proc_file.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "animal_id = 'CnL14'\n",
    "exp_date = '2024-12-11'\n",
    "session = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'D:\\\\cl\\\\video\\\\Imaging_source_CnL14_2024-12-11_1_PROC'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[9], line 3\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m# file_name = '/Volumes/xieluanlabs/xl_cl/setup_test/whole_test_2/Imaging_source_test_2024-09-04_1_PROC'\u001b[39;00m\n\u001b[0;32m      2\u001b[0m file_name \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mrf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mD:\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mcl\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mvideo\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mImaging_source_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00manimal_id\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mexp_date\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00msession\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m_PROC\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m----> 3\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mfile_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mrb\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      4\u001b[0m     data \u001b[38;5;241m=\u001b[39m pickle\u001b[38;5;241m.\u001b[39mload(f)\n\u001b[0;32m      6\u001b[0m data\u001b[38;5;241m.\u001b[39mkeys()\n",
      "File \u001b[1;32mc:\\Users\\Windows\\.conda\\envs\\ms10\\lib\\site-packages\\IPython\\core\\interactiveshell.py:310\u001b[0m, in \u001b[0;36m_modified_open\u001b[1;34m(file, *args, **kwargs)\u001b[0m\n\u001b[0;32m    303\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m file \u001b[38;5;129;01min\u001b[39;00m {\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m2\u001b[39m}:\n\u001b[0;32m    304\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m    305\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIPython won\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mt let you open fd=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfile\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m by default \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    306\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mas it is likely to crash IPython. If you know what you are doing, \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    307\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124myou can use builtins\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m open.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    308\u001b[0m     )\n\u001b[1;32m--> 310\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m io_open(file, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'D:\\\\cl\\\\video\\\\Imaging_source_CnL14_2024-12-11_1_PROC'"
     ]
    }
   ],
   "source": [
    "# file_name = '/Volumes/xieluanlabs/xl_cl/setup_test/whole_test_2/Imaging_source_test_2024-09-04_1_PROC'\n",
    "file_name = rf\"D:\\cl\\video\\Imaging_source_{animal_id}_{exp_date}_{session}_PROC\"\n",
    "with open(file_name, 'rb') as f:\n",
    "    data = pickle.load(f)\n",
    "\n",
    "data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['start_time', 'episode', 'step', 'step_time', 'state', 'action', 'reward', 'terminal', 'session_label', 'dlc_read_time', 'dlc_x', 'dlc_y', 'dlc_heading', 'block_labels', 'slit_size', 'trial_slit_depth', 'r_report_box', 'l_report_box', 'start_box', 'cropped_image', 'unity_arena_size', 'camera_rotation', 'mouse_report_delay', 'velocity_threshold', 'start_box_delay', 'distractor', 'target_size', 'grey_screen_active', 'camera_type', 'target_selection', 'distractor_selection', 'occlusion_type', 'target_distance', 'target_rotation', 'reward_size', 'prob_obj_on_left', 'object_on_left', 'reward_episode', 'slit_size_param', 'block_length_param', 'rotate_camera_param', 'epoch_param', 'mouse_report_delay_param', 'prob_block_coherence', 'slit_depth_param', 'target_selection_param', 'distractor_selection_param', 'occlusion_type_param', 'target_spread_param', 'target_rotation_param', 'target_height_param', 'target_distance_param', 'trial_prob_object_left', 'trial_target_spread', 'trial_target_height'])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# task_file = '/Volumes/xieluanlabs/xl_cl/setup_test/whole_test_2/test_2024-09-04_1.pickle'\n",
    "task_file = rf\"D:\\cl\\task\\{animal_id}_{exp_date}_{session}.pickle\"\n",
    "with open(task_file, 'rb') as f:\n",
    "    task = pickle.load(f)\n",
    "task.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'start_time': 1733968735.0793805,\n",
       " 'episode': array([  1,   1,   1, ..., 105, 105, 105]),\n",
       " 'step': array([     1,      2,      3, ..., 186771, 186772, 186773]),\n",
       " 'step_time': array([0.00000000e+00, 4.88893986e-02, 5.08944988e-02, ...,\n",
       "        3.11724101e+03, 3.11725786e+03, 3.11727440e+03]),\n",
       " 'state': array([[-0.86     , -6.97     ,  0.       , ...,  0.       ,  0.       ,\n",
       "          0.       ],\n",
       "        [-6.3924813, -3.6734862,  1.9908642, ...,  0.       ,  0.       ,\n",
       "          0.       ],\n",
       "        [-6.3921614, -3.6727467,  2.0117176, ...,  0.       ,  0.       ,\n",
       "          0.       ],\n",
       "        ...,\n",
       "        [-7.1959486, -2.6341753, 89.34571  , ...,  0.       ,  0.       ,\n",
       "          0.       ],\n",
       "        [-7.1959567, -2.6341352, 89.09282  , ...,  0.       ,  0.       ,\n",
       "          0.       ],\n",
       "        [-7.1959567, -2.6341352, 89.09282  , ...,  0.       ,  0.       ,\n",
       "          0.       ]], dtype=float32),\n",
       " 'action': array([[[-6.39248156, -3.67348633,  1.99086413,  0.        ]],\n",
       " \n",
       "        [[-6.3921612 , -3.67274673,  2.0117176 ,  0.        ]],\n",
       " \n",
       "        [[-6.3921612 , -3.67274673,  2.0117176 ,  0.        ]],\n",
       " \n",
       "        ...,\n",
       " \n",
       "        [[-7.19595657, -2.63413526, 89.09281707,  0.        ]],\n",
       " \n",
       "        [[-7.19595657, -2.63413526, 89.09281707,  0.        ]],\n",
       " \n",
       "        [[-7.19596423, -2.63409778, 88.66723151,  0.        ]]]),\n",
       " 'reward': array([0., 0., 0., ..., 0., 0., 0.], dtype=float32),\n",
       " 'terminal': array([False, False, False, ..., False, False, False]),\n",
       " 'session_label': ['ar_discrim'],\n",
       " 'dlc_read_time': array([1.73396874e+09, 1.73396874e+09, 1.73396874e+09, ...,\n",
       "        1.73397185e+09, 1.73397185e+09, 1.73397185e+09]),\n",
       " 'dlc_x': array([76.77693176, 76.78636453, 76.76581754, ..., 53.11929611,\n",
       "        53.11905643, 53.11883102]),\n",
       " 'dlc_y': array([403.31524658, 403.36239616, 403.9715269 , ..., 469.5713251 ,\n",
       "        469.57387688, 469.5762663 ]),\n",
       " 'dlc_heading': array([ 91.99086413,  92.0117176 ,  92.12204746, ..., 179.3457115 ,\n",
       "        179.09281707, 178.66723151]),\n",
       " 'block_labels': array(['dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop', 'dual_teardrop', 'dual_teardrop', 'dual_teardrop',\n",
       "        'dual_teardrop'], dtype='<U13'),\n",
       " 'slit_size': array([ 4.,  4., 10., 10.,  4.,  4.,  4.,  4., 10.,  4.,  4.,  4., 10.,\n",
       "        10.,  4.,  4., 10.,  4.,  4.,  4.,  4.,  4., 10., 10.,  4., 10.,\n",
       "        10.,  4.,  4., 10., 10., 10.,  4.,  4.,  4.,  4., 10.,  4.,  4.,\n",
       "        10., 10.,  4., 10., 10.,  4.,  4.,  4., 10.,  4., 10.,  4., 10.,\n",
       "        10.,  4., 10., 10.,  4.,  4.,  4., 10.,  4., 10.,  4.,  4., 10.,\n",
       "        10.,  4., 10., 10., 10., 10., 10., 10.,  4.,  4.,  4.,  4., 10.,\n",
       "         4., 10., 10.,  4.,  4., 10., 10.,  4., 10., 10., 10., 10.,  4.,\n",
       "         4., 10.,  4.,  4.,  4.,  4., 10.,  4.,  4., 10.,  4., 10., 10.,\n",
       "        10.]),\n",
       " 'trial_slit_depth': array([0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2,\n",
       "        0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2,\n",
       "        0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2,\n",
       "        0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2,\n",
       "        0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2,\n",
       "        0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2,\n",
       "        0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2,\n",
       "        0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2,\n",
       "        0.2]),\n",
       " 'r_report_box': array([-10,  -5,  -4,  -2]),\n",
       " 'l_report_box': array([ 5, 10, -4, -2]),\n",
       " 'start_box': array([-4,  4, -9, -5, 90]),\n",
       " 'cropped_image': array([  0, 530,   0, 510]),\n",
       " 'unity_arena_size': array([ -9,   9, -10,  -2]),\n",
       " 'camera_rotation': array(90.),\n",
       " 'mouse_report_delay': array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0.]),\n",
       " 'velocity_threshold': 10.0,\n",
       " 'start_box_delay': 0.25,\n",
       " 'distractor': 1.0,\n",
       " 'target_size': 2.0,\n",
       " 'grey_screen_active': 0.0,\n",
       " 'camera_type': 1.0,\n",
       " 'target_selection': array([6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6.,\n",
       "        6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6.,\n",
       "        6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6.,\n",
       "        6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6.,\n",
       "        6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6.,\n",
       "        6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6., 6.,\n",
       "        6., 6., 6.]),\n",
       " 'distractor_selection': array([4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n",
       "        4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n",
       "        4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n",
       "        4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n",
       "        4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n",
       "        4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n",
       "        4., 4., 4.]),\n",
       " 'occlusion_type': array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0.]),\n",
       " 'target_distance': array([3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "        3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "        3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "        3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "        3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]),\n",
       " 'target_rotation': array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]),\n",
       " 'reward_size': array([[136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
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       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136],\n",
       "        [136]]),\n",
       " 'prob_obj_on_left': 0.5,\n",
       " 'object_on_left': array([0., 0., 1., 0., 0., 1., 1., 0., 1., 1., 1., 0., 1., 1., 0., 0., 1.,\n",
       "        1., 0., 1., 1., 1., 1., 0., 0., 0., 1., 0., 0., 0., 1., 1., 1., 1.,\n",
       "        1., 1., 0., 1., 1., 0., 1., 1., 1., 0., 1., 1., 1., 0., 1., 1., 1.,\n",
       "        0., 1., 0., 1., 1., 1., 0., 1., 1., 0., 1., 0., 1., 0., 0., 0., 0.,\n",
       "        0., 1., 0., 0., 0., 1., 0., 1., 1., 1., 1., 1., 0., 1., 1., 0., 0.,\n",
       "        1., 1., 0., 1., 0., 0., 1., 0., 0., 0., 1., 0., 1., 0., 0., 0., 1.,\n",
       "        1., 0., 1.]),\n",
       " 'reward_episode': array([  1,   3,   5,   6,   7,   9,  10,  11,  13,  16,  18,  19,  21,\n",
       "         22,  23,  24,  25,  26,  27,  28,  29,  30,  31,  32,  36,  37,\n",
       "         39,  41,  42,  43,  45,  46,  47,  48,  50,  51,  52,  53,  56,\n",
       "         60,  63,  64,  67,  68,  69,  70,  75,  77,  78,  79,  80,  82,\n",
       "         84,  85,  86,  87,  88,  90,  92,  93,  94,  95,  96,  98,  99,\n",
       "        100, 101, 102, 103, 104]),\n",
       " 'slit_size_param': array([ 4., 10.,  2.]),\n",
       " 'block_length_param': array(1.),\n",
       " 'rotate_camera_param': 90.0,\n",
       " 'epoch_param': [250],\n",
       " 'mouse_report_delay_param': 0.0,\n",
       " 'prob_block_coherence': array(0.5),\n",
       " 'slit_depth_param': 0.2,\n",
       " 'target_selection_param': 6.0,\n",
       " 'distractor_selection_param': 4.0,\n",
       " 'occlusion_type_param': 0.0,\n",
       " 'target_spread_param': 4.0,\n",
       " 'target_rotation_param': 0,\n",
       " 'target_height_param': 3.0,\n",
       " 'target_distance_param': 3,\n",
       " 'trial_prob_object_left': array([0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5,\n",
       "        0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5,\n",
       "        0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5,\n",
       "        0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5,\n",
       "        0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5,\n",
       "        0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5,\n",
       "        0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5,\n",
       "        0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5,\n",
       "        0.5]),\n",
       " 'trial_target_spread': array([4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n",
       "        4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n",
       "        4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n",
       "        4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n",
       "        4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n",
       "        4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n",
       "        4., 4., 4.]),\n",
       " 'trial_target_height': array([3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
       "        3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
       "        3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
       "        3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
       "        3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
       "        3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
       "        3., 3., 3.])}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "task"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TS_file = '/Volumes/xieluanlabs/xl_cl/setup_test/whole_test/Imaging_source_test_2024-08-29_1_TS.npy'\n",
    "TS_file = rf\"D:\\cl\\video\\Imaging_source_{animal_id}_{exp_date}_{session}_TS.npy\"\n",
    "TS = np.load(TS_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## first step time delay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'DLC keypoint time stamp - frame time stamp')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frame_dlc_diff = data['time_stamp'] - data['frame_time']\n",
    "frame_dlc_diff = frame_dlc_diff[1:]\n",
    "ax, fig = plt.subplots(figsize=(15, 5))\n",
    "plt.plot(data['frame_time'][1:],frame_dlc_diff)\n",
    "\n",
    "# mark the task start time and end time\n",
    "start_time = task['start_time']\n",
    "end_time = task['start_time'] + task['step_time'][-1]\n",
    "\n",
    "plt.axvline(x=start_time, color='r', linestyle='--')\n",
    "plt.axvline(x=end_time, color='r', linestyle='--')\n",
    "# add labels next to the lines\n",
    "plt.text(start_time, 0, 'start time', rotation=90)\n",
    "plt.text(end_time, 0, 'end time', rotation=90)\n",
    "\n",
    "plt.ylabel('s')\n",
    "plt.title('DLC keypoint time stamp - frame time stamp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x24ac9700d00>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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cWFgYnJyc6nVT1SorK0NhYaHaPzLM+UzjrtQxh7ofUFu3HGny4a4LCI3cjU9jLpq8LlO/rxf9kqi7kA6L9VzH2r3J2H4qAy+YeB8nO/2+IDKJNaL37vPZmPLfw2ZZ19EreQCA7ac0/0hxlAHTBoWa3NxcVFVVwd/fX225v78/MjOlf9lmZmbqVX779u1o2rQp3N3d8cEHHyAqKgp+fn7KdbRs2VKtvIuLC3x8fDRuNzIyEl5eXsp/QUFBhuwqmUndL2pHm29Hm4vZN/FR9AUAwHs7k/R+njEnB42vmglJSGrG5xKJeYFKK+ovs9eQSdRQ6Jq5vK6G0sppN1c/3XvvvUhISMChQ4cwZswYTJo0SeM4HX0sWLAABQUFyn9pabqb5m3FMfKv47C3XxRCw/9rfY6WgmoPmdDmvFXDYOG6pGcV1X2CbBinUCIzs+MPzuXcYgyNjMY3h67YuioaGRRq/Pz84OzsjKws9TtOZ2VlISAgQPI5AQEBepVv0qQJOnfujCFDhmDdunVwcXHBunXrlOuoG3AqKyuRl5encbtubm7w9PRU+2dP/vP7WcnlQgCXchznqi5T2GtftT0wKpgZ+JSdGsYNWVPdy92J7I2jvUMLSirw15lM5Szdmhy6aPisx2/+dgbpBaVY8usZY6tncQaFGldXVwwcOBDR0dHKZdXV1YiOjkZoaKjkc0JDQ9XKA0BUVJTG8qrrLSsrU64jPz8fcXFxysd3796N6upqhISEGLILdkPbbeV/1vMXtJzpOpHI8cuwbuuwJfbRlDUu2HrabPUgchTGfA7TC0rx2o8nccuI27zoS1O1pq47jGe/i8OHu/7W+vz/xV01eJtVGq6uvGjkTOmWYHD3U0REBP773//im2++wblz5/DCCy+guLgYM2bMAABMmzYNCxYsUJafO3cudu7ciZUrV+L8+fNYunQpjh8/jjlz5gAAiouLsXDhQhw+fBgpKSmIi4vD008/jWvXrmHixIkAgB49emDMmDGYNWsWjh49ioMHD2LOnDl4/PHHERgYaI7Xwe6Zqz/U+i2b6ls0V9dQ2Kp9kmM9bCk1r0SvcppORpVVWiZoNKZCRtD0PquqFvjhaKpKOStViOyCDH9DWNxP8Vfx5f5LOsuZ+8dL4rWai2I0zUVlCTFJOboLWYnBt0mYPHkycnJysHjxYmRmZqJfv37YuXOncjBwamoqnJzuZKWhQ4di48aNWLRoERYuXIguXbpg27Zt6N27NwDA2dkZ58+fxzfffIPc3Fz4+vrirrvuwv79+9GrVy/lejZs2IA5c+Zg1KhRcHJywoQJE/Dxxx+buv8O41a5488fUJepAefwpesY2a2l7oJWok+TrLYT2J9nTOsO0vV6ZheW6vxyksoqUoO7Dc40Jp63+Z1K9kIIgaSsInRu0RQuztrbBbI1zGslhMDJqwXwbeKKZBPvJ0fqjLr305w5c5QtLXXFxMTUWzZx4kRlq0td7u7u2Lp1q85t+vj4YOPGjQbVU07m/2Sdpv/P9yZbZTs6NcBvsTKVPnBz/zL+8Vga/v3TKXT1b6qyVL+NbDiSgiUP9dJdsA7VVp95/zuF44vCtJQmcgzrDlzG27+fw4N9WmH1EwOMWsd3h1Ow+BfTxqUYeoqQY5e9FLu5+qkhU32zCQiLXvas620dqXKfoQbyGbAbqke97ktv6jvi7dsD0//OMnwQ+rex+t06QltLES8BJ7lYs6dmTiptc7rU0tRNu+FwqvQDZtRQT98MNXbI3i5JNgXHXtQPh5qOrjGvldrl4mZ42+hbB3MdV/m804lszcBPk0zPzQw1DYw9vY+1z8Wi+wPqiJNJadtn1f2xVVOxA76kRGah70fOXoK4uU4RqvfVkwOGmgZu19kszPjqqFVv1FjLXk4OjsyUDHJd4j5L+nZ9ymlmaNKNn9U7DAkT9vQp0fQjsJyhhixJCOt+YTzz7XHsScrBsu3SkwGayp4+1MY6ejnPbOvSdj40tZXE0C+eE6n5OJSsPgGXOVtqzHnsr97Q73J5InOzRKOpeT5n2iumq95b469h9sZ4jXPPGCK/pALLfjuLs+m2v8ciQ42dOWLCF2hpRRV+PJaG7MJSg5+bW1Rm0uRq6fm3UGLly841nRdqP8wHLuTiLTOEtUmfS9981RjrDmiedFFVck6x2kDE9II7x9ScXVMr/1KfoEvfc622k/JPcVcx5YvDyDfjndRHrIgx27qo4bmSW2z0vFZ1u8IN+fwZ00VuzR+Cv5/KwB4D5pi5ln9LcvnqPRex/uBlPPDxfnNVzWhGXdJN5lX3I2Joc+CfZzKRVViKSznF+PrQFbT2boyDr99n0DqqhPrkarpsOZ6GM+mFWPJQT6RcL8HI92Pg1bgRTi4ZrVZOAGa5g7WUv7OKMLxrC42P/3Od9B3cbU1T6FRtoRu/5qC1qgMAOHYlD9/FpiD3Zv0uKcCwE/lrW06aq1pEJotPvYFHPz2Etj4e2Pfve/V6TkVVNVb+9Tfu6eJX77HCUsN/vO04nYHEawWYF97NpLGAmQWlCPByB2C+FiR950BLvFaISw4wpw5DjQw8912c2t+a0jSg+ZdDRoHm50iZ979TAIAR3Vog7fZMugUSv8yjzmYh6mxWveWA9i9KfT6wb/9+Ds/c01GP2toXTSdFk7uf6rxoRaUVaObeSK/nTlyrvTVq1zn1YyiHbkVqGLafrGnx1HfGbwDYcDgFa/cmY+3eZHwwua/JdXhxQzwA4K72Pri3u/EThs7730l8N9O8twbSNxz9firdrNu1FHY/2QF7+IJIy6sfavS5Aim/RPqXPanS76yh7/tA3x9o//zSfC1VecXqgVUqHH8Xm4Ijl66bbZukrqFMnmYPUgwIQIbIMXG+pqs39P/xKaepQQzBUNPAWPrEmHq9BHuSsjU+ru8g6Ib4cdS3peZ3lbE22l6nk1cLTKuQgf5IzMTkLw5bdZsNxa6zWRjwVhRitHy2yDLsNUtau152+jLUw+4nMqvhK/boXdZRPiTWYovLpBVgC4AjeObb4wCAp746hivLx1l9+w3tPdKQdlduu8qWGiI7Ye1Lumt9d1i/2yBYgq2+PPIk5ughshZjBwvbw1AFe8dQYweseV439yy8pnwpmeMLbdbtX7D6yikqQ2aB4Ze8O6o0PcYGfBZjJzcxtZKNR1Ix4K0ofBD1t+7CetpyPA0r/jzf4Fo0SDtLztBd/1JzaP1b43pk9pZlqCG7FJdyQ69yUldWbTiSiufrXBFW667/7MKQyGiT6mZPdJ0zH7HQpeGOfDuFhT/XzMf0UfQFs61z3v9OYc2eZMSn5pttnZoUlZpv/h+SpnaTYQf+0k/LK8GPx9NQUVVtciuPo3zkGWocXMp16XkDbpaZPhHejK+OYduJa/WWq06yF/nHebtsyt95JtPWVTCYkxFJ4Y1fzij/X+rka65jUxsETNH+9d/NUJM7Tqblm3V95lCoYcLBnYkZeHLdEbPcjuSWxCRyf5zOwLPfHpecVsHRHb2cp/XiA1PsOH1n0H1mYSnGfbwfv51Uv3TZnJlGUee/hrqUq/88MdlFZbjnvT349/9OYb2ek35qo22qEHvCUOPgHvzkgOTy3kv+NHmG37LKaryyOaHe8q8PXVH+f05RGT7cpf8v3oZ4maG+v/QcqfXDHuo61YyXrBuqtKIKr/90SuMcTHU9/3089l/IxTs7zlmkPi9siMdfZ7PwkQGfRVOtivobK/48b/HtTPo8FjO+OobsIvN3G9fOH1PrTHohXvrhhNnWb8zgf32HCBjSghSrZaoFfc/Ju845xpV3DDV2wJSp/Iu0zG6ZnF0/1e9MzMCHu/42qe+/pMy46cbraXj5huq4VVGF41eMuzWIOVojjfXVwSvYdCzN4DFdZmk5U/ncrNlzEVO/vHMZfV6xZW5MW/ejerOsEh9HX8CaPcka9yktrwT3rYzBxiP6z1SujTVbhB3h1CR17j+tZRoHTfvkyN1rUnhJtx0wZEIlQ8Wl3EBSZpHy7x+OpgEABrf3wdDO9acA18eRy5xgTS7OZRTCs7F+sw6rMufl54/pmM3YHmXqOQN3dbXApdybJm2r7j2LVL+DVvyZZNK6jVWpciuXymrp27os234Wl3KKsfDn03gipK3F6pJRcAuJ1woR1qOlWivHH6czsHznefh7uhu8TnN90VuqRfPo5bx6XezVAnhotXTLvdyCizYMNTI34bNDkstzTfjVc9mAfl1t5NwVVWxEK4IxY2pMVVxepfetFFTZQ/eTIUorquDeyNmo56ZcL0ZpRTW6BTRTLtPVRXDqaj7e2XEO5ZXVBg0e3n8hB6//dBrvTuiDYV38cDH7JsJW7VUrM2LFHhxZEAYvD8OPW62KqpquZb8mrljwQA+jXxttyioNu4edLpq+mIcu3w0hgI8e74dH+rVWLn/hdtdSynXTZge2xBVtuj4/um6++cnu+t2Mx1M0t3hq24MzdnBnbXNi9xMZrCGlfmNVVhn+ItkqKFTL/ICu+PM8ur+xE4eSc40aZzZiRQzCP9xn0C1BJnx2CIcv5dULNLXHWNOA3ifXHcW1/Fv457oj+PnE1XqBBgBKK6rxbewVyeerhq2fT1zV2PXz28l0/H4qA9/EpmDS57EGf3Hb01umti4HL+airNI8XeOafnCpzuZtKUcuXUf3N3ZqfFwIIfn6f3XwisbnJGVqDi6G3MjYETDUyJi5PuDmdjG7yGFG0htr3YFLtq6CUqGOS4CzzXBFjrUYE/zW7KmZh2fZb2cxb8spo7et73s2LuUGKjSE2pikHLR//Xf0ffMv/HpS+w0CX92s+W7nmjJF7ctTVS3w6uaTWPjzackBtqrjMU5dLcDI92Nwq9y484U5uiKFEEjOuVkvXL27U/+ByL+dzEC3RTsR+YdlBmMDwOyN8boLqTDmldH1eeywYAcOXMw1aJ1ZhWV2+31gbgw1FvbH6QxsPmabJKxtrMLLP5zQe+Dd41+Yb8zDjeIKhK3ah7tvNxnL1ce7Lxr8nFQTm8k16bP0L413BjeWqU365qI6tkPV1RsleHVzAs6k3xk4eT6zCL+fVv+lnVFwCxuPpGLhz6dRXS2w/VQ69v6dI7lOIe50RWgKV0lZRRq7fOta8ksiqqtr1peef8voAdOqasdZqLa+FesxsD/legl2nrF8K4Qm7+w4h1Er99abEFHTxJB/nM7A2I/2Iznnznil2kvdP99rvR8UZZVVeHFDHH48lqbh8WrMUQlCtS1ptmiVlbppsRxxTI2FvbDBsGRvTW/8kqhXucOXTD/Z1irX8CUkZ/pmty/NMJeEnEnNjvzAx/vx16sj6i1/cUM8Tl0twM8S8yypCo3crfx/vyauyjAa/8b98Gniqlb2wU8OIMDTHT/PHqqxqd+QuXNulFRg8DvR+OvV4Ri6fLfuJ+ihpLwKRaUVWsfIHL+SJ/lL35AWF9X3tNQXdFZhKUoMGFf23/017/2Pd19ExOhuOsvXnlcjJKac0IcQQuu4KNUfXNo+v5uOpmHH6UzsOJ2JSXcF1Xv8+yMpauv6LvaKyVNtkHYMNQ3YWSMHiDnaIFGSB6lJ5/7Okr6y6JQRdyhXDSp5xeXwaeKKijohPLOwFCPeizF43Zrk3izD6A/2Gfw8ba2ct7QMiq6uFsZdbVZnewdVQlHd00FWYSlC3rHOrN3GXNafeK0AM785hnnh3TWWERr/UKdrssO6x+nk1QKcvFqA9r4euitKRmH3UwNm7FVM5uo2+tKOxp2Q/Xtq/VFc02P6A2Pnr1F9W1/Lv4WCWxWSl0ybu7Ux96b5xzRp+oxqGxQen3oDv5/KqBfkpJ5Xd4K6f205iX98ehCVVdU6b3Gy/0IOvtiXrHVwclllVb2uJ6nixpyKHvzkALIKy/CvLZrHLFmapjFXZDq21DiwSAvNTmottQM4ifSRXlCKdA03I62uFnByqmkzyC40buZZ1TA0ff1Ro9ZRYuRgW7Oq832ZkHYDj38Rizce7InwXgEan/ZtbAq+jU3BEyFt8c4/gtUee33raVwvLsfonv54/y/1oDf+04PK8RrHrui+Z9uT62pe2y7+zXBvt5b1Hs8sKJW8P9uepGy8tuUkVk7sq1x2Kcc800uQfLClxkIqq6oNnm3UUJ/vY0sH0Zo9F9H/rSi1QaO2ommQsTUJqF+S/Ormk8gqLMOcjSf0mg1845FUySvmVvyZhPs/2Ic/z6jfGkJ1AKqA0HtkjqZWt2e/kz5vrvgzCecyCvHMN8f03ILx9L61iZHrZxe+5TDUWMhfZ7P0vi8Mydt/9zN8WtKKP5NQcKsC7/xum5ZLc9yk0lACAlXV0t+8S389gy3Hr0o+1nfZX3qtv8/Sv4y6r9Ous9mQqtYvCfUHbB+9nIeL2fWDqK7xUNpuDVOrv4b91Dd0lqtMHGiJSULleONRe8HuJwsxds4HR8BfGYY5YcCMsmS86PM1N9yz9liJiB8TrLo9APhw1wUc19DV80diJv5INP0u9cZ0D68/eBm/nao//87cTQkIbu2Fji2aKpf9ejIdv55MR/I7Dxi0jSI9xkzdKJEODfp2K/4UfycUJmVqbgE0Nu7oE8zIOAw1ZLDcm9a7sRyRIXadzTLotgTmsP+CYROhmYuhE7BZi6aWq8zCUqTn1x/v1GnhDktXySTrD2qeakF1huH2r/9ujeqQDgw1RCQbz1h4HBsZ768zWfj60BVbV8OskrKKdBciq+KYGiIisrjtEt1SRObGUENERBbHbmuyBoYaIiIikgWGGiIiIpIFhhoiIiKSBYYaIiIikgWGGgvhBHVERETWxVBDREREssBQQ0RERLLAUGMh7H4iIiKyLoYaIiIikgWGGiIiIpIFhhoiIiKSBYYaCygpr0RWYZmtq0FERNSguNi6AnJTVS3Qc/Gftq4GERFRg8OWGjO7WVpp6yoQERE1SAw1REREJAsMNURERCQLDDVEREQkCww15saZhImIiGyCocbchK0rQERE1DAx1BAREZEsMNSYG7ufiIiIbIKhhoiIiGSBoYaIiIhkgaGGiIiIZIGhhoiIiGSBoYaIiIhkgaGGiIiIZIGhhoiIiGSBocbMFJynhoiIyCYYaoiIiEgWGGqIiIhIFhhqiIiISBaMCjVr1qxB+/bt4e7ujpCQEBw9elRr+S1btqB79+5wd3dHcHAwduzYoXysoqIC8+fPR3BwMJo0aYLAwEBMmzYN6enpauto3749FAqF2r/ly5cbU30iIiKSIYNDzebNmxEREYElS5YgPj4effv2RXh4OLKzsyXLHzp0CFOmTMHMmTNx4sQJjB8/HuPHj0diYiIAoKSkBPHx8XjjjTcQHx+PrVu3IikpCQ8//HC9dS1btgwZGRnKfy+99JKh1SciIiKZUgghhCFPCAkJwV133YXVq1cDAKqrqxEUFISXXnoJr7/+er3ykydPRnFxMbZv365cNmTIEPTr1w9r166V3MaxY8cwePBgpKSkoG3btgBqWmpeeeUVvPLKK4ZUV6mwsBBeXl4oKCiAp6enUevQazulFeiz9C+LrZ+IiMheXVk+zuzrNOT726CWmvLycsTFxSEsLOzOCpycEBYWhtjYWMnnxMbGqpUHgPDwcI3lAaCgoAAKhQLe3t5qy5cvXw5fX1/0798fK1asQGVlpSHVtwpe0U1ERGQbLoYUzs3NRVVVFfz9/dWW+/v74/z585LPyczMlCyfmZkpWb60tBTz58/HlClT1BLZyy+/jAEDBsDHxweHDh3CggULkJGRgVWrVkmup6ysDGVlZcq/CwsL9dpHUyk4UQ0REZFNGBRqLK2iogKTJk2CEAKfffaZ2mMRERHK/+/Tpw9cXV3x3HPPITIyEm5ubvXWFRkZiTfffNPidSYiIiL7YFD3k5+fH5ydnZGVlaW2PCsrCwEBAZLPCQgI0Kt8baBJSUlBVFSUzn6zkJAQVFZW4sqVK5KPL1iwAAUFBcp/aWlpOvaOiIiIHJlBocbV1RUDBw5EdHS0cll1dTWio6MRGhoq+ZzQ0FC18gAQFRWlVr420Fy4cAG7du2Cr6+vzrokJCTAyckJLVu2lHzczc0Nnp6eav+IiIhIvgzufoqIiMD06dMxaNAgDB48GB9++CGKi4sxY8YMAMC0adPQunVrREZGAgDmzp2LESNGYOXKlRg3bhw2bdqE48eP44svvgBQE2gee+wxxMfHY/v27aiqqlKOt/Hx8YGrqytiY2Nx5MgR3HvvvWjWrBliY2Px6quv4p///CeaN29urteCiIiIHJjBoWby5MnIycnB4sWLkZmZiX79+mHnzp3KwcCpqalwcrrTADR06FBs3LgRixYtwsKFC9GlSxds27YNvXv3BgBcu3YNv/76KwCgX79+atvas2cPRo4cCTc3N2zatAlLly5FWVkZOnTogFdffVVtnA0RERE1bAbPU+OorDVPTVFpBYI5Tw0RETVADjVPDREREZG9YqghIiIiWWCoISIiIllgqCEiIiJZYKghIiIiWWCoMbMGcSkZERGRHWKoISIiIllgqCEiIiJZYKghIiIiWWCoISIiIllgqDGzhnHTCaKGwcVJYbVtffv0YKtty5F8w9eFDMBQQ2Y1YUAbW1fBol4e1cXWVZDUxNUZ/xzS1tbVsFu+TVx1lvFrqruMPWnq5oKmbjX3JB7Q1tu2lTEj90ZOGNrJV/l3j4Bmyv/v6t/UFlUiB8JQ40CeHd7R1lXQasKANhb9YvB0N/im8g1GxOhuuLuTn62rIempoe31Kvdo/9YGr/v3l4dhXHArPH13B8nHrywfh92vjcC+f9+rc13HF91fb5lCR0PNVzPu0queYT38lf9f+zl2dXHCwge6AwA+nTqg3nQQd3f2hTYx80Yi8c1wXI58AKufGKBXPQDgrvbN9S5rbuP6tFL+f38NQWxQOx90aXknvLT0dJcs16Z5Y63bGts7QHL5owM0v8/s/RxLujHUOIgjC0dh4QM9bF0Njf6Yew/enRCMFs3czLree7rc+aL+v3Ha9/+NB3vqvS5jBWg4werS1scD+/99L36ZfbfJdZDS2tvwer12f1ejtycVXueFd5Ms29q7MVZO7KtznT1aab777j/6t8ZHj/ert7xXoBfWTB0AnyaN1JY392iE6aHtAAAdWzRFEzcX/PziULO3aNzbrSVm39tJr7J7543Et08PxoKx3fHdzME4MP9ePDu8E86/NQYPBLdSKxtxf1dseGaIxiD/9N0d4Ne05rOm0JW8JJ6rj5AOPmp/d2rRxKDtSGmk0p03rLP059FZosuvNgBNGhSktvzLaYMAAB386tfNq3EjNHO78/r9MfcePDe8I5Y82EutXFOVMs+P0O9Ykv1iqHEA218aBn8jv0wN8dTQ9vjPP3rjwT7qJ9hNzw7R+rzOLZuiRytPuDg7YbwRv7a1+W5mCP5+eyx2vnJPvRNaXbpaBD7750CT6/P4Xep1SH7nAZ3PubJ8HPb9+14E+Xjo/OVvjH5B3gjvFWDwxI8v1elK81Hpotms45gfX3Q/riwfp7bMs3EjTBlc/xgpFMCEgW30brGpa1T3lvhgcj880k//91bcovvx5iO91Zb1b9scW1+8G4lvhmt8nmowqxvEfp1zN64sH1cvFMwL746L/xmr/FtTV1c73yYY3rUFFAoF7unSAi2b1Xym3Rs51ytb283p7aG+rl/n3I0L/xmLxQ9pDvCRjwZrfAxQnyA0wNNdMiwOaOuNzc+FwtXlzldEK6/GSFh8P9r5emhdf582Xsr/f39iX50/Nup648Ee8HBTD3PfzwzB5meHYIbKa69QAGE9/bErYjj+mHsPuqt0U9U+rqpHK08seKAHvDzUA7AxH8lHB7RGoJflz8nm0qzO6zkttB2auNZ/38kBQ42dC+ngg96tvXQXNIOlD/fC1JB29Zqyh3TU3gyu+uum9tejPjz0/FC5ujihe4Cn1l+kSx/qKfkLzxC7Xxuh8bGX7+uMK8vHwanONkzdpjm8EtYFCoUCzVR+1Td106+r7punByPi/q74fmYI9s4bif89H4ro10YgRMcxr3V4wSiM7R2AB4IDMGlQGzx+151xPbPu6YAOfk0w+XYQrNtdMGmQ+vgrTYf3kyf666zH5LvUxxPVPU6qtL02s++tOc5Xlo/DhIFtoFD5yuvTxhsA0Mi5/rpdnJ0Qevs1+/3le9DNX/0LdkRX3a2E+rQCBrf2QiNn7aft+3v6q/09YUAbDG7vI1n28MJReKRfayyq0wpae8xUw+3nTw6Et4cr9s5T78qr+3qqdiM+NrANZg5TDSJ3XrsmKs9TKICerTyx8ZkQdG7ZDM8P74SB7Zpj2SO9lGVDOvrC2UmBJ0JqjvW88Jquu84tm8G9kTPc6oTDccGBeiWWiNF3WiydnRR4bKDucYHujZwR3Eb3eflrHd2TdVvDpKi+fqqS3h6j87m17qnz/lv2SG+cWqo53Nfq6t8UHc3QQmdNHKRgbhp+LisUNVdG3de9Jf41uhsmfx6LWcM7YlXU32rlfpszDCfSbuCRvq3h2dj8h2dXxAiErdoLoObXRp/WXlj621m8O0H6190/bp+gVk3qi4gfT0qWqXve6NPGC6euFqgte+uRXnjjlzMAgPVPDUJxWRWOXs7Dd4dTJNfp7KSQDBmRjwZjwdbTAGq+XCqqBLbNvhv9grzVyjVzc8HzIzthbO8APLnuKJ4b0RFNXJ3RyssdGQWl2PHyPfBwdcbn+y7hh6OpAGqasCcMaIOf4q8q1+OkALY8PxQD2+k/DmHK4CDsTcrBw/1a46G+6q1eCh1n2SeHtEPU2Sw0b+KKcxmFao8NaOuNNs098OvJdLXld99uxh/W2Q9PDmmH7q2aYWgnP/wvLg0TBwZhVdTf9Z5Ta0TXFhjRtYXy70EqX36rJvXFN7EpWDmxD67ll2L6+qP1nh/g5a6xBez/xvXE/4278yv94X6BePv3c8q/XxvdDT8evyr1VKWI+7vCw/XO52DlxL54bUvN+1A1OLRo5oa/3x6LF76PQ6C39rEWQE2APZh8HbvOZmHv3zl4ckg76YISh+u5EZ3w19ksjK/TcrThmRCUVlbBw9UFH03ph9kb4jE1pB1aebljdC/p8R2qugU0w7sTgjWOIdFGtbVH9YqtKYODEPloH5zLKMTYj/YDqDnmXo0bqbWo+Kp0J/46524E3/4h1b9t83otcgCwcVYINh1Nw5COvhjVoyU+2X0B3x9Oxa6IEWjp6YbP913C8C4t6j1P1bTQdhjW2Q/rD1xGxOiuaNP8TguQl0cj/PTCUMnn/Wd8b7wS1kXZ0lXrjXE98NjaWAA1Y616BXrhP/8Ixss/nMDcOq2SHq7OKCmvAgDMuLsDissqa7bbuBFWPNYHcSk3cDm3GKuf6I+Ssip09m+KRz89pLaOyEf7IKj5RYzuFYBJn8eqPfbogNZ4/7G+cHJSYPUT/bFmTzI+mNwXr24+Cd8mrjiUnIuWzdyxZuoADHp7l9pznxvREZ/vvaT828VJga9n3IWDF3Px2MAgPPHfw3hhZCe4uUj/KGzt3RjX8m8p/76rfXMsGNsDO05nArgTkpydFJhxd3t8dfBKvbq/+XAvxKfmo1+QN7waN0JSZhGe/z4OEwa0Riuvxlh34DJyb5Yhu6gMQzr64PClPMm62IJCiIZxEXJhYSG8vLxQUFAAT0/NffemKiipQN9lf9VbvitiBLYcT8OzwzvCV6U1o6yyCi5OTlBA+6/LWsPf24PUvBK1ZY8NbIN9f+cgu6hMuezK8nFIz7+Foct3A6gZ07HisT56/wI/lJyLXWez8e8x3ZQnzIqqamw5fhXfHU7B+xP7YNzHBwDUfPk9qnLVU+r1Ekz6PBYzh3XAqWsFiE2+jt3/GoG+b/4FIWp+Ybi5OOOdHefwxb47H97LkQ9AiJrXoapaaG0FEUJItty0f/13AMBL93XGa6Prj/GoqhYQQsDl9q/dj3ZdwAe7/la+ZnVVVlUry9bdxpND2uGt8b2VfwM1ge7XOcM01u/01QI8tPqA2rL3J/bFv25/UV9ZPg7V1UL5XvjtZDqWbT+Ltf8cgIHtfNS2/9MLocpl+qhdb0FJBZq6uxjcyqS6n1KvFQBczL6pDM1SZUorqlBWUQ1XFyc0dnXGnqRszPjqGICaMVFvbT8LANj4TAi6BTRT+6zUXY9Ut40xNB0rAIhNvo4XNsRh2SO98XDfQLNszxDfxV5R/hgAaj4jmur61cHLcHF2wsSBbdD9jZ0AgP23uz1r19XKqzHCevqjoqoaLk4K5bpOXc3Hw6sPAtB8bA2h+h4G7rx3XgnrgvUHLqOZeyMcmH+vweOBdCmtqIKbi5PaegtLK+Dprt7lFLzkTxTdDjL67m9JeSV6Lv4TAPBESFu88487PwRVPxs7Xr4HPQP1/4757nAK3tiWCFcXJ/z84lD0CvRCWWUVui2qOYbPjeiIBWPvtKSpvl/rfiZrX/fknJto5eWu9oPgROoNHLyYi6eHdVBbLoRAXMoNvLI5AW8+3Aujeqi39GlSGx0UCgVe3BCnDE3meP/UZcj3N1tqrKRzy6ZYIDHQV1Pa1qR7QLN6oeb9iX0Rm3wdU/57GADwn3/UjCVQbabeNvtutTETugzt5Iehda6maeTshCdC2iqbf2vVPS+19fVA7IL7lB+82oBy9s0xqBJCuc8vjuykFmoUCoVyXbq+cHWdDDVF9Zr13nnuzHs64HhKHsb2biVZvm6gUeV2e7zBL7PvxoGLuRjRtQU6375qQ1P9fCQG2D7UtxV+PnEVQzrUBE7VL4OH+gbiwT6tJNfnZOAXQu16644p0Ne3Tw/G4l8S8e6EPhrLdG7ZFC+P6qLxKjj3Rs5qYcSr8Z26jO8XiHd3nsfIri0wVMMgUtX1mIu291JoJ1+ceON+s3/56uufQ9rBp4kbZm+M11m2drxJaUWVcpnqe+nJ0PbK/6/bhdWnjTc+nToAQc21j5fRl6YfaI2cnXB80f1wUhg+wFkfUu+LuoEGAEb1aIltCemSA4w1UQ0CHXw1P8+QQAPU/Dh6pF+gWj21fS+ovm6jurdE9PlsjLs90Lz2de/Uov6l7/3bNkf/tvVbnBUKBQa198GB+fcZVG9bfSZ0YaiRCdX319SQdvWWWXTbEm30qm/42oDSuM4YGm8PV1yOfAB7krLRLcByrWfaNHVzwXczQ0xaR98gb/St0/2lSWvvxvh4Sn94utfMMdK6eWO4uThjwzOaB+ZqOnlY+6QyvGsLxNQZTyElwoCrqvoHeWPWPR3QzrcJfJu6IXFpuOSYFVuy5clboVBgsB7jLlS5N3LGtNB2KC6rQms9uuJq1b0CyxKEEGqDj23l7X8EY2C75gjXo1tQ1eZnhyDm7xxMN3LQuyZSwatWU1fNX9MfTemPmKRs3NutpVnr48gYashkppzzFQoF7uuuX3OnIYTB1wLpb2gnXxxKvo5Jd2m/GksTc3Vj6JqnwxEoFAq1cTf28IVnb1o0c8Pafw5EY1dnvQPWsjpXftkLfQewW1pTNxe1lit9hXT0lezC7xXoiTPphRLPMN6yR3rhj9OZeFrDQGGgZj8e7GP9blF7Zh/vMLI4Swyduqt9c8Sn5mNkV/v7lWDJkWLfzwxBUWml0d04ptrzr5EoLqs06EozcmxjNEwk5yjeGt8bMeez8fhgec56PaqHv9lDzbTQ9phmRPBq6BhqzMySLQRSVjymeXyDpRvNNz8bivKqarOObzAXSx4FJyeFzQINID3RGJE9e3JIO81XmJHDe6hPoHKgsK2xrddECWn5mPDZIbym4XJnc1Ntff506gBMvD0hna5me0t8yTs5Kewy0ACQ7cRSRGR/Gvr5pvXtrnBjZ1w3J7bUmKjwVgXiUm7gVnmVxjLmnKBN0zwn/YO8MS64FdqqzPbp08QVoR19ISD0uqGfHLz1SC/8kZipNvMoEZElPRnaDnv/zlG7x1dDUvu9ZAdzkTLUWEMzC92IUfX9o1AosGaq+kzACoUCG2eFKP+/IXgytL1RAwCJiIzl4eqCjbO031qErIOhxgoMnU9EX/qstqGEGSIiIo6psQJzxgpmFCIiImkMNWYmdSkxgwgREZHlMdRYhRkHCqusqkUzzlNCRERUi6HGCszZUqN69VNbH85XQkREVIuhxgos1fvEbi0iIqI7GGqsgOGDiIjI8hhqrEDThHlERERkPgw1ZiLq/FcVW2qIiIgsj6HGRPoElpAOPmbcoPlWRUREJCcMNVYwvn9rs62LmYaIiEgaQ40VWOw2CRZZKxERkWNiqHEwvJcTERHZI6kxpdbGUENERERGs6ff2gw1Ziakbv5EREREFsdQQ0RERLLAUGMF9tQ0R0REJFcMNQ5GNR9x0DAREdEdDDVEREQkCww1ZsIBwkRERLbFUGOiujerZLQhIiKyDYYaIiIikgWGGiuo25pj0ro4NpiIiEgSQ42DUWj4fyIiooaOoYaIiIhkgaGGiIiIZIGhxsx4ZTcREZFtMNQQERGRLDDUEBERkcnsoaeCocYKLHUZNi/vJiIiuoOhxkTWDha8iSUREZE0hhoiIiKSBYYaMxMWvvsT22mIiIikMdQQERGRLDDUEBERkSww1FiBpbqMzHmjTCIiIkfHUONomGOIiIgkMdSYmx1MPkRERNQQMdQQERGRLDDUEBERkSwYFWrWrFmD9u3bw93dHSEhITh69KjW8lu2bEH37t3h7u6O4OBg7NixQ/lYRUUF5s+fj+DgYDRp0gSBgYGYNm0a0tPT1daRl5eHqVOnwtPTE97e3pg5cyZu3rxpTPUtwmr3vGD3FhERkSSDQ83mzZsRERGBJUuWID4+Hn379kV4eDiys7Mlyx86dAhTpkzBzJkzceLECYwfPx7jx49HYmIiAKCkpATx8fF44403EB8fj61btyIpKQkPP/yw2nqmTp2KM2fOICoqCtu3b8e+ffvw7LPPGrHL5mXTcbscNExERKRkcKhZtWoVZs2ahRkzZqBnz55Yu3YtPDw8sH79esnyH330EcaMGYN58+ahR48eeOuttzBgwACsXr0aAODl5YWoqChMmjQJ3bp1w5AhQ7B69WrExcUhNTUVAHDu3Dns3LkTX375JUJCQjBs2DB88skn2LRpU70WHbtkxvDBez8RERFJMyjUlJeXIy4uDmFhYXdW4OSEsLAwxMbGSj4nNjZWrTwAhIeHaywPAAUFBVAoFPD29lauw9vbG4MGDVKWCQsLg5OTE44cOSK5jrKyMhQWFqr9swZL9w4x0xARkT2y9G2C9GFQqMnNzUVVVRX8/f3Vlvv7+yMzM1PyOZmZmQaVLy0txfz58zFlyhR4enoq19GyZUu1ci4uLvDx8dG4nsjISHh5eSn/BQUF6bWPREREpD97+rFtV1c/VVRUYNKkSRBC4LPPPjNpXQsWLEBBQYHyX1pamplqSURERPbIxZDCfn5+cHZ2RlZWltryrKwsBAQESD4nICBAr/K1gSYlJQW7d+9WttLUrqPuQOTKykrk5eVp3K6bmxvc3Nz03jdHYbWrrIiIiByMQS01rq6uGDhwIKKjo5XLqqurER0djdDQUMnnhIaGqpUHgKioKLXytYHmwoUL2LVrF3x9feutIz8/H3Fxccplu3fvRnV1NUJCQgzZBVmxpyY/IiIiWzOopQYAIiIiMH36dAwaNAiDBw/Ghx9+iOLiYsyYMQMAMG3aNLRu3RqRkZEAgLlz52LEiBFYuXIlxo0bh02bNuH48eP44osvANQEmsceewzx8fHYvn07qqqqlONkfHx84Orqih49emDMmDGYNWsW1q5di4qKCsyZMwePP/44AgMDzfVaWIw5bzzJIENERCTN4FAzefJk5OTkYPHixcjMzES/fv2wc+dO5WDg1NRUODndaQAaOnQoNm7ciEWLFmHhwoXo0qULtm3bht69ewMArl27hl9//RUA0K9fP7Vt7dmzByNHjgQAbNiwAXPmzMGoUaPg5OSECRMm4OOPPzZmny3K0t1DzDRERETSDA41ADBnzhzMmTNH8rGYmJh6yyZOnIiJEydKlm/fvj2EHknAx8cHGzduNKieRERE1HDY1dVPjswers8nIiJqyBhqTMX+ICIiIrvAUOPAmKeIiIjuYKhxMLz6iYiISBpDjZlJja1hECEiIrI8hhoHY845b4iIiOSEoYaIiIhkgaHGwfDScSIiImkMNQ5MwcE6RERkJ+zhhssMNQ6GY2qIiMie2NP3EkONmUklVfs53ERERPLFUGMm1mp2Y48TERGRNIYaE1m72Y2hhoiISBpDjYOxh4FYRERE9oihxoGx0YaIiOgOhhoiIiKSBYYaM7N07xDH1BAREUljqLECTpJHRERkeQw1DocBiYiISApDjcPh5U9ERERSGGocGHu1iIiI7mCoISIiIllgqDGT2k6h8spqC2+JzTNERERSGGpMVLcL6MDFXJ1lzLk9IiIie2APIz4ZahwMMw0REdkTe/qxzVBjZpY+tvaQhImIiOwRQ42ZWTOxWvsO4URERPaMocbMGDSIiIhsg6HGzAa2a27R9TMyERERSWOoMbNGzowdREREtsBQYwWMOURERJbHUENERESywFDjwOxpbgAiIiJbY6gxEyGsM4MMgwwREZE0hhoTWTtj8JJxIiIiaQw1REREJAsMNVbALiMiIiLLY6ghIiIiWWCosYJq3oWSiIjI4hhqrCDqbJatq0BERGRRVroIWCuGGivIKSqzdRWIiIgswp7GjTLUOBh7evMQERHZE4YaM7OD1jciIqIGiaHGCszZuMKGGiIiImkMNWZiixYadkURERHdwVBjIgWTBRERkV1gqCEiIiJZYKhxMGwZIiIiksZQQ0RERLLAUGMNbFwhIiKyOIYaB6ZgWiIiIlJiqCEiIiJZYKghIiIiWWCoMbP8kgpbV4GIiKhBYqgxs//7+bRF188ruomIyD7Z/u6HDDXmcvtYlpRX1Xuoo18T823G9u8ZIiIiJXu6aIWhxkR1W06ERFId2a2lVbZNRETUkDHUmFl1tWXXzyBDREQkjaGGiIiIZIGhxsyEhQe92FPfJRERkT1hqDEzqUjDLiMiIiLLY6gxs4yCUouuX2ogMhERETHUODQ2ABEREd3BUONgOKaGiIhIGkONg+H4HCIiImkMNURERCQLRoWaNWvWoH379nB3d0dISAiOHj2qtfyWLVvQvXt3uLu7Izg4GDt27FB7fOvWrRg9ejR8fX2hUCiQkJBQbx0jR46EQqFQ+/f8888bU32L0DZ815xdRmyoISIikmZwqNm8eTMiIiKwZMkSxMfHo2/fvggPD0d2drZk+UOHDmHKlCmYOXMmTpw4gfHjx2P8+PFITExUlikuLsawYcPw7rvvat32rFmzkJGRofz33nvvGVp9s7N2yOC1T0RERNIMDjWrVq3CrFmzMGPGDPTs2RNr166Fh4cH1q9fL1n+o48+wpgxYzBv3jz06NEDb731FgYMGIDVq1cryzz55JNYvHgxwsLCtG7bw8MDAQEByn+enp6GVl9WFBxgQ0REdsIebrhsUKgpLy9HXFycWvhwcnJCWFgYYmNjJZ8TGxtbL6yEh4drLK/Nhg0b4Ofnh969e2PBggUoKSnRWLasrAyFhYVq/4iIiMgyrheXo6ratsnGxZDCubm5qKqqgr+/v9pyf39/nD9/XvI5mZmZkuUzMzMNqugTTzyBdu3aITAwEKdOncL8+fORlJSErVu3SpaPjIzEm2++adA2HAHbZoiIyJ6odhocSs7FPV1a2KwuBoUaW3r22WeV/x8cHIxWrVph1KhRSE5ORqdOneqVX7BgASIiIpR/FxYWIigoyCp1rYu9RERE1BB8uOuC44QaPz8/ODs7IysrS215VlYWAgICJJ8TEBBgUHl9hYSEAAAuXrwoGWrc3Nzg5uZm0jbsEQMSERHZq5yiMptu36AxNa6urhg4cCCio6OVy6qrqxEdHY3Q0FDJ54SGhqqVB4CoqCiN5fVVe9l3q1atTFoPERERyYPB3U8RERGYPn06Bg0ahMGDB+PDDz9EcXExZsyYAQCYNm0aWrdujcjISADA3LlzMWLECKxcuRLjxo3Dpk2bcPz4cXzxxRfKdebl5SE1NRXp6ekAgKSkJABQXuWUnJyMjRs34oEHHoCvry9OnTqFV199FcOHD0efPn1MfhEcFRttiIjInti6N8HgUDN58mTk5ORg8eLFyMzMRL9+/bBz507lYODU1FQ4Od1pABo6dCg2btyIRYsWYeHChejSpQu2bduG3r17K8v8+uuvylAEAI8//jgAYMmSJVi6dClcXV2xa9cuZYAKCgrChAkTsGjRIqN3nIiIiOTFqIHCc+bMwZw5cyQfi4mJqbds4sSJmDhxosb1PfXUU3jqqac0Ph4UFIS9e/caWk2rElou0DdncuXcNERERNJ47ycT6ZMxTl8tsHxFiIiIbMzWP7sZaqzgYs5Ns63L1m8YIiIie8VQYwXmvKGlHcxCTUREZJcYaqzAyULNKxxeQ0RE9sTW4z4ZaqzA2VKphoiIiJQYaqyAkYaIiBoCW3/fMdRYgxmb42z9hiEiIrJXDDVmcrOsEu/tlL5TuVl7n5hqiIjITl3Lv2XT7TPUmEnuzXJ8GpMs+ZgzR/QSEVEDUFZZbdPtM9RYgZOFBgrbepQ5ERGRPX0TMdRYAbMHERGR5THUmEx3YjHn5HtEREQkjaHGCszZ+8SARERE9sSeZrpnqLECJ/Y/ERERWRxDjRUw0xAREVkeQ40V8ColIiKSq6LSCltXQYmhxgoYaYiISK6u3rDthHuqGGqIiIhIFhhqHAx7soiIiKQx1FiBOYMIMw0REZE0hhoiIiKSBYYaIiIikgWGGhNxjAsRETVkwo6mFGaosQLmHiIikqv0Al7S3aBw8j0iIpKrC1k3bV0FJYYaB8N8RERE9kTYUf8TQw0RERHJAkMNERERyQJDjRWYd/I99j8REZH9sJ/OJ4YaIiIikgmGGhPZ0wApIiIia7On/gOGGhMduZyns0yLpm5m2x6vfiIiIntiTz/tGWpMVFGp+3B6uLlYoSZERETWZ08dFgw1JnJxZtMJERGRPWCoMZET+4OIiKgBs6OGGoYaIiIikgeGGhNVVlXbugpEREQEhhqTOXNMDRERkV1gqDHRrfIqq27viZC2Vt0eERGRNvY0XxuvNTZRQlq+VbfXyqsxDi8YhabuPHRERGR793Vvie2nMmxdDQAMNSZzb+Rs9W0GeLlbfZtERERSfM04wayp2P1ERERERrOn7ieGGhPZ0bEkIiKyOnv6GmSoMRHn3iMiooasutp+Yg1DDRERERnNjjINQw0REREZj2NqiIiISBYCvRvbugpKDDVERERktN6tvWxdBSWGGhPZUasbERFRg8ZQYzLpVBOsklydeYkUERGRxTHUmEhTS83/XgjFtNB2CO3oi9BOvtatFBERUQPE2ySYSFPvk5uLM5Y90tuqdSEiImrI2FJDREREssBQYyJ7uj6fiIioIWOoMdHoXgH1lnl7NLJBTYiIiBo2hhoTTRncVu1vJwVw6PX7bFQbIiIi64t6dTgA4H/Ph9q0HgrRQPpPCgsL4eXlhYKCAnh6etq6OkRERKQHQ76/2VJDREREssBQQ0RERLLAUENERESywFBDREREssBQQ0RERLLAUENERESywFBDREREssBQQ0RERLLAUENERESyYFSoWbNmDdq3bw93d3eEhITg6NGjWstv2bIF3bt3h7u7O4KDg7Fjxw61x7du3YrRo0fD19cXCoUCCQkJ9dZRWlqK2bNnw9fXF02bNsWECROQlZVlTPWJiIhIhgwONZs3b0ZERASWLFmC+Ph49O3bF+Hh4cjOzpYsf+jQIUyZMgUzZ87EiRMnMH78eIwfPx6JiYnKMsXFxRg2bBjeffddjdt99dVX8dtvv2HLli3Yu3cv0tPT8eijjxpafSIiIpIpg+/9FBISgrvuugurV68GAFRXVyMoKAgvvfQSXn/99XrlJ0+ejOLiYmzfvl25bMiQIejXrx/Wrl2rVvbKlSvo0KEDTpw4gX79+imXFxQUoEWLFti4cSMee+wxAMD58+fRo0cPxMbGYsiQITrrzXs/EREROR6L3fupvLwccXFxCAsLu7MCJyeEhYUhNjZW8jmxsbFq5QEgPDxcY3kpcXFxqKioUFtP9+7d0bZtW43rKSsrQ2Fhodo/IiIiki8XQwrn5uaiqqoK/v7+asv9/f1x/vx5yedkZmZKls/MzNR7u5mZmXB1dYW3t7fe64mMjMSbb75ZbznDDRERkeOo/d7Wp2PJoFDjSBYsWICIiAjl39euXUPPnj0RFBRkw1oRERGRMYqKiuDl5aW1jEGhxs/PD87OzvWuOsrKykJAQIDkcwICAgwqr2kd5eXlyM/PV2ut0bYeNzc3uLm5Kf9u2rQp0tLS0KxZMygUCr23rY/CwkIEBQUhLS2twYzX4T43jH0GGuZ+c5+5z3LmaPsthEBRURECAwN1ljUo1Li6umLgwIGIjo7G+PHjAdQMFI6OjsacOXMknxMaGoro6Gi88sorymVRUVEIDQ3Ve7sDBw5Eo0aNEB0djQkTJgAAkpKSkJqaqvd6nJyc0KZNG723aQxPT0+HeIOYE/e54WiI+819bhga4j4DjrXfulpoahnc/RQREYHp06dj0KBBGDx4MD788EMUFxdjxowZAIBp06ahdevWiIyMBADMnTsXI0aMwMqVKzFu3Dhs2rQJx48fxxdffKFcZ15eHlJTU5Geng6gJrAANS00AQEB8PLywsyZMxEREQEfHx94enripZdeQmhoqF5XPhEREZH8GRxqJk+ejJycHCxevBiZmZno168fdu7cqRwMnJqaCienOxdVDR06FBs3bsSiRYuwcOFCdOnSBdu2bUPv3r2VZX799VdlKAKAxx9/HACwZMkSLF26FADwwQcfwMnJCRMmTEBZWRnCw8Px6aefGrXTREREJEOCTFZaWiqWLFkiSktLbV0Vq+E+NxwNcb+5zw1DQ9xnIeS93wZPvkdERERkj3hDSyIiIpIFhhoiIiKSBYYaIiIikgWGGiIiIpIFhhoTrVmzBu3bt4e7uztCQkJw9OhRW1dJUmRkJO666y40a9YMLVu2xPjx45XzAdUaOXIkFAqF2r/nn39erUxqairGjRsHDw8PtGzZEvPmzUNlZaVamZiYGAwYMABubm7o3Lkzvv7663r1sdbrtnTp0nr71L17d+XjpaWlmD17Nnx9fdG0aVNMmDCh3gzYjrbP7du3r7fPCoUCs2fPBiCP47xv3z489NBDCAwMhEKhwLZt29QeF0Jg8eLFaNWqFRo3boywsDBcuHBBrUxeXh6mTp0KT09PeHt7Y+bMmbh586ZamVOnTuGee+6Bu7s7goKC8N5779Wry5YtW9C9e3e4u7sjODgYO3bsMLgupu5zRUUF5s+fj+DgYDRp0gSBgYGYNm2acu6vWlLvjeXLl9vtPuvabwB46qmn6u3TmDFj1MrI6VgDkPx8KxQKrFixQlnGEY+1WdjwyiuHt2nTJuHq6irWr18vzpw5I2bNmiW8vb1FVlaWratWT3h4uPjqq69EYmKiSEhIEA888IBo27atuHnzprLMiBEjxKxZs0RGRobyX0FBgfLxyspK0bt3bxEWFiZOnDghduzYIfz8/MSCBQuUZS5duiQ8PDxERESEOHv2rPjkk0+Es7Oz2Llzp7KMNV+3JUuWiF69eqntU05OjvLx559/XgQFBYno6Ghx/PhxMWTIEDF06FCH3ufs7Gy1/Y2KihIAxJ49e4QQ8jjOO3bsEP/3f/8ntm7dKgCIn3/+We3x5cuXCy8vL7Ft2zZx8uRJ8fDDD4sOHTqIW7duKcuMGTNG9O3bVxw+fFjs379fdO7cWUyZMkX5eEFBgfD39xdTp04ViYmJ4ocffhCNGzcWn3/+ubLMwYMHhbOzs3jvvffE2bNnxaJFi0SjRo3E6dOnDaqLqfucn58vwsLCxObNm8X58+dFbGysGDx4sBg4cKDaOtq1ayeWLVumduxVzwH2ts+69lsIIaZPny7GjBmjtk95eXlqZeR0rIUQavuakZEh1q9fLxQKhUhOTlaWccRjbQ4MNSYYPHiwmD17tvLvqqoqERgYKCIjI21YK/1kZ2cLAGLv3r3KZSNGjBBz587V+JwdO3YIJycnkZmZqVz22WefCU9PT1FWViaEEOLf//636NWrl9rzJk+eLMLDw5V/W/N1W7Jkiejbt6/kY/n5+aJRo0Ziy5YtymXnzp0TAERsbKwQwjH3ua65c+eKTp06ierqaiGE/I5z3ZN+dXW1CAgIECtWrFAuy8/PF25ubuKHH34QQghx9uxZAUAcO3ZMWeaPP/4QCoVCXLt2TQghxKeffiqaN2+u3GchhJg/f77o1q2b8u9JkyaJcePGqdUnJCREPPfcc3rXxRz7LOXo0aMCgEhJSVEua9eunfjggw80Psee91kI6f2ePn26eOSRRzQ+pyEc60ceeUTcd999assc/Vgbi91PRiovL0dcXBzCwsKUy5ycnBAWFobY2Fgb1kw/BQUFAAAfHx+15Rs2bICfnx969+6NBQsWoKSkRPlYbGwsgoODlbNHA0B4eDgKCwtx5swZZRnV16S2TO1rYovX7cKFCwgMDETHjh0xdepUpKamAgDi4uJQUVGhVpfu3bujbdu2yro46j7XKi8vx/fff4+nn35a7UaucjzOtS5fvozMzEy1bXt5eSEkJETtuHp7e2PQoEHKMmFhYXBycsKRI0eUZYYPHw5XV1e1fUxKSsKNGzeUZbS9DvrUxVIKCgqgUCjUbgIMAMuXL4evry/69++PFStWqHUrOuo+x8TEoGXLlujWrRteeOEFXL9+XW2f5Hyss7Ky8Pvvv2PmzJn1HpPjsdbF4NskUI3c3FxUVVWpnfgBwN/fH+fPn7dRrfRTXV2NV155BXfffbfa7SqeeOIJtGvXDoGBgTh16hTmz5+PpKQkbN26FQCQmZkpub+1j2krU1hYiFu3buHGjRtWfd1CQkLw9ddfo1u3bsjIyMCbb76Je+65B4mJicjMzISrq2u9k76/v7/O/al9TFsZW+2zqm3btiE/Px9PPfWUcpkcj7Oq2jpKbVu1/i1btlR73MXFBT4+PmplOnToUG8dtY81b95c4+ugug5ddbGE0tJSzJ8/H1OmTFG7YeHLL7+MAQMGwMfHB4cOHcKCBQuQkZGBVatWKevraPs8ZswYPProo+jQoQOSk5OxcOFCjB07FrGxsXB2dpb9sf7mm2/QrFkzPProo2rL5Xis9cFQ0wDNnj0biYmJOHDggNryZ599Vvn/wcHBaNWqFUaNGoXk5GR06tTJ2tU0i7Fjxyr/v0+fPggJCUG7du3w448/onHjxjasmXWsW7cOY8eORWBgoHKZHI8z3VFRUYFJkyZBCIHPPvtM7bGIiAjl//fp0weurq547rnnEBkZCTc3N2tX1Sxq7xUI1Lyf+/Tpg06dOiEmJgajRo2yYc2sY/369Zg6dSrc3d3VlsvxWOuD3U9G8vPzg7Ozc70rZbKyshAQEGCjWuk2Z84cbN++HXv27EGbNm20lg0JCQEAXLx4EUDNXdOl9rf2MW1lPD090bhxY5u/bt7e3ujatSsuXryIgIAAlJeXIz8/X2NdHHmfU1JSsGvXLjzzzDNay8ntONeuX9u2AwICkJ2drfZ4ZWUl8vLyzHLsVR/XVRdzqg00KSkpiIqKUmulkRISEoLKykpcuXJFWV9H2+e6OnbsCD8/P7X3sxyPNQDs378fSUlJOj/jgDyPtRSGGiO5urpi4MCBiI6OVi6rrq5GdHQ0QkNDbVgzaUIIzJkzBz///DN2795dr9lRSkJCAgCgVatWAIDQ0FCcPn1a7QRRe+Ls2bOnsozqa1JbpvY1sfXrdvPmTSQnJ6NVq1YYOHAgGjVqpFaXpKQkpKamKuviyPv81VdfoWXLlhg3bpzWcnI7zh06dEBAQIDatgsLC3HkyBG145qfn4+4uDhlmd27d6O6uloZ8kJDQ7Fv3z5UVFSo7WO3bt3QvHlzZRltr4M+dTGX2kBz4cIF7Nq1C76+vjqfk5CQACcnJ2X3jKPts5SrV6/i+vXrau9nuR3rWuvWrcPAgQPRt29fnWXleKwl2WR4skxs2rRJuLm5ia+//lqcPXtWPPvss8Lb21vtqhF78cILLwgvLy8RExOjdolfSUmJEEKIixcvimXLlonjx4+Ly5cvi19++UV07NhRDB8+XLmO2kt9R48eLRISEsTOnTtFixYtJC/1nTdvnjh37pxYs2aN5KW+1nrdXnvtNRETEyMuX74sDh48KMLCwoSfn5/Izs4WQtRc0t22bVuxe/ducfz4cREaGipCQ0Mdep+FqLnSqG3btmL+/Plqy+VynIuKisSJEyfEiRMnBACxatUqceLECeWVPsuXLxfe3t7il19+EadOnRKPPPKI5CXd/fv3F0eOHBEHDhwQXbp0UbvMNz8/X/j7+4snn3xSJCYmik2bNgkPD496l7y6uLiI999/X5w7d04sWbJE8pJXXXUxdZ/Ly8vFww8/LNq0aSMSEhLUPuO1V7ccOnRIfPDBByIhIUEkJyeL77//XrRo0UJMmzbNbvdZ134XFRWJf/3rXyI2NlZcvnxZ7Nq1SwwYMEB06dJF7Q7UcjrWtQoKCoSHh4f47LPP6j3fUY+1OTDUmOiTTz4Rbdu2Fa6urmLw4MHi8OHDtq6SJACS/7766ishhBCpqali+PDhwsfHR7i5uYnOnTuLefPmqc1fIoQQV65cEWPHjhWNGzcWfn5+4rXXXhMVFRVqZfbs2SP69esnXF1dRceOHZXbUGWt123y5MmiVatWwtXVVbRu3VpMnjxZXLx4Ufn4rVu3xIsvviiaN28uPDw8xD/+8Q+RkZHh0PsshBB//vmnACCSkpLUlsvlOO/Zs0fy/Tx9+nQhRM2lpm+88Ybw9/cXbm5uYtSoUfVei+vXr4spU6aIpk2bCk9PTzFjxgxRVFSkVubkyZNi2LBhws3NTbRu3VosX768Xl1+/PFH0bVrV+Hq6ip69eolfv/9d7XH9amLqft8+fJljZ/x2vmJ4uLiREhIiPDy8hLu7u6iR48e4p133lH78re3fda13yUlJWL06NGiRYsWolGjRqJdu3Zi1qxZ9YKznI51rc8//1w0btxY5Ofn13u+ox5rc1AIIYRFm4KIiIiIrIBjaoiIiEgWGGqIiIhIFhhqiIiISBYYaoiIiEgWGGqIiIhIFhhqiIiISBYYaoiIiEgWGGqIiIhIFhhqiIiISBYYaoiIiEgWGGqIiIhIFhhqiIiISBb+H89Gr+YOJHxlAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.diff(data['time_stamp']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## generated signal and read signal\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "generated_square = data['signal']\n",
    "generated_t = data['time_stamp']\n",
    "read_square = data['photodiode_read']\n",
    "# scaling read_square to 0-1\n",
    "read_square = (read_square - np.min(read_square)) / (np.max(read_square) - np.min(read_square))\n",
    "read_t = data['photodiode_time']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x24ad1702590>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot generated_t histgram\n",
    "w=1\n",
    "\n",
    "# Create a figure and axis\n",
    "fig, ax = plt.subplots(figsize=(15, 2))\n",
    "\n",
    "ax.hist(generated_t, bins=np.arange(min(generated_t), max(generated_t) + w, w), color='b', alpha=0.7, label='generated signal time')\n",
    "ax.hist(read_t, bins=np.arange(min(read_t), max(read_t)+w, w), color='r', alpha=0.2, label='read signal time')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "generated signal time stamps depend on the proc file time stamp, the time stamp dlclivegui is sending information to vr4mice \\\n",
    "read signal timte stamps depend on teensy baudrate, which is 9600 here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1732502261.9776652, 1732502282.7271357)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\Windows\\.conda\\envs\\ms10\\lib\\site-packages\\IPython\\core\\events.py:82: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
      "  func(*args, **kwargs)\n",
      "c:\\Users\\Windows\\.conda\\envs\\ms10\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax, fig = plt.subplots(figsize=(10, 2))\n",
    "plt.plot(generated_t, generated_square, label='generated')\n",
    "plt.plot(read_t, read_square, label='read')\n",
    "plt.legend()\n",
    "plt.xlim(generated_t[-1000], generated_t[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1732497674.6723278, 1732497690.9543564)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generated_diff  = np.diff(generated_square)\n",
    "read_diff = np.diff(read_square)\n",
    "\n",
    "ax, fig = plt.subplots(figsize=(10, 2))\n",
    "plt.plot(generated_t[:-1], generated_diff, label='generated')\n",
    "plt.plot(read_t[:-1], read_diff, label='read')\n",
    "plt.legend()\n",
    "plt.xlim(generated_t[1000], generated_t[2000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "rising_read_t = read_t[np.where(read_diff > 0.5)]\n",
    "rising_generated_t = generated_t[np.where(generated_diff > 0.5)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.08257081943250028\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# find the largest generate_rising_ts that is smaller than read_rising_ts, for each element in read_rising_ts\n",
    "\n",
    "ts_before_read = np.zeros(len(rising_read_t))\n",
    "for i, ts in enumerate(rising_read_t):\n",
    "    ts_before_read[i] = rising_generated_t[np.where(rising_generated_t <= ts)[0][-1]]\n",
    "\n",
    "# calculate the difference between read_rising_ts and ts_before_read\n",
    "diff = rising_read_t - ts_before_read\n",
    "\n",
    "plt.hist(diff, bins=50)\n",
    "plt.xlabel('delay (s)')\n",
    "plt.ylabel('count')\n",
    "\n",
    "# get mean\n",
    "print(np.mean(diff))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1730763149.7317667, 1730763150.219595)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# from scipy.signal import savgol_filter\n",
    "# window_size = 51\n",
    "# SG_smoothed_read_square = savgol_filter(read_square, window_length=window_size, polyorder=3)\n",
    "# moving_average_read_square = np.convolve(read_square, np.ones(window_size)/window_size, mode='same')\n",
    "\n",
    "# ax, fig = plt.subplots(figsize=(15, 2))\n",
    "# plt.plot(read_t, read_square, 'purple', label='original')\n",
    "# plt.plot(read_t, SG_smoothed_read_square, 'r', label='saviskey-golay')\n",
    "# plt.plot(read_t, moving_average_read_square, 'b', label='moving average')\n",
    "# plt.legend()\n",
    "# plt.xlim(read_t[52000], read_t[52000 + int(9600*.05)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1730763149.781832, 1730763150.0258703)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fig, ax1 = plt.subplots(figsize=(15, 2), sharex=True)\n",
    "\n",
    "# # Create a second y-axis that shares the same x-axis\n",
    "# ax2 = ax1.twinx()\n",
    "\n",
    "# # Plot the first dataset on the primary y-axis\n",
    "# ax2.plot(read_t[1:], diff_read, 'g-', label='diff')\n",
    "\n",
    "# # Plot the second dataset on the secondary y-axis\n",
    "# ax1.plot(read_t, read_square, 'purple', label='recorded photodiode signal')\n",
    "\n",
    "# plt.xlim(read_t[52050], read_t[52050 + int(9600*.05/2)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "utilize the last sharp rising edge of the read signal to find the first small rising edge. \\"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "index 0 is out of bounds for axis 0 with size 0",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[17], line 13\u001b[0m\n\u001b[0;32m     10\u001b[0m extracted_diff \u001b[38;5;241m=\u001b[39m diff_read[mark \u001b[38;5;241m-\u001b[39m \u001b[38;5;28mint\u001b[39m(baud_rate \u001b[38;5;241m*\u001b[39m T\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m):mark]\n\u001b[0;32m     11\u001b[0m extracted_read_t \u001b[38;5;241m=\u001b[39m read_t[mark \u001b[38;5;241m-\u001b[39m \u001b[38;5;28mint\u001b[39m(baud_rate \u001b[38;5;241m*\u001b[39m T\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m):mark]\n\u001b[1;32m---> 13\u001b[0m first_rising_index \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mwhere(extracted_diff \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0.02\u001b[39m)[\u001b[38;5;241m0\u001b[39m][\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m     14\u001b[0m first_rising_t \u001b[38;5;241m=\u001b[39m extracted_read_t[first_rising_index]\n\u001b[0;32m     15\u001b[0m rising_read_t[i] \u001b[38;5;241m=\u001b[39m first_rising_t\n",
      "\u001b[1;31mIndexError\u001b[0m: index 0 is out of bounds for axis 0 with size 0"
     ]
    }
   ],
   "source": [
    "diff_read = np.diff(read_square)\n",
    "\n",
    "rising_mark = np.where(diff_read > 0.1)[0] # the sharp rising edge index\n",
    "rising_read_t = np.zeros(len(rising_mark))\n",
    "\n",
    "baud_rate = 9600\n",
    "T = 0.05 # 0.05s\n",
    "# extract the data 0.05s before the rising_mark, baud_rate = 9600, and get the first time stamp that the diff is larger than 0.06\n",
    "for i, mark in enumerate(rising_mark):\n",
    "    extracted_diff = diff_read[mark - int(baud_rate * T/2):mark]\n",
    "    extracted_read_t = read_t[mark - int(baud_rate * T/2):mark]\n",
    "\n",
    "    first_rising_index = np.where(extracted_diff > 0.02)[0][0]\n",
    "    first_rising_t = extracted_read_t[first_rising_index]\n",
    "    rising_read_t[i] = first_rising_t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a079732f90>]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diff_generated = np.diff(generated_square)\n",
    "generate_rising = np.where(diff_generated == 1)[0]\n",
    "generate_rising_t = generated_t[generate_rising]\n",
    "\n",
    "ax, fig = plt.subplots(figsize=(10, 2))\n",
    "plt.plot(diff_generated[1000:1200])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'generate_rising_t' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[18], line 25\u001b[0m\n\u001b[0;32m     22\u001b[0m ax3\u001b[38;5;241m.\u001b[39mplot(generated_t, generated_square, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mk\u001b[39m\u001b[38;5;124m'\u001b[39m,label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgenerated signal\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m     24\u001b[0m \u001b[38;5;66;03m# draw line at the generate_rising_t\u001b[39;00m\n\u001b[1;32m---> 25\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(generate_rising_t)):\n\u001b[0;32m     26\u001b[0m     ax3\u001b[38;5;241m.\u001b[39maxvline(x\u001b[38;5;241m=\u001b[39mgenerate_rising_t[i], color\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m'\u001b[39m, linestyle\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m--\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m     28\u001b[0m ax3\u001b[38;5;241m.\u001b[39mlegend(loc\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mupper right\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
      "\u001b[1;31mNameError\u001b[0m: name 'generate_rising_t' is not defined"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4500x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot two datasets, sharing the same x-axis but different y-axes\n",
    "\n",
    "fig, (ax3, ax1) = plt.subplots(2, 1, figsize=(15, 4), sharex=True, dpi=300)\n",
    "\n",
    "# Create a second y-axis that shares the same x-axis\n",
    "# ax2 = ax1.twinx()\n",
    "\n",
    "# Plot the first dataset on the primary y-axis\n",
    "# ax2.plot(read_t[1:], diff_read, 'g-', label='diff')\n",
    "\n",
    "# Plot the second dataset on the secondary y-axis\n",
    "ax1.plot(read_t, read_square, 'purple', label='recorded photodiode signal')\n",
    "\n",
    "# draw line at the rising_read_t\n",
    "for i in range(len(rising_read_t)):\n",
    "    ax1.axvline(x=rising_read_t[i], color='r', linestyle='--')\n",
    "\n",
    "# Add legends for both plots\n",
    "ax1.legend(loc='upper right')\n",
    "# ax2.legend(loc='upper left')\n",
    "\n",
    "ax3.plot(generated_t, generated_square, 'k',label='generated signal')\n",
    "\n",
    "# draw line at the generate_rising_t\n",
    "for i in range(len(generate_rising_t)):\n",
    "    ax3.axvline(x=generate_rising_t[i], color='r', linestyle='--')\n",
    "\n",
    "ax3.legend(loc='upper right')\n",
    "\n",
    "# Set the x-axis limits\n",
    "# generage a random number between 0 and len(read_t) - 4000\n",
    "random_start = np.random.randint(0, len(read_t) - 4000)\n",
    "random_start = 64000\n",
    "plt.xlim(read_t[random_start], read_t[random_start + 4000])\n",
    "plt.tight_layout()\n",
    "# Display the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "get the time stamps of read signal's rising edge."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([3.535e+03, 0.000e+00, 0.000e+00, 0.000e+00, 2.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 1.100e+01, 2.800e+01, 3.000e+00, 1.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        2.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 1.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 1.000e+00,\n",
       "        1.000e+00, 0.000e+00, 0.000e+00, 1.000e+00, 1.000e+00, 9.900e+01,\n",
       "        8.000e+00, 4.000e+00, 3.000e+00, 1.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 7.000e+00, 1.000e+00]),\n",
       " array([0.00000000e+00, 1.52945518e-05, 3.05891037e-05, 4.58836555e-05,\n",
       "        6.11782074e-05, 7.64727592e-05, 9.17673111e-05, 1.07061863e-04,\n",
       "        1.22356415e-04, 1.37650967e-04, 1.52945518e-04, 1.68240070e-04,\n",
       "        1.83534622e-04, 1.98829174e-04, 2.14123726e-04, 2.29418278e-04,\n",
       "        2.44712830e-04, 2.60007381e-04, 2.75301933e-04, 2.90596485e-04,\n",
       "        3.05891037e-04, 3.21185589e-04, 3.36480141e-04, 3.51774693e-04,\n",
       "        3.67069244e-04, 3.82363796e-04, 3.97658348e-04, 4.12952900e-04,\n",
       "        4.28247452e-04, 4.43542004e-04, 4.58836555e-04, 4.74131107e-04,\n",
       "        4.89425659e-04, 5.04720211e-04, 5.20014763e-04, 5.35309315e-04,\n",
       "        5.50603867e-04, 5.65898418e-04, 5.81192970e-04, 5.96487522e-04,\n",
       "        6.11782074e-04, 6.27076626e-04, 6.42371178e-04, 6.57665730e-04,\n",
       "        6.72960281e-04, 6.88254833e-04, 7.03549385e-04, 7.18843937e-04,\n",
       "        7.34138489e-04, 7.49433041e-04, 7.64727592e-04, 7.80022144e-04,\n",
       "        7.95316696e-04, 8.10611248e-04, 8.25905800e-04, 8.41200352e-04,\n",
       "        8.56494904e-04, 8.71789455e-04, 8.87084007e-04, 9.02378559e-04,\n",
       "        9.17673111e-04, 9.32967663e-04, 9.48262215e-04, 9.63556767e-04,\n",
       "        9.78851318e-04, 9.94145870e-04, 1.00944042e-03, 1.02473497e-03,\n",
       "        1.04002953e-03, 1.05532408e-03, 1.07061863e-03, 1.08591318e-03,\n",
       "        1.10120773e-03, 1.11650229e-03, 1.13179684e-03, 1.14709139e-03,\n",
       "        1.16238594e-03, 1.17768049e-03, 1.19297504e-03, 1.20826960e-03,\n",
       "        1.22356415e-03, 1.23885870e-03, 1.25415325e-03, 1.26944780e-03,\n",
       "        1.28474236e-03, 1.30003691e-03, 1.31533146e-03, 1.33062601e-03,\n",
       "        1.34592056e-03, 1.36121511e-03, 1.37650967e-03, 1.39180422e-03,\n",
       "        1.40709877e-03, 1.42239332e-03, 1.43768787e-03, 1.45298243e-03,\n",
       "        1.46827698e-03, 1.48357153e-03, 1.49886608e-03, 1.51416063e-03,\n",
       "        1.52945518e-03]),\n",
       " <BarContainer object of 100 artists>)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dlc_diff = task['dlc_time_stamp'] - task['dlc_read_time']\n",
    "plt.hist(dlc_diff, bins=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x16e1fb1d9d0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "proc_x_interp = np.interp(data['x_pos'], [task['cropped_image'][0], task['cropped_image'][1]], [task['unity_arena_size'][0],task['unity_arena_size'][1]])\n",
    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(15, 5), sharex=True)\n",
    "ax1.plot(task['step_time']+task['start_time'], task['action'][:, 0, 0], label='vr4mice')\n",
    "ax1.legend()\n",
    "ax2.plot(data['time_stamp'], proc_x_interp, label='dlc')\n",
    "ax2.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x16e22971b10>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get the overlapping time stamps of task['step_time'] and data['time_stamp']\n",
    "task_time = task['step_time'] + task['start_time']\n",
    "dlc_time = data['time_stamp']\n",
    "\n",
    "min_time = max(task_time[0], dlc_time[0])\n",
    "max_time = min(task_time[-1], dlc_time[-1])\n",
    "\n",
    "task_index = np.where((task_time >= min_time) & (task_time <= max_time))[0]\n",
    "dlc_index = np.where((dlc_time >= min_time) & (dlc_time <= max_time))[0]\n",
    "\n",
    "task_time = task_time[task_index]\n",
    "dlc_time = dlc_time[dlc_index]\n",
    "\n",
    "task_action = task['action'][task_index, 0, 0]\n",
    "dlc_x = proc_x_interp[dlc_index]\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(15, 5), sharex=True)\n",
    "ax1.plot(task_time, task_action, label='vr4mice')\n",
    "ax1.legend()\n",
    "ax2.plot(dlc_time, dlc_x, label='dlc')\n",
    "ax2.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the histogram of TS, and data['time_stamp'] in same figure, share x-axis and y-axis\n",
    "\n",
    "w=1\n",
    "\n",
    "# Create a figure and axis\n",
    "fig, ax = plt.subplots(figsize=(15, 2))\n",
    "\n",
    "ax.hist(TS, bins=np.arange(min(TS), max(TS) + w, w), color='b', alpha=0.7, label='video time stamp')\n",
    "ax.hist(data['time_stamp'], bins=np.arange(min(data['time_stamp']), max(data['time_stamp']) + w, w), color='r', alpha=0.7, label='PROC time stamp')\n",
    "\n",
    "# Add a legend\n",
    "ax.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "dlclivegui send keypoint data to vr4mice before the video recording starts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w=1\n",
    "\n",
    "# Create a figure and axis\n",
    "fig, ax = plt.subplots(figsize=(15, 2))\n",
    "task_step = task['step_time'] + task['start_time']\n",
    "ax.hist(task_step, bins=np.arange(min(task_step), max(task_step) + w, w), color='g', alpha=0.7, label='task step time')\n",
    "ax.hist(task['dlc_read_time'], bins=np.arange(min(task['dlc_read_time']), max(task['dlc_read_time']) + w, w), color='m', alpha=0.4, label='dlc read time')\n",
    "\n",
    "# Add a legend\n",
    "ax.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8363"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# count video frames\n",
    "video_path = '/Volumes/xieluanlabs/xl_cl/setup_test/whole_test/Imaging_source_test_2024-08-29_1_VIDEO.avi'\n",
    "\n",
    "import cv2\n",
    "\n",
    "cap = cv2.VideoCapture(video_path)\n",
    "frame_count = int(cap.get(cv2.CAP_PROP_FRAME_COUNT))\n",
    "frame_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import serial\n",
    "import struct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Received: analog 14 is: 807\n",
      "Received: analog 14 is: 397\n",
      "Received: analog 14 is: 451\n",
      "Received: analog 14 is: 456\n",
      "Received: analog 14 is: 806\n",
      "Received: analog 14 is: 614\n",
      "Received: analog 14 is: 446\n",
      "Received: analog 14 is: 448\n",
      "Received: analog 14 is: 805\n",
      "Received: analog 14 is: 612\n",
      "Received: analog 14 is: 448\n",
      "Received: analog 14 is: 448\n",
      "Received: analog 14 is: 803\n",
      "Received: analog 14 is: 612\n",
      "Received: analog 14 is: 448\n",
      "Received: analog 14 is: 448\n",
      "Received: analog 14 is: 804\n",
      "Received: analog 14 is: 610\n",
      "Exiting...\n"
     ]
    }
   ],
   "source": [
    "import serial\n",
    "\n",
    "# Define the serial port and the baud rate\n",
    "port = 'COM5'\n",
    "baud_rate = 9600  # Adjust the baud rate according to your device's configuration\n",
    "\n",
    "# Open the serial port\n",
    "ser = serial.Serial(port, baud_rate, timeout=1)\n",
    "\n",
    "# Continuously read from the serial port\n",
    "try:\n",
    "    while True:\n",
    "        if ser.in_waiting > 0:\n",
    "            line = ser.readline().decode('utf-8').strip()  # Read the line, decode it, and remove any extra spaces\n",
    "            print(f\"Received: {line}\")  # Print the received data\n",
    "except KeyboardInterrupt:\n",
    "    print(\"Exiting...\")\n",
    "finally:\n",
    "    ser.close()  # Close the serial port when done\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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