From efbb0ce4532f5d978cfbfaf4e16d78d0c3d28ee9 Mon Sep 17 00:00:00 2001 From: wassname Date: Wed, 21 Oct 2020 02:13:57 +0000 Subject: [PATCH] look at dataset balance --- .../supervised_part1.ipynb | 104 ++++++++++++++---- .../supervised_part1.py | 11 ++ 2 files changed, 95 insertions(+), 20 deletions(-) diff --git a/notebooks/b05_Supervised_Learning/supervised_part1.ipynb b/notebooks/b05_Supervised_Learning/supervised_part1.ipynb index 296a4ba..a8d819c 100644 --- a/notebooks/b05_Supervised_Learning/supervised_part1.ipynb +++ b/notebooks/b05_Supervised_Learning/supervised_part1.ipynb @@ -52,8 +52,8 @@ "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2020-10-07T11:49:49.546063Z", - "start_time": "2020-10-07T11:49:47.841910Z" + "end_time": "2020-10-21T02:09:27.383030Z", + "start_time": "2020-10-21T02:09:26.144881Z" } }, "outputs": [], @@ -148,8 +148,8 @@ "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2020-10-07T11:49:53.588210Z", - "start_time": "2020-10-07T11:49:49.549341Z" + "end_time": "2020-10-21T02:09:38.627820Z", + "start_time": "2020-10-21T02:09:27.384522Z" } }, "outputs": [ @@ -444,8 +444,8 @@ "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2020-10-07T11:49:53.598761Z", - "start_time": "2020-10-07T11:49:53.590182Z" + "end_time": "2020-10-21T02:09:38.636710Z", + "start_time": "2020-10-21T02:09:38.629621Z" } }, "outputs": [ @@ -465,7 +465,7 @@ "3974.625488 Silt\n", "3974.750488 Silt\n", "Name: LITHOLOGY_GEOLINK, Length: 15113, dtype: category\n", - "Categories (26, object): ['Anhydrite', 'Argillaceous Limestone', 'Calcareous Cement', 'Carnallite', ..., 'Silt', 'Silty Sand', 'Silty Shale', 'Volcanic Tuff']" + "Categories (26, object): [Anhydrite, Argillaceous Limestone, Calcareous Cement, Carnallite, ..., Silt, Silty Sand, Silty Shale, Volcanic Tuff]" ] }, "execution_count": 3, @@ -483,18 +483,20 @@ "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2020-10-07T11:49:54.778603Z", - "start_time": "2020-10-07T11:49:53.600894Z" + "end_time": "2020-10-21T02:09:39.559794Z", + "start_time": "2020-10-21T02:09:38.638189Z" } }, "outputs": [ { "data": { "text/plain": [ - "(
,\n", - " array([, ,\n", - " ,\n", - " , ],\n", + "(
,\n", + " array([,\n", + " ,\n", + " ,\n", + " ,\n", + " ],\n", " dtype=object))" ] }, @@ -504,9 +506,9 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { @@ -526,8 +528,8 @@ "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2020-10-07T11:49:54.804211Z", - "start_time": "2020-10-07T11:49:54.780629Z" + "end_time": "2020-10-21T02:09:39.577823Z", + "start_time": "2020-10-21T02:09:39.561162Z" } }, "outputs": [ @@ -771,13 +773,75 @@ "X" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "NOTE: our dataset is imbalanced, this is always import when considering a problem.\n", + " \n", + "1. so our baseline accuracy is 46.5\n", + "2. if we get poor performance may want to consider techniques to deal with unbalanced data. However we do not do this in the notebook" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "end_time": "2020-10-21T02:13:43.847898Z", + "start_time": "2020-10-21T02:13:43.704961Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Marlstone 0.465295\n", + "Shaly Silt 0.221597\n", + "Silt 0.161318\n", + "Cross Bedded Sst 0.039238\n", + "Silty Sand 0.038510\n", + "Sandstone 0.021902\n", + "Silty Shale 0.015947\n", + "Argillaceous Limestone 0.015880\n", + "Cinerite 0.011513\n", + "Coal 0.004433\n", + "Calcareous Cement 0.004367\n", + "Name: LITHOLOGY_GEOLINK, dtype: float64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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O+1VKB3QRQ0Nqtj841jgzJaEDSFqbUnZXwDW27+y4SVVI+ikT432TLw9s+yGV4//Q9qMlvQ+4zPYXB+dqxp1NJH2M0WO6ANh+bQttmAM8kGV7jLV7qoPY9wceR/n9vsB2K2VsJV1CuRH89eZ3fA/gQNuHTvFfVzfu5bZ3rBkDZtaQC5SbVvMo7X6MJGx/tkYgSSfafqGky1j2D29wE2WnGnFh4iZhh26UdDTlhuT7m/my1ae4StoO+GeWvyzds4exF079lHokvYZyNfR/lB6jKL/n1X6vh2KfY3sv4PQR52q70/atktaStJbt8yS9v4W435X0SNuX1QwyY3rokj4HbANczMQli2v1ZCRtZvuXkrYa9XjNG6WStrd9tVawN2vtsexm+GEfSu/8xyq7Tz3S9tmV414CHMXyl6WLasbtOnYXJF1LmenS1j2K4Wmx5wFPZtkpfGfafngLbfg68BzgCOD+lGGXXWzvVjnulcBDgZ9S7hdU6RjOpIR+FbCDO2pwc4n4RODntf/IJS2wfaik4THFu7/vWr3GJpHfORjKahbZPB34me2Ta8ScFH+R7b+uHWdNit3MLnkTZTx5+CZd1auS5ndrb9tLa8aZFPN1TEyLHd4v4XfAMbb/q4U23Av4EyWhvgi4D/CF2m9sbXUMZ9JK0cuBTdsKJuk0STs2n2/WxH8Z8DlJr68c/pOSNrW9h+09KHPwf9+0oeYc+K9ShhyQ9FDKSraHAK9qxtNr+4qkf5C0mdpfKdpV7C9QpiluDbwTuJ6yB0Ft1wHfkPRmSW8YfNQMaPsjzXDiP9veeuhj5zaSedOGP1C2f9uHMoPqhDauUprE/WBgz+bzP1Ih/86kHvp5wKOAHzA0xanW9EFJVwzufEt6C7C97UMkbQh8p+YYuqSLgKfY/pXKqsETgNdQvv+H266S1CVdZvuRzefvBja2/apmfvSiwWO1NDeDJ6t+E7jL2IMrg8HMoubcN22vdJbVGOK+fdR52++sGHNP2+dK2m8Fsdu4Cnwh8B+UBWQC/gZ4o+3/rhz37cB8yorY7SQ9CPiy7bHWhZpJN0Xf0XK84Rk0ewHHADRzs2svwJgzNFVvf2BBsyjhJEkXV4w7/O6+J+UXH9t3tPA9d3ozuMPYg9+zX0p6BmUoYovaQQeJu+mg2Pbva8cEngScCzxzVJOA6gmdMl1yF9s3w91DXl8HqiZ04LnAo4GLAGz/onntx2rGJHTb31Sp5zKoNfGDwQ+lkhuamQCLKQtrvgqlgBOwTsW4UBa3rN2Mb+4FDE+pqvkzu1TSB4AbKTdwzgaQdN+KMZfRDHNNHk+uMpNpUtx1gL9nYg78N4CjW5ga+x5J96HUNvkY5QbhP1aOOXidPwds3BzfAhxi+4paMW2/XdJalBugJ9aKM4W1JuWNW2ln6PkO25Y0WExVpbrmjEnoIy6VPiap5qXSyylFi54C7G/7N835x1FqUdR0PKXswC3A7cC34O5x7WqrY4FXAq+jjKM/1fYfm/M7UBYXVdVclj65iXcGpW7Nt4HqCR34BOWNelDp8MXNuVfUDOqJglS/BfaoGWuSBcAbBot5JD2ZchVadbaH7btUtrTsKqF/VdJZlL8xKFfAZ7QQ98RmKvB9Jb2Scj/umHEHmUlj6JdQ7sovc6lke+duW1aHSmmDzYCzmxs5g7nS9649bbErzZz/nYEf2t65uSL7pO1Rl+jjjn3J5N+lUecqxJ1LeSOdx7Lz319WOW4n328T522UjsqXgD8MzrviiuCmM/RA299pxvB3p3QMf02Z5fKTWrGH2rA3QyuRbX9t3DFmTA+d7i6VOmH7ghHnftRFW1p0e9ODWyppI8oc4eo3RBt/kbTN4A9b0kNop+rh/1KuwL7eUryB65rE+rnm+GDKHOk2DN6shmvWmLo/6w/TVDdsbr6eDCBpfvNY9U6D7a9J+j5N3pW08bjfxGZSQh91qXRmh+2J8VvYjNcfQ1ng83vKrKY2vBE4T9J1lB7UVkwknpo2cKX69lN4GWWa5OBG5PmUMq/VdXQDep5H1H2yvVAtlEmW9HeUIdzbKVUtBytzx/omNmOGXAAmXSqdb/uUFmKO/V00ptb8kW006o+wUrzBdmCDWkFXA9iuWgVQ0nuA77qpAd8WSS+w/eWpzlWKvQHwBsoGF4eqhQ0uJF1r+6H39LExxv8xZUOeqjVrZkxCV8u79wzF+DGl3MCxlLvzM+MFWwUaKhk8SsU5/1sBv7H92+Z4D8ry7J8B/2X7jhpxJ7XhItuPmercGOMNNlwQcC/K2orBqk273oYLg/itfr+T4nyJcgV2iO0dm5lj37P9qIoxjwfOtX3MpPMvp0wA2L9W7CbOV4H9hiYa1IkzU/LTCn4B716MUTGuKDNdXkYpDvYl4DN9HM/WRMng/Sircj/fHB8IXG977DusNHG/Dzy3mZv7KMp48vsohaLutF1tpokmtgj7PHAQy9YXOcr29rVid0FlF6inAy+k/C4PbEQprVF9X1FJC23P11AFz9o3ZJsb7KcAd1DeTKAs9FmX8rt3U63YTfxHUzqF32fZhZFjrUW1xo+hq6PdewaaHvnXgK81PcfPA//QzLo53PbYN3rtipsa75LebXt4X8uvSDq/Yuj1bQ9qexwMfNr2B5s5yzUXUsGyW4R9kImEXmWLsIGVXJVcDxxZ8arkF5RKj89iIrFB+X6rz39vtL7Bhe3/A3ZrXudBGdvTbZ9bM+6QoymLqi6j5s5QttfoD0rxnHmUm6FbDX1s3FL8+1PmZi+klPvcj/JGOB/4adevT6Xv+SrgIUPHW1M2AagV77Khzy8CnjZ0fGlL3/PzWn6Nv0/Z8BxKSYdbKIuLjqNM1awdf52hz+8H7NTi97438E1gCaWWzfXAk9t8/dv+oNwnqR5nje+hu/RgfquyNdlNtv/cLILYSdJnPbHgp5bvUaZ2Pcf24qHzC1U2Ne6jf6QUbrquOZ5H2UC6lnMlnQj8kpJczoW7i6JVHz9vbNFMlbyNMsvmMZQrsFolg7u8KoFyxfksSufkYmCJSg2ZqgW64O7pexcxscHF69zSBhcdOk/SocBXWHbIZawTLmbSGPrFlF7xPMr2YKdS7ow/vXJceaa8SGPUzPoYjB9f7YqzPZr7FPtTFlKdaPvG5vyjgQfYPqtW7KE2XOKymOlplPnRbwOOdb2bosOF0C4C3jz4Plu6NzTYleoVwINdluVXjzsUf3PKlfbwYqqaw3qdUkvF39b4HvqQu2wvbaYuftj2xyT9sFYwdbtJdKeGppVtZfuVkraVVG1aWfOGecKI89V+viMMfshPpyTySzTqBz8+XV+VrN3EeiGlYFVrVHYI2h+4gonxZFPmwveSW5p7P5MS+p2SDgQOYWJVV80iWdVrl6zBjqXcMHt8c7wY+DJQbZ7wGmCRpLMp9wverFIJr2aFydczcVWyuyeKgG1KOwn2XZQr3e/YvrBZGfvjFuJCufn7sJpXfWuatubez6Qhlx2AwyjzVY+XtDWlaNYRHTetd7qYVta1Zuz6UcB1tn+jskPV5m5pYdNsIulM4AVup2TvGqGtufczpodu+0rgtUPHP6XsC1hV8076PpYv6dpWjZEutD6trInz/4AzbFevvT4Uc/IY+UPqjrSsGVQKvX2CUrBqR0k7Ac+y/Z4Wwv8RuFjSOVSck72G2cb2/s0oA7ZvrzGkt8YndJUKfCtbvVj7Js6xlN3RP0Qpb/pSJsZb++rtlPrvD5b0BeAJtFPn4wDgI5JOooxjX9VCzA82/64H/DVwKeXnuxNlauHuLbShC8dQ6tccDWD7UklfBNpI6Kc2H7NJK52kNX7IRSvYXHXAY95kdUT8wRZhw7MSvmX7b2rG7Voz5DCYVnZBW9PKmqmDB1LeOE15Qz3e9m2V454AvNf2Zc3xjpS9L19SOW7rVyVN3Att7zJpWO3icQ8BRKFSOvetlCv9s2k6Sba/Mc44a3wP3fbPJM2h1A9+SgdN+FMzvvpjlcL8NwIP6KAd1Y0Yfvhl8++WkrZ0C3XYbf+u6aGvT7lx+FzgjZI+avtjFUNvP0jmTTsub8oQ1NbFVQnALU0vcdBjfD4TP+8qJJ1o+4Uruupua8pkF9qae7/G99AHJJ0KvLhZaNRm3F0oKyfvC7ybsnL13z2iXvlMp7IRN5Thh/nAJQwNP9iuOvzQLHR5KbANZTHXcbZvbmYIXGV7pVdrqxn7eMpmC5+nJJuDKZuJHFgr5lDs1q9KmlktCyg7FP2aUgv9YNvXV4z5N5SZQ4snPbQV8Avb19aK3ZVmXcOGnrSzmqQXATd7zJtczKSEfiLl3e1rLLvLSZ9vpHSiw+GHz1KWvS83H1nSXrbPqRh7PZbdU/R84BO2/1Qr5qT4m1DeRF5P6UA8FKh9VYLK3pZr1R7SamKdBrxl8swhlU0m3u4WdqZqm6QLgGfaXjLp/KbAKbYfP/p/rpo1fshlyOnNR6ua2QBvZPlVbXu23ZYWdTX88MvJyVxNieSayRygSdwfaj5aM+Kq5LHDVyWUjaNrxL0vZU3HPMoiI6B6B2neqGmgbmmTiY5sMDmZA9i+SRU2ip4xCd32cR2F/jJwFGVWQJtbhHXpKkmfZNnhhzbGdvcGJte333fEubGT9ATgHSz/xl17eurzgQ9NfiOz/UdJNXdMOgO4gNrV/5a13koeW7+lNrRtPUlr2146fFLSOlT4nmdMQu9wPvhS25+oHGNN81LK8MPrmuPzKXOWq9BEieRt1EGJ5ManKEXJFtHuG3dXVyXruYVCXJNcKOmVHr3JxKIV/J+Z7mTgGEmv9sRm7/cCPsrE9n9jM5PG0L/NxHzwZ9LMB7f99krxNm4+fS1ls+JTqFglbTaTdB9KPZP3AYcPPXRbW6+zpO/b3rWNWJPidrVxyz9S9mw9jZZ+r9XxJhNdkLQ2ZW7/Kyg7cAFsSelAvG2o5MN44s2ghN7qfHCV6miDLcImcx9Xina1iGvozXNFcasndUlHAHMovabhBFdlqubwVQkwPLtjQ0p9lYNrxB2K/yrgvcBvmPiZt/J7rWU3mbjC7W0y0ZlmUdFg39Jrbd9eJc4MSujfAf4G+G9KZbobgSNsP6zThvXI0CKuVzX/fq7590XAH22/q1LcwZsnLP8G2laSOW/Eade6+d31VYmknwC7trVgLNoxkxJ6q/PBm3g3DC4DJR0CPI9y2fSOPg+5SPqO7SdMdS5WXddXJc26jgNcedPiaNeMuSlq+8Lm099Txs9rO5qyOTSSnkgpBPYaSkW+BZTZCX11L0m72/42gKTdKDvTVyFpe9tXj1ipCtQb9hjRjmcAj2DZm+5VrkooY8grvCoBal+V/IVSIOs8Zk+BrN5b4xN605NYIdfbaGLOUC9pf2CB7ZOAk1R2T+qzlwOfboYFDPwWqDmF7p+AVzJRKGuYgepz/lW2E9yAUoDtk5Q37B/UiueWNjxYif9pPqIFzbTYi23/QdLBlC0OP+Ix16Ja44dcJC0BbqBsEv19JvVm3OxUXyHu5cCjXHZJuho4dDC9TNLltndc+VeY+Zol6Wq73EIXBjNLhv69N3Cy7adWirdGXJVEO5rpuDtTymh8jjLLZT/bTxpnnDW+h07ZwWVvSq2LgyirRY+3fUXluMcD35R0C3A78C0ASQ+l9Fh7q5le9m+UXen3Vdlc5PG2P1Up3ppwv2Iw6+CPkh4E/Iqye1EtnVyVzOYCWR1batuSnk3pmX9K0t+OO8ga30MfprJx8YHAfwDvaqHOxeMoW4SdPbQoYDtK0abe9qBUdpQ5FvgXl42T1wZ+OJguWiHeRcBTbP+quV9xAhP3Kx5uu/r9Cklvoyyz3xM4sjn9Sdtvqx27TZI2s/1LraAs9biHAKKQ9E3KHgMvpdQLWkIZghnr39SMSOhNIn8GJZnPoxTH/7Sb3eFjvNRyrWwNbW8n6Uhgie131I7bfP1RVwcHA1dT8epgDbkqmdymzGSqpCnGdRBwoe1vSdoSeLLtz44zzlrj/GI1SDoO+C7lJsI7be9i+91J5lX9QWWDi0Gt7MdRd5hpTnMVALAXZZ3BQO1hwaMpKxeHZzMdTfl+F7Qc97MtxF2ZLTuK23u2b7L9n7a/1Rz/fNzJHGbGGPqLKeVytwNeq4lt+ERZ+PaicgUAAAj2SURBVLFRVw3rsTdQroK2aRZ0zaXuNM0u71d0NZtpTZxFteZfrs9Qkm5j4vVdF1gH+L3t+4wzzhqf0G2v8VcRfWP7IklPAh5GeeO8Ztw1JybFe6/KhsGD+xWDX/y1KGPpNc0Zqoa3F3Do0GM1/z46iStpvxU9RH8rHnbO9obDx5KeAzx23HHW+IQe7Wpulv3B9i2SNqRskvxQKs9ZHrXi1/aPasZsdHV10FXclW0icVrFuDHE9v9IOnzqZ94zM+KmaLSjmenxEsql4QmUlbLfAHYFLrH9+s4aV1FXs5lm6yyq2WjSldFalCqTT/KYdyxKQo+7SbqSMlVwA+DnwKYuGy2sTZli1fvFVBE1SDp26HApcD1wjO2bxxknQy4x7E+27wDukPSTQeGmZrXsHR23LWLGst1G/akk9FjGfZtLQwEbDV0milLdMiJWgaQtKAvXnkAZ0vw28Drbi8caJ0MuMTDpsnA5bfUyoj5JLwC+avs2SW+lrPN4T8bu65D0NeCLTOwxcDDwItt7jzVOEnrE7DNUhGx3yiYbHwDe4g624ZsNRq14rrEKOnO8I2anwUbYzwA+Yft/KQteoo5bJB0saU7zcTBw67iDJKFHzE43SjoaeCFwRlMvKfmgnpdRXuubgF9SVl6PfY+BDLlEzEKSNgD2AS6z/WNJmwGPtH12x02L1ZB35FiOpBc0q0SR9FZJJ69oI4aYsTYBFgJ/bir/rUOpMBkVSNpO0jnNxjlI2qm5GT3eOOmhx2S5YdZ/QxtciLKH6taUmj2P6LRhPdXUQ38jcPRQSeqx73yWHnqMkhtmPWf7kbZ3av7dllIo6ttdt6vHNrA9eY/apeMOkoQeo+SG2SzTzD/fpet29NgtkrZhYo+B51Nujo5VhlxiOblh1n+S3jB0uBZlYdH9bT+toyb1mqSHUDYu2Q34NfBTysKisW75l6X/McpmwOm2/yzpyZSdyse+u0p0arg+91LK5usnddSWXpM0B/h720+RdC9gLdu3VYmVHnpM1uyYM5+yf+tZlN2LHmb76V22K8avmc1k27/vui19Julc23vWjpMeeoxyV1NhcT/gw7Y/JumHXTcqxkfSjpS6Ihs3x7cAf2v78k4b1l8/lHQq8GXKlpoA2D55nEGS0GOUOyUdCBzCxA4363TYnhi/BcAbbJ8H0AytDcZ4Y/w2piz1H+6lGxhrQs+QSyxH0g7AYcD3bB8vaWtgf9tHdNy0GBNJl9jeeapzMbMkocdIktYFtmsOq24SHe2TdApwEcuWc51v+zndtaq/JK0HvBx4BGUhFwC2x1rPJXOLYznN5fePgSOBjwM/kvTEThsV4/YyYC7lkv9kSimA1Luv53PApsDTgG8CWwBjn+mSHnosR9Ii4CDb1zTH2wHH2/7rblsW4ybp3pnhUp+kH9p+9FBZjXWAs8Y98yU99BhlnUEyB7D9I3JTtFck7dZsCn5lc7yzpI933Kw+GwxZ/qaZYXQfyrTgscoslxhlkaRPMTG++iJgUYftifH7EOXy/1QA25dkWK2qBZLuB7yV8prfG/jXcQfJkEssp6nd8ipgd0o1vvOBj9v+c6cNi7GR9H3buw6GAppzmeUyw6WHHsuQtBawqCnr+Z9dtyequUHSboCbGU2vBa7quE29JenfgH+3/Zvm+H7AP9kea030jKHHMmzfBVzSbHoQ/XUY5Spsc2Ax8KjmOOrYd5DMAWz/Ghh7KY300GOUzYArJP2AZZcpP6u7JsU42b6Fcm8k2jFH0l8Nhi0lrQ/81biDJKHHKO/sugFRl6TjgNdNGgL44LgXusTdPg+cI+lYypL/lwHHjTtIborG3SQ9FHig7e9MOv9E4EbbP+mmZTFuwzdDV3YuxkfSvsBelIkGZ9s+a9wx0kOPYR8G3jLi/B+bx5454rGYmdaSdL9mLBdJG5N8UJXtM4Eza8bIDzCGzbN96eSTthdKmtd+c6KiDwLflfTfzfELgPd22J5eknQbzbZzkx+i1KHfaJzxktBj2HoreWz91loR1dn+bFPiYQ9KctnP9pUdN6t3bG849bPGJwk9hl0o6ZW2jxk+KenlZKVo79i+QtISmjdySVva/nnHzeo1SQ9g2WqLY329c1M07ibpgcApwB1MJPD5wLrAc23f1FXbYrwkPYsy7PIg4GZgK+Aq24/otGE91dbrnYQey5G0B7Bjc3iF7XO7bE+Mn6RLKLvnfL2pArgHcKDtQztuWi+19XpnyCWW02xLdl7X7Yiq7rR9q6S1JK1l+zxJ7++6UT3WyuudhB4xO/1G0r0phde+IOlmYGnHbeqzVl7vDLlEzEKS7gX8iTLD5UWU+txfsH1rpw3rqeb1vp1SP6va652EHhFRSdurr1NtMWIWkXSbpN+N+LhN0u+6bl8PfZjRe4cOVl+PVcbQI2aRthe6RLurr5PQI2aRpmbLCtn+VVttmSVaXX2dhB4xuyyi1BbRiMcMPKTd5vReq6uvc1M0IqKStldfJ6FHzCKStrd9taTHjHrc9kVtt2k2aGv1dRJ6xCwiaYHtQyWNWgls23u23qgYmyT0iIieyE3RiFlI0n4jTv8WuMz2zW23J8YjPfSIWUjS6cDjmSjC9mTgAmA74F22P9dR02I1pIceMTvdBTzc9v/B3bMxPgHsSikglYQ+A2Xpf8TsNG+QzBs3A9s1C4vu7KhNsZrSQ4+Ynb4l6TTgy83x84Dzm6qAv+muWbE6MoYeMUtJeh6wO2XV6LeBk5yEMKMloUfMMpLWAi61veOUT44ZJWPoEbOM7buASyRt2XVbYrwyhh4xO20GXCHpB8AfBidtP6u7JsXqSkKPmJ3e2XUDYvwyhh4RSHoCcJDtV3Xdllh16aFHzFKSHgUcBLwQ+ClwUrctitWVhB4xi0jaDjgAOBC4FfgS5Up9j04bFmORIZeIWUTSXcC3gJfbvrY5d53t7FTUA5m2GDG7PA+4CThP0jGS9mL0dnQxA6WHHjELNUv8n0MZetkTOA44xfbZnTYsVksSesQsJ2lj4AXA/tmxaGZLQo+I6ImMoUdE9EQSekRETyShR0T0RBJ6RERP/H/ha/uR40D5VQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Check dataset label balance\n", + "counts = y.value_counts()\n", + "counts = counts[counts>0]/counts.sum()\n", + "counts.plot.bar()\n", + "counts" + ] + }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { - "end_time": "2020-10-07T11:49:54.812170Z", - "start_time": "2020-10-07T11:49:54.805866Z" + "end_time": "2020-10-21T02:09:39.639857Z", + "start_time": "2020-10-21T02:09:39.579033Z" } }, "outputs": [], @@ -1952,7 +2016,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.7.0" }, "toc": { "base_numbering": 1, diff --git a/notebooks/b05_Supervised_Learning/supervised_part1.py b/notebooks/b05_Supervised_Learning/supervised_part1.py index 7621436..f8cbb41 100644 --- a/notebooks/b05_Supervised_Learning/supervised_part1.py +++ b/notebooks/b05_Supervised_Learning/supervised_part1.py @@ -149,6 +149,17 @@ y = geolink["LITHOLOGY_GEOLINK"] X +# NOTE: our dataset is imbalanced, this is always import when considering a problem. +# +# 1. so our baseline accuracy is 46.5 +# 2. if we get poor performance may want to consider techniques to deal with unbalanced data. However we do not do this in the notebook + +# Check dataset label balance +counts = y.value_counts() +counts = counts[counts>0]/counts.sum() +counts.plot.bar() +counts + X_train, X_test, y_train, y_test = train_test_split( X, y, test_size=0.2, random_state=2020 )