realtimevisionproctoring.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7f0ee8c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: mediapipe in d:\\anaconda\\envs\\blank\\lib\\site-packages (0.8.10)\n",
      "Requirement already satisfied: protobuf>=3.11.4 in d:\\anaconda\\envs\\blank\\lib\\site-packages (from mediapipe) (3.19.1)\n",
      "Requirement already satisfied: matplotlib in d:\\anaconda\\envs\\blank\\lib\\site-packages (from mediapipe) (3.5.2)\n",
      "Requirement already satisfied: opencv-contrib-python in d:\\anaconda\\envs\\blank\\lib\\site-packages (from mediapipe) (4.5.5.64)\n",
      "Requirement already satisfied: absl-py in d:\\anaconda\\envs\\blank\\lib\\site-packages (from mediapipe) (0.15.0)\n",
      "Requirement already satisfied: attrs>=19.1.0 in d:\\anaconda\\envs\\blank\\lib\\site-packages (from mediapipe) (21.4.0)\n",
      "Requirement already satisfied: numpy in d:\\anaconda\\envs\\blank\\lib\\site-packages (from mediapipe) (1.22.3)\n",
      "Requirement already satisfied: six in d:\\anaconda\\envs\\blank\\lib\\site-packages (from absl-py->mediapipe) (1.16.0)\n",
      "Requirement already satisfied: pillow>=6.2.0 in d:\\anaconda\\envs\\blank\\lib\\site-packages (from matplotlib->mediapipe) (9.1.0)\n",
      "Requirement already satisfied: packaging>=20.0 in d:\\anaconda\\envs\\blank\\lib\\site-packages (from matplotlib->mediapipe) (21.3)\n",
      "Requirement already satisfied: pyparsing>=2.2.1 in d:\\anaconda\\envs\\blank\\lib\\site-packages (from matplotlib->mediapipe) (3.0.4)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in d:\\anaconda\\envs\\blank\\lib\\site-packages (from matplotlib->mediapipe) (1.4.2)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in d:\\anaconda\\envs\\blank\\lib\\site-packages (from matplotlib->mediapipe) (2.8.2)\n",
      "Requirement already satisfied: cycler>=0.10 in d:\\anaconda\\envs\\blank\\lib\\site-packages (from matplotlib->mediapipe) (0.11.0)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in d:\\anaconda\\envs\\blank\\lib\\site-packages (from matplotlib->mediapipe) (4.33.3)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install mediapipe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "4a147b6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import mediapipe as mp\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import pandas as pd\n",
    "import cv2\n",
    "import time\n",
    "import uuid\n",
    "import os\n",
    "import csv\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "5f226251",
   "metadata": {},
   "outputs": [],
   "source": [
    "mp_drawing = mp.solutions.drawing_utils\n",
    "mp_hands = mp.solutions.hands\n",
    "mp_face_detection = mp.solutions.face_detection\n",
    "mp_drawing_styles = mp.solutions.drawing_styles\n",
    "mp_face_mesh = mp.solutions.face_mesh\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "79dd428c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Grabbing the Holistic Model from Mediapipe and\n",
    "# Initializing the Model\n",
    "mp_holistic = mp.solutions.holistic\n",
    "holistic_model = mp_holistic.Holistic(\n",
    "    min_detection_confidence=0.5,\n",
    "    min_tracking_confidence=0.5\n",
    ")\n",
    "\n",
    "# Initializing the drawng utils for drawing the facial landmarks on image\n",
    "mp_drawing = mp.solutions.drawing_utils\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ab92f27",
   "metadata": {},
   "source": [
    "mp_holistic = mp.solutions.holistic\n",
    "holistic_model = mp_holistic.Holistic(\n",
    "    min_detection_confidence=0.5,\n",
    "    min_tracking_confidence=0.5\n",
    ")\n",
    " \n",
    "# Initializing the drawng utils for drawing the facial landmarks on image\n",
    "mp_drawing = mp.solutions.drawing_utils\n",
    "<img src=https://i.imgur.com/qpRACer.png />"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "6db23b9c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# (0) in VideoCapture is used to connect to your computer's default camera\n",
    "capture = cv2.VideoCapture(0)\n",
    "\n",
    "# Initializing current time and precious time for calculating the FPS\n",
    "previousTime = 0\n",
    "currentTime = 0\n",
    "\n",
    "with mp_face_mesh.FaceMesh(\n",
    "    max_num_faces=10,\n",
    "    refine_landmarks=True,\n",
    "    min_detection_confidence=0.5,\n",
    "    min_tracking_confidence=0.5) as face_mesh:\n",
    "    while capture.isOpened():\n",
    "        # capture frame by frame\n",
    "        ret, frame = capture.read()\n",
    "\n",
    "\n",
    "\n",
    "        # resizing the frame for better view\n",
    "        frame = cv2.resize(frame, (800, 600))\n",
    "\n",
    "        # Converting the from from BGR to RGB\n",
    "        image = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)\n",
    "\n",
    "        # Making predictions using holistic model\n",
    "        # To improve performance, optionally mark the image as not writable to\n",
    "        # pass by reference.\n",
    "        image.flags.writeable = False\n",
    "        \n",
    "        #Make detections\n",
    "        results = holistic_model.process(image)\n",
    "        \n",
    "        \n",
    "        image.flags.writeable = True\n",
    "\n",
    "        # Converting back the RGB image to BGR\n",
    "        image = cv2.cvtColor(image, cv2.COLOR_RGB2BGR)\n",
    "\n",
    "        # Drawing the Facial Landmarks\n",
    "        mp_drawing.draw_landmarks(\n",
    "        image,\n",
    "        results.face_landmarks,\n",
    "        mp_holistic.FACEMESH_CONTOURS,\n",
    "        mp_drawing.DrawingSpec(\n",
    "            color=(255,0,255),\n",
    "            thickness=1,\n",
    "            circle_radius=1\n",
    "        ),\n",
    "        mp_drawing.DrawingSpec(\n",
    "            color=(0,255,255),\n",
    "            thickness=1,\n",
    "            circle_radius=1\n",
    "        )\n",
    "        )\n",
    "\n",
    "        # Drawing Right hand Land Marks\n",
    "        mp_drawing.draw_landmarks(\n",
    "        image,\n",
    "        results.right_hand_landmarks,\n",
    "        mp_holistic.HAND_CONNECTIONS\n",
    "        )\n",
    "\n",
    "        # Drawing Left hand Land Marks\n",
    "        mp_drawing.draw_landmarks(\n",
    "        image,\n",
    "        results.left_hand_landmarks,\n",
    "        mp_holistic.HAND_CONNECTIONS\n",
    "        )\n",
    "        \n",
    "        #Pose Detection\n",
    "        mp_drawing.draw_landmarks(\n",
    "        image, \n",
    "        results.pose_landmarks,\n",
    "        mp_holistic.POSE_CONNECTIONS\n",
    "        )\n",
    "        \n",
    "        # Calculating the FPS\n",
    "        currentTime = time.time()\n",
    "        fps = 1 / (currentTime-previousTime)\n",
    "        previousTime = currentTime\n",
    "\n",
    "        # Displaying FPS on the image\n",
    "        cv2.putText(image, str(int(fps))+\" FPS\", (10, 70), cv2.FONT_HERSHEY_COMPLEX, 1, (0,255,0), 2)\n",
    "\n",
    "        # Display the resulting image\n",
    "        cv2.imshow(\"Facial and Hand Landmarks\", image)\n",
    "\n",
    "        # Enter key 'q' to break the loop\n",
    "        if cv2.waitKey(5) & 0xFF == ord('q'):\n",
    "            break\n",
    "        \n",
    "\n",
    "# When all the process is done\n",
    "# Release the capture and destroy all windows\n",
    "capture.release()\n",
    "cv2.destroyAllWindows()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "664f3d98",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "501"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_coords = len(results.face_landmarks.landmark)+len(results.pose_landmarks.landmark)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b6d459e2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HandLandmark.WRIST 0\n",
      "HandLandmark.THUMB_CMC 1\n",
      "HandLandmark.THUMB_MCP 2\n",
      "HandLandmark.THUMB_IP 3\n",
      "HandLandmark.THUMB_TIP 4\n",
      "HandLandmark.INDEX_FINGER_MCP 5\n",
      "HandLandmark.INDEX_FINGER_PIP 6\n",
      "HandLandmark.INDEX_FINGER_DIP 7\n",
      "HandLandmark.INDEX_FINGER_TIP 8\n",
      "HandLandmark.MIDDLE_FINGER_MCP 9\n",
      "HandLandmark.MIDDLE_FINGER_PIP 10\n",
      "HandLandmark.MIDDLE_FINGER_DIP 11\n",
      "HandLandmark.MIDDLE_FINGER_TIP 12\n",
      "HandLandmark.RING_FINGER_MCP 13\n",
      "HandLandmark.RING_FINGER_PIP 14\n",
      "HandLandmark.RING_FINGER_DIP 15\n",
      "HandLandmark.RING_FINGER_TIP 16\n",
      "HandLandmark.PINKY_MCP 17\n",
      "HandLandmark.PINKY_PIP 18\n",
      "HandLandmark.PINKY_DIP 19\n",
      "HandLandmark.PINKY_TIP 20\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "# Code to access landmarks\n",
    "for landmark in mp_holistic.HandLandmark:\n",
    "    print(landmark, landmark.value)\n",
    "\n",
    "print(mp_holistic.HandLandmark.WRIST.value)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "06548dc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "os.mkdir('Output Images')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "81525f22",
   "metadata": {},
   "outputs": [],
   "source": [
    "num_coords = len(results.pose_landmarks.landmark)+len(results.face_landmarks.landmark)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "81bee43b",
   "metadata": {},
   "outputs": [],
   "source": [
    "landmarks = ['class']\n",
    "for val in range(1, num_coords+1):\n",
    "    landmarks += ['x{}'.format(val),'y{}'.format(val),'z{}'.format(val),'v{}'.format(val)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "9746bb26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2005"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(landmarks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "8fe3fc82",
   "metadata": {},
   "outputs": [
    {
     "ename": "PermissionError",
     "evalue": "[Errno 13] Permission denied: 'coords.csv'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mPermissionError\u001b[0m                           Traceback (most recent call last)",
      "Input \u001b[1;32mIn [138]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mcoords.csv\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mw\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnewline\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[0;32m      2\u001b[0m           csv_writer \u001b[38;5;241m=\u001b[39m csv\u001b[38;5;241m.\u001b[39mwriter(f, delimiter\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m,\u001b[39m\u001b[38;5;124m'\u001b[39m, quotechar \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m, quoting \u001b[38;5;241m=\u001b[39m csv\u001b[38;5;241m.\u001b[39mQUOTE_MINIMAL)\n\u001b[0;32m      3\u001b[0m           csv_writer\u001b[38;5;241m.\u001b[39mwriterow(landmarks)\n",
      "\u001b[1;31mPermissionError\u001b[0m: [Errno 13] Permission denied: 'coords.csv'"
     ]
    }
   ],
   "source": [
    "with open('coords.csv', mode='w', newline='') as f:\n",
    "          csv_writer = csv.writer(f, delimiter=',', quotechar = '\"', quoting = csv.QUOTE_MINIMAL)\n",
    "          csv_writer.writerow(landmarks)\n",
    "len(landmarks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "1d0cefff",
   "metadata": {},
   "outputs": [],
   "source": [
    "class_name = 'dancing!!!'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "effb7c98",
   "metadata": {},
   "outputs": [],
   "source": [
    "# (0) in VideoCapture is used to connect to your computer's default camera\n",
    "capture = cv2.VideoCapture(0)\n",
    "\n",
    "# Initializing current time and previous time for calculating the FPS\n",
    "previousTime = 0\n",
    "currentTime = 0\n",
    "\n",
    "with mp_face_mesh.FaceMesh(\n",
    "    max_num_faces=10,\n",
    "    refine_landmarks=True,\n",
    "    min_detection_confidence=0.5,\n",
    "    min_tracking_confidence=0.5) as face_mesh:\n",
    "    while capture.isOpened():\n",
    "        # capture frame by frame\n",
    "        ret, frame = capture.read()\n",
    "\n",
    "\n",
    "\n",
    "        # resizing the frame for better view\n",
    "        frame = cv2.resize(frame, (800, 600))\n",
    "\n",
    "        # Converting the from from BGR to RGB\n",
    "        image = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)\n",
    "\n",
    "        # Making predictions using holistic model\n",
    "        # To improve performance, optionally mark the image as not writable to\n",
    "        # pass by reference.\n",
    "        image.flags.writeable = False\n",
    "        \n",
    "        #Make detections\n",
    "        results = holistic_model.process(image)\n",
    "        \n",
    "        \n",
    "        image.flags.writeable = True\n",
    "\n",
    "        # Converting back the RGB image to BGR\n",
    "        image = cv2.cvtColor(image, cv2.COLOR_RGB2BGR)\n",
    "\n",
    "        # Drawing the Facial Landmarks\n",
    "        mp_drawing.draw_landmarks(\n",
    "        image,\n",
    "        results.face_landmarks,\n",
    "        mp_holistic.FACEMESH_CONTOURS,\n",
    "        mp_drawing.DrawingSpec(\n",
    "            color=(255,0,255),\n",
    "            thickness=1,\n",
    "            circle_radius=1\n",
    "        ),\n",
    "        mp_drawing.DrawingSpec(\n",
    "            color=(0,255,255),\n",
    "            thickness=1,\n",
    "            circle_radius=1\n",
    "        )\n",
    "        )\n",
    "\n",
    "        # Drawing Right hand Land Marks\n",
    "        mp_drawing.draw_landmarks(\n",
    "        image,\n",
    "        results.right_hand_landmarks,\n",
    "        mp_holistic.HAND_CONNECTIONS\n",
    "        )\n",
    "\n",
    "        # Drawing Left hand Land Marks\n",
    "        mp_drawing.draw_landmarks(\n",
    "        image,\n",
    "        results.left_hand_landmarks,\n",
    "        mp_holistic.HAND_CONNECTIONS\n",
    "        )\n",
    "        \n",
    "        #Pose Detection\n",
    "        mp_drawing.draw_landmarks(\n",
    "        image, \n",
    "        results.pose_landmarks,\n",
    "        mp_holistic.POSE_CONNECTIONS\n",
    "        )\n",
    "        \n",
    "        # Calculating the FPS\n",
    "        currentTime = time.time()\n",
    "        fps = 1 / (currentTime-previousTime)\n",
    "        previousTime = currentTime\n",
    "\n",
    "        # Displaying FPS on the image\n",
    "        cv2.putText(image, str(int(fps))+\" FPS\", (10, 70), cv2.FONT_HERSHEY_COMPLEX, 1, (0,255,0), 2)\n",
    "\n",
    "        #Exporting COORDS\n",
    "        try:\n",
    "            pose = results.pose_landmarks.landmark\n",
    "            pose_row = list(np.array([[landmark.x,landmark.y,landmark.z,landmark.visibility] for landmark in pose]).flatten())\n",
    "            \n",
    "            face = results.face_landmarks.landmark\n",
    "            face_row = list(np.array([[landmark.x,landmark.y,landmark.z,landmark.visibility] for landmark in face]).flatten())\n",
    "            \n",
    "            #Combining both rows\n",
    "            row = pose_row+face_row\n",
    "            row.insert(0, class_name)\n",
    "            \n",
    "            #Export to csv\n",
    "            with open('coords.csv', mode='a', newline='') as f:\n",
    "                csv_writer = csv.writer(f, delimiter=',', quotechar = '\"', quoting = csv.QUOTE_MINIMAL)\n",
    "                csv_writer.writerow(row)\n",
    "            \n",
    "        except:\n",
    "            pass\n",
    "        \n",
    "        # Display the resulting image\n",
    "        cv2.imshow(\"Facial and Hand Landmarks\", image)\n",
    "\n",
    "        # Enter key 'q' to break the loop\n",
    "        if cv2.waitKey(5) & 0xFF == ord('q'):\n",
    "            break\n",
    "        \n",
    "\n",
    "# When all the process is done\n",
    "# Release the capture and destroy all windows\n",
    "capture.release()\n",
    "cv2.destroyAllWindows()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6407b18a",
   "metadata": {},
   "source": [
    "# Training using Sklearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "83ee8f24",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('coords.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "824ac48d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>x1</th>\n",
       "      <th>y1</th>\n",
       "      <th>z1</th>\n",
       "      <th>v1</th>\n",
       "      <th>x2</th>\n",
       "      <th>y2</th>\n",
       "      <th>z2</th>\n",
       "      <th>v2</th>\n",
       "      <th>x3</th>\n",
       "      <th>...</th>\n",
       "      <th>z499</th>\n",
       "      <th>v499</th>\n",
       "      <th>x500</th>\n",
       "      <th>y500</th>\n",
       "      <th>z500</th>\n",
       "      <th>v500</th>\n",
       "      <th>x501</th>\n",
       "      <th>y501</th>\n",
       "      <th>z501</th>\n",
       "      <th>v501</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Looking Away!!!</td>\n",
       "      <td>0.462122</td>\n",
       "      <td>0.477568</td>\n",
       "      <td>-0.967997</td>\n",
       "      <td>0.999797</td>\n",
       "      <td>0.498979</td>\n",
       "      <td>0.399448</td>\n",
       "      <td>-0.940016</td>\n",
       "      <td>0.999493</td>\n",
       "      <td>0.521044</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007504</td>\n",
       "      <td>0</td>\n",
       "      <td>0.557675</td>\n",
       "      <td>0.392986</td>\n",
       "      <td>-0.004376</td>\n",
       "      <td>0</td>\n",
       "      <td>0.563490</td>\n",
       "      <td>0.385889</td>\n",
       "      <td>-0.005409</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Looking Away!!!</td>\n",
       "      <td>0.458725</td>\n",
       "      <td>0.470628</td>\n",
       "      <td>-0.945693</td>\n",
       "      <td>0.999789</td>\n",
       "      <td>0.494705</td>\n",
       "      <td>0.395232</td>\n",
       "      <td>-0.926430</td>\n",
       "      <td>0.999477</td>\n",
       "      <td>0.517121</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.009536</td>\n",
       "      <td>0</td>\n",
       "      <td>0.557682</td>\n",
       "      <td>0.394997</td>\n",
       "      <td>-0.005897</td>\n",
       "      <td>0</td>\n",
       "      <td>0.563433</td>\n",
       "      <td>0.388286</td>\n",
       "      <td>-0.006832</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Looking Away!!!</td>\n",
       "      <td>0.467377</td>\n",
       "      <td>0.466660</td>\n",
       "      <td>-0.976437</td>\n",
       "      <td>0.999804</td>\n",
       "      <td>0.505347</td>\n",
       "      <td>0.391510</td>\n",
       "      <td>-0.945950</td>\n",
       "      <td>0.999516</td>\n",
       "      <td>0.528052</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.006921</td>\n",
       "      <td>0</td>\n",
       "      <td>0.555642</td>\n",
       "      <td>0.378413</td>\n",
       "      <td>-0.001873</td>\n",
       "      <td>0</td>\n",
       "      <td>0.561226</td>\n",
       "      <td>0.371793</td>\n",
       "      <td>-0.002695</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Looking Away!!!</td>\n",
       "      <td>0.466920</td>\n",
       "      <td>0.456914</td>\n",
       "      <td>-0.982173</td>\n",
       "      <td>0.999810</td>\n",
       "      <td>0.505103</td>\n",
       "      <td>0.385632</td>\n",
       "      <td>-0.954834</td>\n",
       "      <td>0.999533</td>\n",
       "      <td>0.527872</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004989</td>\n",
       "      <td>0</td>\n",
       "      <td>0.554783</td>\n",
       "      <td>0.376901</td>\n",
       "      <td>-0.000748</td>\n",
       "      <td>0</td>\n",
       "      <td>0.560587</td>\n",
       "      <td>0.369328</td>\n",
       "      <td>-0.001548</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Looking Away!!!</td>\n",
       "      <td>0.464720</td>\n",
       "      <td>0.455897</td>\n",
       "      <td>-0.875749</td>\n",
       "      <td>0.999812</td>\n",
       "      <td>0.502483</td>\n",
       "      <td>0.384811</td>\n",
       "      <td>-0.877085</td>\n",
       "      <td>0.999540</td>\n",
       "      <td>0.525343</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004812</td>\n",
       "      <td>0</td>\n",
       "      <td>0.553990</td>\n",
       "      <td>0.376250</td>\n",
       "      <td>-0.000597</td>\n",
       "      <td>0</td>\n",
       "      <td>0.559650</td>\n",
       "      <td>0.369202</td>\n",
       "      <td>-0.001470</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 2005 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             class        x1        y1        z1        v1        x2  \\\n",
       "0  Looking Away!!!  0.462122  0.477568 -0.967997  0.999797  0.498979   \n",
       "1  Looking Away!!!  0.458725  0.470628 -0.945693  0.999789  0.494705   \n",
       "2  Looking Away!!!  0.467377  0.466660 -0.976437  0.999804  0.505347   \n",
       "3  Looking Away!!!  0.466920  0.456914 -0.982173  0.999810  0.505103   \n",
       "4  Looking Away!!!  0.464720  0.455897 -0.875749  0.999812  0.502483   \n",
       "\n",
       "         y2        z2        v2        x3  ...      z499  v499      x500  \\\n",
       "0  0.399448 -0.940016  0.999493  0.521044  ... -0.007504     0  0.557675   \n",
       "1  0.395232 -0.926430  0.999477  0.517121  ... -0.009536     0  0.557682   \n",
       "2  0.391510 -0.945950  0.999516  0.528052  ... -0.006921     0  0.555642   \n",
       "3  0.385632 -0.954834  0.999533  0.527872  ... -0.004989     0  0.554783   \n",
       "4  0.384811 -0.877085  0.999540  0.525343  ... -0.004812     0  0.553990   \n",
       "\n",
       "       y500      z500  v500      x501      y501      z501  v501  \n",
       "0  0.392986 -0.004376     0  0.563490  0.385889 -0.005409     0  \n",
       "1  0.394997 -0.005897     0  0.563433  0.388286 -0.006832     0  \n",
       "2  0.378413 -0.001873     0  0.561226  0.371793 -0.002695     0  \n",
       "3  0.376901 -0.000748     0  0.560587  0.369328 -0.001548     0  \n",
       "4  0.376250 -0.000597     0  0.559650  0.369202 -0.001470     0  \n",
       "\n",
       "[5 rows x 2005 columns]"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "2ee803a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>x1</th>\n",
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       "      <th>z499</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Looking Away!!!</td>\n",
       "      <td>0.462122</td>\n",
       "      <td>0.477568</td>\n",
       "      <td>-0.967997</td>\n",
       "      <td>0.999797</td>\n",
       "      <td>0.498979</td>\n",
       "      <td>0.399448</td>\n",
       "      <td>-0.940016</td>\n",
       "      <td>0.999493</td>\n",
       "      <td>0.521044</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007504</td>\n",
       "      <td>0</td>\n",
       "      <td>0.557675</td>\n",
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       "      <td>0.563490</td>\n",
       "      <td>0.385889</td>\n",
       "      <td>-0.005409</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Looking Away!!!</td>\n",
       "      <td>0.458725</td>\n",
       "      <td>0.470628</td>\n",
       "      <td>-0.945693</td>\n",
       "      <td>0.999789</td>\n",
       "      <td>0.494705</td>\n",
       "      <td>0.395232</td>\n",
       "      <td>-0.926430</td>\n",
       "      <td>0.999477</td>\n",
       "      <td>0.517121</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.009536</td>\n",
       "      <td>0</td>\n",
       "      <td>0.557682</td>\n",
       "      <td>0.394997</td>\n",
       "      <td>-0.005897</td>\n",
       "      <td>0</td>\n",
       "      <td>0.563433</td>\n",
       "      <td>0.388286</td>\n",
       "      <td>-0.006832</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Looking Away!!!</td>\n",
       "      <td>0.467377</td>\n",
       "      <td>0.466660</td>\n",
       "      <td>-0.976437</td>\n",
       "      <td>0.999804</td>\n",
       "      <td>0.505347</td>\n",
       "      <td>0.391510</td>\n",
       "      <td>-0.945950</td>\n",
       "      <td>0.999516</td>\n",
       "      <td>0.528052</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.006921</td>\n",
       "      <td>0</td>\n",
       "      <td>0.555642</td>\n",
       "      <td>0.378413</td>\n",
       "      <td>-0.001873</td>\n",
       "      <td>0</td>\n",
       "      <td>0.561226</td>\n",
       "      <td>0.371793</td>\n",
       "      <td>-0.002695</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Looking Away!!!</td>\n",
       "      <td>0.466920</td>\n",
       "      <td>0.456914</td>\n",
       "      <td>-0.982173</td>\n",
       "      <td>0.999810</td>\n",
       "      <td>0.505103</td>\n",
       "      <td>0.385632</td>\n",
       "      <td>-0.954834</td>\n",
       "      <td>0.999533</td>\n",
       "      <td>0.527872</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004989</td>\n",
       "      <td>0</td>\n",
       "      <td>0.554783</td>\n",
       "      <td>0.376901</td>\n",
       "      <td>-0.000748</td>\n",
       "      <td>0</td>\n",
       "      <td>0.560587</td>\n",
       "      <td>0.369328</td>\n",
       "      <td>-0.001548</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Looking Away!!!</td>\n",
       "      <td>0.464720</td>\n",
       "      <td>0.455897</td>\n",
       "      <td>-0.875749</td>\n",
       "      <td>0.999812</td>\n",
       "      <td>0.502483</td>\n",
       "      <td>0.384811</td>\n",
       "      <td>-0.877085</td>\n",
       "      <td>0.999540</td>\n",
       "      <td>0.525343</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004812</td>\n",
       "      <td>0</td>\n",
       "      <td>0.553990</td>\n",
       "      <td>0.376250</td>\n",
       "      <td>-0.000597</td>\n",
       "      <td>0</td>\n",
       "      <td>0.559650</td>\n",
       "      <td>0.369202</td>\n",
       "      <td>-0.001470</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>Looking Away!!!</td>\n",
       "      <td>0.583513</td>\n",
       "      <td>0.468596</td>\n",
       "      <td>-1.159048</td>\n",
       "      <td>0.999200</td>\n",
       "      <td>0.603615</td>\n",
       "      <td>0.405648</td>\n",
       "      <td>-1.074261</td>\n",
       "      <td>0.998275</td>\n",
       "      <td>0.617289</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003697</td>\n",
       "      <td>0</td>\n",
       "      <td>0.644438</td>\n",
       "      <td>0.416530</td>\n",
       "      <td>0.029348</td>\n",
       "      <td>0</td>\n",
       "      <td>0.648673</td>\n",
       "      <td>0.410750</td>\n",
       "      <td>0.030785</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>Looking Away!!!</td>\n",
       "      <td>0.578913</td>\n",
       "      <td>0.484185</td>\n",
       "      <td>-1.166235</td>\n",
       "      <td>0.999252</td>\n",
       "      <td>0.601418</td>\n",
       "      <td>0.413876</td>\n",
       "      <td>-1.089665</td>\n",
       "      <td>0.998390</td>\n",
       "      <td>0.615672</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001580</td>\n",
       "      <td>0</td>\n",
       "      <td>0.640387</td>\n",
       "      <td>0.418105</td>\n",
       "      <td>0.026966</td>\n",
       "      <td>0</td>\n",
       "      <td>0.644610</td>\n",
       "      <td>0.412019</td>\n",
       "      <td>0.028234</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>Looking Away!!!</td>\n",
       "      <td>0.578592</td>\n",
       "      <td>0.487811</td>\n",
       "      <td>-1.185360</td>\n",
       "      <td>0.999297</td>\n",
       "      <td>0.600419</td>\n",
       "      <td>0.415486</td>\n",
       "      <td>-1.106241</td>\n",
       "      <td>0.998485</td>\n",
       "      <td>0.614602</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002327</td>\n",
       "      <td>0</td>\n",
       "      <td>0.639515</td>\n",
       "      <td>0.417333</td>\n",
       "      <td>0.027645</td>\n",
       "      <td>0</td>\n",
       "      <td>0.643669</td>\n",
       "      <td>0.411218</td>\n",
       "      <td>0.028989</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>Looking Away!!!</td>\n",
       "      <td>0.577678</td>\n",
       "      <td>0.489488</td>\n",
       "      <td>-1.213781</td>\n",
       "      <td>0.999341</td>\n",
       "      <td>0.599553</td>\n",
       "      <td>0.416141</td>\n",
       "      <td>-1.133508</td>\n",
       "      <td>0.998579</td>\n",
       "      <td>0.613845</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001188</td>\n",
       "      <td>0</td>\n",
       "      <td>0.638345</td>\n",
       "      <td>0.416239</td>\n",
       "      <td>0.025885</td>\n",
       "      <td>0</td>\n",
       "      <td>0.642496</td>\n",
       "      <td>0.410014</td>\n",
       "      <td>0.027109</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>Looking Away!!!</td>\n",
       "      <td>0.575087</td>\n",
       "      <td>0.492446</td>\n",
       "      <td>-1.215547</td>\n",
       "      <td>0.999389</td>\n",
       "      <td>0.598424</td>\n",
       "      <td>0.418614</td>\n",
       "      <td>-1.134187</td>\n",
       "      <td>0.998679</td>\n",
       "      <td>0.612954</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000687</td>\n",
       "      <td>0</td>\n",
       "      <td>0.635004</td>\n",
       "      <td>0.415460</td>\n",
       "      <td>0.024958</td>\n",
       "      <td>0</td>\n",
       "      <td>0.639122</td>\n",
       "      <td>0.409453</td>\n",
       "      <td>0.026108</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>395 rows × 2005 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               class        x1        y1        z1        v1        x2  \\\n",
       "0    Looking Away!!!  0.462122  0.477568 -0.967997  0.999797  0.498979   \n",
       "1    Looking Away!!!  0.458725  0.470628 -0.945693  0.999789  0.494705   \n",
       "2    Looking Away!!!  0.467377  0.466660 -0.976437  0.999804  0.505347   \n",
       "3    Looking Away!!!  0.466920  0.456914 -0.982173  0.999810  0.505103   \n",
       "4    Looking Away!!!  0.464720  0.455897 -0.875749  0.999812  0.502483   \n",
       "..               ...       ...       ...       ...       ...       ...   \n",
       "390  Looking Away!!!  0.583513  0.468596 -1.159048  0.999200  0.603615   \n",
       "391  Looking Away!!!  0.578913  0.484185 -1.166235  0.999252  0.601418   \n",
       "392  Looking Away!!!  0.578592  0.487811 -1.185360  0.999297  0.600419   \n",
       "393  Looking Away!!!  0.577678  0.489488 -1.213781  0.999341  0.599553   \n",
       "394  Looking Away!!!  0.575087  0.492446 -1.215547  0.999389  0.598424   \n",
       "\n",
       "           y2        z2        v2        x3  ...      z499  v499      x500  \\\n",
       "0    0.399448 -0.940016  0.999493  0.521044  ... -0.007504     0  0.557675   \n",
       "1    0.395232 -0.926430  0.999477  0.517121  ... -0.009536     0  0.557682   \n",
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       "..        ...       ...       ...       ...  ...       ...   ...       ...   \n",
       "390  0.405648 -1.074261  0.998275  0.617289  ...  0.003697     0  0.644438   \n",
       "391  0.413876 -1.089665  0.998390  0.615672  ...  0.001580     0  0.640387   \n",
       "392  0.415486 -1.106241  0.998485  0.614602  ...  0.002327     0  0.639515   \n",
       "393  0.416141 -1.133508  0.998579  0.613845  ...  0.001188     0  0.638345   \n",
       "394  0.418614 -1.134187  0.998679  0.612954  ...  0.000687     0  0.635004   \n",
       "\n",
       "         y500      z500  v500      x501      y501      z501  v501  \n",
       "0    0.392986 -0.004376     0  0.563490  0.385889 -0.005409     0  \n",
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       "2    0.378413 -0.001873     0  0.561226  0.371793 -0.002695     0  \n",
       "3    0.376901 -0.000748     0  0.560587  0.369328 -0.001548     0  \n",
       "4    0.376250 -0.000597     0  0.559650  0.369202 -0.001470     0  \n",
       "..        ...       ...   ...       ...       ...       ...   ...  \n",
       "390  0.416530  0.029348     0  0.648673  0.410750  0.030785     0  \n",
       "391  0.418105  0.026966     0  0.644610  0.412019  0.028234     0  \n",
       "392  0.417333  0.027645     0  0.643669  0.411218  0.028989     0  \n",
       "393  0.416239  0.025885     0  0.642496  0.410014  0.027109     0  \n",
       "394  0.415460  0.024958     0  0.639122  0.409453  0.026108     0  \n",
       "\n",
       "[395 rows x 2005 columns]"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['class']=='Looking Away!!!']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "4e53428e",
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    {
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       "      <td>Using Phone!!!</td>\n",
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       "      <td>0.787003</td>\n",
       "      <td>-1.334455</td>\n",
       "      <td>0.996965</td>\n",
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       "      <td>0.777223</td>\n",
       "      <td>-1.299682</td>\n",
       "      <td>0.995959</td>\n",
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       "      <td>0.608496</td>\n",
       "      <td>0.682829</td>\n",
       "      <td>0.005259</td>\n",
       "      <td>0</td>\n",
       "      <td>0.612617</td>\n",
       "      <td>0.675952</td>\n",
       "      <td>0.005580</td>\n",
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       "      <td>Using Phone!!!</td>\n",
       "      <td>0.564023</td>\n",
       "      <td>0.783804</td>\n",
       "      <td>-1.262093</td>\n",
       "      <td>0.993531</td>\n",
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       "      <td>Using Phone!!!</td>\n",
       "      <td>0.565563</td>\n",
       "      <td>0.795294</td>\n",
       "      <td>-1.271342</td>\n",
       "      <td>0.991236</td>\n",
       "      <td>0.586970</td>\n",
       "      <td>0.718049</td>\n",
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       "      <td>0.992731</td>\n",
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       "      <td>-0.011863</td>\n",
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       "      <td>0.607004</td>\n",
       "      <td>0.683334</td>\n",
       "      <td>0.007025</td>\n",
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       "      <td>0.623812</td>\n",
       "      <td>0.333506</td>\n",
       "      <td>0.013178</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>Using Phone!!!</td>\n",
       "      <td>0.554798</td>\n",
       "      <td>0.426562</td>\n",
       "      <td>-1.439990</td>\n",
       "      <td>0.998775</td>\n",
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       "      <td>0.595188</td>\n",
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       "      <td>Using Phone!!!</td>\n",
       "      <td>0.556170</td>\n",
       "      <td>0.416577</td>\n",
       "      <td>-1.105632</td>\n",
       "      <td>0.998741</td>\n",
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       "      <td>0.596415</td>\n",
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       "      <td>0</td>\n",
       "      <td>0.629276</td>\n",
       "      <td>0.332369</td>\n",
       "      <td>0.015439</td>\n",
       "      <td>0</td>\n",
       "      <td>0.633670</td>\n",
       "      <td>0.325464</td>\n",
       "      <td>0.016247</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>Using Phone!!!</td>\n",
       "      <td>0.559704</td>\n",
       "      <td>0.415616</td>\n",
       "      <td>-1.207033</td>\n",
       "      <td>0.998707</td>\n",
       "      <td>0.583208</td>\n",
       "      <td>0.334093</td>\n",
       "      <td>-1.171764</td>\n",
       "      <td>0.997686</td>\n",
       "      <td>0.599135</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007217</td>\n",
       "      <td>0</td>\n",
       "      <td>0.629009</td>\n",
       "      <td>0.326807</td>\n",
       "      <td>0.014235</td>\n",
       "      <td>0</td>\n",
       "      <td>0.633278</td>\n",
       "      <td>0.320447</td>\n",
       "      <td>0.014857</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>Using Phone!!!</td>\n",
       "      <td>0.571554</td>\n",
       "      <td>0.407756</td>\n",
       "      <td>-1.383941</td>\n",
       "      <td>0.998710</td>\n",
       "      <td>0.589044</td>\n",
       "      <td>0.327709</td>\n",
       "      <td>-1.335344</td>\n",
       "      <td>0.997721</td>\n",
       "      <td>0.604663</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007559</td>\n",
       "      <td>0</td>\n",
       "      <td>0.631176</td>\n",
       "      <td>0.319904</td>\n",
       "      <td>0.014347</td>\n",
       "      <td>0</td>\n",
       "      <td>0.635354</td>\n",
       "      <td>0.313432</td>\n",
       "      <td>0.015112</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>384 rows × 2005 columns</p>\n",
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      "text/plain": [
       "              class        x1        y1        z1        v1        x2  \\\n",
       "395  Using Phone!!!  0.576511  0.753910 -1.319520  0.998160  0.596842   \n",
       "396  Using Phone!!!  0.573420  0.787003 -1.334455  0.996965  0.594139   \n",
       "397  Using Phone!!!  0.563344  0.777223 -1.299682  0.995959  0.587425   \n",
       "398  Using Phone!!!  0.564023  0.783804 -1.262093  0.993531  0.586011   \n",
       "399  Using Phone!!!  0.565563  0.795294 -1.271342  0.991236  0.586970   \n",
       "..              ...       ...       ...       ...       ...       ...   \n",
       "774  Using Phone!!!  0.554012  0.438302 -1.496962  0.998920  0.578807   \n",
       "775  Using Phone!!!  0.554798  0.426562 -1.439990  0.998775  0.578955   \n",
       "776  Using Phone!!!  0.556170  0.416577 -1.105632  0.998741  0.580239   \n",
       "777  Using Phone!!!  0.559704  0.415616 -1.207033  0.998707  0.583208   \n",
       "778  Using Phone!!!  0.571554  0.407756 -1.383941  0.998710  0.589044   \n",
       "\n",
       "           y2        z2        v2        x3  ...      z499  v499      x500  \\\n",
       "395  0.678776 -1.250823  0.997816  0.611227  ... -0.011090     0  0.612482   \n",
       "396  0.714810 -1.262164  0.997007  0.609302  ... -0.011760     0  0.609282   \n",
       "397  0.703075 -1.222533  0.996232  0.604792  ... -0.012996     0  0.608496   \n",
       "398  0.704690 -1.195019  0.994472  0.603044  ... -0.011768     0  0.608546   \n",
       "399  0.718049 -1.201894  0.992731  0.603496  ... -0.011863     0  0.607004   \n",
       "..        ...       ...       ...       ...  ...       ...   ...       ...   \n",
       "774  0.350949 -1.458406  0.998217  0.594727  ... -0.007801     0  0.619561   \n",
       "775  0.342569 -1.378747  0.997909  0.595188  ... -0.007619     0  0.628310   \n",
       "776  0.334819 -1.060395  0.997771  0.596415  ... -0.007154     0  0.629276   \n",
       "777  0.334093 -1.171764  0.997686  0.599135  ... -0.007217     0  0.629009   \n",
       "778  0.327709 -1.335344  0.997721  0.604663  ... -0.007559     0  0.631176   \n",
       "\n",
       "         y500      z500  v500      x501      y501      z501  v501  \n",
       "395  0.684754  0.007690     0  0.616620  0.677406  0.008042     0  \n",
       "396  0.682200  0.007591     0  0.613178  0.675596  0.008010     0  \n",
       "397  0.682829  0.005259     0  0.612617  0.675952  0.005580     0  \n",
       "398  0.683337  0.007356     0  0.612607  0.676469  0.007774     0  \n",
       "399  0.683334  0.007025     0  0.610885  0.676882  0.007403     0  \n",
       "..        ...       ...   ...       ...       ...       ...   ...  \n",
       "774  0.340060  0.012661     0  0.623812  0.333506  0.013178     0  \n",
       "775  0.334478  0.013847     0  0.632738  0.327255  0.014697     0  \n",
       "776  0.332369  0.015439     0  0.633670  0.325464  0.016247     0  \n",
       "777  0.326807  0.014235     0  0.633278  0.320447  0.014857     0  \n",
       "778  0.319904  0.014347     0  0.635354  0.313432  0.015112     0  \n",
       "\n",
       "[384 rows x 2005 columns]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['class']=='Using Phone!!!']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "d3ee6a2d",
   "metadata": {},
   "outputs": [
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       "      <td>-1.067699</td>\n",
       "      <td>0.998808</td>\n",
       "      <td>0.564181</td>\n",
       "      <td>0.542411</td>\n",
       "      <td>-0.992649</td>\n",
       "      <td>0.997895</td>\n",
       "      <td>0.583997</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004459</td>\n",
       "      <td>0</td>\n",
       "      <td>0.586381</td>\n",
       "      <td>0.573750</td>\n",
       "      <td>0.013708</td>\n",
       "      <td>0</td>\n",
       "      <td>0.591223</td>\n",
       "      <td>0.567497</td>\n",
       "      <td>0.014247</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>780</th>\n",
       "      <td>Solved Question!!!</td>\n",
       "      <td>0.527184</td>\n",
       "      <td>0.639969</td>\n",
       "      <td>-1.043897</td>\n",
       "      <td>0.998910</td>\n",
       "      <td>0.552950</td>\n",
       "      <td>0.576401</td>\n",
       "      <td>-0.969940</td>\n",
       "      <td>0.998067</td>\n",
       "      <td>0.574195</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.005108</td>\n",
       "      <td>0</td>\n",
       "      <td>0.585273</td>\n",
       "      <td>0.571730</td>\n",
       "      <td>0.012797</td>\n",
       "      <td>0</td>\n",
       "      <td>0.589764</td>\n",
       "      <td>0.566590</td>\n",
       "      <td>0.013193</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>Solved Question!!!</td>\n",
       "      <td>0.525877</td>\n",
       "      <td>0.643865</td>\n",
       "      <td>-1.103675</td>\n",
       "      <td>0.999005</td>\n",
       "      <td>0.553465</td>\n",
       "      <td>0.576272</td>\n",
       "      <td>-1.025294</td>\n",
       "      <td>0.998230</td>\n",
       "      <td>0.574787</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004900</td>\n",
       "      <td>0</td>\n",
       "      <td>0.584437</td>\n",
       "      <td>0.571445</td>\n",
       "      <td>0.013748</td>\n",
       "      <td>0</td>\n",
       "      <td>0.589135</td>\n",
       "      <td>0.566199</td>\n",
       "      <td>0.014266</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782</th>\n",
       "      <td>Solved Question!!!</td>\n",
       "      <td>0.524261</td>\n",
       "      <td>0.647722</td>\n",
       "      <td>-1.104596</td>\n",
       "      <td>0.999087</td>\n",
       "      <td>0.551159</td>\n",
       "      <td>0.581122</td>\n",
       "      <td>-1.021863</td>\n",
       "      <td>0.998376</td>\n",
       "      <td>0.572409</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.005065</td>\n",
       "      <td>0</td>\n",
       "      <td>0.586469</td>\n",
       "      <td>0.570755</td>\n",
       "      <td>0.013813</td>\n",
       "      <td>0</td>\n",
       "      <td>0.591086</td>\n",
       "      <td>0.565275</td>\n",
       "      <td>0.014333</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>783</th>\n",
       "      <td>Solved Question!!!</td>\n",
       "      <td>0.524057</td>\n",
       "      <td>0.644899</td>\n",
       "      <td>-1.099605</td>\n",
       "      <td>0.999166</td>\n",
       "      <td>0.549687</td>\n",
       "      <td>0.576803</td>\n",
       "      <td>-1.022245</td>\n",
       "      <td>0.998514</td>\n",
       "      <td>0.570554</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004292</td>\n",
       "      <td>0</td>\n",
       "      <td>0.587021</td>\n",
       "      <td>0.568747</td>\n",
       "      <td>0.015144</td>\n",
       "      <td>0</td>\n",
       "      <td>0.591671</td>\n",
       "      <td>0.563209</td>\n",
       "      <td>0.015725</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>Solved Question!!!</td>\n",
       "      <td>0.532123</td>\n",
       "      <td>0.493294</td>\n",
       "      <td>-0.706542</td>\n",
       "      <td>0.999964</td>\n",
       "      <td>0.556334</td>\n",
       "      <td>0.423805</td>\n",
       "      <td>-0.648991</td>\n",
       "      <td>0.999958</td>\n",
       "      <td>0.571681</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007568</td>\n",
       "      <td>0</td>\n",
       "      <td>0.586077</td>\n",
       "      <td>0.407514</td>\n",
       "      <td>0.007810</td>\n",
       "      <td>0</td>\n",
       "      <td>0.590576</td>\n",
       "      <td>0.400194</td>\n",
       "      <td>0.008407</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1066</th>\n",
       "      <td>Solved Question!!!</td>\n",
       "      <td>0.531850</td>\n",
       "      <td>0.490063</td>\n",
       "      <td>-1.204198</td>\n",
       "      <td>0.999947</td>\n",
       "      <td>0.555736</td>\n",
       "      <td>0.421732</td>\n",
       "      <td>-1.140530</td>\n",
       "      <td>0.999914</td>\n",
       "      <td>0.571270</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.005845</td>\n",
       "      <td>0</td>\n",
       "      <td>0.589447</td>\n",
       "      <td>0.412071</td>\n",
       "      <td>0.011219</td>\n",
       "      <td>0</td>\n",
       "      <td>0.593785</td>\n",
       "      <td>0.404764</td>\n",
       "      <td>0.011896</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1067</th>\n",
       "      <td>Solved Question!!!</td>\n",
       "      <td>0.531459</td>\n",
       "      <td>0.489071</td>\n",
       "      <td>-1.218148</td>\n",
       "      <td>0.999940</td>\n",
       "      <td>0.555378</td>\n",
       "      <td>0.420932</td>\n",
       "      <td>-1.151640</td>\n",
       "      <td>0.999893</td>\n",
       "      <td>0.570962</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.006812</td>\n",
       "      <td>0</td>\n",
       "      <td>0.589751</td>\n",
       "      <td>0.413866</td>\n",
       "      <td>0.009956</td>\n",
       "      <td>0</td>\n",
       "      <td>0.594088</td>\n",
       "      <td>0.406414</td>\n",
       "      <td>0.010609</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1068</th>\n",
       "      <td>Solved Question!!!</td>\n",
       "      <td>0.531129</td>\n",
       "      <td>0.488053</td>\n",
       "      <td>-1.223490</td>\n",
       "      <td>0.999937</td>\n",
       "      <td>0.554983</td>\n",
       "      <td>0.420420</td>\n",
       "      <td>-1.153386</td>\n",
       "      <td>0.999882</td>\n",
       "      <td>0.570614</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.006395</td>\n",
       "      <td>0</td>\n",
       "      <td>0.590557</td>\n",
       "      <td>0.421085</td>\n",
       "      <td>0.011118</td>\n",
       "      <td>0</td>\n",
       "      <td>0.594916</td>\n",
       "      <td>0.413610</td>\n",
       "      <td>0.011848</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1069</th>\n",
       "      <td>Solved Question!!!</td>\n",
       "      <td>0.530924</td>\n",
       "      <td>0.487351</td>\n",
       "      <td>-1.228163</td>\n",
       "      <td>0.999933</td>\n",
       "      <td>0.554663</td>\n",
       "      <td>0.420284</td>\n",
       "      <td>-1.157477</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0.570352</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004974</td>\n",
       "      <td>0</td>\n",
       "      <td>0.590353</td>\n",
       "      <td>0.420448</td>\n",
       "      <td>0.012512</td>\n",
       "      <td>0</td>\n",
       "      <td>0.594639</td>\n",
       "      <td>0.413389</td>\n",
       "      <td>0.013210</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>291 rows × 2005 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   class        x1        y1        z1        v1        x2  \\\n",
       "779   Solved Question!!!  0.542297  0.612032 -1.067699  0.998808  0.564181   \n",
       "780   Solved Question!!!  0.527184  0.639969 -1.043897  0.998910  0.552950   \n",
       "781   Solved Question!!!  0.525877  0.643865 -1.103675  0.999005  0.553465   \n",
       "782   Solved Question!!!  0.524261  0.647722 -1.104596  0.999087  0.551159   \n",
       "783   Solved Question!!!  0.524057  0.644899 -1.099605  0.999166  0.549687   \n",
       "...                  ...       ...       ...       ...       ...       ...   \n",
       "1065  Solved Question!!!  0.532123  0.493294 -0.706542  0.999964  0.556334   \n",
       "1066  Solved Question!!!  0.531850  0.490063 -1.204198  0.999947  0.555736   \n",
       "1067  Solved Question!!!  0.531459  0.489071 -1.218148  0.999940  0.555378   \n",
       "1068  Solved Question!!!  0.531129  0.488053 -1.223490  0.999937  0.554983   \n",
       "1069  Solved Question!!!  0.530924  0.487351 -1.228163  0.999933  0.554663   \n",
       "\n",
       "            y2        z2        v2        x3  ...      z499  v499      x500  \\\n",
       "779   0.542411 -0.992649  0.997895  0.583997  ... -0.004459     0  0.586381   \n",
       "780   0.576401 -0.969940  0.998067  0.574195  ... -0.005108     0  0.585273   \n",
       "781   0.576272 -1.025294  0.998230  0.574787  ... -0.004900     0  0.584437   \n",
       "782   0.581122 -1.021863  0.998376  0.572409  ... -0.005065     0  0.586469   \n",
       "783   0.576803 -1.022245  0.998514  0.570554  ... -0.004292     0  0.587021   \n",
       "...        ...       ...       ...       ...  ...       ...   ...       ...   \n",
       "1065  0.423805 -0.648991  0.999958  0.571681  ... -0.007568     0  0.586077   \n",
       "1066  0.421732 -1.140530  0.999914  0.571270  ... -0.005845     0  0.589447   \n",
       "1067  0.420932 -1.151640  0.999893  0.570962  ... -0.006812     0  0.589751   \n",
       "1068  0.420420 -1.153386  0.999882  0.570614  ... -0.006395     0  0.590557   \n",
       "1069  0.420284 -1.157477  0.999872  0.570352  ... -0.004974     0  0.590353   \n",
       "\n",
       "          y500      z500  v500      x501      y501      z501  v501  \n",
       "779   0.573750  0.013708     0  0.591223  0.567497  0.014247     0  \n",
       "780   0.571730  0.012797     0  0.589764  0.566590  0.013193     0  \n",
       "781   0.571445  0.013748     0  0.589135  0.566199  0.014266     0  \n",
       "782   0.570755  0.013813     0  0.591086  0.565275  0.014333     0  \n",
       "783   0.568747  0.015144     0  0.591671  0.563209  0.015725     0  \n",
       "...        ...       ...   ...       ...       ...       ...   ...  \n",
       "1065  0.407514  0.007810     0  0.590576  0.400194  0.008407     0  \n",
       "1066  0.412071  0.011219     0  0.593785  0.404764  0.011896     0  \n",
       "1067  0.413866  0.009956     0  0.594088  0.406414  0.010609     0  \n",
       "1068  0.421085  0.011118     0  0.594916  0.413610  0.011848     0  \n",
       "1069  0.420448  0.012512     0  0.594639  0.413389  0.013210     0  \n",
       "\n",
       "[291 rows x 2005 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['class']=='Solved Question!!!']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "65d54422",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>x1</th>\n",
       "      <th>y1</th>\n",
       "      <th>z1</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1070</th>\n",
       "      <td>Cheating!!!</td>\n",
       "      <td>0.492891</td>\n",
       "      <td>0.494912</td>\n",
       "      <td>-1.437204</td>\n",
       "      <td>0.999921</td>\n",
       "      <td>0.518437</td>\n",
       "      <td>0.419786</td>\n",
       "      <td>-1.406250</td>\n",
       "      <td>0.999837</td>\n",
       "      <td>0.535315</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.015115</td>\n",
       "      <td>0</td>\n",
       "      <td>0.517490</td>\n",
       "      <td>0.369021</td>\n",
       "      <td>0.005567</td>\n",
       "      <td>0</td>\n",
       "      <td>0.522577</td>\n",
       "      <td>0.361852</td>\n",
       "      <td>0.005719</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1071</th>\n",
       "      <td>Cheating!!!</td>\n",
       "      <td>0.480316</td>\n",
       "      <td>0.497773</td>\n",
       "      <td>-1.524614</td>\n",
       "      <td>0.999886</td>\n",
       "      <td>0.505397</td>\n",
       "      <td>0.419687</td>\n",
       "      <td>-1.502653</td>\n",
       "      <td>0.999763</td>\n",
       "      <td>0.522505</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.015772</td>\n",
       "      <td>0</td>\n",
       "      <td>0.519056</td>\n",
       "      <td>0.367590</td>\n",
       "      <td>0.004256</td>\n",
       "      <td>0</td>\n",
       "      <td>0.523797</td>\n",
       "      <td>0.361408</td>\n",
       "      <td>0.004260</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1072</th>\n",
       "      <td>Cheating!!!</td>\n",
       "      <td>0.479464</td>\n",
       "      <td>0.497822</td>\n",
       "      <td>-1.320377</td>\n",
       "      <td>0.999834</td>\n",
       "      <td>0.502944</td>\n",
       "      <td>0.418102</td>\n",
       "      <td>-1.288715</td>\n",
       "      <td>0.999657</td>\n",
       "      <td>0.518508</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.013376</td>\n",
       "      <td>0</td>\n",
       "      <td>0.527345</td>\n",
       "      <td>0.364067</td>\n",
       "      <td>0.010349</td>\n",
       "      <td>0</td>\n",
       "      <td>0.532063</td>\n",
       "      <td>0.358386</td>\n",
       "      <td>0.010710</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1073</th>\n",
       "      <td>Cheating!!!</td>\n",
       "      <td>0.478717</td>\n",
       "      <td>0.498407</td>\n",
       "      <td>-1.346437</td>\n",
       "      <td>0.999820</td>\n",
       "      <td>0.500569</td>\n",
       "      <td>0.418111</td>\n",
       "      <td>-1.323067</td>\n",
       "      <td>0.999630</td>\n",
       "      <td>0.515134</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.014345</td>\n",
       "      <td>0</td>\n",
       "      <td>0.530101</td>\n",
       "      <td>0.361010</td>\n",
       "      <td>0.009738</td>\n",
       "      <td>0</td>\n",
       "      <td>0.534555</td>\n",
       "      <td>0.355477</td>\n",
       "      <td>0.010019</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1074</th>\n",
       "      <td>Cheating!!!</td>\n",
       "      <td>0.481911</td>\n",
       "      <td>0.498877</td>\n",
       "      <td>-1.347981</td>\n",
       "      <td>0.999782</td>\n",
       "      <td>0.503296</td>\n",
       "      <td>0.417976</td>\n",
       "      <td>-1.319209</td>\n",
       "      <td>0.999545</td>\n",
       "      <td>0.517535</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.014003</td>\n",
       "      <td>0</td>\n",
       "      <td>0.533485</td>\n",
       "      <td>0.366572</td>\n",
       "      <td>0.011706</td>\n",
       "      <td>0</td>\n",
       "      <td>0.537860</td>\n",
       "      <td>0.361210</td>\n",
       "      <td>0.012191</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1816</th>\n",
       "      <td>Cheating!!!</td>\n",
       "      <td>0.498281</td>\n",
       "      <td>0.668687</td>\n",
       "      <td>-1.396832</td>\n",
       "      <td>0.999296</td>\n",
       "      <td>0.531617</td>\n",
       "      <td>0.583572</td>\n",
       "      <td>-1.334328</td>\n",
       "      <td>0.998648</td>\n",
       "      <td>0.549619</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.014179</td>\n",
       "      <td>0</td>\n",
       "      <td>0.565567</td>\n",
       "      <td>0.586333</td>\n",
       "      <td>0.007401</td>\n",
       "      <td>0</td>\n",
       "      <td>0.570296</td>\n",
       "      <td>0.580756</td>\n",
       "      <td>0.007819</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1817</th>\n",
       "      <td>Cheating!!!</td>\n",
       "      <td>0.500266</td>\n",
       "      <td>0.668217</td>\n",
       "      <td>-1.425788</td>\n",
       "      <td>0.999341</td>\n",
       "      <td>0.533625</td>\n",
       "      <td>0.583190</td>\n",
       "      <td>-1.362318</td>\n",
       "      <td>0.998727</td>\n",
       "      <td>0.551722</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.014272</td>\n",
       "      <td>0</td>\n",
       "      <td>0.564612</td>\n",
       "      <td>0.585035</td>\n",
       "      <td>0.007043</td>\n",
       "      <td>0</td>\n",
       "      <td>0.569289</td>\n",
       "      <td>0.579835</td>\n",
       "      <td>0.007407</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1818</th>\n",
       "      <td>Cheating!!!</td>\n",
       "      <td>0.500395</td>\n",
       "      <td>0.668447</td>\n",
       "      <td>-1.461054</td>\n",
       "      <td>0.999383</td>\n",
       "      <td>0.533748</td>\n",
       "      <td>0.583603</td>\n",
       "      <td>-1.398818</td>\n",
       "      <td>0.998806</td>\n",
       "      <td>0.551981</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.013751</td>\n",
       "      <td>0</td>\n",
       "      <td>0.564347</td>\n",
       "      <td>0.584477</td>\n",
       "      <td>0.007596</td>\n",
       "      <td>0</td>\n",
       "      <td>0.569013</td>\n",
       "      <td>0.579455</td>\n",
       "      <td>0.007933</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1819</th>\n",
       "      <td>Cheating!!!</td>\n",
       "      <td>0.500533</td>\n",
       "      <td>0.668608</td>\n",
       "      <td>-1.450556</td>\n",
       "      <td>0.999428</td>\n",
       "      <td>0.533831</td>\n",
       "      <td>0.583656</td>\n",
       "      <td>-1.388613</td>\n",
       "      <td>0.998888</td>\n",
       "      <td>0.552013</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.013251</td>\n",
       "      <td>0</td>\n",
       "      <td>0.564583</td>\n",
       "      <td>0.584244</td>\n",
       "      <td>0.008397</td>\n",
       "      <td>0</td>\n",
       "      <td>0.569280</td>\n",
       "      <td>0.579230</td>\n",
       "      <td>0.008747</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1820</th>\n",
       "      <td>Cheating!!!</td>\n",
       "      <td>0.502300</td>\n",
       "      <td>0.668573</td>\n",
       "      <td>-1.434566</td>\n",
       "      <td>0.999396</td>\n",
       "      <td>0.534644</td>\n",
       "      <td>0.583633</td>\n",
       "      <td>-1.372909</td>\n",
       "      <td>0.998820</td>\n",
       "      <td>0.552716</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.012823</td>\n",
       "      <td>0</td>\n",
       "      <td>0.564831</td>\n",
       "      <td>0.584743</td>\n",
       "      <td>0.008460</td>\n",
       "      <td>0</td>\n",
       "      <td>0.569647</td>\n",
       "      <td>0.579475</td>\n",
       "      <td>0.008837</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>751 rows × 2005 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            class        x1        y1        z1        v1        x2        y2  \\\n",
       "1070  Cheating!!!  0.492891  0.494912 -1.437204  0.999921  0.518437  0.419786   \n",
       "1071  Cheating!!!  0.480316  0.497773 -1.524614  0.999886  0.505397  0.419687   \n",
       "1072  Cheating!!!  0.479464  0.497822 -1.320377  0.999834  0.502944  0.418102   \n",
       "1073  Cheating!!!  0.478717  0.498407 -1.346437  0.999820  0.500569  0.418111   \n",
       "1074  Cheating!!!  0.481911  0.498877 -1.347981  0.999782  0.503296  0.417976   \n",
       "...           ...       ...       ...       ...       ...       ...       ...   \n",
       "1816  Cheating!!!  0.498281  0.668687 -1.396832  0.999296  0.531617  0.583572   \n",
       "1817  Cheating!!!  0.500266  0.668217 -1.425788  0.999341  0.533625  0.583190   \n",
       "1818  Cheating!!!  0.500395  0.668447 -1.461054  0.999383  0.533748  0.583603   \n",
       "1819  Cheating!!!  0.500533  0.668608 -1.450556  0.999428  0.533831  0.583656   \n",
       "1820  Cheating!!!  0.502300  0.668573 -1.434566  0.999396  0.534644  0.583633   \n",
       "\n",
       "            z2        v2        x3  ...      z499  v499      x500      y500  \\\n",
       "1070 -1.406250  0.999837  0.535315  ... -0.015115     0  0.517490  0.369021   \n",
       "1071 -1.502653  0.999763  0.522505  ... -0.015772     0  0.519056  0.367590   \n",
       "1072 -1.288715  0.999657  0.518508  ... -0.013376     0  0.527345  0.364067   \n",
       "1073 -1.323067  0.999630  0.515134  ... -0.014345     0  0.530101  0.361010   \n",
       "1074 -1.319209  0.999545  0.517535  ... -0.014003     0  0.533485  0.366572   \n",
       "...        ...       ...       ...  ...       ...   ...       ...       ...   \n",
       "1816 -1.334328  0.998648  0.549619  ... -0.014179     0  0.565567  0.586333   \n",
       "1817 -1.362318  0.998727  0.551722  ... -0.014272     0  0.564612  0.585035   \n",
       "1818 -1.398818  0.998806  0.551981  ... -0.013751     0  0.564347  0.584477   \n",
       "1819 -1.388613  0.998888  0.552013  ... -0.013251     0  0.564583  0.584244   \n",
       "1820 -1.372909  0.998820  0.552716  ... -0.012823     0  0.564831  0.584743   \n",
       "\n",
       "          z500  v500      x501      y501      z501  v501  \n",
       "1070  0.005567     0  0.522577  0.361852  0.005719     0  \n",
       "1071  0.004256     0  0.523797  0.361408  0.004260     0  \n",
       "1072  0.010349     0  0.532063  0.358386  0.010710     0  \n",
       "1073  0.009738     0  0.534555  0.355477  0.010019     0  \n",
       "1074  0.011706     0  0.537860  0.361210  0.012191     0  \n",
       "...        ...   ...       ...       ...       ...   ...  \n",
       "1816  0.007401     0  0.570296  0.580756  0.007819     0  \n",
       "1817  0.007043     0  0.569289  0.579835  0.007407     0  \n",
       "1818  0.007596     0  0.569013  0.579455  0.007933     0  \n",
       "1819  0.008397     0  0.569280  0.579230  0.008747     0  \n",
       "1820  0.008460     0  0.569647  0.579475  0.008837     0  \n",
       "\n",
       "[751 rows x 2005 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['class']=='Cheating!!!']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "325b1c29",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = df.drop('class', axis=1) #features\n",
    "y = df['class'] #target valuue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "042094ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train,x_test,y_train,y_test = train_test_split(x,y, test_size = 0.3, random_state=1234)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "104e8423",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "72         Looking Away!!!\n",
       "1155           Cheating!!!\n",
       "821     Solved Question!!!\n",
       "1664           Cheating!!!\n",
       "249        Looking Away!!!\n",
       "               ...        \n",
       "1228           Cheating!!!\n",
       "1077           Cheating!!!\n",
       "1318           Cheating!!!\n",
       "723         Using Phone!!!\n",
       "815     Solved Question!!!\n",
       "Name: class, Length: 1274, dtype: object"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3567f08",
   "metadata": {},
   "source": [
    "TRAINING ML CLASSIFICATION MODEL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "6a7acd53",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.linear_model import LogisticRegression, RidgeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "c8b559c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "pipelines = {\n",
    "    'lr':make_pipeline(StandardScaler(), LogisticRegression()),\n",
    "    'rc':make_pipeline(StandardScaler(), RidgeClassifier()),\n",
    "    'rf':make_pipeline(StandardScaler(), RandomForestClassifier()),\n",
    "    'gh':make_pipeline(StandardScaler(), GradientBoostingClassifier()),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "d30da769",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "\n",
    "fit_models = {}\n",
    "for algo, pipeline in pipelines.items():\n",
    "    model = pipeline.fit(x_train,y_train)\n",
    "    fit_models[algo] = model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "535fdded",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'lr': Pipeline(steps=[('standardscaler', StandardScaler()),\n",
       "                 ('logisticregression', LogisticRegression())]),\n",
       " 'rc': Pipeline(steps=[('standardscaler', StandardScaler()),\n",
       "                 ('ridgeclassifier', RidgeClassifier())]),\n",
       " 'rf': Pipeline(steps=[('standardscaler', StandardScaler()),\n",
       "                 ('randomforestclassifier', RandomForestClassifier())]),\n",
       " 'gh': Pipeline(steps=[('standardscaler', StandardScaler()),\n",
       "                 ('gradientboostingclassifier', GradientBoostingClassifier())])}"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fit_models"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71e33928",
   "metadata": {},
   "source": [
    "SAVING MODELS BY SERIALISING"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "d7076169",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Cheating!!!', 'Looking Away!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Using Phone!!!', 'Looking Away!!!',\n",
       "       'Using Phone!!!', 'Cheating!!!', 'Cheating!!!', 'Using Phone!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Solved Question!!!',\n",
       "       'Solved Question!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Looking Away!!!', 'Looking Away!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Solved Question!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Solved Question!!!', 'Using Phone!!!', 'Solved Question!!!',\n",
       "       'Cheating!!!', 'Solved Question!!!', 'Using Phone!!!',\n",
       "       'Cheating!!!', 'Solved Question!!!', 'Looking Away!!!',\n",
       "       'Solved Question!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Cheating!!!', 'Solved Question!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Using Phone!!!', 'Looking Away!!!',\n",
       "       'Solved Question!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Looking Away!!!', 'Solved Question!!!', 'Using Phone!!!',\n",
       "       'Using Phone!!!', 'Cheating!!!', 'Solved Question!!!',\n",
       "       'Looking Away!!!', 'Looking Away!!!', 'Solved Question!!!',\n",
       "       'Using Phone!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Looking Away!!!', 'Cheating!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Looking Away!!!', 'Cheating!!!', 'Using Phone!!!', 'Cheating!!!',\n",
       "       'Using Phone!!!', 'Cheating!!!', 'Using Phone!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Solved Question!!!', 'Looking Away!!!',\n",
       "       'Solved Question!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Using Phone!!!', 'Cheating!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Cheating!!!', 'Using Phone!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Cheating!!!', 'Solved Question!!!',\n",
       "       'Cheating!!!', 'Using Phone!!!', 'Using Phone!!!',\n",
       "       'Looking Away!!!', 'Looking Away!!!', 'Using Phone!!!',\n",
       "       'Looking Away!!!', 'Looking Away!!!', 'Looking Away!!!',\n",
       "       'Cheating!!!', 'Using Phone!!!', 'Using Phone!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Solved Question!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Looking Away!!!', 'Looking Away!!!', 'Looking Away!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Using Phone!!!', 'Using Phone!!!',\n",
       "       'Using Phone!!!', 'Using Phone!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Solved Question!!!', 'Using Phone!!!',\n",
       "       'Using Phone!!!', 'Looking Away!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Solved Question!!!', 'Using Phone!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Looking Away!!!', 'Using Phone!!!',\n",
       "       'Using Phone!!!', 'Using Phone!!!', 'Cheating!!!',\n",
       "       'Looking Away!!!', 'Solved Question!!!', 'Looking Away!!!',\n",
       "       'Using Phone!!!', 'Looking Away!!!', 'Using Phone!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Looking Away!!!', 'Using Phone!!!', 'Using Phone!!!',\n",
       "       'Looking Away!!!', 'Using Phone!!!', 'Looking Away!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Looking Away!!!', 'Using Phone!!!',\n",
       "       'Cheating!!!', 'Solved Question!!!', 'Using Phone!!!',\n",
       "       'Looking Away!!!', 'Looking Away!!!', 'Looking Away!!!',\n",
       "       'Cheating!!!', 'Looking Away!!!', 'Using Phone!!!', 'Cheating!!!',\n",
       "       'Solved Question!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Looking Away!!!', 'Cheating!!!', 'Solved Question!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Cheating!!!', 'Using Phone!!!',\n",
       "       'Using Phone!!!', 'Cheating!!!', 'Using Phone!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Solved Question!!!', 'Cheating!!!',\n",
       "       'Using Phone!!!', 'Solved Question!!!', 'Cheating!!!',\n",
       "       'Looking Away!!!', 'Looking Away!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Looking Away!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Solved Question!!!', 'Using Phone!!!', 'Solved Question!!!',\n",
       "       'Looking Away!!!', 'Cheating!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Looking Away!!!', 'Solved Question!!!', 'Using Phone!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Solved Question!!!', 'Using Phone!!!', 'Using Phone!!!',\n",
       "       'Solved Question!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Using Phone!!!', 'Cheating!!!', 'Using Phone!!!',\n",
       "       'Solved Question!!!', 'Looking Away!!!', 'Using Phone!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Cheating!!!', 'Solved Question!!!',\n",
       "       'Using Phone!!!', 'Solved Question!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Solved Question!!!',\n",
       "       'Using Phone!!!', 'Using Phone!!!', 'Solved Question!!!',\n",
       "       'Looking Away!!!', 'Using Phone!!!', 'Cheating!!!',\n",
       "       'Solved Question!!!', 'Using Phone!!!', 'Cheating!!!',\n",
       "       'Solved Question!!!', 'Looking Away!!!', 'Looking Away!!!',\n",
       "       'Cheating!!!', 'Looking Away!!!', 'Cheating!!!', 'Using Phone!!!',\n",
       "       'Cheating!!!', 'Using Phone!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Using Phone!!!', 'Looking Away!!!', 'Looking Away!!!',\n",
       "       'Using Phone!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Solved Question!!!', 'Solved Question!!!', 'Cheating!!!',\n",
       "       'Looking Away!!!', 'Cheating!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Looking Away!!!', 'Cheating!!!', 'Cheating!!!', 'Using Phone!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Looking Away!!!', 'Looking Away!!!',\n",
       "       'Solved Question!!!', 'Using Phone!!!', 'Solved Question!!!',\n",
       "       'Using Phone!!!', 'Cheating!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Looking Away!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Using Phone!!!', 'Cheating!!!', 'Solved Question!!!',\n",
       "       'Using Phone!!!', 'Using Phone!!!', 'Cheating!!!',\n",
       "       'Solved Question!!!', 'Cheating!!!', 'Using Phone!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Using Phone!!!',\n",
       "       'Solved Question!!!', 'Using Phone!!!', 'Using Phone!!!',\n",
       "       'Looking Away!!!', 'Solved Question!!!', 'Using Phone!!!',\n",
       "       'Solved Question!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Solved Question!!!', 'Using Phone!!!', 'Looking Away!!!',\n",
       "       'Looking Away!!!', 'Cheating!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Looking Away!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Cheating!!!', 'Using Phone!!!', 'Solved Question!!!',\n",
       "       'Using Phone!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Solved Question!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Using Phone!!!', 'Looking Away!!!', 'Using Phone!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Looking Away!!!', 'Looking Away!!!', 'Using Phone!!!',\n",
       "       'Looking Away!!!', 'Cheating!!!', 'Solved Question!!!',\n",
       "       'Cheating!!!', 'Using Phone!!!', 'Solved Question!!!',\n",
       "       'Solved Question!!!', 'Using Phone!!!', 'Using Phone!!!',\n",
       "       'Solved Question!!!', 'Cheating!!!', 'Solved Question!!!',\n",
       "       'Cheating!!!', 'Using Phone!!!', 'Using Phone!!!', 'Cheating!!!',\n",
       "       'Looking Away!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Looking Away!!!', 'Cheating!!!', 'Solved Question!!!',\n",
       "       'Using Phone!!!', 'Using Phone!!!', 'Looking Away!!!',\n",
       "       'Solved Question!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Using Phone!!!', 'Solved Question!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Looking Away!!!', 'Looking Away!!!',\n",
       "       'Cheating!!!', 'Solved Question!!!', 'Using Phone!!!',\n",
       "       'Using Phone!!!', 'Looking Away!!!', 'Using Phone!!!',\n",
       "       'Solved Question!!!', 'Cheating!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Using Phone!!!', 'Solved Question!!!', 'Looking Away!!!',\n",
       "       'Cheating!!!', 'Using Phone!!!', 'Solved Question!!!',\n",
       "       'Using Phone!!!', 'Looking Away!!!', 'Looking Away!!!',\n",
       "       'Solved Question!!!', 'Using Phone!!!', 'Solved Question!!!',\n",
       "       'Using Phone!!!', 'Using Phone!!!', 'Using Phone!!!',\n",
       "       'Cheating!!!', 'Solved Question!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Using Phone!!!', 'Using Phone!!!', 'Solved Question!!!',\n",
       "       'Solved Question!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Cheating!!!', 'Solved Question!!!', 'Solved Question!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Cheating!!!', 'Solved Question!!!', 'Cheating!!!',\n",
       "       'Looking Away!!!', 'Solved Question!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Using Phone!!!', 'Looking Away!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Using Phone!!!', 'Cheating!!!', 'Using Phone!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Solved Question!!!', 'Solved Question!!!',\n",
       "       'Solved Question!!!', 'Using Phone!!!', 'Using Phone!!!',\n",
       "       'Cheating!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Solved Question!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Looking Away!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Looking Away!!!', 'Solved Question!!!', 'Solved Question!!!',\n",
       "       'Cheating!!!', 'Solved Question!!!', 'Cheating!!!',\n",
       "       'Looking Away!!!', 'Solved Question!!!', 'Looking Away!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Cheating!!!', 'Solved Question!!!',\n",
       "       'Cheating!!!', 'Looking Away!!!', 'Cheating!!!', 'Looking Away!!!',\n",
       "       'Looking Away!!!', 'Solved Question!!!', 'Solved Question!!!',\n",
       "       'Cheating!!!', 'Solved Question!!!', 'Solved Question!!!',\n",
       "       'Looking Away!!!', 'Using Phone!!!', 'Cheating!!!',\n",
       "       'Using Phone!!!', 'Looking Away!!!', 'Solved Question!!!',\n",
       "       'Cheating!!!', 'Looking Away!!!', 'Using Phone!!!',\n",
       "       'Looking Away!!!', 'Using Phone!!!', 'Cheating!!!',\n",
       "       'Looking Away!!!', 'Cheating!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Using Phone!!!', 'Looking Away!!!',\n",
       "       'Looking Away!!!', 'Using Phone!!!', 'Using Phone!!!',\n",
       "       'Cheating!!!', 'Using Phone!!!', 'Cheating!!!',\n",
       "       'Solved Question!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Using Phone!!!', 'Using Phone!!!', 'Using Phone!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Looking Away!!!', 'Cheating!!!',\n",
       "       'Looking Away!!!', 'Using Phone!!!', 'Looking Away!!!',\n",
       "       'Looking Away!!!', 'Using Phone!!!', 'Looking Away!!!',\n",
       "       'Looking Away!!!', 'Looking Away!!!', 'Looking Away!!!',\n",
       "       'Cheating!!!', 'Cheating!!!', 'Cheating!!!', 'Solved Question!!!',\n",
       "       'Using Phone!!!', 'Cheating!!!', 'Using Phone!!!',\n",
       "       'Using Phone!!!', 'Cheating!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Using Phone!!!', 'Cheating!!!', 'Solved Question!!!',\n",
       "       'Looking Away!!!', 'Cheating!!!', 'Cheating!!!',\n",
       "       'Solved Question!!!', 'Cheating!!!'], dtype=object)"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fit_models['rf'].predict(x_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f6c9721",
   "metadata": {},
   "source": [
    "EVALUATING MODELS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "a1285c0a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "27b90a81",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lr 1.0\n",
      "rc 1.0\n",
      "rf 1.0\n",
      "gh 0.9981718464351006\n"
     ]
    }
   ],
   "source": [
    "for algo, model in fit_models.items():\n",
    "    yhat = model.predict(x_test)\n",
    "    print(algo, accuracy_score(y_test, yhat))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "1002550a",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('body_language.pkl', 'wb') as f:\n",
    "    pickle.dump(fit_models['rf'], f)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4184431",
   "metadata": {},
   "source": [
    "# # MAKE DETECTIONS WITH MODEL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "c2ba3cfd",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('body_language.pkl', 'rb') as f:\n",
    "    model = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "0d9c9320",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
       "                ('randomforestclassifier', RandomForestClassifier())])"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "793a5e63",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cheating!!! [0.5  0.09 0.2  0.21]\n",
      "Cheating!!! [0.57 0.07 0.22 0.14]\n",
      "Cheating!!! [0.59 0.06 0.21 0.14]\n",
      "Cheating!!! [0.62 0.07 0.21 0.1 ]\n",
      "Cheating!!! [0.57 0.06 0.25 0.12]\n",
      "Cheating!!! [0.59 0.04 0.24 0.13]\n",
      "Cheating!!! [0.65 0.02 0.21 0.12]\n",
      "Cheating!!! [0.5  0.01 0.36 0.13]\n",
      "Cheating!!! [0.46 0.   0.36 0.18]\n",
      "Cheating!!! [0.44 0.01 0.32 0.23]\n",
      "Cheating!!! [0.43 0.03 0.32 0.22]\n",
      "Cheating!!! [0.45 0.03 0.32 0.2 ]\n",
      "Cheating!!! [0.4  0.03 0.36 0.21]\n",
      "Cheating!!! [0.45 0.02 0.35 0.18]\n",
      "Cheating!!! [0.43 0.02 0.39 0.16]\n",
      "Cheating!!! [0.43 0.02 0.37 0.18]\n",
      "Cheating!!! [0.4  0.03 0.38 0.19]\n",
      "Solved Question!!! [0.33 0.05 0.43 0.19]\n",
      "Solved Question!!! [0.37 0.07 0.4  0.16]\n",
      "Solved Question!!! [0.35 0.06 0.43 0.16]\n",
      "Solved Question!!! [0.34 0.1  0.37 0.19]\n",
      "Solved Question!!! [0.35 0.06 0.41 0.18]\n",
      "Solved Question!!! [0.32 0.07 0.41 0.2 ]\n",
      "Solved Question!!! [0.32 0.06 0.45 0.17]\n",
      "Solved Question!!! [0.33 0.05 0.43 0.19]\n",
      "Solved Question!!! [0.32 0.05 0.47 0.16]\n",
      "Solved Question!!! [0.33 0.05 0.46 0.16]\n",
      "Solved Question!!! [0.35 0.05 0.45 0.15]\n",
      "Solved Question!!! [0.33 0.05 0.46 0.16]\n",
      "Solved Question!!! [0.3  0.09 0.45 0.16]\n",
      "Solved Question!!! [0.26 0.06 0.5  0.18]\n",
      "Solved Question!!! [0.3  0.03 0.5  0.17]\n",
      "Solved Question!!! [0.29 0.03 0.51 0.17]\n",
      "Solved Question!!! [0.28 0.04 0.52 0.16]\n",
      "Solved Question!!! [0.28 0.07 0.5  0.15]\n",
      "Solved Question!!! [0.27 0.06 0.53 0.14]\n",
      "Solved Question!!! [0.24 0.15 0.46 0.15]\n",
      "Cheating!!! [0.28 0.28 0.26 0.18]\n",
      "Cheating!!! [0.36 0.23 0.21 0.2 ]\n",
      "Cheating!!! [0.43 0.13 0.19 0.25]\n",
      "Cheating!!! [0.4  0.12 0.23 0.25]\n",
      "Cheating!!! [0.41 0.16 0.23 0.2 ]\n",
      "Cheating!!! [0.41 0.21 0.21 0.17]\n",
      "Cheating!!! [0.39 0.21 0.21 0.19]\n",
      "Cheating!!! [0.38 0.21 0.21 0.2 ]\n",
      "Cheating!!! [0.43 0.19 0.19 0.19]\n",
      "Cheating!!! [0.47 0.17 0.15 0.21]\n",
      "Cheating!!! [0.44 0.22 0.19 0.15]\n",
      "Cheating!!! [0.44 0.22 0.17 0.17]\n",
      "Cheating!!! [0.44 0.24 0.17 0.15]\n",
      "Cheating!!! [0.33 0.32 0.15 0.2 ]\n",
      "Looking Away!!! [0.3  0.38 0.13 0.19]\n",
      "Looking Away!!! [0.3  0.32 0.12 0.26]\n",
      "Looking Away!!! [0.09 0.71 0.07 0.13]\n",
      "Looking Away!!! [0.11 0.69 0.08 0.12]\n",
      "Looking Away!!! [0.08 0.72 0.13 0.07]\n",
      "Looking Away!!! [0.07 0.72 0.11 0.1 ]\n",
      "Looking Away!!! [0.03 0.77 0.12 0.08]\n",
      "Looking Away!!! [0.05 0.75 0.11 0.09]\n",
      "Looking Away!!! [0.08 0.72 0.12 0.08]\n",
      "Looking Away!!! [0.08 0.71 0.13 0.08]\n",
      "Looking Away!!! [0.08 0.73 0.14 0.05]\n",
      "Looking Away!!! [0.08 0.73 0.14 0.05]\n",
      "Looking Away!!! [0.1  0.67 0.14 0.09]\n",
      "Looking Away!!! [0.09 0.66 0.15 0.1 ]\n",
      "Looking Away!!! [0.07 0.68 0.14 0.11]\n",
      "Looking Away!!! [0.08 0.7  0.12 0.1 ]\n",
      "Looking Away!!! [0.08 0.72 0.13 0.07]\n",
      "Looking Away!!! [0.07 0.76 0.1  0.07]\n",
      "Looking Away!!! [0.06 0.76 0.12 0.06]\n",
      "Looking Away!!! [0.06 0.74 0.15 0.05]\n",
      "Looking Away!!! [0.04 0.78 0.12 0.06]\n",
      "Looking Away!!! [0.04 0.76 0.14 0.06]\n",
      "Looking Away!!! [0.06 0.74 0.14 0.06]\n",
      "Looking Away!!! [0.08 0.72 0.14 0.06]\n",
      "Looking Away!!! [0.09 0.73 0.12 0.06]\n",
      "Looking Away!!! [0.09 0.73 0.12 0.06]\n",
      "Looking Away!!! [0.09 0.69 0.13 0.09]\n",
      "Looking Away!!! [0.08 0.72 0.13 0.07]\n",
      "Looking Away!!! [0.09 0.7  0.14 0.07]\n",
      "Looking Away!!! [0.08 0.72 0.14 0.06]\n",
      "Looking Away!!! [0.09 0.65 0.2  0.06]\n",
      "Looking Away!!! [0.09 0.67 0.17 0.07]\n",
      "Looking Away!!! [0.09 0.63 0.22 0.06]\n",
      "Looking Away!!! [0.09 0.66 0.19 0.06]\n",
      "Looking Away!!! [0.09 0.69 0.15 0.07]\n",
      "Looking Away!!! [0.07 0.75 0.12 0.06]\n",
      "Looking Away!!! [0.06 0.75 0.13 0.06]\n",
      "Looking Away!!! [0.07 0.75 0.13 0.05]\n",
      "Looking Away!!! [0.07 0.74 0.13 0.06]\n",
      "Looking Away!!! [0.09 0.69 0.16 0.06]\n",
      "Looking Away!!! [0.09 0.69 0.16 0.06]\n",
      "Looking Away!!! [0.08 0.72 0.15 0.05]\n",
      "Looking Away!!! [0.1  0.7  0.14 0.06]\n",
      "Looking Away!!! [0.11 0.71 0.12 0.06]\n",
      "Looking Away!!! [0.11 0.71 0.12 0.06]\n",
      "Looking Away!!! [0.1  0.7  0.13 0.07]\n",
      "Looking Away!!! [0.1  0.63 0.2  0.07]\n",
      "Looking Away!!! [0.11 0.62 0.19 0.08]\n",
      "Looking Away!!! [0.26 0.41 0.25 0.08]\n",
      "Solved Question!!! [0.19 0.33 0.42 0.06]\n",
      "Looking Away!!! [0.18 0.47 0.27 0.08]\n",
      "Looking Away!!! [0.22 0.42 0.25 0.11]\n",
      "Looking Away!!! [0.22 0.39 0.27 0.12]\n",
      "Looking Away!!! [0.13 0.56 0.21 0.1 ]\n",
      "Looking Away!!! [0.14 0.57 0.2  0.09]\n",
      "Looking Away!!! [0.12 0.56 0.21 0.11]\n",
      "Looking Away!!! [0.11 0.55 0.22 0.12]\n",
      "Looking Away!!! [0.15 0.33 0.33 0.19]\n",
      "Solved Question!!! [0.1  0.25 0.4  0.25]\n",
      "Solved Question!!! [0.15 0.21 0.33 0.31]\n",
      "Solved Question!!! [0.2  0.21 0.38 0.21]\n",
      "Solved Question!!! [0.13 0.21 0.48 0.18]\n",
      "Solved Question!!! [0.1  0.34 0.43 0.13]\n",
      "Solved Question!!! [0.13 0.33 0.43 0.11]\n",
      "Solved Question!!! [0.13 0.32 0.46 0.09]\n",
      "Solved Question!!! [0.14 0.35 0.42 0.09]\n",
      "Solved Question!!! [0.14 0.33 0.42 0.11]\n",
      "Looking Away!!! [0.17 0.33 0.33 0.17]\n",
      "Looking Away!!! [0.17 0.35 0.29 0.19]\n",
      "Looking Away!!! [0.15 0.37 0.32 0.16]\n",
      "Looking Away!!! [0.18 0.39 0.29 0.14]\n",
      "Looking Away!!! [0.17 0.47 0.24 0.12]\n",
      "Solved Question!!! [0.16 0.28 0.35 0.21]\n",
      "Looking Away!!! [0.17 0.37 0.3  0.16]\n",
      "Looking Away!!! [0.16 0.41 0.28 0.15]\n",
      "Looking Away!!! [0.13 0.35 0.31 0.21]\n",
      "Looking Away!!! [0.15 0.37 0.34 0.14]\n",
      "Looking Away!!! [0.16 0.37 0.35 0.12]\n",
      "Looking Away!!! [0.18 0.37 0.33 0.12]\n",
      "Solved Question!!! [0.17 0.33 0.38 0.12]\n",
      "Looking Away!!! [0.18 0.35 0.35 0.12]\n",
      "Looking Away!!! [0.16 0.39 0.33 0.12]\n",
      "Looking Away!!! [0.13 0.42 0.32 0.13]\n",
      "Looking Away!!! [0.16 0.42 0.31 0.11]\n",
      "Looking Away!!! [0.16 0.41 0.32 0.11]\n",
      "Looking Away!!! [0.15 0.41 0.32 0.12]\n",
      "Looking Away!!! [0.16 0.4  0.33 0.11]\n",
      "Looking Away!!! [0.17 0.43 0.3  0.1 ]\n",
      "Looking Away!!! [0.18 0.39 0.33 0.1 ]\n",
      "Looking Away!!! [0.18 0.38 0.35 0.09]\n",
      "Looking Away!!! [0.16 0.41 0.34 0.09]\n",
      "Looking Away!!! [0.15 0.39 0.35 0.11]\n",
      "Looking Away!!! [0.17 0.39 0.34 0.1 ]\n",
      "Looking Away!!! [0.17 0.42 0.32 0.09]\n",
      "Looking Away!!! [0.13 0.44 0.33 0.1 ]\n",
      "Looking Away!!! [0.13 0.46 0.32 0.09]\n",
      "Looking Away!!! [0.14 0.45 0.33 0.08]\n",
      "Solved Question!!! [0.2  0.31 0.37 0.12]\n",
      "Looking Away!!! [0.14 0.45 0.33 0.08]\n",
      "Looking Away!!! [0.14 0.43 0.34 0.09]\n",
      "Looking Away!!! [0.13 0.44 0.34 0.09]\n",
      "Looking Away!!! [0.13 0.44 0.34 0.09]\n",
      "Looking Away!!! [0.13 0.44 0.34 0.09]\n",
      "Looking Away!!! [0.12 0.47 0.31 0.1 ]\n",
      "Looking Away!!! [0.12 0.48 0.31 0.09]\n",
      "Looking Away!!! [0.12 0.49 0.3  0.09]\n",
      "Looking Away!!! [0.14 0.38 0.36 0.12]\n",
      "Looking Away!!! [0.15 0.39 0.34 0.12]\n",
      "Looking Away!!! [0.16 0.38 0.34 0.12]\n",
      "Looking Away!!! [0.14 0.43 0.3  0.13]\n",
      "Looking Away!!! [0.1  0.53 0.29 0.08]\n",
      "Looking Away!!! [0.13 0.55 0.22 0.1 ]\n",
      "Looking Away!!! [0.14 0.52 0.25 0.09]\n",
      "Looking Away!!! [0.2  0.34 0.34 0.12]\n",
      "Looking Away!!! [0.09 0.53 0.31 0.07]\n",
      "Looking Away!!! [0.1  0.5  0.32 0.08]\n",
      "Looking Away!!! [0.09 0.52 0.29 0.1 ]\n",
      "Looking Away!!! [0.09 0.5  0.31 0.1 ]\n",
      "Solved Question!!! [0.14 0.34 0.39 0.13]\n",
      "Solved Question!!! [0.19 0.29 0.39 0.13]\n",
      "Solved Question!!! [0.15 0.3  0.41 0.14]\n",
      "Solved Question!!! [0.22 0.26 0.36 0.16]\n",
      "Solved Question!!! [0.15 0.35 0.38 0.12]\n",
      "Solved Question!!! [0.16 0.36 0.37 0.11]\n",
      "Looking Away!!! [0.14 0.45 0.32 0.09]\n",
      "Looking Away!!! [0.14 0.45 0.31 0.1 ]\n",
      "Solved Question!!! [0.21 0.28 0.37 0.14]\n",
      "Looking Away!!! [0.12 0.47 0.32 0.09]\n",
      "Looking Away!!! [0.13 0.45 0.32 0.1 ]\n",
      "Looking Away!!! [0.17 0.44 0.31 0.08]\n",
      "Looking Away!!! [0.19 0.35 0.33 0.13]\n",
      "Looking Away!!! [0.15 0.45 0.31 0.09]\n",
      "Looking Away!!! [0.12 0.47 0.32 0.09]\n",
      "Looking Away!!! [0.13 0.48 0.29 0.1 ]\n",
      "Solved Question!!! [0.21 0.29 0.36 0.14]\n",
      "Looking Away!!! [0.13 0.44 0.33 0.1 ]\n",
      "Looking Away!!! [0.11 0.47 0.34 0.08]\n",
      "Solved Question!!! [0.23 0.29 0.33 0.15]\n",
      "Solved Question!!! [0.2  0.29 0.35 0.16]\n",
      "Solved Question!!! [0.19 0.3  0.38 0.13]\n",
      "Solved Question!!! [0.22 0.26 0.37 0.15]\n",
      "Solved Question!!! [0.18 0.3  0.38 0.14]\n",
      "Solved Question!!! [0.24 0.28 0.33 0.15]\n",
      "Looking Away!!! [0.11 0.47 0.34 0.08]\n",
      "Looking Away!!! [0.18 0.35 0.35 0.12]\n",
      "Looking Away!!! [0.17 0.38 0.35 0.1 ]\n",
      "Looking Away!!! [0.12 0.45 0.35 0.08]\n",
      "Looking Away!!! [0.15 0.44 0.34 0.07]\n",
      "Looking Away!!! [0.13 0.46 0.34 0.07]\n",
      "Looking Away!!! [0.12 0.48 0.32 0.08]\n",
      "Looking Away!!! [0.16 0.38 0.33 0.13]\n",
      "Looking Away!!! [0.12 0.48 0.29 0.11]\n",
      "Looking Away!!! [0.22 0.38 0.33 0.07]\n",
      "Looking Away!!! [0.15 0.46 0.29 0.1 ]\n",
      "Looking Away!!! [0.14 0.45 0.32 0.09]\n",
      "Solved Question!!! [0.2  0.27 0.4  0.13]\n",
      "Solved Question!!! [0.19 0.32 0.36 0.13]\n",
      "Solved Question!!! [0.22 0.25 0.39 0.14]\n",
      "Solved Question!!! [0.18 0.31 0.38 0.13]\n",
      "Looking Away!!! [0.22 0.33 0.3  0.15]\n",
      "Looking Away!!! [0.17 0.42 0.31 0.1 ]\n",
      "Looking Away!!! [0.18 0.41 0.3  0.11]\n",
      "Solved Question!!! [0.23 0.28 0.36 0.13]\n",
      "Solved Question!!! [0.22 0.33 0.35 0.1 ]\n",
      "Looking Away!!! [0.12 0.42 0.39 0.07]\n"
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     "name": "stdout",
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      "Looking Away!!! [0.16 0.47 0.3  0.07]\n",
      "Looking Away!!! [0.19 0.39 0.32 0.1 ]\n",
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      "Looking Away!!! [0.2  0.35 0.33 0.12]\n",
      "Looking Away!!! [0.14 0.38 0.37 0.11]\n",
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      "Solved Question!!! [0.17 0.34 0.35 0.14]\n",
      "Looking Away!!! [0.12 0.46 0.32 0.1 ]\n",
      "Looking Away!!! [0.11 0.47 0.32 0.1 ]\n",
      "Looking Away!!! [0.13 0.45 0.32 0.1 ]\n",
      "Looking Away!!! [0.15 0.43 0.31 0.11]\n",
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      "Solved Question!!! [0.25 0.2  0.38 0.17]\n",
      "Solved Question!!! [0.25 0.3  0.36 0.09]\n",
      "Solved Question!!! [0.25 0.29 0.39 0.07]\n",
      "Solved Question!!! [0.33 0.18 0.39 0.1 ]\n",
      "Solved Question!!! [0.31 0.2  0.4  0.09]\n",
      "Solved Question!!! [0.31 0.19 0.38 0.12]\n",
      "Solved Question!!! [0.3  0.18 0.37 0.15]\n",
      "Solved Question!!! [0.32 0.17 0.37 0.14]\n",
      "Solved Question!!! [0.33 0.19 0.36 0.12]\n",
      "Solved Question!!! [0.23 0.24 0.4  0.13]\n",
      "Solved Question!!! [0.22 0.25 0.37 0.16]\n",
      "Solved Question!!! [0.17 0.25 0.45 0.13]\n",
      "Solved Question!!! [0.17 0.3  0.4  0.13]\n",
      "Looking Away!!! [0.17 0.42 0.32 0.09]\n",
      "Solved Question!!! [0.2  0.26 0.36 0.18]\n",
      "Solved Question!!! [0.16 0.34 0.37 0.13]\n",
      "Looking Away!!! [0.18 0.34 0.34 0.14]\n",
      "Looking Away!!! [0.18 0.34 0.34 0.14]\n",
      "Looking Away!!! [0.15 0.43 0.34 0.08]\n",
      "Looking Away!!! [0.15 0.4  0.35 0.1 ]\n",
      "Looking Away!!! [0.14 0.43 0.33 0.1 ]\n",
      "Looking Away!!! [0.13 0.45 0.34 0.08]\n",
      "Looking Away!!! [0.12 0.49 0.32 0.07]\n",
      "Looking Away!!! [0.13 0.49 0.32 0.06]\n",
      "Looking Away!!! [0.12 0.5  0.32 0.06]\n",
      "Looking Away!!! [0.11 0.5  0.33 0.06]\n",
      "Looking Away!!! [0.12 0.48 0.32 0.08]\n",
      "Looking Away!!! [0.12 0.49 0.31 0.08]\n",
      "Looking Away!!! [0.12 0.52 0.29 0.07]\n",
      "Looking Away!!! [0.12 0.53 0.28 0.07]\n",
      "Looking Away!!! [0.12 0.56 0.25 0.07]\n",
      "Looking Away!!! [0.12 0.54 0.27 0.07]\n",
      "Looking Away!!! [0.12 0.54 0.27 0.07]\n",
      "Looking Away!!! [0.12 0.55 0.25 0.08]\n",
      "Looking Away!!! [0.13 0.54 0.26 0.07]\n",
      "Looking Away!!! [0.13 0.5  0.31 0.06]\n",
      "Looking Away!!! [0.13 0.45 0.35 0.07]\n",
      "Looking Away!!! [0.14 0.43 0.36 0.07]\n",
      "Looking Away!!! [0.13 0.49 0.32 0.06]\n",
      "Looking Away!!! [0.12 0.5  0.31 0.07]\n",
      "Looking Away!!! [0.14 0.45 0.34 0.07]\n",
      "Looking Away!!! [0.14 0.43 0.36 0.07]\n",
      "Looking Away!!! [0.13 0.43 0.37 0.07]\n",
      "Looking Away!!! [0.12 0.45 0.36 0.07]\n",
      "Looking Away!!! [0.14 0.41 0.38 0.07]\n",
      "Looking Away!!! [0.14 0.45 0.34 0.07]\n",
      "Looking Away!!! [0.13 0.44 0.36 0.07]\n",
      "Looking Away!!! [0.13 0.43 0.35 0.09]\n",
      "Looking Away!!! [0.14 0.44 0.34 0.08]\n",
      "Looking Away!!! [0.14 0.42 0.35 0.09]\n",
      "Solved Question!!! [0.2  0.32 0.37 0.11]\n",
      "Solved Question!!! [0.21 0.26 0.38 0.15]\n",
      "Solved Question!!! [0.21 0.25 0.38 0.16]\n",
      "Looking Away!!! [0.19 0.35 0.33 0.13]\n",
      "Looking Away!!! [0.18 0.42 0.3  0.1 ]\n",
      "Looking Away!!! [0.12 0.45 0.34 0.09]\n",
      "Looking Away!!! [0.13 0.47 0.32 0.08]\n",
      "Looking Away!!! [0.17 0.34 0.34 0.15]\n",
      "Solved Question!!! [0.23 0.22 0.38 0.17]\n",
      "Solved Question!!! [0.24 0.08 0.44 0.24]\n",
      "Cheating!!! [0.41 0.04 0.39 0.16]\n",
      "Solved Question!!! [0.36 0.04 0.43 0.17]\n",
      "Cheating!!! [0.39 0.02 0.36 0.23]\n",
      "Cheating!!! [0.42 0.01 0.34 0.23]\n",
      "Solved Question!!! [0.35 0.01 0.39 0.25]\n",
      "Cheating!!! [0.4  0.02 0.3  0.28]\n",
      "Cheating!!! [0.42 0.02 0.26 0.3 ]\n",
      "Cheating!!! [0.5 0.  0.2 0.3]\n",
      "Cheating!!! [0.55 0.01 0.16 0.28]\n",
      "Cheating!!! [0.54 0.   0.16 0.3 ]\n",
      "Cheating!!! [0.49 0.01 0.24 0.26]\n",
      "Cheating!!! [0.45 0.02 0.24 0.29]\n",
      "Cheating!!! [0.43 0.   0.32 0.25]\n",
      "Cheating!!! [0.42 0.02 0.36 0.2 ]\n",
      "Cheating!!! [0.43 0.02 0.37 0.18]\n",
      "Cheating!!! [0.41 0.01 0.39 0.19]\n",
      "Cheating!!! [0.44 0.02 0.38 0.16]\n",
      "Cheating!!! [0.43 0.01 0.4  0.16]\n",
      "Cheating!!! [0.43 0.01 0.41 0.15]\n",
      "Cheating!!! [0.45 0.02 0.38 0.15]\n",
      "Cheating!!! [0.47 0.02 0.37 0.14]\n",
      "Cheating!!! [0.53 0.03 0.31 0.13]\n",
      "Cheating!!! [0.47 0.05 0.35 0.13]\n",
      "Cheating!!! [0.51 0.03 0.33 0.13]\n",
      "Cheating!!! [0.45 0.03 0.37 0.15]\n",
      "Cheating!!! [0.45 0.03 0.4  0.12]\n",
      "Cheating!!! [0.52 0.03 0.35 0.1 ]\n",
      "Cheating!!! [0.46 0.09 0.37 0.08]\n",
      "Cheating!!! [0.46 0.08 0.38 0.08]\n",
      "Cheating!!! [0.51 0.06 0.34 0.09]\n",
      "Cheating!!! [0.45 0.12 0.35 0.08]\n",
      "Cheating!!! [0.46 0.09 0.36 0.09]\n",
      "Cheating!!! [0.52 0.06 0.34 0.08]\n",
      "Cheating!!! [0.5  0.05 0.35 0.1 ]\n",
      "Cheating!!! [0.48 0.05 0.37 0.1 ]\n",
      "Cheating!!! [0.47 0.04 0.38 0.11]\n",
      "Cheating!!! [0.43 0.06 0.4  0.11]\n",
      "Cheating!!! [0.45 0.03 0.42 0.1 ]\n",
      "Cheating!!! [0.45 0.09 0.38 0.08]\n",
      "Cheating!!! [0.43 0.06 0.39 0.12]\n",
      "Cheating!!! [0.46 0.05 0.38 0.11]\n",
      "Cheating!!! [0.46 0.05 0.39 0.1 ]\n",
      "Cheating!!! [0.39 0.15 0.37 0.09]\n",
      "Cheating!!! [0.41 0.1  0.41 0.08]\n",
      "Cheating!!! [0.42 0.1  0.41 0.07]\n",
      "Cheating!!! [0.43 0.1  0.4  0.07]\n",
      "Cheating!!! [0.43 0.1  0.4  0.07]\n",
      "Cheating!!! [0.43 0.11 0.38 0.08]\n",
      "Cheating!!! [0.44 0.07 0.4  0.09]\n",
      "Cheating!!! [0.47 0.06 0.4  0.07]\n",
      "Cheating!!! [0.45 0.06 0.4  0.09]\n",
      "Cheating!!! [0.42 0.07 0.42 0.09]\n",
      "Cheating!!! [0.42 0.08 0.39 0.11]\n",
      "Cheating!!! [0.43 0.06 0.41 0.1 ]\n",
      "Cheating!!! [0.44 0.07 0.39 0.1 ]\n",
      "Cheating!!! [0.44 0.04 0.43 0.09]\n",
      "Solved Question!!! [0.42 0.04 0.47 0.07]\n",
      "Solved Question!!! [0.39 0.04 0.49 0.08]\n",
      "Cheating!!! [0.44 0.04 0.43 0.09]\n",
      "Solved Question!!! [0.36 0.04 0.49 0.11]\n",
      "Solved Question!!! [0.26 0.05 0.58 0.11]\n",
      "Solved Question!!! [0.24 0.07 0.57 0.12]\n",
      "Solved Question!!! [0.23 0.06 0.56 0.15]\n",
      "Solved Question!!! [0.2  0.07 0.59 0.14]\n",
      "Solved Question!!! [0.17 0.06 0.64 0.13]\n",
      "Solved Question!!! [0.17 0.04 0.64 0.15]\n",
      "Solved Question!!! [0.24 0.02 0.55 0.19]\n",
      "Solved Question!!! [0.2  0.02 0.57 0.21]\n",
      "Solved Question!!! [0.21 0.02 0.54 0.23]\n",
      "Solved Question!!! [0.23 0.01 0.54 0.22]\n",
      "Solved Question!!! [0.2  0.01 0.6  0.19]\n",
      "Solved Question!!! [0.18 0.02 0.59 0.21]\n",
      "Solved Question!!! [0.35 0.01 0.44 0.2 ]\n",
      "Cheating!!! [0.44 0.   0.35 0.21]\n",
      "Cheating!!! [0.5  0.01 0.46 0.03]\n",
      "Cheating!!! [0.46 0.04 0.44 0.06]\n",
      "Solved Question!!! [0.36 0.01 0.5  0.13]\n",
      "Solved Question!!! [0.36 0.   0.39 0.25]\n",
      "Cheating!!! [0.38 0.02 0.31 0.29]\n",
      "Cheating!!! [0.36 0.01 0.31 0.32]\n",
      "Cheating!!! [0.4  0.01 0.19 0.4 ]\n",
      "Using Phone!!! [0.37 0.   0.17 0.46]\n",
      "Using Phone!!! [0.36 0.   0.18 0.46]\n",
      "Cheating!!! [0.44 0.01 0.2  0.35]\n",
      "Cheating!!! [0.59 0.   0.22 0.19]\n",
      "Cheating!!! [0.71 0.01 0.21 0.07]\n",
      "Cheating!!! [0.66 0.04 0.24 0.06]\n",
      "Cheating!!! [0.5  0.07 0.34 0.09]\n",
      "Cheating!!! [0.53 0.12 0.31 0.04]\n",
      "Cheating!!! [0.6  0.06 0.25 0.09]\n",
      "Cheating!!! [0.73 0.   0.23 0.04]\n",
      "Cheating!!! [0.69 0.02 0.22 0.07]\n",
      "Cheating!!! [0.58 0.02 0.23 0.17]\n",
      "Cheating!!! [0.39 0.01 0.21 0.39]\n",
      "Using Phone!!! [0.3  0.   0.14 0.56]\n",
      "Using Phone!!! [0.28 0.   0.11 0.61]\n",
      "Using Phone!!! [0.24 0.   0.09 0.67]\n",
      "Using Phone!!! [0.23 0.   0.08 0.69]\n",
      "Using Phone!!! [0.25 0.   0.09 0.66]\n",
      "Using Phone!!! [0.27 0.   0.11 0.62]\n",
      "Using Phone!!! [0.26 0.01 0.13 0.6 ]\n",
      "Using Phone!!! [0.26 0.01 0.1  0.63]\n",
      "Using Phone!!! [0.29 0.01 0.1  0.6 ]\n",
      "Using Phone!!! [0.28 0.01 0.1  0.61]\n",
      "Using Phone!!! [0.27 0.01 0.11 0.61]\n",
      "Using Phone!!! [0.28 0.01 0.09 0.62]\n",
      "Using Phone!!! [0.25 0.01 0.09 0.65]\n",
      "Using Phone!!! [0.23 0.   0.09 0.68]\n",
      "Using Phone!!! [0.21 0.   0.11 0.68]\n",
      "Using Phone!!! [0.21 0.   0.11 0.68]\n",
      "Using Phone!!! [0.25 0.   0.17 0.58]\n",
      "Using Phone!!! [0.25 0.01 0.24 0.5 ]\n",
      "Using Phone!!! [0.34 0.02 0.28 0.36]\n",
      "Cheating!!! [0.39 0.03 0.38 0.2 ]\n",
      "Cheating!!! [0.38 0.01 0.38 0.23]\n",
      "Solved Question!!! [0.38 0.01 0.41 0.2 ]\n",
      "Cheating!!! [0.47 0.01 0.37 0.15]\n",
      "Cheating!!! [0.48 0.01 0.33 0.18]\n",
      "Cheating!!! [0.48 0.01 0.34 0.17]\n",
      "Cheating!!! [0.44 0.01 0.36 0.19]\n",
      "Cheating!!! [0.45 0.02 0.38 0.15]\n",
      "Cheating!!! [0.45 0.04 0.31 0.2 ]\n",
      "Cheating!!! [0.43 0.03 0.26 0.28]\n",
      "Cheating!!! [0.42 0.02 0.24 0.32]\n",
      "Using Phone!!! [0.38 0.01 0.22 0.39]\n",
      "Cheating!!! [0.39 0.01 0.22 0.38]\n",
      "Cheating!!! [0.45 0.02 0.22 0.31]\n",
      "Using Phone!!! [0.38 0.   0.22 0.4 ]\n",
      "Cheating!!! [0.42 0.03 0.24 0.31]\n",
      "Cheating!!! [0.47 0.02 0.24 0.27]\n",
      "Cheating!!! [0.58 0.04 0.22 0.16]\n",
      "Cheating!!! [0.46 0.02 0.44 0.08]\n",
      "Cheating!!! [0.43 0.01 0.42 0.14]\n",
      "Cheating!!! [0.43 0.   0.38 0.19]\n",
      "Solved Question!!! [0.39 0.01 0.43 0.17]\n",
      "Solved Question!!! [0.38 0.01 0.41 0.2 ]\n",
      "Cheating!!! [0.46 0.   0.36 0.18]\n",
      "Cheating!!! [0.47 0.   0.36 0.17]\n",
      "Cheating!!! [0.49 0.   0.4  0.11]\n",
      "Cheating!!! [0.52 0.   0.4  0.08]\n",
      "Cheating!!! [0.49 0.   0.4  0.11]\n",
      "Cheating!!! [0.46 0.   0.44 0.1 ]\n",
      "Cheating!!! [0.46 0.   0.43 0.11]\n",
      "Cheating!!! [0.47 0.   0.42 0.11]\n",
      "Cheating!!! [0.44 0.   0.43 0.13]\n",
      "Solved Question!!! [0.36 0.   0.44 0.2 ]\n",
      "Solved Question!!! [0.35 0.01 0.44 0.2 ]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solved Question!!! [0.37 0.02 0.42 0.19]\n",
      "Solved Question!!! [0.28 0.12 0.41 0.19]\n",
      "Cheating!!! [0.33 0.27 0.28 0.12]\n",
      "Cheating!!! [0.39 0.25 0.24 0.12]\n",
      "Cheating!!! [0.37 0.17 0.3  0.16]\n",
      "Cheating!!! [0.38 0.07 0.35 0.2 ]\n",
      "Solved Question!!! [0.33 0.06 0.37 0.24]\n",
      "Solved Question!!! [0.31 0.12 0.36 0.21]\n",
      "Cheating!!! [0.38 0.05 0.36 0.21]\n",
      "Cheating!!! [0.49 0.02 0.28 0.21]\n",
      "Using Phone!!! [0.33 0.01 0.15 0.51]\n",
      "Using Phone!!! [0.25 0.01 0.15 0.59]\n",
      "Using Phone!!! [0.24 0.   0.18 0.58]\n",
      "Using Phone!!! [0.35 0.02 0.1  0.53]\n",
      "Using Phone!!! [0.34 0.02 0.1  0.54]\n",
      "Using Phone!!! [0.32 0.02 0.12 0.54]\n",
      "Using Phone!!! [0.28 0.01 0.15 0.56]\n",
      "Using Phone!!! [0.27 0.01 0.11 0.61]\n",
      "Using Phone!!! [0.33 0.04 0.11 0.52]\n",
      "Using Phone!!! [0.29 0.03 0.13 0.55]\n",
      "Using Phone!!! [0.24 0.03 0.13 0.6 ]\n",
      "Using Phone!!! [0.21 0.02 0.12 0.65]\n",
      "Using Phone!!! [0.23 0.03 0.15 0.59]\n",
      "Using Phone!!! [0.24 0.04 0.11 0.61]\n",
      "Using Phone!!! [0.25 0.02 0.14 0.59]\n",
      "Using Phone!!! [0.3  0.03 0.12 0.55]\n",
      "Using Phone!!! [0.25 0.03 0.07 0.65]\n",
      "Using Phone!!! [0.29 0.03 0.08 0.6 ]\n",
      "Using Phone!!! [0.25 0.01 0.05 0.69]\n",
      "Using Phone!!! [0.2  0.   0.05 0.75]\n",
      "Using Phone!!! [0.25 0.   0.09 0.66]\n",
      "Using Phone!!! [0.3  0.01 0.21 0.48]\n",
      "Using Phone!!! [0.37 0.01 0.23 0.39]\n",
      "Using Phone!!! [0.24 0.05 0.27 0.44]\n",
      "Using Phone!!! [0.22 0.04 0.18 0.56]\n",
      "Solved Question!!! [0.28 0.06 0.34 0.32]\n",
      "Solved Question!!! [0.27 0.06 0.34 0.33]\n",
      "Solved Question!!! [0.36 0.06 0.37 0.21]\n",
      "Solved Question!!! [0.27 0.05 0.36 0.32]\n",
      "Solved Question!!! [0.26 0.08 0.39 0.27]\n",
      "Solved Question!!! [0.25 0.05 0.38 0.32]\n",
      "Using Phone!!! [0.22 0.05 0.29 0.44]\n",
      "Using Phone!!! [0.22 0.05 0.27 0.46]\n",
      "Solved Question!!! [0.25 0.06 0.37 0.32]\n",
      "Cheating!!! [0.39 0.09 0.34 0.18]\n",
      "Cheating!!! [0.38 0.07 0.35 0.2 ]\n",
      "Solved Question!!! [0.25 0.05 0.37 0.33]\n",
      "Using Phone!!! [0.29 0.05 0.29 0.37]\n",
      "Cheating!!! [0.36 0.06 0.34 0.24]\n",
      "Solved Question!!! [0.22 0.07 0.37 0.34]\n",
      "Solved Question!!! [0.28 0.13 0.39 0.2 ]\n",
      "Solved Question!!! [0.35 0.12 0.37 0.16]\n",
      "Cheating!!! [0.37 0.05 0.34 0.24]\n",
      "Cheating!!! [0.5  0.03 0.23 0.24]\n",
      "Cheating!!! [0.57 0.06 0.22 0.15]\n",
      "Cheating!!! [0.5  0.04 0.2  0.26]\n",
      "Cheating!!! [0.36 0.06 0.28 0.3 ]\n",
      "Cheating!!! [0.39 0.04 0.21 0.36]\n",
      "Cheating!!! [0.43 0.04 0.19 0.34]\n",
      "Cheating!!! [0.43 0.03 0.18 0.36]\n",
      "Cheating!!! [0.39 0.04 0.31 0.26]\n",
      "Cheating!!! [0.49 0.02 0.24 0.25]\n",
      "Cheating!!! [0.42 0.04 0.34 0.2 ]\n",
      "Cheating!!! [0.33 0.04 0.33 0.3 ]\n",
      "Cheating!!! [0.36 0.04 0.33 0.27]\n",
      "Using Phone!!! [0.33 0.05 0.27 0.35]\n",
      "Cheating!!! [0.36 0.05 0.34 0.25]\n",
      "Cheating!!! [0.33 0.04 0.32 0.31]\n",
      "Using Phone!!! [0.31 0.01 0.26 0.42]\n",
      "Cheating!!! [0.48 0.03 0.25 0.24]\n",
      "Using Phone!!! [0.3  0.02 0.32 0.36]\n",
      "Cheating!!! [0.42 0.02 0.24 0.32]\n",
      "Using Phone!!! [0.37 0.01 0.12 0.5 ]\n",
      "Cheating!!! [0.54 0.02 0.27 0.17]\n",
      "Cheating!!! [0.43 0.03 0.28 0.26]\n",
      "Cheating!!! [0.45 0.03 0.28 0.24]\n",
      "Cheating!!! [0.49 0.04 0.25 0.22]\n",
      "Cheating!!! [0.47 0.02 0.24 0.27]\n",
      "Solved Question!!! [0.32 0.04 0.38 0.26]\n",
      "Solved Question!!! [0.28 0.08 0.35 0.29]\n",
      "Solved Question!!! [0.28 0.05 0.37 0.3 ]\n",
      "Solved Question!!! [0.25 0.05 0.37 0.33]\n",
      "Solved Question!!! [0.3  0.05 0.36 0.29]\n",
      "Solved Question!!! [0.31 0.04 0.37 0.28]\n",
      "Solved Question!!! [0.32 0.04 0.4  0.24]\n",
      "Cheating!!! [0.37 0.02 0.31 0.3 ]\n",
      "Cheating!!! [0.4  0.04 0.35 0.21]\n",
      "Cheating!!! [0.46 0.05 0.34 0.15]\n",
      "Cheating!!! [0.47 0.03 0.27 0.23]\n",
      "Cheating!!! [0.47 0.03 0.27 0.23]\n",
      "Cheating!!! [0.6  0.04 0.19 0.17]\n",
      "Cheating!!! [0.57 0.05 0.2  0.18]\n",
      "Cheating!!! [0.62 0.05 0.22 0.11]\n",
      "Cheating!!! [0.68 0.03 0.22 0.07]\n",
      "Cheating!!! [0.75 0.02 0.19 0.04]\n",
      "Cheating!!! [0.59 0.02 0.24 0.15]\n",
      "Using Phone!!! [0.31 0.08 0.13 0.48]\n",
      "Using Phone!!! [0.24 0.13 0.21 0.42]\n",
      "Using Phone!!! [0.24 0.15 0.17 0.44]\n",
      "Using Phone!!! [0.25 0.1  0.19 0.46]\n",
      "Using Phone!!! [0.28 0.06 0.15 0.51]\n",
      "Using Phone!!! [0.28 0.06 0.12 0.54]\n",
      "Using Phone!!! [0.33 0.07 0.1  0.5 ]\n",
      "Using Phone!!! [0.35 0.05 0.08 0.52]\n",
      "Using Phone!!! [0.32 0.05 0.12 0.51]\n",
      "Using Phone!!! [0.32 0.05 0.1  0.53]\n",
      "Using Phone!!! [0.33 0.05 0.1  0.52]\n",
      "Using Phone!!! [0.32 0.07 0.13 0.48]\n",
      "Cheating!!! [0.4  0.07 0.15 0.38]\n",
      "Using Phone!!! [0.21 0.08 0.11 0.6 ]\n",
      "Cheating!!! [0.32 0.2  0.25 0.23]\n",
      "Using Phone!!! [0.4  0.03 0.11 0.46]\n",
      "Cheating!!! [0.5  0.   0.22 0.28]\n",
      "Cheating!!! [0.65 0.   0.18 0.17]\n",
      "Cheating!!! [0.58 0.   0.21 0.21]\n",
      "Cheating!!! [0.71 0.   0.18 0.11]\n",
      "Cheating!!! [0.53 0.   0.13 0.34]\n",
      "Cheating!!! [0.37 0.04 0.29 0.3 ]\n",
      "Cheating!!! [0.39 0.14 0.35 0.12]\n",
      "Using Phone!!! [0.35 0.02 0.16 0.47]\n",
      "Cheating!!! [0.42 0.15 0.29 0.14]\n",
      "Cheating!!! [0.44 0.13 0.24 0.19]\n",
      "Using Phone!!! [0.23 0.   0.15 0.62]\n",
      "Using Phone!!! [0.22 0.06 0.18 0.54]\n",
      "Using Phone!!! [0.21 0.02 0.13 0.64]\n",
      "Using Phone!!! [0.22 0.08 0.13 0.57]\n",
      "Using Phone!!! [0.28 0.08 0.11 0.53]\n",
      "Using Phone!!! [0.28 0.07 0.15 0.5 ]\n",
      "Using Phone!!! [0.3  0.03 0.17 0.5 ]\n",
      "Using Phone!!! [0.31 0.06 0.13 0.5 ]\n",
      "Cheating!!! [0.47 0.14 0.23 0.16]\n",
      "Using Phone!!! [0.31 0.05 0.13 0.51]\n",
      "Cheating!!! [0.46 0.15 0.23 0.16]\n",
      "Using Phone!!! [0.31 0.07 0.17 0.45]\n",
      "Cheating!!! [0.46 0.12 0.21 0.21]\n",
      "Cheating!!! [0.44 0.16 0.27 0.13]\n",
      "Cheating!!! [0.44 0.15 0.27 0.14]\n",
      "Using Phone!!! [0.31 0.03 0.28 0.38]\n",
      "Cheating!!! [0.57 0.05 0.31 0.07]\n",
      "Cheating!!! [0.43 0.1  0.41 0.06]\n",
      "Solved Question!!! [0.3  0.09 0.55 0.06]\n",
      "Cheating!!! [0.56 0.06 0.29 0.09]\n",
      "Cheating!!! [0.42 0.06 0.29 0.23]\n",
      "Cheating!!! [0.4  0.12 0.29 0.19]\n",
      "Cheating!!! [0.44 0.08 0.23 0.25]\n",
      "Cheating!!! [0.4  0.1  0.21 0.29]\n",
      "Cheating!!! [0.42 0.1  0.18 0.3 ]\n",
      "Cheating!!! [0.4  0.06 0.19 0.35]\n",
      "Cheating!!! [0.4  0.06 0.16 0.38]\n",
      "Cheating!!! [0.4  0.07 0.15 0.38]\n",
      "Cheating!!! [0.43 0.07 0.15 0.35]\n",
      "Cheating!!! [0.59 0.06 0.1  0.25]\n",
      "Cheating!!! [0.56 0.06 0.11 0.27]\n",
      "Cheating!!! [0.61 0.03 0.11 0.25]\n",
      "Cheating!!! [0.63 0.04 0.11 0.22]\n",
      "Cheating!!! [0.64 0.02 0.11 0.23]\n",
      "Cheating!!! [0.67 0.03 0.1  0.2 ]\n",
      "Using Phone!!! [0.26 0.05 0.16 0.53]\n",
      "Using Phone!!! [0.26 0.01 0.19 0.54]\n",
      "Using Phone!!! [0.28 0.01 0.17 0.54]\n",
      "Using Phone!!! [0.26 0.   0.16 0.58]\n",
      "Using Phone!!! [0.25 0.   0.14 0.61]\n",
      "Using Phone!!! [0.26 0.01 0.15 0.58]\n",
      "Using Phone!!! [0.23 0.01 0.14 0.62]\n",
      "Using Phone!!! [0.22 0.01 0.17 0.6 ]\n",
      "Using Phone!!! [0.3  0.01 0.16 0.53]\n",
      "Using Phone!!! [0.32 0.01 0.23 0.44]\n",
      "Using Phone!!! [0.33 0.   0.25 0.42]\n",
      "Using Phone!!! [0.27 0.   0.24 0.49]\n",
      "Using Phone!!! [0.29 0.   0.29 0.42]\n",
      "Cheating!!! [0.43 0.01 0.31 0.25]\n",
      "Cheating!!! [0.49 0.   0.35 0.16]\n",
      "Cheating!!! [0.49 0.   0.36 0.15]\n",
      "Cheating!!! [0.43 0.01 0.39 0.17]\n",
      "Cheating!!! [0.43 0.01 0.38 0.18]\n",
      "Cheating!!! [0.49 0.   0.32 0.19]\n",
      "Cheating!!! [0.49 0.   0.33 0.18]\n",
      "Cheating!!! [0.52 0.01 0.27 0.2 ]\n",
      "Cheating!!! [0.51 0.02 0.28 0.19]\n",
      "Cheating!!! [0.46 0.05 0.3  0.19]\n",
      "Cheating!!! [0.47 0.05 0.3  0.18]\n",
      "Cheating!!! [0.48 0.07 0.26 0.19]\n",
      "Cheating!!! [0.47 0.06 0.28 0.19]\n",
      "Cheating!!! [0.47 0.07 0.26 0.2 ]\n",
      "Cheating!!! [0.47 0.07 0.28 0.18]\n",
      "Cheating!!! [0.46 0.04 0.31 0.19]\n",
      "Cheating!!! [0.46 0.07 0.29 0.18]\n",
      "Cheating!!! [0.44 0.05 0.32 0.19]\n",
      "Cheating!!! [0.45 0.05 0.33 0.17]\n",
      "Cheating!!! [0.43 0.04 0.35 0.18]\n",
      "Cheating!!! [0.46 0.02 0.35 0.17]\n",
      "Cheating!!! [0.47 0.02 0.34 0.17]\n",
      "Cheating!!! [0.4  0.04 0.39 0.17]\n",
      "Cheating!!! [0.4  0.05 0.38 0.17]\n",
      "Cheating!!! [0.4  0.04 0.39 0.17]\n",
      "Cheating!!! [0.4  0.08 0.36 0.16]\n",
      "Cheating!!! [0.41 0.08 0.37 0.14]\n",
      "Cheating!!! [0.4  0.07 0.39 0.14]\n",
      "Cheating!!! [0.41 0.09 0.37 0.13]\n",
      "Cheating!!! [0.4  0.08 0.38 0.14]\n",
      "Cheating!!! [0.39 0.09 0.38 0.14]\n",
      "Cheating!!! [0.39 0.09 0.38 0.14]\n",
      "Cheating!!! [0.39 0.09 0.38 0.14]\n",
      "Cheating!!! [0.38 0.09 0.38 0.15]\n",
      "Cheating!!! [0.4  0.11 0.38 0.11]\n",
      "Cheating!!! [0.4  0.11 0.37 0.12]\n",
      "Cheating!!! [0.39 0.08 0.39 0.14]\n",
      "Solved Question!!! [0.38 0.09 0.39 0.14]\n",
      "Cheating!!! [0.39 0.11 0.37 0.13]\n",
      "Solved Question!!! [0.37 0.09 0.4  0.14]\n",
      "Solved Question!!! [0.37 0.11 0.41 0.11]\n",
      "Solved Question!!! [0.37 0.1  0.4  0.13]\n",
      "Solved Question!!! [0.37 0.11 0.42 0.1 ]\n",
      "Solved Question!!! [0.37 0.12 0.41 0.1 ]\n",
      "Solved Question!!! [0.31 0.1  0.47 0.12]\n",
      "Solved Question!!! [0.33 0.12 0.42 0.13]\n",
      "Solved Question!!! [0.3  0.11 0.48 0.11]\n",
      "Solved Question!!! [0.3  0.11 0.47 0.12]\n",
      "Solved Question!!! [0.3  0.1  0.49 0.11]\n",
      "Solved Question!!! [0.31 0.11 0.49 0.09]\n",
      "Solved Question!!! [0.38 0.08 0.43 0.11]\n",
      "Solved Question!!! [0.34 0.05 0.48 0.13]\n",
      "Solved Question!!! [0.36 0.03 0.41 0.2 ]\n",
      "Using Phone!!! [0.27 0.   0.1  0.63]\n",
      "Using Phone!!! [0.21 0.01 0.11 0.67]\n",
      "Cheating!!! [0.48 0.   0.15 0.37]\n",
      "Using Phone!!! [0.21 0.01 0.12 0.66]\n",
      "Using Phone!!! [0.35 0.   0.11 0.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using Phone!!! [0.24 0.01 0.11 0.64]\n",
      "Using Phone!!! [0.29 0.01 0.1  0.6 ]\n",
      "Using Phone!!! [0.34 0.02 0.12 0.52]\n",
      "Using Phone!!! [0.35 0.02 0.11 0.52]\n",
      "Using Phone!!! [0.2  0.01 0.16 0.63]\n",
      "Using Phone!!! [0.19 0.01 0.22 0.58]\n",
      "Using Phone!!! [0.18 0.01 0.17 0.64]\n",
      "Using Phone!!! [0.23 0.01 0.14 0.62]\n",
      "Using Phone!!! [0.25 0.02 0.16 0.57]\n",
      "Using Phone!!! [0.27 0.01 0.15 0.57]\n",
      "Cheating!!! [0.42 0.03 0.34 0.21]\n",
      "Cheating!!! [0.48 0.02 0.36 0.14]\n",
      "Cheating!!! [0.44 0.02 0.4  0.14]\n",
      "Cheating!!! [0.45 0.01 0.41 0.13]\n",
      "Cheating!!! [0.44 0.   0.42 0.14]\n",
      "Cheating!!! [0.45 0.   0.37 0.18]\n",
      "Cheating!!! [0.53 0.   0.33 0.14]\n",
      "Cheating!!! [0.52 0.   0.34 0.14]\n",
      "Cheating!!! [0.53 0.   0.31 0.16]\n",
      "Cheating!!! [0.54 0.   0.31 0.15]\n",
      "Cheating!!! [0.51 0.   0.32 0.17]\n",
      "Cheating!!! [0.5  0.   0.34 0.16]\n",
      "Cheating!!! [0.52 0.01 0.32 0.15]\n",
      "Cheating!!! [0.49 0.01 0.32 0.18]\n",
      "Cheating!!! [0.45 0.04 0.41 0.1 ]\n",
      "Cheating!!! [0.42 0.05 0.41 0.12]\n",
      "Cheating!!! [0.47 0.02 0.37 0.14]\n",
      "Solved Question!!! [0.37 0.03 0.44 0.16]\n",
      "Cheating!!! [0.43 0.02 0.41 0.14]\n",
      "Solved Question!!! [0.4  0.01 0.44 0.15]\n",
      "Solved Question!!! [0.35 0.08 0.4  0.17]\n",
      "Cheating!!! [0.41 0.03 0.41 0.15]\n",
      "Cheating!!! [0.41 0.03 0.41 0.15]\n",
      "Cheating!!! [0.44 0.03 0.38 0.15]\n",
      "Cheating!!! [0.41 0.04 0.38 0.17]\n",
      "Solved Question!!! [0.38 0.06 0.39 0.17]\n",
      "Solved Question!!! [0.36 0.05 0.43 0.16]\n",
      "Solved Question!!! [0.34 0.04 0.46 0.16]\n",
      "Solved Question!!! [0.33 0.08 0.44 0.15]\n",
      "Solved Question!!! [0.35 0.07 0.42 0.16]\n",
      "Solved Question!!! [0.34 0.06 0.44 0.16]\n",
      "Solved Question!!! [0.3  0.11 0.42 0.17]\n",
      "Solved Question!!! [0.28 0.1  0.47 0.15]\n",
      "Solved Question!!! [0.31 0.08 0.44 0.17]\n",
      "Solved Question!!! [0.33 0.06 0.48 0.13]\n",
      "Solved Question!!! [0.33 0.06 0.48 0.13]\n",
      "Solved Question!!! [0.32 0.06 0.48 0.14]\n",
      "Solved Question!!! [0.28 0.07 0.48 0.17]\n",
      "Solved Question!!! [0.29 0.03 0.51 0.17]\n",
      "Solved Question!!! [0.29 0.03 0.51 0.17]\n",
      "Solved Question!!! [0.3  0.01 0.54 0.15]\n",
      "Solved Question!!! [0.29 0.02 0.5  0.19]\n",
      "Solved Question!!! [0.32 0.07 0.48 0.13]\n",
      "Solved Question!!! [0.28 0.05 0.48 0.19]\n",
      "Solved Question!!! [0.3  0.02 0.51 0.17]\n",
      "Solved Question!!! [0.34 0.02 0.46 0.18]\n",
      "Solved Question!!! [0.33 0.03 0.47 0.17]\n",
      "Solved Question!!! [0.31 0.06 0.47 0.16]\n",
      "Solved Question!!! [0.31 0.06 0.46 0.17]\n",
      "Solved Question!!! [0.34 0.04 0.46 0.16]\n",
      "Solved Question!!! [0.32 0.05 0.46 0.17]\n",
      "Solved Question!!! [0.33 0.04 0.48 0.15]\n",
      "Solved Question!!! [0.31 0.05 0.49 0.15]\n",
      "Solved Question!!! [0.31 0.06 0.47 0.16]\n",
      "Solved Question!!! [0.3  0.06 0.48 0.16]\n",
      "Solved Question!!! [0.28 0.07 0.49 0.16]\n",
      "Solved Question!!! [0.28 0.07 0.5  0.15]\n",
      "Solved Question!!! [0.29 0.07 0.48 0.16]\n",
      "Solved Question!!! [0.28 0.07 0.48 0.17]\n",
      "Solved Question!!! [0.31 0.07 0.48 0.14]\n",
      "Solved Question!!! [0.3  0.07 0.51 0.12]\n",
      "Solved Question!!! [0.31 0.05 0.52 0.12]\n",
      "Solved Question!!! [0.32 0.05 0.51 0.12]\n",
      "Solved Question!!! [0.29 0.04 0.55 0.12]\n",
      "Solved Question!!! [0.27 0.03 0.59 0.11]\n",
      "Solved Question!!! [0.34 0.01 0.53 0.12]\n",
      "Cheating!!! [0.54 0.05 0.31 0.1 ]\n",
      "Cheating!!! [0.48 0.06 0.35 0.11]\n",
      "Cheating!!! [0.49 0.12 0.31 0.08]\n",
      "Cheating!!! [0.5  0.14 0.23 0.13]\n",
      "Cheating!!! [0.42 0.16 0.26 0.16]\n",
      "Cheating!!! [0.43 0.15 0.32 0.1 ]\n",
      "Cheating!!! [0.42 0.15 0.29 0.14]\n",
      "Cheating!!! [0.38 0.17 0.32 0.13]\n",
      "Cheating!!! [0.38 0.17 0.29 0.16]\n",
      "Cheating!!! [0.4  0.14 0.28 0.18]\n",
      "Cheating!!! [0.37 0.16 0.29 0.18]\n",
      "Cheating!!! [0.43 0.14 0.26 0.17]\n",
      "Cheating!!! [0.38 0.18 0.31 0.13]\n",
      "Cheating!!! [0.38 0.18 0.27 0.17]\n",
      "Cheating!!! [0.35 0.18 0.29 0.18]\n",
      "Cheating!!! [0.39 0.16 0.28 0.17]\n",
      "Cheating!!! [0.32 0.22 0.27 0.19]\n",
      "Solved Question!!! [0.29 0.21 0.3  0.2 ]\n",
      "Cheating!!! [0.3  0.26 0.28 0.16]\n",
      "Solved Question!!! [0.28 0.25 0.31 0.16]\n",
      "Cheating!!! [0.34 0.22 0.28 0.16]\n",
      "Cheating!!! [0.33 0.16 0.32 0.19]\n",
      "Solved Question!!! [0.33 0.15 0.35 0.17]\n",
      "Cheating!!! [0.38 0.12 0.32 0.18]\n",
      "Cheating!!! [0.41 0.11 0.32 0.16]\n",
      "Solved Question!!! [0.37 0.08 0.4  0.15]\n",
      "Solved Question!!! [0.37 0.09 0.39 0.15]\n",
      "Cheating!!! [0.38 0.09 0.38 0.15]\n",
      "Cheating!!! [0.39 0.12 0.36 0.13]\n",
      "Solved Question!!! [0.34 0.11 0.38 0.17]\n",
      "Solved Question!!! [0.37 0.1  0.38 0.15]\n",
      "Solved Question!!! [0.38 0.1  0.39 0.13]\n",
      "Solved Question!!! [0.37 0.11 0.38 0.14]\n",
      "Solved Question!!! [0.37 0.11 0.38 0.14]\n",
      "Solved Question!!! [0.35 0.15 0.36 0.14]\n",
      "Solved Question!!! [0.31 0.18 0.35 0.16]\n",
      "Cheating!!! [0.35 0.15 0.35 0.15]\n",
      "Solved Question!!! [0.34 0.14 0.39 0.13]\n",
      "Cheating!!! [0.37 0.14 0.35 0.14]\n",
      "Solved Question!!! [0.33 0.13 0.38 0.16]\n",
      "Solved Question!!! [0.33 0.13 0.39 0.15]\n",
      "Solved Question!!! [0.36 0.09 0.43 0.12]\n",
      "Solved Question!!! [0.38 0.07 0.42 0.13]\n",
      "Solved Question!!! [0.36 0.07 0.5  0.07]\n",
      "Solved Question!!! [0.4  0.05 0.5  0.05]\n",
      "Solved Question!!! [0.35 0.05 0.56 0.04]\n",
      "Solved Question!!! [0.37 0.05 0.56 0.02]\n",
      "Solved Question!!! [0.31 0.02 0.64 0.03]\n",
      "Solved Question!!! [0.23 0.03 0.71 0.03]\n",
      "Solved Question!!! [0.23 0.05 0.61 0.11]\n",
      "Solved Question!!! [0.25 0.07 0.56 0.12]\n",
      "Solved Question!!! [0.3  0.04 0.51 0.15]\n",
      "Solved Question!!! [0.32 0.06 0.46 0.16]\n",
      "Solved Question!!! [0.29 0.06 0.49 0.16]\n",
      "Solved Question!!! [0.3  0.04 0.49 0.17]\n",
      "Solved Question!!! [0.31 0.04 0.5  0.15]\n",
      "Solved Question!!! [0.26 0.03 0.54 0.17]\n",
      "Solved Question!!! [0.28 0.03 0.52 0.17]\n",
      "Solved Question!!! [0.28 0.02 0.53 0.17]\n",
      "Solved Question!!! [0.28 0.02 0.54 0.16]\n",
      "Solved Question!!! [0.27 0.03 0.54 0.16]\n",
      "Solved Question!!! [0.28 0.02 0.54 0.16]\n",
      "Solved Question!!! [0.28 0.03 0.55 0.14]\n",
      "Solved Question!!! [0.27 0.01 0.56 0.16]\n",
      "Solved Question!!! [0.28 0.02 0.55 0.15]\n",
      "Solved Question!!! [0.26 0.03 0.54 0.17]\n",
      "Solved Question!!! [0.25 0.03 0.57 0.15]\n",
      "Solved Question!!! [0.26 0.02 0.55 0.17]\n",
      "Solved Question!!! [0.26 0.03 0.53 0.18]\n",
      "Solved Question!!! [0.2  0.01 0.7  0.09]\n",
      "Solved Question!!! [0.24 0.18 0.51 0.07]\n",
      "Using Phone!!! [0.13 0.27 0.27 0.33]\n",
      "Using Phone!!! [0.12 0.25 0.31 0.32]\n",
      "Using Phone!!! [0.18 0.2  0.26 0.36]\n",
      "Using Phone!!! [0.2  0.14 0.25 0.41]\n",
      "Using Phone!!! [0.22 0.13 0.23 0.42]\n",
      "Using Phone!!! [0.23 0.15 0.22 0.4 ]\n",
      "Cheating!!! [0.29 0.17 0.26 0.28]\n",
      "Looking Away!!! [0.3  0.32 0.27 0.11]\n",
      "Solved Question!!! [0.41 0.08 0.45 0.06]\n",
      "Cheating!!! [0.44 0.09 0.32 0.15]\n",
      "Cheating!!! [0.42 0.16 0.27 0.15]\n",
      "Cheating!!! [0.44 0.2  0.22 0.14]\n",
      "Cheating!!! [0.33 0.27 0.21 0.19]\n",
      "Looking Away!!! [0.26 0.42 0.19 0.13]\n",
      "Cheating!!! [0.38 0.27 0.17 0.18]\n",
      "Cheating!!! [0.35 0.33 0.14 0.18]\n",
      "Cheating!!! [0.37 0.22 0.22 0.19]\n",
      "Cheating!!! [0.4  0.22 0.23 0.15]\n",
      "Cheating!!! [0.38 0.21 0.24 0.17]\n",
      "Looking Away!!! [0.32 0.33 0.18 0.17]\n",
      "Cheating!!! [0.34 0.28 0.23 0.15]\n",
      "Cheating!!! [0.43 0.04 0.33 0.2 ]\n",
      "Solved Question!!! [0.35 0.05 0.45 0.15]\n",
      "Solved Question!!! [0.39 0.02 0.49 0.1 ]\n",
      "Solved Question!!! [0.36 0.02 0.55 0.07]\n",
      "Solved Question!!! [0.4  0.03 0.51 0.06]\n",
      "Solved Question!!! [0.38 0.03 0.52 0.07]\n",
      "Solved Question!!! [0.33 0.02 0.59 0.06]\n",
      "Solved Question!!! [0.32 0.02 0.55 0.11]\n",
      "Solved Question!!! [0.31 0.01 0.57 0.11]\n",
      "Solved Question!!! [0.27 0.01 0.6  0.12]\n",
      "Solved Question!!! [0.25 0.01 0.61 0.13]\n",
      "Solved Question!!! [0.29 0.01 0.55 0.15]\n",
      "Solved Question!!! [0.25 0.01 0.59 0.15]\n",
      "Solved Question!!! [0.27 0.01 0.55 0.17]\n",
      "Solved Question!!! [0.31 0.02 0.51 0.16]\n",
      "Solved Question!!! [0.29 0.02 0.5  0.19]\n",
      "Solved Question!!! [0.3  0.02 0.5  0.18]\n",
      "Solved Question!!! [0.28 0.02 0.52 0.18]\n",
      "Solved Question!!! [0.25 0.02 0.56 0.17]\n",
      "Solved Question!!! [0.24 0.07 0.52 0.17]\n",
      "Solved Question!!! [0.25 0.1  0.49 0.16]\n",
      "Solved Question!!! [0.28 0.18 0.43 0.11]\n",
      "Solved Question!!! [0.28 0.13 0.44 0.15]\n",
      "Solved Question!!! [0.3  0.09 0.49 0.12]\n",
      "Solved Question!!! [0.33 0.12 0.44 0.11]\n",
      "Solved Question!!! [0.29 0.07 0.56 0.08]\n",
      "Solved Question!!! [0.31 0.14 0.47 0.08]\n",
      "Solved Question!!! [0.32 0.18 0.44 0.06]\n",
      "Solved Question!!! [0.3  0.13 0.49 0.08]\n",
      "Solved Question!!! [0.35 0.13 0.43 0.09]\n",
      "Solved Question!!! [0.37 0.14 0.43 0.06]\n",
      "Cheating!!! [0.39 0.17 0.39 0.05]\n",
      "Solved Question!!! [0.33 0.26 0.35 0.06]\n",
      "Solved Question!!! [0.29 0.31 0.34 0.06]\n",
      "Solved Question!!! [0.34 0.15 0.44 0.07]\n",
      "Solved Question!!! [0.35 0.19 0.39 0.07]\n",
      "Looking Away!!! [0.27 0.39 0.3  0.04]\n",
      "Cheating!!! [0.34 0.24 0.33 0.09]\n",
      "Cheating!!! [0.36 0.26 0.32 0.06]\n",
      "Cheating!!! [0.33 0.26 0.33 0.08]\n",
      "Cheating!!! [0.31 0.29 0.31 0.09]\n",
      "Looking Away!!! [0.27 0.35 0.29 0.09]\n",
      "Looking Away!!! [0.23 0.45 0.24 0.08]\n",
      "Looking Away!!! [0.19 0.48 0.25 0.08]\n",
      "Looking Away!!! [0.21 0.39 0.3  0.1 ]\n",
      "Looking Away!!! [0.2  0.45 0.27 0.08]\n",
      "Looking Away!!! [0.16 0.48 0.28 0.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking Away!!! [0.17 0.48 0.29 0.06]\n",
      "Looking Away!!! [0.24 0.35 0.3  0.11]\n",
      "Looking Away!!! [0.26 0.34 0.29 0.11]\n",
      "Looking Away!!! [0.2  0.49 0.26 0.05]\n",
      "Looking Away!!! [0.18 0.52 0.25 0.05]\n",
      "Looking Away!!! [0.16 0.52 0.24 0.08]\n",
      "Looking Away!!! [0.18 0.53 0.24 0.05]\n",
      "Looking Away!!! [0.19 0.39 0.3  0.12]\n",
      "Looking Away!!! [0.2  0.38 0.29 0.13]\n",
      "Looking Away!!! [0.17 0.51 0.25 0.07]\n",
      "Looking Away!!! [0.17 0.48 0.25 0.1 ]\n",
      "Looking Away!!! [0.22 0.38 0.29 0.11]\n",
      "Looking Away!!! [0.21 0.38 0.29 0.12]\n",
      "Looking Away!!! [0.19 0.39 0.3  0.12]\n",
      "Looking Away!!! [0.14 0.5  0.27 0.09]\n",
      "Looking Away!!! [0.14 0.5  0.27 0.09]\n",
      "Looking Away!!! [0.14 0.51 0.27 0.08]\n",
      "Looking Away!!! [0.15 0.51 0.27 0.07]\n",
      "Looking Away!!! [0.13 0.52 0.28 0.07]\n",
      "Looking Away!!! [0.13 0.55 0.25 0.07]\n",
      "Looking Away!!! [0.14 0.5  0.27 0.09]\n",
      "Looking Away!!! [0.14 0.52 0.26 0.08]\n",
      "Looking Away!!! [0.12 0.51 0.27 0.1 ]\n",
      "Looking Away!!! [0.13 0.51 0.28 0.08]\n",
      "Looking Away!!! [0.13 0.51 0.28 0.08]\n",
      "Looking Away!!! [0.14 0.51 0.28 0.07]\n",
      "Looking Away!!! [0.14 0.5  0.28 0.08]\n",
      "Looking Away!!! [0.15 0.51 0.27 0.07]\n",
      "Looking Away!!! [0.16 0.52 0.25 0.07]\n",
      "Looking Away!!! [0.18 0.51 0.24 0.07]\n",
      "Looking Away!!! [0.17 0.5  0.24 0.09]\n",
      "Looking Away!!! [0.19 0.52 0.18 0.11]\n",
      "Looking Away!!! [0.19 0.5  0.2  0.11]\n",
      "Looking Away!!! [0.17 0.52 0.21 0.1 ]\n",
      "Looking Away!!! [0.17 0.52 0.21 0.1 ]\n",
      "Looking Away!!! [0.18 0.48 0.2  0.14]\n",
      "Looking Away!!! [0.21 0.41 0.24 0.14]\n",
      "Looking Away!!! [0.21 0.44 0.22 0.13]\n",
      "Looking Away!!! [0.19 0.42 0.23 0.16]\n",
      "Looking Away!!! [0.22 0.35 0.26 0.17]\n",
      "Looking Away!!! [0.27 0.3  0.27 0.16]\n",
      "Solved Question!!! [0.25 0.25 0.3  0.2 ]\n",
      "Solved Question!!! [0.26 0.23 0.33 0.18]\n",
      "Solved Question!!! [0.31 0.17 0.34 0.18]\n",
      "Solved Question!!! [0.31 0.16 0.36 0.17]\n",
      "Cheating!!! [0.42 0.1  0.36 0.12]\n",
      "Cheating!!! [0.42 0.03 0.39 0.16]\n",
      "Solved Question!!! [0.22 0.   0.55 0.23]\n",
      "Solved Question!!! [0.23 0.   0.5  0.27]\n",
      "Solved Question!!! [0.22 0.01 0.42 0.35]\n",
      "Using Phone!!! [0.24 0.02 0.35 0.39]\n",
      "Using Phone!!! [0.23 0.02 0.27 0.48]\n",
      "Using Phone!!! [0.26 0.04 0.23 0.47]\n",
      "Using Phone!!! [0.25 0.04 0.24 0.47]\n",
      "Using Phone!!! [0.32 0.01 0.23 0.44]\n",
      "Using Phone!!! [0.33 0.01 0.28 0.38]\n",
      "Using Phone!!! [0.29 0.01 0.22 0.48]\n",
      "Using Phone!!! [0.22 0.01 0.23 0.54]\n",
      "Using Phone!!! [0.21 0.   0.19 0.6 ]\n",
      "Using Phone!!! [0.21 0.   0.18 0.61]\n",
      "Using Phone!!! [0.22 0.   0.19 0.59]\n",
      "Using Phone!!! [0.21 0.   0.2  0.59]\n",
      "Using Phone!!! [0.22 0.   0.19 0.59]\n",
      "Using Phone!!! [0.22 0.   0.17 0.61]\n",
      "Using Phone!!! [0.22 0.   0.17 0.61]\n",
      "Using Phone!!! [0.21 0.01 0.2  0.58]\n",
      "Using Phone!!! [0.21 0.   0.23 0.56]\n",
      "Using Phone!!! [0.24 0.   0.22 0.54]\n",
      "Using Phone!!! [0.25 0.   0.25 0.5 ]\n",
      "Using Phone!!! [0.22 0.   0.23 0.55]\n",
      "Using Phone!!! [0.21 0.   0.25 0.54]\n",
      "Using Phone!!! [0.19 0.   0.26 0.55]\n",
      "Using Phone!!! [0.17 0.   0.22 0.61]\n",
      "Using Phone!!! [0.17 0.   0.22 0.61]\n",
      "Using Phone!!! [0.17 0.   0.24 0.59]\n",
      "Using Phone!!! [0.16 0.   0.24 0.6 ]\n",
      "Using Phone!!! [0.16 0.   0.25 0.59]\n",
      "Using Phone!!! [0.17 0.   0.21 0.62]\n",
      "Using Phone!!! [0.22 0.   0.19 0.59]\n",
      "Using Phone!!! [0.25 0.   0.27 0.48]\n",
      "Using Phone!!! [0.36 0.03 0.23 0.38]\n",
      "Cheating!!! [0.54 0.02 0.14 0.3 ]\n",
      "Cheating!!! [0.58 0.05 0.17 0.2 ]\n",
      "Cheating!!! [0.58 0.05 0.19 0.18]\n",
      "Cheating!!! [0.53 0.07 0.21 0.19]\n",
      "Cheating!!! [0.57 0.05 0.19 0.19]\n",
      "Cheating!!! [0.47 0.04 0.38 0.11]\n",
      "Cheating!!! [0.41 0.02 0.39 0.18]\n",
      "Cheating!!! [0.46 0.01 0.38 0.15]\n",
      "Cheating!!! [0.51 0.01 0.33 0.15]\n",
      "Cheating!!! [0.51 0.01 0.32 0.16]\n",
      "Cheating!!! [0.51 0.02 0.33 0.14]\n",
      "Cheating!!! [0.57 0.02 0.29 0.12]\n",
      "Cheating!!! [0.54 0.01 0.36 0.09]\n",
      "Cheating!!! [0.52 0.02 0.36 0.1 ]\n",
      "Cheating!!! [0.53 0.03 0.34 0.1 ]\n",
      "Cheating!!! [0.54 0.05 0.34 0.07]\n",
      "Cheating!!! [0.53 0.02 0.37 0.08]\n",
      "Cheating!!! [0.55 0.02 0.36 0.07]\n",
      "Cheating!!! [0.52 0.01 0.34 0.13]\n",
      "Cheating!!! [0.56 0.02 0.3  0.12]\n",
      "Cheating!!! [0.52 0.03 0.33 0.12]\n",
      "Cheating!!! [0.5  0.06 0.39 0.05]\n"
     ]
    }
   ],
   "source": [
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# (0) in VideoCapture is used to connect to your computer's default camera\n",
    "capture = cv2.VideoCapture(0)\n",
    "\n",
    "# Initializing current time and precious time for calculating the FPS\n",
    "previousTime = 0\n",
    "currentTime = 0\n",
    "\n",
    "with mp_face_mesh.FaceMesh(\n",
    "    max_num_faces=10,\n",
    "    refine_landmarks=True,\n",
    "    min_detection_confidence=0.5,\n",
    "    min_tracking_confidence=0.5) as face_mesh:\n",
    "    while capture.isOpened():\n",
    "        # capture frame by frame\n",
    "        ret, frame = capture.read()\n",
    "\n",
    "\n",
    "\n",
    "        # resizing the frame for better view\n",
    "        frame = cv2.resize(frame, (800, 600))\n",
    "\n",
    "        # Converting the from from BGR to RGB\n",
    "        image = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)\n",
    "\n",
    "        # Making predictions using holistic model\n",
    "        # To improve performance, optionally mark the image as not writable to\n",
    "        # pass by reference.\n",
    "        image.flags.writeable = False\n",
    "        \n",
    "        #Make detections\n",
    "        results = holistic_model.process(image)\n",
    "        \n",
    "        \n",
    "        image.flags.writeable = True\n",
    "\n",
    "        # Converting back the RGB image to BGR\n",
    "        image = cv2.cvtColor(image, cv2.COLOR_RGB2BGR)\n",
    "\n",
    "        # Drawing the Facial Landmarks\n",
    "        mp_drawing.draw_landmarks(\n",
    "        image,\n",
    "        results.face_landmarks,\n",
    "        mp_holistic.FACEMESH_CONTOURS,\n",
    "        mp_drawing.DrawingSpec(\n",
    "            color=(255,0,255),\n",
    "            thickness=1,\n",
    "            circle_radius=1\n",
    "        ),\n",
    "        mp_drawing.DrawingSpec(\n",
    "            color=(0,255,255),\n",
    "            thickness=1,\n",
    "            circle_radius=1\n",
    "        )\n",
    "        )\n",
    "\n",
    "        # Drawing Right hand Land Marks\n",
    "        mp_drawing.draw_landmarks(\n",
    "        image,\n",
    "        results.right_hand_landmarks,\n",
    "        mp_holistic.HAND_CONNECTIONS\n",
    "        )\n",
    "\n",
    "        # Drawing Left hand Land Marks\n",
    "        mp_drawing.draw_landmarks(\n",
    "        image,\n",
    "        results.left_hand_landmarks,\n",
    "        mp_holistic.HAND_CONNECTIONS\n",
    "        )\n",
    "        \n",
    "        #Pose Detection\n",
    "        mp_drawing.draw_landmarks(\n",
    "        image, \n",
    "        results.pose_landmarks,\n",
    "        mp_holistic.POSE_CONNECTIONS\n",
    "        )\n",
    "        \n",
    "        # Calculating the FPS\n",
    "        currentTime = time.time()\n",
    "        fps = 1 / (currentTime-previousTime)\n",
    "        previousTime = currentTime\n",
    "\n",
    "        # Displaying FPS on the image\n",
    "        cv2.putText(image, str(int(fps))+\" FPS\", (400, 70), cv2.FONT_HERSHEY_COMPLEX, 1, (0,255,0), 2)\n",
    "\n",
    "        #Exporting COORDS\n",
    "        try:\n",
    "            pose = results.pose_landmarks.landmark\n",
    "            pose_row = list(np.array([[landmark.x,landmark.y,landmark.z,landmark.visibility] for landmark in pose]).flatten())\n",
    "            \n",
    "            face = results.face_landmarks.landmark\n",
    "            face_row = list(np.array([[landmark.x,landmark.y,landmark.z,landmark.visibility] for landmark in face]).flatten())\n",
    "            \n",
    "            #Combining both rows\n",
    "            row = pose_row+face_row\n",
    "            #row.insert(0, class_name)\n",
    "            \n",
    "            #Export to csv\n",
    "            #with open('coords.csv', mode='a', newline='') as f:\n",
    "             #   csv_writer = csv.writer(f, delimiter=',', quotechar = '\"', quoting = csv.QUOTE_MINIMAL)\n",
    "              #  csv_writer.writerow(row)\n",
    "            \n",
    "            #Make Detections\n",
    "            x = pd.DataFrame([row])\n",
    "            body_language_class = model.predict(x)[0]\n",
    "            body_language_prob = model.predict_proba(x)[0]\n",
    "            print(body_language_class, body_language_prob)\n",
    "            \n",
    "            #Get our Coords\n",
    "            coords = tuple(np.multiply(\n",
    "                np.array(\n",
    "                (results.pose_landmarks.landmark[mp_holistic.PoseLandmark.LEFT_EAR].x,\n",
    "                 results.pose_landmarks.landmark[mp_holistic.PoseLandmark.LEFT_EAR].y)\n",
    "            ),[640,480]).astype(int))\n",
    "            \n",
    "            \n",
    "            cv2.rectangle(image, \n",
    "                           (coords[0], coords[1]+5),\n",
    "                           (coords[0]+len(body_language_class)*20, coords[1]-30),\n",
    "                          (245, 117, 16), -1)\n",
    "            cv2.putText(image, body_language_class, coords,\n",
    "                       cv2.FONT_HERSHEY_SIMPLEX, 1, (255,255,255), 2, cv2.LINE_AA)\n",
    "            \n",
    "            #GET STATUS BOX\n",
    "            cv2.rectangle(image, (0, 0), (250, 60), (245, 117, 16), -1)\n",
    "            \n",
    "            #DISPLAY CLASS\n",
    "            cv2.putText(image, 'CLASS'\n",
    "                       , (95, 12), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 0, 0), 1, cv2.LINE_AA)\n",
    "            cv2.putText(image, body_language_class.split(' ')[0]\n",
    "                       , (90, 40), cv2.FONT_HERSHEY_SIMPLEX, 1, (255, 255, 255), 2, cv2.LINE_AA)\n",
    "            \n",
    "            #DISPLAY PROB\n",
    "            cv2.putText(image, 'PROB'\n",
    "                       , (15, 12), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 0, 0), 1, cv2.LINE_AA)\n",
    "            cv2.putText(image, str(round(body_language_prob[np.argmax(body_language_prob)],2))\n",
    "                       , (10, 40), cv2.FONT_HERSHEY_SIMPLEX, 1, (255, 255, 255), 2, cv2.LINE_AA)\n",
    "            \n",
    "            \n",
    "            \n",
    "        except:\n",
    "            pass\n",
    "        \n",
    "        # Display the resulting image\n",
    "        cv2.imshow(\"Facial and Hand Landmarks\", image)\n",
    "\n",
    "        # Enter key 'q' to break the loop\n",
    "        if cv2.waitKey(5) & 0xFF == ord('q'):\n",
    "            break\n",
    "        \n",
    "\n",
    "# When all the process is done\n",
    "# Release the capture and destroy all windows\n",
    "capture.release()\n",
    "cv2.destroyAllWindows()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "645cbb9c",
   "metadata": {},
   "outputs": [],
   "source": []
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  {
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   "execution_count": null,
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   "source": []
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   "cell_type": "code",
   "execution_count": null,
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   "metadata": {},
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   "cell_type": "code",
   "execution_count": null,
   "id": "f51c1510",
   "metadata": {},
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f012fcbe",
   "metadata": {},
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   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ae51b0b0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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