gZeoIOPD6cj7vHzvqP8vO8odsaGNC3vSQuf8tRxd8H4JUf9liSJsXXrIT/OYuMfx4moWh8X16L9kGb6iaNci33Cn2064Gz+NLm1bVWFhvUrMH/xIbbtvMjhozcZNbwZHdr65agZhtx6zOJVJ2hQ25M2zQtvPpPSQkYis4jUHEtt/f/UgRvcuvqQweOfJkYAN1cbvv+yO4vnDsO/uiur1p2hx8BZLFx6RGd91p7EJBF5P4F6jXy4eT0SgAo+OZPghct3KFvGLLurzvP071gbhULCOE5mz/gRHBz/Nt+0b463vS3brgYzas1Wav08i/4LV7P01HnCn8S91P3DZp6eKLMg8mH8Cx/7Jp24f495F8/RvUJFOlaomGObqYkB749tw8LZw3B1seLXP/cwfMxCbtx8+v+Qnp7FVz9txtRUn88mlM7BTV43GciSVTkWXSmVNUeNWsO8qduxdzSnTfdaz2z3cLNl8jc9CQuPYv7iQyxfc4oNW4Lo1a0WvbrVzu4S8yZcOBsOgH+dcmxedwojYxWOzv+fyFyrlQm5FUXj+uULVJ6dlSmt63kTcOwGo3o3xtHCnL41/ehb049MtZqgexEcvBnGgeBbTN5zmMl7DlPGxIhm3uVo5u1FHXcXDPXy/9o4OlkC8LCAowDpwpO0VN4L2IaLiSnfNc+9+xOAp4cdc34fwt4D15g5dx+jxy+nTctKyEoFD6OSmP59T8xf4um28CytLJGu/W+rRTfvxJfK5Lh3y3ke3Y9n0u/9UOnlXYUv52HPlO96ERr2mHmLD7J01UnWbz5Lnx516NGlJsbGhZ8kTx4LxthUn3IVynD96n3KVXDIUUO59yCWtHQ1flXdClzmoM512XU8mHWB53in1/8nJdNXqajv6UZ9TzcmtWvO/bgEjtwKZ++1m2y8eJ3V56+ip5DwdypLS98KNC3vgYuVZa7nsLIyQU9Pwf37T1762guTLMtMCNhOUlYmy7v1wljv+bcRJEmidYvKNKhbnoVLD7Np+wX0jVV07eBHzWrubyboUuDpGzJFo1ld6pJjelomi3/dhaePAw1aVS7QMeXLOfDLD324GfqIeYsOsmj5cdZsPEO/nnXo1rkmxkaFcwNZlmUunA2nek13MjKyePgggSbNc8Z8LfjpoJ2+FZ0KXK6Hkw11Kruwbvd5Bneu+8xrhv9wsbKgf61q9K9VjQy1mjN3HnDg5i0O3gzjh8BD/BB4CCczE5pVKEfzil7UcnNCX/X0KyVJEra2Jty/XzRHEl904RzHIh/wVaOmVLKzz/+Av5mYGDBuTGveal8dI0M9rKxNCzHK0kckRx3avPQYiXFpfPnHwBe+R+RdvgzTf+rLjZsPmbfoAAuWHmPNhtP0712Prm/5v/QbEWnpWcQnpRKbkEp8YhpxianEJ6ZyJ+wxyY8SMNPKnDl0A1kr41PZOcexly7fxchQhatz3sPE52Zot/qM+m4t2w9doWeb/CcbMlCpaOTlTiMvd77u0JI7T+I4fCucfddCWHPhCivOXUZfoaCmS1la+3rT2MuDsmUtiYyMf6G43oRr0Y+ZcuIITZxdGeKX/7XnxsP95d+kEfImI5Euv/jvUWBgIOPHj0ej0TB8+HA+++yzHNsTEhIYMGAA9+7dQ61W89FHHzF06NDnllkqRuX5R2JcCgNbTMG3hhuTFwx/5fKu3Yjgr0UHuXw1EjNTfQb2rU/nDtXRyhCflEpcYhpxCalP/52QypP4ZGLiknkSn0x8YioJyRkkpWaSpc79HW+VAtzvxxN99REAChtzvP1c8PX3xMvXGQ8fRz79cRP29ub88fOAF4pdlmUGT1xKbGIqW/4YheoV+ualZWVxOvw+B4JvcTAkjKjUpw+vLGQVhldT2TBzFPZFpItLSmYmbVcsIk2tZu/At7EyEvcKixLnyha8u65BjnUbB0U9d1QejUZDhQoV2Lt3L87OztSqVYvVq1dTqVKl7H0mT55MQkICU6dOJTo6Gm9vbx49eoS+ft6tvlJVc0yMTyXR1wJtdTsexyXhYGX2SuX5+jjxxy8DuHLtAX8tOsDs+YdYsPE4SXmMUqNSSpib6GNuaoilmTGeLnbYWplhbWmCtYUJluZGWJkbY2VujKW5EUYGesiyzL3gh1w+fpNbIZFcCwpn84JDaDVP/6YprIxo/0nHF45dkiSGdWvAZzO2cfBMCK3qVcz/oDwY6enRtIInTSt4Issyt5/EcSQ0nJ0XrpGmyqB/n9k0b+HDgEGNdN6tZ9L+3USkpLCqWy+RGIsgWZbIesHXB8+cOYOXlxeenp4A9OnTh61bt+ZIjpIkkZSUhCzLJCcnY21tjUr1/POUquRYxtWGRs0qEXDmJvsnhvNWXR+Gd6yHo435K5VbxdeZmdMHcfHyPaZN205mVALmpga071idBo0qYmNpkp3sXrQpL0kS7pWccK/0/3uKWZlq7t96zKaNp9l+5Dq1anu+VNyN/MtRxsaExZuO07Ku92vpiiJJEuVsrSlna83Qev486hrPqpXH2bPrCvv3XqdOPU8GDWmCd8X8R2J+3bYEX2frrRDG1KhFXSeX/A8Q3jgtEhn/SY7R0dHUrFkz+/PIkSMZOXJk9ufcJtA6ffp0jjLGjh1Lp06dcHR0JCkpibVr16JQPL+1VKr6OaqUCr4b1p5tPwyjY92KbD91g06TFvLVogAeRMe/cvnVqrqyfOkYpnzVAxtJxea5R/nzq008DI/B2FD/tfWD09NX4VnJidC0FKw9bajo+XKDHCgVCgZ3rsftyHjOX7+f/wEvoUxZSz74qAOrN7xH7751uHThHu++s5jxY5dw/lz4G3sH+25CPBP376GqjR3v12v4Rs4pvLh/Hsj8e7GzsyMoKCh7+XdihIJNoLV7926qVatGZGQkFy9eZOzYsSQmJj43llKVHP/haGvB14Pbsv3Ht+nawJfAsyF0+XIxE+fv4N7jV+uXJ0kSdRtVYMH69/jomy4kxqcxcewK3h++gJvX8p8OsqBi4pK5FhpFu6aVXynptm/ki5mxHgs3HX9tseXGysqEEaNasHbTeN4e2ZR7d5/wyQer+e7LdVy+eLdQz52p0TB6+2YUksSsjl1Q5VNjEHRHlnkmOeanIBNoLV68mG7duiFJEl5eXnh4eBAcHPzcckv1t6SMtRmTBrZm50/D6dG4Cvsv3KLr10v49K9thD+KfaWylUoFrTr4sWzb+4x8vzV3wqIZN2QBX32wkrt3Xr17y75jwchAm8aV8t33eQz0VfRpV5PzwZGE3ot+5bjyY2JiQN/+9Vm7YTzj3m/DzesP+fDd5Uz8cCUP7r/azzwvvxw/wo24WH5u1RZn81e7hSIULvnvZvW/l/zUqlWL0NBQwsPDyczMZM2aNXTq1CnHPq6uruzfvx+Ax48fc/Pmzex7lHkpVU+r8xOTkMKSwNNsOHKFLLWWpn4ejOnSkHKOtvkfnI+U5AzWLz/GhpUnMfG0wNvbiWEDG+Pu+nJlD/xgERqNllW/v/pT94TkNN4aO5fGNTz5YVznVy7vRaSnZ7F+1QnWrDiBOktLw5H+dGriR1WXMq/lNsSRu+EM3raJnt6V+Ll1u9cQsVCY7CrZ0nVZhxzrzo+6lu8cMgEBAUyYMAGNRsOwYcOYNGkSc+fOBZ5OshUZGcmQIUN4+PAhsizz2WefMWDA83t4iOSYi7ikVJYEnmHdoUtkqLU0ruLGmM6NqPAKo0T/Iz4+hRXrTrF15wUys7TUq+XB24MaU75cwe8b3n8YR59xixgzoBH9O9d+5ZgAfl60h80HrrLl9+E4vOIDqpcR+ySZDRtPMfvOVbJkGScLE3rW8aOzvy/25i/X0To6NYXWyxZhaWjIrgFDis3waaWZrY8tHZbm/AN9bcwlnUywJZLjc8Qnp7F8TxCrD1wgPUtDg0oujOnaCB/XVx/lOT4hlbWbzrBp2znSMzTUrO7C8MFN8amQ/1PcheuOs3j9KTbNHYm9zat1R/rHnMATrDt+gQ0fD8HG3OS1lPkyktMz2HU5hHUnL3D90RMkoLaHI73rVaeZj2f2Gzj50coyAzeu5eyjSLb3HYS3zavX/oXCZ+NjR9slXXKsu/nuBZEci6rElHRW7jvHyn3nSM3UUMfbiXe7Nqayx/MHQS2IpOR0NmwJYu3mM6SlqfGr7MiIwU2p4uuc6/6yLNNjzF9YWRizYMqgVz4/wL0n8XSZthQ/1zIsGtWryIwucyc6jo1nL7Ml6BqxaRmY6Kvo4FeRnnWq4uNo/9w4/wo6w5STR/mucXMG+lXPcz+haLH2saPVou451oW9FySSY1GXlJbB6v3nWb4niJQMNf5eZRnbrTF+5V59cvvU1Aw2bT/P6g2nSE7JopK3AyMGN6W6n2uOJBAS/pihn6zg45Et6dLK75XPq9XK9P9zJbeiYtn+8VDKWL6emujrpNFqOXnrHutOXuBwyF3UWhk3KzN61avGW9UrYWOac+T2y48f0W39Kpo4u7Kgc/cik+yF/FlVtKfpwp451t0ff1okx+IiJT2TNQcusHT3WZLTs6jm6cC7XRvjXyH32t6LSEvPZFvARVasPUliUgbly9kyfFBT6tT0QJIkfl98gI2BF9m+YDQWr2GYrCWHg5i28yjf92xF11oFG4hDlxLS0gm4GMzakxcIjY5HIUF9T2d6169BI293MjQa2ixfRJZGw55Bw7A0FG/BFCeWFe1pNL93jnUP3z8pkmNxk5aRxbpDF1m86zSJaVlUcbPj3W6NqeXt8sq1lYxMNTt3X2LZ6uPExafj4WbFsIFNmLpgD+Xd7ZjxVe/8C8lHeFQs3X5dRi1PJ/4a0aPY1bBuPY5hw5krbDt/jYT0LMwN9LC2M+GGNpY13XpT2+nV/1gJb5ZFRQfqz+uTY130B8dFciyu0jKz2HTkMgsDThGfkomPiy1juzWmro/rKyecrCwNu/dfZfHKo0THpiKbKPl0dBs6Nnu1Wp5ao6XP78u5H5vIzk+HYWumu4cwrypLo+F4yF3WnrxAYkoSrRpWYUh1f12HJbwEc28Has3tn2NdwsdHdJIcS9W71YXFSF+P/i396dHEjy3HrjB/x0ne/X0TFZysGde1MfUqu790ktTTU9KxrR9tW1VhyKA5hKemEB//6tPILjp0huBHsfzct12xTowAekolTX08aerzdOCL4lYDFv5PRkKjLRrvphSNKEoIAz0VvZtVJ2DKSCb2a05sYip//rmLEeMWc/7Sq70id+fWY6JDYrC1NGbDrnMvNKfyf4U+imH23lM09XajXTXvV4qrqBGJsXiTZVDLihyLrojkWAj09VT0aOLHjikj6NO5HtHRSbz/+VrGfrT86TSqL2Hp3P0YGqkY0b8x0bGpnLpw+6XKydJo+Hj5doz0VHzXu61IJkIRI6HWKHMsuiKSYyHSV6no3KE665a9y+i3m3L7Tgyj3l/Ox1+sISy84O8x3wmL4syxMDr3rkPbpr5YmBmwcsupl4rpr32nuBUdz3e92mD9ny4wgqBrsgwarZRj0RWRHN8AA30VfbrXZsOyMQztX5/L1yIY9u5ivvxhEw8i8h9sYfn8g+jpK+nRvz4qlZIe7Wpw8cZD7ka82ORVNyKimHfgDK19y9GqSsFmKxSEN0kGNLIix6IrIjm+QcbGBgzp35D1y8bQp3stTp69zcCRC5g8bTtR0bmPLRdxP5bjB4Lp2KMm5pZPa3pd21RDqZRYs/1sgc+dqVbz8fLtmBvq83XPvKchFQTdklBrFDkWXRHJUQfMzYwY/XYz1i4exVvt/Nh3OJg+w/7it1m7iY3L+SR65YKDKFUKeg38/wCtVhYmNK3jxe7D10lOySjQOWfuPsGd2ER+6N0WC2PD13o9gvC6PG1WK3IsuiKSow7ZWJvywdg2rF74Di2aVGRbwCV6DZnD3EUHSUpKJ+pRAgcDr9GmUzWsbXOOTNOvcx0ysrTsPHgl3/Ncuf+IxYfP0cGvAk0rlSusyxGEVyYjodEociwFERgYiLe3N15eXkyZMiXXfQ4dOkS1atXw9fWlSZMm+ZYpOoEXIfcfxDJvySGOnLiFkaEKT0szbl9/yLIt47Ev8+zsfUM+WkxCYhob545Gocj9xnVGlprOvywmLTOLHZ++jZmRQWFfhiC8NMNyTrj+PCrHOvOftr7y7IPx8fHUr1+fwMBAXF1diYqKwt7++fOVi5pjEeLibM33X3Rj0awhVK7kSHBKPMmuxgTsu0JScvoz+/fvUpeo2FROXQzPs8yohGSSo1J5r1VDkRiFYkHWSjmW/Px79kF9ff3s2Qf/bdWqVXTr1g1XV1eAfBMjiORYJJXzsGfaD31wrlIWtZWKxStP0GPALP5aeJD4+NTs/ZrVrfC0W8/mvLv1GOnpYahW8tfqo0REJ7yJ8AXhpckyaDWKHMs/sw/+s8ybNy/HMbnNPhgRkXO+ppCQEOLi4mjatCn+/v4sW7Ys31hEcizCerf0JxOZTz5vj381V1ZvOEvPQbP5Y85ensQmo1Ip6d62BhdvRHI3jy5BthYmzP2sD5lqDe/8tJqYhFd/9VAQCpOszbm8jtkH1Wo1586dY+fOnezevZvvv/+ekJCQ58YhkmMR1sTPE5VC4uqDx0z+pidL/3qbhnW92Lz9Ar0HzeGX33fRoIYnSqXE2h15d+vxcrblz496EJeUzugpa0hKfbaJLghFg/TCzeqCzD7o7OxM27ZtMTExwdbWlsaNG3Pp0qXnliuSYxFmamRALW8n9gTdRKuVcXO14euJXVixYAQtmvoQuOcqYyaswN7chF0Hr5GSmne3nqpejkwb14X7UYm8+/N60jOy3uCVCEIBySBrFTmW/BRk9sHOnTtz9OhR1Go1qampnD59Gh8fn+eWK5JjEdexfhXiUjK4fDsye52ToxWff9SR1UveoWPbKsQ+TiYrS8P+48+fh7deFXe+G9mO4LvRfPj7ZtRqTWGHLwgvTvufJR8qlYqZM2fSpk0bfHx86NWrF76+vsydOzd7BkIfHx/atm1L1apVqV27NsOHD6dy5ecP+ye68hRxKemZNHt/Nl0b+vJ5/1a57vMkNpl3P1uBQiGxcs7IfAeT2HjgIlOWH6CFfzkmj+mUZzcgQXjTDNydKfPVuBzr7Gav08l4jqLmWMSZGOpTp6Ize4JC8hymzMbalD5d6/DgYSI3bz3Ot8zuzasxqms99p8LY8qyvbne0BYEXZE0Uo5FV0RyLAY61q9CQmomF8Mi8tynZeNK6KkUbA08X6Ayh71Vlz4t/dh8+CpzNh57XaEKwquRJdD+Z9ERkRyLgUZVPNBTSuw6fSPPfUxNDGhYpxz7jwYX6GGLJEl80K857ep6s3jnWVbtfvPNFkHI1QvecywsIjkWA8aG+tSt6MK+cyFotHl/W7q0q0F6hobDJ57ff+sfkiTx1fB2NKjiym9rjrDj2LXXFbIgvBxZNKuFF9ShfuWnTetbkXnuU62yC3bWxmzeWfBaoEqpYOp7XfDzKsP3i3Zz5MKt1xGuILw8+T+LjojkWEw0quKJnlJBwKm8a3eSJNGpbXWuh0YR8TCuwGUb6Kn4/YMeeDpa8cms7ZwLvp//QYJQSCStlGPRFZEciwkjAz3qVXLhwLlQUp8zhmP7llWQJNi++/m9//+h1mi5cCuChbtPk6bUkmEA099fyvWgp4NZaDRaQs6Hc3zXJQLWnGLPhrPcD4t6LdckCM+QQdLkXHRFTM1ajIzv2oT3RyzgwzFL+PnPQZiZGz2zj52NGdUrO7Fz32VGDGyMUvns379HcUmcuH6HQxdDCAqNIC1Lg0ICb0cbBjWuxpkrh/m01x+UL29D2KV7pCdn4FLHi4h7SQD0G9+UgWPbF/r1CqWUDh/C/JtIjsWIh5MNH33SiR+/2MiEkQuZNnsoVtbPzjndtUNNvpyylTMX7lCvpicZWWou3IrgyJUwjlwJIyI2GQBrEwNaVPOiiV956ni7YPb3COExTaozcswirsQk0fKtGtRq5UfFWl7oG+mjUWswtXg2KQvC6yD9/UCmKBDJsZhp2NSH76f14atP1vLe2/P5de5Q7B1yDoRbv2Y5TI312BwQhK2eiplbD3LkcSxKhUQVV3t6Nq5OQ193PMva5Po2jW0ZS1zKlSHexpBP5496ZrsgFCZJ1ByFl1Wzrhc//zmQzyesZNzbC5g+ZyhOLtbZ2/X0lLRtXplNm4O4s+YMspk+0+cMpZ6vO0YGejqMXBDyIRed5CgeyBRTlf1c+XXuENLTsxg3fAHh/3pIEvMoHuP4DPTDoknJUPPzkndpXqO8SIxCsSBpcy66ImqOxVh577L8Pv9tPhy9hAkjF9G5gx+XDl8j5OIDkEHfwxZzOzPcKzrmX5ggFAWi5ii8Lm4edvy5cDhmloZsWHSQuOgk+o1rzfyDnzNifFuiopK5FZr/YBSCUGS8xOuDBZl9EODs2bMolUo2bNiQb5kiOZYAZZ2s+HBqTx7XtafBpDYM/LA9zuUcaNbSF6VSYtfOC7oOURAKRJJBocm55Eej0fDuu++ya9curl+/zurVq7l+/Xqu+3366ae0adOmQLGI5FhCVPdyok5VN5buDSIh5ek0CObmRtSs7cH+vVdfaGDbR9GJuc52KAhvxAvWHAsy+yDAn3/+Sffu3Qs08yCI5FiivN+9GelZGhbs+v9shB07+ZOSnMmZU2F5HifLMrfuRLNw7XH6j5tPj1HzuB0di0VS5psIWxBy+O8Dmdcx+2BERASbN29m1KiCd00TD2RKkPJOtrSsVo61Ry4ysGVN7C1NqVWnHCam+uzYFkT9hhWy91VrtFwJjuDgiWCOnA4hJi4NCfByt2H0gEbE34pmx6LjRD+Mx66spc6uSShl5GdfGfxn9sE8DynA7IMTJkxg6tSpKJXKAocikmMJ816Xxuy/FMac7cf5emAbVColLVtVZvu2C0RFJxJ8+zEHT9zgxLnbpKSpUSkl/HwcGda7Eg1reWFt+fSNm8h7T9ix6DiHdl6i5/AmOr4qoTR50afVBZl9MCgoiD59+gAQExNDQEAAKpWKLl265FmuSI4ljIudJZ3rVmLrqesMa1sHFztL2nWsztbN5+n99lyy9BQYGaioW92d5g19qFPNA2Mj/WfKcXS1wb2CHYHrTqCXlUqnd9qgUIi7MELhkuSny4v49+yDTk5OrFmzhlWrVuXYJzw8PPvfQ4YMoWPHjs9NjCDuOZZIo99qgFKh4I/NhwHwKl8G3+pO6KmUTJvUnV3L3uP7j7vQrJ53ronxH83f8ufe+dvM+WwtEaGP3lT4Qin3oqPyFGT2wZchao4lkJ2FKX2b+LH8wAVCIqKp4GRHv36NmPjZOqIfxKGq4ZFvGUnxqRwMvIS+e1lkdwskMzHYhPAGvGQn8Pbt29O+fc6RovJ6+LJkyZIClSlqjiXU2+3qYqSv5LcNhwCoXduTcuVsWbLkMJmZ6uce+zgyjvf6zOJuaBQD3m0JSiWjPlxGWLgYx1EofEVlPEeRHEsoc2NDhrSuzamQB1wMi0CSJEa+04L4uHR2BeQ9EO7t4Ie812sW8THJ/LTgbfoObcycaQNRKhW8+8lKrgbnPQOiILwyuei8Wy2SYwk2oLk/5kZ6TN9wEFmW8a/pQfnydixdciTX2uPZIzf5/rOVpOormLF6DFVrPW1+u7nY8NevgzAzNWDCxDWcPR/+zLGC8DpIiOQovAFGBnqM7tiAq/eiOXH97t+1x5YkJKSzY0fOVwq3LDvG16OWEJehJdlAxZVbD3NsL2NvwV+/DqasvTmffruRQ8dvvslLEUoLGSSNnGPRFZEcS7juDatiZ27ErxsOoNXKVK/hhre3PcuXHiUjIwuNWsPvX23kr592UqOhFyvWvkf1qs78NnMvQf+pIVpbmTB72kDsDfSYPWkVAQv36+iqhJJM1ByFN0JPpeS9Lo25HZXA3gshT2uPo1qSmJjBhrWn+XzYfALXB9F1SH2+mzsUU3MjfviqO45lzfni+03cuRuTo7xLp28TdysWbRrM/HIFmy6LQS2E10skR+GNaV+rIi42Zvy+6TBqjZZq1dzwcLNixa+BXDt3j/Hfd2Xkp29ld/I2MTFg+uS+6Oup+HDiGmLjUgC4fuk+P32+Hs8K9ize+xnl5rTjw/N7OPQg7/e2BeFFvMyoPIVFJMdSQKlQ8EH3pjyMT2Hj4YvM+34zD47fQqGUMapgi19D72eOcbA35+cfepGYmM4nX6zldugjJo1dhpWNCT/NHoKZuRFT2nehnKklow9sJjQ+JpczC8KLk7RyjkVXRHIsJZpULUdFJ2tmLN/PpvmHadHRj0l/DCZFlnnnvcWE5PIGTMUKZfnys7e4dTuGMWOXIgFT/xqK5d8zHpro6bOsXV8MFSoG7lrNk/TUN3xVQolThOatFsmxlJAkiZ+GdqTM0Xu4Vy1Dv486Ur9BBeb8PhiVSsHYD5Zz+uyzzeOqFcpinZyCg5TF5NmDcXK1ybHd0cScxW168SQznWG715KheX4Hc0F4LvG0WtAF97I2TFn3AQ/19Rk7fgn37j/B3c2WeTOHUqaMOZ99tYGdgf/vIP4g9CGfd51KZlgUH3zRk4pVnHMtt5qdI7826sCluCg+ObIz1yGkBKGgxAMZQSe8a3gwY/pANBqZceOXceduDLY2Zsz9fQhVKzvxy4xAFi49THpqBuMafsHtM2G06uaf633Jf3vLsxLvVanL1rvBzLp04g1djVDSSLIs7jkKuuPhYcefMwYBMG78Mm6HR2FsbMD0n/rSsllFlq8+xfSZu+nxcSdMXe3YczWSI0dvotE8/8/4BzUa09bZi+kXjxF4R3QSF16OeFot6JSbmy1//vH0fuO4Ccu5desxKpWSSZ90YkCfOuw9cIOlK04gGxmiZ23CN99tpnffP1mz9iRJSbnPLyNJEjOadqKShS3jD2/j6hMx66HwgmRAI+dcCiC/2QdXrlxJ1apVqVq1KvXr1+fSpbzHF/iHSI6lmIuzNX/+MRgDAxXjP1hOSMgjJEmiXmVXDB8l4FfJkUUHvmTj+vf55quu2NmbMW/BYXr0/oNpv+7k3r0nz5RpqNJjcZvemOsZMDhwDY9Tk3RwZUJx9qLN6oLMPujh4cHhw4e5fPkyX375JSNHjsw/DlncPS/1Hj6MZ9yEZaSkZvLRe22Y+cEKTC2M+GPbR1jamObYN/TWI9auO8XhIzfRaGSqVrTHJjaRpLhk+n3elWqNfAG4HhtF1+1L8TCzZHOnIRip9HRxaUIxY27uTM06Y3OsS4zb8Nw5ZE6ePMk333zD7t27Afjpp58A+Pzzz3PdPy4ujsqVKz8zCdd/iZqjQNmylsz8czCmpgZM/WU7AD+vee+ZxAhQ3qsMX0zswrrVYxk0sAFmBhLXToTwJDKO9JT/N7crWdvzZ9PO3EyMZfzBLWjF32ChgP7bled1zD74bwsXLqRdu3b5xiFGAhcAcLC3YNafQ/ii9zSiqxhyWRNLGWzy3N/KyoQhgxoBjWDa0Fz3ae1WgU9rNGbK+SNMP3eYj2s2LZzghZJDfrZv4+uYffAfBw8eZOHChRw7dizfUETNUchmZ2vGD0vHIXf3YMS+LUw8Eki6+tU6db9TpS7d3H2YdfU0W8KuvaZIhYLKyMji0rUHLF9/kvnLD+k6nPy9RCfwgsw+CHD58mWGDx/O1q1bsbHJ+w//P0TNUcjBztmGNV0H8OPJAywNvsSpyHv81aY75a3y/zLlRpIkpjTqwJ3EWD4+thMXM0v87Z1ec9TCP2KeJHM1OIKLV+9x8cpd7jyIR/v3Q43yHjaMGNhUtwEWxAv2bSzI7IP37t2jW7duLF++nAoVKuRRUk7igYyQpwP3wphwYDvpGg3fNmhJH++qeTZX8hOXnkaHLQtJUWexs8swnE0tXnO0pY9ao+X2nWiu3ojg/JU7XL0RQWz80/u+KpWCcu421Kjqjp+vC5W8y2JpbqzjiPNnbuJEXd93cqyL1W57brMaICAggAkTJqDRaBg2bBiTJk3Knnlw1KhRDB8+nI0bN+Lm5gY8nbEwvzJFchSe63FqMmP3bOFMzEPaOHvyS7MOWBgYvlRZt+Kf0GnbEsoYmbCty1BM9QzyPWbWR8swtNDj7S/7vtQ5i6KE9HTuhz8hMSENPT3l34sKfT0lqr8/6/9rvZ6eEj2VkpTUDG6EPOTStfucv3yH0PAYMjOf9pK2MDPA17ssNfw8qFLJCS93e/T0lDq+0hdnYeJIXZ+c3WyesCPfRFYYRHIU8qWVZWZdOMmv549jZ2DEnNZd8Xd4uabxkYhwhuxdR30HF5a26YNS8f/b3hnpWSTEphAfm0xCXApnd11k6+876TS6Je9OG/S6LkdnUrOyWHj+LH8FnaHSVT2i7qS80PHGBgpSsjSgUuDiaEG1yq5Uq+xGZR9HHOzMX7pWX5RYGDtS13tEjnVPlDtFchSKtvNRkYzavYnojDQmVK/P2Or1ciS3glp6PYivT+2j6SEjjJJlEuJSSU5IJzMj57tieppM9DVZLDs3GZNi0CTMS6ZGw6orl/jj5HHiszJp5OTMyEq1sVEakpWlyV4yszRkZalRq7VkZqlzbEtJyWDn5iDS07L4bFInmjWrpOvLKhQWxmWp5/V2jnUx+oEiOQpFX2JmBh8f3Eng/TBq2pZhdquuOJg82x8yP306TkWTkImzmw1WtmbY2FlgY2eOpY0pFlYmWNqYcPHibZZ9spZxv/ajXf9GhXA1hUuj1bL15g1+OXaYx2lpVLO1Z1Kz5viXfblad2xsMp98tJI74U94971WdO1W6zVHrHsWRmWp5zksx7oYo90iOQrFgyzLrLt5hS+P70VfoWRG8460dPMq8PFJCan0bDyZ/u80Y+CYFs+UfSbkPvN2Hufc7UeoEjKoXrYs838e/Lovo9DIssy+22H8dOQgd5IS8bKwZFKT5jR2c3/lpm9aWibffLWeoLN36dGzFu+MbolCUfyb0/+wMCpLffchOdZFm+zVSXIUXXmEFyZJEr0rVsW/jBPv7N7E23s3M9C7Kl/Wb4GBMv+v1JVzd0CG6nXKZa9Ta7TsvRDC/IAT3I5KwNxIj3c71CNw43msTIwK8Wper1MP7vPjof1ci32Ck7EJf7TtQPvy3ihe0/1AIyN9Jk/py4xfA9iw/iyPHsUz6Yuu6BuUkF9lWQa1Dofi+ZcS8hMVdMHL0oad3Yfy48kDLLv5tE/k3Dbd8LJ8fp/I8ydDUekpqFDFmbSMLDafuMLiPaeJTkrH0dKEL/u2pGNtHwz0VOxYdRZjI/03dEUv70rUYyYf2s/pRw+xMTDgx2Yt6elbBdVL3JPNj1Kp4IOPOuDoaMWC+Yd5f/xSfvq5H+bmxeePSJ5kIJ+h8d4UkRyFV2KoUvF9o9Y0cfVkwoEdtN+4hO8atKT3c/pEnjsZilvlMvwVeIo1hy+QkqGmkrMNE/u2pkllzxzNxIxMNcZG+Xf50ZWw2CdMPXqIfXfvYKZS8XmDxgzyq46BqnB/tSRJom//BjiUsWTK5G2MHrmAab8NpGxZy0I9b+GTQStqjkIJ0tLNi/29hjNm72Y+PbaHQ3fD+LlZB8z1cya2+NgUQrXppJkpObHnLPUrujCifX2qeT77uhdAZpYGY+OilxwjkhL59dgRtoTexEChYIx/Ld6pWQczgzcba/MWvtjamTHx0zWMGrGAxUtHYZ3LgCHFhoxoVgslj4OJKes69WfmhZPMuHCC82sXMLdNV2rY/z/xxUUl4pCkwcHalo/HdMCjjHWe5Wk0WtRqGZMilByfpKYy8/QJVl29jAwMqFyVcXUbYGOsu65GVau6MnvuMHbuDMLq75khiy1ZBo1IjkIJpFQoGO/fgIbO7ozes5nu21byQY0GvFu9HgpJQkYmNSqNfg2qPTcxAmRkPB30wtBQ92NBJmVkMP/cGRacDyJDq6VLeW8+aNgYJzNzXYcGgKubLaPHtNV1GK+BeCAjlHD+Dk7s7TWcjw7uZNr54xy5d5uZrbtg+HctMD0tM98y0jKe7mNkkHdyVGdpeBKVgKRUYufw+t8SyVCrWX7pAn+ePkmSOosWru582rgpXtYvNxCHkA8ZZFFzFEo6CwND5rXpxpqbl/nq+D5arlvAj9We9mtMTylAckzLAiArQ82DsMekp2aSlJDKnZBHhFy+y61rD3h4JxaLMqbEpMoYGqlwcrPGy9sRr4qOeHg54FbOHnOLF2/yqrVaNl6/yvTjR4nJSKe2Q1kmNm1OVYcyL1yW8AKKULNadAIX3ojQuCe8s3sjt2Pj8fk9llZ961C9sTcJCanEx6UQG5vMkydJxMenkJiYRlJiOsmpWaiMFWhDY1D+nUxdfe25d/MJJhaGuFVwwLuqG85eZdAoFdwKjuTWzUge3HlCetrTJrkM9BvTiMHDWhSoVqmVZXaFhjD16EEepKTgY2XNpKYtqO/iWpg/HuFvFkob6hp2yLHuic/1fDuBBwYGMn78eDQaDcOHD+ezzz7LsV2WZcaPH09AQADGxsYsWbKEGjVqPLdMUXMU3ojyVjYE9BjGt8f2EuRzhoDdV9h56Eb2diMjFWZmBpibG1G2rCWVfE2xsTajjJUpKrUGQ2N9DI30sbQ1o4ybDdZ2ed/rk2WZJ9FJ3LkVRWDAJVYsO0PVauWo4e/x3GOO3rvLj4f2E5oQj5upGXPad6J1Oa8SMaBDsSHzwjXHfybY2rt3L87OztSqVYtOnTpRqdL/3z/ftWsXoaGhhIaGcvr0aUaPHs3p06efW65IjsIbY6hS8VPTdsRUa8SD8CdYWhpjbmGEhbkxStXr6ywtSRK29ubY2ptT1d+ds91msHbV8TyTY/CtSL44e4Dz0Y9xMDTil5Zt6VLR56UG1RBejSzLL3zP8cyZM3h5eeHp6QlAnz592Lp1a47kuHXrVgYNGoQkSdStW5f4+HgePnxI2bJl8yxXJEfhjbO1NMW2+pvpi6dvoKJTZ39WrzxJxINYnJz//4Q86lE8f/0WyMGToWR4m/DZ8EYM9q9R6B24hbzVb1ObmJhbOdalpaVRs2bN7M8jR47MMbVqbhNs/bdWmNckXCI5CqVa5241WbvmFBvWnWL8B+1JTclg1cLDbF59CoAWb1Vh+7XbOGeaiMSoY4GBgS98TEEm2HqRSbj+Ib4JQolna2tGw4bl2b3rMq6O1qyYd5DkxAwatazIyAltsbW34MS7s9lx6BLt/553Wyg+CjLBVkEn4fo3cVNFKBV69a2PJlPNrD/3UNbJkt+XDOeLKX2wL2OJQiHRtqEvF28+JC4xVdehCi/o3xNsZWZmsmbNGjp16pRjn06dOrFs2TJkWebUqVNYWFg8t0kNIjkKpURFH0fKNfZA8rRg2oLhVKzsnGN720a+aGXYf+qmjiIUXpZKpWLmzJm0adMGHx8fevXqha+vL3Pnzs2eZKt9+/Z4enri5eXFiBEjmD17dr7lin6OQqkRdPUe475bz/tDm9GzXc4+brIs0+P9+ZiZGLDkx+IzsK5QeETNUSg1/H1dqOhhy5KNJ8jMUufYJkkSHZpUIfhODI9iEnUUoVCUiOQolBqSJDGqfxPiEjPYcfDqM9vbNPABYM+JG89sE0ofkRyFUqVWFTfKu9mwaP1xsv4z+ouTvSVeLtbsOHxZR9EJRYlIjkKpIkkSo/s3ITYhnYBD157Z3rFJVe49SiT8wRMdRCcUJSI5CqVOHT93yrlYsXDdMdT/qT22qlcRSYLAY88mTqF0EclRKHWe3ntsSkx8GoFHrufYZmNpQhUvB3Ydu5brWxVC6SGSo1Aq1a/ugbuTJQvWHUP9n9nu3mrqR1RcKtdvP9JRdEJRIJKjUCpJksSofk2Iik1lz9GcT6eb1iqPUiGx66hoWpdmIjkKpVajmuVwLWvB/LVH0Wj/X3s0MzGkdmUX9py4kWO9ULqI5CiUGLIsk56ajvo/HbzzIkkS7/RtzOMnKew7Hpy9PuZRAgbhiajuJ/HhpDWcvXAHrVbcfyxtxOuDQokRfPYW4xp8xQ9bP6Z2u+oFOkarlekzfgEarZbZX/Ri7ez97NkQhCzLVG5cnitxSaSkZmFva0L3zrVo36oK5mZGhXwlQlEghiwTSgwjE0MA0pIzCnyMQvG09vjttxsZ2uQnJIVEs87VGfheaxycrcnMUnPo6E3WbznNnIWHmL/0CE0blKdHl9r4VHj+qC5C8SZqjkKJkRibzBdD/sDCwZ5v/xqGooDTHGi1Mh/2/Y075x8wa+/nOLrb5bpfWHgUG7aeZd+hG2RmaXF3saJX1zq0aOJTJObWFl4vcc9RKDHMrU2p07Y2QcdvM+v7rQXup6hQSPQY3Jz05AyunAjNc79yHvZ8OqEDW1a9x/hRLcjMUvPzH4F06f8nM+bs4Z54q6ZEETVHoUSRZZk5k7exfeVp+o5qyqBxrQt83JhWPxIflcTSMz+gX4CaoCzLXL72gPVbznDi9G00WpnKPmWY9kMfjAz1X/VSBB0TyVEocUJvRPDjh2uIeZyAhaMlDVv6UqNWOar4uWBsYpDncReOBjOx5x+M+LY73d5p8ULnjI1LYXvgRS5fvcP0H/u/6iUIRYBIjkKJkJ6WyZE9V9m88jjhIdEoVRIqpQKNLKPWV6HRgqQAd08batUpT41anvhWdclxr/DCkWC+HTgLGzsDft/3LaaWJjq8IkHXRHIUirW7YVFsW3uK/Tsukp6qxsHJgi796tHyreqcOxHKlE/X88nk7lg6WHD+7G2CToUSHvYErVZGoZTwqWiP5m4UkWFRpCZmgAQg0/PHHgwb0UrXlyfokEiOQrG1YEYAG5acQqmSqNOkAl37NaByDbfsKTc1Gi3D3pqOSk/J/M0Tsp9ep6VmcvXyfc6dDWPXvH2khdxHaW6Bk5cdVRtU4GZkPNdTMlg2exguTtbPC0EowUQ/R6HYqt3IG3MLU1p39sfS+tkmsFKpYNCYVvwyaSMnDwbToEUlAIyM9alR04MzJ0Kw8HLA0kjJF/NHUd7PDYAnccn0HT6PGXP2MP2HPm/0moSiQ9QchRJNo9YwuMN0jIz1mbdpPJIkERebzNefrCH42kM6dK3OqPFtMDDI+XR6xfqTzF92jGnf9qBWDQ8dRS/okujnKJRoSpWSQaNbcv/2E84cCeHG1QeMHDCHWyGP+firToz/pOMziRGgV5da2NkY8+uc3c8MiCuUDqLmKJR46iwNg9r/gqxSEpeUgZW1MT9M70e58mWee9zRk6F8MXkLY4c3o2fnmm8oWqGoEDVHocRT6SkZNq4NSn2o7OfMX8tH55sYARrW9aKKT1kWrjhKQmLaG4hUKEpEzVEoNdRqDQqFAoVCKvAxt+9GM+y9JXRsXYWPxrYtxOiEokbUHIVSQ6VSvlBiBPB0s6NDq8rs2HOF8LsxhRSZUBSJ5CgI+RgxqAmGBip+nR0oJt0qRURyFIR8WFoY8/aAhly+/pATZ8J0HY7whojkKAgF0LVDDco6mDFj7h6yskTXntJAJEdBKACVSskHY9oQE5vKlRsPdB2O8AaIp9WC8AIeRyfiYGeu6zCEN0AkR0EQhFyIZrUgCEIuRHIUBEHIhUiOgiAIuRDJURAEIRciOQqCIORCJEdBEIRciOQoCIKQC5EcBUEQciGSoyAIQi5EchQEQciFSI6CIAi5EMlREAQhFyI5CoIg5EIkR0EQhFyI5CgIgpALkRwFQRByIZKjIAhCLkRyFARByIVIjoIgCLkQyVEQBCEXIjkKgiDkQiRHQRCEXIjkKAiCkAuRHAVBEHLxP3yFhVajJz4hAAAAAElFTkSuQmCC\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Plot Probability of Minor Leak\n", "wntr.graphics.plot_network(wn, link_attribute=pipe_Pr['Minor Leak'], node_size=0, link_cmap = cmap, link_range=[0,1], link_width=1.5, title='Probability of a Minor Leak')\n", @@ -400,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -441,32 +275,9 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'Time (hr)')" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Rank leaked demand\n", "leaked_demand = results.node['leak_demand']\n", @@ -482,21 +293,9 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Leak329 11.914779\n", - "Leak171 1.376890\n", - "Leak159 1.177374\n", - "Leak131 0.873048\n", - "dtype: float64\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Select top pipes to fix\n", "number_of_pipes_to_repair = 4\n", @@ -514,7 +313,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -551,52 +350,9 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pressure = results.node['pressure']\n", "pressure_wrepair = results_wrepair.node['pressure']\n", @@ -634,32 +390,9 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'With Repair')" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "expected_demand = wntr.metrics.expected_demand(wn)\n", "demand = results.node['demand'].loc[:,wn.junction_name_list]\n", @@ -697,32 +430,9 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'With Repair')" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Note that water service availability of NaN is replaced with 0 for the population impacted calculation\n", "population = wntr.metrics.population(wn)\n", @@ -755,7 +465,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -779,7 +489,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "wntrdebug", "language": "python", "name": "python3" }, @@ -793,7 +503,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.10.10" + }, + "vscode": { + "interpreter": { + "hash": "45e5fc2add644b17ca9d771f06d4d0791b1baf8fc0ad9b13d75afaf563ce7ce4" + } } }, "nbformat": 4, diff --git a/examples/demos/fire_flow_demo.ipynb b/examples/demos/fire_flow_demo.ipynb index fa41973e1..4d1e1830e 100644 --- a/examples/demos/fire_flow_demo.ipynb +++ b/examples/demos/fire_flow_demo.ipynb @@ -15,16 +15,17 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import wntr\n", + "import matplotlib\n", "import matplotlib.pylab as plt\n", "import numpy as np\n", "\n", "# Set colormap for network maps\n", - "cmap=plt.cm.get_cmap('viridis')" + "cmap=matplotlib.colormaps['viridis']" ] }, { @@ -37,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -60,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -90,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -124,7 +125,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -142,7 +143,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -167,7 +168,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -205,6 +206,7 @@ " sim_pressure = sim_results.node['pressure'].loc[start_time::, nzd_junct]\n", " sim_pressure_below_pmin = sim_pressure.columns[(sim_pressure < minimum_pressure).any()]\n", " impacted_junctions = set(sim_pressure_below_pmin) - set(normal_pressure_below_pmin)\n", + " impacted_junctions = list(impacted_junctions)\n", " \n", " except Exception as e:\n", " # Identify failed simulations and the reason\n", @@ -227,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -253,40 +255,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#Plot junctions impacted due to increased fire flow\n", "wntr.graphics.plot_network(wn, node_attribute=num_junctions_impacted, node_size=20, link_width=0, \n", @@ -309,7 +280,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -317,10 +288,10 @@ "\n", "# Test simulation results\n", "# Import expected results\n", - "junct_test = pd.read_csv('../../wntr/tests/data_for_testing/fire_flow_demo_junction_test_data.csv', index_col=0, squeeze=True).to_dict()\n", + "junct_test = pd.read_csv('../../wntr/tests/data_for_testing/fire_flow_demo_junction_test_data.csv', index_col=0).squeeze('columns').to_dict()\n", "junct_test = {str(key): value for key, value in junct_test.items()}\n", "\n", - "people_test = pd.read_csv('../../wntr/tests/data_for_testing/fire_flow_demo_people_test_data.csv', index_col=0, squeeze=True).to_dict()\n", + "people_test = pd.read_csv('../../wntr/tests/data_for_testing/fire_flow_demo_people_test_data.csv', index_col=0).squeeze('columns').to_dict()\n", "people_test = {str(key): value for key, value in people_test.items()}\n", "\n", "# Check if simulation results match expected results\n", @@ -333,12 +304,32 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "num_junctions_impacted.keys() == people_test.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pd.Series(people_test).sort_index()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pd.Series(num_junctions_impacted).sort_index()" + ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "wntrdebug", "language": "python", "name": "python3" }, @@ -352,7 +343,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.10.10" + }, + "vscode": { + "interpreter": { + "hash": "45e5fc2add644b17ca9d771f06d4d0791b1baf8fc0ad9b13d75afaf563ce7ce4" + } } }, "nbformat": 4, diff --git a/examples/demos/pipe_break_demo.ipynb b/examples/demos/pipe_break_demo.ipynb index 745055c92..21bb9a034 100644 --- a/examples/demos/pipe_break_demo.ipynb +++ b/examples/demos/pipe_break_demo.ipynb @@ -15,16 +15,17 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import wntr\n", + "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Set colormap for network maps\n", - "cmap=plt.cm.get_cmap('viridis')" + "cmap=matplotlib.colormaps['viridis']" ] }, { @@ -37,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -60,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -87,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -119,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -138,7 +139,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -169,6 +170,7 @@ " sim_pressure = sim_results.node['pressure'].loc[start_time::, nzd_junct]\n", " sim_pressure_below_pmin = sim_pressure.columns[(sim_pressure < minimum_pressure).any()]\n", " impacted_junctions = set(sim_pressure_below_pmin) - set(normal_pressure_below_pmin)\n", + " impacted_junctions = list(impacted_junctions)\n", " \n", " except Exception as e:\n", " # Identify failed simulations and the reason\n", @@ -191,7 +193,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -217,40 +219,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#Plot junctions impacted due to pipe breaks\n", "wntr.graphics.plot_network(wn, link_attribute=num_junctions_impacted, node_size=0, link_width=2, \n", @@ -273,7 +244,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -281,10 +252,10 @@ "\n", "# Test simulation results\n", "# Import expected results\n", - "junct_test = pd.read_csv('../../wntr/tests/data_for_testing/pipe_break_demo_junction_test_data.csv', index_col=0, squeeze=True).to_dict()\n", + "junct_test = pd.read_csv('../../wntr/tests/data_for_testing/pipe_break_demo_junction_test_data.csv', index_col=0).squeeze('columns').to_dict()\n", "junct_test = {str(key): value for key, value in junct_test.items()}\n", "\n", - "people_test = pd.read_csv('../../wntr/tests/data_for_testing/pipe_break_demo_people_test_data.csv', index_col=0, squeeze=True).to_dict()\n", + "people_test = pd.read_csv('../../wntr/tests/data_for_testing/pipe_break_demo_people_test_data.csv', index_col=0).squeeze('columns').to_dict()\n", "people_test = {str(key): value for key, value in people_test.items()}\n", "\n", "# Check if simulation results match expected results\n", @@ -302,7 +273,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "wntrdebug", "language": "python", "name": "python3" }, @@ -316,7 +287,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.10.10" + }, + "vscode": { + "interpreter": { + "hash": "45e5fc2add644b17ca9d771f06d4d0791b1baf8fc0ad9b13d75afaf563ce7ce4" + } } }, "nbformat": 4, diff --git a/examples/demos/segment_break_demo.ipynb b/examples/demos/segment_break_demo.ipynb index d078a13f4..089e42d45 100644 --- a/examples/demos/segment_break_demo.ipynb +++ b/examples/demos/segment_break_demo.ipynb @@ -15,15 +15,16 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import wntr\n", + "import matplotlib\n", "import matplotlib.pylab as plt\n", "\n", "# Set colormap for network maps\n", - "cmap=plt.cm.get_cmap('viridis')" + "cmap=matplotlib.colormaps['viridis']" ] }, { @@ -36,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -57,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -82,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -114,13 +115,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Generate valve layer\n", "valve_layer = wntr.network.generate_valve_layer(wn, placement_type='strategic',n=2, seed=123)\n", - "G = wn.get_graph()\n", + "G = wn.to_graph()\n", "\n", "# Assign network junctions and links to a segment\n", "node_segments, link_segments, seg_sizes = wntr.metrics.valve_segments(G, valve_layer)" @@ -135,30 +136,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Graph valve layer\n", "wntr.graphics.plot_valve_layer(wn, valve_layer, add_colorbar=False, include_network=True)" @@ -166,30 +146,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Graph segments within network\n", "wntr.graphics.plot_network(wn, link_attribute=link_segments, link_cmap = cmap, node_size=0, link_width=2, add_colorbar= False)" @@ -206,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -241,6 +200,7 @@ " sim_pressure = sim_results.node['pressure'].loc[start_time::, nzd_junct]\n", " sim_pressure_below_pmin = sim_pressure.columns[(sim_pressure < minimum_pressure).any()]\n", " impacted_junctions = set(sim_pressure_below_pmin) - set(normal_pressure_below_pmin)\n", + " impacted_junctions = list(impacted_junctions)\n", " \n", " except Exception as e:\n", " # Identify failed simulations and the reason\n", @@ -264,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -294,40 +254,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#Plot junctions impacted due to segment breaks\n", "wntr.graphics.plot_network(wn, link_attribute=num_junctions_impacted, node_size=0, link_width=2, \n", @@ -358,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -366,8 +295,8 @@ "\n", "# Test simulation results\n", "# Import expected results\n", - "junct_test = pd.read_csv('../../wntr/tests/data_for_testing/segment_break_demo_junction_test_data.csv', index_col = 0, squeeze = True)\n", - "people_test = pd.read_csv('../../wntr/tests/data_for_testing/segment_break_demo_people_test_data.csv', index_col = 0, squeeze = True)\n", + "junct_test = pd.read_csv('../../wntr/tests/data_for_testing/segment_break_demo_junction_test_data.csv', index_col = 0).squeeze('columns')\n", + "people_test = pd.read_csv('../../wntr/tests/data_for_testing/segment_break_demo_people_test_data.csv', index_col = 0).squeeze('columns')\n", "\n", "# Check if simulation results match expected results\n", "num_junctions_impacted.index = num_junctions_impacted.index.astype('int64')\n", @@ -387,7 +316,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "wntrdebug", "language": "python", "name": "python3" }, @@ -401,7 +330,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.10.10" + }, + "vscode": { + "interpreter": { + "hash": "45e5fc2add644b17ca9d771f06d4d0791b1baf8fc0ad9b13d75afaf563ce7ce4" + } } }, "nbformat": 4,