EDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('multi_sensor_data.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\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>Timestamp</th>\n",
       "      <th>SensorType</th>\n",
       "      <th>SensorID</th>\n",
       "      <th>Event</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2024-01-22 23:03:08</td>\n",
       "      <td>MotionSensor</td>\n",
       "      <td>1</td>\n",
       "      <td>0.338197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2024-01-22 23:03:08</td>\n",
       "      <td>MotionSensor</td>\n",
       "      <td>2</td>\n",
       "      <td>0.694086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2024-01-22 23:03:08</td>\n",
       "      <td>MotionSensor</td>\n",
       "      <td>3</td>\n",
       "      <td>0.463437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2024-01-22 23:03:08</td>\n",
       "      <td>MotionSensor</td>\n",
       "      <td>4</td>\n",
       "      <td>0.515066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2024-01-22 23:03:08</td>\n",
       "      <td>MotionSensor</td>\n",
       "      <td>5</td>\n",
       "      <td>0.117072</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Timestamp    SensorType  SensorID     Event\n",
       "0  2024-01-22 23:03:08  MotionSensor         1  0.338197\n",
       "1  2024-01-22 23:03:08  MotionSensor         2  0.694086\n",
       "2  2024-01-22 23:03:08  MotionSensor         3  0.463437\n",
       "3  2024-01-22 23:03:08  MotionSensor         4  0.515066\n",
       "4  2024-01-22 23:03:08  MotionSensor         5  0.117072"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp     0\n",
       "SensorType    0\n",
       "SensorID      0\n",
       "Event         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        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>SensorID</th>\n",
       "      <th>Event</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>90.000000</td>\n",
       "      <td>90.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>12.911111</td>\n",
       "      <td>0.514619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>9.751571</td>\n",
       "      <td>0.264328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.061257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.966985</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        SensorID      Event\n",
       "count  90.000000  90.000000\n",
       "mean   12.911111   0.514619\n",
       "std     9.751571   0.264328\n",
       "min     1.000000   0.061257\n",
       "25%     4.000000   0.300000\n",
       "50%    10.000000   0.500000\n",
       "75%    21.000000   0.700000\n",
       "max    32.000000   0.966985"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# perform EDA\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 90 entries, 0 to 89\n",
      "Data columns (total 4 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   Timestamp   90 non-null     object \n",
      " 1   SensorType  90 non-null     object \n",
      " 2   SensorID    90 non-null     int64  \n",
      " 3   Event       90 non-null     float64\n",
      "dtypes: float64(1), int64(1), object(2)\n",
      "memory usage: 2.9+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Convert 'Timestamp' column to datetime type\n",
    "df['Timestamp'] = pd.to_datetime(df['Timestamp'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Distribution of events over time\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(df['Timestamp'], bins=30, color='skyblue', edgecolor='black')\n",
    "plt.title('Distribution of Events Over Time')\n",
    "plt.xlabel('Timestamp')\n",
    "plt.ylabel('Frequency')\n",
    "plt.xticks(rotation=45)\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Distribution of events across different sensor types\n",
    "plt.figure(figsize=(8, 5))\n",
    "df['SensorType'].value_counts().plot(kind='bar', color='lightgreen')\n",
    "plt.title('Distribution of Events Across Different Sensor Types')\n",
    "plt.xlabel('Sensor Type')\n",
    "plt.ylabel('Frequency')\n",
    "plt.xticks(rotation=45)\n",
    "plt.grid(axis='y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the distribution of events for each SensorType\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.boxplot(data=df, x='SensorType', y='Event')\n",
    "plt.title('Distribution of Events by SensorType')\n",
    "plt.xlabel('SensorType')\n",
    "plt.ylabel('Event')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Timestamp', 'SensorType', 'SensorID', 'Event'], dtype='object')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# perform bivariant analysis\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            Timestamp  SensorType   SensorID      Event\n",
      "count                              90          90  90.000000  90.000000\n",
      "unique                            NaN           3        NaN        NaN\n",
      "top                               NaN  DoorSensor        NaN        NaN\n",
      "freq                              NaN          32        NaN        NaN\n",
      "mean    2024-02-01 08:33:00.266666496         NaN  12.911111   0.514619\n",
      "min               2024-01-01 08:53:46         NaN   1.000000   0.061257\n",
      "25%               2024-01-22 23:03:08         NaN   4.000000   0.300000\n",
      "50%               2024-02-02 14:56:27         NaN  10.000000   0.500000\n",
      "75%               2024-02-18 17:01:01         NaN  21.000000   0.700000\n",
      "max               2024-03-02 08:49:34         NaN  32.000000   0.966985\n",
      "std                               NaN         NaN   9.751571   0.264328\n",
      "Timestamp     0\n",
      "SensorType    0\n",
      "SensorID      0\n",
      "Event         0\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Descriptive statistics\n",
    "print(df[['Timestamp', 'SensorType', 'SensorID', 'Event']].describe(include='all'))\n",
    "\n",
    "# Check for missing values\n",
    "print(df[['Timestamp', 'SensorType', 'SensorID', 'Event']].isnull().sum())\n",
    "\n",
    "# Distribution of SensorType\n",
    "df['SensorType'].value_counts().plot(kind='bar', color='lightgreen')\n",
    "plt.title('Distribution of Sensor Types')\n",
    "plt.xlabel('Sensor Type')\n",
    "plt.ylabel('Frequency')\n",
    "plt.grid(axis='y')\n",
    "plt.show()\n",
    "\n",
    "# Distribution of SensorID\n",
    "df['SensorID'].value_counts().plot(kind='bar', color='lightblue')\n",
    "plt.title('Distribution of Sensor IDs')\n",
    "plt.xlabel('Sensor ID')\n",
    "plt.ylabel('Frequency')\n",
    "plt.grid(axis='y')\n",
    "plt.show()\n",
    "\n",
    "# Distribution of Event values\n",
    "df['Event'].hist(bins=30, color='skyblue', edgecolor='black')\n",
    "plt.title('Distribution of Event Values')\n",
    "plt.xlabel('Event Value')\n",
    "plt.ylabel('Frequency')\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "# Boxplot of Event values for each SensorType\n",
    "sns.boxplot(data=df, x='SensorType', y='Event')\n",
    "plt.title('Boxplot of Event Values by SensorType')\n",
    "plt.xlabel('SensorType')\n",
    "plt.ylabel('Event')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CSV file saved to 'multi_sensor_data.csv'.\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import random\n",
    "from datetime import datetime, timedelta\n",
    "\n",
    "# Define the number of records you want in your dataset\n",
    "num_records = 2500  # Adjust this number as needed\n",
    "\n",
    "# Define the date range for generating timestamps\n",
    "start_date = datetime(2024, 1, 1)\n",
    "end_date = datetime(2024, 3, 10)\n",
    "delta = end_date - start_date\n",
    "\n",
    "# Generate timestamps\n",
    "timestamps = [start_date + timedelta(days=random.randint(0, delta.days), hours=random.randint(0, 23), minutes=random.randint(0, 59), seconds=random.randint(0, 59)) for _ in range(num_records)]\n",
    "\n",
    "# Define SensorType values\n",
    "sensor_types = ['MotionSensor', 'DoorSensor', 'WindowSensor']\n",
    "\n",
    "# Generate SensorType and SensorID values\n",
    "sensor_ids = list(range(1, 33))  # Assuming there are 32 sensors of each type\n",
    "sensor_type_sensor_id = [(random.choice(sensor_types), random.choice(sensor_ids)) for _ in range(num_records)]\n",
    "\n",
    "# Generate Event values\n",
    "events = [random.random() for _ in range(num_records)]\n",
    "\n",
    "# Create the DataFrame\n",
    "df = pd.DataFrame({\n",
    "    'Timestamp': timestamps,\n",
    "    'SensorType': [item[0] for item in sensor_type_sensor_id],\n",
    "    'SensorID': [item[1] for item in sensor_type_sensor_id],\n",
    "    'Event': events\n",
    "})\n",
    "\n",
    "# Sort the DataFrame by Timestamp\n",
    "df = df.sort_values(by='Timestamp')\n",
    "\n",
    "# Define the file path where you want to save the CSV file\n",
    "file_path = 'multi_sensor_data.csv'\n",
    "\n",
    "# Save the DataFrame to a CSV file\n",
    "df.to_csv(file_path, index=False)\n",
    "\n",
    "print(f\"CSV file saved to '{file_path}'.\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               Timestamp    SensorType  SensorID     Event\n",
      "1600 2024-01-01 00:02:44  MotionSensor        30  0.278401\n",
      "1270 2024-01-01 00:24:49    DoorSensor        21  0.398121\n",
      "1567 2024-01-01 00:29:54    DoorSensor        21  0.351642\n",
      "2000 2024-01-01 00:43:40    DoorSensor         8  0.049965\n",
      "1714 2024-01-01 02:28:18  MotionSensor         7  0.764495\n",
      "...                  ...           ...       ...       ...\n",
      "881  2024-03-10 22:17:05  WindowSensor         9  0.201065\n",
      "2078 2024-03-10 22:27:03  WindowSensor        11  0.498932\n",
      "1672 2024-03-10 22:29:02    DoorSensor        15  0.469385\n",
      "373  2024-03-10 23:18:08    DoorSensor        13  0.989592\n",
      "2253 2024-03-10 23:58:37  WindowSensor        29  0.600609\n",
      "\n",
      "[2500 rows x 4 columns]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import random\n",
    "from datetime import datetime, timedelta\n",
    "\n",
    "# Define the number of records you want in your dataset\n",
    "num_records = 2500  # Adjust this number as needed\n",
    "\n",
    "# Define the date range for generating timestamps\n",
    "start_date = datetime(2024, 1, 1)\n",
    "end_date = datetime(2024, 3, 10)\n",
    "delta = end_date - start_date\n",
    "\n",
    "# Generate timestamps\n",
    "timestamps = [start_date + timedelta(days=random.randint(0, delta.days), hours=random.randint(0, 23), minutes=random.randint(0, 59), seconds=random.randint(0, 59)) for _ in range(num_records)]\n",
    "\n",
    "# Define SensorType values\n",
    "sensor_types = ['MotionSensor', 'DoorSensor', 'WindowSensor']\n",
    "\n",
    "# Generate SensorType and SensorID values\n",
    "sensor_ids = list(range(1, 33))  # Assuming there are 32 sensors of each type\n",
    "sensor_type_sensor_id = [(random.choice(sensor_types), random.choice(sensor_ids)) for _ in range(num_records)]\n",
    "\n",
    "# Generate Event values\n",
    "events = [random.random() for _ in range(num_records)]\n",
    "\n",
    "# Create the DataFrame\n",
    "df = pd.DataFrame({\n",
    "    'Timestamp': timestamps,\n",
    "    'SensorType': [item[0] for item in sensor_type_sensor_id],\n",
    "    'SensorID': [item[1] for item in sensor_type_sensor_id],\n",
    "    'Event': events\n",
    "})\n",
    "\n",
    "# Sort the DataFrame by Timestamp\n",
    "df = df.sort_values(by='Timestamp')\n",
    "\n",
    "# Print the DataFrame\n",
    "print(df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Basic Information about the Dataset:\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 2500 entries, 1600 to 2253\n",
      "Data columns (total 4 columns):\n",
      " #   Column      Non-Null Count  Dtype         \n",
      "---  ------      --------------  -----         \n",
      " 0   Timestamp   2500 non-null   datetime64[ns]\n",
      " 1   SensorType  2500 non-null   object        \n",
      " 2   SensorID    2500 non-null   int64         \n",
      " 3   Event       2500 non-null   float64       \n",
      "dtypes: datetime64[ns](1), float64(1), int64(1), object(1)\n",
      "memory usage: 97.7+ KB\n",
      "None\n",
      "\n",
      "Summary Statistics:\n",
      "                           Timestamp     SensorID        Event\n",
      "count                           2500  2500.000000  2500.000000\n",
      "mean      2024-02-04 18:44:08.395200    16.504000     0.506445\n",
      "min              2024-01-01 00:02:44     1.000000     0.000139\n",
      "25%    2024-01-17 19:03:20.750000128     8.000000     0.256061\n",
      "50%              2024-02-04 02:36:23    17.000000     0.512010\n",
      "75%              2024-02-22 23:55:28    24.000000     0.750464\n",
      "max              2024-03-10 23:58:37    32.000000     0.999780\n",
      "std                              NaN     9.213378     0.286759\n",
      "\n",
      "Missing Values:\n",
      "Timestamp     0\n",
      "SensorType    0\n",
      "SensorID      0\n",
      "Event         0\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# Load the dataset\n",
    "# Assuming 'df' is the DataFrame generated previously\n",
    "# If not, replace 'df' with the name of your DataFrame\n",
    "# Example: df = pd.read_csv('your_dataset.csv')\n",
    "# Make sure the dataset is loaded properly before proceeding with EDA\n",
    "\n",
    "# Display basic information about the dataset\n",
    "print(\"Basic Information about the Dataset:\")\n",
    "print(df.info())\n",
    "\n",
    "# Summary statistics\n",
    "print(\"\\nSummary Statistics:\")\n",
    "print(df.describe())\n",
    "\n",
    "# Check for missing values\n",
    "print(\"\\nMissing Values:\")\n",
    "print(df.isnull().sum())\n",
    "\n",
    "# Distribution of Event values\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(df['Event'], kde=True)\n",
    "plt.title('Distribution of Event values')\n",
    "plt.xlabel('Event')\n",
    "plt.ylabel('Frequency')\n",
    "plt.show()\n",
    "\n",
    "# Countplot for SensorType\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.countplot(data=df, x='SensorType')\n",
    "plt.title('Count of SensorTypes')\n",
    "plt.xlabel('SensorType')\n",
    "plt.ylabel('Count')\n",
    "plt.show()\n",
    "\n",
    "# Countplot for SensorID\n",
    "plt.figure(figsize=(15, 6))\n",
    "sns.countplot(data=df, x='SensorID')\n",
    "plt.title('Count of SensorIDs')\n",
    "plt.xlabel('SensorID')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()\n",
    "\n",
    "# Relationship between SensorType and Event\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.boxplot(data=df, x='SensorType', y='Event')\n",
    "plt.title('Relationship between SensorType and Event')\n",
    "plt.xlabel('SensorType')\n",
    "plt.ylabel('Event')\n",
    "plt.show()\n",
    "\n",
    "# Relationship between SensorID and Event\n",
    "plt.figure(figsize=(15, 6))\n",
    "sns.boxplot(data=df, x='SensorID', y='Event')\n",
    "plt.title('Relationship between SensorID and Event')\n",
    "plt.xlabel('SensorID')\n",
    "plt.ylabel('Event')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Shree\\AppData\\Local\\Temp\\ipykernel_22464\\1992799042.py:17: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n",
      "  hourly_data = df['Event'].resample('H').mean()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Load the dataset\n",
    "# Assuming 'df' is the DataFrame generated previously\n",
    "# If not, replace 'df' with the name of your DataFrame\n",
    "# Example: df = pd.read_csv('your_dataset.csv')\n",
    "# Make sure the dataset is loaded properly before proceeding with time series analysis\n",
    "\n",
    "# Convert 'Timestamp' column to datetime type\n",
    "df['Timestamp'] = pd.to_datetime(df['Timestamp'])\n",
    "\n",
    "# Set 'Timestamp' column as the index\n",
    "df.set_index('Timestamp', inplace=True)\n",
    "\n",
    "# Resample data to hourly frequency and aggregate the mean of 'Event'\n",
    "hourly_data = df['Event'].resample('H').mean()\n",
    "\n",
    "# Plot hourly mean Event values\n",
    "plt.figure(figsize=(15, 6))\n",
    "hourly_data.plot()\n",
    "plt.title('Hourly Mean Event Values')\n",
    "plt.xlabel('Timestamp')\n",
    "plt.ylabel('Mean Event')\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "# Resample data to daily frequency and aggregate the mean of 'Event'\n",
    "daily_data = df['Event'].resample('D').mean()\n",
    "\n",
    "# Plot daily mean Event values\n",
    "plt.figure(figsize=(15, 6))\n",
    "daily_data.plot()\n",
    "plt.title('Daily Mean Event Values')\n",
    "plt.xlabel('Timestamp')\n",
    "plt.ylabel('Mean Event')\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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