{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Demo 8 (PE): Analyzing Keypoint Displacement and Action Units in human facial pose data from OpenFace\n",
    "\n",
    "*Written and last updated September 18, 2025 by Sedona Ewbank, snewbank@stanford.edu*\n",
    "\n",
    "The purpose of this demo is to demonstrate how to measure and plot keypoint travel and action unit usage from OpenFace data. The citation for OpenFace is given below - note that this notebook includes some instructions for how to acquire MARIPoSA-compatible facial pose data using OpenFace:\n",
    "\n",
    "    T. Baltrušaitis, P. Robinson and L. -P. Morency, \"OpenFace: An open source facial behavior analysis toolkit,\" 2016 IEEE Winter Conference on Applications of Computer Vision (WACV), Lake Placid, NY, USA, 2016, pp. 1-10, doi: 10.1109/WACV.2016.7477553.\n",
    "\n",
    "The source video data for this demo notebook, analyzed in OpenFace, is a subset of the CelebV-HQ dataset (reference below). Accordingly, the config file with online video identifiers and their emotion annoations, as provided in the CelebV-HQ dataset, is not reproduced in the demo source data but may be acquired by following the authors' instructions.\n",
    "\n",
    "    Zhu, H., et al.: CelebV-HQ: a large-scale video facial attributes dataset. In: Avidan, S., Brostow, G., Cissé, M., Farinella, G.M., Hassner, T. (eds.) ECCV 2022. LNCS, vol. 13667, pp. 650–667. Springer, Cham (2022). https://doi.org/10.1007/978-3-031-20071-7_38"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "b29e6d3dcb8f8ac"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<module 'utils.simulate' from '/Users/snewbank/PycharmProjects/MARIPoSA/utils/simulate.py'>"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from scipy.stats import ttest_ind\n",
    "from sklearn.decomposition import PCA\n",
    "from utils import analyze, plot, metadata, simulate\n",
    "import json\n",
    "import importlib\n",
    "from matplotlib.animation import FuncAnimation, FFMpegWriter\n",
    "from IPython.display import HTML\n",
    "\n",
    "importlib.reload(metadata)\n",
    "importlib.reload(analyze)\n",
    "importlib.reload(plot)\n",
    "importlib.reload(simulate)"
   ],
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-09-19T18:40:17.406522Z",
     "start_time": "2025-09-19T18:40:17.343165Z"
    }
   },
   "id": "initial_id",
   "execution_count": 15
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 8.0: Getting familiar with OpenFace data\n",
    "\n",
    "Before starting keypoint or action unit analysis, it is worthwhile to get acquainted with the indexing of keypoints and action units in data output by OpenFace. For analysis with MARIPoSA, it is probably best to analyze videos in OpenFace with the FeatureExtraction command using flags \"-2Dfp -pose -aus -gaze -tracked -f\". \n",
    "\n",
    "Below, once the config for the demo project is loaded, the keypoints in an individual video frame tracked by OpenFace are plotted with indices overlaid to see what keypoint information is gained. "
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "842084d9647954e6"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "config = metadata.load_project('/Volumes/snewbank_drive/CelebV-HQ-main//250911_CelebOF-mariposa/config_PE.yaml')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-19T18:40:18.094290Z",
     "start_time": "2025-09-19T18:40:17.870762Z"
    }
   },
   "id": "37fc2024f8ddabec",
   "execution_count": 16
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chin\n",
      "[['x_0', 'y_0'], ['x_1', 'y_1'], ['x_2', 'y_2'], ['x_3', 'y_3'], ['x_4', 'y_4'], ['x_5', 'y_5'], ['x_6', 'y_6'], ['x_7', 'y_7'], ['x_8', 'y_8'], ['x_9', 'y_9'], ['x_10', 'y_10'], ['x_11', 'y_11'], ['x_12', 'y_12'], ['x_13', 'y_13'], ['x_14', 'y_14'], ['x_15', 'y_15'], ['x_16', 'y_16']]\n",
      "eyebrows\n",
      "[['x_17', 'y_17'], ['x_18', 'y_18'], ['x_19', 'y_19'], ['x_20', 'y_20'], ['x_21', 'y_21'], ['x_22', 'y_22'], ['x_23', 'y_23'], ['x_24', 'y_24'], ['x_25', 'y_25'], ['x_26', 'y_26']]\n",
      "eyes\n",
      "[['x_36', 'y_36'], ['x_37', 'y_37'], ['x_38', 'y_38'], ['x_39', 'y_39'], ['x_40', 'y_40'], ['x_41', 'y_41'], ['x_42', 'y_42'], ['x_43', 'y_43'], ['x_44', 'y_44'], ['x_45', 'y_45'], ['x_46', 'y_46'], ['x_47', 'y_47']]\n",
      "nose\n",
      "[['x_27', 'y_27'], ['x_28', 'y_28'], ['x_29', 'y_29'], ['x_30', 'y_30'], ['x_31', 'y_31'], ['x_32', 'y_32'], ['x_33', 'y_33'], ['x_34', 'y_34'], ['x_35', 'y_35']]\n",
      "mouth\n",
      "[['x_48', 'y_48'], ['x_49', 'y_49'], ['x_50', 'y_50'], ['x_51', 'y_51'], ['x_52', 'y_52'], ['x_53', 'y_53'], ['x_54', 'y_54'], ['x_55', 'y_55'], ['x_56', 'y_56'], ['x_57', 'y_57'], ['x_58', 'y_58'], ['x_59', 'y_59'], ['x_60', 'y_60'], ['x_61', 'y_61'], ['x_62', 'y_62'], ['x_63', 'y_63'], ['x_64', 'y_64'], ['x_65', 'y_65'], ['x_66', 'y_66'], ['x_67', 'y_67']]\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x1200 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_df = pd.read_csv(config[\"data_directory\"]+\"/\"+config[\"project_files\"][1])\n",
    "test_df.columns = test_df.columns.str.replace(' ', '')\n",
    "x_coords = [i for i in test_df.columns if i.lower().startswith(\"x_\")]\n",
    "y_coords = [i for i in test_df.columns if i.lower().startswith(\"y_\")]\n",
    "keypoints = [\"kp\"+i.split(\"y\")[1] for i in y_coords]\n",
    "kp_dict = {}\n",
    "kp_dict[\"chin\"]=[]\n",
    "kp_dict[\"eyebrows\"]=[]\n",
    "kp_dict[\"eyes\"]=[]\n",
    "kp_dict[\"nose\"]=[]\n",
    "kp_dict[\"mouth\"]=[]\n",
    "fig = plt.figure(figsize=(4,4),dpi=300)\n",
    "plt.axis(\"off\")\n",
    "for i in range(len(keypoints)):\n",
    "    x_col = \"x\"+keypoints[i].split(\"kp\")[1]\n",
    "    y_col = \"y\"+keypoints[i].split(\"kp\")[1]\n",
    "    if 0<=i<=16:\n",
    "        color=\"red\"\n",
    "        kp_dict[\"chin\"].append([x_col,y_col])\n",
    "    elif 17<=i<=26:\n",
    "        color=\"orange\"\n",
    "        kp_dict[\"eyebrows\"].append([x_col,y_col])\n",
    "    elif 27<=i<=35:\n",
    "        color=\"green\"\n",
    "        kp_dict[\"nose\"].append([x_col,y_col])\n",
    "    elif 36<=i<=47:\n",
    "        color=\"blue\"\n",
    "        kp_dict[\"eyes\"].append([x_col,y_col])\n",
    "    elif 48<=i:\n",
    "        color=\"purple\"\n",
    "        kp_dict[\"mouth\"].append([x_col,y_col])\n",
    "    x = test_df.at[1,x_col]\n",
    "    y = 0-test_df.at[1,y_col]\n",
    "    plt.scatter(x,y,color=color,alpha=0.3,edgecolor=\"none\")\n",
    "    plt.text(x,y,x_coords[i].split(\"_\")[1],color=color,size=4,ha=\"center\",va=\"center\",rotation=45,weight=\"bold\")\n",
    "    \n",
    "for key in kp_dict.keys():\n",
    "    print(key)\n",
    "    print(kp_dict[key])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-19T18:40:18.733658Z",
     "start_time": "2025-09-19T18:40:18.361072Z"
    }
   },
   "id": "b87414741fc00fd8",
   "execution_count": 17
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 8.1 Measuring and Analyzing Keypoint Travel in OpenFace Data\n",
    "MARIPoSA can be used to track movement of a specified keypoint in the OpenFace data over time across groups. Depending on how the experiment is designed, this could reflect either overall movement of the head and face or movement of just the facial keypoint. Our face video clip dataset from the CelebV-HQ dataset contains annotations as follows:"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "191e0a2db17915c6"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "neutral: 1085\n",
      "happy: 164\n",
      "fear: 11\n",
      "surprise: 13\n",
      "sadness: 96\n",
      "disgust: 1\n",
      "anger: 76\n",
      "contempt: 15\n"
     ]
    }
   ],
   "source": [
    "for key in config[\"subgroups\"].keys():\n",
    "    print(f\"{key}: {len(config['subgroups'][key])}\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-19T18:40:19.213787Z",
     "start_time": "2025-09-19T18:40:19.022552Z"
    }
   },
   "id": "d8ce4f0febc55142",
   "execution_count": 18
  },
  {
   "cell_type": "markdown",
   "source": [
    "So, we will proceed with comparing the three largest emotion classes (sadness, happy, and anger). First, we look at the travel of a keypoint representing the corner of the lip, and its utility for embedding and classifying the emotional states."
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "d6c13ad133888a39"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 600x300 with 1 Axes>",
      "image/png": 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"
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 600x300 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kp_travel = analyze.get_keypoint_travel(config,\"kp_48\",\n",
    "                                    0,\n",
    "                                    3,\n",
    "                                    binsize=3,\n",
    "                                    thresh=1e80,\n",
    "                                    selected_subgroups=[\"sadness\",\"happy\",\"anger\"],\n",
    "                                    return_as_df=False)\n",
    "\n",
    "plot.plot_keypoint_travel(kp_travel,cmap=\"rainbow\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-19T18:40:47.637928Z",
     "start_time": "2025-09-19T18:40:19.509318Z"
    }
   },
   "id": "709fcfb1b69877c1",
   "execution_count": 19
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ellipse only drawn for embeddings_object of class LDA, not <class 'sklearn.decomposition._pca.PCA'>\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 300x300 with 1 Axes>",
      "image/png": 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"
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 300x300 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 300x300 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kp_travel = analyze.get_keypoint_travel(config,\"kp_48\",\n",
    "                                    0,\n",
    "                                    3,\n",
    "                                    binsize=1,\n",
    "                                    thresh=1e80,\n",
    "                                    selected_subgroups=[\"sadness\",\"happy\",\"anger\"],\n",
    "                                    return_as_df=False)\n",
    "\n",
    "emb_pca = analyze.embed(kp_travel,method=\"pca\")\n",
    "plot.plot_embeddings(kp_travel,emb_pca,cmap=\"rainbow\")\n",
    "\n",
    "emb_lda = analyze.embed(kp_travel, method=\"lda\")\n",
    "plot.plot_embeddings(kp_travel, emb_lda,cmap=\"rainbow\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-19T18:41:19.916341Z",
     "start_time": "2025-09-19T18:40:47.619835Z"
    }
   },
   "id": "d9ee62e187ffb592",
   "execution_count": 20
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.49107142857142855\n"
     ]
    },
    {
     "data": {
      "text/plain": "([<matplotlib.axis.YTick at 0x7fd6fc1b30d0>,\n  <matplotlib.axis.YTick at 0x7fd6fc1b3310>,\n  <matplotlib.axis.YTick at 0x7fd6fc1b1760>],\n [Text(0, 0, 'sadness'), Text(0, 1, 'happy'), Text(0, 2, 'anger')])"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 900x900 with 2 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "accuracy, conf = analyze.loocv(kp_travel,method=\"LogisticRegression\")\n",
    "print(accuracy)\n",
    "\n",
    "conf_sum = np.sum(conf, axis=0)\n",
    "mask = (conf_sum == 0)\n",
    "conf_sum[mask] = 1\n",
    "conf_norm = conf / conf_sum\n",
    "\n",
    "plt.figure(figsize=(3,3),dpi=300)\n",
    "plt.imshow(conf_norm,cmap=\"Greens\")\n",
    "plt.colorbar()\n",
    "groups = list(kp_travel.group_dict.keys())\n",
    "plt.xticks(np.arange(0,len(groups),1),labels=groups,rotation=90)\n",
    "plt.yticks(np.arange(0,len(groups),1),labels=groups)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-19T18:41:22.194631Z",
     "start_time": "2025-09-19T18:41:19.919330Z"
    }
   },
   "id": "e10c9e7ebfc49f27",
   "execution_count": 21
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 8.2: Measuring and using ego-centered facial kinematics from OpenFace data\n",
    "Travel of a single keypoint of interest can be useful for measuring overall movement of the head, but additional insight can be gained by ego-centering the data (i.e., using two keypoints to establish the origin and axis along which to reorient all points to) and evaluating the angle, location, and movement of keypoints relative to the new orientation. Ego-centering is acheived in MARIPoSA with analyze.ego_center(), which may be useful to know if you want to save the ego-centered data for some reason. Below is the documentation for analyze.ego_center and a movie plotting the original and ego-centered data."
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "9b48aa8b351f65b8"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function ego_center in module utils.analyze:\n",
      "\n",
      "ego_center(config, data, keypoint_ego1, keypoint_ego2)\n",
      "    Ego centering a single pose estimation dataframe\n",
      "    \n",
      "    :param config: config\n",
      "    :param data: pose estimation pandas dataframe in DLC format\n",
      "    :param keypoint_ego1: first keypoint to use for establishing egocentric alignment axis\n",
      "    :param keypoint_ego2: second keypoint to use for establishing egocentric alignment axis\n",
      "    :return: ego_centered pandas dataframe\n"
     ]
    }
   ],
   "source": [
    "help(analyze.ego_center)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-19T18:41:22.201191Z",
     "start_time": "2025-09-19T18:41:22.193989Z"
    }
   },
   "id": "b0ce0af0ed08bc29",
   "execution_count": 22
  },
  {
   "cell_type": "code",
   "outputs": [
    {
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name=\"_anim_loop_selectdbbbed0c68a943738b336cf85156768a\"\n          class=\"anim-state\">\n      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_dbbbed0c68a943738b336cf85156768a\"\n             >\n      <label for=\"_anim_radio1_dbbbed0c68a943738b336cf85156768a\">Once</label>\n      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_dbbbed0c68a943738b336cf85156768a\"\n             checked>\n      <label for=\"_anim_radio2_dbbbed0c68a943738b336cf85156768a\">Loop</label>\n      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_dbbbed0c68a943738b336cf85156768a\"\n             >\n      <label for=\"_anim_radio3_dbbbed0c68a943738b336cf85156768a\">Reflect</label>\n    </form>\n  </div>\n</div>\n\n\n<script language=\"javascript\">\n  /* Instantiate the Animation class. */\n  /* The IDs given should match those used in the template above. */\n  (function() {\n    var img_id = \"_anim_imgdbbbed0c68a943738b336cf85156768a\";\n    var slider_id = \"_anim_sliderdbbbed0c68a943738b336cf85156768a\";\n    var loop_select_id = \"_anim_loop_selectdbbbed0c68a943738b336cf85156768a\";\n    var frames = new Array(100);\n    \n  frames[0] = 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lLsFIxvh23x1BT2gI9iUBTS5w+v42nruzaF/HYBEkzu8jE1LkLanmbz+e7ti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\\\nubrvvvvUu3dvPfHEExo1apQkacyYMXrqqad000036cCBAxo6dKjWrVun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 frames[9] = 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Q3bndeCetlIf0Fg2ZQFFcfAqrCXu3nucu2stfQB1Y8odXoVzyO7lCVP+AFxj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\\\n165dnfYfOnRIeXl5jte7MnPmTBUUFDgee/fubcIeAQDgXm4J9HHjxunQ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 frames[11] = 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 frames[15] = 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 frames[19] = 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 frames[20] = 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 frames[24] = 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 frames[25] = 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 frames[27] = 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 frames[28] = 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 frames[31] = 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 frames[32] = 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 frames[33] = 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AHyBTVng04Gel5enW2+9\\\nVenp6WrVqpVSUlL0xBNP1Gn/Zpt+iQCA+rEpC3y2y12SOnXqpLfeesvTxfBJ7u6NDgDwTT47KQ71\\\nxyx0ALAPgd4CMQsdAOxDoLdAzbEWHQDQvHx6DB31w73RAcA+BHoL1VRr0ZlsBwCeQZc7Gg2T7QDA\\\ncwh0H9dYN0FpjPdhsh0AeA6B7sPctYjPNJwbq2XNZDsA8BzG0H2YuxZx1f3OX/5XjtsbsFQf63b1\\\nPvUZ/2ayHQB4DoHuw1zdBMVdOFcPcMk59GcMTmi0lnVT3/gFAOAage7D3LWIa4Z8VZd6VYBf1ess\\\np9D/qbyCljUA+DgC3cfVbBG7CvlHPshyCnBJp7TIaVkDgG8j0C1UM5xrds2Pv6Crxl/QlRY5AFjE\\\np2+f2hA23TKvLrg/OQCcyqYsoIXeQtClDgB2I9DRYGz3CgCex8YyaBC2ewUA70Cgo0HY7hUAvAOB\\\njgZhu1cA8A6MoaNB2O4VALwDgW6RM5mc1pgT2ZhBDwCexzp0H1t76C6Iq2/vWmGM001Zar6mtmsB\\\noCXx1SxwhTF0H1LbjHJ3k9Ncvaa2axvj3uoAgOZHoPuQ2maUV01O85OcJqe5eo2ra1l+BgC+jUD3\\\nIfWZUd4uoLUqjFErqdbXsPwMAHwbk+K8SM17ltccK69tRrm7QF6c/r1a+UmVRpoxOMHl3deqWu3V\\\nb+Dyw5HjWpuVx9g6APgIAt1L1LxnuSTHf1eftOZuRnnNQL7o7KhTQv6n8gq31w5N6qQZgxP0/rZ9\\\nys0/ofTvftSn/z1U64Q5tnwFAO9Bl7uXqB6+fpJjfLuu3d9VgfyLmBBHS7y2Lvqrep2lwb/o6Ajs\\\ntVl5Wpz+vfbmn5Dq8NmMuQOAd6GF7iVqtpolndFYeVUgt/bzU+b+Ip0bF+4I+XXZhzQo8SyXS9bG\\\nX9BVkvMXCkmnTK6ryVUXP610APAcAt1L1Bwfl3RGu6/VNoZePeTdBXHNLxRDep2l8Rd0dfvZrrrt\\\nAQCeQ6B7kZrj4zXDtLYx67qMobua/FYVxGe6hStbvgKAd2GnuBq7A3nrRK+67O62NivPKWDdvabm\\\ndVWv9cZ6A0BTsmmnOAK92i/Rm7dEfeSDLKV9sdvR2p50aXc9MCLptK9zFd6urvHWegNAU7Ip0Jnl\\\nXo03b65yuk1latu21dVXturXe3O9AQB1wxh6Nd480au2Meuaa9ird63X5fiMwQnc0xwAfByBXo23\\\nT/Ryt6mMu5nrdT3+U3mFV9cbAHB6dLnXMDSpkx4YkeRToeauO/5MjvtivQEA/8OkOAsmQkjuJ7+d\\\n6fG6fA6z4QHYwqYsINAt+CU2F2bDA7CNTVlAlzvqjNnwAOC9CHTUWX3uxw4AaB7Mcq+nljiW7O2r\\\nAACgJWMMvR7jJowlA4AdGENv4RhLBgB4GwK9HhhLBgB4G8bQ64GxZACAtyHQ68ndNqwAAHgCgQ63\\\nWuJMfgDwVYyhw6WqmfxpX+zWH17b4vK2rAAA70GgN7Pa7lvuTZjJDwC+xaOBvm3bNg0dOlSRkZGK\\\njo5WSkqKDh8+LEnKyMjQgAED1L59e8XHxys1NdXptWlpaUpISFBwcLD69++vjRs3eqIKZ8SXWr3M\\\n5AcA3+KxQD9x4oSuvvpqXXLJJTp48KAyMzN15MgRTZ48WUePHtXw4cOVkpKigoICpaamatasWdq0\\\naZMkad26dZo5c6bS0tJUUFCgiRMnatSoUSopKfFUderEl1q9VTP5J13anY1zAMAHeCzQ9+zZo759\\\n++rBBx9UQECAoqKi9P/+3//TP//5T73zzjuKiorSjBkz1KZNG1155ZWaOHGiFi9eLElaunSpJkyY\\\noEsvvVT+/v6aNWuWOnTooJUrV3qqOnXia61e7pEOAL7DY7PcExMTtWrVKqdjb7/9tvr166fMzEz1\\\n6dPH6VxSUpKj2z0zM1NTpkw55fy2bdvcfl5paalKS0sdz4uKihpahTPG+nUAQFPxiklxxhjdf//9\\\n+uCDD/Tss8+quLhYwcHBTtcEBQXp2LFjknTa864sWLBAYWFhjkdcXFzjV6QOvLHV6ysT9QAA7nk8\\\n0IuKijRu3Dj99a9/1T//+U/16dNHwcHBp4yHl5SUKCQkRJJOe96Ve+65R4WFhY5Hbm5u41emCTVV\\\n6PrSRD0AgHseDfSdO3fqggsuUFFRkbZs2eLoZk9OTlZmZqbTtVlZWUpOTq7TeVcCAwMVGhrq9PAV\\\n9Q3dunwJ8KWJegAA9zwW6EePHtWVV16pSy65RGvWrFGHDh0c58aOHauDBw9q0aJFKi8vV3p6upYt\\\nW+YYN58yZYqWLVum9PR0lZeXa9GiRcrLy9OYMWM8VZ0mVZ/QreuXAF+bqAcAcM1jgf7KK69oz549\\\nevPNNxUaGqr27ds7HlFRUVq7dq3eeustRUVFadq0aXruuec0ePBgSdKQIUO0ZMkSTZ8+XREREXrj\\\njTe0atUqRUZGeqo6Tao+oVvXLwEsTwMAO/gZY4ynC+EJvnZT+7VZeWc0O76qhV4V6oQ1AJzK17Kg\\\nNgS6Bb9Ed870SwAAtDQ2ZQF3W7MYt3gFgJbD48vWAABAwxHoAABYgEAHAMACBDoAABYg0AEAsACB\\\nDgCABQh0AAAsQKADAGABAh0AAAsQ6AAAWIBABwDAAgQ6AAAWINABALAAgQ4AgAUIdAAALECgAwBg\\\nAQIdAAALEOgAAFiAQAcAwAIEOgAAFiDQAQCwAIEOAIAFCHQAACxAoAMAYIE2ni4AAM/Jzs5WTk6O\\\n4uPjlZiY6OniAGgAAh1oAVwFd3Z2tlasWCE/Pz9lZGRowoQJTqFO2AO+hS53wHJVwb1p0yatWLFC\\\n2dnZkqScnBz5+fnJGCM/Pz/t3r37tK8B4L0IdMBy7oI7Pj7eccwYo+7du5/2NQC8F4EOWM5dcCcm\\\nJmrChAkaMGDAKd3ttYU9AO/kZ4wxni6EJxQVFSksLEyFhYUKDQ31dHGARuFu3Ds7O1u7d+9W9+7d\\\n6zweXp/XAL7Gpiwg0C34JcL3NMWEs+qT3Iwxp7S6G/reTJCDjWzKArrcgUaWnZ2t1atXu51IVtcJ\\\nZ6d7n5qaatybCXKAbyDQgUZUl/CrS/DWJ0SbatybCXKAbyDQgUZUl/CrS/DWJ0Rrm+TWEEyQA3wD\\\nG8sAZ+B0Y8nx8fHKyMioNfyqgre2CWd1eR9XEhMTG32Muy7lBeB5TIqzYCIEmkddJ5011uxwZpkD\\\nTc+mLKCFDtSRq25wV0HbWK3kpmhtA7AXY+hAHdkwllxz5vyZzqQH4L3ocregmwXNx9u6wc9kfXjN\\\nIYOBAwdq/fr1Z7xunTXpsIlNWUCXO3AGvKkb/EzvllZzyGDHjh0uZ9LXFtan+0wAnkOXO+CjzvRu\\\naVVDBpJkjFGPHj2cnvv7+zfKGnoAnkGgAzX4yrhyY98tLS8vr1HW0APwDLrcgWqasku5sceea1sf\\\n7mod++m63Kv/d0PW0APwDAIdqKauS9PqonqAS3L5RaGhIe9uTN9d8FYP+R49eujgwYOO5+edd57O\\\nO++804a1N80jAPA/BDpQTX13aKupZku/Z8+eLruzm3KCWc3gdRXynTt3PiXACWvANxHoQDWN1aVc\\\ns6Uv6ZQJaE3VG1Dbe7gKeQIcsAOT4oAaEhMTNWzYsDMKupoT6WrOKO/UqZMGDhwoSfLz89P69esV\\\nEBDQKBPMuL0pAIkWOtBg7ibSVd+4Zf369ad0u5eXlzdJb0BDWvoAfJdXtNArKio0aNAgTZo0yXEs\\\nIyNDAwYMUPv27RUfH6/U1FSn16SlpSkhIUHBwcHq37+/Nm7c2MylBn7mbolYWVnZaWeR16c3oCaW\\\nkgGQvCTQH374Ya1fv97x/OjRoxo+fLhSUlJUUFCg1NRUzZo1S5s2bZIkrVu3TjNnzlRaWpoKCgo0\\\nceJEjRo1SiUlJZ6qAlowd4Fa8/h5553XJPcrb6r7oAPwLR7fy/3zzz/XzJkz1bt3bwUFBenVV1/V\\\n0qVLtXDhQm3fvt1x3fTp01VSUqK0tDTdcMMNCgoK0osvvug436tXL919992aPHlynT7Xpv174Xnu\\\n9nj3tr3fGxN7usMGNmWBR1vohw4d0tSpU7V8+XIFBQU5jmdmZqpPnz5O1yYlJWnbtm11Ou9KaWmp\\\nioqKnB5AY3HXdd4YXereiIl4gPfxWKBXVlbqhhtu0B133KG+ffs6nSsuLlZwcLDTsaCgIB07dqxO\\\n511ZsGCBwsLCHI+4uLhGqgnQ8rCnO+B9PBboCxYsUNu2bTVz5sxTzgUHB58yHl5SUqKQkJA6nXfl\\\nnnvuUWFhoeORm5vbCLUAvE9z7EXPRDzA+3hs2drrr7+u/fv3Kzw8XJIcAf3ee+/pySef1CeffOJ0\\\nfVZWlpKTkyVJycnJyszMPOX88OHD3X5eYGCgAgMDG7EGgPdprtubsqc74H081kL/7rvvVFRUpIKC\\\nAhUUFOj666/X9ddfr4KCAo0dO1YHDx7UokWLVF5ervT0dC1btkxTpkyRJE2ZMkXLli1Tenq6ysvL\\\ntWjRIuXl5WnMmDGeqg6ama/cEa25NWdXuK3zAwBf5RXL1mqKiorS2rVr9dZbbykqKkrTpk3Tc889\\\np8GDB0uShgwZoiVLlmj69OmKiIjQG2+8oVWrVikyMtLDJUdzYEKWe3SFAy2Xx5eteYpNSxVamtWr\\\nV2vTpk2O4BowYICGDRvm6WJ5DZuXygGNzaYsYOtX+JzGuiOarbjhCtAyEejwOUzIAoBTEejwSbRC\\\nAcAZgQ5YrCm3Z2XrV8C7eOUsdwAN15SrAVhpAHgfAh2wVFOuSWfrV8D7EOiApZpyTTrr3QHvwzp0\\\nC9YeAu405Zp01rvDBjZlAYFuwS8RAFA/NmUBs9yBFobZ6YCdCHRYgZCqm+a6GxuA5kegw+cRUqdX\\\n9YXn6NGjp8xO52cF2IFAh89ztYTK1pBy1RNxut6J6l94qqbMMDsdsA+BDp/XUm7W4qonQpLL3onq\\\nIV/zC0+PHj0UGRnJ7HTAMgQ6fF5LuVmLq56I6mvBq2/wUj3kBw4c6HTd+eefb+3PCGjJCHRYoSXc\\\nrMVdT0TNYzWDv7y8vEm+8DAREfAuBDrgI9z1RLg6VjPkG/sLDxMRAe9DoAM+xFUw1zzWHEMQLWki\\\nIuArCHTAQk09BNFSJiICvoRAB3DGWspERMCXEOgA6qUlTEQEfAm3TwUAwAIEOgAAFqDLHdZhfbR7\\\n/GwAexHosArro91z97Mh5AE7EOiwSktdH12Xm7a4+tlIrveCB+B7GEOHVeLj4532LW8J66OrWt6b\\\nNm3SihUrlJ2d7fKYq5+Nu5Cvy2euXr1a2dnZTVs5AHVGCx1WsXl9tLuu8bretGXYsGGaMGGCvvrq\\\nK8dra24Q4+/vr9WrV9fa/c6wBuCdaKHDOomJiRo2bJhVIeOqxV3FVcu76pgkR1BX2b59u3bs2KEV\\\nK1ZI+nkv+B49eig2Nlbr1693+RnV1bdVD6BpEeiAD6gtRBMTEzVw4EB16tRJAwcOdGz4MnDgQEmS\\\nn5+f1q9f72jhu3qf7du3a//+/ZJ02qBuicMagC+gyx3wAbXtnZ6dna3169fLz89PBw8eVOfOnZWY\\\nmKiysrJTwrvqfSS5HEevUltQ2zysAfgyAh3wAbWFqLuZ/XW9gUrN63r27Knzzz+/1qBm21fA+xDo\\\ngJdxN/nNXYjWbHVXjZdXdbvv2LFDPXr0UGJiolavXu12shwtbsC3EeiAF6gK8YCAAEf3eV1nkFcF\\\nd9Xr1q9fr86dO0vSKV3x7lrtVZ+Rk5Pj9ByA7yDQAQ+rvgzM1XKzuoSrq/Hy2pau1WyNsxQN8H3M\\\nckeL4a2bodSclFafGeS1LV1z1RqvuayPpWiA76OFjhbBm1ugNbvBBw4cqPLy8jMaz3Y3ac7d2HjN\\\ncfq6TqAD4L0IdLQI3rzH+5ksA6vtRiquJs25Ght39+WmMcoAwHMIdLQI3t4CrcsysLr0MtQMW1ev\\\ncfflprHKAMAzGENHi1DVAh0wYIDPhtDpxrldbQ/r6jUN2emNsXbAexHoaDF8fY/30wVxXcO7IV9u\\\n2PYV8F5+pvp+jy1IUVGRwsLCVFhYqNDQUE8XB6iT7Oxst+PcNZe/VYV1ba9p7DIAvsamLCDQLfgl\\\nAlUIW+DM2JQFTIoDLMIe60DLxRg6AAAWoIUO1MA6awC+iBY6UI2rpV8A4AsIdKAa1lm75q374AP4\\\nHwIdqIZ11qei1wLwDYyhA9WcyZ7mLYU374MP4H882kLPz89XSkqKoqKiFBERodGjR+vAgQOSpIyM\\\nDA0YMEDt27dXfHy8UlNTnV6blpamhIQEBQcHq3///tq4caMnqgAL+fqOco2NXgvAN3g00K+77jod\\\nO3ZMO3fu1J49e9S6dWv94Q9/0NGjRzV8+HClpKSooKBAqampmjVrljZt2iRJWrdunWbOnKm0tDQV\\\nFBRo4sSJGjVqlEpKSjxZHcBKNuyDD7QEHtspbuvWrbrsssuUl5fn2J0nPz9fBw4c0MaNG7Vw4UJt\\\n377dcf306dNVUlKitLQ03XDDDQoKCtKLL77oON+rVy/dfffdmjx5cp0+36bdgQAA9WNTFnishb5p\\\n0yYlJSXppZdeUkJCgmJiYjR79mzFxMQoMzNTffr0cbo+KSlJ27Ztk6TTngeaG7PAAXiaxwI9Pz9f\\\n33zzjXbs2KF///vf+vrrr7Vv3z6lpKSouLhYwcHBTtcHBQXp2LFjknTa866UlpaqqKjI6QE0BmaB\\\nA/AGHgv0wMBASdKiRYsUEhKiTp06af78+fr4449ljDllPLykpEQhISGSpODg4FrPu7JgwQKFhYU5\\\nHnFxcY1cI7RUrF0H4A08FuhJSUmqrKxUWVmZ41hFRYUk6dxzz1VmZqbT9VlZWUpOTpYkJScn13re\\\nlXvuuUeFhYWOR25ubmNVBS2cjbPAGUIAfI/HJsWVl5crKSlJffv21auvvqoTJ05owoQJCgsLc4yr\\\nz507VzNmzNCGDRt07bXX6u9//7sGDx6szz77TGPGjNHf//53XXbZZVq8eLEeeeQRff/994qMjKzT\\\n59s0EQKeZ9NtS93dVx2wkU1Z4LEWur+/v/7xj3+oTZs26tGjh3r27KkuXbro5ZdfVlRUlNauXau3\\\n3npLUVFRmjZtmp577jkNHjxYkjRkyBAtWbJE06dPV0REhN544w2tWrWqzmEONDab1q4zhAD4Jo+1\\\n0D3Npm9l8F3eeGc3WuhoSWzKAgLdgl8ifJMngrOuXyBsGkIAamNTFrCXO+AhjbFH+pm08Kt/gcjI\\\nyKj1C0RiYiJBDvgY7rYGeEhDZ8ef6fp3xsYBuxHogIc0dI/0Mw1oG5fXAfgfutwBD2pI13Z8fLwy\\\nMjLqHNDcGhawG5PiLJgIgZaLyWtAw9iUBbTQAR/G5DUAVRhDBwDAAgQ6AAAWINABALAAgQ4AgAUI\\\ndAAALECgAwBgAQIdAAALEOgAAFiAQAcAwAIEOgAAFiDQAQCwAIEOAIAFCHQAACxAoAMAYAECHQAA\\\nCxDoAABYgEAHAMACBDoAABYg0AEAsACBDgCABQh0AAAsQKADAGABAh0AAAsQ6AAAWIBABwDAAgQ6\\\nAAAWINABALAAgQ4AgAUIdAAALECgAwBgAQIdAAALEOgAAFiAQAcAwAIEOgAAFiDQAQCwAIEOAIAF\\\nCHQAACxAoAMAYAECHQAACxDoAABYgEAHAMACBDoAABYg0AEAsIBHA/2rr77S5ZdfrvDwcMXExOi2\\\n225TaWmpJCkjI0MDBgxQ+/btFR8fr9TUVKfXpqWlKSEhQcHBwerfv782btzoiSoAAOAVPBbolZWV\\\nGjFihMaNG6f8/Hxt3rxZa9as0cKFC3X06FENHz5cKSkpKigoUGpqqmbNmqVNmzZJktatW6eZM2cq\\\nLS1NBQUFmjhxokaNGqWSkhJPVQcAAI/yWKAfPXpUBw4cUGVlpYwxPxemVSsFBQXpnXfeUVRUlGbM\\\nmKE2bdroyiuv1MSJE7V48WJJ0tKlSzVhwgRdeuml8vf316xZs9ShQwetXLnSU9UBAMCjPBboUVFR\\\nmjVrlmbPnq3AwEDFxcWpZ8+emjVrljIzM9WnTx+n65OSkrRt2zZJOu15AABaGo92ubdr107PP/+8\\\njh8/rm+//VZZWVmaO3euiouLFRwc7HR9UFCQjh07JkmnPe9KaWmpioqKnB4AANjCY4H+7rvv6p13\\\n3tH06dMVGBio3r17a+7cuVqyZImCg4NPGQ8vKSlRSEiIJJ32vCsLFixQWFiY4xEXF9f4lQIAwEM8\\\nFuh79uxxzGiv4u/vr4CAACUnJyszM9PpXFZWlpKTkyXptOddueeee1RYWOh45ObmNlJNAADwPI8F\\\n+rBhw3TgwAE99thjqqio0K5duzRv3jzdcMMNGjt2rA4ePKhFixapvLxc6enpWrZsmaZMmSJJmjJl\\\nipYtW6b09HSVl5dr0aJFysvL05gxY9x+XmBgoEJDQ50eAADYwmOBnpSUpA8//FDvv/++oqKiNHjw\\\nYI0cOVLz589XVFSU1q5dq7feektRUVGaNm2annvuOQ0ePFiSNGTIEC1ZskTTp09XRESE3njjDa1a\\\ntUqRkZGeqg4AAB7lZ6rWjLUwRUVFCgsLU2FhIa11AGihbMoCtn4FAMACBDoAABYg0AEAsACBDgCA\\\nBQh0AAAsQKADAGABAh0AAAsQ6AAAWIBABwDAAgQ6AAAWINABALAAgQ4AgAUIdAAALECgAwBgAQId\\\nAAALEOgAAFiAQAcAwAIEOgAAFiDQAQCwAIEOAIAFCHQAACxAoAMAYAECHQAACxDoAABYgEAHAMAC\\\nBDoAABYg0AEAsACBDgCABQh0AAAsQKADAGABAh0AAAsQ6AAAWIBABwDAAgQ6AAAWINABALAAgQ4A\\\ngAUIdAAALECgAwBgAQIdAAALEOgAAFiAQAcAwAIEOgAAFiDQAQCwAIEOAIAFCHQAACxAoAMAYAEC\\\nHQAACxDoAABYgEAHAMACBDoAABZolkD/8ccflZCQoHXr1jmOZWRkaMCAAWrfvr3i4+OVmprq9Jq0\\\ntDQlJCQoODhY/fv318aNGx3nKioqdNddd6lTp04KCQnRtddeqwMHDjRHVQAA8EpNHuj/+te/dPHF\\\nF2vnzp2OY0ePHtXw4cOVkpKigoICpaamatasWdq0aZMkad26dZo5c6bS0tJUUFCgiRMnatSoUSop\\\nKZEkzZs3T5988om2bNmiffv2qV27dpo2bVpTVwUAAK/VpIGelpam66+/XvPnz3c6/s477ygqKkoz\\\nZsxQmzZtdOWVV2rixIlavHixJGnp0qWaMGGCLr30Uvn7+2vWrFnq0KGDVq5c6Tg/Z84cxcXFKTQ0\\\nVM8++6xWrVqlXbt2NWV1AADwWk0a6MOGDdPOnTs1fvx4p+OZmZnq06eP07GkpCRt27bttOcLCwu1\\\nd+9ep/OdOnVSRESEvvnmmyaqCQAA3q1NU755dHS0y+PFxcUKDg52OhYUFKRjx46d9nxxcbEk1fp6\\\nV0pLS1VaWup4XlRUVPeKAADg5Twyyz04ONgxHl6lpKREISEhpz1fFeS1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dwu6WYBT5xgYYxpljkFTfAbQ1GzKArrcAQs0xT3p3PcONG8EOmCBpphjwDwG\\\noHmjy92CbhZAOtkl3thzDJriM4CmZFMWEOgW/BIBAHVjUxYwyx2wHDPTAd/AGDpgsYqZ6Rs2bNDS\\\npUtZNhewGC10wDKntsjdzUynlQ7YiUCHV/KFbuS61LHymvd9+/ZlZjrgIwh0eB1feFBLVXV0F/LV\\\ntchLS0tZYQ/wEQQ6vI4vdCNXtYhL5ZCvvM1di5wnsgG+gUCH14mLi1NaWprV3cju6ugu5E8N76Zo\\\nkfvCUAfgrQh0eB1feFBLVXV0dyFTeVtjtch9YagD8GYsLGPBYgLwHe5Wamuq1dt4Jj1sZFMW0EIH\\\nvIi71ndTjZH7wlAH4M0IdAC14gtDHYA3I9AB1Boz5oHmi6VfAQCwAIEOAIAFCHQAACzAGDpgqZqW\\\niWUsHLALgQ5r+EpY1aae7haBkU5fOtbm7wnwNQQ6rOArq5jV9qEttVkmti5r4PvKRRPgjRhDhxWq\\\nepiJbdzVsyLkN2zYoKVLlyozM1NxcXGqWATSGCM/Pz/ntlMXhsnMzNTKlSuVmZlZ42e7+xwAzQeB\\\nDiu4CytvVlXQuqtnVU+f69u3ryTJ4XBo3bp1kqRx48YpOTlZffv21ebNm88ooH3lognwVgQ6rFCx\\\nillycrLXd7dX1xKuqGe3bt3UvXt3SXLbGpekkpIS5zZJzqDv2rWr1q1bp23btjn31yagbbtoAmzD\\\nGDqsYcsqZrV53vu2bdvkcDi0bds2jRs3Tn379nW2wtetW6eOHTvK39/f5ZiKoD/1/BVqE9As/Qo0\\\nb7TQgWamppZwVlaWJNeWd05Ojst7Nm/erJKSEjkcDklyPiu98vklqXv37rXu1UhISNDgwYMJc6AZ\\\nooUONDM1tYSranmfyuFwVPl0tIrx9e3bt6tbt24aMGBAo9UFQNMh0AEPc3crWHXDBxUt74pWdmlp\\\nqS688ELnmLgkXXDBBVVeGGRmZmrdunVyOBw6cOCAOnbsSIsbsACBDnhARYj7+/s7w7W298+7a3lX\\\nFd7uLgxqM0YPwPsQ6EATO3VxmLos9nIm4V3xeaf2AFTVFQ/AuxHoQBOrPMu8uglwVa3MVvHvigly\\\np+479RjJ/XKvzFYH7EOgw3rNbbnSyi3kvn37qrS09LRwrW452+qWgD11e/fu3d32ANhyix+A/0Og\\\nw2rNcY332raQqxvrrmpf5e2Vu/Xr073e3C6MALjiPnRYrbkuV1qb+7mrux+9qn2Vt19wwQUNsoIe\\\n67gDzR8tdFjNmyeAVdeSr25iXFXb64OZ8UDz5zCnrv/oQwoKChQWFqb8/HyFhoZ6ujhoRJmZmUwA\\\nq6fKM/Obw9AF0BBsygIC3YJfItAUuDCCjWzKArrcAdQKM+OB5o1JcQAAWIBABwDAAgQ6AAAWYAwd\\\nOAWLp7ji+wC8By104L9YPMUV3wfgXQh04L+a66pynsL3AXgXAh34r+qWWvVFfB+Ad2FhGQsWE0DD\\\nYfEUV3wfsJ1NWeDRFnpubq5SUlIUGRmpiIgIjRgxQvv375ckpaWlKTk5WcHBwYqLi9PChQtdjl20\\\naJHi4+MVFBSk3r17a/369Z6oAixTm4em+BK+D8B7eDTQR48eraNHj2rHjh3avXu3WrZsqT//+c86\\\ncuSIhgwZopSUFOXl5WnhwoVKTU3Vhg0bJElr167V9OnTtWjRIuXl5Wn8+PEaPny4ioqKPFkdAAA8\\\nxmNd7l9//bWuuOIK5eTkOLs5cnNztX//fq1fv15PPPGEtm3b5nz/1KlTVVRUpEWLFmnChAkKDAzU\\\nCy+84Nx/3nnn6e6779bkyZNr9fk2dbPAs7i1C/BeNmWBx1roGzZsUGJiol588UXFx8crJiZGd9xx\\\nh2JiYpSenq6ePXu6vD8xMVFbtmyRpBr3A03Ftlu7MjMztXLlSq+vB+CLPBboubm5+u6777R9+3Z9\\\n8803+vbbb7V3716lpKSosLBQQUFBLu8PDAzU0aNHJanG/e4UFxeroKDA5QXUl023dtl2cQL4Go8F\\\nekBAgCRp3rx5CgkJUfv27TV79mx9+OGHMsacNh5eVFSkkJAQSVJQUFC1+92ZM2eOwsLCnK/Y2NgG\\\nrhF8kU23dtl0cQL4Io8FemJiosrLy1VSUuLcVlZWJkk6//zzlZ6e7vL+jIwMJSUlSZKSkpKq3e/O\\\nvffeq/z8fOcrOzu7oaoCH5aQkKBx48YpOTlZ48aN8+oxdJsuTgCfZDykpKTExMfHm9GjR5vCwkJz\\\n8OBBM2DAADNy5Ehz6NAhEx4ebubOnWtKSkrM6tWrTUhIiFm9erUxxphPPvnE+XNJSYmZO3euiYiI\\\nMIcPH6715+fn5xtJJj8/v7GqCFRr69atZsWKFWbr1q3N5rO2bt1qVq5c2SRlApoDm7LAowvL7Nu3\\\nT7fffrv+/e9/65dfftHw4cP1zDPPKDw8XJs2bdKtt96q77//Xu3atdMDDzygSZMmOY99/fXXNWvW\\\nLO3Zs0c9evTQs88+q+Tk5Fp/tk0zG+F9KsarK1rDjdm6b8rPAryNTVng0aetdejQQUuXLnW7r3fv\\\n3vriiy+qPHbChAmaMGFCYxUNaFTuxqvPJGTP5Fa5+n4WAO/AWu6AB9RnvPpMZ6MzNg74Bp6HDnhA\\\nxWS6uqyTfqYt7vp8FgDvQaADHpKQkFCncI2Li1NaWtoZtbjr+lkAvAeBDngZWtwA3CHQAS9EixtA\\\nZUyKAwDAAgQ6AAAWINABALAAgQ4AgAUIdAAALECgAwBgAQIdAAALEOgAAFiAQAcAwAIEOgAAFiDQ\\\nAQCwAIEOAIAFCHQAACxAoAMAYAECHQAACxDoAABYgEAHAMACBDoAABYg0AEAsACBDgCABQh0AAAs\\\nQKADAGABAh0AAAsQ6AAAWIBABwDAAgQ6AAAWINABALAAgQ4AgAUIdAAALECgAwBgAQIdAAALEOgA\\\nAFiAQAcAwAIEOgAAFiDQAQCwAIEOAIAFCHQAACxAoAMAYAECHQAACxDoAABYgEAHAMACBDoAABYg\\\n0AEAsACBDgCABQh0AAAs4NFA37x5s6688kqFh4crJiZGt956q4qLiyVJaWlpSk5OVnBwsOLi4rRw\\\n4UKXYxctWqT4+HgFBQWpd+/eWr9+vSeqAABAs+CxQC8vL9fQoUM1ZswY5ebmauPGjfroo4/0xBNP\\\n6MiRIxoyZIhSUlKUl5enhQsXKjU1VRs2bJAkrV27VtOnT9eiRYuUl5en8ePHa/jw4SoqKvJUdQAA\\\n8CiPBfqRI0e0f/9+lZeXyxhzsjAtWigwMFDLly9XZGSkpk2bplatWmnAgAEaP3685s+fL0l66aWX\\\nNG7cOF1++eXy8/NTamqqoqKitGzZMk9VBwAAj/JYoEdGRio1NVV33HGHAgICFBsbq+7duys1NVXp\\\n6enq2bOny/sTExO1ZcsWSapxPwAAvsajXe5t2rTRc889p2PHjumHH35QRkaGZsyYocLCQgUFBbm8\\\nPzAwUEePHpWkGve7U1xcrIKCApcXAAC28Figv/POO1q+fLmmTp2qgIAA9ejRQzNmzNCCBQsUFBR0\\\n2nh4UVGRQkJCJKnG/e7MmTNHYWFhzldsbGzDVwoAAA/xWKDv3r3bOaO9gp+fn/z9/ZWUlKT09HSX\\\nfRkZGUpKSpKkGve7c++99yo/P9/5ys7ObqCaAADgeR4L9MGDB2v//v169NFHVVZWpp07d2rWrFma\\\nMGGCRo0apQMHDmjevHkqLS3VmjVrtHjxYk2ZMkWSNGXKFC1evFhr1qxRaWmp5s2bp5ycHI0cObLK\\\nzwsICFBoaKjLCwAAW3gs0BMTE/X+++/rX//6lyIjI9W/f38NGzZMs2fPVmRkpFatWqW33npLkZGR\\\nuv766/Xss8+qf//+kqSBAwdqwYIFmjp1qiIiIvTGG29oxYoVatu2raeqAwCARzlMxT1jPqagoEBh\\\nYWHKz8+ntQ4APsqmLGDpVwAALECgAwBgAQIdAAALEOgAAFiAQAcAwAIEOgAAFiDQAQCwAIEOAIAF\\\nCHQAACxAoAMAYAECHQAACxDoAABYgEAHAMACBDoAABYg0AEAsACBDgCABQh0AAAsQKADAGABAh0A\\\nAAsQ6AAAWIBABwDAAgQ6AAAWINABALAAgQ4AgAUIdAAALECgAwBgAQIdAAALEOgAAFiAQAcAwAIE\\\nOgAAFiDQAQCwAIEOAIAFCHQAACxAoAMAYAECHQAACxDoAABYgEAHAMACBDoAABYg0AEAsACBDgCA\\\nBQh0AAAsQKADAGABAh0AAAsQ6AAAWIBABwDAAgQ6AAAWINABALAAgQ4AgAUIdAAALECgAwBggSYJ\\\n9J9//lnx8fFau3atc1taWpqSk5MVHBysuLg4LVy40OWYRYsWKT4+XkFBQerdu7fWr1/v3FdWVqa7\\\n7rpL7du3V0hIiH73u99p//79TVEVAACapUYP9C+++EKXXnqpduzY4dx25MgRDRkyRCkpKcrLy9PC\\\nhQuVmpqqDRs2SJLWrl2r6dOna9GiRcrLy9P48eM1fPhwFRUVSZJmzZqljz/+WJs2bdLevXvVpk0b\\\nXX/99Y1dFQAAmq1GDfRFixbp2muv1ezZs122L1++XJGRkZo2bZpatWqlAQMGaPz48Zo/f74k6aWX\\\nXtK4ceN0+eWXy8/PT6mpqYqKitKyZcuc+++55x7FxsYqNDRUzzzzjFasWKGdO3c2ZnUAAGi2GjXQ\\\nBw8erB07dmjs2LEu29PT09WzZ0+XbYmJidqyZUuN+/Pz87Vnzx6X/e3b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 frames[35] = 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 frames[37] = 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QXiG7sXPTep7Tt3ccOZ5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\\\naVf5yXPSa17N0Jaj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 frames[38] = 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 frames[40] = 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 frames[43] = 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uwUzG2GfmnZlq3q8NWeys1McbGRTFhDoFvwSfQWTslwjaIHGsykLCHQLfom+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\\\no0ZJkiZPnqy5c+cqOztbhYWFuvPOO3XllVfq7LPPrvEzAwICFBoa6vQC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 frames[46] = 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 frames[49] = 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 frames[51] = 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DgCuEejwK1wHDQCuEejwK6zp7l0s+wr4LoriLCiEaG0oDvMOV9fM8/nD39mU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\\\n0wMAAFs06xy6O9HR0VqzZo1uv/12Pfjgg+rcubOeeeYZDRkyRJI0bNgw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DFiQH+YoKipyCmFXN2ApLi5Wfn6+I7zT09OVlJTEjVqAFjApCzyyhQ74qqPH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\\\nR48eTvtLSkpUVlbmeL0rd9xxhyoqKhyP7du3t2GNAACwly2BPn78eJWU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 frames[54] = 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FxcrLCxMRUVFCg0NdXdxgDaTk5PTIS3yEyfcMWse3simLKCFDq9HK9FZR60A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\\\nZcs0Y8YMSdKMGTO0bNkyrVu3TpWVlVq8eLHy8/M1fvx4SdL06dO1YMEC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 frames[56] = 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JkzQ008/rQULFigyMlIvvfSSNmzYoKioKIdrDidxHbRzmJsHnMdOcRbsDgR4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\\\nxioyMlKff/55F7UEAADv1qcrXzwuLs5jeVlZmYKDg93KgoKCVF5e3urx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 frames[57] = 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KVpjn3m68uFvbMoCWuhAgGqNJWbcfx1wDmPoAFoMcxkA59BCB9BimMsAOIdA\\\nByCp5SazsVsc4Ay63AGwMQ9gAVroQACraZUfOHCAyWyAnyPQYaVAWwvtqb71/Q6OXWImiclsgB8j\\\n0GGd2kG1bt0669dCe6qvJI+/g9ohf+wSs759+youLo7JbICfItBhnUBbC+2pvrWXjtXe2rV2yJ97\\\n7rlu15122mnN/j0FWs8I4EuYFAfrBNpaaE/19XTs2OCvrKzU1KlTNXTo0BbpxWBiHeAsWuiwTqCt\\\nhfZWX0/Hjt2/vSWXmAVazwjga9jL3YL9e4GGao3922u/Nvu4w9/YlAUEugUfIuArWvMLA9AabMoC\\\nutwBtBh2iQOcw6Q4AAAsQKADAGABAh0AAAswhg6ADWEACxDosB5hVbdA2yoXsBVd7rBaIO9elpub\\\nq1WrVh1X52OPe9oQpq7nA/BNBDqs5i2sbOfti4yn4562iW3qFyG+BADOIdBhNZv3da8rPL19kfG2\\\nPeu5556rrl276txzz1VqamqTvggFcm8I4AsIdFitZp/zlroBia+oLzy9fZHx1hr/5JNPVFBQoE8+\\\n+cRrq70+gdobAvgKAh3WS01N1ahRo6wJc6n+8PTU6vZ23FurferUqerbt6/69eunXbt21duVbnNv\\\nCOAPmOUO+KHk5OTj7pxWW02rOygoSPn5+erevbtSU1M9Hq/rtTZv3qygoCBt3rxZkuqcBR9od7kD\\\nfA2BDvih+sLTW6vb0/FRo0Z5fK3a19ao77ao7OUOOIcud8BP1TWU0JgxdG+vVfvaGnSlA76L26da\\\ncMs82KX2RjiSmrwpjrdbmXo67m3znZprQ0JCVFlZSVc6rGNTFhDoFnyIsEftXdtq/mnW/HdLzdI/\\\nNryPfU+bVgMA9bEpC+hyR0Dy1Q1QPI1bN2cZ2LH19LTcra4Z8776ewJwPAIdAceXN0DxNG7d1GVg\\\nDQ1vb+Pqvvx7AnA8Zrkj4HibAe4Ljp29LqnJy8C8hfexS9S8zZhv7O+Jm+AAziLQEXDqW8PttGOX\\\nfjU1HBsT3p6WmzXm98Qd2wDnMSnOgokQaDxvM8D9SUNaxI2pp6fXa+jzV61apfXr17ta80OHDtWo\\\nUaOaXjmgjdiUBQS6BR8iAk9zZ6a39Ex3ZsrDX9mUBXS5A36ooePb3lrdx3aPN3deAdu+As5jljvg\\\nhxpyIxRvs9QbM9O9MWy8CQ7gT2ihA36oIS1ib63uxkyWA+A/CHTAC19fhlXfjVC8zVJvzEx3AP6D\\\nSXEWTIRAy7NlkpcNs/mB1mRTFtBCBzzw5c1nGoNWNxA4mBQHeNASk8QAoC3RQgc8YJJY/Xx9jgEQ\\\naBhDt2DcBGhrtswxAGzKArrcATRaXbdcBeAMAh1AozHHAPA9jKEDLSDQxpOZYwD4Hkdb6IWFhcrI\\\nyFB8fLxiY2M1fvx47dmzR5K0bt06DR06VJ06dVJycrIWL17s9tzMzEylpKQoIiJCgwcP1tq1a52o\\\nAuB1i1XbsdUr4FscDfRJkybp4MGD2rJli7Zv367g4GBdddVVOnDggEaPHq2MjAwVFRVp8eLFmj17\\\nttavXy9JWrNmjWbNmqXMzEwVFRVp2rRpGjdunMrKypysDgIU48kAfIFjs9y//PJLnXPOOSooKHDN\\\nLCwsLNSePXu0du1aPfjgg9q8ebPr+pkzZ6qsrEyZmZm65JJLFB4ermeeecZ1vn///rr11lt1+eWX\\\nN+j9bZrZCGcx4xvwXzZlgWMt9PXr1ystLU3PPvusUlJSlJiYqFtuuUWJiYnKzs7WwIED3a5PS0vT\\\nxo0bJane80BbqhlPHjp0qLVhnpubq1WrVgXMcALgjxybFFdYWKhvvvlGQ4YM0b///W+VlZXp0ksv\\\nVUZGhhISEhQREeF2fXh4uA4ePChJKi0trfO8J+Xl5SovL3f9XFJS0oK1QaCzeYtVT/dPt7WugD9z\\\nrIUeFhYmSVq0aJEiIyPVtWtXLViwQO+9956MMceNh5eVlSkyMlKSFBERUed5TxYuXKjo6GjXIykp\\\nqYVrBDSNr7d+mSMA+AfHAj0tLU3V1dWqqKhwHauqqpIknXLKKcrOzna7PicnR+np6ZKk9PT0Os97\\\nMmfOHBUXF7seO3bsaKmqAE3mDzPkWXMO+AfHAn3kyJHq06ePZsyYoYMHD+qnn37Sn/70J40fP14X\\\nX3yx8vPztWjRIlVWViorK0tLlizRjBkzJEkzZszQkiVLlJWVpcrKSi1atEgFBQWaMGGC1/cLCwtT\\\nVFSU2wNwmj+0fgNhjgBgA8cCPSQkRP/85z/Vvn179e3bV/369VOPHj30/PPPKz4+XqtXr9Zrr72m\\\n+Ph4XXnllXr88cc1fPhwSdKIESP01FNPaebMmYqNjdUrr7yilStXKi4uzqnqAE3SEq3fpnbZN+Z5\\\nrDkHfB83Z7FgqQL8W25ubpN3XGvqkjmW2gFH2ZQF7OUOOKw5rd+mdtn7Q1c/gMYh0AE/1tQueya6\\\nAfahy92CbhYEtqZ22Tenqx+whU1ZQKBb8CECAJrGpiygyx0AAAsQ6AAAWIBABwDAAgQ6AAAWINAB\\\nALAAgQ4AgAUIdAAALECgAwBgAQIdAAALEOgAAFiAQAcAwAIEOgAAFiDQAQCwAIEOAIAFCHQAACxA\\\noAMAYAECHQAACxDoAABYgEAHAMACBDoAABYg0AEAsACBDgCABQh0AAAsQKADAGABAh0AAAsQ6AAA\\\nWIBABwDAAgQ6AAAWINABALAAgQ4AgAUIdAAALECgAwBgAQIdAAALEOgAAFiAQAcAwAIEOgAAFiDQ\\\nAQCwAIEOAIAFCHQAACxAoAMAYAECHQAACxDoAABYgEAHAMACBDoAABYg0AEAsACBDgCABRwN9K++\\\n+krnnXeeYmJilJiYqBtvvFHl5eWSpHXr1mno0KHq1KmTkpOTtXjxYrfnZmZmKiUlRRERERo8eLDW\\\nrl3rRBUAAPAJjgV6dXW1xowZo8mTJ6uwsFBffPGF3n//fT344IM6cOCARo8erYyMDBUVFWnx4sWa\\\nPXu21q9fL0las2aNZs2apczMTBUVFWnatGkaN26cysrKnKoOAACOcizQDxw4oD179qi6ulrGmKOF\\\naddO4eHheuONNxQfH6/rrrtO7du31wUXXKBp06bpySeflCQ999xzmjp1qs4++2yFhIRo9uzZ6ty5\\\ns5YvX+5UdQAAcJRjgR4fH6/Zs2frlltuUVhYmJKSktSvXz/Nnj1b2dnZGjhwoNv1aWlp2rhxoyTV\\\nex4AgEDjaJd7x44d9cQTT+jQoUP67rvvlJOTo3nz5qm0tFQRERFu14eHh+vgwYOSVO95T8rLy1VS\\\nUuL2AADAFo4F+ptvvqk33nhDM2fOVFhYmAYMGKB58+bpqaeeUkRExHHj4WVlZYqMjJSkes97snDh\\\nQkVHR7seSUlJLV8pAAAc4ligb9++3TWjvUZISIhCQ0OVnp6u7Oxst3M5OTlKT0+XpHrPezJnzhwV\\\nFxe7Hjt27GihmgAA4DzHAn3UqFHas2eP7rvvPlVVVWnr1q269957dckll2jixInKz8/XokWLVFlZ\\\nqaysLC1ZskQzZsyQJM2YMUNLlixRVlaWKisrtWjRIhUUFGjChAle3y8sLExRUVFuDwAAbOFYoKel\\\npWnFihV6++23FR8fr+HDh2vs2LFasGCB4uPjtXr1ar322muKj4/XlVdeqccff1zDhw+XJI0YMUJP\\\nPfWUZs6cqdjYWL3yyitauXKl4uLinKoOAACOCjI1a8YCTElJiaKjo1VcXExrHQAClE1ZwNavAABY\\\ngEAHAMACBDoAABYg0AEAsACBDgCABQh0AAAsQKADAGABAh0AAAsQ6AAAWIBABwDAAgQ6AAAWINAB\\\nALAAgQ4AgAUIdAAALECgAwBgAQIdAAALEOgAAFiAQAcAwAIEOgAAFiDQAQCwAIEOAIAFCHQAACxA\\\noAMAYAECHQAACxDoAABYgEAHAMACBDoAABYg0AEAsACBDgCABQh0AAAsQKADAGABAh0AAAsQ6AAA\\\nWIBABwDAAgQ6AAAWINABALAAgQ4AgAUIdAAALECgAwBgAQIdAAALEOgAAFiAQAcAwAIEOgAAFiDQ\\\nAQCwAIEOAIAFCHQAACxAoAMAYAECHQAACxDoAABYgEAHAMACbRLoP/30k1JSUrRmzRrXsXXr1mno\\\n0KHq1KmTkpOTtXjxYrfnZGZmKiUlRRERERo8eLDWrl3rOldVVaU//vGP6tq1qyIjI/Wb3/xGe/bs\\\naYuqAADgk1o90P/1r3/pzDPP1JYtW1zHDhw4oNGjRysjI0NFRUVavHixZs+erfXr10uS1qxZo1mz\\\nZikzM1NFRUWaNm2axo0bp7KyMknSvffeqw8++EAbNmzQrl271LFjR1155ZWtXRUAAHxWqwZ6Zmam\\\nLr74Yi1YsMDt+BtvvKH4+Hhdd911at++vS644AJNmzZNTz75pCTpueee09SpU3X22WcrJCREs2fP\\\nVufOnbV8+XLX+dtuu01JSUmKiorSY489ppUrV2rr1q2tWR0AAHxWqwb6qFGjtGXLFk2ZMsXteHZ2\\\ntgYOHOh2LC0tTRs3bqz3fHFxsXbu3Ol2vmvXroqNjdU333zTSjUBAMC3tW/NF09ISPB4vLS0VBER\\\nEW7HwsPDdfDgwXrPl5aWSlKdz/ekvLxc5eXlrp9LSkoaXhEAAHycI7PcIyIiXOPhNcrKyhQZGVnv\\\n+Zogr+v5nixcuFDR0dGuR1JSUktUBQAAn+BIoKenpys7O9vtWE5OjtLT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 frames[62] = 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 frames[63] = 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 frames[67] = 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VufOnfXcc89p2LBhkqQRI0bohRde0J133qnDhw+rT58+Wrt2baPDHPbjGS4A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\\\nvYYPH64pU6Zo0aJFkqQlS5Zo8uTJGjx4sIKCgpSZmam4uDitWrXKsf6+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 frames[69] = 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 frames[70] = 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 frames[71] = 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 frames[73] = 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 frames[76] = 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 frames[78] = 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 frames[79] = 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 frames[81] = 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FK3GeiE8tY4P3dbYxc6YMWPaJXjpwge8Fy10+Bx/mKLVWHAe3jo+fNuIESM6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\\\nqdH8+fNVVFSkSZMmSZIuu+wyPfjggyosLFR5ebluuukmnX322TruuOMa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 frames[82] = 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 frames[83] = 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gUCHVyLE/supJWxs/Qr4Frrc4ZXY2OS/nFjCRjc/4HsIdHglb1iH7U06ek24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\\\nHR2tHTt2tFNNAADwbl3a88Xj4+M9Hi8rK1NoaKjbsZCQEJWXl5/yfFlZ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 frames[86] = 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ldTd1l4T07hzwhtPmmwHQPO4/bE1d7HpUQW0H573BuxmUxYQ6Bb8EgEALWNT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\\\npvj4eIWHh+vxxx/XqlWrtG3btvasDgAAHqtdA33s2LHaunWrpk6d6rQ9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 frames[87] = 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 frames[89] = 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 frames[90] = 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Ar2l2fQhAgAaxqYsYC13wEItuSMbAO/g8YVlADQtRqUD/okaOmCJqlr54cOH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\\\njmVnZys5Obne81FRUeratavT+f379ys/P9/xfFdmzZqlwsJCx2PXrl1N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 frames[97] = 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   /* set a timeout to make sure all the above elements are created before\n       the object is initialized. */\n    setTimeout(function() {\n        animdbbbed0c68a943738b336cf85156768a = new Animation(frames, img_id, slider_id, 50.0,\n                                 loop_select_id);\n    }, 0);\n  })()\n</script>\n"
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 500x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "filepath = config[\"data_directory\"]+config[\"project_files\"][1]\n",
    "data = analyze.read_openface_csv(config, filepath)\n",
    "data_reoriented = analyze.ego_center(config, data, \"kp_27\",\"kp_33\")\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "\n",
    "def update(fr):\n",
    "    ax.clear()\n",
    "    x = data.xs(\"x\", level=1, axis=1).loc[fr]\n",
    "    y = data.xs(\"y\", level=1, axis=1).loc[fr]\n",
    "    x_ego = data_reoriented.xs(\"x\", level=1, axis=1).loc[fr]\n",
    "    y_ego = data_reoriented.xs(\"y\", level=1, axis=1).loc[fr]\n",
    "    \n",
    "    ax.scatter(x, y, color=\"gray\", s=4, label=\"Original\")\n",
    "    ax.scatter(x_ego, y_ego, color=\"C0\", s=4, label=\"Ego-centered\")\n",
    "    ax.set_xlim([-200, 1080])\n",
    "    ax.set_ylim([-200, 1080])\n",
    "    ax.set_title(f\"Frame {fr}\")\n",
    "    ax.legend(loc=\"upper right\")\n",
    "    plt.gca().invert_yaxis()\n",
    "\n",
    "nframes=100\n",
    "ani = FuncAnimation(fig, update, frames=nframes, interval=50)\n",
    "HTML(ani.to_jshtml())"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-19T18:41:30.585265Z",
     "start_time": "2025-09-19T18:41:22.201211Z"
    }
   },
   "id": "7bc3d67810fd4f5e",
   "execution_count": 23
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Getting angle kinematics ...\n",
      "Getting distance kinematics ...\n",
      "Getting travel kinematics ...\n"
     ]
    }
   ],
   "source": [
    "print(\"Getting angle kinematics ...\")\n",
    "angle = analyze.get_keypoint_kinematics(config,\"kp_27\",\"kp_33\",0,1,\n",
    "                            metric=\"angle_m\",\n",
    "                            thresh=70,\n",
    "                            selected_subgroups=[\"contempt\",\"surprise\",\"happy\",\"anger\",\"sadness\"],\n",
    "                            return_as_df=False)\n",
    "print(\"Getting distance kinematics ...\")\n",
    "distance = analyze.get_keypoint_kinematics(config,\"kp_27\",\"kp_33\",0,1,\n",
    "                            metric=\"distance_m\",\n",
    "                            thresh=70,\n",
    "                            selected_subgroups=[\"contempt\",\"surprise\",\"happy\",\"anger\",\"sadness\"],\n",
    "                            return_as_df=False)\n",
    "print(\"Getting travel kinematics ...\")\n",
    "travel = analyze.get_keypoint_kinematics(config,\"kp_27\",\"kp_33\",0,1,\n",
    "                            metric=\"travel\",\n",
    "                            thresh=70,\n",
    "                            selected_subgroups=[\"contempt\",\"surprise\",\"happy\",\"anger\",\"sadness\"],\n",
    "                            return_as_df=False)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-19T18:43:23.204990Z",
     "start_time": "2025-09-19T18:41:30.584656Z"
    }
   },
   "id": "4018f3d5761677e7",
   "execution_count": 24
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.4532967032967033\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x400 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 300x300 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 750x750 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.plot_keypoint_kinematics(config,angle,figW=10,figH=4,style=\"points\",cmap=\"turbo\")\n",
    "plt.title(\"Ego-centered Keypoint Angle\")\n",
    "\n",
    "emb = analyze.embed(angle)\n",
    "plot.plot_embeddings(angle,emb,cmap=\"turbo\")\n",
    "plt.title(\"LDA-embedded Ego-centered Keypoint Angle\")\n",
    "\n",
    "plt.figure(figsize=(2.5,2.5),dpi=300)\n",
    "plt.title(\"Ego-centered Keypoint Angle\\nConfusion Matrix\")\n",
    "acc, cm = analyze.loocv(angle)\n",
    "plt.imshow(cm,cmap=\"Greens\")\n",
    "ticklabels=[\"contempt\",\"surprise\",\"happy\",\"anger\",\"sadness\"]\n",
    "plt.xticks(range(len(ticklabels)),labels=ticklabels,rotation=90)\n",
    "plt.yticks(range(len(ticklabels)),labels=ticklabels)\n",
    "print(f\"Accuracy: {acc}\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-19T18:43:29.323957Z",
     "start_time": "2025-09-19T18:43:23.212262Z"
    }
   },
   "id": "56091987e84cfd51",
   "execution_count": 25
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.5054945054945055\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x400 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 300x300 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 750x750 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.plot_keypoint_kinematics(config,distance,figW=10,figH=4,style=\"points\",cmap=\"turbo\")\n",
    "plt.title(\"Ego-centered Keypoint Location\")\n",
    "\n",
    "emb = analyze.embed(distance)\n",
    "plot.plot_embeddings(distance,emb,cmap=\"turbo\")\n",
    "plt.title(\"LDA-embedded Ego-centered Keypoint Location\")\n",
    "\n",
    "plt.figure(figsize=(2.5,2.5),dpi=300)\n",
    "plt.title(\"Ego-centered Keypoint Location\\nConfusion Matrix\")\n",
    "acc, cm = analyze.loocv(distance)\n",
    "plt.imshow(cm,cmap=\"Greens\")\n",
    "ticklabels=[\"contempt\",\"surprise\",\"happy\",\"anger\",\"sadness\"]\n",
    "plt.xticks(range(len(ticklabels)),labels=ticklabels,rotation=90)\n",
    "plt.yticks(range(len(ticklabels)),labels=ticklabels)\n",
    "print(f\"Accuracy: {acc}\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-19T18:43:35.238192Z",
     "start_time": "2025-09-19T18:43:29.324233Z"
    }
   },
   "id": "9f003d68d996ed6e",
   "execution_count": 26
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.45054945054945056\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x400 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 300x300 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 750x750 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.plot_keypoint_kinematics(config,travel,figW=10,figH=4,style=\"points\",cmap=\"turbo\")\n",
    "plt.title(\"Ego-centered Keypoint Travel\")\n",
    "\n",
    "emb = analyze.embed(travel)\n",
    "plot.plot_embeddings(travel,emb,cmap=\"turbo\")\n",
    "plt.title(\"LDA-embedded Ego-centered Keypoint Travel\")\n",
    "\n",
    "plt.figure(figsize=(2.5,2.5),dpi=300)\n",
    "plt.title(\"Ego-centered Keypoint Travel\\nConfusion Matrix\")\n",
    "acc, cm = analyze.loocv(travel)\n",
    "plt.imshow(cm,cmap=\"Greens\")\n",
    "ticklabels=[\"contempt\",\"surprise\",\"happy\",\"anger\",\"sadness\"]\n",
    "plt.xticks(range(len(ticklabels)),labels=ticklabels,rotation=90)\n",
    "plt.yticks(range(len(ticklabels)),labels=ticklabels)\n",
    "print(f\"Accuracy: {acc}\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-19T18:43:41.233234Z",
     "start_time": "2025-09-19T18:43:35.238664Z"
    }
   },
   "id": "141171aa8cc8041e",
   "execution_count": 27
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 8.3 Working with Action Units\n",
    "Next, we can look at action units, which are indexed metrics describing use of particular muscles on the face. This form of data has its own class called ActionUnits which can also be embedded, classified, and visualized like other forms of data extracted from video analyses in MARIPoSA."
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "3a67dfa6abba1e5"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "start = 0\n",
    "end = 3\n",
    "binsize = 3\n",
    "\n",
    "selected_subgroups=None\n",
    "\n",
    "au = analyze.get_action_units(config,start,end,binsize=binsize,selected_subgroups=[\"sadness\",\"happy\",\"anger\"],)\n",
    "au = au.scale()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-19T18:43:58.117060Z",
     "start_time": "2025-09-19T18:43:41.236417Z"
    }
   },
   "id": "eb5f704f5b4ea11",
   "execution_count": 28
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ellipse only drawn for embeddings_object of class LDA, not <class 'sklearn.decomposition._pca.PCA'>\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 300x300 with 1 Axes>",
      "image/png": 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"
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 300x300 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 300x300 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "emb_pca = analyze.embed(au,method=\"pca\")\n",
    "plot.plot_embeddings(au,emb_pca,cmap=\"rainbow\")\n",
    "emb_lda = analyze.embed(au,method=\"lda\")\n",
    "plot.plot_embeddings(au,emb_lda,cmap=\"rainbow\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-19T18:44:03.482734Z",
     "start_time": "2025-09-19T18:43:58.117587Z"
    }
   },
   "id": "48e216a8cd0a19cd",
   "execution_count": 29
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5892857142857143\n"
     ]
    },
    {
     "data": {
      "text/plain": "([<matplotlib.axis.YTick at 0x7fd6d03bfe20>,\n  <matplotlib.axis.YTick at 0x7fd6d03bf730>,\n  <matplotlib.axis.YTick at 0x7fd6d03bf490>],\n [Text(0, 0, 'sadness'), Text(0, 1, 'happy'), Text(0, 2, 'anger')])"
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 900x900 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "accuracy, conf = analyze.loocv(au,method=\"randomforest\")\n",
    "print(accuracy)\n",
    "conf_sum = np.sum(conf, axis=0)\n",
    "mask = (conf_sum == 0)\n",
    "conf_sum[mask] = 1\n",
    "conf_norm = conf / conf_sum\n",
    "\n",
    "plt.figure(figsize=(3,3),dpi=300)\n",
    "plt.imshow(conf_norm,cmap=\"Greens\")\n",
    "plt.colorbar()\n",
    "groups = list(kp_travel.group_dict.keys())\n",
    "plt.xticks(np.arange(0,len(groups),1),labels=groups,rotation=90)\n",
    "plt.yticks(np.arange(0,len(groups),1),labels=groups)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-19T18:44:41.844309Z",
     "start_time": "2025-09-19T18:44:03.481070Z"
    }
   },
   "id": "e9bdd405c4772ac4",
   "execution_count": 30
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2025-09-19T02:19:15.112088Z"
    }
   },
   "id": "91eda3eaef32c2c",
   "execution_count": null
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}