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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"gpuType": "T4"
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "mLWjwg8voVoQ",
"outputId": "6bcef00f-e4f3-4c97-cee0-d92cf6383d3c"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (1.25.2)\n",
"Requirement already satisfied: opencv-python in /usr/local/lib/python3.10/dist-packages (4.8.0.76)\n"
]
}
],
"source": [
"pip install numpy opencv-python\n"
]
},
{
"cell_type": "code",
"source": [
"import numpy as np\n",
"import cv2\n",
"from collections import defaultdict\n",
"\n",
"\n",
"# Define color ranges (in HSV)\n",
"COLOR_RANGES = {\n",
" 'red': ([0, 100, 100], [10, 255, 255]),\n",
" 'blue': ([110, 100, 100], [130, 255, 255]),\n",
" 'green': ([50, 100, 100], [70, 255, 255]),\n",
" 'yellow': ([20, 100, 100], [30, 255, 255])\n",
"}\n",
"\n",
"def process_video(video_path):\n",
" cap = cv2.VideoCapture(video_path)\n",
"\n",
" frame_count = 0\n",
" ball_trackers = defaultdict(lambda: defaultdict(dict))\n",
" events = []\n",
"\n",
" while cap.isOpened():\n",
" ret, frame = cap.read()\n",
" if not ret:\n",
" break\n",
"\n",
" frame_count += 1\n",
"\n",
" balls = detect_balls(frame)\n",
" update_trackers(ball_trackers, balls, frame_count)\n",
" new_events = check_events(ball_trackers, frame_count)\n",
" events.extend(new_events)\n",
"\n",
" cap.release()\n",
" return events\n",
"\n"
],
"metadata": {
"id": "pydVgym-odFz"
},
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"source": [
"def detect_balls(frame):\n",
" hsv = cv2.cvtColor(frame, cv2.COLOR_BGR2HSV)\n",
" balls = {}\n",
"\n",
" for color, (lower, upper) in COLOR_RANGES.items():\n",
" mask = cv2.inRange(hsv, np.array(lower), np.array(upper))\n",
" mask = cv2.erode(mask, None, iterations=2)\n",
" mask = cv2.dilate(mask, None, iterations=2)\n",
"\n",
" contours, _ = cv2.findContours(mask.copy(), cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)\n",
"\n",
" for contour in contours:\n",
" if cv2.contourArea(contour) > 100: # Minimum area threshold\n",
" M = cv2.moments(contour)\n",
" center = (int(M[\"m10\"] / M[\"m00\"]), int(M[\"m01\"] / M[\"m00\"]))\n",
" balls[center] = color\n",
"\n",
" return balls"
],
"metadata": {
"id": "z9rpgDjOovlP"
},
"execution_count": 5,
"outputs": []
},
{
"cell_type": "code",
"source": [
"def update_trackers(trackers, balls, frame_count):\n",
" for center, color in balls.items():\n",
" if color not in trackers or all(abs(existing_center[0] - center[0]) > 20 or abs(existing_center[1] - center[1]) > 20 for existing_center in trackers[color]):\n",
" trackers[color][center] = {'first_seen': frame_count, 'last_seen': frame_count, 'current_quadrant': get_quadrant(center)}\n",
" else:\n",
" closest_center = min(trackers[color], key=lambda x: ((x[0] - center[0])**2 + (x[1] - center[1])**2)**0.5)\n",
" trackers[color][closest_center]['last_seen'] = frame_count\n",
" trackers[color][closest_center]['current_quadrant'] = get_quadrant(center)\n",
" if closest_center != center:\n",
" trackers[color][center] = trackers[color].pop(closest_center)\n",
"\n",
"def get_quadrant(center):\n",
" x, y = center\n",
" if x < 320 and y < 240:\n",
" return 1\n",
" elif x >= 320 and y < 240:\n",
" return 2\n",
" elif x < 320 and y >= 240:\n",
" return 3\n",
" else:\n",
" return 4"
],
"metadata": {
"id": "dPa63ZoAoz7H"
},
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"source": [
"def check_events(trackers, frame_count):\n",
" events = []\n",
" for color in list(trackers.keys()):\n",
" for center in list(trackers[color].keys()):\n",
" data = trackers[color][center]\n",
" if frame_count - data['last_seen'] > 5: # Ball disappeared\n",
" events.append({\n",
" 'time': data['last_seen'],\n",
" 'quadrant': data['current_quadrant'],\n",
" 'color': color,\n",
" 'type': 'Exit'\n",
" })\n",
" del trackers[color][center]\n",
" if not trackers[color]: # If this was the last ball of this color\n",
" del trackers[color]\n",
" elif data['first_seen'] == frame_count: # New ball appeared\n",
" events.append({\n",
" 'time': frame_count,\n",
" 'quadrant': data['current_quadrant'],\n",
" 'color': color,\n",
" 'type': 'Entry'\n",
" })\n",
" elif data['current_quadrant'] != get_quadrant(center): # Ball changed quadrant\n",
" events.append({\n",
" 'time': frame_count,\n",
" 'quadrant': data['current_quadrant'],\n",
" 'color': color,\n",
" 'type': 'Exit'\n",
" })\n",
" data['current_quadrant'] = get_quadrant(center)\n",
" events.append({\n",
" 'time': frame_count,\n",
" 'quadrant': data['current_quadrant'],\n",
" 'color': color,\n",
" 'type': 'Entry'\n",
" })\n",
" return events"
],
"metadata": {
"id": "YWoyBRfHqHPJ"
},
"execution_count": 7,
"outputs": []
},
{
"cell_type": "code",
"source": [
"video_path = \"/content/sample.mp4\"\n",
"events = process_video(video_path)\n",
"\n",
"# Output events\n",
"for event in events:\n",
" print(f\"Time: {event['time']}, Quadrant: {event['quadrant']}, \"\n",
" f\"Color: {event['color']}, Type: {event['type']}\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "00mLRHrOo7Q1",
"outputId": "52d32c49-1b8e-4846-9df8-e9373624fd20"
},
"execution_count": 11,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Time: 1, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 2, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 14, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 61, Quadrant: 4, Color: yellow, Type: Entry\n",
"Time: 62, Quadrant: 4, Color: yellow, Type: Entry\n",
"Time: 63, Quadrant: 4, Color: yellow, Type: Entry\n",
"Time: 63, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 64, Quadrant: 4, Color: yellow, Type: Entry\n",
"Time: 64, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 65, Quadrant: 2, Color: yellow, Type: Entry\n",
"Time: 65, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 66, Quadrant: 2, Color: yellow, Type: Entry\n",
"Time: 61, Quadrant: 4, Color: yellow, Type: Exit\n",
"Time: 67, Quadrant: 2, Color: yellow, Type: Entry\n",
"Time: 62, Quadrant: 4, Color: yellow, Type: Exit\n",
"Time: 63, Quadrant: 4, Color: yellow, Type: Exit\n",
"Time: 64, Quadrant: 4, Color: yellow, Type: Exit\n",
"Time: 64, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 65, Quadrant: 2, Color: yellow, Type: Exit\n",
"Time: 65, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 66, Quadrant: 2, Color: yellow, Type: Exit\n",
"Time: 80, Quadrant: 2, Color: yellow, Type: Entry\n",
"Time: 78, Quadrant: 2, Color: yellow, Type: Exit\n",
"Time: 84, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 99, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 102, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 111, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 131, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 131, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 137, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 137, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 168, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 177, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 182, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 182, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 300, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 309, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 312, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 314, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 309, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 316, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 313, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 315, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 316, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 335, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 362, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 363, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 364, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 364, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 365, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 366, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 362, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 363, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 364, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 364, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 364, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 365, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 374, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 387, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 412, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 420, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 432, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 434, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 438, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 442, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 453, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 458, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 466, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 474, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 479, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 479, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 479, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 497, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 494, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 499, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 530, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 530, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 536, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 536, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 537, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 536, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 536, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 542, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 542, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 539, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 548, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 547, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 548, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 548, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 627, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 628, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 628, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 635, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 636, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 637, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 638, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 634, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 634, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 635, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 636, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 637, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 643, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 638, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 649, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 645, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 660, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 700, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 701, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 702, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 703, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 704, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 705, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 700, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 701, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 702, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 703, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 709, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 704, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 706, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 713, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 710, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 717, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 720, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 733, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 737, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 737, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 738, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 741, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 736, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 737, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 738, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 738, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 738, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 741, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 790, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 792, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 793, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 790, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 796, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 792, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 796, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 818, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 818, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 885, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 887, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 887, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 886, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 892, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 893, Quadrant: 2, Color: yellow, Type: Entry\n",
"Time: 887, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 887, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 897, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 898, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 899, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 897, Quadrant: 2, Color: yellow, Type: Exit\n",
"Time: 903, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 898, Quadrant: 2, Color: yellow, Type: Exit\n",
"Time: 898, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 898, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 898, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 904, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 905, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 900, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 906, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 907, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 907, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 903, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 904, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 910, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 908, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 911, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 911, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 911, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 920, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 921, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 929, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 935, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 935, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 936, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 943, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 939, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 944, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 955, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 955, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1017, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1031, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1034, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1035, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1035, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1036, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1036, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1031, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1037, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1037, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1039, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1040, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1035, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1035, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1035, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1041, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1043, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1038, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1038, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1040, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1040, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1044, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1044, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1044, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1048, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1050, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1082, Quadrant: 4, Color: yellow, Type: Entry\n",
"Time: 1083, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1083, Quadrant: 4, Color: yellow, Type: Entry\n",
"Time: 1084, Quadrant: 4, Color: yellow, Type: Entry\n",
"Time: 1085, Quadrant: 4, Color: yellow, Type: Entry\n",
"Time: 1082, Quadrant: 4, Color: yellow, Type: Exit\n",
"Time: 1083, Quadrant: 4, Color: yellow, Type: Exit\n",
"Time: 1084, Quadrant: 4, Color: yellow, Type: Exit\n",
"Time: 1089, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1095, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1141, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1168, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1170, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1171, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1177, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1195, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1203, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1200, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1209, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1205, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1220, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1227, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1232, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1234, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1230, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1237, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1243, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1243, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1251, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1251, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1260, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1261, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1262, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1262, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1259, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1260, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1266, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1261, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1262, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1267, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1286, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1287, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1312, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1312, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1312, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1312, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1319, Quadrant: 4, Color: yellow, Type: Entry\n",
"Time: 1321, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1318, Quadrant: 4, Color: yellow, Type: Exit\n",
"Time: 1319, Quadrant: 4, Color: yellow, Type: Exit\n",
"Time: 1321, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1331, Quadrant: 2, Color: red, Type: Entry\n",
"Time: 1332, Quadrant: 2, Color: red, Type: Exit\n",
"Time: 1341, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1350, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1383, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1383, Quadrant: 4, Color: red, Type: Exit\n",
"Time: 1390, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1395, Quadrant: 4, Color: red, Type: Entry\n",
"Time: 1391, Quadrant: 4, Color: red, Type: Exit\n"
]
}
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "ijmEcqE3Hnnl"
},
"execution_count": null,
"outputs": []
}
]
} |