[9f010e]: / Analysis / .ipynb_checkpoints / visualize_kinematics-checkpoint.ipynb

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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8fb875bc-2e2a-4e68-9118-784b6a782eac",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pickle\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from matplotlib.pyplot import figure\n",
    "from sklearn.metrics import mean_squared_error as MSE\n",
    "\n",
    "import sys\n",
    "sys.path.insert(0, '../')\n",
    "sys.path.insert(0, '../SAC/')\n",
    "import kinematics_preprocessing_specs\n",
    "\n",
    "import config\n",
    "\n",
    "parser = config.config_parser()\n",
    "args, unknown = parser.parse_known_args()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c0adf98d-7376-4443-81c3-58b3d75a2b95",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "#Select the target/marker for which to visualize the kinematics\n",
    "marker= 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e158fcc4-caa9-4ef9-bd47-8893742f8cdc",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['emg', 'rnn_activity', 'rnn_input', 'rnn_input_fp', 'kinematics_mbodies', 'kinematics_mtargets'])\n"
     ]
    }
   ],
   "source": [
    "#Load the test data of usim\n",
    "with open('../test_data/test_data.pkl', 'rb') as file:\n",
    "    test_data = pickle.load(file)\n",
    "    \n",
    "print(test_data.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9d566d37-3be9-4d1d-8e22-27b5f99353cb",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "#Get the timepoints of each condition per cycle\n",
    "with open('../kinematics_data/kinematics.pkl', 'rb') as file:\n",
    "    kin_train_test = pickle.load(file)\n",
    "    \n",
    "kin_train = kin_train_test['train']\n",
    "kin_test = kin_train_test['test']\n",
    "\n",
    "#First update the keys of self.kin_test\n",
    "for cond in range(len(kin_test)):\n",
    "    kin_test[len(kin_train) + cond] = kin_test.pop(cond)\n",
    "    \n",
    "kin = kin_train.copy()\n",
    "kin.update(kin_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "12886d90-40a4-471c-b4d0-6c1a7fbbecf6",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "conds = [kin[cond].shape[-1] for cond in range(len(kin))]\n",
    "total_conds = len(conds)\n",
    "\n",
    "#Select the cycle for each condition (training conditions followed by testing): 0 for 1st cycle and so on\n",
    "#The number of elements should be equal to num_train_conditions + num_test_conditions\n",
    "cycles = [3, 3, 3, 3, 3, 3]\n",
    "\n",
    "#Number of fixedsteps in the start of each condition\n",
    "n_fixedsteps= args.n_fixedsteps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "fd361d34-30ed-4001-bb36-b75d5ec45037",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(702, 3)\n",
      "(803, 3)\n",
      "(932, 3)\n",
      "(1319, 3)\n",
      "(619, 3)\n",
      "(1106, 3)\n"
     ]
    }
   ],
   "source": [
    "#Load the usim kinematics\n",
    "kin_agent = []\n",
    "\n",
    "for idx, cond_kin in test_data['kinematics_mbodies'].items():\n",
    "    kin_agent_cond = cond_kin\n",
    "    kin_agent_cond = kin_agent_cond[marker, n_fixedsteps + cycles[idx] * conds[idx] : n_fixedsteps + (cycles[idx]+1) * conds[idx], :]\n",
    "    print(kin_agent_cond.shape)\n",
    "    kin_agent.append(kin_agent_cond[:, :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b03560a1-7ff9-4ff9-a01e-e0ced1cf5185",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(702, 3)\n",
      "(803, 3)\n",
      "(932, 3)\n",
      "(1319, 3)\n",
      "(619, 3)\n",
      "(1106, 3)\n"
     ]
    }
   ],
   "source": [
    "#Load the usim simulated/target kinematics\n",
    "kin_sim = []\n",
    "\n",
    "for idx, cond_kin in test_data['kinematics_mtargets'].items():\n",
    "    kin_sim_cond = cond_kin\n",
    "    kin_sim_cond = kin_sim_cond[marker, n_fixedsteps + cycles[idx] * conds[idx] : n_fixedsteps + (cycles[idx]+1) * conds[idx], :]\n",
    "    print(kin_sim_cond.shape)\n",
    "    kin_sim.append(kin_sim_cond[:, :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "240abf88-3f7d-46e6-9c2e-bead3bd015be",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE for COND 0:  0.021397132764246433\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE for COND 1:  0.021630332740977025\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE for COND 2:  0.021968791246197567\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE for COND 3:  0.022754763577998466\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE for COND 4:  0.02122649328661048\n"
     ]
    },
    {
     "data": {
      "image/png": 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VFSIiIvDZZ5/h2LFjsLGxweLFizFp0iSYmppi5MiRkMlk2LBhA7799lusXr0aFhYWpfbftm1bDBkyBD/99FOJiX3z8vJw8+ZNKJVKJCUlYf369fjxxx+xdOlS2NraAgAWL14MDw8PNG/eHFlZWfj6669x+/ZtjBo1Sqv9a9WqFdLT08uMb82aNXjppZc0LmsAgBdffBEvv/xyqYkWAOzs7DBixAjMmzcPO3fuLLH9ww8/RH5+PoYOHYrff/8dPXv2BFD8refjlz4YGhrC3t6+1NdRKBSYMmUK5s2bh2HDhsHAwACvvPIKPvzwQzRp0gQWFhZ47bXXMHLkyCd+rxNR1WFeY15jXmNeI6ormNOY05jTmNNqtRqd8ZCqxcNJSR+1bds2YWhoKL799ttSJ759fLnxRydXFUKIBw8eiFmzZglnZ2dhZGQkGjduLKZMmSJyc3OFEKVPstqoUSPx888/q+8//ronTpwQrVq1EsbGxsLf319s2bJFABDx8fFCiOIlzMeMGSOsra0FAHHw4MFSJ1Xds2ePaNu2rTAyMhINGjQQM2bMEEIIsX37dtG+fXthYWEhrK2tRb9+/cSlS5fKPG6PT3wrhBB//PGH8PX1FQqFQnh4eGhMcltaLGVRqVRi2bJlol27dsLU1FTY2tqKbt26iS1btmhMzPvHH3+Irl27CjMzM2FmZia6du0q9u7dq9HX4z8bIYS4cOGCMDAwKDHxLf5/AlkjIyPh4uIihg8fLsLDwzWe++WXX4omTZoIY2Nj4eDgIAYNGiSio6PL3Z/S3mOlHZcTJ06UeYyysrKEiYmJ2Lx5c5nH8vTp00Imk6njwWPL3gshxJtvvinMzc3FkSNHxC+//KLe50dvzZo1U7cvrY/U1FShUChEWFiYEEKIwsJCMXPmTGFrayssLCzEmDFjRFZWVrnHhIiqD/Ma85oQzGvMa0R1A3Mac5oQzGnMabpBJgRnfSQiIiIiIiIiItJXnIOQiIiIiIiIiIhIj7FASEREREREREREpMdYICQiIiIiIiIiItJjLBASERERERERERHpMRYIiYiIiIiIiIiI9BgLhISPP/4YMpkMY8eOLbGtT58+kMlkWL58ufqxkydPol+/frCzs4O5uTm8vb3x+uuvl+jv8dvUqVPVbW7evIkhQ4bAzMwMTk5OmD9/foVxHj9+HP7+/jAxMYG3tzd2796tsf2NN96Ah4cHTE1N0aBBA4wePRo3b96sVB/JyckYNmwY7O3tYW1tjWeffRbnzp2rcN8GDhyobhMaGoouXbrAzMwMLi4uJfbjn3/+wXPPPQcHBwdYWlqic+fOOHjwoEab8ePHl3iNN954o1J9VBTHqVOn0KVLF9jZ2cHMzAytWrXCr7/+Wqk+tDmmN27cwIsvvggHBwdYW1tjzJgxyMjI0Gizdu1a+Pr6wtTUFM2bN8e2bdvU2woLCzF79mz4+PjAzMwMbm5umDlzJnJycrTuA9Du/UFEuq+u5DSlUolZs2bB3t4elpaWGDduHLKzszXaVHTe06aPiuKoKB8lJCSUenwenue1PYc/bX5+1I4dOyCTyTB69OhKHY+K9gWomr81Ho2nffv2kMlkuHLlivpxbfIzcxqR/qorea6izxmpqakYMWIEGjduXGKfHqooRwHAihUr0Lx5c5iamqJx48b47LPPIITQOg5tPv9V5pxcVo56qKzcUFEf2uTbio5pVfTx0L59+9ChQweYmJigfv36mDlzZqWOKUmDBUICADRs2BDbt2/X+OVPTk7GsWPHYGdnp34sLS0Nffv2RdOmTXHo0CFER0fj66+/RlFRkUZ/AQEBSE1N1bh99dVX6u0jRozA3bt38e+//2Lp0qX44osvsHLlyjLju3PnDgYMGICOHTvizJkzGDduHIKDg3Hp0iV1m9atW+OXX37BxYsXERYWhuvXr2ucNLXpY+zYsbhz5w7279+P48ePw87ODoMGDVInkbfeektjn65duwYzMzM8//zz6j7y8vIwePBgvPLKK6XuS0REBPz9/REWFobIyEj06NEDAwcOxOXLlzXaBQcHa7zWZ599Vqk+KorD1NQUr7zyCsLDw3HhwgVMnToV48ePx+HDh7Xuo6JjqlKpMGTIENy7dw/79+/HP//8g6SkJIwZM0bdx+7du/Hyyy9jzpw5uHDhAt566y2MHDkSx48fBwDk5ubi7Nmz+PTTTxEdHY3Vq1fj999/x6uvvqp1H0DF7w8iqjvqQk777LPPsH79emzatAn79+/HqVOnMG3aNPV2bc57FfWhTRxA+fnooYiICI021tbWALQ7h1dFfn70Zzpz5kx06dKlRIwVHY+K9gWomr81Ho3n0ffjQ9rkZ+Y0Iv1WF/JcRZ8z8vPz4ezsjM8//xyOjo5lvlZ5OSo8PBxTp07F7NmzcfHiRSxevBhff/01VqxYoXUc2nz+0/acXF6Oeqis3FBRH9rk24qOaVX0AQAHDx7E888/j5EjR+Ls2bM4cOAA+vTpo96uzTEliQjSex999JHo3Lmz6Ny5s1izZo368fnz54uQkBDRqFEj8fPPPwshhNi+fbuwtLTUqr+yREdHCwDi8uXL6sc++OAD0bp16zKfs3jxYtGwYUOhUqnUj3Xt2lW8/vrrZT4nLCxMmJiYVKoPMzMzsX37dvX9s2fPCgAiNTW11NdYt26dMDU1FZmZmSW2/fLLL6Jhw4ZlxvcoLy8vsXjxYvX9cePGiVGjRmn13LL6eJI42rZtKxYsWKB1HxUd08uXLwsAIiEhQb393LlzAoC4dOmSEEKIF198UYwfP16j3+DgYBESElJmnOvXrxf16tVT33+SPh5/fxBR3VAXclpRUZGwt7cXy5YtU2/fv3+/kMvlIj09XQhR8XlPmz60yYsV5aP4+HgBQMTFxZXZ5nGPn8OrMj8HBQWJ7777rkTc2hyPJ9mXJ/lbQwghTpw4IZo2barej4pes6z8XFYcRFR31YU89yhtPqs8uk+PqihHffXVVyXifP7558WUKVOeKA4hyv/891BZ5+SyctRD2uSGivp41OP59lFlHdOq6KNt27bi448/rrDvh7Q5plQzOIKQ1MaOHYu1a9eq769du7bE0PUGDRogJycHe/bseeLXOXHiBFxcXODl5aV+rHfv3jh37hwePHhQ5nN69uwJmUym8ZxHR0o8KiMjA+vXr9f4ZkWbPp555hls2rQJ2dnZKCgowJo1a9C6dWs0aNCg1NdZtWoVhg4dCisrK+12vhQqlQp3796Fra2txuN//PEH6tevDx8fH8ydO7fMY1NeH9oSQuCff/7B5cuX0alTJ62fV9Exzc/PB1A8GuIhMzMzAMC///6rbvPo9odtHm4vTXp6usa+VraP0t4fRFS36HJOu3btGtLT09GrVy/19u7duwMovvwUqPi8p00f2uZWbfJRr1694OTkhGeffRbHjh0rdb8fevwcXlX5eeXKlbh//z5mzJhR4jW1OR6V3Zcn/VvjwYMHGDt2LEJDQ2FpaVlm/4B2+Zk5jUg/6XKeq0rl5aiOHTsiNjYWR44cAQDExMTg33//Rd++fZ/49Sr6/FfWObm8HAVolxsq6uNxj+fbJ1HZPm7evIkzZ87AxsYG7du3h5OTE4YOHYrr16+X+Zyq+ExNVYMFQlJ74YUXcPToUdy4cQMnTpzAvXv3Spw8n3nmGbzxxhsYNGgQHB0d8fzzz2PZsmUlkkNERAQsLCw0bqtXrwZQPCzawcFBo339+vWhUqmQnp5eamxlPSctLU3jsaVLl8LCwgL16tVDQkICNm3aVKk+Nm3ahBs3bsDKygqmpqbYuXMnwsLCNJLbQ8nJyThw4ADGjx9fasza+vbbb2FgYIDAwED1YwMGDMCvv/6KgwcP4oMPPsDatWsxefLkSvWhLRcXFxgbG6Nfv374/vvv0bVrV62fW9ExbdasGVxcXPDuu+8iJycH9+/fx9y5cwFAPS9Hnz59sGHDBhw7dgxCCBw6dAjbtm0rc96Ou3fvYuHChZg0aZL6MW37KO/9QUR1iy7ntIf/PtpGLpfD1tZWva2i8542fWiTFyvKRxYWFli8eDG2bduGHTt2oHHjxujevTtiYmJK3ffSzuFVkZ8TEhLw/vvvY+XKlaXmbG2Oh7b78rR/a8yePRu9e/fWKFaWpqL8zJxGpN90Oc9VlYpyVNeuXREaGopnn30WCoUCvr6+ePXVV5/4UtbyPv+Vd06uKEcBFecGbfp4VGn5trKepI+EhAQAwPz58/Hmm28iLCwMhYWFGDBgAJRKZYn2VfWZmqoGC4SkZmNjg0GDBuHXX3/FmjVrMHLkSMjl8hLtFi5ciOTkZHz99ddwcHDAu+++i/bt22vMgeHn54eoqCiN29ChQwGgxHxB2tD2OaNGjUJkZCT27dsHhUKhcTLTpo+5c+dCLpfj8OHD6ol1Bw8ejIKCghJt16xZA2dnZ/Tu3Vv7HXnMtm3b8PHHH2PTpk0acxyNGDECAwYMgK+vL0JCQrBq1SqsW7cOt2/f1roPbR0+fBinTp3Cl19+iZkzZ5Y7cu9xFR1TIyMjbN68GUePHoWVlRXs7e3RoEEDNGjQAAYGxaefKVOmYMyYMejWrRsUCgUmTJiAMWPGqLc/Kjc3F4MHD4avry/efvtt9ePa9lHe+4OI6hZdzmna9FnReU+bPrRpU1E+sre3x2uvvQZ/f3906NABy5YtQ4cOHbB06dISfZV1Dq+K/Dxu3Dh8+OGHaNy48RPvq7b78jR/axw4cAB79uzBl19+WWE8FeVn5jQi/abLea6qVJSjzp8/jzlz5uDbb7/FmTNn8Ouvv+J///sfNm7c+ESvV97nv/LOyRXlKG1yQ0V9PKqsfFsZT9qHSqUCAEybNg0hISFo3749Vq9ejdjYWERERJRoXxWfqanqGEodANUuY8aMwZw5c3Dr1i3s27evzHZOTk4YM2YMxowZg3fffRdNmzbFpk2bMGHCBACAiYkJmjZtWupzGzRoUOLbo9u3b8PAwAD29vaVes7j30xZW1vD2toanp6e8Pb2houLC86ePYtWrVpV2MeVK1cQGhqK69evw83NDQCwevVq2NjYYO/evSVG561evbrMQpY2du/ejbFjx2LTpk3o0aNHuW3btWsHoPgbmfr16z9RH2V5mGRatWqFCxcu4JtvvimxEmZZtPm5dOzYEZcuXUJ6ejoUCgUUCgWWLFmifl0DAwN89913WLhwIdLS0uDk5IT33nuvRPLLy8tDYGAgjIyMsGXLFo0/gLTto7z3BxHVPbqa0x5eNpuWlqa+zKioqAh3795Vt6novKdNH9rm1keVlY8ebxMbG6vxWHnn8KrIz+Hh4Th69Kj6squHH1A2btyInJwcrY6HtvvyNH9rhIeH4+rVqyW+0PP29sY777yDzz//XP1YRfmZOY2IdDXPVZfHc9SCBQvQr18/9YrMLVu2RHx8PL7++muEhIRUuv/yPv+Vd06uKEdpkxsq6sPY2BhA+flWW0/Tx8N826xZM/VjdnZ2sLe3R1JSUon2T/uZmqoWfwqkYcCAAbh9+zacnZ3Rpk0brZ7j5uYGc3NzjW+hyhMQEIDk5GTExcWpHztw4ABatmxZYj6lR5/zzz//aHwbdeDAAXTo0KHM13l40jQ0NNSqj9zcXADQOAE+XHL9YV8PRUREIDY2FuPGjdNqnx+3d+9ejBgxAitWrMCgQYMqbB8dHQ0AcHd3f+I+tKFSqdTHSxuV+bnY29vD2toaW7duhZGRkcZKVgCgUCjQsGFDCCGwfft2jYJsfn4+hgwZgtzcXOzcuRMmJialxlNeH6XtK4BK7S8R6RZdzWlNmjSBvb09Dh48qN4eHh4OAPD399foq6zznjZ9PEluLS0fPe7s2bMa2ys6h1dFfj537pzGyJegoCAMGjQIUVFRMDIyqtQxLW9fHlfZvzWmTZuGs2fPquP8448/AAC7du3Ca6+9Vu7rlJevmNOI9JOu5rnq8niOys3NLVHcMjAwKPHZThuV+fz3+Dm5ohylTW6oqA9A+89M5XnaPho3bgwHBwdcuXJF/VhGRgbS09PVX/I99LSfqaka1MRKKFS7Pb5yVWZmpsjKylLff3wlrPHjx4s9e/aIK1euiOjoaDFhwgRhYmIiLl68qO4vICBApKamatzu3r2r7rNbt26ie/fuIioqSuzYsUNYWlqKFStWqLcvWbJE9OrVS30/PT1d1KtXT7z66qsiJiZGLFiwQBgZGalf8/bt2+KTTz4RJ0+eFAkJCeLQoUOiW7duws/PTyiVSq36yM/PF40bNxYDBw4UUVFR4uLFi2LixImiXr164vbt2xrHbPLkyaJjx46lHs/U1FQRGRkpPvnkE+Hg4CAiIyNFZGSkyM/PF0IIceDAAWFqairmz5+vcXweHvOsrCwxe/Zscfz4cREfHy927dolPDw8xAsvvKB+jYr60CaOlStXiu3bt4vY2Fhx6dIlsXjxYqFQKMTWrVu17qOiYyqEEBs3bhSHDx8WcXFxYvny5cLc3Fx89dVXGq+xfPlycfnyZRERESEGDRokXF1d1atKFhQUiOeee054eHiIixcvauyvtn1o8/4gorqhLuQ0IYpXiHRychL79+8Xx48fF76+vmLMmDHq7RWd97Tpo6I4tMlHq1evFps2bRKXL18W58+fFzNnzhQKhUJERUUJIbQ7h1dlfn6otNUdKzoeFe1LVfyt8bjSVk6uKD8zpxHpt7qS5yr6nCGEUD/m5OQkPvzwQxEZGSmuX78uhNAuR/3888/CxMRErF27Vly7dk3s2rVLODg4iA8++KBScQhR9ue/JzknV7QCcWm5oaI+tMm3FR3TquhDCCE+//xzYWdnJ3bv3i0uXrwogoODRcuWLUscj/I+U5M0WCCkCpe2fzTJxMXFiQkTJggPDw9hYmIi7O3tRa9evcSBAwc0+gNQ4tavXz91m9TUVBEUFCRMTU1FgwYNxLx580rE1KhRI43HIiIiRLt27YSRkZFo1qyZCAsLU2/LyMgQgYGBwsHBQRgZGYlGjRqJl19+Wdy4cUPrPoQQIiYmRgwaNEjY2toKa2tr0b17dxEREaHR5sGDB8LGxkb89NNPZR7P0vY/Pj5eCFF8Mi9t+0cffSSEECI3N1c8++yzwt7eXhgZGQkPDw8xe/ZsjcRfUR/axLFq1Srh6+srzMzMhLW1tQgICBAbN26s1L5oc0y/+uor4eTkJBQKhWjWrJn48ccfNbbfuHFD+Pv7C1NTU2FlZSWGDRsmEhIS1NsfJsjSbtr2oe37g4h0X13IaUIIUVhYKGbOnClsbW2FhYWFGDNmjEYeqOi8p00fFcWhTT5atWqV8Pb2FqampqJevXqie/fu4tChQ+rt2pzDtTke2uTnR5X24aui41HRvlTV3xqPKu1DYEX5mTmNSL/VlTynzeeM0raPGzdOCKFdjhJCiK+//lp4enoKExMT4e7uLubMmaNR/NMmjvI+/z3JObk6CoTa5tvyjmlV9CGEEEVFReK9994TDg4OwtraWgQGBmoUEIWo+DM1SUMmRA3NIEpERERERERERES1DucgJCIiIiIiIiIi0mMsEBIREREREREREekxFgiJiIiIiIiIiIj0GAuEREREREREREREeowFQiIiIiIiIiIiIj1mKHUA2jA2Nkb9+vWlDoOIiCpw+/Zt5OfnSx1GrcacRkSkO5jXKsa8RkSkO8rLazpRIKxfvz6Sk5OlDoOIiCrg4uIidQi1HnMaEZHuYF6rGPMaEZHuKC+v8RJjIiIiIiIiIiIiPcYCIRERERERERERkR5jgZCIiIiIiIiIiEiP6cQchEREREREREREpPtUKhWEEFKHUSfJZDIYGDzZWEAWCImIiIiIiIiIqFoVFBQgMTERhYWFUodSpykUCri5ucHIyKhSz2OBkIiIiIiIiIiIqlViYiIsLS1hZ2cHmUwmdTh1khACd+7cQWJiIpo2bVqp52o97jAuLg6dOnWCl5cXAgICEBMTU6LNgQMH0KFDB7Ro0QK+vr6YO3euxrDR3bt3w9vbG02bNkVwcDCys7MrFSwREREREREREekWlUqFwsJC2NnZwdDQEHK5nLdquBkaGsLOzg6FhYVQqVSV+hlpXSCcMmUKJk+ejNjYWMyePRsTJ04s0aZevXrYsGEDYmJicOrUKRw6dAgbNmwAAGRnZ2PixInYsWMHrly5AicnJ3z++eeVCpaIiIiIiIiIiHTLw8FjHDlY/R4e48rO86hVgTAtLQ1nzpzB6NGjAQDBwcGIj49HQkKCRjs/Pz80adIEAGBiYoI2bdrg2rVrAIA///wT/v7+8Pb2BgBMmzZNXTwkIiIiIiIiIiIiaWhVIExKSoKzszMMDYunLJTJZHBzc0NiYmKZz7l58ya2bNmCgQMHAii+1rxRo0bq7e7u7khJSan0kEciIiIiIiIiIqKn0aZNG7Rp0wYtWrSAoaGh+v6IESOq9XUzMjLw1VdfVetrPAmtFyl5fBhoeUMV79+/j8DAQMyePRtt27Yts4+yLFq0CIsWLVLf51yFRERERERERERUVaKiogAACQkJ8Pf3V9/XVlFREeRyeaVf92GBcPbs2ZV+bnXSqkDo6uqK5ORkKJVKGBoaQgiBpKQkuLm5lWiblZWF/v37IygoCLNmzVI/7ubmhgMHDqjvJyQkoGHDhjAwKDmIcdasWRrPdXFxqdROEZF+eVBQBJUQMDcuPqWtOBKP21n5yM4vhBCAgUwGAxnwYgc3eDtaQaUSiLh2B43tzeFoZQIDA86DQTok/jAgVIBMBkBW/K/M4L//l3gMWrZ7/DE88piB5vYKH3uK51bFvDRlfYlZ6uOlPKZtu4dthap4e7n/FxW3wf/f12hb2uPl/R+VbF+Z13o8Xmhue+J/q6IfSBBHBcp9L5ezrcLfgSd9bhnbSvwulvW7+tjv7aPnjnJ/x7V8XolzUXl9lNWfgWZ7mQHQsB1gZlvBMSUi+k9hkQqJd3ORmpGHtKw8NHeyQnMnKwDAV3su4W5OAYwNDWCskMNUIYe9pTF6eNWHq62ZxJHrnmcXHSr18Z/H+sPd3hwJ6Tl4ec2pUtv8Pas7AOBQ7G3M211yEd2H2ytLqVRi0KBBuHPnDh48eIA2bdrg559/hpmZGVatWoWNGzfCwcEBMTExWLJkCW7cuIG5c+fC1NQUwcHB+OCDD5CVlQULCwucPHkS77zzDu7fvw+VSoW5c+ciODgYU6dORUZGBtq0aQNDQ0OcOlX6PtY0rQqEDg4O8PPzw7p16zB+/Hhs3boV7u7ucHd312iXnZ2N/v37o1+/fvjggw80tvXv3x/Tp0/HpUuX4O3tjaVLlyIkJKTKdoSI9ENeYRFOX7+HqKQMnE/JxPkbmUi6+wAfPNcCE7s0BgCsOHwNNzLzSjy3n48jAOB+XiFGLT8OADBRGMCjvgVau9qgjasNAls5w9So8t8CEdWYX4cDygdSR1EDSitmVG6iZSIijN0JNOkhdRREVEupVEI9WGDR37H441wqEtJzoFT99zfHm896qQuEv59LxfU7uSX6WTneH662ZshXFqHXN4fQpL45fBtaI6CxLdo1qgcrE0XN7BA9NblcjvXr18POzg5CCEybNg1Lly7FW2+9BQA4cuQIIiMj4enpibS0NDz33HM4duwYPD098b///U/dT0ZGBqZMmYLff/8dTk5OSE9PR7t27dC5c2f89NNPTzRisbppfYlxaGgoxo8fj/nz58PKygqrV68GAEyaNAlBQUEICgrC4sWLceLECeTk5GD79u0AgOHDh2Pu3LmwtLTE8uXLMWTIECiVSrRs2VLdBxFRee7nFaqT6sxNUfjz/E0AgIEMaOpggcDWznC3++8bu1UTAmBsaAALY0PIZDKohIBKJWBtVtyHkaEBPg5sgfj0HFxLz8Hlm1lYfzwRm04mIbCVMwDg+p0cXEy9j66e9dUjE4lqhQFfAqpCzRFPJUahVTQyDaU8VokRYxWNeivt9SodoyhjNFQpj2nbrjJtK9WnQSkjmSoa4VTW6M2KRk89/n9Usr1MM+anGiVW2X/xlM+vyn7wlM9/pJ/yVDjSsILt1f58VPx7KFT/9aXVaNmH/0cp/VV2NKu2r1la+//v075ZxceAiPRGYZEKp6/fw8FLaThyJR0NbUyxbKw/ACAjtwBFKoEezRzQ1MECLvVMUd/SGC3+vzgIAGHTuwAA8ouKkF+oQk6BEulZBfBxLm5zN6cA9cwVOJlwF4fj0vHjP1dhIANaNrTGmgkd1J9HqFhFo/zc7c0rbNPdqz66P+FowdIIIfDtt9/i999/h1KpRGZmJrp166be3qVLF3h6egIAjh07hrZt26rvv/TSS5g5cyYA4N9//8W1a9cwYMAAjb4vX76ssT5HbaL1p95mzZohIiKixOPLly9X/3/u3LmYO3dumX08LCQSEVXkSloWwqJTsed8KgxkMux5o/ikHNzWBa1dbdDevR6aO1nBzKjkacyrgWW5fZsZGWJ858bq+0IIpGbm4Upatnr04I7IG/h2XyxMFXL0adEAg1s7o5tXfRgZarW2E1H1aTdO6giIiIiIdErsrSws3heH8NjbyMpXAgDszI3UhT0A+CTIp8J1E/4r8D1S6HP8779O1qbY/WpXFKkELqbex4n4uzgRfxepmQ9gZVr8ueVIXDqikzMwrJ0LGliZVMn+UdVZv349Dh06hPDwcFhaWuK7775DeHi4eruFhYX6/0KIMt8zQgi0atVK47kPJSQkVHncVYHDYoio1sgrLEJY9A1sOpmE09fvAShO3H19HFGgVMHI0AB9WjRAHzSo0teVyWRwtjGFs42p+rFh/i6wMVNgV/QN9c3ewgjvDmiO4HacF5WIiIiIqLZSqQT+vXoHrV2tYWmigIFMhj/Op6K1iw16NnNAL28H+DhbacxFru2iqtqQG8jg29Aavg2tMaFLY41C0ubTSdgZdQML/7qMns0c8FLnxujc1K5KX5+e3L1792BnZwdLS0tkZWVh1apVaNKkSaltO3bsiAkTJuDKlSto2rSpxlWynTp1QlxcHA4cOIBevXoBKF4UpUWLFrCyskJubq56nY/aovZEQkR6L1+pwgc7zgMAnm/bEMPauiCgsS0M5TU/aq+hjSnGdXLHuE7uSL6Xi51RN7DxZCIsTP47bV6+mYVmjuWPViQiIiIioppxN6cAW04n4dfjibh+JxdfD2uF4f6uaOpggZNz+8DewliSuB4t/n0zvDUG+Drht1NJOHg5DfsvpaFlQ2vMG+KL1q42ksRH/xk7dix27tyJFi1aoGHDhujatStSUlJKbdugQQP89NNPGDRoEOzs7BAYGAiFQgEzMzMYGBhg165dePvttzFz5kwUFhbCzc0NO3bsgK2tLUaNGoWWLVvC3Ny81ixSIhNCm8lJpOXi4oLk5GSpwyCiKnY+JRPLwq+hmaMlpvdsCqB4yH1LF2tYm9a++TmK/n+yYrmBDKev30XwjxHo3NQOr/XyRIcmdhJHVzvwfF0xHiMiIt3Bc3bFeIyoNriYeh8/h1/D7nOpKFCqYGtuhBf8XTGqg1utXl046W4ulh++hi2nk/H7a13hbm8OlUr8/9S/dWtEYVFREWJjY+Hl5QW5vO4sCpmVlQVLy+JBI7/88gtWrFiBI0eOSBpTece6vHM2RxASUY2LuXEfC/+6jP2X0gAAQXBWb+viaS9VWBWSP3IJgr2FMZ73a4gdUSk4euUOOjS2xTsDvNHWrZ6EERIRERER6Z8Dl9KwLTIFAe62GNXRDf19HWFsWPuLUK62ZvhksC9m9/dWL4z426kkbDmdjHcHNke7RvxsUdt999132Lx5M5RKJWxtbfHzzz9LHdIT4whCIqoxd7Lz8VHYBew+mwoAGODriOk9m8K3obXEkT25hPQc/HDwCrZFpqBIJfDeQG9M7uYhdViS4fm6YjxGRES6g+fsivEYUU0TQiA8Lh0//XMV373oh/qWxrifV4jEO7k6/bnioW//jsX3B6+gSCUwwt8VcwZ4o565kdRhPbW6OoKwNuIIQiKq9cyNDXHm+j308nbArGe96kQCd7c3x9fDW2NK9yZY8GfxRMNA8R8ueYUq9arIRERERET0dE5fv4sv91zGifi7MJIb4PT1u+jv6wQrE0Wd+GwBADOf9UJQG2d8uPM8Np1Kwl8xN/HewOYY1s6lzl12TLULC4REVG0Ki1RYE3Ed6dn5eKe/N0wUcvzxelfYmOn+N2CPa+pgieXj/NX3d0bdwNd7L+PTwT7o3bxqV10mIiIiItInl29m4as9l7D/UhrkBjKEtHfFa7094WxjKnVo1cKjvgXWTeyAsOgb+Gz3RXy2OwY9vR0kW2SF9AMLhERULQ7H3cbHYRdw9XYOXG1N8VovT5gayetkcbA0hUUqZD4oxMTVpzDA1xEfBfrA0dpE6rCIiIiIiHTO+ZRM7L+UhkGtnDDrWS941LeQOqRqJ5PJMLhNQ/TwckBcWpa6OJiS8QAN62hhlKTFAiERVak72fn4dHcMdkbdgInCADP7eGFytyZ6d6ntcH9XdPWsj092XcCf52/i6JV0fDbEF0GtnXlpABERERFROZRFKmw4kYhnPOzR1MECQ/0awqehFbwdraQOrcZZmyng724LALh2OxuDvjuCF/xdMHdQCxgZGkgcHdUlfDcRUZV6dUMkdkbdQC9vB+yb1R2v9/HUu+LgQ47WJvhxdDssG9MORoYGmLv9PO7kFEgdFhERERFRrXUi/i6eW3IEH+y8gKUHrwAADAxkelkcfJy5sSFauVhjdcR1vBAagRsZD6QOqU7IysqChYUFJk2aVGHbjz/+GG+99Vap28LCwvD2229XdXhlcnd3x/nz56usP44gJKKndic7H3b/P+R9zgBvXL+Ti+daOXGk3P/r6+OIdo3q4fLN/y4NSLufBwcrXnJMRERERAQA9/MK8eWfl/Dr8UQYyQ0wo2dTTOvpIXVYtUoDKxP8OqkDvv7rMkIPXcNzS47g+xf90KmpvdSh6bSNGzeibdu22Lp1K/73v//BwuLJLmEPCgpCUFBQFUdXcziCkIiemBACG04koutXB3HwchoAoJWLDQJ5GW0JdhbG6sSddDcXvRYewrzdMShQqiSOjIiIiIhIWndzCtB3UTh+PZ6Ijk1ssXdmN7zVrxnMjDim6XGGcgO8O6A5Qse0Q6FShbErT+BKWrbUYem0FStW4J133kHXrl3x22+/AQAyMzMxadIktGzZEq1bt8aECRPU7W/cuIHAwEC0aNECvXr1wt27dwEAq1atwrBhw9Tt1q5diw4dOqBt27bo3r27erSfl5cXTp8+rW73yy+/4PnnnwcA3Lx5Ey+88AICAgLQqlUrfPjhh+p2hw8fRsuWLREQEIAZM2ZACFGlx4G/bUT0RNKy8vDu1nPYfykNTtYmMFXo52XET8JQLoO3oyWWH4nHqev38P1IP7jUM5M6LCIiIiIiSdiaG6FXcwe0bGiNkPauHGyghX4+jmg8zRx/x9xCUwcdXLRlfQhwL776+q/XGBi5scJmFy5cQFJSEvr37w+lUomvvvoKEyZMwBtvvAELCwtER0fDwMAAt2/fVj/n+PHjOHnyJGxtbRESEoLQ0FC8++67Gv0ePXoUGzduRHh4OIyNjXH48GGMGjUK0dHRGD9+PH755Re0a9cOQHFh8eFly+PGjcPcuXPRrVs3KJVKPPfcc9i+fTsGDhyIkJAQ/Prrr+jRowd+++03/PDDD1V4wFggJKInsOd8Kt7ddg73cgsx1K8hPg7ygbWpQuqwdIaTtSk2TO6IhX/F4qdDVzFw8WEsfKENnm3RQOrQiIiIiIhqxL6YW1h/IhGhY9pBITfA/KEtpQ5J53g1sIRXA0sAQF5hEX785ype6eEBEw7e0NqKFSswduxYyOVyDBo0CFOnTsXFixexe/dunD59GgYGxRfe1q9fX/2cAQMGwNa2eOGYZ555BufOnSvR786dOxEdHY0OHTqoH7t9+zYKCgowbtw4+Pn5YdGiRUhKSkJsbCwGDBiAnJwcHDhwALdu3VI/Jzs7G5cuXYKHhwfMzMzQo0cPAMALL7yAyZMnV+mxYIGQiCrlZmYeXtsYBTMjOZaOaouBLZ2kDkknKeQGmDPAGx0a22Lmb1F4ec0pbJ/WCX5u9aQOjYiIiIio2uQWKDHv94tYfzwRViaGuJKWjeZOXIDkaf12KgmL98fhRPxd/DzOHxbGtbzco8XovupWWFiIdevWQaFQYMOGDQCA3NxcrFy5stznmZj8N5e8XC6HUqks0UYIgQkTJuDTTz8tsa1hw4Zo27YtwsLCEB0djTFjxsDQ0BAPHjyATCbDyZMnoVBoDsCJjo5+kl2sFM5BSERaySssAlC8Mu+SF/3w1xvdWBysAj29HfDHa13x3kBvtHG1kTocIiIiIqJqE5WUgUHfHcH644no3NQOe2d2Y3Gwiozu0AjjnmmEiGt3MHr5cWTkFkgdUq23c+dONGnSBCkpKUhISEBCQgKOHj2KNWvWICgoCF9//TVUquI54x+9xFgbgYGBWLNmDZKSkgAAKpUKp06dUm+fMGECVq5ciTVr1mD8+PEAAEtLS3Tt2hULFixQt7tx4waSk5Ph7e2NBw8eIDw8HACwZcsWZGZmPs3ul8ACIRGVSwiBNREJ6PXNP0i7nwegeL4LrsBbdZxtTDG5mwdkMhkKlCq8vTkaV29zomEiIiLSTlxcHDp16gQvLy8EBAQgJiamRBuVSoW33noLvr6+8Pb2xsSJE1FQ8F8BITExEYGBgWjWrBm8vb2xZMmSmtwF0gP7Ym4h+Md/kXLvAd4f1BxrJ3SAk7Wp1GHVGQYGMnwc5IPpPT0QlZSBkGXHkJaVJ3VYtdqKFSswatQojcd8fX3h7OyM7t27Izc3F76+vmjTpg3ee++9SvXdrVs3zJ8/H4MHD0br1q3h6+uLTZs2qbcPHjwYx48fh5OTE1q0aKF+/Ndff8XFixfRsmVLtGzZEsHBwbhz5w6MjY2xYcMGTJ8+HQEBAThx4gTc3Nye7gA8RiaqetmTauDi4oLk5GSpwyDSO5kPCvHOlrPYc+EmXG1N8fNYf3g78hu+6vTvlXSMWXkCZkZyfPeiH3o2c5A6pErh+bpiPEZERLpDV87ZvXr1wtixYzF+/Hhs2bIFCxcuREREhEabn3/+GZs3b8bu3buhUCgwadIkeHt74+2334YQAv7+/pgzZw6GDx8OIQRu3boFR0fHCl9bV44RSS8rrxAzN0Xjzb5eHDVYzX785yq+3HMJXT3tsXZih4qfUAOKiooQGxsLLy8vyOWcI7E6lXesyztncwQhEZUqMvEeBn13GHsu3MSgVk74/bWuLA7WgE5N7bH6pQAYyGSYsOokfjlajSt7ERERkc5LS0vDmTNnMHr0aABAcHAw4uPjkZCQoNEuOjoaffr0gZGREWQyGQYOHIi1a9cCAPbv3w9TU1MMHz4cACCTybQqDhJV5FxyJlb9/9+zliYKLB/nz+JgDXilhwcWDm+NBcGtpA6FdAgLhERUwrnkTLwQGoG0rHx8PtQX37/oBysTrlJcU7p42iNsRmc0tjfHJ7ti8MmuCyhS1frB3kRERCSBpKQkODs7w9CweEECmUwGNzc3JCYmarRr3749du7ciaysLBQUFGDjxo3qImJMTAzq16+PkJAQ+Pn5YejQobh27Vqpr7do0SK4uLiob9nZnBaFShJCYN2x6wj+8V988ecl3LrPS11rWnA7FzS0Kb6E+9i1O7ibwzkJqXwsEBJRCT7OVhjVoRF2TOuMUR0aQSaTSR2S3mlkZ45tr3RCQGNbHLyUhuy8kitjEREREQEo8bdaabNIjR07Fv369UO3bt3Qq1cv+Pj4qFfJLCwsxL59+/DBBx8gMjISAwYMQEhISKmvNWvWLCQnJ6tvFhYWVb9DpNMKlCq8u+0c3t9xHg2sjbFlaic04Pzlkkm8k4uxK09g9PLjyMwtlDocqsVYICQiAMWJ4/PfY6BSCfUEty2cOfxfSjZmRlg7MQAbJneEtVnxH/AFSpXEUREREVFt4urqiuTkZCiVxV8mCiGQlJRUYvJ6mUyGDz/8EJGRkThy5Ai8vb3VE+M3atQIfn5+8PHxAQCMHj0ap0+fRlFRUc3uDOm8O9n5GL3iODaeTEJXT3vsntEVLV2spQ5Lr7nZmeHVnk0Rk3of4345gdwCaQYePPwiQweWwdB5D49xZQf6sEBIRDh4KQ3PLTmM5Uficer6PanDoUcYG8rVq7sduHQL/f4XjoT0HImjIiIiotrCwcEBfn5+WLduHQBg69atcHd3h7u7u0a7vLw8ZGRkAADS09OxYMECzJ49GwAwYMAApKSkICUlBQCwZ88e+Pr6ciEBqrT49BxEJt7DhM6N8cv49uovuUlar/b2xNTuxasbz1gfCWVRzQ86MDAwgEKhwJ07d6BUKlFUVMRbNdyUSiXu3LkDhUIBA4PKlfwMq+lnT0Q6QKUS+O5AHBbvj4OViQIrx7dHQGNbqcOiMqRnF+D6nRwM+ykCayYEcIQnERERAQBCQ0Mxfvx4zJ8/H1ZWVli9ejUAYNKkSQgKCkJQUBAyMzPRvXt3yOVyFBUV4Y033kBgYCAAwNzcHEuXLsWgQYMghICNjQ3Wr18v5S6RjsnJV8Lc2BD+7rb4a2Z3NLY3lzokesw7/ZvhdlY+tp5Jxnvbz+HL4FY1PpXUw/lR7969W6Ovq28UCkWJUeTakAkdGN9Z3jLMRPRkMh8UYuamKBy4lIYWTlb4aXQ7uNmZSR0WVWDP+VS8tiEKxgoDrBzfHu3da1dBl+frivEYERHpDp6zK8ZjRKv/TcCy8GvYPq0THDjXYK1WWKTC5DWn0L6xLV7p7iHZXPMqlYqXGlcTmUxW7sjB8s7ZHEFIpKceFBThfEomnm/bEJ8PaQlTI15Cogv6+zrhl5cUmLzmFMasOI6lo9qil3cDqcMiIiIiIj2jUgl8tfcyfjp0FU3szZHPubJrPYXcAMvHtYfcQNpFKCt76SvVDP5UiPTM7ax8AICjtQl2v9YFC4e3ZnFQx3Ruao/1L3eEqUKOxDu5UodDRERERHqmQKnCm5uj8dOhq/Bzs8GWVzrB1ZZXI+mCh8XB+3mFmLT6JI7EpUscEdUWLBAS6QkhBJYfvoZuXx3E6f9fiMTB0kSyYeX0dFq72mD/mz0wvnNjAJBkomEiIiIi0j85+UpMWHUS2yNT0Kd5A6yf1BG25kZSh0WVdDsrH8fj72Lar6dx7Xa21OFQLcACIZEeyFcWYfaWs5j3+0U425gwgdcRD3+OuQVKjFx+HL8cjZc4IiIiIiKq64wMDWCiMMDIDm74aXRbXo2kozzqW+CHkW2RU1CEiatPITO3UOqQSGIsEBLVcbez8jHy5+PYfDoZPZrVx/bpnbmqWB2Tna/Enex8fLIrBsvCr0odDhERERHVQVl5hRBCQCE3wI+j2+HzIb4wlLOkoMu6edXHh8+1QHx6DqatP41CXpWk1/jbTFSHZecrMeSHozh9/R4md2uCFePaw8pEIXVYVMUcLE2wcfIzaNbAEvP/uITvD8RJHRIRERER1SE3M/Mw5IejWPR3LIDixS44VVHdMPaZRhjd0Q1Hr9zBt///8yX9xFWMieowC2NDvBjgCkdrUwxr5yJ1OFSN6lsaY8Pkjhi9/Di++SsWBUUCM/t48g83IiIiInoqSXdzMXL5MSTdfQA7TlVU58hkMnwU6ANzI0OM7+wudTgkIY4gJKpjhBBYG5GAnHwlAGBGL08WB/WErbkR1r/cAa1crPHHuVTkFhRJHRIRERER6bCku7kIWXYMKfce4KvgVuoF8qhuUcgN8O7A5nCwNAEAXmqspziCkKgOyS1Q4u3NZ/H7uVQk33uAdwc2lzokqmE2ZkZYN6kD8gqLYG7MUzwRERERPZmUjAd48edjuJH5AAuHt8bzbTnoQB9sOJGIFUfisXVqJ1ibcXoqfcIRhER1xI2MBxj+UwR+P5eKgS0d8XofT6lDIolYmSjU3/79eS4Vi/6OhRBC4qiIiIiISJek3HuAezkF+DK4FYuDeqRIJXAlLRszf4uCSsXPEPqEw0uI6oDT1+9hytrTSM/Oxxt9PPFaL08YGHDuOX2nUgksPxKP09fvwUAGvNHHS+qQiIiIiEhHBDS2xaHZPWFvYSx1KFSDRnVwQ2RiBraeScb3B6/gtd4ceKIvOIKQSMcJIfDFHxeRk6/Ej6Pa4o0+XiwOEgDAwECGlePbw7ehFf63Lw4/HLwidUhEREREVIvdyynA2JUnkJCeAwAsDuohmUyGz4f6ooWTFb7dF4ujV9KlDolqCAuERDrq4SWjMpkM349si81Tn8GAlk4SR0W1jbWpAusmdkBzJyt8vfcyQg9dlTokIiIiIqqFcvKVeGnVSYTH3sYRFoX0molCjqWj2sJMIcfMTVF4wMUP9QILhEQ66H5eISasOoktp5MBAI7WJvBtaC1xVFRb2ZgZ4ddJHeDtaIkv/ryECzcypQ5JcnFxcejUqRO8vLwQEBCAmJiYEm0SEhLQo0cPWFtbw9/fv8T2b775Br6+vmjTpg06duyIkydP1kToRERERFWuQKnCK7+eQVRSBqb18MDojo2kDokk5m5vjq+Ht8YXz7eEqZFc6nCoBrBASKRj4tNzMPSHozh4+TYiE+9JHQ7pCFvz4tWN/zeiDXycWUyeMmUKJk+ejNjYWMyePRsTJ04s0cbKygrz5s3D+vXrS2yLjo7GkiVLcOzYMURFRWHGjBmYPn16TYROREREVKVUKoG3NkcjPPY2Qtq74u1+zaQOiWqJgS2d0Lt5AwDggiV6gAVCIh1yJC4dQ344ivj0HLw/qDnmDfGVOiTSIfYWxhji1xAAkJ2vxN8xtySOSBppaWk4c+YMRo8eDQAIDg5GfHw8EhISNNrZ2tqiS5cuMDc3L7WfwsJC5OQUz8+TkZEBFxeu7kdERES6Z+PJJIRF30A/nwaYN8QXMhnnMydNcbey8NySI4hOypA6FKpGXMWYSEesO3YdH4VdgJmRHL+8FIDuXvWlDol02Nzt5xAWfQOLXmiNoX76VdhKSkqCs7MzDA2LU6BMJoObmxsSExPh7u6uVR+tW7fGrFmz0LhxY9ja2sLY2Bjh4eGltl20aBEWLVqkvp+dnf3U+0BERERUVYb7uyDzQSFe6uwOQznHEFFJBUUqXLmdjVc3ROL317rA0kQhdUhUDfjbT6QjbMwUaGRnhh3TO7M4SE/trb7N4GRlgrc2n8We86lSh1PjHv9m/OGiP9q6fv06wsLCcPXqVSQnJ2PmzJkYNWpUqW1nzZqF5ORk9c3CwuKJ4yYiIiKqKlfSsiGEgEJugFd6eMBEwXnmqHQ+ztZ4f1BzJN7Nxdzt5yv9tzPpBhYIiWqxO9n5SMl4AAB4rpUz/ny9Kzzqs7hAT8/V1gzrJnVAPTMjvLohEgcvp0kdUo1xdXVFcnIylEolgOLiYFJSEtzc3LTuY/PmzfD19YWTU/HK4S+99BLCw8NRVMQV3oiIiKj2O5VwFwMXH8bCv2KlDoV0xJiOjdC3RQOERd9AWPQNqcOhasACIVEtFXPjPoK+P4qJq06iQKkCABgb8ls9qjpN6lvg10kdYG5siKlrT+Nkwl2pQ6oRDg4O8PPzw7p16wAAW7duhbu7u9aXFwNAkyZNcOTIEfXlwrt27ULz5s0hl/N3lIiIiGq363dyMHntaRjKZejv6yh1OKQjZDIZvni+JewtjPH+jvO48f8DWaju4ByERLXQnvM3Meu3KBQWqfB675YwMmQtn6pHM0dLrJ3QAZ/tjoG7XemLcdRFoaGhGD9+PObPnw8rKyusXr0aADBp0iQEBQUhKCgI+fn58PDwQH5+PjIzM+Hi4oIxY8bgiy++wNChQ3Hy5En4+/vD2NgYlpaW6oIjERERUW2VmVuIl1adREZuAZaN8YdvQ2upQyIdYmdhjK+GtUR4bDrqmRlJHQ5VMZnQgYvHXVxckJyc/MTP33YmGf6NbOFmZ1aFURFVPSEElhy4gkV/x8Lewgg/jW4Hf3dbqcMiPSCEqJIV6572fK0PeIyIiHQHz9kV4zHSHQVKFcatPIGIa3fw4XMtMKFLY6lDIqIaVt45u84PS0pIz8HbW85i5PJjHAJLtd6aiOtY9HcsWjhZYeeMLiwOUo2piuIgEREREdVecWlZOJ+SiTEdG+Glzu5Sh0M67kFBET7dFYMraVlSh0JVpM4XCN3tzbHg+ZZIvvcAo5cfx+2sfKlDIirTC/6umN7TA1teeQYNbUylDoeIiIiIiOoIH2dr/PF6V3wU2IJfDtNTu3jzPlb9G4+Zm6JRWKSSOhyqAnW+QAgAw/1d8dlgH1xLz8GYFceRkVsgdUhEaodib+N/+4pXDzM1kuPtft4wM+L0oERERERE9PQiE++pR3m52prBUK4XZQCqZm3d6mFKdw+cS8nEkgNXpA6HqoDenBnGPOOOdwd449LNLLy06iSKVLV+6kWq44QQ+OHgFYz/5QRWHolHWlae1CEREREREVEdcjMzDy+vOY0Xfz6OvMIiqcOhOmZmHy80d7LCDwevICopQ+pw6CnpTYEQAKZ098DMPl6Y2KUx5AYcUk3Syc5XYtqvZ/D13svwcrBE2IwucLA0kTosIiIiIiKqI/KVRZi67jTSs/PxUWALmCjkUodEdYyRoQH+N6INDGTA25ujka9kEVqX6d11jK/38VT//15OAUyN5DxRUo26djsbU9aeRlxaNga1csJXwa1gbqx3v4pERERERFRNhBD4cMcFRCVlYGp3DzzXylnqkKiOauZoidd6eWL32VTczsqHSz0zqUOiJ6S3VYmM3AKMWBYBN1tz/Di6LRSch4FqSG5BEW5kPMB7A73xctcmnCCYiIiIiIiq1IYTSdh0KgndvOrj7X7NpA6H6ripPTwwpbsHjAxZV9FlevvTszJRwNfZGvsu3sLMTVGck5CqVZFK4NrtbACAb0NrhM/uicndPFgcJCIiIiKiKhd7Kwsu9UzxXUgbTq9F1U4hN1AXB/+9mo4CJVc11kV6WyA0MJDhq2Gt0N/HEbvPpmLO1rNQsUhI1SAtKw+jlx/HsJ8icDOzeCESOwtjiaMiIiIiIqK66uMgH+x+tQtszIykDoX0yJ7zNzHy5+NY+g9XNdZFelsgBABDuQG+e9EPPZrVx+bTyfh0dwyEYJGQqk7E1TsY9N0RRFy7g0EtnWBjppA6JCIiIiKqY+Li4tCpUyd4eXkhICAAMTExJdqoVCq89dZb8PX1hbe3NyZOnIiCggKNNkII9O7dG/b29jUVOlUhIQR+O5WkHr3F4iDVtF7eDvB2tMT3B67gYup9qcOhStK6QKhN0klISECPHj1gbW0Nf3//EtsMDQ3Rpk0b9e3q1atPvwdPycjQAD+NboeOTWxxPiUT+RwKS1VApRL44eAVjFp+DLn5Snz3oh8+G+LLBXGIiIiIqMpNmTIFkydPRmxsLGbPno2JEyeWaLNixQqcPXsWZ86cwcWLFwEAixcv1mjz/fffw93dvSZCpmqw+t8EzN5yFt/tj5M6FNJTRoYG+HpYawgAb2+JRmER6yu6ROsCoTZJx8rKCvPmzcP69etL7cPGxgZRUVHqm4eHx5NHXoVMFHKsGNceayYGsIBDVWLPhZv4eu9leDWwRNirXRDUmquGEREREVHVS0tLw5kzZzB69GgAQHBwMOLj45GQkKDRLjo6Gn369IGRkRFkMhkGDhyItWvXqrfHxcVh48aNmDNnTk2GT1UkOikDn/9xEe52ZpjSvYnU4ZAea+lijSndmuB8yn0sC78mdThUCVoVCLVNOra2tujSpQvMzc2rPNDqZm5sCDOj4kWdVx2Nx4oj8RJHRLro4TyWA3wd8dlgH2yf1hke9S0kjoqIiIiI6qqkpCQ4OzvD0LD4s4xMJoObmxsSExM12rVv3x47d+5EVlYWCgoKsHHjRvXnOZVKhZdffhk//PADFApOiaNrMnMLMe3XM5DJZPhhVFtYmvBnSNJ6rbcnmjpY4Md/riLzQaHU4ZCWtCoQapt0KnL//n20b98ebdu2xaeffoqioqJS2y1atAguLi7qW3Z2dqVe52nkFRZh3fFEfLY7BuuPV27/SH8pi1RY9HcsXlp1EiqVgEwmw5hn3GFqxBGpRERERFS9ZDLNVWpLm1d97Nix6NevH7p164ZevXrBx8dHXQz85ptv0K1bN7Rp06bC15LysxqVJITAe9vPISXjAT4O9IGPs7XUIRHBRCHH4pA22DG9E6xNWbDWFVpfYqxN0imPk5MTkpOTcfLkSezbtw+HDx/GwoULS207a9YsJCcnq28WFjU3AstEIce6iR3gZmuGuTvOYUdkSo29NummpLu5eCE0At/tj8PtrHzcyy2o+ElERERERFXA1dUVycnJUCqVAIo/pyUlJcHNzU2jnUwmw4cffojIyEgcOXIE3t7eaNGiBQAgPDwcq1atgru7O7p06YJ79+7B3d0d9+7dK/F6Un5Wo5IycgtxMfU+Bvg64sUAV6nDIVLzcbZGUwdLAECRiovB6gKtCoTaJp3yGBsbw8HBAUDxpcgTJkzA4cOHnyDk6udobYJfJ3WAo5UJ3twcjT3nb0odEtVSO6NSMHDxYZxJzMDLXRtj+/ROsLMwljosIiIiItITDg4O8PPzw7p16wAAW7duhbu7e4nFRvLy8pCRkQEASE9Px4IFCzB79mwAwO7du5GYmIiEhAQcOXIE9erVQ0JCAurVq1eTu0JPoJ65EXa/1gULgluVGNRDVBv8HXMLfRYdwq37eVKHQhXQqkCobdIpT1paGgoLi689z8/Px7Zt2+Dn51f5iGuIq60Zfp3UAfXMjDBzUxTSs/OlDolqmV+OxuP1jVEwVsixekIA5g5qAWNDXlJMRERERDUrNDQUoaGh8PLywoIFC7BixQoAwKRJkxAWFgYAyMzMRMeOHeHj44MuXbpg6tSpCAwMlDJsegoFShVOJtwFAJgZGfIyTqq1ZADi03Pw0c4LUodCFZAJLa8Vvnz5MsaPH487d+7AysoKq1evho+PDyZNmoSgoCAEBQUhPz8fHh4eyM/PR2ZmJhwcHDBmzBh88cUX2LZtGz788EPI5XIolUr06tUL33zzDYyNKx5t5eLiguTk5Kfe2Sdx6eZ9JN99gD4tGkjy+lR7pWfnY/4fF/HewOaw56hBIgDSnq91BY8REZHu4Dm7YjxG0ljw5yX8dOgqfnmpPXo2c5A6HKJyTfv1NP44dxOhY9qhn4+j1OHotfLO2VoXCKVUW5JO2v08JN3LRbtGtlKHQhLIKyzCN3svo4GVCV7u1kTqcIhqpdpyvq7NeIyIiHQHz9kV4zGqeUevpGP0iuNo5WKDLVOfgUKu9dICRJJIu5+H3osOwcxIjr9ndYcVV9qWTHnnbJ5JtCSEwOS1pzF6+QlEXL0jdThUw6KSMjDou8NYfiQe+y/dgoqTrBIRERERUQ27l1OAWb9FwUwhx+IRbVgcJJ3gYGWC9wY2x637+fh6z2Wpw6Ey8GyiJZlMhg8DW8DQQIaXVp3A0SvpUodENaBAqcI3ey8j+Md/kXT3Ad7p741fJ3WEgQEnACYiIiIiopojhMB728/h1v18fDLYF+725lKHRKS1Ef6u6O3tAK8GXPm8tmKBsBLautXD2kkdoJAbYMKqkzgSxyJhXTdl7Sl8f/AKvB0tsevVLnilhwfkLA4SEREREVENi0vLxt8xtzCwpSOC2zaUOhyiSjEwkGH5OH+MecZd6lCoDCwQVlIbVxv8OqkDjA0NMHH1SZy+fk/qkKiKFT1y+fDYTu54vbcndkzvjGaOlhJGRURERERE+syrgSV2TO+MeUNaQibjoAXSPQ/ftzcyHuD3s6kSR0OPY4HwCbRyscH6lzuiR7P6aO7EolFdcij2Nnov/AfnUzIBAD2bOWDms16c24OIiIiIiCQhhMD9vEIAgG9Da9iaG0kcEdHTmbH+DGZuisKVtGypQ6FHsOrxhHwbWiN0jD/MjAwBANdu842ty+5k5+ONjZEYt/IE0rLykXAnR+qQiIiIiIiIsPFkEnovPKQexECk6+YOaoFClQrvbTvHBUBrERYIq8D644l49ttwbDtT+lLRVHupVAKbTyWhz6JD2BF1A728HfD3rO54rpWz1KEREREREZGeS7qbi3m7Y6AwkMHNzkzqcIiqRLtG9TCmYyOcSLiLjSeTpA6H/h8LhFWgYxNbNLA0xqzforHqaLzU4VAlXL6Vhbe3nIXcQIYlL/phxTh/NLQxlTosIiIiIiLScyqVwFubo5FTUISvhrWGlYlC6pCIqszb/ZrB0coEX/x5EWn386QOh8ACYZVoUt8CW17phCb1zfHxrhh8tz8OQnCYbG11L6cAF24UD89v7mSFxSFtsP/NHghs7czJfomIiIiIqFZYeTQex+PvYuwzjdDF017qcIiqlKWJAp8M9kFWnhJbz6RIHQ6BBcIq42xjit+mPAMfZyss+jsWX+29LHVI9JgilcC6Y9fRc+E/mPbrGeQriwAAg9s0hLUpv40jIiIiIqLaISE9B1/tvQx3OzPMGeAtdThE1aKfjyM2Te6Iqd2bSB0KATCUOoC6xN7CGBsmd8SUNafh36ie1OHQIyKu3sG832Nw4cZ9NLAyxqxnvWDElYmJiIiIiKgWcrU1w+x+zeDnZqNeGJOoLurQxA5A8SX1hSoVjA3lEkekv3imqWJWJgqsf7mD+lLVpLu5sDJVcISaRIQQeG1jFHZF34BCLsOUbk3wam9PWBjzrU9ERERERLWT3ECGSV05qor0w72cAry85hR8G1rj4yAfqcPRWxxCVQ0eFgdz8pUYu/IEhv34L5Lv5UoclX4pLFIBKP5ZuNuZYVArJ+yb1R3vDmzO4iAREREREdVKKRkP8MbGSC7aQHrF2lQBAWB1RAKikjKkDkdvsUBYjcyM5BgZ4Ia4tGwMXfovziVnSh1SnfegoAhL9sehx9f/IDO3EAAw61kv/DCyLRrZmUscHRERERERUemEEJi7/Rx2RN3AxZtZUodDVGMMDGRY8HxLGBrIMGfrWfWAH6pZLBBWI5lMhpe7NcHSUW2R+aAQL4RGYM/5VKnDqpPyCouw8kg8un51EAv/joWRoQFSMh4AAFcmJiIiIiKiWm9n1A38c/k2nm/bEN296ksdDlGN8mxgiVd6NMWlm1n4+fA1qcPRSywQ1oCBLZ2w4eUOMDOSY+q6M9gXc0vqkOqUnVEp6PH1P/h0dwwMZMBng33w18xuaOFsJXVoREREREREFbqTnY9Pdl2AnbkRPhjUQupwiCQxrYcHmtQ3x+J9cUhIz5E6HL3DydhqSLtGttj1ahcs/ecKuvHboKcmhFCPDMwtKIJSpcL7g5pjdMdGMFFw1SMiIiIiItIdn+6Owb3cQnz3oh/qmRtJHQ6RJEwUcnwxtCU2nUqCFRd6rXEsENYgZxtTzBvSUn3/f/ti0d/XEd6OHOmmrXxlEbaeTsHyI9ewclx7uNubY1g7Fwxu4wwzI76diYiIiIhIt+QVFuFuTgF6ezsgsJWT1OEQSapDEzt0aGIndRh6iRUViVxJy8L3B67gx3+uqke+ca68smXnK7HheCJ+PnwNaVn5sDZVIPZWFtztzaGQG0Ah59XyRERERESke0wUcqyZEIDcgiJ+JiT6fwVKFVYciccL/i6wszCWOhy9wKqKRJo6WGLz1GfgYGWMD3ZewMtrTuFuToHUYdVK284ko/OCA/j8j4sAgLkDm+PonF7o6+MocWRERERERERP7vT1u+rpk8yNOX6H6KHw2Nv4cs8lfLY7RupQ9AYLhBLyc6uHP17riqF+DbHvYhr6/S8cp6/flTqsWuHa7WwIIQAA9hbGsDFTYP7Qljj8Tk+83K0JLJg8iYiIiIhIh51KuIthP0Xgiz8vSR0KUa3Tu7kDenk7YEfUDRyKvS11OHqBBUKJWZoo8O2INvh2RGsIUVwM01cqlcD+i7cwevlx9Fp4CMeuFRdLu3raY/+s7hjZwQ3GhlyAhIiIiIiIdFteYRHe2XoWCrkBRrR3lTocolpHJpPhsyG+MDOSY+72c8gtUEodUp3HYVi1xFA/FwzwdVKvwBsWfQP5hUUY1s6lzs9DcS+nANsjU7AmIgEJd3IhN5DhuVZOsLMoXr1LJpPBUF63jwEREREREemPHw5ewdXbOXi7XzN41LeQOhyiWqmhjSne6tsMn+6OweJ9cXh3YHOpQ6rTWCCsRR4WB1UqgSX74xCXlo11xxPxwaDm8He3lTi66rPw78tYdywRNmYKTOvhgTHPNIKTtanUYREREREREVW5i6n38eM/V9HcyQqTuzWROhyiWm1cJ3fsjErBngs3MfNZL3XdhKoeC4S1kIGBDFumdsL/9sdibcR1DPspAgN8HfFm32Zo6qDb3y4l38vFzqgb2HfxFjZNfgZGhgYY94w72jWqpzGCkoiIiIiIqC764s9LUAmBL4NbQiHnrF9E5ZEbyPDDqLaoZ2bEekE1Y4GwlrI2U+CjQB+M6dgIC/68hD/P38Tp6/dwdE4vnUsit7Py8ce5VIRF38Dp6/cAAPYWRriWng1vRyt4NrCEZwNLiaMkIiIiIiKqfguHt8a/V9PRysVG6lCIdIJLPTP1/+/lFKCeuZGE0dRdLBDWck3qW2DZWH+cvn4Pt7Py1MXBFUfi4VrPFL28HWBYCwuGBUoVjAwNIIRA8I//IvFuLkwVcgS2dkZQa2f0aFZf5wqdRERERERET0oIAZlMhvqWxhjcpqHU4RDpnJ8OXcX3B67gz9e7wtXWrOInUKWwQKgj2jWqp/5/XmERvv07Ftn5SjhamWBYOxcMauUEb0dLyRY0yVcWITopEwcvp+HAxTR4NrDA9yPbQiaT4fXenjCUy/BsiwYwM+JbjoiIiIiI9IsQAi+vOY2AxvXwctcmdX4hSqLq4ONshex8Jd7bfg5rJgTw96iKsVqjg0wUcux/szs2nUzChhOJ+P7gFXx/8Aoa25tj+7ROsDGrueG2kYn38NWeyziTeA/5ShWA4suHO1vaq9sEt3OpsXiIiIiIiIhqmy2nk7Hv4i3YmRuxqEH0hLp61sfwdi7YfDoZv51Kwoj2blKHVKewQKijGliZ4LXenpjesylOJtzFH+dScSUtW10c3Ho6GRtPJsLH2RrNnSzh7WgFN1sz2JgpKpWQMnMLkXAnBwl3cnD9Ti4u3byPCzfuY8vUTqhvaQyF3ABRSRlo726LDo1t0dnTHm1cbGBgwKRHRERERER0Oysf836/iPqWxnhvYHOpwyHSae8/1wLhcbcxb/dFdPWsD2cbU6lDqjNYINRxcgMZOjaxQ8cmdhqPp2fn42JqFk4m3NN4fHg7F3w9vDUA4Ms9l3A1LRsKQwMoi1QoUgnkFarwUmd39G7eAADQ4Yt9yCtUqZ8vkwFN7M1xOysf9S2N0cLJCtEf9YWRIecTJCIiIiKSQlxcHMaNG4f09HTY2Nhg1apVaNGihUYblUqF2bNnY8+ePVAqlejcuTN+/PFHGBkZ4dy5c5g+fTrS0tKgUCjwzDPPYMmSJTA2NpZoj+qWj8MuIPNBIX4a3RbWZgqpwyHSadamCnzxfEtMWHUK7+84j5Xj20sdUp3BAmEdNaW7B17u2gQpGQ9wMfU+Lt3Mwo2MBxpzGZ5PycS/V++gSCVgIAMM5QYwkhvg1v18dZsxHRvBxswIjezM0MjWHE3qm8Pc+L+3jYGBDEYcLUhEOkabD1IJCQkYP348IiMj4enpiVOnTmlsT0xMxPTp0xEbGwuZTIbp06fj1VdfrcndICIiAgBMmTIFkydPxvjx47FlyxZMnDgRERERGm1WrFiBs2fP4syZM1AoFJg0aRIWL16Mt99+GyYmJvj+++/RqlUrFBUVYeTIkVi4cCHee+89ifao7vjrwk38fi4V/X0c0d/XSepwiOqEXt4N8HpvT/RoVl/qUOoUFgjrMAMDGVxtzeBqa4a+Po4ltq+d2AFCCAiBMi8JnjuoRamPExHpMm0+SFlZWWHevHnIzMzERx99pLFNCIGhQ4dizpw5GD58OIQQuHXrVk3uAhEREQAgLS0NZ86cwV9//QUACA4OxowZM5CQkAB3d3d1u+joaPTp0wdGRsVTEg0cOBCffPIJ3n77bXh6eqrbyeVytG/fHpcuXarR/airjBVyeDWwwKeDfaQOhahOmfmsl9Qh1Dm8LlTPyWQyzhdIRHrl4Qep0aNHAyj+IBUfH4+EhASNdra2tujSpQvMzc1L9LF//36Ymppi+PDhAIrPpY6OJb+IISIiqm5JSUlwdnaGoWHx2A+ZTAY3NzckJiZqtGvfvj127tyJrKwsFBQUYOPGjSVyHwDk5ORg+fLlCAwMrInw67zuXvWx941ucLAykToUojrpSFw63t12DkIIqUPReSwQEhGRXtH2g1R5YmJiUL9+fYSEhMDPzw9Dhw7FtWvXSm27aNEiuLi4qG/Z2dlVsh9EREQPPb4IYWkflMeOHYt+/fqhW7du6NWrF3x8fKBQaM6HV1hYiBEjRqBv374YPHhwqa/FvKadM4n3cD4lE0DJnw8RVZ1tkcnYcCIRW8+kSB2KzmOBkIiI9I42H6TKU1hYiH379uGDDz5AZGQkBgwYgJCQkFLbzpo1C8nJyeqbhYXFE8dNRET0OFdXVyQnJ0OpVAIozmlJSUlwc3PTaCeTyfDhhx8iMjISR44cgbe3t8b8u4WFhXjhhRfg5OSExYsXl/l6zGsVe1BQhDc2RuHFZceQlVcodThEddpHz/nAwdIYn+y6gJuZeVKHo9NYICQiIr2i7Qep8jRq1Ah+fn7w8SmeT2j06NE4ffo0ioqKqiVmIiKisjg4OMDPzw/r1q0DAGzduhXu7u4a8w8CQF5eHjIyMgAA6enpWLBgAWbPng0AUCqVCAkJga2tLZYtW8YRb09p0d+XkXg3F6/38YSlCVctJqpO1mYKzB/aEll5SszeepaXGj8FFgiJiEivaPtBqjwDBgxASkoKUlKKL2XYs2cPfH19IZfLqyNkIiKicoWGhiI0NBReXl5YsGABVqxYAQCYNGkSwsLCAACZmZno2LEjfHx80KVLF0ydOlU9z+CmTZuwbds2nDp1Cn5+fmjTpg2mT58u2f7osqikDKw4Eo82rjZ4qXNjqcMh0gt9WjTAsHYuCI+9jbXHrksdjs6SCR0or7q4uCA5OVnqMIiIqAK6cr6+fPkyxo8fjzt37sDKygqrV6+Gj48PJk2ahKCgIAQFBSE/Px8eHh7Iz89HZmYmHBwcMGbMGHzxxRcAgL179+Kdd96BEAI2NjZYunSpekRheXTlGBEREc/Z2uAx+k+BUoXnlhxGfHoOfn+tK7waWEodEpHeyMorxODvj2JkBzdM6tpE6nBqrfLO2SwQEhFRleH5umI8RkREuoPn7IrxGP3nwKVbmLDqFGb28cLrfTylDodI7+Qri2BsyCt6ylPeOduwhmMhIiIiIiIiqnN6eTfA1leeQcuGNlKHQqSXHhYH7+YU4OiVdAS2dpY4It3CAiERERERERHRE1IWqaBUCZgo5GjXyFbqcIj03pu/ReFQ7G0425jwd7ISuEgJERERERER0RP65WgCBiw+jGu3s6UOhYgAvDewORRyA8zcFI3sfKXU4egMFgiJiIiIiIiInsDV29n45q/LEELAydpU6nCICIBnA0vMGeCNxLu5+GxXjNTh6AwWCImIiIiIiIgqSVmkwpu/RaOgSIWvh7eGqREXRyCqLcY9446unvbYdCoJu6JvSB2OTmCBkIiIiIiIiKiSQsOvISopAy93bYL27pznjKg2MTCQYeELrWFvYYzdZ1kg1AYXKSEiIiIiIiKqhMs3s/C/fbHwdLDArGe9pA6HiErhYGmCLVOfgautmdSh6AQWCImIiIiIiIgqwd3eDJO6NsFAXyeYKHhpMVFt5W5vDgAQQuDU9Xsc7VsOXmJMREREREREVAnGhnK8098bLV2spQ6FiLTw3f4rGP5TBP6OuSV1KLUWC4REREREREREWohMvIc5W88iK69Q6lCIqBJeaO+CemYKvLU5GikZD6QOp1ZigZCIiIiIiIioAjn5Ssz6LRrbIlNwMzNP6nCIqBKcrE2x8IXWyHxQiBnrzyBfWSR1SLUOC4REREREREREFfgo7ALi03PwTn9veDawlDocIqqkXt4NMKV7E0QmZuDTXTFSh1PrsEBIREREREREVI6dUSnYcjoZPZrVx4TO7lKHQ0RP6O2+zdC5qR3+OJeKtPscCfwormJMREREREREVIaku7l4f/t52FsY45vhrSGTyaQOiYiekKHcAEtebIucfCUcrEykDqdWYYGQiIiIiIiIqAwqIdC4vjne6tsM9hbGUodDRE/J1twItuZGAICLqfdR39KYv9tggZCIiIiIiIioTI3szLFjWmcYGHDkIFFdknQ3F0OXHkUbVxusndgBCrl+z8Kn33tPREREREREVIrw2NsIi74BACwOEtVBrrZmGOHvimPX7uLDnechhJA6JElpXSCMi4tDp06d4OXlhYCAAMTElFzxJSEhAT169IC1tTX8/f1LbN+9eze8vb3RtGlTBAcHIzs7++miJyIiIiIiIqpiyfdy8drGSLy//RwycgukDoeIqskHz7VAV097bDiRhOWH46UOR1JaFwinTJmCyZMnIzY2FrNnz8bEiRNLtLGyssK8efOwfv36Etuys7MxceJE7NixA1euXIGTkxM+//zzp4ueiIiIiIiIqArlFRZh2q9nkJFbiG9HtIGNmZHUIRFRNTGUG+CHUW3h6WCB+X9exN4LN6UOSTJaFQjT0tJw5swZjB49GgAQHByM+Ph4JCQkaLSztbVFly5dYG5uXqKPP//8E/7+/vD29gYATJs2DRs2bHjK8ImIiIiIiIiqzie7YnA2OROv9mqK3s0bSB0OEVUzKxMFVo5vD1szI1xIyZQ6HMloVSBMSkqCs7MzDA2L1zSRyWRwc3NDYmKi1i+UmJiIRo0aqe+7u7sjJSUFKpWqRNtFixbBxcVFfeOlyERERERERFTdNp9KwoYTiejqaY83+nhJHQ4R1RBXWzP8NbMbZvVtJnUoktH6EmOZTHNS1ieZvPHxPsoya9YsJCcnq28WFhaVfi0iIiIiIiKiyjBRyNHE3hyLQ/wg58IkRHrFzsIYQPE0Ax+HXUBaVp7EEdUsrQqErq6uSE5OhlKpBFBcHExKSoKbm5vWL+Tm5qZxSXJCQgIaNmwIAwMupExERERERETSC2ztjL0zu8HWnPMOEumr8NjbWPVvAsatPIn7eYVSh1NjtKrOOTg4wM/PD+vWrQMAbN26Fe7u7nB3d9f6hfr374+TJ0/i0qVLAIClS5ciJCSk8hETERERERERVZH7eYV4dUMkbmQ8AAAo5BzEQqTP+vo44q2+XriYeh+TVp9CXmGR1CHVCK3PfKGhoQgNDYWXlxcWLFiAFStWAAAmTZqEsLAwAEB+fj5cXFwwfPhwnD17Fi4uLnj33XcBAJaWlli+fDmGDBmCpk2bIiUlBe+991417BIRERERERFRxQqLVHh1fSR2Rd/A3zG3pA6HiGqJ6T2bYnwnd5yIv4up607rRZFQJp5kMsEa5uLiguTkZKnDICKiCvB8XTEeIyIi3cFzdsV0+RipVAJvbo7G9sgUjPB3xYLgllrPm09EdZ9KJfDO1rPYfDoZLwa44YvnW0od0lMr75xtWMOxEBEREREREUlKCIF5v1/E9sgU9GnugHlDfVkcJCINBgYyfBncCvUtjTGyg/ZrcOgqTq5AREREREREemXbmRSsPBqPAHdbfD+yLecdJKJSGRjIMLu/N1zqmQEAIhPv1dnLjTmCkIiIiIiIiPTKwJZOuJh6H6/18YSJQi51OESkAy7dvI8Ry46hjasNfh7rD2tThdQhVSl+TUJERERERER64fT1uwAAUyM53n+uBaxM6tYHfCKqPl4OlhjVwQ0n4u9iRGgE0u7nSR1SlWKBkIiIiIiIiOq8JfvjEPxjBDaeSJQ6FCLSQQYGMnz4XAvM7t8Ml25m4fkf/8W129lSh1VlWCAkIiIiIiLSYXFxcejUqRO8vLwQEBCAmJiYEm1UKhXeeust+Pr6wtvbGxMnTkRBQYF6++7du+Ht7Y2mTZsiODgY2dl150OvSiWw4M9LWPh3LFo4WaGvj6PUIRGRjpLJZJjWoym+Cm6FGxkPMHTpv0jPzpc6rCrBAiEREREREZEOmzJlCiZPnozY2FjMnj0bEydOLNFmxYoVOHv2LM6cOYOLFy8CABYvXgwAyM7OxsSJE7Fjxw5cuXIFTk5O+Pzzz2t0H6pLvrIIb2yKwk+HrsLPzQbrX+4AW3MjqcMiIh33QntXrHopAFO6N4G9hbHU4VQJFgiJiIiIiIh0VFpaGs6cOYPRo0cDAIKDgxEfH4+EhASNdtHR0ejTpw+MjIwgk8kwcOBArF27FgDw559/wt/fH97e3gCAadOmYcOGDTW6H9Xl1fWRCIu+gb4tGmD9pI6wMWNxkIiqRjev+pjWoykAICdfiUV/XUZugVLiqJ4cC4REREREREQ6KikpCc7OzjA0NARQfPmbm5sbEhM159lr3749du7ciaysLBQUFGDjxo3qImJiYiIaNWqkbuvu7o6UlBSoVKoSr7do0SK4uLiob7X9UuQXA9wwvpM7fhzdDqZGXK2YiKrH2mPX8d2BKwhccgQxN+5LHc4TYYGQiIiIiIhIh8lkMo37QogSbcaOHYt+/fqhW7du6NWrF3x8fKBQ/LeC7+N9lGXWrFlITk5W3ywsLJ4u+ComhMDGE4mIu5UFAOjp7YCPg3wgN9Bu/4iInsTkrk3w3kBvXL+TiyFLj2L1vwlQqUqei2szFgiJiIiIiIh0lKurK5KTk6FUFl/WJoRAUlIS3NzcNNrJZDJ8+OGHiIyMxJEjR+Dt7Y0WLVoAANzc3DQuSU5ISEDDhg1hYKBbHxfTs/Px8prTmLPtHD7dXXKhFiKi6mJgIMPkbh7Y8konOFqZ4KOwCwhZdkynFjDRrTM+ERERERERqTk4OMDPzw/r1q0DAGzduhXu7u5wd3fXaJeXl4eMjAwAQHp6OhYsWIDZs2cDAPr374+TJ0/i0qVLAIClS5ciJCSkxvbhaQkhEBZ9A/2+Dce+i7cwuI0zvn+xrdRhEZEeauNqgz9e74qxzzTCg8Ii2JgqKn5SLWEodQBERERERET05EJDQzF+/HjMnz8fVlZWWL16NQBg0qRJCAoKQlBQEDIzM9G9e3fI5XIUFRXhjTfeQGBgIADA0tISy5cvx5AhQ6BUKtGyZUt1H7WdskiF8b+cxJEr6bAxU2DJi34IbO0sdVhEpMcsjA3x6WBf5CuLYCgvHpf3cdgFtGtUD8+1ctJ6SoeaJhOlTVBRy7i4uCA5OVnqMIiIqAI8X1eMx4iISHfwnF0xqY5RXmERTBTFi458sOM8lCoV3u7nDVtzrlJMRLVLWlYeei88hKw8JVo2tMb0nk3Rt0UDGEgwN2p552yOICQiIiIiIiKdEJ2UgbXHruPYtTvYN6s7TBRyfDrYp9aOyCEicrA0waG3e+K7/XFYfyIRU9edhkd9c7zctQlCAtwq7qCGsEBIREREREREtVZKxgPsPX8T2yNTcC4lEwAQ0NgWd3IK0NDGlMVBIqr1bM2N8HGQD6b19MAvRxOwLuI6/rl8W10gjLuVBZd6ZjA1kksWIwuEREREREREVCvkK4uQcu8BAKBJfQsIIRCyLAJJdx/AzEiOFwPcMLqjG3ycrSWOlIio8hwsTfBOf2/M6NkUmQ8KARQvtPTymlNIzcxDhyZ2aOtmAz+3evB0sEADKxPIa+hSZBYIiYiIiIiISBKbTyVh3bHryFeqkJFbiFtZeRACCGztjCUv+kEmk+Gtvs1gbChHNy97mBnxIywR6T5zY0OYGxefz4pUAmOeccffMTdx7OodhMfeVrfbOb0zWrvaICXjAUwV8mqdZ5VnVyIiIiIiIpJEbkER0rLyYaKQo4GVMdo1qgcXW1O0daunbjO4TUMJIyQiql6GcgNM7NIYE7s0Rr6yCBdTsxCVeA8Jd3LhbmcOAMjILYDN//+/2uKo1t6JiIiIiIiIyjCukzvGdXKXOgwiolrB2FCONq42aONqo/F4TUyrYFDtr0BERERERERERES1FguEREREREREREREeowFQiIiIiIiIiIiIj3GAiEREREREREREZEeY4GQiIj0TlxcHDp16gQvLy8EBAQgJiamRJuEhAT06NED1tbW8Pf3L7UfIQR69+4Ne3v76g6ZiIiIiIio2rBASEREemfKlCmYPHkyYmNjMXv2bEycOLFEGysrK8ybNw/r168vs5/vv/8e7u7u1RgpERERERFR9WOBkIiI9EpaWhrOnDmD0aNHAwCCg4MRHx+PhIQEjXa2trbo0qULzM3NS+0nLi4OGzduxJw5c6o7ZCIiIiIiomrFAiEREemVpKQkODs7w9DQEAAgk8ng5uaGxMRErftQqVR4+eWX8cMPP0ChUJTbdtGiRXBxcVHfsrOznyp+IiIiIiKiqsYCIRER6R2ZTKZxXwhRqed/88036NatG9q0aVNh21mzZiE5OVl9s7CwqNRrERERERERVTcWCImISK+4uroiOTkZSqUSQHFxMCkpCW5ublr3ER4ejlWrVsHd3R1dunTBvXv34O7ujnv37lVX2ERERERERNWGBUIiItIrDg4O8PPzw7p16wAAW7duhbu7e6UWG9m9ezcSExORkJCAI0eOoF69ekhISEC9evWqKWoiIiIiIqLqwwIhERHpndDQUISGhsLLywsLFizAihUrAACTJk1CWFgYACA/Px8uLi4YPnw4zp49CxcXF7z77rtShk1ERERERFQtDKUOgIiIqKY1a9YMERERJR5fvny5+v/GxsZITk6usC93d3ekp6dXaXxEREREREQ1iSMIiYiIiIiIiIiI9BgLhERERERERERERHqMBUIiIiIiIiIiIiI9xgIhERERERERERGRHmOBkIiIiIiIiIiISI+xQEhERERERERERKTHWCAkIiIiIiIiIiLSYywQEhERERERERER6TEWCImIiIiIiIiIiPQYC4RERERERERERER6jAVCIiIiIiIiIiIiPcYCIRERERERERERkR5jgZCIiIiIiEiHxcXFoVOnTvDy8kJAQABiYmJKtBFC4O2334aPjw9atWqFnj174sqVK+rt33zzDXx9fdGmTRt07NgRJ0+erMldICIiibFASEREREREpMOmTJmCyZMnIzY2FrNnz8bEiRNLtAkLC0N4eDiioqJw9uxZ9O7dG++99x4AIDo6GkuWLMGxY8cQFRWFGTNmYPr06TW9G0REJCEWCImIiIiIiHRUWloazpw5g9GjRwMAgoODER8fj4SEhBJt8/PzkZeXByEE7t+/DxcXF/W2wsJC5OTkAAAyMjI0thERUd1nKHUARERERERE9GSSkpLg7OwMQ8Pij3YymQxubm5ITEyEu7u7ul1gYCD++ecfODo6wtLSEg0bNsShQ4cAAK1bt8asWbPQuHFj2NrawtjYGOHh4aW+3qJFi7Bo0SL1/ezs7OrbOSIiqjEcQUhERERERKTDZDKZxn0hRIk2Z86cwaVLl5CSkoIbN26gd+/emDFjBgDg+vXrCAsLw9WrV5GcnIyZM2di1KhRpb7WrFmzkJycrL5ZWFhU/Q4REVGNY4GQiIiIiIhIR7m6uiI5ORlKpRJAcXEwKSkJbm5uGu1WrVqFnj17wsbGBgYGBhg3bhwOHjwIANi8eTN8fX3h5OQEAHjppZcQHh6OoqKimt0ZIiKSDAuEREREREREOsrBwQF+fn5Yt24dAGDr1q1wd3fXuLwYAJo0aYL9+/ejsLAQALBr1y74+vqqtx05ckR9ufCuXbvQvHlzyOXymtsRIiKSFOcgJCIiIiIi0mGhoaEYP3485s+fDysrK6xevRoAMGnSJAQFBSEoKAjTp0/HxYsX0bJlSxgZGcHJyQmhoaEAgKFDh+LkyZPw9/eHsbExLC0t1QVHIiLSDzJR2gQVtYyLiwuSk5OlDoOIiCrA83XFeIyIiHQHz9kV4zEiItId5Z2zeYkxERERERERERGRHmOBkIiIiIiIiIiISI+xQEhERERERERERKTHtC4QxsXFoVOnTvDy8kJAQABiYmJKbbdixQp4enrCw8MDkydPhlKpBAAkJCTA0NAQbdq0Ud+uXr1aNXtBRERERERERERET0TrAuGUKVMwefJkxMbGYvbs2Zg4cWKJNvHx8fjggw9w5MgRXLlyBTdv3sSKFSvU221sbBAVFaW+eXh4VM1eEBERERERERER0RPRqkCYlpaGM2fOYPTo0QCA4OBgxMfHIyEhQaPdli1bMHToUDRo0AAymQxTp07Fhg0bqjxoIiIiIiIiIiIiqhpaFQiTkpLg7OwMQ0NDAIBMJoObmxsSExM12iUmJqJRo0bq++7u7hpt7t+/j/bt26Nt27b49NNPUVRUVOrrLVq0CC4uLupbdnZ2pXeMiIiIiIiIiIiIKqb1JcYymUzjvhCiwnaPtnFyckJycjJOnjyJffv24fDhw1i4cGGpfcyaNQvJycnqm4WFhbZhEhERERERERERUSVoVSB0dXVFcnKyesERIQSSkpLg5uam0c7NzU3jsuPr16+r2xgbG8PBwQEAYGtriwkTJuDw4cNVsQ9ERERERERERET0hLQqEDo4OMDPzw/r1q0DAGzduhXu7u5wd3fXaBccHIzt27fj1q1bEELgp59+QkhICIDieQwLCwsBAPn5+di2bRv8/PyqcFeIiIiIiIiIiIiosrS+xDg0NBShoaHw8vLCggUL1KsTT5o0CWFhYQCAJk2a4JNPPkHnzp3h4eEBBwcH9WrHR44cgZ+fH1q3bo22bdvC0dERc+fOrYZdIiIiIiIiIiIiIm3JRFmTCdYiLi4uSE5OljoMIiKqAM/XFeMxIiLSHTxnV4zHiIhId5R3ztZ6BCERERERERERERHVPSwQEhERERERERER6TEWCImIiIiIiIiIiPQYC4RERERERERERER6jAVCIiIiIiIiIiIiPcYCIRERERERERERkR5jgZCIiIiIiIiIiEiPsUBIRERERERERESkx1ggJCIiIiIiIiIi0mMsEBIREREREREREekxFgiJiIiIiIiIiIj0GAuEREREREREREREeowFQiIiIiIiIiIiIj3GAiEREREREREREZEeY4GQiIiIiIiIiIhIj7FASEREREREREREpMdYICQiIiIiIiIiItJjLBASEZHeiYuLQ6dOneDl5YWAgADExMSUaJOQkIAePXrA2toa/v7+GtvOnTuHbt26wdvbGy1btsTkyZORn59fU+ETERERERFVKRYIiYhI70yZMgWTJ09GbGwsZs+ejYkTJ5ZoY2VlhXnz5mH9+vUltpmYmOD777/HpUuXEBUVhczMTCxcuLAmQiciIiIiIqpyLBASEZFeSUtLw5kzZzB69GgAQHBwMOLj45GQkKDRztbWFl26dIG5uXmJPjw9PdGqVSsAgFwuR/v27XHt2rVqj52IiKg02oyMF0Lg7bffho+PD1q1aoWePXviypUr6u2JiYkIDAxEs2bN4O3tjSVLltTkLhARkcRYICQiIr2SlJQEZ2dnGBoaAgBkMhnc3NyQmJj4RP3l5ORg+fLlCAwMLHX7okWL4OLior5lZ2c/cexERESl0WZkfFhYGMLDwxEVFYWzZ8+id+/eeO+99wAUFw+HDh2KsWPH4vLly7h48SKGDx9e07tBREQSYoGQiIj0jkwm07gvhHiifgoLCzFixAj07dsXgwcPLrXNrFmzkJycrL5ZWFg80WsRERGVRtuR8QCQn5+PvLw8CCFw//59uLi4AAD2798PU1NTdVFQJpPB0dGxxvaBiIikxwIhERHpFVdXVyQnJ0OpVAIoLg4mJSXBzc2tUv0UFhbihRdegJOTExYvXlwdoRIREVVI25HxgYGB6NmzJxwdHeHk5IT9+/fj008/BQDExMSgfv36CAkJgZ+fH4YOHVrm1BkcGU9EVDexQEhERHrFwcEBfn5+WLduHQBg69atcHd3h7u7u9Z9KJVKhISEwNbWFsuWLSsxIpGIiKgmaTMy/syZM7h06RJSUlJw48YN9O7dGzNmzABQ/KXXvn378MEHHyAyMhIDBgxASEhIqa/FkfFERHUTC4RERKR3QkNDERoaCi8vLyxYsAArVqwAAEyaNAlhYWEAii/DcnFxwfDhw3H27Fm4uLjg3XffBQBs2rQJ27Ztw6lTp+Dn54c2bdpg+vTpku0PERHpL21Hxq9atQo9e/aEjY0NDAwMMG7cOBw8eBAA0KhRI/j5+cHHxwcAMHr0aJw+fRpFRUU1uzNERCQZQ6kDICIiqmnNmjVDREREiceXL1+u/r+xsTGSk5NLff6oUaMwatSoaouPiIhIW4+OjB8/fnyZI+ObNGmCvXv3YubMmVAoFNi1axd8fX0BAAMGDMA777yDlJQUNGzYEHv27IGvry/kcrkEe0RERFJggZCIiIiIiEiHhYaGYvz48Zg/fz6srKywevVqAMUj44OCghAUFITp06fj4sWLaNmyJYyMjODk5ITQ0FAAgLm5OZYuXYpBgwZBCAEbGxusX79eyl0iIqIaJhNPunRjDXJxcSlzFAcREdUePF9XjMeIiEh38JxdMR4jIiLdUd45m3MQEhERERERERER6TEWCImIiIiIiIiIiPQYC4RERERERERERER6jAVCIiIiIiIiIiIiPcYCIRERERERERERkR5jgZCIiIiIiIiIiEiPsUBIRERERERERESkx1ggJCIiIiIiIiIi0mMsEBIREREREREREekxFgiJiIiIiIiIiIj0GAuEREREREREREREeowFQiIiIiIiIiIiIj3GAiEREREREREREZEeY4GQiIiIiIiIiIhIj7FASEREREREREREpMdYICQiIiIiIiIiItJjLBASERERERERERHpMRYIiYiIiIiIiIiI9BgLhERERERERERERHqMBUIiIiIiIiIiIiI9xgIhERERERHR/7V357FR1f0exz9Ti0ZlCbJZaKcDXdJAgSLrgwISgjZEGkyjwYAUA4JBNIQI15iriGHxD+APBWJzIYoPcQmyBCEYH5FFbjSUTWRpKMsw0yKUiwaZBymU+d0/CvN0OtPOtJR2zjnvVzIy8zu/c87vM5w535kfM0cAAByMCUIAAAAAAADAwZggBAAAAAAAAByMCUIAAAAAAADAwZggBAAAAAAAAByMCUIAAAAAAADAwZggBAAAAAAAAByMCUIAAAAAAADAweKeICwrK9Pw4cOVnZ2tIUOG6MSJE1H7rV27VllZWcrIyNCMGTNUXV0dWrZt2zbl5OQoMzNThYWFCgQC954AAAAAAAAAQJPFPUE4c+ZMzZgxQ6dOndL8+fM1bdq0iD7nzp3Tu+++q3379un06dO6ePGi1q5dK0kKBAKaNm2atmzZotOnTyslJUWLFy9uviQAAAAAAAAAGi2uCcLKykodOnRIkydPliQVFhbq3Llz8nq9Yf2++eYbPf/88+rWrZtcLpdee+01ffnll5KkHTt2aNCgQcrJyZEkzZo1K7QMAAAAAAAAQOuIa4LQ7/ere/fuSk5OliS5XC653W75fL6wfj6fT+np6aHHHo8n1CfasoqKCgWDwXsOAQAAAABOFc/loIwxmjdvnvr06aN+/fpp9OjROn36dESfMWPGqHPnzi01dABAgoj7J8YulyvssTEmZr+6fepuoz4rVqxQampq6Ma1CgEAAAAgunguB7V161bt3btXR44c0dGjRzVmzBi98847YX1Wrlwpj8fTQqMGACSSuCYI09LSVF5eHvofjhhj5Pf75Xa7w/q53e6wnx2fP38+1KfuMq/Xqx49eigpKXIIc+fOVXl5eejWtm3bxuYCAAAAANuL93JQklRVVaUbN27IGKO//vpLqampoWVlZWX66quv9Pbbb7fU0AEACSSuCcKuXbtqwIABWr9+vSRp48aN8ng8Ef+6VFhYqM2bN+vSpUsyxuiTTz7RxIkTJUn5+fkqKSl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      "text/plain": [
       "<Figure size 1600x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE for COND 5:  0.02238526203666058\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for cond in range(len(kin_agent)):\n",
    "    figure(figsize=(20, 5), dpi=80)\n",
    "    \n",
    "    MSE_cond = 0\n",
    "    for coord in range(kin_agent[cond].shape[-1]):\n",
    "        \n",
    "        plt.subplot(1, kin_agent[cond].shape[-1], coord+1)\n",
    "        plt.plot(kin_sim[cond][:, coord], '--', label= 'Target')\n",
    "        plt.plot(kin_agent[cond][:, coord], label= 'Achieved')\n",
    "        \n",
    "        MSE_coord = MSE(kin_sim[cond][:, coord], kin_agent[cond][:, coord])\n",
    "        \n",
    "        plt.title(f'Kinematics for COND{cond+1} MARKER{marker} \\n MSE{MSE_coord}')\n",
    "        \n",
    "        #omit the z coord for MSE calculations\n",
    "        if coord != 1:\n",
    "            MSE_cond += MSE_coord\n",
    "    \n",
    "    print(f'MSE for COND {cond}: ',  MSE_cond/2)\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "05f9edfb-ee9b-41c1-bc1e-8b134fa0c491",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Now plot the kinematics for all training conditions together\n",
    "\n",
    "plt.figure(figsize= (10, 10));\n",
    "\n",
    "for cond in range(len(kin_train)):\n",
    "    for coord in range((kin_agent[cond].shape[-1])):\n",
    "        \n",
    "        if coord != 1:\n",
    "            \n",
    "            kin_agent_coord = kin_agent[cond][:, coord]\n",
    "            kin_sim_coord = kin_sim[cond][:, coord]\n",
    "            \n",
    "            #Normalize for pretty display\n",
    "            norm_factor = np.min(kin_sim_coord) + np.ptp(kin_sim_coord)/2\n",
    "            \n",
    "            kin_agent_coord = (kin_agent_coord - norm_factor)\n",
    "            kin_sim_coord = (kin_sim_coord - norm_factor)\n",
    "            \n",
    "            if coord == 0:\n",
    "                col=(0/255, 191/255, 255/255)\n",
    "            else:\n",
    "                col=(205/255, 133/255, 63/255)    \n",
    "            \n",
    "            plt.plot(kin_agent_coord - cond*0.1, '-', linewidth= 1.5, c=col)\n",
    "            plt.plot(kin_sim_coord - cond*0.1, '--', linewidth= 1.5, c=col)\n",
    "\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "\n",
    "plt.title('Kinematics for Training Conditions')\n",
    "plt.legend(['Achieved', 'Target'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "af114354-3b52-4de5-9ed3-56ff2b51753f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Now plot the kinematics for all testing conditions together\n",
    "\n",
    "plt.figure(figsize= (10, 10));\n",
    "\n",
    "for cond in range(len(kin_test)):\n",
    "    for coord in range((kin_agent[cond+len(kin_train)].shape[-1])):\n",
    "        \n",
    "        if coord != 1:\n",
    "            \n",
    "            kin_agent_coord = kin_agent[cond+len(kin_train)][:, coord]\n",
    "            kin_sim_coord = kin_sim[cond+len(kin_train)][:, coord]\n",
    "            \n",
    "            #Normalize for pretty display\n",
    "            norm_factor = np.min(kin_sim_coord) + np.ptp(kin_sim_coord)/2\n",
    "            \n",
    "            kin_agent_coord = (kin_agent_coord - norm_factor)\n",
    "            kin_sim_coord = (kin_sim_coord - norm_factor)\n",
    "            \n",
    "            if coord == 0:\n",
    "                col=(0/255, 191/255, 255/255)\n",
    "            else:\n",
    "                col=(205/255, 133/255, 63/255)    \n",
    "            \n",
    "            plt.plot(kin_agent_coord - cond*0.1, '-', linewidth= 1.5, c=col)\n",
    "            plt.plot(kin_sim_coord - cond*0.1, '--', linewidth= 1.5, c=col)\n",
    "\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "\n",
    "plt.title('Kinematics for Testing Conditions')\n",
    "plt.legend(['Achieved', 'Target'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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