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{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.6.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \nfrom sklearn.decomposition import PCA\nfrom sklearn.preprocessing import Imputer\nfrom sklearn.model_selection import KFold\nfrom sklearn import linear_model\nfrom sklearn.metrics import make_scorer\nfrom sklearn.ensemble import BaggingRegressor\nfrom sklearn.ensemble import RandomForestRegressor\nfrom sklearn import svm\nfrom sklearn.metrics import r2_score\nfrom sklearn.ensemble import AdaBoostRegressor\nfrom sklearn.model_selection import cross_val_score\nfrom sklearn.tree import DecisionTreeRegressor\nfrom sklearn.model_selection import GridSearchCV\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport matplotlib.pyplot as plt\nimport matplotlib\nimport seaborn as sns\n\n# Input data files are available in the \"../input/\" directory.\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n for filename in filenames:\n print(os.path.join(dirname, filename))\n# Any results you write to the current directory are saved as output.","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-01-20T16:52:25.581505Z","iopub.execute_input":"2023-01-20T16:52:25.582426Z","iopub.status.idle":"2023-01-20T16:52:27.404878Z","shell.execute_reply.started":"2023-01-20T16:52:25.581848Z","shell.execute_reply":"2023-01-20T16:52:27.403474Z"},"trusted":true},"execution_count":3,"outputs":[{"name":"stdout","text":"/kaggle/input/measures_v2.csv\n","output_type":"stream"}]},{"cell_type":"markdown","source":"[**MULTIPLE LINEAR REGRESSION**](#1)\n\n[**POLYNOMIAL LINEAR REGRESSION**](#2)\n\n[**DECISION TREE REGRESSION**](#3)\n","metadata":{}},{"cell_type":"code","source":"# read data\ndf = pd.read_csv('../input/measures_v2.csv')\ndf.head(10)","metadata":{"execution":{"iopub.status.busy":"2023-01-20T16:52:29.117220Z","iopub.execute_input":"2023-01-20T16:52:29.117938Z","iopub.status.idle":"2023-01-20T16:52:36.748932Z","shell.execute_reply.started":"2023-01-20T16:52:29.117599Z","shell.execute_reply":"2023-01-20T16:52:36.748052Z"},"trusted":true},"execution_count":4,"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":" u_q coolant stator_winding u_d stator_tooth motor_speed \\\n0 -0.450682 18.805172 19.086670 -0.350055 18.293219 0.002866 \n1 -0.325737 18.818571 19.092390 -0.305803 18.294807 0.000257 \n2 -0.440864 18.828770 19.089380 -0.372503 18.294094 0.002355 \n3 -0.327026 18.835567 19.083031 -0.316199 18.292542 0.006105 \n4 -0.471150 18.857033 19.082525 -0.332272 18.291428 0.003133 \n5 -0.538973 18.901548 19.077108 0.009147 18.290628 0.009636 \n6 -0.653148 18.941711 19.074583 0.238890 18.292524 0.001337 \n7 -0.758392 18.960861 19.082499 0.395099 18.294041 0.001422 \n8 -0.727128 18.973545 19.085533 0.546623 18.291964 0.000577 \n9 -0.874307 18.987812 19.076025 0.578944 18.287233 -0.001248 \n\n i_d i_q pm stator_yoke ambient torque profile_id \n0 0.004419 0.000328 24.554214 18.316547 19.850691 0.187101 17 \n1 0.000606 -0.000785 24.538078 18.314955 19.850672 0.245417 17 \n2 0.001290 0.000386 24.544693 18.326307 19.850657 0.176615 17 \n3 0.000026 0.002046 24.554018 18.330833 19.850647 0.238303 17 \n4 -0.064317 0.037184 24.565397 18.326662 19.850639 0.208197 17 \n5 -0.613635 0.336747 24.573601 18.323862 19.850634 0.476218 17 \n6 -1.005647 0.554211 24.576578 18.321936 19.850630 0.670015 17 \n7 -1.288384 0.706370 24.574949 18.314655 19.850628 0.752035 17 \n8 -1.490530 0.817339 24.567080 18.306925 19.850626 0.910541 17 \n9 -1.634464 0.898013 24.553242 18.301733 19.850624 0.924010 17 ","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>u_q</th>\n <th>coolant</th>\n <th>stator_winding</th>\n <th>u_d</th>\n <th>stator_tooth</th>\n <th>motor_speed</th>\n <th>i_d</th>\n <th>i_q</th>\n <th>pm</th>\n <th>stator_yoke</th>\n <th>ambient</th>\n <th>torque</th>\n <th>profile_id</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>-0.450682</td>\n <td>18.805172</td>\n <td>19.086670</td>\n <td>-0.350055</td>\n <td>18.293219</td>\n <td>0.002866</td>\n <td>0.004419</td>\n <td>0.000328</td>\n <td>24.554214</td>\n <td>18.316547</td>\n <td>19.850691</td>\n <td>0.187101</td>\n <td>17</td>\n </tr>\n <tr>\n <th>1</th>\n <td>-0.325737</td>\n <td>18.818571</td>\n <td>19.092390</td>\n <td>-0.305803</td>\n <td>18.294807</td>\n <td>0.000257</td>\n <td>0.000606</td>\n <td>-0.000785</td>\n <td>24.538078</td>\n <td>18.314955</td>\n <td>19.850672</td>\n <td>0.245417</td>\n <td>17</td>\n </tr>\n <tr>\n <th>2</th>\n <td>-0.440864</td>\n <td>18.828770</td>\n <td>19.089380</td>\n <td>-0.372503</td>\n <td>18.294094</td>\n <td>0.002355</td>\n <td>0.001290</td>\n <td>0.000386</td>\n <td>24.544693</td>\n <td>18.326307</td>\n <td>19.850657</td>\n <td>0.176615</td>\n <td>17</td>\n </tr>\n <tr>\n <th>3</th>\n <td>-0.327026</td>\n <td>18.835567</td>\n <td>19.083031</td>\n <td>-0.316199</td>\n <td>18.292542</td>\n <td>0.006105</td>\n <td>0.000026</td>\n <td>0.002046</td>\n <td>24.554018</td>\n <td>18.330833</td>\n <td>19.850647</td>\n <td>0.238303</td>\n <td>17</td>\n </tr>\n <tr>\n <th>4</th>\n <td>-0.471150</td>\n <td>18.857033</td>\n <td>19.082525</td>\n <td>-0.332272</td>\n <td>18.291428</td>\n <td>0.003133</td>\n <td>-0.064317</td>\n <td>0.037184</td>\n <td>24.565397</td>\n <td>18.326662</td>\n <td>19.850639</td>\n <td>0.208197</td>\n <td>17</td>\n </tr>\n <tr>\n <th>5</th>\n <td>-0.538973</td>\n <td>18.901548</td>\n <td>19.077108</td>\n <td>0.009147</td>\n <td>18.290628</td>\n <td>0.009636</td>\n <td>-0.613635</td>\n <td>0.336747</td>\n <td>24.573601</td>\n <td>18.323862</td>\n <td>19.850634</td>\n <td>0.476218</td>\n <td>17</td>\n </tr>\n <tr>\n <th>6</th>\n <td>-0.653148</td>\n <td>18.941711</td>\n <td>19.074583</td>\n <td>0.238890</td>\n <td>18.292524</td>\n <td>0.001337</td>\n <td>-1.005647</td>\n <td>0.554211</td>\n <td>24.576578</td>\n <td>18.321936</td>\n <td>19.850630</td>\n <td>0.670015</td>\n <td>17</td>\n </tr>\n <tr>\n <th>7</th>\n <td>-0.758392</td>\n <td>18.960861</td>\n <td>19.082499</td>\n <td>0.395099</td>\n <td>18.294041</td>\n <td>0.001422</td>\n <td>-1.288384</td>\n <td>0.706370</td>\n <td>24.574949</td>\n <td>18.314655</td>\n <td>19.850628</td>\n <td>0.752035</td>\n <td>17</td>\n </tr>\n <tr>\n <th>8</th>\n <td>-0.727128</td>\n <td>18.973545</td>\n <td>19.085533</td>\n <td>0.546623</td>\n <td>18.291964</td>\n <td>0.000577</td>\n <td>-1.490530</td>\n <td>0.817339</td>\n <td>24.567080</td>\n <td>18.306925</td>\n <td>19.850626</td>\n <td>0.910541</td>\n <td>17</td>\n </tr>\n <tr>\n <th>9</th>\n <td>-0.874307</td>\n <td>18.987812</td>\n <td>19.076025</td>\n <td>0.578944</td>\n <td>18.287233</td>\n <td>-0.001248</td>\n <td>-1.634464</td>\n <td>0.898013</td>\n <td>24.553242</td>\n <td>18.301733</td>\n <td>19.850624</td>\n <td>0.924010</td>\n <td>17</td>\n </tr>\n </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"# Count the number of NaNs each column has.\nnans=pd.isnull(df).sum()\nnans[nans>0]","metadata":{"execution":{"iopub.status.busy":"2023-01-20T16:52:36.752036Z","iopub.execute_input":"2023-01-20T16:52:36.752639Z","iopub.status.idle":"2023-01-20T16:52:36.838385Z","shell.execute_reply.started":"2023-01-20T16:52:36.752569Z","shell.execute_reply":"2023-01-20T16:52:36.837403Z"},"trusted":true},"execution_count":5,"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"Series([], dtype: int64)"},"metadata":{}}]},{"cell_type":"code","source":"# Count the column types\ndf.dtypes.value_counts()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T16:52:36.839634Z","iopub.execute_input":"2023-01-20T16:52:36.839896Z","iopub.status.idle":"2023-01-20T16:52:36.848757Z","shell.execute_reply.started":"2023-01-20T16:52:36.839851Z","shell.execute_reply":"2023-01-20T16:52:36.847673Z"},"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"float64 12\nint64 1\ndtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"df.info()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T16:52:38.663794Z","iopub.execute_input":"2023-01-20T16:52:38.664331Z","iopub.status.idle":"2023-01-20T16:52:38.763740Z","shell.execute_reply.started":"2023-01-20T16:52:38.664249Z","shell.execute_reply":"2023-01-20T16:52:38.762825Z"},"trusted":true},"execution_count":7,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 1330816 entries, 0 to 1330815\nData columns (total 13 columns):\nu_q 1330816 non-null float64\ncoolant 1330816 non-null float64\nstator_winding 1330816 non-null float64\nu_d 1330816 non-null float64\nstator_tooth 1330816 non-null float64\nmotor_speed 1330816 non-null float64\ni_d 1330816 non-null float64\ni_q 1330816 non-null float64\npm 1330816 non-null float64\nstator_yoke 1330816 non-null float64\nambient 1330816 non-null float64\ntorque 1330816 non-null float64\nprofile_id 1330816 non-null int64\ndtypes: float64(12), int64(1)\nmemory usage: 132.0 MB\n","output_type":"stream"}]},{"cell_type":"code","source":"df.describe()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T16:52:40.621782Z","iopub.execute_input":"2023-01-20T16:52:40.622346Z","iopub.status.idle":"2023-01-20T16:52:41.177299Z","shell.execute_reply.started":"2023-01-20T16:52:40.622277Z","shell.execute_reply":"2023-01-20T16:52:41.176270Z"},"trusted":true},"execution_count":8,"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":" u_q coolant stator_winding u_d stator_tooth \\\ncount 1.330816e+06 1.330816e+06 1.330816e+06 1.330816e+06 1.330816e+06 \nmean 5.427900e+01 3.622999e+01 6.634275e+01 -2.513381e+01 5.687858e+01 \nstd 4.417323e+01 2.178615e+01 2.867206e+01 6.309197e+01 2.295223e+01 \nmin -2.529093e+01 1.062375e+01 1.858582e+01 -1.315304e+02 1.813398e+01 \n25% 1.206992e+01 1.869814e+01 4.278796e+01 -7.869090e+01 3.841601e+01 \n50% 4.893818e+01 2.690014e+01 6.511013e+01 -7.429755e+00 5.603635e+01 \n75% 9.003439e+01 4.985749e+01 8.814114e+01 1.470271e+00 7.558668e+01 \nmax 1.330370e+02 1.015985e+02 1.413629e+02 1.314698e+02 1.119464e+02 \n\n motor_speed i_d i_q pm stator_yoke \\\ncount 1.330816e+06 1.330816e+06 1.330816e+06 1.330816e+06 1.330816e+06 \nmean 2.202081e+03 -6.871681e+01 3.741278e+01 5.850678e+01 4.818796e+01 \nstd 1.859663e+03 6.493323e+01 9.218188e+01 1.900150e+01 1.999100e+01 \nmin -2.755491e+02 -2.780036e+02 -2.934268e+02 2.085696e+01 1.807669e+01 \n25% 3.171107e+02 -1.154061e+02 1.095863e+00 4.315158e+01 3.199033e+01 \n50% 1.999977e+03 -5.109376e+01 1.577401e+01 6.026629e+01 4.562551e+01 \n75% 3.760639e+03 -2.979688e+00 1.006121e+02 7.200837e+01 6.146083e+01 \nmax 6.000015e+03 5.189670e-02 3.017079e+02 1.136066e+02 1.011480e+02 \n\n ambient torque profile_id \ncount 1.330816e+06 1.330816e+06 1.330816e+06 \nmean 2.456526e+01 3.110603e+01 4.079306e+01 \nstd 1.929522e+00 7.713575e+01 2.504549e+01 \nmin 8.783478e+00 -2.464667e+02 2.000000e+00 \n25% 2.318480e+01 -1.374265e-01 1.700000e+01 \n50% 2.479733e+01 1.086035e+01 4.300000e+01 \n75% 2.621702e+01 9.159718e+01 6.500000e+01 \nmax 3.071420e+01 2.610057e+02 8.100000e+01 ","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>u_q</th>\n <th>coolant</th>\n <th>stator_winding</th>\n <th>u_d</th>\n <th>stator_tooth</th>\n <th>motor_speed</th>\n <th>i_d</th>\n <th>i_q</th>\n <th>pm</th>\n <th>stator_yoke</th>\n <th>ambient</th>\n <th>torque</th>\n <th>profile_id</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>count</th>\n <td>1.330816e+06</td>\n <td>1.330816e+06</td>\n <td>1.330816e+06</td>\n <td>1.330816e+06</td>\n <td>1.330816e+06</td>\n <td>1.330816e+06</td>\n <td>1.330816e+06</td>\n <td>1.330816e+06</td>\n <td>1.330816e+06</td>\n <td>1.330816e+06</td>\n <td>1.330816e+06</td>\n <td>1.330816e+06</td>\n <td>1.330816e+06</td>\n </tr>\n <tr>\n <th>mean</th>\n <td>5.427900e+01</td>\n <td>3.622999e+01</td>\n <td>6.634275e+01</td>\n <td>-2.513381e+01</td>\n <td>5.687858e+01</td>\n <td>2.202081e+03</td>\n <td>-6.871681e+01</td>\n <td>3.741278e+01</td>\n <td>5.850678e+01</td>\n <td>4.818796e+01</td>\n <td>2.456526e+01</td>\n <td>3.110603e+01</td>\n <td>4.079306e+01</td>\n </tr>\n <tr>\n <th>std</th>\n <td>4.417323e+01</td>\n <td>2.178615e+01</td>\n <td>2.867206e+01</td>\n <td>6.309197e+01</td>\n <td>2.295223e+01</td>\n <td>1.859663e+03</td>\n <td>6.493323e+01</td>\n <td>9.218188e+01</td>\n <td>1.900150e+01</td>\n <td>1.999100e+01</td>\n <td>1.929522e+00</td>\n <td>7.713575e+01</td>\n <td>2.504549e+01</td>\n </tr>\n <tr>\n <th>min</th>\n <td>-2.529093e+01</td>\n <td>1.062375e+01</td>\n <td>1.858582e+01</td>\n <td>-1.315304e+02</td>\n <td>1.813398e+01</td>\n <td>-2.755491e+02</td>\n <td>-2.780036e+02</td>\n <td>-2.934268e+02</td>\n <td>2.085696e+01</td>\n <td>1.807669e+01</td>\n <td>8.783478e+00</td>\n <td>-2.464667e+02</td>\n <td>2.000000e+00</td>\n </tr>\n <tr>\n <th>25%</th>\n <td>1.206992e+01</td>\n <td>1.869814e+01</td>\n <td>4.278796e+01</td>\n <td>-7.869090e+01</td>\n <td>3.841601e+01</td>\n <td>3.171107e+02</td>\n <td>-1.154061e+02</td>\n <td>1.095863e+00</td>\n <td>4.315158e+01</td>\n <td>3.199033e+01</td>\n <td>2.318480e+01</td>\n <td>-1.374265e-01</td>\n <td>1.700000e+01</td>\n </tr>\n <tr>\n <th>50%</th>\n <td>4.893818e+01</td>\n <td>2.690014e+01</td>\n <td>6.511013e+01</td>\n <td>-7.429755e+00</td>\n <td>5.603635e+01</td>\n <td>1.999977e+03</td>\n <td>-5.109376e+01</td>\n <td>1.577401e+01</td>\n <td>6.026629e+01</td>\n <td>4.562551e+01</td>\n <td>2.479733e+01</td>\n <td>1.086035e+01</td>\n <td>4.300000e+01</td>\n </tr>\n <tr>\n <th>75%</th>\n <td>9.003439e+01</td>\n <td>4.985749e+01</td>\n <td>8.814114e+01</td>\n <td>1.470271e+00</td>\n <td>7.558668e+01</td>\n <td>3.760639e+03</td>\n <td>-2.979688e+00</td>\n <td>1.006121e+02</td>\n <td>7.200837e+01</td>\n <td>6.146083e+01</td>\n <td>2.621702e+01</td>\n <td>9.159718e+01</td>\n <td>6.500000e+01</td>\n </tr>\n <tr>\n <th>max</th>\n <td>1.330370e+02</td>\n <td>1.015985e+02</td>\n <td>1.413629e+02</td>\n <td>1.314698e+02</td>\n <td>1.119464e+02</td>\n <td>6.000015e+03</td>\n <td>5.189670e-02</td>\n <td>3.017079e+02</td>\n <td>1.136066e+02</td>\n <td>1.011480e+02</td>\n <td>3.071420e+01</td>\n <td>2.610057e+02</td>\n <td>8.100000e+01</td>\n </tr>\n </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"#correlation map\nf,ax=plt.subplots(figsize=(12,12))\ncorr=df.corr()\n\nsns.heatmap(corr, annot=True, linewidths=.5, fmt='.2f', mask= np.zeros_like(corr,dtype=np.bool), cmap=sns.diverging_palette(100,200,as_cmap=True), \n square=True, ax=ax)\n\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T16:52:43.701816Z","iopub.execute_input":"2023-01-20T16:52:43.702350Z","iopub.status.idle":"2023-01-20T16:52:45.749504Z","shell.execute_reply.started":"2023-01-20T16:52:43.702283Z","shell.execute_reply":"2023-01-20T16:52:45.748304Z"},"trusted":true},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x864 with 2 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"There are high correlation between values.","metadata":{}},{"cell_type":"code","source":"### Data visualization with respect to session lengths\n\nimport matplotlib.pyplot as plt\nfig = plt.figure(figsize=(17, 5))\ngrpd = df.groupby(['profile_id'])\n_df = grpd.size().sort_values().rename('samples').reset_index()\nordered_ids = _df.profile_id.values.tolist()\nsns.barplot(y='samples', x='profile_id', data=_df, order=ordered_ids)\ntcks = plt.yticks(2*3600*np.arange(1, 8), [f'{a} hrs' for a in range(1, 8)]) # 2Hz sample rate","metadata":{"execution":{"iopub.status.busy":"2023-01-20T16:52:47.977530Z","iopub.execute_input":"2023-01-20T16:52:47.977865Z","iopub.status.idle":"2023-01-20T16:52:49.310901Z","shell.execute_reply.started":"2023-01-20T16:52:47.977821Z","shell.execute_reply":"2023-01-20T16:52:49.310067Z"},"trusted":true},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1224x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"##visualizing the data time series data\n\ndef pick_equidistant_elems(m, n):\n \"\"\"From a set of n elements, pick m which have equal distance to each other\"\"\"\n return [i*n//m + n//(2*m) for i in range(m)]\n\ntarget_features = ['pm', 'stator_tooth', 'stator_yoke', 'stator_winding']\nids_to_plot = np.asarray(ordered_ids)[pick_equidistant_elems(6, len(ordered_ids))]\nfig2 = plt.figure(figsize=(17, 10))\ncols = len(ids_to_plot)\nfor i, (sess_id, _df) in enumerate([g for g in grpd if g[0] in ids_to_plot]):\n _df = _df.reset_index(drop=True)\n plt.subplot(4, cols, i+1)\n plt.xticks([])\n for target in target_features:\n plt.plot(_df[target], label=target)\n if i == 0:\n plt.legend(loc='upper right', bbox_to_anchor=(-0.2, 1.0))\n plt.subplot(4, cols, i+1+cols)\n plt.plot(_df['motor_speed'], color='green', label='motor_speed')\n plt.xticks([])\n if i == 0:\n plt.legend(loc='upper right', bbox_to_anchor=(-0.2, 1.0))\n plt.subplot(4, cols, i+1+cols*2)\n plt.plot(_df['torque'], color='yellow', label='torque')\n plt.xticks([])\n if i == 0:\n plt.legend(loc='upper right', bbox_to_anchor=(-0.2, 1.0))\n plt.subplot(4, cols, i+1+cols*3)\n plt.plot(_df['coolant'], color='cyan', label='coolant')\n k = int(len(_df)> 4*3600) + 1\n plt.xticks(_df['coolant'].index.values[::k*3600], _df.coolant.index.values[::k*3600] / (2*3600))\n plt.xlabel('time in hours')\n if i == 0:\n plt.legend(loc='upper right', bbox_to_anchor=(-0.2, 1.0))\n \nplt.tight_layout()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T16:55:36.054578Z","iopub.execute_input":"2023-01-20T16:55:36.055011Z","iopub.status.idle":"2023-01-20T16:55:39.671353Z","shell.execute_reply.started":"2023-01-20T16:55:36.054952Z","shell.execute_reply":"2023-01-20T16:55:39.670325Z"},"trusted":true},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1224x720 with 24 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"df=df.drop(columns=['profile_id'])","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:17:58.226055Z","iopub.execute_input":"2023-01-20T07:17:58.226453Z","iopub.status.idle":"2023-01-20T07:17:58.284352Z","shell.execute_reply.started":"2023-01-20T07:17:58.226404Z","shell.execute_reply":"2023-01-20T07:17:58.283044Z"},"trusted":true},"execution_count":9,"outputs":[]},{"cell_type":"code","source":"df.head()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:18:00.640992Z","iopub.execute_input":"2023-01-20T07:18:00.641551Z","iopub.status.idle":"2023-01-20T07:18:00.659548Z","shell.execute_reply.started":"2023-01-20T07:18:00.641494Z","shell.execute_reply":"2023-01-20T07:18:00.658236Z"},"trusted":true},"execution_count":10,"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":" u_q coolant stator_winding u_d stator_tooth motor_speed \\\n0 -0.450682 18.805172 19.086670 -0.350055 18.293219 0.002866 \n1 -0.325737 18.818571 19.092390 -0.305803 18.294807 0.000257 \n2 -0.440864 18.828770 19.089380 -0.372503 18.294094 0.002355 \n3 -0.327026 18.835567 19.083031 -0.316199 18.292542 0.006105 \n4 -0.471150 18.857033 19.082525 -0.332272 18.291428 0.003133 \n\n i_d i_q pm stator_yoke ambient torque \n0 0.004419 0.000328 24.554214 18.316547 19.850691 0.187101 \n1 0.000606 -0.000785 24.538078 18.314955 19.850672 0.245417 \n2 0.001290 0.000386 24.544693 18.326307 19.850657 0.176615 \n3 0.000026 0.002046 24.554018 18.330833 19.850647 0.238303 \n4 -0.064317 0.037184 24.565397 18.326662 19.850639 0.208197 ","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>u_q</th>\n <th>coolant</th>\n <th>stator_winding</th>\n <th>u_d</th>\n <th>stator_tooth</th>\n <th>motor_speed</th>\n <th>i_d</th>\n <th>i_q</th>\n <th>pm</th>\n <th>stator_yoke</th>\n <th>ambient</th>\n <th>torque</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>-0.450682</td>\n <td>18.805172</td>\n <td>19.086670</td>\n <td>-0.350055</td>\n <td>18.293219</td>\n <td>0.002866</td>\n <td>0.004419</td>\n <td>0.000328</td>\n <td>24.554214</td>\n <td>18.316547</td>\n <td>19.850691</td>\n <td>0.187101</td>\n </tr>\n <tr>\n <th>1</th>\n <td>-0.325737</td>\n <td>18.818571</td>\n <td>19.092390</td>\n <td>-0.305803</td>\n <td>18.294807</td>\n <td>0.000257</td>\n <td>0.000606</td>\n <td>-0.000785</td>\n <td>24.538078</td>\n <td>18.314955</td>\n <td>19.850672</td>\n <td>0.245417</td>\n </tr>\n <tr>\n <th>2</th>\n <td>-0.440864</td>\n <td>18.828770</td>\n <td>19.089380</td>\n <td>-0.372503</td>\n <td>18.294094</td>\n <td>0.002355</td>\n <td>0.001290</td>\n <td>0.000386</td>\n <td>24.544693</td>\n <td>18.326307</td>\n <td>19.850657</td>\n <td>0.176615</td>\n </tr>\n <tr>\n <th>3</th>\n <td>-0.327026</td>\n <td>18.835567</td>\n <td>19.083031</td>\n <td>-0.316199</td>\n <td>18.292542</td>\n <td>0.006105</td>\n <td>0.000026</td>\n <td>0.002046</td>\n <td>24.554018</td>\n <td>18.330833</td>\n <td>19.850647</td>\n <td>0.238303</td>\n </tr>\n <tr>\n <th>4</th>\n <td>-0.471150</td>\n <td>18.857033</td>\n <td>19.082525</td>\n <td>-0.332272</td>\n <td>18.291428</td>\n <td>0.003133</td>\n <td>-0.064317</td>\n <td>0.037184</td>\n <td>24.565397</td>\n <td>18.326662</td>\n <td>19.850639</td>\n <td>0.208197</td>\n </tr>\n </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"a=df[['pm','stator_yoke','stator_tooth','stator_winding']]\nb=df[['torque','i_q','u_d']]\nd=df[['ambient','coolant','u_q','motor_speed','i_d']]","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:18:04.097832Z","iopub.execute_input":"2023-01-20T07:18:04.098305Z","iopub.status.idle":"2023-01-20T07:18:04.172377Z","shell.execute_reply.started":"2023-01-20T07:18:04.098243Z","shell.execute_reply":"2023-01-20T07:18:04.171228Z"},"trusted":true},"execution_count":11,"outputs":[]},{"cell_type":"code","source":"from sklearn.decomposition import PCA\npca = PCA(n_components=2)\nprincipalComponents_a = pca.fit_transform(a)\nprincipalDf_a = pd.DataFrame(data = principalComponents_a\n , columns = ['principal component a_1', 'principal component a_2'])","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:18:17.362481Z","iopub.execute_input":"2023-01-20T07:18:17.363101Z","iopub.status.idle":"2023-01-20T07:18:18.403475Z","shell.execute_reply.started":"2023-01-20T07:18:17.363042Z","shell.execute_reply":"2023-01-20T07:18:18.402183Z"},"trusted":true},"execution_count":12,"outputs":[]},{"cell_type":"code","source":"from sklearn.decomposition import PCA\npca = PCA(n_components=1)\nprincipalComponents_b = pca.fit_transform(b)\nprincipalDf_b = pd.DataFrame(data = principalComponents_b\n , columns = ['principal component b_1'])","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:18:21.600348Z","iopub.execute_input":"2023-01-20T07:18:21.600773Z","iopub.status.idle":"2023-01-20T07:18:22.312735Z","shell.execute_reply.started":"2023-01-20T07:18:21.600599Z","shell.execute_reply":"2023-01-20T07:18:22.312010Z"},"trusted":true},"execution_count":13,"outputs":[]},{"cell_type":"code","source":"c= pd.concat([principalDf_a, principalDf_b], axis = 1)","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:18:24.457532Z","iopub.execute_input":"2023-01-20T07:18:24.458088Z","iopub.status.idle":"2023-01-20T07:18:24.471107Z","shell.execute_reply.started":"2023-01-20T07:18:24.458029Z","shell.execute_reply":"2023-01-20T07:18:24.469896Z"},"trusted":true},"execution_count":14,"outputs":[]},{"cell_type":"code","source":"c.head()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:18:27.154645Z","iopub.execute_input":"2023-01-20T07:18:27.155200Z","iopub.status.idle":"2023-01-20T07:18:27.166048Z","shell.execute_reply.started":"2023-01-20T07:18:27.155142Z","shell.execute_reply":"2023-01-20T07:18:27.165271Z"},"trusted":true},"execution_count":15,"outputs":[{"execution_count":15,"output_type":"execute_result","data":{"text/plain":" principal component a_1 principal component a_2 principal component b_1\n0 -75.690706 6.038009 54.387616\n1 -75.692963 6.054402 54.371565\n2 -75.687941 6.049815 54.384835\n3 -75.687374 6.040181 54.369643\n4 -75.685781 6.028461 54.356361","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>principal component a_1</th>\n <th>principal component a_2</th>\n <th>principal component b_1</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>-75.690706</td>\n <td>6.038009</td>\n <td>54.387616</td>\n </tr>\n <tr>\n <th>1</th>\n <td>-75.692963</td>\n <td>6.054402</td>\n <td>54.371565</td>\n </tr>\n <tr>\n <th>2</th>\n <td>-75.687941</td>\n <td>6.049815</td>\n <td>54.384835</td>\n </tr>\n <tr>\n <th>3</th>\n <td>-75.687374</td>\n <td>6.040181</td>\n <td>54.369643</td>\n </tr>\n <tr>\n <th>4</th>\n <td>-75.685781</td>\n <td>6.028461</td>\n <td>54.356361</td>\n </tr>\n </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"final=pd.concat([c, d], axis=1)","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:18:32.593694Z","iopub.execute_input":"2023-01-20T07:18:32.594179Z","iopub.status.idle":"2023-01-20T07:18:32.645823Z","shell.execute_reply.started":"2023-01-20T07:18:32.594123Z","shell.execute_reply":"2023-01-20T07:18:32.644243Z"},"trusted":true},"execution_count":16,"outputs":[]},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"code","source":"final.head()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:18:36.193402Z","iopub.execute_input":"2023-01-20T07:18:36.193747Z","iopub.status.idle":"2023-01-20T07:18:36.208793Z","shell.execute_reply.started":"2023-01-20T07:18:36.193686Z","shell.execute_reply":"2023-01-20T07:18:36.207475Z"},"trusted":true},"execution_count":17,"outputs":[{"execution_count":17,"output_type":"execute_result","data":{"text/plain":" principal component a_1 principal component a_2 principal component b_1 \\\n0 -75.690706 6.038009 54.387616 \n1 -75.692963 6.054402 54.371565 \n2 -75.687941 6.049815 54.384835 \n3 -75.687374 6.040181 54.369643 \n4 -75.685781 6.028461 54.356361 \n\n ambient coolant u_q motor_speed i_d \n0 19.850691 18.805172 -0.450682 0.002866 0.004419 \n1 19.850672 18.818571 -0.325737 0.000257 0.000606 \n2 19.850657 18.828770 -0.440864 0.002355 0.001290 \n3 19.850647 18.835567 -0.327026 0.006105 0.000026 \n4 19.850639 18.857033 -0.471150 0.003133 -0.064317 ","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>principal component a_1</th>\n <th>principal component a_2</th>\n <th>principal component b_1</th>\n <th>ambient</th>\n <th>coolant</th>\n <th>u_q</th>\n <th>motor_speed</th>\n <th>i_d</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>-75.690706</td>\n <td>6.038009</td>\n <td>54.387616</td>\n <td>19.850691</td>\n <td>18.805172</td>\n <td>-0.450682</td>\n <td>0.002866</td>\n <td>0.004419</td>\n </tr>\n <tr>\n <th>1</th>\n <td>-75.692963</td>\n <td>6.054402</td>\n <td>54.371565</td>\n <td>19.850672</td>\n <td>18.818571</td>\n <td>-0.325737</td>\n <td>0.000257</td>\n <td>0.000606</td>\n </tr>\n <tr>\n <th>2</th>\n <td>-75.687941</td>\n <td>6.049815</td>\n <td>54.384835</td>\n <td>19.850657</td>\n <td>18.828770</td>\n <td>-0.440864</td>\n <td>0.002355</td>\n <td>0.001290</td>\n </tr>\n <tr>\n <th>3</th>\n <td>-75.687374</td>\n <td>6.040181</td>\n <td>54.369643</td>\n <td>19.850647</td>\n <td>18.835567</td>\n <td>-0.327026</td>\n <td>0.006105</td>\n <td>0.000026</td>\n </tr>\n <tr>\n <th>4</th>\n <td>-75.685781</td>\n <td>6.028461</td>\n <td>54.356361</td>\n <td>19.850639</td>\n <td>18.857033</td>\n <td>-0.471150</td>\n <td>0.003133</td>\n <td>-0.064317</td>\n </tr>\n </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"#correlation map\nf,ax=plt.subplots(figsize=(12,12))\ncorr=final.corr()\n\nsns.heatmap(corr, annot=True, linewidths=.5, fmt='.2f', mask= np.zeros_like(corr,dtype=np.bool), cmap=sns.diverging_palette(100,200,as_cmap=True), \n square=True, ax=ax)\n\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:18:39.482310Z","iopub.execute_input":"2023-01-20T07:18:39.482839Z","iopub.status.idle":"2023-01-20T07:18:40.170103Z","shell.execute_reply.started":"2023-01-20T07:18:39.482800Z","shell.execute_reply":"2023-01-20T07:18:40.169008Z"},"trusted":true},"execution_count":18,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x864 with 2 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"df_x=final.drop([\"motor_speed\"],axis=1)\ndf_y=pd.DataFrame(final['motor_speed']) #motor_speed is dependent variable.","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:18:58.500188Z","iopub.execute_input":"2023-01-20T07:18:58.500690Z","iopub.status.idle":"2023-01-20T07:18:58.534301Z","shell.execute_reply.started":"2023-01-20T07:18:58.500628Z","shell.execute_reply":"2023-01-20T07:18:58.533445Z"},"trusted":true},"execution_count":19,"outputs":[]},{"cell_type":"code","source":"df_x.head()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:19:00.169512Z","iopub.execute_input":"2023-01-20T07:19:00.170070Z","iopub.status.idle":"2023-01-20T07:19:00.183355Z","shell.execute_reply.started":"2023-01-20T07:19:00.170019Z","shell.execute_reply":"2023-01-20T07:19:00.181639Z"},"trusted":true},"execution_count":20,"outputs":[{"execution_count":20,"output_type":"execute_result","data":{"text/plain":" principal component a_1 principal component a_2 principal component b_1 \\\n0 -75.690706 6.038009 54.387616 \n1 -75.692963 6.054402 54.371565 \n2 -75.687941 6.049815 54.384835 \n3 -75.687374 6.040181 54.369643 \n4 -75.685781 6.028461 54.356361 \n\n ambient coolant u_q i_d \n0 19.850691 18.805172 -0.450682 0.004419 \n1 19.850672 18.818571 -0.325737 0.000606 \n2 19.850657 18.828770 -0.440864 0.001290 \n3 19.850647 18.835567 -0.327026 0.000026 \n4 19.850639 18.857033 -0.471150 -0.064317 ","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>principal component a_1</th>\n <th>principal component a_2</th>\n <th>principal component b_1</th>\n <th>ambient</th>\n <th>coolant</th>\n <th>u_q</th>\n <th>i_d</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>-75.690706</td>\n <td>6.038009</td>\n <td>54.387616</td>\n <td>19.850691</td>\n <td>18.805172</td>\n <td>-0.450682</td>\n <td>0.004419</td>\n </tr>\n <tr>\n <th>1</th>\n <td>-75.692963</td>\n <td>6.054402</td>\n <td>54.371565</td>\n <td>19.850672</td>\n <td>18.818571</td>\n <td>-0.325737</td>\n <td>0.000606</td>\n </tr>\n <tr>\n <th>2</th>\n <td>-75.687941</td>\n <td>6.049815</td>\n <td>54.384835</td>\n <td>19.850657</td>\n <td>18.828770</td>\n <td>-0.440864</td>\n <td>0.001290</td>\n </tr>\n <tr>\n <th>3</th>\n <td>-75.687374</td>\n <td>6.040181</td>\n <td>54.369643</td>\n <td>19.850647</td>\n <td>18.835567</td>\n <td>-0.327026</td>\n <td>0.000026</td>\n </tr>\n <tr>\n <th>4</th>\n <td>-75.685781</td>\n <td>6.028461</td>\n <td>54.356361</td>\n <td>19.850639</td>\n <td>18.857033</td>\n <td>-0.471150</td>\n <td>-0.064317</td>\n </tr>\n </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df_y.head()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:19:02.481952Z","iopub.execute_input":"2023-01-20T07:19:02.482409Z","iopub.status.idle":"2023-01-20T07:19:02.490144Z","shell.execute_reply.started":"2023-01-20T07:19:02.482367Z","shell.execute_reply":"2023-01-20T07:19:02.489489Z"},"trusted":true},"execution_count":21,"outputs":[{"execution_count":21,"output_type":"execute_result","data":{"text/plain":" motor_speed\n0 0.002866\n1 0.000257\n2 0.002355\n3 0.006105\n4 0.003133","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>motor_speed</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0.002866</td>\n </tr>\n <tr>\n <th>1</th>\n <td>0.000257</td>\n </tr>\n <tr>\n <th>2</th>\n <td>0.002355</td>\n </tr>\n <tr>\n <th>3</th>\n <td>0.006105</td>\n </tr>\n <tr>\n <th>4</th>\n <td>0.003133</td>\n </tr>\n </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"from sklearn.linear_model import LinearRegression\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.preprocessing import PolynomialFeatures\nfrom sklearn.metrics import r2_score,mean_squared_error","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:19:05.505880Z","iopub.execute_input":"2023-01-20T07:19:05.506379Z","iopub.status.idle":"2023-01-20T07:19:05.511341Z","shell.execute_reply.started":"2023-01-20T07:19:05.506323Z","shell.execute_reply":"2023-01-20T07:19:05.510771Z"},"trusted":true},"execution_count":22,"outputs":[]},{"cell_type":"markdown","source":"<a id= \"1\" ></a><br>MULTIPLE LINEAR REGRESSION","metadata":{}},{"cell_type":"code","source":"x_train,x_test,y_train,y_test = train_test_split(df_x,df_y, test_size=0.33,random_state = 0)\nlr = LinearRegression().fit(x_train,y_train)\n\ny_train_pred = lr.predict(x_train)\ny_test_pred = lr.predict(x_test)\n\nprint('Multiple Linear Regression Score : ',lr.score(x_test,y_test))","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:19:09.595145Z","iopub.execute_input":"2023-01-20T07:19:09.595694Z","iopub.status.idle":"2023-01-20T07:19:09.951596Z","shell.execute_reply.started":"2023-01-20T07:19:09.595600Z","shell.execute_reply":"2023-01-20T07:19:09.950029Z"},"trusted":true},"execution_count":23,"outputs":[{"name":"stdout","text":"Multiple Linear Regression Score : 0.9148721558748629\n","output_type":"stream"}]},{"cell_type":"code","source":"#Multiple Linear Regression\n#Fitting simple linear regression to the training set\n\nfrom sklearn.linear_model import LinearRegression\nregressor=LinearRegression()\nregressor.fit(x_train,y_train)\n\n#Predicting the test set results\ny_pred=regressor.predict(x_test)\n\n#Building the optimal model using Backward Elimination\nimport statsmodels.api as sm\nX=np.append(arr=np.ones((1330816,1)).astype(int), values=df_x, axis=1)\nX_opt=X[:,[0,1,2,3,4,5,6]]\nregressor_OLS=sm.OLS(endog=df_y, exog=X_opt).fit()\nregressor_OLS.summary()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:19:39.989875Z","iopub.execute_input":"2023-01-20T07:19:39.990244Z","iopub.status.idle":"2023-01-20T07:19:40.702238Z","shell.execute_reply.started":"2023-01-20T07:19:39.990179Z","shell.execute_reply":"2023-01-20T07:19:40.701511Z"},"trusted":true},"execution_count":25,"outputs":[{"execution_count":25,"output_type":"execute_result","data":{"text/plain":"<class 'statsmodels.iolib.summary.Summary'>\n\"\"\"\n OLS Regression Results \n==============================================================================\nDep. Variable: motor_speed R-squared: 0.709\nModel: OLS Adj. R-squared: 0.709\nMethod: Least Squares F-statistic: 5.412e+05\nDate: Fri, 20 Jan 2023 Prob (F-statistic): 0.00\nTime: 07:19:40 Log-Likelihood: -1.1085e+07\nNo. Observations: 1330816 AIC: 2.217e+07\nDf Residuals: 1330809 BIC: 2.217e+07\nDf Model: 6 \nCovariance Type: nonrobust \n==============================================================================\n coef std err t P>|t| [0.025 0.975]\n------------------------------------------------------------------------------\nconst 4423.7769 13.960 316.884 0.000 4396.415 4451.138\nx1 26.8359 0.027 976.349 0.000 26.782 26.890\nx2 -18.7068 0.097 -192.259 0.000 -18.898 -18.516\nx3 0.5387 0.008 71.217 0.000 0.524 0.554\nx4 -105.6934 0.597 -176.978 0.000 -106.864 -104.523\nx5 -30.6065 0.063 -488.664 0.000 -30.729 -30.484\nx6 27.3321 0.020 1364.784 0.000 27.293 27.371\n==============================================================================\nOmnibus: 93152.979 Durbin-Watson: 0.003\nProb(Omnibus): 0.000 Jarque-Bera (JB): 130656.677\nSkew: 0.604 Prob(JB): 0.00\nKurtosis: 3.948 Cond. No. 2.09e+03\n==============================================================================\n\nWarnings:\n[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n[2] The condition number is large, 2.09e+03. This might indicate that there are\nstrong multicollinearity or other numerical problems.\n\"\"\"","text/html":"<table class=\"simpletable\">\n<caption>OLS Regression Results</caption>\n<tr>\n <th>Dep. Variable:</th> <td>motor_speed</td> <th> R-squared: </th> <td> 0.709</td> \n</tr>\n<tr>\n <th>Model:</th> <td>OLS</td> <th> Adj. R-squared: </th> <td> 0.709</td> \n</tr>\n<tr>\n <th>Method:</th> <td>Least Squares</td> <th> F-statistic: </th> <td>5.412e+05</td> \n</tr>\n<tr>\n <th>Date:</th> <td>Fri, 20 Jan 2023</td> <th> Prob (F-statistic):</th> <td> 0.00</td> \n</tr>\n<tr>\n <th>Time:</th> <td>07:19:40</td> <th> Log-Likelihood: </th> <td>-1.1085e+07</td>\n</tr>\n<tr>\n <th>No. Observations:</th> <td>1330816</td> <th> AIC: </th> <td>2.217e+07</td> \n</tr>\n<tr>\n <th>Df Residuals:</th> <td>1330809</td> <th> BIC: </th> <td>2.217e+07</td> \n</tr>\n<tr>\n <th>Df Model:</th> <td> 6</td> <th> </th> <td> </td> \n</tr>\n<tr>\n <th>Covariance Type:</th> <td>nonrobust</td> <th> </th> <td> </td> \n</tr>\n</table>\n<table class=\"simpletable\">\n<tr>\n <td></td> <th>coef</th> <th>std err</th> <th>t</th> <th>P>|t|</th> <th>[0.025</th> <th>0.975]</th> \n</tr>\n<tr>\n <th>const</th> <td> 4423.7769</td> <td> 13.960</td> <td> 316.884</td> <td> 0.000</td> <td> 4396.415</td> <td> 4451.138</td>\n</tr>\n<tr>\n <th>x1</th> <td> 26.8359</td> <td> 0.027</td> <td> 976.349</td> <td> 0.000</td> <td> 26.782</td> <td> 26.890</td>\n</tr>\n<tr>\n <th>x2</th> <td> -18.7068</td> <td> 0.097</td> <td> -192.259</td> <td> 0.000</td> <td> -18.898</td> <td> -18.516</td>\n</tr>\n<tr>\n <th>x3</th> <td> 0.5387</td> <td> 0.008</td> <td> 71.217</td> <td> 0.000</td> <td> 0.524</td> <td> 0.554</td>\n</tr>\n<tr>\n <th>x4</th> <td> -105.6934</td> <td> 0.597</td> <td> -176.978</td> <td> 0.000</td> <td> -106.864</td> <td> -104.523</td>\n</tr>\n<tr>\n <th>x5</th> <td> -30.6065</td> <td> 0.063</td> <td> -488.664</td> <td> 0.000</td> <td> -30.729</td> <td> -30.484</td>\n</tr>\n<tr>\n <th>x6</th> <td> 27.3321</td> <td> 0.020</td> <td> 1364.784</td> <td> 0.000</td> <td> 27.293</td> <td> 27.371</td>\n</tr>\n</table>\n<table class=\"simpletable\">\n<tr>\n <th>Omnibus:</th> <td>93152.979</td> <th> Durbin-Watson: </th> <td> 0.003</td> \n</tr>\n<tr>\n <th>Prob(Omnibus):</th> <td> 0.000</td> <th> Jarque-Bera (JB): </th> <td>130656.677</td>\n</tr>\n<tr>\n <th>Skew:</th> <td> 0.604</td> <th> Prob(JB): </th> <td> 0.00</td> \n</tr>\n<tr>\n <th>Kurtosis:</th> <td> 3.948</td> <th> Cond. No. </th> <td>2.09e+03</td> \n</tr>\n</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 2.09e+03. This might indicate that there are<br/>strong multicollinearity or other numerical problems."},"metadata":{}}]},{"cell_type":"markdown","source":"<a id= \"2\" ></a><br> POLYNOMIAL REGRESSION","metadata":{}},{"cell_type":"code","source":"quad = PolynomialFeatures (degree = 2)\nx_quad = quad.fit_transform(df_x)\n\nX_train,X_test,Y_train,Y_test = train_test_split(x_quad,df_y, random_state = 0)\n\nplr = LinearRegression().fit(X_train,Y_train)\n\nY_train_pred = plr.predict(X_train)\nY_test_pred = plr.predict(X_test)\n\nprint('Polynomial Linear Regression:' ,plr.score(X_test,Y_test))","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:19:56.331199Z","iopub.execute_input":"2023-01-20T07:19:56.331494Z","iopub.status.idle":"2023-01-20T07:19:58.584807Z","shell.execute_reply.started":"2023-01-20T07:19:56.331452Z","shell.execute_reply":"2023-01-20T07:19:58.582887Z"},"trusted":true},"execution_count":26,"outputs":[{"name":"stdout","text":"Polynomial Linear Regression: 0.9845822816822253\n","output_type":"stream"}]},{"cell_type":"code","source":"import seaborn as sns\n\nax1 = sns.distplot(df_y, hist=False, color=\"r\", label=\"Actual Value\")\nsns.distplot(y_pred, hist=False, color=\"b\", label=\"Fitted Values\" , ax=ax1)","metadata":{"execution":{"iopub.status.busy":"2023-01-20T07:20:02.818465Z","iopub.execute_input":"2023-01-20T07:20:02.818798Z","iopub.status.idle":"2023-01-20T07:20:03.326160Z","shell.execute_reply.started":"2023-01-20T07:20:02.818737Z","shell.execute_reply":"2023-01-20T07:20:03.325506Z"},"trusted":true},"execution_count":27,"outputs":[{"execution_count":27,"output_type":"execute_result","data":{"text/plain":"<matplotlib.axes._subplots.AxesSubplot at 0x7f4adffcd748>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]}]}