├── 12316608python.pdf ├── Code └── Global_Cybersecurity_Threats_2015-2024.csv /12316608python.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Satyamkumar078/pythonreport/d6e2596dddc1433df54b339bbcb93a5c30589b71/12316608python.pdf -------------------------------------------------------------------------------- /Code: -------------------------------------------------------------------------------- 1 | import pandas as pd 2 | import seaborn as sns 3 | import matplotlib.pyplot as plt 4 | import plotly.express as px 5 | from sklearn.model_selection import train_test_split 6 | from sklearn.preprocessing import LabelEncoder, StandardScaler 7 | from sklearn.ensemble import RandomForestClassifier 8 | from sklearn.metrics import classification_report, confusion_matrix, ConfusionMatrixDisplay, accuracy_score 9 | import warnings 10 | warnings.filterwarnings("ignore") 11 | 12 | # ---------------------- LOAD DATA ---------------------- 13 | 14 | df = pd.read_csv("extended_human_activity_smart_home.csv") 15 | 16 | # ---------------------- CLEANING & PREPROCESSING ---------------------- 17 | 18 | # Remove duplicates 19 | df.drop_duplicates(inplace=True) 20 | 21 | # Handle missing values 22 | df.fillna(method='ffill', inplace=True) 23 | 24 | # Convert timestamp 25 | df['Timestamp'] = pd.to_datetime(df['Timestamp']) 26 | 27 | # Handle Outliers only for columns that exist 28 | all_possible_cols = ['Temperature', 'Humidity', 'Light_Level', 'Sound_Level'] 29 | numerical_cols = [col for col in all_possible_cols if col in df.columns] 30 | 31 | for col in numerical_cols: 32 | Q1 = df[col].quantile(0.25) 33 | Q3 = df[col].quantile(0.75) 34 | IQR = Q3 - Q1 35 | df = df[(df[col] >= Q1 - 1.5 * IQR) & (df[col] <= Q3 + 1.5 * IQR)] 36 | 37 | # Label Encoding 38 | le_room = LabelEncoder() 39 | le_activity = LabelEncoder() 40 | df['Room'] = le_room.fit_transform(df['Room']) 41 | df['Activity'] = le_activity.fit_transform(df['Activity']) 42 | 43 | # Add Hour feature 44 | df['Hour'] = df['Timestamp'].dt.hour 45 | 46 | # Add readable labels for plotting 47 | df['Activity_Label'] = le_activity.inverse_transform(df['Activity']) 48 | df['Room_Label'] = le_room.inverse_transform(df['Room']) 49 | 50 | # ---------------------- MODEL TRAINING ---------------------- 51 | 52 | X = df.drop(['Activity', 'Timestamp', 'Activity_Label', 'Room_Label'], axis=1, errors='ignore') 53 | y = df['Activity'] 54 | 55 | scaler = StandardScaler() 56 | X_scaled = scaler.fit_transform(X) 57 | 58 | X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.2, random_state=42) 59 | 60 | clf = RandomForestClassifier() 61 | clf.fit(X_train, y_train) 62 | y_pred = clf.predict(X_test) 63 | 64 | # ---------------------- EVALUATION ---------------------- 65 | 66 | print("Accuracy:", accuracy_score(y_test, y_pred)) 67 | print("\nClassification Report:\n", classification_report(y_test, y_pred)) 68 | 69 | ConfusionMatrixDisplay(confusion_matrix(y_test, y_pred)).plot() 70 | plt.title("Confusion Matrix") 71 | plt.show() 72 | 73 | # ---------------------- VISUALIZATIONS ---------------------- 74 | 75 | sample_df = df.sample(300, random_state=42) 76 | 77 | # 1. Scatter: Temperature vs Light Level (if both exist) 78 | if 'Temperature' in df.columns and 'Light_Level' in df.columns: 79 | fig1 = px.scatter(sample_df, x="Temperature", y="Light_Level", trendline="ols", 80 | title="Temperature vs Light Level (Sampled)") 81 | fig1.show() 82 | 83 | # 2. Line: Temperature Over Time 84 | if 'Temperature' in df.columns: 85 | df_sorted = df.sort_values("Timestamp") 86 | sample_time_df = df_sorted.iloc[::int(len(df_sorted)/200)] 87 | fig2 = px.line(sample_time_df, x="Timestamp", y="Temperature", title="Temperature Over Time (Sampled)") 88 | fig2.show() 89 | 90 | # 3. Bar: Activity Count 91 | activity_counts = df['Activity'].value_counts() 92 | fig3 = px.bar(x=le_activity.inverse_transform(activity_counts.index), y=activity_counts.values, 93 | labels={'x': 'Activity', 'y': 'Count'}, title="Activity Count (Sampled)") 94 | fig3.show() 95 | 96 | # 4. Histogram: Sound Level 97 | if 'Sound_Level' in df.columns: 98 | fig4 = px.histogram(df.head(100), x="Sound_Level", title="Sound Level Distribution") 99 | fig4.show() 100 | 101 | # 5. Pie: Room Distribution 102 | fig5 = px.pie(df, names='Room_Label', title='Room Distribution') 103 | fig5.show() 104 | 105 | # 6. Boxplot: Temperature by Room 106 | if 'Temperature' in df.columns: 107 | fig6 = px.box(df, x="Room_Label", y="Temperature", title="Temperature by Room") 108 | fig6.show() 109 | 110 | # 7. Heatmap: Correlation 111 | plt.figure(figsize=(10, 6)) 112 | sns.heatmap(df.drop(['Timestamp', 'Activity_Label', 'Room_Label'], axis=1, errors='ignore').corr(), annot=True, cmap="coolwarm") 113 | plt.title("Correlation Heatmap") 114 | plt.show() 115 | 116 | # 8. Pairplot 117 | k = df.head(100) 118 | sample_pair_df = k.drop(['Timestamp', 'Activity_Label', 'Room_Label'], axis=1, errors='ignore').sample(80, random_state=3) 119 | sns.pairplot(sample_pair_df, diag_kind='kde') 120 | plt.suptitle("Pairplot (Sampled)", y=1.02) 121 | plt.show() 122 | 123 | # 9. Violin Plot: Light Level by Activity 124 | if 'Light_Level' in df.columns: 125 | fig7 = px.violin(sample_df, x="Activity_Label", y="Light_Level", box=True, points="all", 126 | title="Light Level by Activity (Sampled)") 127 | fig7.show() 128 | -------------------------------------------------------------------------------- /Global_Cybersecurity_Threats_2015-2024.csv: -------------------------------------------------------------------------------- 1 | Timestamp,Room,Motion_Sensor,Temperature,Light_Level,Appliance_Usage,Activity 2 | 2025-04-04 12:15:00,Kitchen,0,25.6,3,1,Cooking 3 | 2025-04-04 22:10:00,Bedroom,0,18.5,9,0,Idle 4 | 2025-04-01 10:09:00,Kitchen,0,22.7,64,1,Cleaning 5 | 2025-04-05 21:23:00,Living Room,0,25.1,86,1,Watching TV 6 | 2025-04-04 03:44:00,Bathroom,1,21.3,18,1,Showering 7 | 2025-04-06 05:59:00,Living Room,1,25.1,59,1,Watching TV 8 | 2025-04-06 09:04:00,Bedroom,0,18.7,19,1,Sleeping 9 | 2025-04-03 15:30:00,Kitchen,0,26.7,55,0,Cooking 10 | 2025-04-07 01:24:00,Bedroom,1,25.9,7,0,Idle 11 | 2025-04-04 22:12:00,Bedroom,1,26.2,28,0,Reading 12 | 2025-04-07 01:35:00,Bedroom,0,21.7,17,1,Idle 13 | 2025-04-05 05:54:00,Kitchen,0,26.2,14,1,Cooking 14 | 2025-04-01 23:41:00,Living Room,0,25.5,15,0,Idle 15 | 2025-04-05 15:56:00,Living Room,0,20.6,79,1,Watching TV 16 | 2025-04-07 04:12:00,Bedroom,0,26.7,24,1,Idle 17 | 2025-04-02 14:28:00,Kitchen,0,25.0,10,1,Cleaning 18 | 2025-04-03 00:05:00,Bathroom,0,19.0,30,0,Using Toilet 19 | 2025-04-04 00:37:00,Living Room,1,24.4,5,1,Idle 20 | 2025-04-03 03:20:00,Bathroom,0,27.3,81,1,Showering 21 | 2025-04-06 06:34:00,Bathroom,0,18.4,76,0,Showering 22 | 2025-04-01 22:34:00,Bedroom,1,26.5,14,0,Reading 23 | 2025-04-06 19:51:00,Kitchen,1,26.4,94,1,Cooking 24 | 2025-04-04 23:28:00,Living Room,0,20.5,30,0,Watching TV 25 | 2025-04-04 10:41:00,Bathroom,0,27.5,92,1,Showering 26 | 2025-04-08 01:13:00,Bedroom,1,27.6,69,0,Sleeping 27 | 2025-04-04 13:46:00,Bedroom,1,23.6,79,0,Sleeping 28 | 2025-04-01 15:41:00,Kitchen,0,19.2,1,1,Idle 29 | 2025-04-03 06:13:00,Bedroom,1,18.6,25,1,Reading 30 | 2025-04-06 22:30:00,Living Room,0,22.6,13,0,Relaxing 31 | 2025-04-08 01:08:00,Bathroom,1,23.4,64,1,Using Toilet 32 | 2025-04-05 21:27:00,Bathroom,0,24.5,63,0,Idle 33 | 2025-04-02 15:44:00,Kitchen,1,19.4,88,0,Cleaning 34 | 2025-04-07 19:59:00,Kitchen,0,20.4,35,1,Idle 35 | 2025-04-01 06:21:00,Living Room,1,24.1,34,0,Watching TV 36 | 2025-04-03 14:47:00,Bathroom,1,21.1,33,1,Using Toilet 37 | 2025-04-04 10:02:00,Bedroom,0,21.5,39,1,Reading 38 | 2025-04-07 14:21:00,Living Room,0,20.0,56,0,Idle 39 | 2025-04-04 18:10:00,Living Room,1,27.7,73,1,Idle 40 | 2025-04-07 22:35:00,Living Room,0,25.1,2,0,Relaxing 41 | 2025-04-05 02:09:00,Bathroom,1,27.0,26,0,Idle 42 | 2025-04-05 18:52:00,Bedroom,1,22.1,49,1,Idle 43 | 2025-04-03 09:03:00,Living Room,0,27.5,83,1,Idle 44 | 2025-04-01 16:16:00,Bathroom,0,18.1,40,0,Showering 45 | 2025-04-02 02:48:00,Living Room,1,22.9,64,1,Relaxing 46 | 2025-04-06 03:57:00,Bedroom,0,25.6,49,1,Idle 47 | 2025-04-06 02:07:00,Kitchen,0,27.5,72,1,Cooking 48 | 2025-04-01 08:03:00,Living Room,1,19.7,46,0,Watching TV 49 | 2025-04-04 05:01:00,Kitchen,1,21.2,92,0,Cleaning 50 | 2025-04-04 09:11:00,Living Room,0,20.7,24,1,Watching TV 51 | 2025-04-01 15:30:00,Bathroom,0,24.2,37,1,Using Toilet 52 | 2025-04-05 02:13:00,Bedroom,0,27.5,36,1,Reading 53 | 2025-04-01 06:37:00,Bedroom,0,19.8,48,1,Sleeping 54 | 2025-04-06 03:24:00,Kitchen,0,22.5,77,0,Cleaning 55 | 2025-04-06 16:51:00,Living Room,1,21.8,15,1,Watching TV 56 | 2025-04-07 19:46:00,Kitchen,0,18.9,4,1,Cooking 57 | 2025-04-05 16:06:00,Bathroom,1,21.4,7,1,Idle 58 | 2025-04-05 08:05:00,Bathroom,1,24.3,54,1,Showering 59 | 2025-04-04 04:05:00,Bathroom,1,26.6,97,1,Idle 60 | 2025-04-05 16:06:00,Kitchen,1,18.2,57,1,Cleaning 61 | 2025-04-07 18:27:00,Bedroom,0,28.0,32,1,Sleeping 62 | 2025-04-05 21:29:00,Bathroom,0,25.8,53,1,Showering 63 | 2025-04-02 14:01:00,Bathroom,0,27.6,19,1,Idle 64 | 2025-04-07 04:20:00,Living Room,0,21.4,60,0,Watching TV 65 | 2025-04-05 20:39:00,Living Room,0,18.9,24,0,Idle 66 | 2025-04-07 21:06:00,Bathroom,0,21.1,95,1,Using Toilet 67 | 2025-04-02 03:57:00,Living Room,1,25.5,19,1,Watching TV 68 | 2025-04-04 04:49:00,Bedroom,0,19.2,82,1,Sleeping 69 | 2025-04-03 11:06:00,Bedroom,0,22.5,63,0,Reading 70 | 2025-04-07 13:52:00,Living Room,0,25.1,0,0,Relaxing 71 | 2025-04-03 16:22:00,Bathroom,1,25.3,41,0,Showering 72 | 2025-04-03 20:04:00,Kitchen,0,23.3,55,0,Cooking 73 | 2025-04-02 20:21:00,Bedroom,0,26.6,13,0,Reading 74 | 2025-04-06 03:13:00,Living Room,0,21.3,94,1,Idle 75 | 2025-04-05 17:10:00,Bedroom,0,23.2,83,0,Idle 76 | 2025-04-06 06:15:00,Living Room,0,24.5,96,1,Idle 77 | 2025-04-02 23:47:00,Living Room,0,24.8,73,1,Relaxing 78 | 2025-04-04 20:34:00,Living Room,1,20.0,84,1,Relaxing 79 | 2025-04-07 20:24:00,Kitchen,0,21.2,100,0,Cleaning 80 | 2025-04-07 19:22:00,Bathroom,1,20.1,23,0,Showering 81 | 2025-04-03 03:17:00,Bedroom,1,19.0,11,1,Sleeping 82 | 2025-04-05 09:59:00,Living Room,1,27.7,66,1,Idle 83 | 2025-04-02 11:52:00,Kitchen,1,23.3,89,0,Idle 84 | 2025-04-04 11:24:00,Bedroom,0,21.4,46,0,Reading 85 | 2025-04-02 02:51:00,Kitchen,0,19.4,10,0,Cleaning 86 | 2025-04-01 18:40:00,Living Room,0,25.4,22,0,Idle 87 | 2025-04-03 00:24:00,Kitchen,0,21.2,1,1,Cooking 88 | 2025-04-05 02:00:00,Bathroom,1,21.4,73,0,Showering 89 | 2025-04-04 12:30:00,Bedroom,1,18.4,25,1,Reading 90 | 2025-04-07 20:31:00,Bedroom,1,19.3,98,1,Idle 91 | 2025-04-01 06:24:00,Bedroom,0,24.1,12,0,Reading 92 | 2025-04-05 22:39:00,Living Room,1,22.2,93,1,Relaxing 93 | 2025-04-03 20:38:00,Bathroom,1,24.7,11,1,Using Toilet 94 | 2025-04-06 06:17:00,Kitchen,1,23.8,96,0,Cooking 95 | 2025-04-04 14:20:00,Living Room,0,22.1,66,1,Idle 96 | 2025-04-06 09:45:00,Bathroom,1,21.7,64,0,Using Toilet 97 | 2025-04-03 16:41:00,Kitchen,1,21.0,14,0,Cooking 98 | 2025-04-02 11:19:00,Bedroom,0,22.8,69,0,Reading 99 | 2025-04-07 10:54:00,Kitchen,0,19.0,98,0,Cooking 100 | 2025-04-05 22:07:00,Kitchen,1,23.5,64,0,Idle 101 | 2025-04-01 12:08:00,Living Room,0,27.9,96,1,Idle 102 | 2025-04-07 05:15:00,Kitchen,0,18.4,91,0,Cooking 103 | 2025-04-06 23:07:00,Kitchen,1,22.0,53,1,Cleaning 104 | 2025-04-07 10:43:00,Bathroom,0,25.7,62,1,Using Toilet 105 | 2025-04-01 16:15:00,Living Room,1,20.0,78,1,Relaxing 106 | 2025-04-05 16:22:00,Kitchen,0,23.9,38,0,Cleaning 107 | 2025-04-07 06:07:00,Kitchen,1,23.7,72,0,Cooking 108 | 2025-04-02 03:09:00,Bedroom,0,27.0,12,1,Idle 109 | 2025-04-04 00:47:00,Living Room,0,24.4,25,1,Relaxing 110 | 2025-04-02 20:10:00,Bathroom,1,18.7,95,1,Idle 111 | 2025-04-06 02:57:00,Bedroom,1,19.9,33,1,Sleeping 112 | 2025-04-04 10:42:00,Kitchen,0,20.1,100,0,Idle 113 | 2025-04-07 08:09:00,Bathroom,0,26.7,71,1,Idle 114 | 2025-04-07 17:12:00,Bedroom,1,25.5,53,1,Idle 115 | 2025-04-05 17:51:00,Living Room,1,24.1,40,1,Idle 116 | 2025-04-07 01:23:00,Bedroom,0,18.5,22,1,Reading 117 | 2025-04-05 19:25:00,Living Room,1,19.1,60,0,Relaxing 118 | 2025-04-01 22:59:00,Bathroom,0,18.9,94,1,Showering 119 | 2025-04-03 21:35:00,Bedroom,1,25.2,8,0,Sleeping 120 | 2025-04-01 11:14:00,Living Room,1,20.4,88,1,Idle 121 | 2025-04-07 12:01:00,Kitchen,0,27.5,46,1,Idle 122 | 2025-04-05 10:49:00,Kitchen,1,23.3,19,0,Cooking 123 | 2025-04-05 00:21:00,Bathroom,0,21.6,88,1,Using Toilet 124 | 2025-04-07 02:40:00,Living Room,0,20.1,30,1,Watching TV 125 | 2025-04-08 04:12:00,Bathroom,0,21.4,71,1,Using Toilet 126 | 2025-04-01 09:43:00,Bedroom,0,22.5,50,1,Idle 127 | 2025-04-05 12:12:00,Bedroom,1,20.7,54,0,Sleeping 128 | 2025-04-05 20:38:00,Bedroom,1,26.1,65,1,Sleeping 129 | 2025-04-02 14:03:00,Kitchen,0,21.6,25,1,Idle 130 | 2025-04-06 02:03:00,Bedroom,0,26.9,4,0,Idle 131 | 2025-04-02 04:20:00,Bathroom,0,27.4,24,0,Using Toilet 132 | 2025-04-03 01:50:00,Kitchen,1,18.0,48,0,Idle 133 | 2025-04-06 17:17:00,Living Room,0,19.6,0,1,Relaxing 134 | 2025-04-03 14:32:00,Bathroom,0,27.4,43,1,Showering 135 | 2025-04-01 16:52:00,Bathroom,0,20.1,62,1,Showering 136 | 2025-04-03 17:14:00,Living Room,1,20.8,94,1,Relaxing 137 | 2025-04-04 22:46:00,Bathroom,0,27.9,7,0,Showering 138 | 2025-04-06 08:27:00,Living Room,0,26.9,60,1,Idle 139 | 2025-04-01 12:51:00,Bathroom,0,23.6,84,1,Idle 140 | 2025-04-07 02:07:00,Bathroom,1,24.0,92,1,Showering 141 | 2025-04-04 11:35:00,Bathroom,0,19.8,93,1,Using Toilet 142 | 2025-04-07 23:28:00,Living Room,1,25.1,16,0,Watching TV 143 | 2025-04-04 20:41:00,Living Room,0,21.3,41,0,Idle 144 | 2025-04-07 02:14:00,Bedroom,1,24.8,69,1,Reading 145 | 2025-04-04 18:21:00,Kitchen,0,19.7,62,1,Cooking 146 | 2025-04-07 13:16:00,Bedroom,0,27.0,19,0,Reading 147 | 2025-04-02 05:39:00,Kitchen,0,21.4,75,0,Cooking 148 | 2025-04-04 08:32:00,Bathroom,1,25.3,84,0,Idle 149 | 2025-04-02 08:38:00,Kitchen,0,19.1,34,0,Idle 150 | 2025-04-05 15:07:00,Bathroom,0,18.6,38,0,Idle 151 | 2025-04-07 02:13:00,Bathroom,0,27.2,68,1,Using Toilet 152 | 2025-04-04 19:23:00,Bedroom,1,23.3,48,0,Idle 153 | 2025-04-05 14:07:00,Bathroom,1,21.1,88,0,Idle 154 | 2025-04-08 00:59:00,Bathroom,1,22.0,78,1,Showering 155 | 2025-04-02 01:45:00,Bathroom,1,27.4,15,1,Showering 156 | 2025-04-03 20:55:00,Bedroom,1,27.7,5,0,Reading 157 | 2025-04-07 01:55:00,Kitchen,0,19.3,32,1,Idle 158 | 2025-04-02 04:27:00,Living Room,0,22.2,39,1,Watching TV 159 | 2025-04-06 12:43:00,Bathroom,0,20.9,24,0,Showering 160 | 2025-04-04 08:11:00,Living Room,0,19.7,2,1,Idle 161 | 2025-04-01 21:20:00,Kitchen,1,20.3,60,1,Idle 162 | 2025-04-06 19:45:00,Kitchen,1,22.6,83,1,Idle 163 | 2025-04-01 22:59:00,Bedroom,0,18.7,58,1,Sleeping 164 | 2025-04-04 19:12:00,Bathroom,0,19.2,4,1,Using Toilet 165 | 2025-04-05 06:08:00,Bathroom,0,21.1,39,0,Showering 166 | 2025-04-05 00:48:00,Bathroom,0,20.2,4,1,Using Toilet 167 | 2025-04-05 10:54:00,Bedroom,0,26.7,89,0,Sleeping 168 | 2025-04-07 18:31:00,Kitchen,0,24.5,99,0,Cleaning 169 | 2025-04-03 03:39:00,Bedroom,1,19.4,4,0,Idle 170 | 2025-04-05 06:47:00,Living Room,1,18.2,21,0,Relaxing 171 | 2025-04-04 09:24:00,Living Room,0,21.8,4,1,Idle 172 | 2025-04-06 07:11:00,Bathroom,1,22.3,66,1,Idle 173 | 2025-04-04 22:29:00,Bathroom,1,26.5,90,0,Showering 174 | 2025-04-05 14:48:00,Bedroom,1,21.1,26,1,Idle 175 | 2025-04-06 05:39:00,Bathroom,1,24.7,74,1,Using Toilet 176 | 2025-04-05 20:23:00,Kitchen,0,27.0,4,1,Cooking 177 | 2025-04-04 07:34:00,Bedroom,1,23.8,16,1,Reading 178 | 2025-04-02 12:23:00,Bathroom,0,23.2,80,0,Using Toilet 179 | 2025-04-02 02:41:00,Living Room,1,20.8,30,1,Idle 180 | 2025-04-07 21:57:00,Kitchen,1,22.8,40,0,Idle 181 | 2025-04-01 07:30:00,Bedroom,1,20.5,74,0,Reading 182 | 2025-04-06 12:31:00,Kitchen,0,27.8,23,1,Idle 183 | 2025-04-02 14:06:00,Living Room,0,24.0,91,0,Relaxing 184 | 2025-04-04 22:06:00,Living Room,0,21.5,96,0,Watching TV 185 | 2025-04-01 22:13:00,Living Room,0,19.4,34,0,Relaxing 186 | 2025-04-02 05:45:00,Bedroom,0,21.8,72,0,Idle 187 | 2025-04-05 19:17:00,Kitchen,0,22.3,90,1,Cleaning 188 | 2025-04-06 17:55:00,Bathroom,1,25.0,33,0,Using Toilet 189 | 2025-04-07 23:35:00,Bathroom,1,22.2,24,0,Idle 190 | 2025-04-07 11:53:00,Bedroom,1,26.4,1,1,Reading 191 | 2025-04-04 15:58:00,Bathroom,1,23.8,0,1,Idle 192 | 2025-04-05 07:18:00,Bathroom,1,18.5,33,1,Using Toilet 193 | 2025-04-05 15:39:00,Living Room,1,21.6,20,0,Watching TV 194 | 2025-04-01 23:04:00,Living Room,0,23.2,100,1,Relaxing 195 | 2025-04-07 15:29:00,Living Room,0,20.2,89,0,Idle 196 | 2025-04-07 18:49:00,Bathroom,0,25.8,49,1,Idle 197 | 2025-04-04 00:12:00,Kitchen,1,28.0,17,1,Cooking 198 | 2025-04-06 06:40:00,Kitchen,1,21.6,43,1,Cleaning 199 | 2025-04-08 03:15:00,Bedroom,0,18.7,100,1,Sleeping 200 | 2025-04-03 15:19:00,Bathroom,1,23.9,68,1,Idle 201 | 2025-04-04 12:15:00,Kitchen,1,23.3,37,1,Idle 202 | 2025-04-01 21:02:00,Kitchen,1,23.8,83,1,Cooking 203 | 2025-04-06 10:30:00,Living Room,0,26.5,63,1,Idle 204 | 2025-04-08 00:24:00,Living Room,1,25.7,38,0,Idle 205 | 2025-04-04 01:38:00,Bedroom,0,21.8,81,0,Sleeping 206 | 2025-04-08 03:42:00,Kitchen,0,24.9,50,0,Cooking 207 | 2025-04-06 04:14:00,Living Room,0,25.5,86,1,Relaxing 208 | 2025-04-08 03:30:00,Bedroom,1,27.6,55,1,Idle 209 | 2025-04-07 23:36:00,Bedroom,0,22.0,25,0,Reading 210 | 2025-04-03 12:45:00,Bedroom,0,26.9,76,0,Reading 211 | 2025-04-07 13:03:00,Bedroom,1,27.5,81,0,Idle 212 | 2025-04-05 22:10:00,Bathroom,1,19.3,29,1,Showering 213 | 2025-04-08 01:37:00,Bathroom,1,23.7,87,0,Idle 214 | 2025-04-02 01:24:00,Bathroom,1,25.0,16,0,Showering 215 | 2025-04-08 00:17:00,Kitchen,1,18.5,55,0,Cooking 216 | 2025-04-06 08:41:00,Bedroom,1,23.2,10,0,Sleeping 217 | 2025-04-03 11:47:00,Bedroom,1,22.9,46,0,Idle 218 | 2025-04-08 00:43:00,Living Room,1,23.2,14,1,Watching TV 219 | 2025-04-06 04:33:00,Kitchen,1,18.3,71,0,Cooking 220 | 2025-04-02 15:53:00,Living Room,0,20.6,2,1,Relaxing 221 | 2025-04-06 00:59:00,Kitchen,1,20.1,86,1,Idle 222 | 2025-04-07 04:31:00,Bathroom,0,27.7,16,1,Using Toilet 223 | 2025-04-06 20:23:00,Bedroom,0,21.3,28,0,Reading 224 | 2025-04-03 18:56:00,Bathroom,0,21.9,86,1,Idle 225 | 2025-04-03 07:17:00,Kitchen,1,22.4,32,0,Idle 226 | 2025-04-04 22:48:00,Living Room,1,25.6,97,0,Idle 227 | 2025-04-05 06:22:00,Kitchen,0,18.5,4,1,Cooking 228 | 2025-04-06 16:01:00,Kitchen,1,22.2,49,1,Idle 229 | 2025-04-01 22:25:00,Bathroom,1,20.1,42,0,Idle 230 | 2025-04-05 15:11:00,Bedroom,0,18.6,54,1,Reading 231 | 2025-04-05 17:06:00,Bathroom,1,20.7,16,1,Idle 232 | 2025-04-02 03:35:00,Bedroom,0,21.1,69,0,Sleeping 233 | 2025-04-03 14:39:00,Bathroom,1,24.5,69,0,Showering 234 | 2025-04-01 14:09:00,Bedroom,1,18.3,8,0,Reading 235 | 2025-04-02 02:06:00,Bedroom,0,27.2,30,0,Reading 236 | 2025-04-03 12:07:00,Bedroom,0,21.6,86,1,Idle 237 | 2025-04-06 20:03:00,Living Room,1,25.6,45,0,Relaxing 238 | 2025-04-05 03:39:00,Kitchen,0,18.1,1,0,Cooking 239 | 2025-04-04 17:50:00,Bathroom,0,23.3,26,0,Showering 240 | 2025-04-07 03:49:00,Bedroom,0,27.6,25,1,Idle 241 | 2025-04-01 06:41:00,Living Room,1,23.6,97,0,Watching TV 242 | 2025-04-07 22:26:00,Kitchen,1,18.2,24,0,Idle 243 | 2025-04-03 14:53:00,Bathroom,0,21.4,93,0,Showering 244 | 2025-04-06 05:13:00,Bedroom,0,19.1,10,0,Reading 245 | 2025-04-05 22:34:00,Living Room,0,25.7,98,0,Relaxing 246 | 2025-04-07 17:19:00,Living Room,1,25.7,2,1,Watching TV 247 | 2025-04-03 12:06:00,Bedroom,0,26.8,69,1,Idle 248 | 2025-04-01 16:43:00,Kitchen,0,23.3,26,0,Cooking 249 | 2025-04-02 08:25:00,Bedroom,0,26.0,89,1,Idle 250 | 2025-04-05 11:10:00,Bathroom,0,26.3,79,0,Showering 251 | 2025-04-08 00:26:00,Living Room,0,24.8,81,1,Relaxing 252 | 2025-04-04 13:36:00,Bathroom,0,24.2,83,1,Idle 253 | 2025-04-04 03:18:00,Kitchen,0,24.5,94,1,Cleaning 254 | 2025-04-07 09:22:00,Living Room,1,26.7,33,1,Idle 255 | 2025-04-01 19:09:00,Bedroom,0,19.0,6,1,Sleeping 256 | 2025-04-04 10:04:00,Kitchen,0,25.2,75,0,Idle 257 | 2025-04-07 04:10:00,Kitchen,0,27.2,19,1,Cooking 258 | 2025-04-02 09:18:00,Living Room,1,24.4,93,1,Idle 259 | 2025-04-05 05:28:00,Bathroom,0,26.8,93,0,Using Toilet 260 | 2025-04-02 23:36:00,Bedroom,0,25.2,94,0,Sleeping 261 | 2025-04-04 03:50:00,Bathroom,0,24.5,72,1,Idle 262 | 2025-04-01 11:16:00,Bathroom,0,21.9,71,1,Using Toilet 263 | 2025-04-04 06:35:00,Living Room,1,27.6,18,0,Idle 264 | 2025-04-05 07:32:00,Kitchen,1,22.5,92,1,Cooking 265 | 2025-04-05 07:34:00,Kitchen,0,24.8,28,0,Idle 266 | 2025-04-05 02:45:00,Bathroom,0,23.6,80,1,Using Toilet 267 | 2025-04-06 17:11:00,Kitchen,1,19.3,17,1,Cooking 268 | 2025-04-02 18:49:00,Living Room,1,20.0,46,0,Idle 269 | 2025-04-05 04:01:00,Living Room,0,18.6,40,0,Idle 270 | 2025-04-02 15:10:00,Living Room,0,18.8,89,1,Idle 271 | 2025-04-02 04:52:00,Living Room,0,18.2,38,0,Idle 272 | 2025-04-05 13:17:00,Bedroom,0,26.4,53,1,Idle 273 | 2025-04-06 17:34:00,Kitchen,1,18.3,76,0,Cleaning 274 | 2025-04-01 07:57:00,Living Room,1,18.8,85,1,Idle 275 | 2025-04-04 12:09:00,Bedroom,0,20.3,0,0,Reading 276 | 2025-04-08 02:35:00,Bathroom,0,25.2,19,1,Idle 277 | 2025-04-03 22:38:00,Bedroom,0,22.7,98,1,Idle 278 | 2025-04-04 13:38:00,Kitchen,1,24.2,7,1,Idle 279 | 2025-04-05 10:17:00,Kitchen,1,23.1,3,0,Idle 280 | 2025-04-02 04:24:00,Bedroom,1,18.1,83,1,Reading 281 | 2025-04-07 22:15:00,Bathroom,1,27.1,88,1,Showering 282 | 2025-04-03 18:35:00,Bathroom,0,21.9,97,0,Idle 283 | 2025-04-06 04:20:00,Bathroom,0,27.7,37,0,Using Toilet 284 | 2025-04-03 17:14:00,Bedroom,0,19.2,91,1,Idle 285 | 2025-04-06 11:39:00,Kitchen,0,19.8,17,1,Cooking 286 | 2025-04-07 03:14:00,Bathroom,1,27.3,16,0,Showering 287 | 2025-04-03 10:14:00,Bathroom,1,21.2,43,0,Using Toilet 288 | 2025-04-01 18:40:00,Bedroom,1,26.4,83,0,Sleeping 289 | 2025-04-04 08:10:00,Kitchen,1,26.1,17,0,Cooking 290 | 2025-04-01 09:52:00,Living Room,1,24.2,99,0,Idle 291 | 2025-04-07 17:39:00,Bathroom,1,21.3,45,0,Showering 292 | 2025-04-03 00:41:00,Living Room,0,18.6,70,0,Watching TV 293 | 2025-04-07 11:02:00,Living Room,0,20.5,67,1,Idle 294 | 2025-04-05 21:51:00,Kitchen,1,23.1,43,1,Cleaning 295 | 2025-04-04 21:02:00,Kitchen,0,25.1,6,0,Cleaning 296 | 2025-04-04 16:23:00,Kitchen,1,19.4,60,1,Idle 297 | 2025-04-07 10:46:00,Living Room,1,26.8,18,1,Watching TV 298 | 2025-04-02 06:12:00,Kitchen,1,20.1,62,1,Idle 299 | 2025-04-06 00:27:00,Bathroom,0,25.5,99,1,Idle 300 | 2025-04-05 19:12:00,Bathroom,0,25.3,27,1,Using Toilet 301 | 2025-04-07 21:32:00,Bedroom,1,26.8,26,1,Reading 302 | 2025-04-04 08:24:00,Bathroom,0,24.0,14,1,Using Toilet 303 | 2025-04-07 05:41:00,Living Room,1,19.7,83,1,Watching TV 304 | 2025-04-04 10:32:00,Bedroom,0,27.0,32,1,Sleeping 305 | 2025-04-05 15:49:00,Kitchen,1,20.5,12,1,Idle 306 | 2025-04-05 03:50:00,Kitchen,0,27.5,54,0,Cleaning 307 | 2025-04-01 10:24:00,Bathroom,0,18.4,33,1,Using Toilet 308 | 2025-04-06 00:23:00,Kitchen,0,22.5,69,1,Cooking 309 | 2025-04-06 15:43:00,Living Room,0,18.4,29,1,Watching TV 310 | 2025-04-05 00:20:00,Living Room,1,24.4,57,1,Watching TV 311 | 2025-04-03 23:12:00,Bathroom,0,26.9,33,0,Idle 312 | 2025-04-01 07:39:00,Living Room,1,26.1,9,1,Relaxing 313 | 2025-04-06 13:12:00,Bedroom,1,21.9,5,1,Sleeping 314 | 2025-04-01 19:13:00,Bathroom,1,19.2,25,1,Idle 315 | 2025-04-01 12:09:00,Bedroom,1,27.7,58,0,Reading 316 | 2025-04-02 08:29:00,Kitchen,0,23.3,100,1,Cooking 317 | 2025-04-07 21:27:00,Kitchen,0,25.0,61,0,Cleaning 318 | 2025-04-04 09:40:00,Bathroom,1,19.7,75,1,Idle 319 | 2025-04-04 19:30:00,Bathroom,1,25.6,95,0,Idle 320 | 2025-04-07 18:19:00,Kitchen,0,24.0,15,1,Cooking 321 | 2025-04-07 19:14:00,Bedroom,1,26.1,20,1,Sleeping 322 | 2025-04-01 22:08:00,Bathroom,0,27.0,40,0,Showering 323 | 2025-04-02 06:59:00,Bathroom,0,22.5,99,0,Using Toilet 324 | 2025-04-06 19:56:00,Kitchen,0,21.0,30,1,Idle 325 | 2025-04-07 06:05:00,Bathroom,0,19.9,73,1,Idle 326 | 2025-04-02 02:30:00,Bedroom,0,20.1,13,1,Idle 327 | 2025-04-02 00:44:00,Bedroom,1,21.4,68,0,Sleeping 328 | 2025-04-03 04:43:00,Bedroom,0,22.6,26,0,Idle 329 | 2025-04-05 13:50:00,Bedroom,1,25.0,33,0,Reading 330 | 2025-04-06 04:24:00,Bathroom,1,21.9,20,1,Using Toilet 331 | 2025-04-05 11:11:00,Bedroom,1,18.9,66,1,Sleeping 332 | 2025-04-06 22:53:00,Living Room,0,27.3,35,0,Watching TV 333 | 2025-04-07 15:47:00,Kitchen,1,22.5,28,0,Idle 334 | 2025-04-01 17:53:00,Living Room,0,22.9,49,1,Idle 335 | 2025-04-05 04:46:00,Bedroom,1,22.8,68,1,Reading 336 | 2025-04-04 13:22:00,Bathroom,1,18.7,20,1,Idle 337 | 2025-04-01 13:09:00,Bathroom,1,26.2,74,0,Showering 338 | 2025-04-05 14:59:00,Living Room,0,28.0,97,0,Watching TV 339 | 2025-04-02 13:00:00,Bedroom,0,18.9,59,0,Sleeping 340 | 2025-04-03 10:30:00,Living Room,1,19.9,59,1,Relaxing 341 | 2025-04-04 21:12:00,Bedroom,1,23.2,96,1,Reading 342 | 2025-04-04 18:07:00,Bedroom,0,22.8,19,0,Idle 343 | 2025-04-07 02:00:00,Bedroom,0,19.6,14,1,Idle 344 | 2025-04-01 12:36:00,Living Room,0,22.8,49,0,Idle 345 | 2025-04-04 18:06:00,Bedroom,0,20.0,93,1,Idle 346 | 2025-04-07 19:08:00,Living Room,0,18.2,46,1,Relaxing 347 | 2025-04-05 19:59:00,Bathroom,1,23.7,76,1,Using Toilet 348 | 2025-04-01 22:22:00,Living Room,1,23.8,87,1,Watching TV 349 | 2025-04-04 16:07:00,Kitchen,1,26.5,14,0,Cooking 350 | 2025-04-03 18:37:00,Bathroom,0,24.6,57,1,Idle 351 | 2025-04-06 17:11:00,Bedroom,0,25.1,52,0,Idle 352 | 2025-04-07 11:18:00,Living Room,1,23.9,17,0,Idle 353 | 2025-04-03 09:55:00,Kitchen,1,26.5,78,0,Cleaning 354 | 2025-04-06 01:40:00,Kitchen,0,25.4,18,0,Idle 355 | 2025-04-06 23:19:00,Kitchen,1,27.3,88,0,Cooking 356 | 2025-04-04 18:47:00,Bedroom,0,18.2,23,1,Idle 357 | 2025-04-03 04:22:00,Bedroom,1,21.9,56,0,Sleeping 358 | 2025-04-07 14:32:00,Bedroom,0,18.2,52,1,Idle 359 | 2025-04-02 09:46:00,Living Room,1,19.4,45,0,Watching TV 360 | 2025-04-03 06:59:00,Kitchen,0,18.6,23,1,Cooking 361 | 2025-04-07 07:25:00,Bedroom,0,24.7,91,1,Idle 362 | 2025-04-05 05:25:00,Bedroom,0,23.1,87,0,Idle 363 | 2025-04-07 18:51:00,Living Room,0,19.9,68,1,Idle 364 | 2025-04-06 07:14:00,Kitchen,0,20.6,73,1,Idle 365 | 2025-04-04 14:21:00,Kitchen,0,20.6,29,1,Idle 366 | 2025-04-06 05:15:00,Bedroom,1,26.5,39,0,Sleeping 367 | 2025-04-05 22:20:00,Bedroom,0,20.8,44,0,Reading 368 | 2025-04-01 09:22:00,Living Room,0,23.5,73,0,Watching TV 369 | 2025-04-04 04:12:00,Bedroom,0,24.0,57,1,Reading 370 | 2025-04-06 23:46:00,Bedroom,1,26.6,49,1,Sleeping 371 | 2025-04-05 01:43:00,Bedroom,1,26.2,72,1,Idle 372 | 2025-04-06 19:13:00,Bathroom,0,23.9,38,1,Idle 373 | 2025-04-07 03:16:00,Bedroom,0,23.0,5,1,Sleeping 374 | 2025-04-07 14:29:00,Bedroom,0,21.0,46,1,Idle 375 | 2025-04-01 07:02:00,Bedroom,1,27.6,34,0,Reading 376 | 2025-04-06 13:18:00,Kitchen,1,19.4,97,0,Cooking 377 | 2025-04-03 05:27:00,Bathroom,1,19.9,70,0,Idle 378 | 2025-04-07 01:18:00,Bathroom,1,21.2,75,1,Using Toilet 379 | 2025-04-03 22:30:00,Bathroom,1,21.9,53,1,Idle 380 | 2025-04-05 13:14:00,Bedroom,1,22.0,17,0,Reading 381 | 2025-04-01 20:16:00,Kitchen,1,18.1,68,0,Cleaning 382 | 2025-04-01 14:27:00,Bedroom,1,23.6,22,1,Sleeping 383 | 2025-04-05 07:55:00,Living Room,1,26.8,5,1,Idle 384 | 2025-04-06 11:27:00,Bathroom,1,21.4,47,0,Using Toilet 385 | 2025-04-01 07:24:00,Bathroom,0,19.9,85,1,Using Toilet 386 | 2025-04-06 03:49:00,Living Room,1,26.2,49,1,Relaxing 387 | 2025-04-05 17:48:00,Bedroom,0,25.0,18,0,Sleeping 388 | 2025-04-05 12:01:00,Bathroom,0,24.8,80,0,Showering 389 | 2025-04-02 18:58:00,Kitchen,0,26.9,93,0,Cleaning 390 | 2025-04-05 11:26:00,Living Room,1,24.5,13,1,Idle 391 | 2025-04-03 03:47:00,Kitchen,0,19.5,28,1,Idle 392 | 2025-04-03 17:31:00,Kitchen,1,24.4,92,0,Idle 393 | 2025-04-07 04:41:00,Living Room,0,25.9,12,0,Watching TV 394 | 2025-04-08 02:39:00,Living Room,0,21.6,5,0,Idle 395 | 2025-04-03 07:02:00,Bedroom,1,21.2,68,1,Reading 396 | 2025-04-06 02:09:00,Kitchen,1,19.4,66,0,Cooking 397 | 2025-04-02 06:50:00,Living Room,1,25.8,19,1,Idle 398 | 2025-04-08 04:34:00,Bedroom,0,26.7,52,0,Sleeping 399 | 2025-04-08 02:33:00,Living Room,0,25.8,13,1,Watching TV 400 | 2025-04-02 00:08:00,Kitchen,0,20.1,92,0,Idle 401 | 2025-04-05 06:55:00,Bedroom,1,24.6,53,1,Reading 402 | 2025-04-01 17:04:00,Bedroom,0,27.1,69,1,Reading 403 | 2025-04-06 15:07:00,Living Room,1,25.3,80,0,Relaxing 404 | 2025-04-01 08:32:00,Bedroom,1,25.9,74,1,Idle 405 | 2025-04-07 20:45:00,Living Room,1,19.3,13,0,Relaxing 406 | 2025-04-03 19:38:00,Kitchen,1,26.0,41,0,Idle 407 | 2025-04-06 12:47:00,Bedroom,1,27.0,64,0,Reading 408 | 2025-04-03 18:23:00,Bathroom,0,22.9,71,0,Idle 409 | 2025-04-06 01:37:00,Bathroom,0,26.3,45,1,Using Toilet 410 | 2025-04-07 22:00:00,Bathroom,0,22.4,54,0,Idle 411 | 2025-04-06 23:08:00,Living Room,1,20.1,47,1,Watching TV 412 | 2025-04-03 05:48:00,Kitchen,0,19.6,75,0,Cleaning 413 | 2025-04-05 11:12:00,Living Room,1,22.9,29,0,Relaxing 414 | 2025-04-02 16:19:00,Bedroom,1,18.3,39,0,Reading 415 | 2025-04-03 07:57:00,Kitchen,1,22.7,69,1,Cooking 416 | 2025-04-06 15:14:00,Living Room,0,18.6,62,0,Idle 417 | 2025-04-05 18:46:00,Bedroom,0,24.5,37,0,Idle 418 | 2025-04-01 17:32:00,Living Room,1,21.8,22,0,Relaxing 419 | 2025-04-04 14:59:00,Bedroom,1,18.5,50,1,Sleeping 420 | 2025-04-01 19:08:00,Living Room,0,27.9,32,1,Idle 421 | 2025-04-04 02:39:00,Kitchen,0,23.8,46,1,Idle 422 | 2025-04-07 03:03:00,Living Room,1,24.6,38,1,Relaxing 423 | 2025-04-01 15:02:00,Living Room,0,19.9,91,0,Idle 424 | 2025-04-03 22:05:00,Living Room,1,26.7,28,1,Watching TV 425 | 2025-04-04 12:17:00,Living Room,0,25.2,56,1,Idle 426 | 2025-04-07 12:20:00,Living Room,0,23.3,2,0,Relaxing 427 | 2025-04-02 18:22:00,Living Room,0,22.3,94,0,Idle 428 | 2025-04-02 14:17:00,Bathroom,0,22.6,34,0,Idle 429 | 2025-04-02 04:37:00,Bedroom,1,21.2,14,0,Reading 430 | 2025-04-06 14:31:00,Bedroom,1,23.6,34,1,Sleeping 431 | 2025-04-01 19:06:00,Bedroom,1,20.7,61,1,Reading 432 | 2025-04-03 04:43:00,Bathroom,0,22.5,95,1,Idle 433 | 2025-04-06 18:25:00,Bedroom,1,22.7,4,0,Reading 434 | 2025-04-05 06:21:00,Bedroom,1,26.2,73,1,Reading 435 | 2025-04-03 19:32:00,Bedroom,0,19.2,66,1,Reading 436 | 2025-04-05 21:42:00,Living Room,0,21.4,9,1,Relaxing 437 | 2025-04-04 16:03:00,Bathroom,1,21.0,86,1,Using Toilet 438 | 2025-04-02 09:48:00,Living Room,0,19.1,47,0,Idle 439 | 2025-04-06 07:38:00,Living Room,1,18.4,4,0,Relaxing 440 | 2025-04-06 20:56:00,Bedroom,0,21.8,97,1,Sleeping 441 | 2025-04-05 11:50:00,Living Room,0,27.5,100,1,Watching TV 442 | 2025-04-02 06:29:00,Kitchen,0,26.9,37,1,Idle 443 | 2025-04-01 19:41:00,Kitchen,1,21.1,96,1,Cooking 444 | 2025-04-06 17:25:00,Kitchen,0,19.8,50,1,Cooking 445 | 2025-04-08 02:30:00,Bedroom,1,19.3,13,1,Reading 446 | 2025-04-06 13:00:00,Living Room,0,20.4,34,1,Relaxing 447 | 2025-04-04 11:08:00,Bedroom,0,21.1,83,1,Reading 448 | 2025-04-02 21:25:00,Bedroom,1,21.7,73,1,Idle 449 | 2025-04-03 04:10:00,Bathroom,0,21.9,67,1,Idle 450 | 2025-04-02 16:00:00,Kitchen,1,20.4,34,1,Cleaning 451 | 2025-04-01 07:58:00,Bathroom,0,25.3,29,1,Idle 452 | 2025-04-06 05:25:00,Living Room,1,21.9,27,0,Watching TV 453 | 2025-04-04 15:10:00,Bathroom,1,18.4,97,1,Using Toilet 454 | 2025-04-03 13:54:00,Bathroom,0,18.2,12,1,Using Toilet 455 | 2025-04-06 22:18:00,Bedroom,1,19.4,92,1,Idle 456 | 2025-04-07 00:00:00,Living Room,1,24.1,73,0,Idle 457 | 2025-04-01 08:46:00,Kitchen,0,22.1,53,0,Cooking 458 | 2025-04-05 17:09:00,Bathroom,0,23.2,88,0,Showering 459 | 2025-04-07 11:16:00,Bedroom,0,24.8,51,1,Idle 460 | 2025-04-03 02:57:00,Bedroom,1,20.6,60,0,Sleeping 461 | 2025-04-03 09:49:00,Living Room,1,18.4,16,0,Watching TV 462 | 2025-04-04 19:53:00,Bedroom,0,18.2,22,1,Idle 463 | 2025-04-06 18:06:00,Living Room,0,23.7,72,0,Idle 464 | 2025-04-03 23:45:00,Kitchen,0,22.2,8,1,Cleaning 465 | 2025-04-06 06:25:00,Living Room,1,21.4,62,0,Watching TV 466 | 2025-04-02 18:21:00,Bedroom,1,18.3,31,1,Reading 467 | 2025-04-07 04:17:00,Bathroom,0,25.6,7,0,Showering 468 | 2025-04-05 04:46:00,Bedroom,0,22.2,78,0,Reading 469 | 2025-04-05 01:40:00,Bathroom,0,26.5,56,0,Using Toilet 470 | 2025-04-02 14:34:00,Living Room,0,24.7,25,1,Relaxing 471 | 2025-04-06 19:02:00,Living Room,0,19.7,79,1,Idle 472 | 2025-04-04 17:25:00,Bedroom,1,19.6,81,0,Reading 473 | 2025-04-03 17:28:00,Bathroom,0,18.6,5,0,Showering 474 | 2025-04-05 06:13:00,Bathroom,0,18.7,77,0,Idle 475 | 2025-04-01 20:51:00,Bathroom,0,23.8,72,1,Showering 476 | 2025-04-02 12:33:00,Bedroom,0,21.7,34,0,Sleeping 477 | 2025-04-07 17:37:00,Bedroom,1,27.1,32,0,Sleeping 478 | 2025-04-07 03:41:00,Living Room,0,21.0,59,0,Relaxing 479 | 2025-04-05 19:05:00,Kitchen,1,19.3,26,1,Idle 480 | 2025-04-02 18:15:00,Bedroom,1,23.5,90,0,Idle 481 | 2025-04-03 07:53:00,Bedroom,0,24.3,47,0,Idle 482 | 2025-04-01 18:20:00,Living Room,0,25.7,26,0,Idle 483 | 2025-04-02 00:21:00,Kitchen,1,23.8,60,0,Cleaning 484 | 2025-04-03 00:30:00,Living Room,0,24.7,58,1,Watching TV 485 | 2025-04-07 04:18:00,Bathroom,1,20.2,91,1,Idle 486 | 2025-04-07 05:56:00,Living Room,0,20.8,92,0,Idle 487 | 2025-04-02 23:10:00,Bedroom,0,26.8,96,0,Reading 488 | 2025-04-07 21:14:00,Bedroom,1,25.6,70,0,Reading 489 | 2025-04-05 23:32:00,Kitchen,1,22.8,24,1,Cooking 490 | 2025-04-05 20:02:00,Bathroom,1,26.8,74,0,Using Toilet 491 | 2025-04-01 18:56:00,Bathroom,1,21.5,31,0,Using Toilet 492 | 2025-04-01 19:52:00,Bathroom,0,25.7,12,0,Showering 493 | 2025-04-03 04:28:00,Kitchen,1,20.4,7,0,Idle 494 | 2025-04-07 19:06:00,Living Room,0,19.9,26,0,Idle 495 | 2025-04-05 05:01:00,Kitchen,0,19.7,70,1,Cleaning 496 | 2025-04-02 11:56:00,Bedroom,1,24.0,17,0,Sleeping 497 | 2025-04-06 12:37:00,Bathroom,1,26.9,66,0,Idle 498 | 2025-04-06 06:29:00,Kitchen,0,27.1,39,0,Cleaning 499 | 2025-04-04 19:02:00,Bathroom,1,21.8,12,1,Idle 500 | 2025-04-07 21:22:00,Kitchen,1,26.4,15,0,Cleaning 501 | 2025-04-01 13:05:00,Bathroom,1,24.9,51,1,Using Toilet 502 | 2025-04-03 01:24:00,Bedroom,0,24.0,11,0,Reading 503 | 2025-04-02 21:39:00,Kitchen,1,27.5,1,1,Cleaning 504 | 2025-04-01 07:08:00,Bedroom,0,25.2,67,0,Idle 505 | 2025-04-05 21:03:00,Kitchen,1,20.5,75,1,Cooking 506 | 2025-04-08 00:47:00,Living Room,1,27.1,24,0,Relaxing 507 | 2025-04-05 14:15:00,Bedroom,0,25.8,17,1,Sleeping 508 | 2025-04-03 04:58:00,Living Room,0,27.5,10,1,Relaxing 509 | 2025-04-03 04:11:00,Kitchen,1,22.4,42,1,Cleaning 510 | 2025-04-03 02:53:00,Bedroom,0,25.2,54,0,Idle 511 | 2025-04-01 18:39:00,Living Room,0,22.1,89,0,Watching TV 512 | 2025-04-01 22:09:00,Living Room,0,22.0,68,0,Idle 513 | 2025-04-02 22:07:00,Bedroom,0,21.1,79,1,Idle 514 | 2025-04-05 15:29:00,Bedroom,1,27.2,96,1,Sleeping 515 | 2025-04-01 12:49:00,Kitchen,0,21.2,23,1,Cleaning 516 | 2025-04-02 02:25:00,Living Room,1,23.8,32,1,Relaxing 517 | 2025-04-02 17:41:00,Bedroom,0,27.3,67,1,Idle 518 | 2025-04-06 09:28:00,Bathroom,1,20.5,67,1,Idle 519 | 2025-04-01 16:09:00,Living Room,0,27.5,6,0,Relaxing 520 | 2025-04-07 05:10:00,Living Room,1,25.2,84,0,Relaxing 521 | 2025-04-01 14:32:00,Bedroom,0,20.2,49,0,Idle 522 | 2025-04-06 16:00:00,Bathroom,0,21.3,30,1,Showering 523 | 2025-04-06 15:10:00,Living Room,0,20.1,38,0,Idle 524 | 2025-04-05 04:46:00,Bedroom,1,23.7,92,1,Idle 525 | 2025-04-01 18:33:00,Bathroom,1,18.1,94,0,Idle 526 | 2025-04-04 19:25:00,Living Room,0,19.7,89,1,Watching TV 527 | 2025-04-04 05:32:00,Living Room,1,19.5,77,0,Idle 528 | 2025-04-05 12:07:00,Kitchen,1,26.7,5,0,Cooking 529 | 2025-04-04 07:21:00,Living Room,1,25.9,51,1,Watching TV 530 | 2025-04-04 19:06:00,Bedroom,1,25.6,71,1,Idle 531 | 2025-04-04 17:32:00,Living Room,1,18.6,83,0,Watching TV 532 | 2025-04-07 07:28:00,Living Room,0,22.7,21,1,Watching TV 533 | 2025-04-06 15:55:00,Living Room,0,26.2,65,0,Idle 534 | 2025-04-04 17:33:00,Living Room,0,24.9,94,1,Relaxing 535 | 2025-04-07 01:56:00,Kitchen,1,26.7,100,0,Idle 536 | 2025-04-05 20:33:00,Living Room,1,26.0,36,0,Idle 537 | 2025-04-03 09:27:00,Bathroom,0,26.6,54,0,Showering 538 | 2025-04-05 13:19:00,Bathroom,1,23.4,55,0,Idle 539 | 2025-04-07 10:45:00,Kitchen,1,24.1,87,0,Cleaning 540 | 2025-04-01 22:48:00,Bedroom,0,20.2,64,1,Idle 541 | 2025-04-06 10:07:00,Living Room,0,25.5,26,0,Relaxing 542 | 2025-04-07 00:12:00,Kitchen,0,25.1,14,1,Cooking 543 | 2025-04-07 18:46:00,Bathroom,1,25.0,17,0,Showering 544 | 2025-04-02 23:58:00,Bedroom,0,25.2,49,1,Idle 545 | 2025-04-02 15:04:00,Bathroom,1,27.7,82,0,Showering 546 | 2025-04-06 05:04:00,Bedroom,1,26.2,81,1,Idle 547 | 2025-04-03 08:14:00,Bathroom,0,20.0,62,0,Using Toilet 548 | 2025-04-03 08:31:00,Kitchen,0,18.4,63,1,Cooking 549 | 2025-04-02 01:32:00,Living Room,0,27.4,27,1,Idle 550 | 2025-04-07 16:16:00,Bedroom,1,18.2,89,0,Idle 551 | 2025-04-07 17:08:00,Bedroom,1,24.8,55,1,Idle 552 | 2025-04-03 08:33:00,Living Room,0,26.8,17,0,Watching TV 553 | 2025-04-02 12:26:00,Bedroom,0,19.4,72,0,Idle 554 | 2025-04-06 08:40:00,Kitchen,0,19.5,3,1,Cooking 555 | 2025-04-06 18:08:00,Kitchen,0,20.2,27,1,Idle 556 | 2025-04-07 21:38:00,Bedroom,1,20.4,53,0,Sleeping 557 | 2025-04-08 00:55:00,Kitchen,0,26.7,87,0,Cleaning 558 | 2025-04-03 21:56:00,Bathroom,0,18.5,78,0,Idle 559 | 2025-04-02 13:21:00,Living Room,1,25.7,18,0,Watching TV 560 | 2025-04-03 05:17:00,Kitchen,0,27.0,62,1,Cleaning 561 | 2025-04-01 07:02:00,Living Room,0,27.3,99,1,Watching TV 562 | 2025-04-06 12:01:00,Bathroom,0,27.8,70,0,Using Toilet 563 | 2025-04-03 13:41:00,Kitchen,0,21.5,43,1,Cooking 564 | 2025-04-02 22:29:00,Living Room,1,19.3,92,1,Idle 565 | 2025-04-05 21:38:00,Living Room,1,20.3,26,1,Watching TV 566 | 2025-04-01 14:14:00,Kitchen,0,19.3,38,1,Idle 567 | 2025-04-05 18:33:00,Kitchen,1,23.9,84,1,Idle 568 | 2025-04-04 18:34:00,Kitchen,0,21.3,72,0,Cleaning 569 | 2025-04-06 16:44:00,Kitchen,0,20.0,73,0,Cooking 570 | 2025-04-06 18:26:00,Bedroom,1,20.0,23,0,Reading 571 | 2025-04-05 19:16:00,Kitchen,1,20.8,72,0,Idle 572 | 2025-04-04 22:05:00,Bathroom,0,23.2,7,1,Showering 573 | 2025-04-07 02:31:00,Bathroom,1,22.6,97,0,Idle 574 | 2025-04-03 12:07:00,Bathroom,0,25.2,17,1,Showering 575 | 2025-04-06 11:07:00,Bedroom,1,21.1,10,0,Idle 576 | 2025-04-01 16:24:00,Bathroom,0,23.4,65,0,Showering 577 | 2025-04-07 22:22:00,Kitchen,1,27.4,96,1,Cooking 578 | 2025-04-07 16:19:00,Bedroom,1,18.7,51,1,Reading 579 | 2025-04-03 01:38:00,Living Room,1,21.8,1,0,Idle 580 | 2025-04-06 11:52:00,Living Room,1,18.3,20,0,Watching TV 581 | 2025-04-05 04:53:00,Living Room,0,18.4,79,0,Relaxing 582 | 2025-04-05 23:36:00,Bathroom,1,24.4,29,0,Showering 583 | 2025-04-02 11:13:00,Bedroom,1,18.2,81,1,Idle 584 | 2025-04-07 03:58:00,Bathroom,1,26.9,39,0,Showering 585 | 2025-04-07 15:18:00,Bathroom,1,26.6,20,1,Idle 586 | 2025-04-04 07:25:00,Bathroom,1,25.3,25,0,Idle 587 | 2025-04-04 02:45:00,Bedroom,0,27.7,97,1,Sleeping 588 | 2025-04-05 01:12:00,Living Room,0,18.7,1,0,Relaxing 589 | 2025-04-01 11:46:00,Bathroom,0,20.8,27,1,Idle 590 | 2025-04-04 23:24:00,Bathroom,0,26.7,33,1,Showering 591 | 2025-04-02 22:07:00,Bathroom,0,21.8,99,1,Using Toilet 592 | 2025-04-06 22:58:00,Kitchen,1,27.7,74,1,Cleaning 593 | 2025-04-05 21:19:00,Living Room,1,22.3,69,0,Relaxing 594 | 2025-04-05 09:27:00,Bathroom,1,27.7,26,1,Idle 595 | 2025-04-06 22:08:00,Bathroom,1,20.8,81,0,Idle 596 | 2025-04-05 09:21:00,Bedroom,0,19.9,16,1,Sleeping 597 | 2025-04-01 20:06:00,Kitchen,0,26.9,85,0,Idle 598 | 2025-04-02 16:52:00,Living Room,1,22.9,93,1,Idle 599 | 2025-04-07 13:55:00,Kitchen,1,27.6,98,1,Cooking 600 | 2025-04-02 16:22:00,Bathroom,1,26.5,24,0,Idle 601 | 2025-04-01 07:33:00,Bathroom,1,19.9,64,1,Idle 602 | 2025-04-07 07:55:00,Bedroom,0,20.7,98,0,Reading 603 | 2025-04-01 14:06:00,Living Room,1,20.2,35,0,Watching TV 604 | 2025-04-03 11:33:00,Kitchen,0,22.6,12,1,Cleaning 605 | 2025-04-05 00:08:00,Bedroom,1,24.2,62,1,Idle 606 | 2025-04-04 07:28:00,Living Room,0,24.5,66,0,Idle 607 | 2025-04-02 10:52:00,Bathroom,1,20.3,23,1,Showering 608 | 2025-04-02 04:26:00,Kitchen,1,22.2,29,1,Cooking 609 | 2025-04-03 00:49:00,Kitchen,0,19.4,90,1,Idle 610 | 2025-04-07 17:29:00,Bathroom,1,27.6,16,1,Showering 611 | 2025-04-02 05:31:00,Bedroom,0,22.2,54,0,Idle 612 | 2025-04-06 21:14:00,Living Room,0,22.2,64,0,Relaxing 613 | 2025-04-04 07:06:00,Kitchen,0,19.3,18,1,Idle 614 | 2025-04-08 02:25:00,Bathroom,1,26.0,13,0,Using Toilet 615 | 2025-04-01 13:34:00,Kitchen,0,24.5,41,1,Cleaning 616 | 2025-04-04 09:03:00,Bedroom,0,25.1,53,0,Sleeping 617 | 2025-04-07 04:39:00,Bathroom,1,27.3,34,1,Using Toilet 618 | 2025-04-05 19:45:00,Kitchen,1,18.4,13,0,Idle 619 | 2025-04-02 12:01:00,Kitchen,0,27.9,9,0,Cooking 620 | 2025-04-01 07:16:00,Bedroom,1,21.7,66,1,Sleeping 621 | 2025-04-01 14:46:00,Bedroom,0,19.7,25,0,Idle 622 | 2025-04-01 17:26:00,Bedroom,1,21.4,62,1,Reading 623 | 2025-04-05 23:58:00,Living Room,1,21.0,74,0,Watching TV 624 | 2025-04-01 15:16:00,Kitchen,1,28.0,3,1,Idle 625 | 2025-04-06 04:31:00,Living Room,0,22.8,36,0,Watching TV 626 | 2025-04-03 08:15:00,Bathroom,0,27.8,66,0,Showering 627 | 2025-04-08 03:13:00,Bedroom,1,25.4,40,1,Reading 628 | 2025-04-06 10:11:00,Bedroom,0,25.5,76,0,Sleeping 629 | 2025-04-04 10:01:00,Bathroom,1,19.9,80,0,Using Toilet 630 | 2025-04-04 07:48:00,Bathroom,0,19.0,54,1,Using Toilet 631 | 2025-04-05 17:27:00,Bathroom,1,19.1,81,0,Showering 632 | 2025-04-05 05:23:00,Bathroom,0,25.6,5,1,Idle 633 | 2025-04-06 09:05:00,Bathroom,1,27.6,17,1,Using Toilet 634 | 2025-04-03 06:40:00,Kitchen,1,24.7,32,1,Cleaning 635 | 2025-04-07 03:58:00,Kitchen,0,20.6,94,0,Idle 636 | 2025-04-02 02:22:00,Kitchen,1,23.8,18,1,Cooking 637 | 2025-04-05 23:03:00,Bathroom,0,23.1,42,1,Idle 638 | 2025-04-02 06:54:00,Living Room,1,20.3,90,0,Idle 639 | 2025-04-04 17:34:00,Living Room,1,18.2,70,1,Watching TV 640 | 2025-04-07 07:43:00,Kitchen,1,19.6,67,0,Idle 641 | 2025-04-05 11:35:00,Bedroom,1,24.9,57,1,Reading 642 | 2025-04-06 18:49:00,Kitchen,0,20.6,95,0,Cooking 643 | 2025-04-05 04:06:00,Bedroom,0,22.1,78,1,Sleeping 644 | 2025-04-04 10:47:00,Living Room,1,23.9,50,1,Watching TV 645 | 2025-04-05 07:18:00,Living Room,1,22.9,19,0,Relaxing 646 | 2025-04-04 22:07:00,Kitchen,0,20.1,5,1,Cleaning 647 | 2025-04-02 02:33:00,Living Room,1,21.1,20,1,Idle 648 | 2025-04-01 20:59:00,Bedroom,1,22.6,52,0,Reading 649 | 2025-04-02 02:41:00,Living Room,1,21.0,44,1,Relaxing 650 | 2025-04-01 17:39:00,Living Room,0,23.1,35,0,Relaxing 651 | 2025-04-06 12:48:00,Kitchen,0,25.3,18,0,Cooking 652 | 2025-04-02 10:41:00,Bathroom,1,27.6,70,0,Idle 653 | 2025-04-01 08:07:00,Kitchen,0,27.6,76,0,Cooking 654 | 2025-04-03 21:33:00,Living Room,0,20.3,98,1,Watching TV 655 | 2025-04-06 23:03:00,Bedroom,0,20.9,50,1,Idle 656 | 2025-04-06 11:00:00,Living Room,1,21.0,84,0,Relaxing 657 | 2025-04-02 02:11:00,Bathroom,0,18.4,38,1,Idle 658 | 2025-04-06 18:24:00,Kitchen,1,18.8,2,1,Cleaning 659 | 2025-04-03 21:06:00,Bedroom,1,25.6,59,0,Reading 660 | 2025-04-05 22:10:00,Living Room,0,25.5,52,0,Idle 661 | 2025-04-06 04:45:00,Bathroom,0,23.5,92,1,Idle 662 | 2025-04-03 00:58:00,Kitchen,1,19.8,17,0,Idle 663 | 2025-04-04 15:09:00,Kitchen,1,23.2,85,1,Cleaning 664 | 2025-04-03 00:50:00,Bathroom,0,22.7,7,0,Using Toilet 665 | 2025-04-04 06:32:00,Bedroom,0,23.8,14,1,Sleeping 666 | 2025-04-02 22:44:00,Bathroom,0,26.4,91,1,Showering 667 | 2025-04-02 21:54:00,Kitchen,1,27.1,83,0,Idle 668 | 2025-04-02 04:25:00,Living Room,1,20.7,82,0,Idle 669 | 2025-04-04 09:45:00,Kitchen,1,24.9,2,1,Idle 670 | 2025-04-07 19:26:00,Bathroom,0,26.7,77,1,Idle 671 | 2025-04-03 06:20:00,Bedroom,1,18.5,32,1,Idle 672 | 2025-04-05 20:40:00,Kitchen,0,18.1,7,0,Cooking 673 | 2025-04-05 01:27:00,Bathroom,0,24.1,86,1,Idle 674 | 2025-04-05 13:57:00,Kitchen,0,24.4,84,1,Idle 675 | 2025-04-04 23:16:00,Living Room,1,21.2,50,0,Idle 676 | 2025-04-05 03:23:00,Kitchen,1,19.6,37,1,Cooking 677 | 2025-04-04 04:28:00,Kitchen,0,26.5,38,0,Cooking 678 | 2025-04-07 23:46:00,Living Room,1,26.8,7,0,Relaxing 679 | 2025-04-04 16:54:00,Living Room,0,26.8,84,1,Relaxing 680 | 2025-04-05 04:16:00,Living Room,1,20.2,16,0,Watching TV 681 | 2025-04-04 18:31:00,Living Room,1,27.8,24,1,Relaxing 682 | 2025-04-02 15:44:00,Bedroom,1,19.3,8,0,Reading 683 | 2025-04-06 04:58:00,Bathroom,0,26.4,59,0,Idle 684 | 2025-04-03 01:18:00,Living Room,1,18.8,11,0,Relaxing 685 | 2025-04-05 17:28:00,Kitchen,0,18.4,48,0,Cleaning 686 | 2025-04-04 19:52:00,Bedroom,1,21.4,1,0,Idle 687 | 2025-04-01 10:51:00,Bedroom,1,21.7,61,1,Idle 688 | 2025-04-02 14:18:00,Bedroom,1,27.9,10,0,Sleeping 689 | 2025-04-05 10:02:00,Living Room,1,21.9,53,1,Idle 690 | 2025-04-06 08:06:00,Bathroom,0,27.6,21,1,Showering 691 | 2025-04-04 15:29:00,Bedroom,0,20.9,24,0,Idle 692 | 2025-04-07 21:36:00,Bedroom,1,22.4,97,1,Sleeping 693 | 2025-04-07 01:56:00,Bathroom,0,18.3,28,0,Idle 694 | 2025-04-03 02:07:00,Living Room,0,21.0,43,1,Watching TV 695 | 2025-04-02 18:14:00,Bathroom,0,22.5,45,0,Idle 696 | 2025-04-04 23:26:00,Living Room,0,26.0,25,0,Idle 697 | 2025-04-03 07:56:00,Living Room,0,25.8,42,0,Relaxing 698 | 2025-04-04 08:18:00,Kitchen,0,20.0,10,0,Idle 699 | 2025-04-02 23:04:00,Bedroom,1,19.5,51,1,Reading 700 | 2025-04-06 05:58:00,Living Room,0,19.3,55,1,Idle 701 | 2025-04-05 05:32:00,Living Room,1,18.1,75,1,Idle 702 | 2025-04-03 08:10:00,Bathroom,0,21.0,46,0,Idle 703 | 2025-04-06 20:34:00,Bedroom,0,27.6,7,0,Reading 704 | 2025-04-05 00:27:00,Living Room,1,27.8,36,0,Relaxing 705 | 2025-04-04 10:36:00,Bedroom,0,21.9,26,0,Idle 706 | 2025-04-02 14:35:00,Living Room,1,27.2,34,1,Watching TV 707 | 2025-04-06 05:01:00,Kitchen,0,21.4,29,1,Cooking 708 | 2025-04-02 23:12:00,Bathroom,0,26.5,52,0,Showering 709 | 2025-04-03 23:14:00,Kitchen,0,25.8,93,0,Cooking 710 | 2025-04-01 08:05:00,Kitchen,0,18.0,54,0,Cleaning 711 | 2025-04-02 08:35:00,Bedroom,1,27.1,31,0,Sleeping 712 | 2025-04-06 04:45:00,Bedroom,1,25.3,8,1,Sleeping 713 | 2025-04-06 20:28:00,Kitchen,1,19.4,64,0,Cooking 714 | 2025-04-02 22:21:00,Living Room,1,24.6,94,0,Relaxing 715 | 2025-04-01 17:12:00,Bathroom,0,23.0,59,1,Showering 716 | 2025-04-06 15:14:00,Kitchen,0,19.7,13,1,Cleaning 717 | 2025-04-03 14:06:00,Bedroom,1,22.2,22,0,Reading 718 | 2025-04-01 13:57:00,Bedroom,1,25.4,76,0,Sleeping 719 | 2025-04-05 23:04:00,Bedroom,0,21.0,26,1,Reading 720 | 2025-04-03 17:04:00,Kitchen,0,22.6,7,1,Cooking 721 | 2025-04-06 16:18:00,Kitchen,0,19.9,28,0,Idle 722 | 2025-04-02 09:24:00,Kitchen,0,20.4,79,1,Cleaning 723 | 2025-04-03 06:38:00,Kitchen,1,25.1,38,1,Idle 724 | 2025-04-05 05:47:00,Kitchen,1,26.3,67,0,Idle 725 | 2025-04-06 23:43:00,Bedroom,0,23.7,94,1,Sleeping 726 | 2025-04-04 03:28:00,Bathroom,0,25.0,97,0,Using Toilet 727 | 2025-04-01 13:19:00,Bathroom,0,21.7,28,0,Using Toilet 728 | 2025-04-06 14:12:00,Bathroom,0,18.9,21,1,Using Toilet 729 | 2025-04-03 13:23:00,Bedroom,0,21.4,96,0,Sleeping 730 | 2025-04-01 23:43:00,Kitchen,0,19.8,44,0,Cooking 731 | 2025-04-05 16:18:00,Bathroom,1,19.6,44,0,Using Toilet 732 | 2025-04-05 06:24:00,Bathroom,0,24.4,43,0,Using Toilet 733 | 2025-04-05 15:53:00,Kitchen,1,26.4,100,1,Cooking 734 | 2025-04-07 09:23:00,Bedroom,1,25.4,64,1,Idle 735 | 2025-04-03 17:06:00,Living Room,0,26.1,98,0,Relaxing 736 | 2025-04-03 20:47:00,Kitchen,0,25.7,38,1,Cooking 737 | 2025-04-02 23:10:00,Living Room,1,24.4,11,0,Relaxing 738 | 2025-04-03 14:16:00,Kitchen,1,19.8,62,1,Cleaning 739 | 2025-04-04 00:38:00,Bedroom,0,21.7,93,1,Idle 740 | 2025-04-02 19:07:00,Living Room,1,26.6,50,1,Watching TV 741 | 2025-04-03 21:58:00,Bedroom,0,25.0,49,1,Sleeping 742 | 2025-04-07 01:27:00,Kitchen,1,20.0,30,0,Cooking 743 | 2025-04-06 03:26:00,Bathroom,1,21.3,36,1,Using Toilet 744 | 2025-04-07 23:59:00,Living Room,0,24.6,59,0,Watching TV 745 | 2025-04-05 20:19:00,Kitchen,0,18.1,24,0,Idle 746 | 2025-04-07 11:14:00,Bedroom,0,26.3,91,1,Sleeping 747 | 2025-04-04 05:34:00,Bathroom,1,26.7,1,1,Using Toilet 748 | 2025-04-03 11:31:00,Bathroom,0,20.4,94,0,Idle 749 | 2025-04-04 05:44:00,Bedroom,0,28.0,39,0,Idle 750 | 2025-04-02 08:44:00,Living Room,0,19.5,7,0,Idle 751 | 2025-04-04 11:53:00,Kitchen,1,23.9,73,0,Idle 752 | 2025-04-06 23:29:00,Living Room,0,18.3,86,1,Idle 753 | 2025-04-08 01:25:00,Living Room,1,26.4,71,0,Idle 754 | 2025-04-01 15:29:00,Bathroom,1,20.9,49,1,Idle 755 | 2025-04-05 08:05:00,Bathroom,1,22.3,55,0,Idle 756 | 2025-04-07 03:26:00,Bedroom,1,18.0,37,0,Sleeping 757 | 2025-04-04 22:07:00,Bathroom,0,27.2,58,0,Idle 758 | 2025-04-01 19:55:00,Kitchen,0,19.0,78,0,Idle 759 | 2025-04-03 14:47:00,Living Room,1,23.6,8,0,Watching TV 760 | 2025-04-01 17:52:00,Living Room,0,25.1,100,0,Watching TV 761 | 2025-04-07 21:39:00,Bedroom,0,24.0,95,1,Idle 762 | 2025-04-03 22:41:00,Bedroom,0,25.0,34,1,Reading 763 | 2025-04-05 10:56:00,Bedroom,1,19.6,37,1,Sleeping 764 | 2025-04-06 05:56:00,Kitchen,1,24.2,44,1,Cooking 765 | 2025-04-05 23:33:00,Kitchen,1,27.4,0,1,Cleaning 766 | 2025-04-07 07:53:00,Bathroom,1,21.7,0,0,Using Toilet 767 | 2025-04-03 21:18:00,Bedroom,0,18.4,9,0,Reading 768 | 2025-04-07 20:21:00,Bathroom,0,24.4,63,1,Showering 769 | 2025-04-02 04:48:00,Bedroom,1,18.2,3,0,Reading 770 | 2025-04-07 05:31:00,Living Room,0,25.0,17,1,Relaxing 771 | 2025-04-05 20:37:00,Living Room,1,21.5,53,0,Watching TV 772 | 2025-04-02 11:48:00,Bathroom,0,25.2,36,1,Showering 773 | 2025-04-04 08:36:00,Living Room,0,21.4,35,0,Watching TV 774 | 2025-04-03 10:33:00,Bedroom,1,19.0,18,0,Idle 775 | 2025-04-03 03:02:00,Living Room,0,25.8,97,0,Watching TV 776 | 2025-04-01 18:52:00,Kitchen,0,23.9,61,0,Cooking 777 | 2025-04-06 16:00:00,Living Room,0,21.3,97,1,Idle 778 | 2025-04-07 17:54:00,Bathroom,1,26.6,88,1,Showering 779 | 2025-04-05 03:29:00,Kitchen,1,24.8,52,1,Cooking 780 | 2025-04-04 21:08:00,Kitchen,0,23.3,86,1,Cooking 781 | 2025-04-04 05:58:00,Bathroom,1,25.4,68,1,Showering 782 | 2025-04-04 06:57:00,Living Room,1,23.6,34,1,Relaxing 783 | 2025-04-02 11:09:00,Kitchen,0,23.6,26,1,Idle 784 | 2025-04-06 15:53:00,Living Room,0,24.4,81,0,Relaxing 785 | 2025-04-05 22:29:00,Bathroom,0,21.5,78,0,Using Toilet 786 | 2025-04-06 14:05:00,Bedroom,1,20.2,6,0,Sleeping 787 | 2025-04-07 20:30:00,Bedroom,1,20.5,19,0,Reading 788 | 2025-04-03 13:05:00,Bedroom,1,25.4,80,1,Sleeping 789 | 2025-04-06 09:50:00,Kitchen,1,20.1,70,1,Cooking 790 | 2025-04-04 15:53:00,Bedroom,0,23.1,94,1,Idle 791 | 2025-04-02 02:32:00,Living Room,0,26.7,23,0,Relaxing 792 | 2025-04-05 05:27:00,Bedroom,1,21.0,40,0,Sleeping 793 | 2025-04-07 15:12:00,Bedroom,0,20.7,89,0,Reading 794 | 2025-04-04 03:09:00,Living Room,0,27.9,13,0,Idle 795 | 2025-04-03 03:05:00,Bedroom,0,26.6,39,1,Sleeping 796 | 2025-04-06 16:38:00,Bedroom,1,25.0,49,1,Sleeping 797 | 2025-04-04 19:34:00,Kitchen,0,20.2,87,0,Idle 798 | 2025-04-05 16:07:00,Living Room,0,25.1,65,0,Idle 799 | 2025-04-05 15:13:00,Bedroom,0,25.6,93,0,Reading 800 | 2025-04-02 15:21:00,Living Room,0,26.6,27,1,Idle 801 | 2025-04-07 17:05:00,Living Room,0,20.6,79,1,Relaxing 802 | 2025-04-05 11:12:00,Bedroom,0,23.5,45,1,Idle 803 | 2025-04-06 20:27:00,Bathroom,1,23.3,15,1,Showering 804 | 2025-04-01 20:30:00,Bathroom,0,21.6,3,0,Showering 805 | 2025-04-06 16:11:00,Bedroom,0,27.7,83,0,Sleeping 806 | 2025-04-04 23:35:00,Bathroom,0,26.1,44,0,Using Toilet 807 | 2025-04-02 12:38:00,Living Room,1,18.0,69,0,Watching TV 808 | 2025-04-02 11:30:00,Living Room,0,20.7,40,1,Watching TV 809 | 2025-04-03 21:54:00,Bathroom,0,19.9,61,1,Idle 810 | 2025-04-07 07:13:00,Kitchen,1,22.0,81,0,Idle 811 | 2025-04-05 01:51:00,Bedroom,1,19.3,86,0,Sleeping 812 | 2025-04-05 01:09:00,Bathroom,0,26.1,97,0,Idle 813 | 2025-04-01 23:17:00,Kitchen,0,20.9,20,1,Cooking 814 | 2025-04-07 02:30:00,Living Room,0,18.2,96,1,Relaxing 815 | 2025-04-07 10:26:00,Bedroom,0,25.3,43,0,Idle 816 | 2025-04-03 18:57:00,Living Room,0,26.4,76,0,Idle 817 | 2025-04-04 04:11:00,Living Room,1,18.7,65,0,Relaxing 818 | 2025-04-06 12:20:00,Bedroom,1,20.0,13,0,Idle 819 | 2025-04-05 09:14:00,Bathroom,1,21.2,15,0,Using Toilet 820 | 2025-04-08 02:28:00,Bedroom,0,19.1,98,1,Idle 821 | 2025-04-03 02:00:00,Bedroom,1,23.1,43,0,Idle 822 | 2025-04-05 21:35:00,Living Room,0,26.5,34,0,Watching TV 823 | 2025-04-07 18:54:00,Living Room,0,18.5,59,1,Idle 824 | 2025-04-05 07:25:00,Bedroom,1,22.0,19,1,Reading 825 | 2025-04-01 07:32:00,Living Room,1,26.6,78,0,Watching TV 826 | 2025-04-07 14:37:00,Kitchen,0,22.4,54,1,Cleaning 827 | 2025-04-02 19:21:00,Living Room,1,27.5,48,0,Idle 828 | 2025-04-01 23:45:00,Bedroom,1,18.8,33,0,Sleeping 829 | 2025-04-06 03:42:00,Bedroom,0,26.8,46,0,Idle 830 | 2025-04-06 23:43:00,Kitchen,0,26.1,42,0,Cleaning 831 | 2025-04-06 19:25:00,Kitchen,0,21.5,85,0,Idle 832 | 2025-04-02 14:41:00,Living Room,1,25.3,75,1,Idle 833 | 2025-04-06 23:16:00,Bathroom,1,22.5,64,1,Showering 834 | 2025-04-06 13:43:00,Bedroom,1,22.5,48,1,Idle 835 | 2025-04-03 21:33:00,Bathroom,1,22.3,15,0,Showering 836 | 2025-04-08 00:00:00,Bedroom,0,27.9,11,1,Sleeping 837 | 2025-04-05 08:46:00,Living Room,1,23.3,74,0,Idle 838 | 2025-04-03 12:31:00,Living Room,1,25.0,12,1,Idle 839 | 2025-04-06 12:57:00,Living Room,1,19.2,99,0,Idle 840 | 2025-04-04 20:42:00,Living Room,0,18.6,31,1,Watching TV 841 | 2025-04-06 23:18:00,Bedroom,0,24.9,56,1,Sleeping 842 | 2025-04-05 14:13:00,Living Room,1,24.1,68,0,Watching TV 843 | 2025-04-02 03:35:00,Living Room,1,27.5,47,1,Idle 844 | 2025-04-06 14:21:00,Bathroom,0,24.9,37,0,Idle 845 | 2025-04-05 20:59:00,Kitchen,0,18.9,3,1,Idle 846 | 2025-04-04 14:04:00,Kitchen,0,24.6,36,0,Idle 847 | 2025-04-02 05:37:00,Bathroom,1,22.2,76,0,Showering 848 | 2025-04-04 07:25:00,Kitchen,1,22.8,57,0,Cleaning 849 | 2025-04-04 06:25:00,Bedroom,0,24.0,56,1,Reading 850 | 2025-04-03 09:37:00,Living Room,1,21.4,56,0,Idle 851 | 2025-04-03 21:50:00,Kitchen,0,26.5,38,1,Cooking 852 | 2025-04-04 00:03:00,Bedroom,1,23.7,30,0,Reading 853 | 2025-04-03 02:39:00,Bedroom,0,24.5,36,1,Idle 854 | 2025-04-05 19:26:00,Living Room,1,18.5,1,0,Relaxing 855 | 2025-04-05 02:51:00,Kitchen,1,24.6,85,0,Cleaning 856 | 2025-04-06 15:04:00,Bedroom,0,27.2,81,0,Reading 857 | 2025-04-04 19:20:00,Kitchen,1,20.1,73,0,Idle 858 | 2025-04-04 04:42:00,Bedroom,0,26.4,89,1,Reading 859 | 2025-04-07 04:16:00,Kitchen,1,20.7,72,0,Cleaning 860 | 2025-04-05 01:11:00,Living Room,0,18.8,13,1,Idle 861 | 2025-04-04 17:23:00,Bedroom,1,27.4,47,1,Reading 862 | 2025-04-01 09:56:00,Bedroom,1,27.1,15,1,Reading 863 | 2025-04-07 12:45:00,Kitchen,1,25.1,2,0,Cleaning 864 | 2025-04-01 07:19:00,Kitchen,0,26.0,80,0,Cleaning 865 | 2025-04-05 05:50:00,Bathroom,1,20.0,71,1,Using Toilet 866 | 2025-04-08 00:29:00,Bathroom,0,24.3,42,1,Idle 867 | 2025-04-04 21:12:00,Bathroom,1,25.6,58,0,Idle 868 | 2025-04-03 06:04:00,Bedroom,1,23.8,31,0,Sleeping 869 | 2025-04-06 15:31:00,Kitchen,0,21.3,86,0,Cleaning 870 | 2025-04-07 06:17:00,Kitchen,1,18.5,47,1,Idle 871 | 2025-04-02 09:53:00,Kitchen,1,26.1,33,1,Idle 872 | 2025-04-04 14:49:00,Bathroom,1,20.8,17,0,Showering 873 | 2025-04-03 20:52:00,Bedroom,0,23.3,75,0,Reading 874 | 2025-04-02 23:18:00,Bedroom,1,26.9,27,0,Sleeping 875 | 2025-04-02 16:24:00,Living Room,1,25.7,64,0,Relaxing 876 | 2025-04-07 10:09:00,Living Room,0,18.7,36,0,Relaxing 877 | 2025-04-06 23:42:00,Bathroom,0,24.1,23,0,Showering 878 | 2025-04-04 23:32:00,Living Room,1,20.7,31,0,Watching TV 879 | 2025-04-01 23:35:00,Living Room,1,19.3,10,1,Relaxing 880 | 2025-04-06 15:26:00,Living Room,0,26.2,79,0,Relaxing 881 | 2025-04-03 14:09:00,Bedroom,1,21.2,37,1,Sleeping 882 | 2025-04-05 15:18:00,Bedroom,1,27.6,79,1,Reading 883 | 2025-04-06 08:00:00,Bathroom,0,22.7,73,0,Idle 884 | 2025-04-07 17:05:00,Living Room,1,25.0,78,0,Watching TV 885 | 2025-04-02 05:37:00,Kitchen,0,21.0,82,0,Cooking 886 | 2025-04-03 21:00:00,Living Room,0,23.6,25,1,Relaxing 887 | 2025-04-07 03:11:00,Living Room,0,22.1,7,0,Watching TV 888 | 2025-04-01 17:12:00,Bedroom,0,19.5,78,1,Idle 889 | 2025-04-07 02:37:00,Kitchen,1,18.1,41,0,Cooking 890 | 2025-04-05 07:55:00,Kitchen,1,20.5,11,0,Cooking 891 | 2025-04-07 22:01:00,Kitchen,1,18.9,42,0,Cleaning 892 | 2025-04-05 13:12:00,Living Room,1,26.0,23,1,Watching TV 893 | 2025-04-05 18:35:00,Bathroom,0,23.4,99,1,Showering 894 | 2025-04-01 22:19:00,Bathroom,1,25.8,51,0,Idle 895 | 2025-04-03 20:46:00,Bedroom,0,19.2,20,0,Sleeping 896 | 2025-04-07 23:26:00,Bedroom,0,25.0,89,1,Sleeping 897 | 2025-04-06 15:28:00,Kitchen,0,25.6,14,0,Idle 898 | 2025-04-05 14:21:00,Bedroom,1,25.1,44,0,Idle 899 | 2025-04-01 18:23:00,Kitchen,1,18.6,93,1,Cleaning 900 | 2025-04-01 10:16:00,Bedroom,0,19.4,59,1,Sleeping 901 | 2025-04-05 07:11:00,Living Room,0,21.0,62,1,Relaxing 902 | 2025-04-04 15:57:00,Bedroom,0,25.3,90,0,Idle 903 | 2025-04-03 20:55:00,Living Room,0,26.6,7,0,Watching TV 904 | 2025-04-08 02:40:00,Living Room,1,27.5,96,1,Relaxing 905 | 2025-04-05 12:03:00,Kitchen,0,24.2,9,1,Cooking 906 | 2025-04-03 16:23:00,Living Room,1,24.7,40,0,Idle 907 | 2025-04-06 10:24:00,Bedroom,1,27.3,3,0,Idle 908 | 2025-04-08 00:04:00,Bedroom,1,20.4,90,1,Idle 909 | 2025-04-08 02:01:00,Living Room,1,27.6,23,0,Watching TV 910 | 2025-04-05 18:20:00,Living Room,1,25.0,96,0,Idle 911 | 2025-04-08 01:51:00,Living Room,0,21.4,91,1,Watching TV 912 | 2025-04-04 06:14:00,Living Room,0,26.1,2,0,Idle 913 | 2025-04-04 22:37:00,Bathroom,1,22.1,35,0,Using Toilet 914 | 2025-04-05 12:38:00,Bedroom,0,21.0,11,0,Sleeping 915 | 2025-04-01 15:00:00,Living Room,1,21.4,0,1,Idle 916 | 2025-04-03 01:36:00,Living Room,0,22.7,42,0,Watching TV 917 | 2025-04-06 02:00:00,Bedroom,1,23.2,34,1,Sleeping 918 | 2025-04-02 05:22:00,Kitchen,1,24.2,91,0,Cleaning 919 | 2025-04-05 17:53:00,Bathroom,0,20.4,89,1,Showering 920 | 2025-04-07 05:27:00,Bedroom,1,19.7,89,0,Idle 921 | 2025-04-06 15:16:00,Kitchen,0,18.3,35,1,Cooking 922 | 2025-04-03 20:12:00,Kitchen,1,20.8,47,0,Idle 923 | 2025-04-02 11:32:00,Kitchen,1,23.8,78,0,Cleaning 924 | 2025-04-06 21:59:00,Kitchen,0,27.8,3,0,Idle 925 | 2025-04-01 06:21:00,Bathroom,1,19.4,4,1,Using Toilet 926 | 2025-04-05 06:29:00,Bathroom,0,27.2,96,0,Idle 927 | 2025-04-08 03:29:00,Living Room,0,18.5,70,1,Watching TV 928 | 2025-04-03 18:04:00,Bathroom,0,24.2,47,1,Showering 929 | 2025-04-04 21:44:00,Kitchen,0,19.2,65,0,Idle 930 | 2025-04-06 09:53:00,Kitchen,1,19.1,97,1,Idle 931 | 2025-04-01 10:00:00,Bathroom,1,27.1,5,0,Showering 932 | 2025-04-03 09:47:00,Kitchen,1,19.0,53,0,Cleaning 933 | 2025-04-06 13:03:00,Bedroom,0,21.4,45,0,Sleeping 934 | 2025-04-03 17:30:00,Bedroom,0,22.9,42,1,Reading 935 | 2025-04-02 20:04:00,Living Room,1,26.0,75,0,Watching TV 936 | 2025-04-03 00:42:00,Kitchen,1,23.4,20,1,Cleaning 937 | 2025-04-04 02:49:00,Kitchen,0,25.2,72,0,Idle 938 | 2025-04-02 16:03:00,Bathroom,0,20.0,23,0,Idle 939 | 2025-04-07 09:29:00,Living Room,0,20.4,15,0,Idle 940 | 2025-04-04 20:29:00,Bedroom,0,23.4,31,0,Reading 941 | 2025-04-07 11:49:00,Bathroom,1,22.6,98,1,Showering 942 | 2025-04-04 21:13:00,Kitchen,1,25.5,20,0,Cooking 943 | 2025-04-07 06:24:00,Living Room,0,23.8,2,1,Relaxing 944 | 2025-04-07 00:56:00,Bedroom,1,20.4,35,1,Idle 945 | 2025-04-04 23:17:00,Bathroom,1,27.4,37,1,Showering 946 | 2025-04-07 08:55:00,Bedroom,0,25.4,74,1,Sleeping 947 | 2025-04-06 22:04:00,Living Room,0,20.5,93,1,Relaxing 948 | 2025-04-03 20:39:00,Bathroom,0,21.4,40,1,Using Toilet 949 | 2025-04-01 15:12:00,Bedroom,1,18.5,10,0,Reading 950 | 2025-04-07 09:35:00,Kitchen,0,18.5,16,1,Cooking 951 | 2025-04-04 13:57:00,Living Room,0,18.3,29,1,Relaxing 952 | 2025-04-03 20:16:00,Kitchen,0,21.7,67,1,Idle 953 | 2025-04-05 10:22:00,Living Room,1,23.0,41,1,Idle 954 | 2025-04-01 06:37:00,Living Room,1,26.7,25,0,Idle 955 | 2025-04-03 05:36:00,Bathroom,0,23.4,19,1,Using Toilet 956 | 2025-04-06 15:38:00,Kitchen,1,24.9,14,1,Cleaning 957 | 2025-04-01 07:20:00,Living Room,1,25.3,71,0,Relaxing 958 | 2025-04-06 13:08:00,Bathroom,0,27.7,97,1,Using Toilet 959 | 2025-04-04 10:02:00,Bedroom,0,24.7,78,1,Reading 960 | 2025-04-05 05:11:00,Living Room,1,21.9,21,1,Watching TV 961 | 2025-04-05 15:10:00,Kitchen,0,19.7,52,0,Cleaning 962 | 2025-04-07 20:56:00,Bathroom,1,27.2,86,0,Showering 963 | 2025-04-03 15:49:00,Bathroom,0,21.9,37,0,Showering 964 | 2025-04-03 18:51:00,Bedroom,1,18.8,92,0,Idle 965 | 2025-04-05 03:51:00,Bathroom,1,26.4,93,1,Showering 966 | 2025-04-08 03:13:00,Bedroom,1,26.7,25,0,Idle 967 | 2025-04-03 11:49:00,Bedroom,0,25.0,72,1,Reading 968 | 2025-04-02 21:48:00,Bedroom,1,26.1,67,0,Sleeping 969 | 2025-04-04 18:27:00,Kitchen,1,22.0,67,0,Idle 970 | 2025-04-04 01:35:00,Living Room,0,22.6,33,1,Watching TV 971 | 2025-04-05 00:54:00,Bathroom,1,26.2,91,0,Idle 972 | 2025-04-06 09:23:00,Bedroom,1,23.7,82,0,Idle 973 | 2025-04-01 13:51:00,Bathroom,0,26.6,65,0,Idle 974 | 2025-04-07 03:41:00,Bathroom,1,20.8,95,1,Showering 975 | 2025-04-05 01:23:00,Living Room,0,22.9,47,1,Relaxing 976 | 2025-04-04 22:20:00,Bedroom,1,19.0,59,1,Reading 977 | 2025-04-03 18:35:00,Living Room,0,21.4,71,1,Relaxing 978 | 2025-04-04 20:18:00,Bathroom,1,22.2,0,0,Showering 979 | 2025-04-07 00:27:00,Kitchen,0,20.2,74,0,Cooking 980 | 2025-04-04 06:36:00,Living Room,1,19.7,36,1,Watching TV 981 | 2025-04-05 04:53:00,Bedroom,0,23.4,12,0,Idle 982 | 2025-04-05 23:38:00,Bedroom,1,28.0,67,1,Reading 983 | 2025-04-03 10:40:00,Living Room,0,22.7,54,0,Idle 984 | 2025-04-06 07:44:00,Bedroom,0,20.6,81,0,Idle 985 | 2025-04-06 00:09:00,Living Room,0,20.8,15,0,Watching TV 986 | 2025-04-03 12:33:00,Kitchen,0,21.7,100,1,Cleaning 987 | 2025-04-01 09:56:00,Bedroom,0,21.1,3,0,Reading 988 | 2025-04-06 08:22:00,Bathroom,1,22.6,50,1,Idle 989 | 2025-04-07 10:31:00,Kitchen,1,22.0,26,0,Cleaning 990 | 2025-04-04 06:30:00,Bathroom,1,23.3,14,0,Showering 991 | 2025-04-07 14:40:00,Living Room,0,22.5,34,0,Relaxing 992 | 2025-04-03 11:39:00,Living Room,0,18.6,11,1,Relaxing 993 | 2025-04-04 12:20:00,Bedroom,0,18.2,96,0,Reading 994 | 2025-04-04 02:17:00,Bedroom,1,20.8,50,0,Reading 995 | 2025-04-04 15:54:00,Living Room,0,18.1,52,1,Watching TV 996 | 2025-04-07 22:19:00,Bathroom,1,18.7,80,1,Idle 997 | 2025-04-04 06:57:00,Living Room,1,26.6,50,0,Watching TV 998 | 2025-04-03 05:46:00,Bathroom,0,21.6,86,1,Using Toilet 999 | 2025-04-06 11:51:00,Bathroom,1,21.8,87,1,Idle 1000 | 2025-04-03 14:47:00,Kitchen,1,21.6,56,1,Idle 1001 | 2025-04-02 09:54:00,Bedroom,0,21.4,17,1,Reading 1002 | --------------------------------------------------------------------------------