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.ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt \n",
"import seaborn as sns\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"ename": "FileNotFoundError",
"evalue": "[Errno 2] File /Users/basha/PycharmProjects/thesis/processed_data/full_dataset.csv does not exist: '/Users/basha/PycharmProjects/thesis/processed_data/full_dataset.csv'",
"output_type": "error",
"traceback": [
"\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
"\u001B[0;31mFileNotFoundError\u001B[0m Traceback (most recent call last)",
"\u001B[0;32m<ipython-input-3-addfd9167533>\u001B[0m in \u001B[0;36m<module>\u001B[0;34m\u001B[0m\n\u001B[0;32m----> 1\u001B[0;31m \u001B[0mdf\u001B[0m \u001B[0;34m=\u001B[0m \u001B[0mpd\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mread_csv\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m'/Users/basha/PycharmProjects/thesis/processed_data/full_dataset.csv'\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m 2\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n",
"\u001B[0;32m~/.conda/envs/thesis/lib/python3.7/site-packages/pandas/io/parsers.py\u001B[0m in \u001B[0;36mparser_f\u001B[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, dialect, error_bad_lines, warn_bad_lines, delim_whitespace, low_memory, memory_map, float_precision)\u001B[0m\n\u001B[1;32m 674\u001B[0m )\n\u001B[1;32m 675\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m--> 676\u001B[0;31m \u001B[0;32mreturn\u001B[0m \u001B[0m_read\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mfilepath_or_buffer\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mkwds\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m 677\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m 678\u001B[0m \u001B[0mparser_f\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m__name__\u001B[0m \u001B[0;34m=\u001B[0m \u001B[0mname\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
"\u001B[0;32m~/.conda/envs/thesis/lib/python3.7/site-packages/pandas/io/parsers.py\u001B[0m in \u001B[0;36m_read\u001B[0;34m(filepath_or_buffer, kwds)\u001B[0m\n\u001B[1;32m 446\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m 447\u001B[0m \u001B[0;31m# Create the parser.\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m--> 448\u001B[0;31m \u001B[0mparser\u001B[0m \u001B[0;34m=\u001B[0m \u001B[0mTextFileReader\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mfp_or_buf\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0;34m**\u001B[0m\u001B[0mkwds\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m 449\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m 450\u001B[0m \u001B[0;32mif\u001B[0m \u001B[0mchunksize\u001B[0m \u001B[0;32mor\u001B[0m \u001B[0miterator\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
"\u001B[0;32m~/.conda/envs/thesis/lib/python3.7/site-packages/pandas/io/parsers.py\u001B[0m in \u001B[0;36m__init__\u001B[0;34m(self, f, engine, **kwds)\u001B[0m\n\u001B[1;32m 878\u001B[0m \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0moptions\u001B[0m\u001B[0;34m[\u001B[0m\u001B[0;34m\"has_index_names\"\u001B[0m\u001B[0;34m]\u001B[0m \u001B[0;34m=\u001B[0m \u001B[0mkwds\u001B[0m\u001B[0;34m[\u001B[0m\u001B[0;34m\"has_index_names\"\u001B[0m\u001B[0;34m]\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m 879\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m--> 880\u001B[0;31m \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m_make_engine\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mengine\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m 881\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m 882\u001B[0m \u001B[0;32mdef\u001B[0m \u001B[0mclose\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mself\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
"\u001B[0;32m~/.conda/envs/thesis/lib/python3.7/site-packages/pandas/io/parsers.py\u001B[0m in \u001B[0;36m_make_engine\u001B[0;34m(self, engine)\u001B[0m\n\u001B[1;32m 1112\u001B[0m \u001B[0;32mdef\u001B[0m \u001B[0m_make_engine\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mself\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mengine\u001B[0m\u001B[0;34m=\u001B[0m\u001B[0;34m\"c\"\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m 1113\u001B[0m \u001B[0;32mif\u001B[0m \u001B[0mengine\u001B[0m \u001B[0;34m==\u001B[0m \u001B[0;34m\"c\"\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m-> 1114\u001B[0;31m \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m_engine\u001B[0m \u001B[0;34m=\u001B[0m \u001B[0mCParserWrapper\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mf\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0;34m**\u001B[0m\u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0moptions\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m 1115\u001B[0m \u001B[0;32melse\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m 1116\u001B[0m \u001B[0;32mif\u001B[0m \u001B[0mengine\u001B[0m \u001B[0;34m==\u001B[0m \u001B[0;34m\"python\"\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
"\u001B[0;32m~/.conda/envs/thesis/lib/python3.7/site-packages/pandas/io/parsers.py\u001B[0m in \u001B[0;36m__init__\u001B[0;34m(self, src, **kwds)\u001B[0m\n\u001B[1;32m 1889\u001B[0m \u001B[0mkwds\u001B[0m\u001B[0;34m[\u001B[0m\u001B[0;34m\"usecols\"\u001B[0m\u001B[0;34m]\u001B[0m \u001B[0;34m=\u001B[0m \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0musecols\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m 1890\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m-> 1891\u001B[0;31m \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m_reader\u001B[0m \u001B[0;34m=\u001B[0m \u001B[0mparsers\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mTextReader\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0msrc\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0;34m**\u001B[0m\u001B[0mkwds\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m 1892\u001B[0m \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0munnamed_cols\u001B[0m \u001B[0;34m=\u001B[0m \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m_reader\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0munnamed_cols\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m 1893\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n",
"\u001B[0;32mpandas/_libs/parsers.pyx\u001B[0m in \u001B[0;36mpandas._libs.parsers.TextReader.__cinit__\u001B[0;34m()\u001B[0m\n",
"\u001B[0;32mpandas/_libs/parsers.pyx\u001B[0m in \u001B[0;36mpandas._libs.parsers.TextReader._setup_parser_source\u001B[0;34m()\u001B[0m\n",
"\u001B[0;31mFileNotFoundError\u001B[0m: [Errno 2] File /Users/basha/PycharmProjects/thesis/processed_data/full_dataset.csv does not exist: '/Users/basha/PycharmProjects/thesis/processed_data/full_dataset.csv'"
]
}
],
"source": [
"df = pd.read_csv('/Users/basha/PycharmProjects/thesis/processed_data/full_dataset.csv')"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 828795 entries, 0 to 828794\n",
"Data columns (total 27 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Acc_1_left 828795 non-null float64\n",
" 1 Acc_2_left 828795 non-null float64\n",
" 2 Acc_3_left 828795 non-null float64\n",
" 3 Gyro_1_left 828795 non-null float64\n",
" 4 Gyro_2_left 828795 non-null float64\n",
" 5 Gyro_3_left 828795 non-null float64\n",
" 6 Acc_1_right 828795 non-null float64\n",
" 7 Acc_2_right 828795 non-null float64\n",
" 8 Acc_3_right 828795 non-null float64\n",
" 9 Gyro_1_right 828795 non-null float64\n",
" 10 Gyro_2_right 828795 non-null float64\n",
" 11 Gyro_3_right 828795 non-null float64\n",
" 12 Acc_1_lowerleft 828795 non-null float64\n",
" 13 Acc_2_lowerleft 828795 non-null float64\n",
" 14 Acc_3_lowerleft 828795 non-null float64\n",
" 15 Gyro_1_lowerleft 828795 non-null float64\n",
" 16 Gyro_2_lowerleft 828795 non-null float64\n",
" 17 Gyro_3_lowerleft 828795 non-null float64\n",
" 18 Acc_1_lowerright 828795 non-null float64\n",
" 19 Acc_2_lowerright 828795 non-null float64\n",
" 20 Acc_3_lowerright 828795 non-null float64\n",
" 21 Gyro_1_lowerright 828795 non-null float64\n",
" 22 Gyro_2_lowerright 828795 non-null float64\n",
" 23 Gyro_3_lowerright 828795 non-null float64\n",
" 24 Label 828795 non-null int64 \n",
" 25 patient 828795 non-null object \n",
" 26 trials 828795 non-null object \n",
"dtypes: float64(24), int64(1), object(2)\n",
"memory usage: 170.7+ MB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>5%</th>\n",
" <th>20%</th>\n",
" <th>50%</th>\n",
" <th>80%</th>\n",
" <th>95%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Acc_1_left</th>\n",
" <td>828795.0</td>\n",
" <td>-1.526258</td>\n",
" <td>3.682848</td>\n",
" <td>-84.43794</td>\n",
" <td>-6.533460</td>\n",
" <td>-2.851440</td>\n",
" <td>-1.536900</td>\n",
" <td>-0.037278</td>\n",
" <td>2.962620</td>\n",
" <td>57.03534</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Acc_2_left</th>\n",
" <td>828795.0</td>\n",
" <td>6.589303</td>\n",
" <td>5.224590</td>\n",
" <td>-68.52612</td>\n",
" <td>2.358324</td>\n",
" <td>4.676100</td>\n",
" <td>5.454360</td>\n",
" <td>6.905576</td>\n",
" <td>17.141340</td>\n",
" <td>56.73516</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Acc_3_left</th>\n",
" <td>828795.0</td>\n",
" <td>8.140944</td>\n",
" <td>4.629582</td>\n",
" <td>-77.17854</td>\n",
" <td>2.650662</td>\n",
" <td>7.625640</td>\n",
" <td>8.426790</td>\n",
" <td>9.077520</td>\n",
" <td>12.639200</td>\n",
" <td>54.55537</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gyro_1_left</th>\n",
" <td>828795.0</td>\n",
" <td>-0.823435</td>\n",
" <td>118.969097</td>\n",
" <td>-1253.90000</td>\n",
" <td>-237.500000</td>\n",
" <td>-15.100000</td>\n",
" <td>0.500000</td>\n",
" <td>18.000000</td>\n",
" <td>190.400000</td>\n",
" <td>1166.80000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gyro_2_left</th>\n",
" <td>828795.0</td>\n",
" <td>1.596077</td>\n",
" <td>55.588804</td>\n",
" <td>-1166.60000</td>\n",
" <td>-76.000000</td>\n",
" <td>-6.600000</td>\n",
" <td>0.000000</td>\n",
" <td>11.600000</td>\n",
" <td>86.500000</td>\n",
" <td>1013.60000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gyro_3_left</th>\n",
" <td>828795.0</td>\n",
" <td>3.475698</td>\n",
" <td>76.166227</td>\n",
" <td>-802.20000</td>\n",
" <td>-108.500000</td>\n",
" <td>-6.000000</td>\n",
" <td>0.000000</td>\n",
" <td>11.700000</td>\n",
" <td>125.900000</td>\n",
" <td>791.20000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Acc_1_right</th>\n",
" <td>828795.0</td>\n",
" <td>1.393923</td>\n",
" <td>3.849707</td>\n",
" <td>-83.33923</td>\n",
" <td>-2.799774</td>\n",
" <td>-0.484614</td>\n",
" <td>1.157580</td>\n",
" <td>3.171900</td>\n",
" <td>6.716580</td>\n",
" <td>57.42970</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Acc_2_right</th>\n",
" <td>828795.0</td>\n",
" <td>6.213521</td>\n",
" <td>5.502079</td>\n",
" <td>-75.41928</td>\n",
" <td>1.899216</td>\n",
" <td>3.420420</td>\n",
" <td>5.299362</td>\n",
" <td>6.880080</td>\n",
" <td>17.079210</td>\n",
" <td>57.16876</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Acc_3_right</th>\n",
" <td>828795.0</td>\n",
" <td>8.045748</td>\n",
" <td>4.791033</td>\n",
" <td>-65.75970</td>\n",
" <td>1.924722</td>\n",
" <td>7.370580</td>\n",
" <td>8.423520</td>\n",
" <td>9.437221</td>\n",
" <td>12.197100</td>\n",
" <td>55.49125</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gyro_1_right</th>\n",
" <td>828795.0</td>\n",
" <td>-0.197721</td>\n",
" <td>116.841108</td>\n",
" <td>-1005.20000</td>\n",
" <td>-229.400000</td>\n",
" <td>-14.700000</td>\n",
" <td>0.200000</td>\n",
" <td>18.800000</td>\n",
" <td>189.700000</td>\n",
" <td>799.10000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gyro_2_right</th>\n",
" <td>828795.0</td>\n",
" <td>3.324103</td>\n",
" <td>59.073433</td>\n",
" <td>-642.60000</td>\n",
" <td>-79.100000</td>\n",
" <td>-9.100000</td>\n",
" <td>0.400000</td>\n",
" <td>10.000000</td>\n",
" <td>101.300000</td>\n",
" <td>860.70000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gyro_3_right</th>\n",
" <td>828795.0</td>\n",
" <td>1.207279</td>\n",
" <td>73.235642</td>\n",
" <td>-883.70000</td>\n",
" <td>-98.700000</td>\n",
" <td>-8.900000</td>\n",
" <td>-0.600000</td>\n",
" <td>8.100000</td>\n",
" <td>120.400000</td>\n",
" <td>3246.70000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Acc_1_lowerleft</th>\n",
" <td>828795.0</td>\n",
" <td>-1.005937</td>\n",
" <td>3.159627</td>\n",
" <td>-46.98206</td>\n",
" <td>-6.545232</td>\n",
" <td>-2.916840</td>\n",
" <td>-0.598410</td>\n",
" <td>0.967920</td>\n",
" <td>3.250380</td>\n",
" <td>54.23753</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Acc_2_lowerleft</th>\n",
" <td>828795.0</td>\n",
" <td>8.860870</td>\n",
" <td>3.028727</td>\n",
" <td>-56.45263</td>\n",
" <td>3.504132</td>\n",
" <td>7.922556</td>\n",
" <td>9.091908</td>\n",
" <td>9.821773</td>\n",
" <td>12.925660</td>\n",
" <td>55.61289</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Acc_3_lowerleft</th>\n",
" <td>828795.0</td>\n",
" <td>-3.078971</td>\n",
" <td>2.661359</td>\n",
" <td>-30.95251</td>\n",
" <td>-7.481761</td>\n",
" <td>-4.757850</td>\n",
" <td>-2.945713</td>\n",
" <td>-1.306692</td>\n",
" <td>0.833850</td>\n",
" <td>44.17116</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gyro_1_lowerleft</th>\n",
" <td>828795.0</td>\n",
" <td>-0.825946</td>\n",
" <td>70.232374</td>\n",
" <td>-409.30000</td>\n",
" <td>-155.600000</td>\n",
" <td>-13.000000</td>\n",
" <td>0.400000</td>\n",
" <td>33.200000</td>\n",
" <td>100.500000</td>\n",
" <td>377.30000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gyro_2_lowerleft</th>\n",
" <td>828795.0</td>\n",
" <td>5.156360</td>\n",
" <td>68.647177</td>\n",
" <td>-607.40000</td>\n",
" <td>-90.700000</td>\n",
" <td>-17.400000</td>\n",
" <td>0.800000</td>\n",
" <td>28.900000</td>\n",
" <td>112.500000</td>\n",
" <td>650.70000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gyro_3_lowerleft</th>\n",
" <td>828795.0</td>\n",
" <td>-1.836321</td>\n",
" <td>54.500175</td>\n",
" <td>-319.10000</td>\n",
" <td>-81.200000</td>\n",
" <td>-29.600000</td>\n",
" <td>-2.100000</td>\n",
" <td>7.700000</td>\n",
" <td>114.800000</td>\n",
" <td>410.80000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Acc_1_lowerright</th>\n",
" <td>828795.0</td>\n",
" <td>2.127915</td>\n",
" <td>3.017232</td>\n",
" <td>-43.07179</td>\n",
" <td>-2.099340</td>\n",
" <td>0.300186</td>\n",
" <td>1.988160</td>\n",
" <td>3.794508</td>\n",
" <td>7.176996</td>\n",
" <td>51.37889</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Acc_2_lowerright</th>\n",
" <td>828795.0</td>\n",
" <td>8.847288</td>\n",
" <td>3.045963</td>\n",
" <td>-58.78806</td>\n",
" <td>3.372678</td>\n",
" <td>7.820532</td>\n",
" <td>9.154693</td>\n",
" <td>9.786456</td>\n",
" <td>12.937430</td>\n",
" <td>57.19819</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Acc_3_lowerright</th>\n",
" <td>828795.0</td>\n",
" <td>-2.813570</td>\n",
" <td>2.426889</td>\n",
" <td>-36.23422</td>\n",
" <td>-7.210351</td>\n",
" <td>-4.281084</td>\n",
" <td>-2.557140</td>\n",
" <td>-1.275300</td>\n",
" <td>0.474804</td>\n",
" <td>45.38106</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gyro_1_lowerright</th>\n",
" <td>828795.0</td>\n",
" <td>-0.048346</td>\n",
" <td>63.733480</td>\n",
" <td>-443.00000</td>\n",
" <td>-131.100000</td>\n",
" <td>-11.800000</td>\n",
" <td>0.800000</td>\n",
" <td>32.100000</td>\n",
" <td>91.200000</td>\n",
" <td>333.70000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gyro_2_lowerright</th>\n",
" <td>828795.0</td>\n",
" <td>2.295784</td>\n",
" <td>71.176912</td>\n",
" <td>-718.90000</td>\n",
" <td>-100.100000</td>\n",
" <td>-22.100000</td>\n",
" <td>0.500000</td>\n",
" <td>25.600000</td>\n",
" <td>115.600000</td>\n",
" <td>687.10000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gyro_3_lowerright</th>\n",
" <td>828795.0</td>\n",
" <td>-1.929409</td>\n",
" <td>60.169361</td>\n",
" <td>-412.00000</td>\n",
" <td>-135.700000</td>\n",
" <td>-12.500000</td>\n",
" <td>0.400000</td>\n",
" <td>29.200000</td>\n",
" <td>84.500000</td>\n",
" <td>272.30000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Label</th>\n",
" <td>828795.0</td>\n",
" <td>0.275061</td>\n",
" <td>0.446545</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.00000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" count mean std min 5% \\\n",
"Acc_1_left 828795.0 -1.526258 3.682848 -84.43794 -6.533460 \n",
"Acc_2_left 828795.0 6.589303 5.224590 -68.52612 2.358324 \n",
"Acc_3_left 828795.0 8.140944 4.629582 -77.17854 2.650662 \n",
"Gyro_1_left 828795.0 -0.823435 118.969097 -1253.90000 -237.500000 \n",
"Gyro_2_left 828795.0 1.596077 55.588804 -1166.60000 -76.000000 \n",
"Gyro_3_left 828795.0 3.475698 76.166227 -802.20000 -108.500000 \n",
"Acc_1_right 828795.0 1.393923 3.849707 -83.33923 -2.799774 \n",
"Acc_2_right 828795.0 6.213521 5.502079 -75.41928 1.899216 \n",
"Acc_3_right 828795.0 8.045748 4.791033 -65.75970 1.924722 \n",
"Gyro_1_right 828795.0 -0.197721 116.841108 -1005.20000 -229.400000 \n",
"Gyro_2_right 828795.0 3.324103 59.073433 -642.60000 -79.100000 \n",
"Gyro_3_right 828795.0 1.207279 73.235642 -883.70000 -98.700000 \n",
"Acc_1_lowerleft 828795.0 -1.005937 3.159627 -46.98206 -6.545232 \n",
"Acc_2_lowerleft 828795.0 8.860870 3.028727 -56.45263 3.504132 \n",
"Acc_3_lowerleft 828795.0 -3.078971 2.661359 -30.95251 -7.481761 \n",
"Gyro_1_lowerleft 828795.0 -0.825946 70.232374 -409.30000 -155.600000 \n",
"Gyro_2_lowerleft 828795.0 5.156360 68.647177 -607.40000 -90.700000 \n",
"Gyro_3_lowerleft 828795.0 -1.836321 54.500175 -319.10000 -81.200000 \n",
"Acc_1_lowerright 828795.0 2.127915 3.017232 -43.07179 -2.099340 \n",
"Acc_2_lowerright 828795.0 8.847288 3.045963 -58.78806 3.372678 \n",
"Acc_3_lowerright 828795.0 -2.813570 2.426889 -36.23422 -7.210351 \n",
"Gyro_1_lowerright 828795.0 -0.048346 63.733480 -443.00000 -131.100000 \n",
"Gyro_2_lowerright 828795.0 2.295784 71.176912 -718.90000 -100.100000 \n",
"Gyro_3_lowerright 828795.0 -1.929409 60.169361 -412.00000 -135.700000 \n",
"Label 828795.0 0.275061 0.446545 0.00000 0.000000 \n",
"\n",
" 20% 50% 80% 95% max \n",
"Acc_1_left -2.851440 -1.536900 -0.037278 2.962620 57.03534 \n",
"Acc_2_left 4.676100 5.454360 6.905576 17.141340 56.73516 \n",
"Acc_3_left 7.625640 8.426790 9.077520 12.639200 54.55537 \n",
"Gyro_1_left -15.100000 0.500000 18.000000 190.400000 1166.80000 \n",
"Gyro_2_left -6.600000 0.000000 11.600000 86.500000 1013.60000 \n",
"Gyro_3_left -6.000000 0.000000 11.700000 125.900000 791.20000 \n",
"Acc_1_right -0.484614 1.157580 3.171900 6.716580 57.42970 \n",
"Acc_2_right 3.420420 5.299362 6.880080 17.079210 57.16876 \n",
"Acc_3_right 7.370580 8.423520 9.437221 12.197100 55.49125 \n",
"Gyro_1_right -14.700000 0.200000 18.800000 189.700000 799.10000 \n",
"Gyro_2_right -9.100000 0.400000 10.000000 101.300000 860.70000 \n",
"Gyro_3_right -8.900000 -0.600000 8.100000 120.400000 3246.70000 \n",
"Acc_1_lowerleft -2.916840 -0.598410 0.967920 3.250380 54.23753 \n",
"Acc_2_lowerleft 7.922556 9.091908 9.821773 12.925660 55.61289 \n",
"Acc_3_lowerleft -4.757850 -2.945713 -1.306692 0.833850 44.17116 \n",
"Gyro_1_lowerleft -13.000000 0.400000 33.200000 100.500000 377.30000 \n",
"Gyro_2_lowerleft -17.400000 0.800000 28.900000 112.500000 650.70000 \n",
"Gyro_3_lowerleft -29.600000 -2.100000 7.700000 114.800000 410.80000 \n",
"Acc_1_lowerright 0.300186 1.988160 3.794508 7.176996 51.37889 \n",
"Acc_2_lowerright 7.820532 9.154693 9.786456 12.937430 57.19819 \n",
"Acc_3_lowerright -4.281084 -2.557140 -1.275300 0.474804 45.38106 \n",
"Gyro_1_lowerright -11.800000 0.800000 32.100000 91.200000 333.70000 \n",
"Gyro_2_lowerright -22.100000 0.500000 25.600000 115.600000 687.10000 \n",
"Gyro_3_lowerright -12.500000 0.400000 29.200000 84.500000 272.30000 \n",
"Label 0.000000 0.000000 1.000000 1.000000 1.00000 "
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"describe_df = df.describe(percentiles=[.05, .20, .80, .95])\n",
"describe_df = describe_df.transpose()\n",
"describe_df.to_csv('df_description_summary.csv', sep=',')\n",
"describe_df"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"patient\n",
"G04 2\n",
"G05 3\n",
"G06 3\n",
"G07 1\n",
"G08 2\n",
"G09 4\n",
"G11 3\n",
"P231 6\n",
"P351 23\n",
"P379 9\n",
"P551 3\n",
"P623 3\n",
"P645 4\n",
"P812 22\n",
"P876 3\n",
"P940 22\n",
"Name: trials, dtype: int64"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby('patient')['trials'].nunique()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def create_new_target(row):\n",
" if row['Label1'] > 0 or row['Label2'] > 0:\n",
" return 1\n",
" else:\n",
" return 0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"--------------------------------------------------"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"g07_left = pd.read_csv('../data/splitted_full_dataset/G07/trial_1/G07_Freezing_Trial1_trial_1_out_left_foot.csv')\n",
"g07_lower_left = pd.read_csv('../data/splitted_full_dataset/G07/trial_1/G07_Freezing_Trial1_trial_1_out_lower_left_foot.csv')\n",
"g07_right = pd.read_csv('../data/splitted_full_dataset/G07/trial_1/G07_Freezing_Trial1_trial_1_out_lower_right_foot.csv')\n",
"g07_lower_right = pd.read_csv('../data/splitted_full_dataset/G07/trial_1/G07_Freezing_Trial1_trial_1_out_right_foot.csv')\n",
"\n",
"g07_left = g07_left.set_index('Time')\n",
"g07_lower_left = g07_lower_left.set_index('Time')\n",
"g07_right = g07_right.set_index('Time')\n",
"g07_lower_right = g07_lower_right.set_index('Time')\n",
"\n",
"cols = ['Acc_1', 'Acc_2', 'Acc_3', 'Gyro_1', 'Gyro_2', 'Gyro_3', 'Label1', 'Label2']\n",
"g07_left = g07_left[[c for c in g07_left.columns if c in cols]]\n",
"g07_lower_left = g07_lower_left[[c for c in g07_lower_left.columns if c in cols]]\n",
"g07_right = g07_right[[c for c in g07_right.columns if c in cols]]\n",
"g07_lower_right = g07_lower_right[[c for c in g07_lower_right.columns if c in cols]]\n",
"\n",
"g07_left['Label'] = g07_left.apply(lambda row: create_new_target(row), axis=1)\n",
"g07_left.drop(['Label1', 'Label2'], axis=1, inplace=True)\n",
"\n",
"g07_left_1 = g07_left[g07_left['Label'] == 1]\n",
"g07_left_0 = g07_left[g07_left['Label'] == 0]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x1a28b14e50>"
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 864x432 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"g07_left[['Acc_1', 'Acc_2', 'Acc_3']].plot(figsize=(12, 6))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x1a28b14410>,\n <matplotlib.axes._subplots.AxesSubplot object at 0x1a275e7590>,\n <matplotlib.axes._subplots.AxesSubplot object at 0x1a27a25c50>],\n [<matplotlib.axes._subplots.AxesSubplot object at 0x1a27a61490>,\n <matplotlib.axes._subplots.AxesSubplot object at 0x1a27a92c90>,\n <matplotlib.axes._subplots.AxesSubplot object at 0x1a27ad04d0>],\n [<matplotlib.axes._subplots.AxesSubplot object at 0x1a27b06cd0>,\n <matplotlib.axes._subplots.AxesSubplot object at 0x1a27b43190>,\n <matplotlib.axes._subplots.AxesSubplot object at 0x1a27b789d0>]],\n dtype=object)"
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 1080x720 with 9 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"g07_left.hist(figsize=(15, 10), bins=20, xlabelsize=8, ylabelsize=8)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1080x1080 with 4 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"parameters = {'axes.labelsize': 14,\n",
" 'axes.titlesize': 16}\n",
"plt.rcParams.update(parameters)\n",
"\n",
"fig, ax = plt.subplots(4,figsize=(15, 15), constrained_layout=True)\n",
"ax[0].plot(g07_left_1.index, g07_left_1[['Acc_1', 'Acc_2', 'Acc_3']])\n",
"ax[0].set_title('FoG', fontsize=13)\n",
"ax[0].legend(['Acc_X', 'Acc_Y', 'Acc_Z'])\n",
"ax[0].yaxis.grid(color='gray')\n",
"fig.suptitle('Accelerometer & Gyroscope Data - Left Shank Sensor', fontsize=16, fontweight =\"bold\",)\n",
"\n",
"ax[1].plot(g07_left_0.index, g07_left_0[['Acc_1', 'Acc_2', 'Acc_3']])\n",
"ax[1].set_title('Non-FoG', fontsize=13)\n",
"ax[1].legend(['Acc_X', 'Acc_Y', 'Acc_Z'])\n",
"ax[1].yaxis.grid(color='gray')\n",
"\n",
"ax[2].plot(g07_left_1.index, g07_left_1[['Gyro_1', 'Gyro_2', 'Gyro_3']])\n",
"ax[2].set_title('FoG', fontsize=13)\n",
"ax[2].legend(['Gyro_X', 'Gyro_Y', 'Gyro_Z'])\n",
"ax[2].yaxis.grid(color='gray')\n",
"\n",
"ax[3].plot(g07_left_0.index, g07_left_0[['Gyro_1', 'Gyro_2', 'Gyro_3']])\n",
"ax[3].set_title('Non-FoG', fontsize=13)\n",
"ax[3].legend(['Gyro_X', 'Gyro_Y', 'Gyro_Z'])\n",
"ax[3].yaxis.grid(color='gray')\n",
"\n",
"plt.xlabel('Time')\n",
"plt.savefig('../plots/acc_gyro_left_timeseries.png', dpi=100)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 219,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a62e89c90>"
]
},
"execution_count": 219,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"g07_left.boxplot(column=['Acc_1', 'Acc_2', 'Acc_3', 'Gyro_1', 'Gyro_2', 'Gyro_3'], figsize=(10,6))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x1a2f436390>"
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 1080x720 with 6 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(2, 3, figsize=(15, 10), constrained_layout=True)\n",
"\n",
"g07_left.reset_index().plot(x=['Time'], y=[\"Acc_1\"], kind=\"scatter\", ax=ax[0][0])\n",
"g07_left.reset_index().plot(x=['Time'], y=[\"Acc_2\"], kind=\"scatter\", ax=ax[0][1])\n",
"g07_left.reset_index().plot(x=['Time'], y=[\"Acc_3\"], kind=\"scatter\", ax=ax[0][2])\n",
"g07_left.reset_index().plot(x=['Time'], y=[\"Gyro_1\"], kind=\"scatter\", ax=ax[1][0])\n",
"g07_left.reset_index().plot(x=['Time'], y=[\"Gyro_2\"], kind=\"scatter\", ax=ax[1][1])\n",
"g07_left.reset_index().plot(x=['Time'], y=[\"Gyro_3\"], kind=\"scatter\", ax=ax[1][2])"
]
},
{
"cell_type": "code",
"execution_count": 238,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a6b2d4a10>"
]
},
"execution_count": 238,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(2, 3, figsize=(15, 10), constrained_layout=True)\n",
"\n",
"new_df.reset_index().plot(x=['Time'], y=[\"Acc_1\"], kind=\"scatter\", ax=ax[0][0])\n",
"new_df.reset_index().plot(x=['Time'], y=[\"Acc_2\"], kind=\"scatter\", ax=ax[0][1])\n",
"new_df.reset_index().plot(x=['Time'], y=[\"Acc_3\"], kind=\"scatter\", ax=ax[0][2])\n",
"new_df.reset_index().plot(x=['Time'], y=[\"Gyro_1\"], kind=\"scatter\", ax=ax[1][0])\n",
"new_df.reset_index().plot(x=['Time'], y=[\"Gyro_2\"], kind=\"scatter\", ax=ax[1][1])\n",
"new_df.reset_index().plot(x=['Time'], y=[\"Gyro_3\"], kind=\"scatter\", ax=ax[1][2])"
]
},
{
"cell_type": "code",
"execution_count": 239,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Acc_1 30022\n",
"Acc_2 30022\n",
"Acc_3 30022\n",
"Gyro_1 30022\n",
"Gyro_2 30022\n",
"Gyro_3 30022\n",
"Label 30022\n",
"dtype: int64"
]
},
"execution_count": 239,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"new_df.count()"
]
},
{
"cell_type": "code",
"execution_count": 240,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Acc_1 32167\n",
"Acc_2 32167\n",
"Acc_3 32167\n",
"Gyro_1 32167\n",
"Gyro_2 32167\n",
"Gyro_3 32167\n",
"Label 32167\n",
"dtype: int64"
]
},
"execution_count": 240,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"g07_left.count()"
]
},
{
"cell_type": "code",
"execution_count": 244,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Acc_1</th>\n",
" <th>Acc_2</th>\n",
" <th>Acc_3</th>\n",
" <th>Gyro_1</th>\n",
" <th>Gyro_2</th>\n",
" <th>Gyro_3</th>\n",
" <th>Label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>30022.000000</td>\n",
" <td>30022.000000</td>\n",
" <td>30022.000000</td>\n",
" <td>30022.000000</td>\n",
" <td>30022.000000</td>\n",
" <td>30022.000000</td>\n",
" <td>30022.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>-1.987198</td>\n",
" <td>5.409306</td>\n",
" <td>7.956202</td>\n",
" <td>0.872617</td>\n",
" <td>-0.058897</td>\n",
" <td>0.226900</td>\n",
" <td>0.847612</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.658119</td>\n",
" <td>0.795997</td>\n",
" <td>0.595581</td>\n",
" <td>12.191826</td>\n",
" <td>6.244494</td>\n",
" <td>10.625448</td>\n",
" <td>0.359403</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>-8.131681</td>\n",
" <td>-3.182791</td>\n",
" <td>2.433151</td>\n",
" <td>-111.700000</td>\n",
" <td>-57.100000</td>\n",
" <td>-100.100000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>-2.039273</td>\n",
" <td>5.330063</td>\n",
" <td>7.864860</td>\n",
" <td>-0.700000</td>\n",
" <td>-0.800000</td>\n",
" <td>-0.600000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>-1.969392</td>\n",
" <td>5.438062</td>\n",
" <td>7.934742</td>\n",
" <td>0.300000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>-1.855040</td>\n",
" <td>5.546061</td>\n",
" <td>8.042741</td>\n",
" <td>2.300000</td>\n",
" <td>0.500000</td>\n",
" <td>0.500000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>4.262780</td>\n",
" <td>14.357500</td>\n",
" <td>13.474450</td>\n",
" <td>111.600000</td>\n",
" <td>54.700000</td>\n",
" <td>97.300000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Acc_1 Acc_2 Acc_3 Gyro_1 Gyro_2 \\\n",