From d138211dac505c9fd45ec85b9ab826934d1ddf59 Mon Sep 17 00:00:00 2001 From: Scott Date: Fri, 15 Feb 2019 16:45:37 -0700 Subject: [PATCH] Update cem.ipynb: include curl command to make local copy; import from pymt.models instead of pymt.plugins --- docs/demos/cem.ipynb | 106 +++++++++++++++++++++---------------------- 1 file changed, 53 insertions(+), 53 deletions(-) diff --git a/docs/demos/cem.ipynb b/docs/demos/cem.ipynb index 5b839a4d..96439899 100644 --- a/docs/demos/cem.ipynb +++ b/docs/demos/cem.ipynb @@ -15,6 +15,9 @@ "\n", "* Link to this notebook: https://github.com/csdms/pymt/blob/master/docs/demos/cem.ipynb\n", "* Install command: `$ conda install notebook pymt_cem`\n", + "* Download local copy of notebook:\n", + "\n", + " `$ curl -O https://raw.githubusercontent.com/csdms/pymt/master/docs/demos/cem.ipynb`\n", "\n", "This example explores how to use a BMI implementation using the CEM model as an example.\n", "\n", @@ -43,8 +46,6 @@ "metadata": {}, "outputs": [], "source": [ - "from __future__ import print_function\n", - "\n", "%matplotlib inline" ] }, @@ -64,22 +65,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "\u001b[32m✓ Avulsion\u001b[39;49;00m\n", - "\u001b[32m✓ Plume\u001b[39;49;00m\n", - "\u001b[32m✓ Sedflux3D\u001b[39;49;00m\n", - "\u001b[32m✓ Subside\u001b[39;49;00m\n", - "\u001b[32m✓ FrostNumber\u001b[39;49;00m\n", - "\u001b[32m✓ Ku\u001b[39;49;00m\n", - "\u001b[32m✓ Hydrotrend\u001b[39;49;00m\n", - "\u001b[32m✓ Child\u001b[39;49;00m\n", - "\u001b[32m✓ Cem\u001b[39;49;00m\n", - "\u001b[32m✓ Waves\u001b[39;49;00m\n" + "\u001b[33;01m➡ models: Avulsion, Plume, Sedflux3D, Subside, FrostNumber, Ku, Hydrotrend, Cem, Waves\u001b[39;49;00m\n" ] } ], "source": [ - "from pymt import plugins\n", - "cem = plugins.Cem()" + "import pymt.models\n", + "cem = pymt.models.Cem()" ] }, { @@ -170,8 +162,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/huttone/anaconda/envs/excom_demo/lib/python3.6/site-packages/pymt/utils/decorators.py:60: UserWarning: Call to deprecated function get_grid_size.\n", - " name=func.__name__\n" + "/home/scotts/csdms_pymt_feb/pymt_python/conda/envs/pymt5/lib/python3.7/site-packages/ipykernel_launcher.py:6: DeprecationWarning: Call to deprecated method get_grid_size. (use get_grid_number_of_nodes)\n", + " \n" ] } ], @@ -194,7 +186,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -203,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -219,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -228,7 +220,7 @@ "array([ 0.])" ] }, - "execution_count": 15, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -254,7 +246,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -270,7 +262,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -279,6 +271,14 @@ "text": [ "Type of grid: uniform_rectilinear (2D)\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/scotts/csdms_pymt_feb/pymt_python/conda/envs/pymt5/lib/python3.7/site-packages/ipykernel_launcher.py:2: DeprecationWarning: Call to deprecated method get_grid_rank. (use get_grid_ndim)\n", + " \n" + ] } ], "source": [ @@ -299,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -330,7 +330,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -345,7 +345,7 @@ " [ 178., 178., 178., ..., 178., 178., 178.]])" ] }, - "execution_count": 19, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -364,7 +364,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -389,12 +389,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -425,7 +425,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -446,7 +446,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -455,7 +455,7 @@ "'kg / s'" ] }, - "execution_count": 23, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -466,7 +466,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -475,7 +475,7 @@ "(0.2, 'd', 0.0)" ] }, - "execution_count": 24, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -493,7 +493,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -508,7 +508,7 @@ " [ 178., 178., 178., ..., 178., 178., 178.]])" ] }, - "execution_count": 25, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -523,7 +523,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -532,7 +532,7 @@ "2999.0" ] }, - "execution_count": 26, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -543,12 +543,12 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -566,7 +566,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -575,7 +575,7 @@ "array([ 320., 0., 0., 0., 0.])" ] }, - "execution_count": 30, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -595,7 +595,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -610,7 +610,7 @@ " [ 178., 178., 178., ..., 178., 178., 178.]])" ] }, - "execution_count": 31, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -626,12 +626,12 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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NRjqxNCHe1lWUsnJOc2FmvVSTLKkRseFYzy2d0bwW8C7gJXnXxcAJEfHYKOd0MwNgFrBy4qdLmNnjRaUJ8bomf6YeBGwdEUdJ2gqYERFXtDu3tPnoeNLazN/M2wfnff9vlHNOoeIMgGsIYFX//wcys0kiqMvglm8CA8DewFHA34BvAM9vd2JpUHh+ROzUtP1rSdeOdkKXMgAOv4n7FMyst2pQUwB2i4hdJF0NkFtk1i45sTQorJK0TUT8GUDS0+hwNZ9sXBkA1xABj7n5yMx6qAZ9CsBjkqayOgvFk0g1h7ZKg8JHSUOcbiElWHoqI0yzHqPiDICS5gJzAZi2oZuPzKyHoi5B4aukBXY2k/Q50pDUT5ScWDr66MK8TvP2pA/wP0bEo21Oa2VcGQBzWeaRUm6gdTePmrTvmdlkUJPJaxFxmqSFpJQZAvaLiBtLzu1kkZ3nkUYNTQN2kkREnDr6KWsYbwbAoZw628x6rQZfRCU9G3gG6Yv3jaUBAcqHpH4H2Aa4htV9CcHQkUXDz6k8A+AanDrbzHqpz2sKkp5I+rK9FXAdqZbwbEm3A3Mi4oF21yitKcwCdsijg4p0OQNg40QHBTProb7vUzgKWADsHREDALnD+T+AzwHvbXeB0qBwPfBk+mINhSYefWRmvdbHNQVSFtTnNAICQESskvRxYFHJBUYNCpJ+QqowbQj8QdIVwGAHc0S8biylrpQT4plZr/R/mosVEbHGN+WIWCmpaHBQu5rCF8dUrF7p8/Y9M5uEqlt57YOkrBBB+hZ/CDCDtBbCpsBVwMERsaKDy647bG3mwdsB65RcYNSgEBG/yYVfH3g4r62wHalX++cdFLQ7PPrIzHqpojVcJG0BvI/UV/uwpDOAN5MG3HwpIk6X9C3gUFLan1JLGbo2c7P/LblAaZ/CJcCLJW0CXEjqyPgnJnpJTnc0m1mvVdd8NA14gqTHgPVIH+h7A2/J788HPk0HQSEi9qqiUCUUEQ/loaRfi4gvSLpmvDevhIOCmfVSBUEhIu6U9EXS0PyHgV8CC4H7mvoEGul+eqo4KEh6AalmcGjeN7U7RepEwDSPPjKzAlV9VJT3KUyXtKBpe17OyEBudZkDbA3cB5xJyhY9XM87TUuDwvuBI4GzI+KGnBDvou4Vq5CAqe5oNrMCVQSFzga3LI+IWSO8ty9wa0T8BUDSWcALgY0lTcu1hRHT/Ywmr6WwZUTc0fbgFkpzH11C6ldobN9C6iSZWAqY6iGpZtYrlU1eux3YXdJ6pOajfUh9tReRktedztBUQOUljAhJPyalJupYJ7mP+o+AtdynYGY9UtEiOxFxuaQfkoadrgSuJiX6/BlwuqSj876TxniLyyQ9PyKu7PTEegcFAqY5KJhZD1U0+igiPkXKCdfsFmDXCi6/F/BOSbcBfyd9hY6IeE67E+sdFISbj8yst+oxYbZVp3WR0iypXwCOJrV9nQ/sBHwgIr471htXQq4pmFkPRdQiKETE/0h6EbBtRHw7r7y2Qcm5pTWFl0fExyS9njR29gBSh8jEBwX3KZhZL/V37iMAJH2KlN16e+DbwFqkz+s92p1bGhTWyj9fBXw/Iu5Jo54mmIC1PE/BzHqoBovsAK8HdiZ1ZBMRd0nasOTE0qDwE0l/JDUfvTtXRR4ZS0kr1wexycweJ/o/S2rDijw0NWAwf12R0nkKR0g6Fngg5+b+O2k23sRSuKZgZj1Ujz4F0gqXJ5Amw/0r8Hbgv0pOLO1oPgA4PweETwC7kDqei7LudY0CptWiKmdmk0UNagoR8UVJLwMeIPUr/HtEXFBybmnz0Scj4szcm/0K0joLxwO7jaXAeezsg6T1nldGxCxJmwI/AGYCtwFvioh7R78QHn1kZr1TkzVcJB0bEYcDF7TYN6rSoND45H01cHxEnCPp0x2XdKi9ImJ50/YRwIURcYykI/L26A/g0Udm1ms1qCkAL2PNz89Xtti3htKgcGdun9oXOFbSOsCUjorY3hxgz/z7fOBiioKC+xTMrEci+noJYEnvAt4NPE3SdU1vbQj8ruQapUHhTcBs4IsRcZ+kGcBHOynsMAH8MveMn5DTyW4eEUsBImKppM2KruQ+BTPrpf6uKXyPtCrmf5BaWxoejIh7Si5QOvroIUl/Bl4h6RXAf0fELzstbZM98rjZzYAL8nDXIpLmAnMBWGcaTHFQMLMe6uM+hYi4H7gfOBAgf8auC2wgaYOIuL3dNUpHH70f+FfgrLzru5LmRcTXxljwu/LPZZLOJiWAulvSjFxLmAEsG+HceaRsguiJ64ZrCmbWU/1dUwBA0mtJazU/hfRZ+lTgRuBZ7c4tbT46FNgtIv6eb3gscCnQcVDIkyimRMSD+feXA58FziXlDz+GTvKIe/SRmfVKfSavHQ3sDvwqInaWtBe59tBO8XKcrB6BRP59rHOJNwfOzmkypgHfi4jzJV1JmnBxKGkBigPal8qjj8ysl2ozee2xiPirpCmSpkTERfnLfFulQeHbwOW5qQdgP8a4+ENetW2nFvv/Slp9qJxTZ5tZL1W0yA6ApI1Js4x3zFd+O3ATnc7Xau0+SRuQVsw8TdIyChckLe1oPk7SxcCLSB/Fh0TE1WMoaLVcUzCzXquupvAVUqaI/SWtDawHfJxO52u1NoeUn+6DwEHAE0nN9G21DQqSpgDXRcSO5Ix7fcPrKZhZr1XQpyBpI+AlwNvSJWMFsEJS5/O1hl73A6T5CFdHROPDcX4nZWsbFCJiQNK1kv6xZDhTT7n5yMx6qbpFdp4G/AX4tqSdgIXA+xnrfK3VtiTVQJ6RJ6/9nhQkLq10ngIwA7hB0hWk9T4BiIjXdVbeLnBQMLNeKq8pTJe0oGl7Xh5SD+mzdxfgvRFxuaSvMHSy2RiLFh8ByM1Rs4AXkvoqTpR0X0Ts0O4apUHhM2MuZTdNxj6FGblPaekmE1sOM2utvKN5eUTMGuG9JcCSiLg8b/+QFBSK5msVeAKwEakv4YnAXcCikhNHDQqSnk6qzvxm2P6XAHeOqahVWmvV6g/RyWayPpdZ3amwpjDKYRHxv5LukLR9RNxEGnn5h/zqfL5Wo2jSPNIEtQeBy0nNR8d1MoKpXU3hy6Te8OEeyu+9tvRGZmb1FzClMCi0b8R4L2m46NrALcAhpESjnc3XGuofgXWAm0lf3JcA93VygXZBYWZEXDd8Z0QskDSzkxuZmdWeqCwoRMQ1pHb/4TqbrzX0mrOVZgY/i9Sf8GFgR0n3kDqbP9XuGu2CwrqjvPeE4pKamU0Wpc1HEyQiArhe0n2k5Hj3A68h5ZhrGxTarYlwZV7fc4hctVnYeXHNzGpuSpS9JoCk90k6XdIdpNnMryHNkn4DsGnJNdrVFD5AylN0EKuDwCxgbeD1Yyq1mVldKfo9Xf9M0kimDzbmO3Rq1KAQEXcDL8wZ9nbMu38WEb8ey83MzGpvgmoBJSLiQ+O9Rmnuo4uAi8Z7MzOz2uvjoFCF0slrZmYm+r6jebwcFMzMik1cJ3KvOCiYmXXCNQUzMwMeF5mZHRTMzDoxyWsK7Sav9Zyk2ZJukrQ4rzxkZtYnCieu1bjfoa+CgqSpwDeAVwI7AAdKapv/28ysJxqjj0peNdVXQYGUm2NxRNySl6c7nbTWqJlZf5jkNYV+61PYArijaXsJsNsElcXMbCh3NPecWuwbEnIlzQXm5s1H+QzXd71UvTcdWD7RhajYZHwmmJzPNRmfCWD78V+i3rWAEv0WFJYAWzVtb0laRm5QXuN0HoCkBaMsd1dbk/G5JuMzweR8rsn4TJCeq5oLVRcUcj/qAuDOiHiNpK1JzeabAlcBB+em9J7ptz6FK4FtJW2dVyN6M3DuBJfJzCxpLLJTXZ/C+4Ebm7aPBb4UEdsC9wKHVvsA7fVVUIiIlcB7gF+Q/qHOiIgbJrZUZmZNKhp9JGlL4NXAf+VtAXuTUl8DzAf269JTjKjfmo+IiPOA8woPn9fNskygyfhck/GZYHI+12R8JqjquarrU/gy8DFgw7z9D8B9+csxpOb0Laq6Wam+qil0KvcvTDqT8bkm4zPB5HyuyfhMUNFzKdLoo5IXTJe0oOk1d/Ay0muAZRHRvIJl24E2vdB3NQUzs75W3tG8fJQO+z2A10l6FbAusBGp5rCxpGm5trDGQJteqG1Noa7pMCSdLGmZpOub9m0q6QJJN+efm+T9kvTV/IzXSdpl4ko+OklbSbpI0o2SbpD0/ry/ts8maV1JV0i6Nj/TZ/L+rSVdnp/pB3lQBJLWyduL8/szJ7L87UiaKulqST/N27V+Lkm3SVok6ZrGSKOu/P1V0NEcEUdGxJYRMZM0oObXEXEQaTGz/fNhbwXO6fgfYpxqGRRqng7jFGD2sH1HABfmEQcX5m1Iz7dtfs0Fju9RGcdiJfDhiHgmsDtwWP5vUudnexTYOyJ2Ap4LzJa0OyOPEDkUuDcing58KR/Xz0pHvtTpufaKiOc2fUOv9u+v+2kuDgc+JGkxqY/hpLFeaKxqGRSocTqMiLgEuGfY7jmkkQYwdMTBHODUSC4jVS1n9KaknYmIpRFxVf79QdKHzRbU+Nly2f6WN9fKr2DkESLNz/pDYJ88oqTvdDjypTbP1ULFf3/VJ8SLiIsj4jX591siYteIeHpEHBARj3bwrJWoa1BolQ6j5730Fdo8IpZC+nAFNsv7a/mcuXlhZ+Byav5suYnlGmAZcAHwZ0YeITL4TPn9+0nf9vpRY+RLI2fDaCNf6vJcAfxS0sKmTt3q//6mDJS9aqquHc190UvfA7V7TkkbAD8CPhARD4zyhbIWzxYRq4DnStoYOBt4ZqvD8s9aPFPzyBdJezZ2tzi0Vs8F7BERd0naDLhA0h9HOXZsz9SYvDaJ1bWm0DYdRs3c3ai65p/L8v5aPaektUgB4bSIOCvvnhTPFhH3AReT+ks2ltT4QtVc7sFnyu8/kTWbCvtBY+TLbaSm171pGvmSj6ndc0XEXfnnMlIA35Vu/P1N8iypdQ0Kky0dxrmkkQYwdMTBucC/5JESuwP3N6rC/Sa3MZ8E3BgRxzW9Vdtnk/SkXENA0hOAfUl9JSONEGl+1v1JI0r67tNhDCNf+v65JK0vacPG78DLgeup/O+vsJO5xusp1LL5KCJWSmqkw5gKnFyXdBiSvg/sSZrYsgT4FHAMcIakQ4HbgQPy4ecBrwIWAw8Bh/S8wOX2AA4GFuU2eICPU+9nmwHMz6PdppDSrvxU0h+A0yUdDVzN6hEiJwHfySNH7iF94NbJ4dT3uTYHzs7NldOA70XE+ZKupMq/v8dB85H6LOCbmfUtbbBe8Jztyg6+9NqFdcw2W8uagpnZhPAiO2Zmtlq9O5FLOCiYmXWixp3IJRwUzMxKPQ46mh0UzMw6MclrCnWdp2ATRNLrJYWkZzTtm6mmrK89LMuejQyfPbjXfpL+Pf9+iqT9250zwnWeJOn8aktnPeXJa2ZDHAj8lv4cq96RPP+g1MeAb473nhHxF2CppD3Gey2bAJ0tslNLDgpWLOc12oOUSrllUFBag+DbOa/91ZL2yvvfJuksSefn3PZfaDrnUEl/knSxpBMlfb3FdV+a8+Rfk6/bWMJwA0k/lPRHSac1sndK2icft0hpDYt18v7bJP27pN8CB0jaJpdpoaT/bq4BNd17O+DRiFje4r2jcs1hSr725yVdqrTS1i6SfiHpz5Le2XTaj4GDyv7Vre94RrPZoP2A8yPiT5LukbRLI112k8MAIuLZ+QP2l/lDFdKaBDuT1im4SdLXgFXAJ4FdgAeBXwPXtrj3R4DDIuJ3OTg9kvfvDDyLlLfmd8AeSgusnALsk8t6KvAuUn4fgEci4kUAki4E3hkRN0vajVQb2HvYvfcAhj8nObA9ETgkIiLHozsi4gWSvpTLsAdpZa0bgG/lUxcAR7d4RquDGjcNlXBNwTpxICmBGvnngS2OeRHwHYCI+CPwP0AjKFwYEfdHxCPAH4CnkpKW/SYi7omIx4AzR7j374DjJL0P2LgpxfMVEbEkIgaAa4CZwPbArRHxp3zMfOAlTdf6AQzWfF4InJlTc5xASm0x3AzgL8P2fTKX4x3D8gA1cnAtAi6PiAdzk9EjjTxKpKRsTxnhOa2fdX+RnQnnmoJ2T90BAAADwUlEQVQVkfQPpG/QO0oKUs6pkPSx4YeOcpnmBUNWkf7+ihZriYhjJP2MlK/mMkn7juOaf88/p5DWEHhum+MfJtUIml0JPE/SphHRnDG0UZ6BYWUbYPX/b+vma1rtVNOJLGkr4FTgyaS/jXkR8RVJm5K+tMwEbgPeFBH3jvuGHXBNwUrtT1qp6qkRMTMitgJuJdUMml1Cbi/PzUb/CNw0ynWvAF4qaROltMxvbHWQpG0iYlFEHEtqflmj7b/JH4GZkp6etw8GfjP8oIh4ALhV0gH5HpK0U4vr3Qg8fdi+80nJ/n7W1L9RajtSBk+rm0aai/F3NHe6fG3POChYqQNJOeqb/Qh4y7B93wSmSlpE+sbzttGWFIyIO4HPk1Zp+xWpWen+Fod+QNL1kq4lfcv++SjXfISU9fLMXI4BVrfnD3cQcGi+7g20Xtb1EmDnRid2033OBE4EzlVKrV1qL+BnHRxv/aSC5qMxLF/bM86SahNO0gYR8bdcUziblAp9eACaUJK+AvwkIn5VwbUuAeb0ulnAxk+brBPs8+Syg390e1GWVKXlay8BdgRuj4iNm967NyI2GVNhx8g1BesHn84dvdeTmqR+PMHlaeXzwHrjvYikJwHHOSDUVGktIdUUpuehyY3X3DUuN2z52l4/TivuaLYJFxEfmegytBMRd1PB6n55JFI/Bj0rVd7RvHy0moJGWb42IpZq6PKhPeOagplZJyroU8j9U50sX9szrimYmZWqbpGdTpev7RkHBTOzYtXMU4iI3zLyfJp9xn2DcXBQMDPrRI1nK5dwUDAzK+VFdszMbAjXFMzMbJBrCmZmBqxeZGcSc1AwM+uEm4/MzAxwR7OZmQ3jmoKZmSXVTF7rZw4KZmalqktz0bccFMzMOuHmIzMzG+TmIzMzA4rSYtedg4KZWSdcUzAzs0GTvKbgldfMzEo1Rh+VvNpdSpot6SZJiyUd0f3Cl3FQMDMrlucplLxGIWkq8A3glcAOwIGSdujBA7TloGBm1okK1mgGdgUWR8QtEbECOB2Y0/WyF3BQMDMr1ch9NM6aArAFcEfT9pK8b8K5o9nMrBPlHc3TJS1o2p4XEfMaV2lxfF/0YDsomJmVWsov+GxMLzx6eUTMHuG9JcBWTdtbAneNq2wVUURfBCczs8cNSdOAPwH7AHcCVwJviYgbJrRguKZgZtZzEbFS0nuAXwBTgZP7ISCAawpmZtbEo4/MzGyQg4KZmQ1yUDAzs0EOCmZmNshBwczMBjkomJnZIAcFMzMb5KBgZmaD/g9aeOR1at/hzQAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] @@ -661,13 +661,13 @@ { "data": { "text/plain": [ - "array([[ -1., -1., -1., ..., -1., -1., -1.],\n", - " [ -1., -1., -1., ..., -1., -1., -1.],\n", - " [ -1., -1., -1., ..., -1., -1., -1.],\n", + "array([[ -1., -1., -1., ..., -1., -1., -1.],\n", + " [ -1., -1., -1., ..., -1., -1., -1.],\n", + " [ -1., -1., -1., ..., -1., -1., -1.],\n", " ..., \n", - " [ 26., 26., 26., ..., 26., 26., 26.],\n", - " [ 27., 27., 27., ..., 27., 27., 27.],\n", - " [ 28., 28., 28., ..., 28., 28., 28.]])" + " [ 176., 176., 176., ..., 176., 176., 176.],\n", + " [ 177., 177., 177., ..., 177., 177., 177.],\n", + " [ 178., 178., 178., ..., 178., 178., 178.]])" ] }, "execution_count": 24, @@ -691,7 +691,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -730,7 +730,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.1" + "version": "3.7.2" } }, "nbformat": 4,