From e7a261f488f118a25ecc73a5a361fc273eb61d28 Mon Sep 17 00:00:00 2001 From: Raphael Vallat Date: Wed, 4 Nov 2020 10:05:51 -0800 Subject: [PATCH] Updated notebook --- notebooks/14_automatic_sleep_staging.ipynb | 152 ++++++++++----------- 1 file changed, 71 insertions(+), 81 deletions(-) diff --git a/notebooks/14_automatic_sleep_staging.ipynb b/notebooks/14_automatic_sleep_staging.ipynb index 178c7fd..ed2fb9c 100644 --- a/notebooks/14_automatic_sleep_staging.ipynb +++ b/notebooks/14_automatic_sleep_staging.ipynb @@ -95,11 +95,11 @@ "data": { "text/plain": [ "array(['W', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W',\n", - " 'W', 'N2', 'W', 'N2', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W',\n", - " 'W', 'W', 'N1', 'N1', 'W', 'W', 'N2', 'N1', 'N2', 'N2', 'N2', 'N2',\n", + " 'N2', 'N2', 'W', 'N2', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W',\n", + " 'W', 'W', 'W', 'N1', 'N2', 'W', 'N1', 'N1', 'N2', 'N2', 'N2', 'N2',\n", " 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2',\n", " 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2',\n", - " 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N3', 'N3', 'N3', 'N3',\n", + " 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N3', 'N3', 'N3', 'N3', 'N3',\n", " 'N3', 'N3', 'N3', 'N3', 'N3', 'N3', 'N3', 'N3', 'N3', 'N3', 'N3',\n", " 'N3', 'N3', 'N3', 'N3', 'N3', 'N3', 'N3', 'N3', 'N3', 'N3', 'N3',\n", " 'W', 'N3', 'W', 'W', 'W'], dtype=object)" @@ -127,7 +127,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The overall acccuracy is 0.857\n" + "The overall acccuracy is 0.827\n" ] } ], @@ -608,43 +608,43 @@ " \n", " \n", " 0\n", - " 0.014802\n", - " 0.044699\n", - " 0.004118\n", - " 0.004774\n", - " 0.931607\n", + " 0.019392\n", + " 0.033505\n", + " 0.001639\n", + " 0.005495\n", + " 0.939969\n", " \n", " \n", " 1\n", - " 0.055521\n", - " 0.060459\n", - " 0.009147\n", - " 0.015503\n", - " 0.859371\n", + " 0.075906\n", + " 0.040468\n", + " 0.001974\n", + " 0.012812\n", + " 0.868840\n", " \n", " \n", " 2\n", - " 0.012261\n", - " 0.010294\n", - " 0.000314\n", - " 0.002751\n", - " 0.974381\n", + " 0.012592\n", + " 0.005998\n", + " 0.000151\n", + " 0.002452\n", + " 0.978806\n", " \n", " \n", " 3\n", - " 0.016992\n", - " 0.005167\n", - " 0.000101\n", - " 0.001396\n", - " 0.976343\n", + " 0.011069\n", + " 0.006643\n", + " 0.000039\n", + " 0.001884\n", + " 0.980364\n", " \n", " \n", " 4\n", - " 0.017107\n", - " 0.028253\n", - " 0.000375\n", - " 0.003707\n", - " 0.950559\n", + " 0.011321\n", + " 0.028442\n", + " 0.000220\n", + " 0.002674\n", + " 0.957343\n", " \n", " \n", " ...\n", @@ -656,43 +656,43 @@ " \n", " \n", " 93\n", - " 0.068503\n", - " 0.100215\n", - " 0.222481\n", - " 0.010398\n", - " 0.598403\n", + " 0.028755\n", + " 0.078150\n", + " 0.263581\n", + " 0.010250\n", + " 0.619264\n", " \n", " \n", " 94\n", - " 0.020119\n", - " 0.112846\n", - " 0.454334\n", - " 0.003207\n", - " 0.409494\n", + " 0.018776\n", + " 0.093083\n", + " 0.575573\n", + " 0.010271\n", + " 0.302296\n", " \n", " \n", " 95\n", - " 0.029806\n", - " 0.014374\n", - " 0.004783\n", - " 0.001303\n", - " 0.949735\n", + " 0.029719\n", + " 0.036139\n", + " 0.007347\n", + " 0.005370\n", + " 0.921425\n", " \n", " \n", " 96\n", - " 0.001866\n", - " 0.002085\n", - " 0.002984\n", - " 0.000221\n", - " 0.992845\n", + " 0.001642\n", + " 0.005175\n", + " 0.002520\n", + " 0.000904\n", + " 0.989759\n", " \n", " \n", " 97\n", - " 0.000720\n", - " 0.000778\n", - " 0.000274\n", - " 0.000057\n", - " 0.998172\n", + " 0.001098\n", + " 0.002812\n", + " 0.000454\n", + " 0.000220\n", + " 0.995417\n", " \n", " \n", "\n", @@ -702,17 +702,17 @@ "text/plain": [ " N1 N2 N3 R W\n", "epoch \n", - "0 0.014802 0.044699 0.004118 0.004774 0.931607\n", - "1 0.055521 0.060459 0.009147 0.015503 0.859371\n", - "2 0.012261 0.010294 0.000314 0.002751 0.974381\n", - "3 0.016992 0.005167 0.000101 0.001396 0.976343\n", - "4 0.017107 0.028253 0.000375 0.003707 0.950559\n", + "0 0.019392 0.033505 0.001639 0.005495 0.939969\n", + "1 0.075906 0.040468 0.001974 0.012812 0.868840\n", + "2 0.012592 0.005998 0.000151 0.002452 0.978806\n", + "3 0.011069 0.006643 0.000039 0.001884 0.980364\n", + "4 0.011321 0.028442 0.000220 0.002674 0.957343\n", "... ... ... ... ... ...\n", - "93 0.068503 0.100215 0.222481 0.010398 0.598403\n", - "94 0.020119 0.112846 0.454334 0.003207 0.409494\n", - "95 0.029806 0.014374 0.004783 0.001303 0.949735\n", - "96 0.001866 0.002085 0.002984 0.000221 0.992845\n", - "97 0.000720 0.000778 0.000274 0.000057 0.998172\n", + "93 0.028755 0.078150 0.263581 0.010250 0.619264\n", + "94 0.018776 0.093083 0.575573 0.010271 0.302296\n", + "95 0.029719 0.036139 0.007347 0.005370 0.921425\n", + "96 0.001642 0.005175 0.002520 0.000904 0.989759\n", + "97 0.001098 0.002812 0.000454 0.000220 0.995417\n", "\n", "[98 rows x 5 columns]" ] @@ -734,7 +734,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -759,14 +759,14 @@ "data": { "text/plain": [ "array(['W', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W',\n", - " 'N2', 'N2', 'N1', 'N2', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W',\n", - " 'W', 'W', 'W', 'N1', 'N1', 'W', 'W', 'N2', 'N1', 'N1', 'N2', 'N1',\n", - " 'N2', 'N2', 'N2', 'N1', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2',\n", + " 'W', 'N2', 'W', 'N2', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W', 'W',\n", + " 'W', 'W', 'W', 'N1', 'N1', 'W', 'N1', 'N1', 'N1', 'N2', 'N2', 'N2',\n", " 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2',\n", " 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2',\n", - " 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N3', 'N2', 'N3', 'N2', 'N2',\n", - " 'N2', 'N2', 'N2', 'N2', 'N2', 'N3', 'N2', 'N3', 'N2', 'N3', 'N3',\n", - " 'N3', 'W', 'N3', 'W', 'W', 'W'], dtype=object)" + " 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N2', 'N3',\n", + " 'N2', 'N2', 'N3', 'N2', 'N2', 'N3', 'N2', 'N3', 'N2', 'N2', 'N3',\n", + " 'N3', 'N3', 'N3', 'N3', 'N3', 'N3', 'N3', 'N3', 'N3', 'N3', 'N3',\n", + " 'N3', 'N3', 'W', 'W', 'W'], dtype=object)" ] }, "execution_count": 9, @@ -776,19 +776,9 @@ ], "source": [ "# Using just an EEG channel\n", - "sls = yasa.SleepStaging(raw, eeg_name=\"C4\", eog_name=\"EOG1\", emg_name=\"EMG1\", \n", - " metadata=dict(age=21, male=False))\n", - "\n", "y_pred = yasa.SleepStaging(raw, eeg_name=\"C4\").predict()\n", "y_pred" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {