07_05_musegan_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from music21 import midi\n",
    "from music21 import note, stream, duration\n",
    "from music21 import converter\n",
    "\n",
    "from models.MuseGAN import MuseGAN\n",
    "\n",
    "from utils.loaders import load_music\n",
    "\n",
    "from keras.models import load_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# run params\n",
    "SECTION = 'compose'\n",
    "RUN_ID = '0016'\n",
    "DATA_NAME = 'chorales'\n",
    "FILENAME = 'Jsb16thSeparated.npz'\n",
    "RUN_FOLDER = 'run/{}/'.format(SECTION)\n",
    "RUN_FOLDER += '_'.join([RUN_ID, DATA_NAME])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "BATCH_SIZE = 64\n",
    "n_bars = 2\n",
    "n_steps_per_bar = 16\n",
    "n_pitches = 84\n",
    "n_tracks = 4\n",
    "\n",
    "data_binary, data_ints, raw_data = load_music(DATA_NAME, FILENAME, n_bars, n_steps_per_bar)\n",
    "# data_binary = np.squeeze(data_binary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "gan = MuseGAN(input_dim = data_binary.shape[1:]\n",
    "        , critic_learning_rate = 0.001\n",
    "        , generator_learning_rate = 0.001\n",
    "        , optimiser = 'adam'\n",
    "        , grad_weight = 10\n",
    "        , z_dim = 32\n",
    "        , batch_size = BATCH_SIZE\n",
    "        , n_tracks = n_tracks\n",
    "        , n_bars = n_bars\n",
    "        , n_steps_per_bar = n_steps_per_bar\n",
    "        , n_pitches = n_pitches\n",
    "        )\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "gan.load_weights(RUN_FOLDER, None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "melody_input (InputLayer)       (None, 4, 32)        0                                            \n",
      "__________________________________________________________________________________________________\n",
      "chords_input (InputLayer)       (None, 32)           0                                            \n",
      "__________________________________________________________________________________________________\n",
      "lambda_1 (Lambda)               (None, 32)           0           melody_input[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "lambda_2 (Lambda)               (None, 32)           0           melody_input[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "lambda_3 (Lambda)               (None, 32)           0           melody_input[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "lambda_4 (Lambda)               (None, 32)           0           melody_input[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "temporal_network (Model)        (None, 4, 32)        169120      chords_input[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "model_4 (Model)                 (None, 4, 32)        169120      lambda_1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "groove_input (InputLayer)       (None, 4, 32)        0                                            \n",
      "__________________________________________________________________________________________________\n",
      "model_5 (Model)                 (None, 4, 32)        169120      lambda_2[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "model_6 (Model)                 (None, 4, 32)        169120      lambda_3[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "model_7 (Model)                 (None, 4, 32)        169120      lambda_4[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "chords_input_bar_0 (Lambda)     (None, 32)           0           temporal_network[1][0]           \n",
      "__________________________________________________________________________________________________\n",
      "style_input (InputLayer)        (None, 32)           0                                            \n",
      "__________________________________________________________________________________________________\n",
      "lambda_5 (Lambda)               (None, 32)           0           model_4[1][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "lambda_6 (Lambda)               (None, 32)           0           groove_input[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "lambda_7 (Lambda)               (None, 32)           0           model_5[1][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "lambda_8 (Lambda)               (None, 32)           0           groove_input[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "lambda_9 (Lambda)               (None, 32)           0           model_6[1][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "lambda_10 (Lambda)              (None, 32)           0           groove_input[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "lambda_11 (Lambda)              (None, 32)           0           model_7[1][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "lambda_12 (Lambda)              (None, 32)           0           groove_input[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "chords_input_bar_1 (Lambda)     (None, 32)           0           temporal_network[1][0]           \n",
      "__________________________________________________________________________________________________\n",
      "lambda_13 (Lambda)              (None, 32)           0           model_4[1][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "lambda_14 (Lambda)              (None, 32)           0           groove_input[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "lambda_15 (Lambda)              (None, 32)           0           model_5[1][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "lambda_16 (Lambda)              (None, 32)           0           groove_input[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "lambda_17 (Lambda)              (None, 32)           0           model_6[1][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "lambda_18 (Lambda)              (None, 32)           0           groove_input[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "lambda_19 (Lambda)              (None, 32)           0           model_7[1][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "lambda_20 (Lambda)              (None, 32)           0           groove_input[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "total_input_bar_0_track_0 (Conc (None, 128)          0           chords_input_bar_0[0][0]         \n",
      "                                                                 style_input[0][0]                \n",
      "                                                                 lambda_5[0][0]                   \n",
      "                                                                 lambda_6[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "total_input_bar_0_track_1 (Conc (None, 128)          0           chords_input_bar_0[0][0]         \n",
      "                                                                 style_input[0][0]                \n",
      "                                                                 lambda_7[0][0]                   \n",
      "                                                                 lambda_8[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "total_input_bar_0_track_2 (Conc (None, 128)          0           chords_input_bar_0[0][0]         \n",
      "                                                                 style_input[0][0]                \n",
      "                                                                 lambda_9[0][0]                   \n",
      "                                                                 lambda_10[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "total_input_bar_0_track_3 (Conc (None, 128)          0           chords_input_bar_0[0][0]         \n",
      "                                                                 style_input[0][0]                \n",
      "                                                                 lambda_11[0][0]                  \n",
      "                                                                 lambda_12[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "total_input_bar_1_track_0 (Conc (None, 128)          0           chords_input_bar_1[0][0]         \n",
      "                                                                 style_input[0][0]                \n",
      "                                                                 lambda_13[0][0]                  \n",
      "                                                                 lambda_14[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "total_input_bar_1_track_1 (Conc (None, 128)          0           chords_input_bar_1[0][0]         \n",
      "                                                                 style_input[0][0]                \n",
      "                                                                 lambda_15[0][0]                  \n",
      "                                                                 lambda_16[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "total_input_bar_1_track_2 (Conc (None, 128)          0           chords_input_bar_1[0][0]         \n",
      "                                                                 style_input[0][0]                \n",
      "                                                                 lambda_17[0][0]                  \n",
      "                                                                 lambda_18[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "total_input_bar_1_track_3 (Conc (None, 128)          0           chords_input_bar_1[0][0]         \n",
      "                                                                 style_input[0][0]                \n",
      "                                                                 lambda_19[0][0]                  \n",
      "                                                                 lambda_20[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "model_8 (Model)                 (None, 1, 16, 84, 1) 1521921     total_input_bar_0_track_0[0][0]  \n",
      "                                                                 total_input_bar_1_track_0[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "model_9 (Model)                 (None, 1, 16, 84, 1) 1521921     total_input_bar_0_track_1[0][0]  \n",
      "                                                                 total_input_bar_1_track_1[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "model_10 (Model)                (None, 1, 16, 84, 1) 1521921     total_input_bar_0_track_2[0][0]  \n",
      "                                                                 total_input_bar_1_track_2[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "model_11 (Model)                (None, 1, 16, 84, 1) 1521921     total_input_bar_0_track_3[0][0]  \n",
      "                                                                 total_input_bar_1_track_3[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_1 (Concatenate)     (None, 1, 16, 84, 4) 0           model_8[1][0]                    \n",
      "                                                                 model_9[1][0]                    \n",
      "                                                                 model_10[1][0]                   \n",
      "                                                                 model_11[1][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_2 (Concatenate)     (None, 1, 16, 84, 4) 0           model_8[2][0]                    \n",
      "                                                                 model_9[2][0]                    \n",
      "                                                                 model_10[2][0]                   \n",
      "                                                                 model_11[2][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "concat_bars (Concatenate)       (None, 2, 16, 84, 4) 0           concatenate_1[0][0]              \n",
      "                                                                 concatenate_2[0][0]              \n",
      "==================================================================================================\n",
      "Total params: 6,933,284\n",
      "Trainable params: 6,904,292\n",
      "Non-trainable params: 28,992\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "gan.generator.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "critic_input (InputLayer)    (None, 2, 16, 84, 4)      0         \n",
      "_________________________________________________________________\n",
      "conv3d_1 (Conv3D)            (None, 1, 16, 84, 128)    1152      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_1 (LeakyReLU)    (None, 1, 16, 84, 128)    0         \n",
      "_________________________________________________________________\n",
      "conv3d_2 (Conv3D)            (None, 1, 16, 7, 128)     196736    \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_2 (LeakyReLU)    (None, 1, 16, 7, 128)     0         \n",
      "_________________________________________________________________\n",
      "conv3d_3 (Conv3D)            (None, 1, 16, 1, 128)     114816    \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_3 (LeakyReLU)    (None, 1, 16, 1, 128)     0         \n",
      "_________________________________________________________________\n",
      "conv3d_4 (Conv3D)            (None, 1, 8, 1, 128)      32896     \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_4 (LeakyReLU)    (None, 1, 8, 1, 128)      0         \n",
      "_________________________________________________________________\n",
      "conv3d_5 (Conv3D)            (None, 1, 4, 1, 128)      32896     \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_5 (LeakyReLU)    (None, 1, 4, 1, 128)      0         \n",
      "_________________________________________________________________\n",
      "conv3d_6 (Conv3D)            (None, 1, 2, 1, 256)      131328    \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_6 (LeakyReLU)    (None, 1, 2, 1, 256)      0         \n",
      "_________________________________________________________________\n",
      "conv3d_7 (Conv3D)            (None, 1, 1, 1, 512)      393728    \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_7 (LeakyReLU)    (None, 1, 1, 1, 512)      0         \n",
      "_________________________________________________________________\n",
      "flatten_1 (Flatten)          (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 1024)              525312    \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_8 (LeakyReLU)    (None, 1024)              0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 1)                 1025      \n",
      "=================================================================\n",
      "Total params: 1,429,889\n",
      "Trainable params: 1,429,889\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "gan.critic.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# view sample score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "chords_noise = np.random.normal(0, 1, (1, gan.z_dim))\n",
    "style_noise = np.random.normal(0, 1, (1, gan.z_dim))\n",
    "melody_noise = np.random.normal(0, 1, (1, gan.n_tracks, gan.z_dim))\n",
    "groove_noise = np.random.normal(0, 1, (1, gan.n_tracks, gan.z_dim))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "gen_scores = gan.generator.predict([chords_noise, style_noise, melody_noise, groove_noise])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([57, 57, 48, 48])"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.argmax(gen_scores[0,0,0:4,:,3], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "gen_scores[0,0,0:4,60,3] = 0.02347812"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 264,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filename = 'example'\n",
    "gan.notes_to_midi(RUN_FOLDER, gen_scores, filename)\n",
    "gen_score = converter.parse(os.path.join(RUN_FOLDER, 'samples/{}.midi'.format(filename)))\n",
    "gen_score.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUcAAAcBCAYAAACImFIgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3X+0XXV95//nOwkkJJjgD8BW6QCOgQz9ISHTalCg2HEoVtAhzKTra39NS6fUH6WobafAlLZ0ars6gyIz2NIqrXZNaMOCGaeIWiONgrUrURfTJUIRUKkVxUgi5Af58fn+cfahJ+e8T+45d+9zzr3nPh9r3bVzPvuz9/4kZ99XPmd/9mefKKUgSTrcokk3QJLmIsNRkhKGoyQlDEdJShiOkpQwHCUpYThKUsJwlKSE4ShJCcNRkhKGoyQlDEdJShiOkpQwHCUpYThKUsJwlKTEkkk3YBQi4hFgJfDohJsy350M7CqlnDLphkw7z9nGnExD5+xUhiOw8phjjnnemjVrnjfphsxn999/P8uWLfPfcDw8ZxvQ5Dk7reH46Jo1a563bdu2SbdjXlu3bt2km7CQjO2cjYieskl+XUp27KyNg2jynPWaoyQlDEdJShiOkpSY1muOQO+1jNlex6h73GHVaWeT1280N/U7vwa9lljn/FxI55I9R0lKGI6SlDAcJSlhOEpSYqoHZJq+eDzohexBj9tvf03fkFv3Ar7GZ5BzZxSDInPtfZ8L7Wms5xgRr42Ij0bEYxGxJyIejoi/jIhX9Km/PiLujIgdVf37IuKKiFjcVJskabYaCceI+D3g/wJrgbuAdwOfBS4G7omIN3bVvxjYCpwD3A7cCBwNXA9saqJNklRH7Y/VEfFC4O3A48D3l1K+0bHuh4EtwG8BH6zKVgI3AweB80op26rya6q6GyJiYynFkJQ0MU30HP9FtZ/PdAYjQCnlE8B3gOM7ijdUrze1g7Gquxe4unp5eQPtkqRZa2JA5h+AZ4AfjIgXlFKeaK+IiHOA5wB3dNQ/v1relexrK7AbWB8RS0sp++o0bFwDG7OtN8yF9UFnvgwzQ6bp2ROq79ChQ43uz/dz9mr3HEspO4BfBU4EvhARfxQRvxsRfwF8FPgY8J86NjmtWj6Y7OsA8Ait0D61btskabYauZWnlPKuiHgUeB9wWceqh4Bbuj5ur6qWO/vsrl1+3EzHjYjtfVadPtO20iR4zs4fTY1W/wqwGbgFeAmwAjgLeBj484j4/SaOI0nj0sRo9XnA7wG3l1Ku7Fj12Yh4A62Pz2+LiPeWUh7mn3uGq8i1y5+c6dillLP6tGk7rduKpDnFc3b+aKLn+GPV8hPdK0opu4G/q45zZlX8QLVc3V0/IpYApwAHaPU6JWkimrjmuLRaHt9nfbv8mWq5Bfj/gAuA/9VV9xxgObC17kj1oIYZMZ7UdESARYsG+39sIT1vbyGo+35O8pzN1L3DYpya6Dl+slr+fES8qHNFRPwocDawF7i3Kt4MPAFsjIh1HXWXAddVL29qoF2SNGtN9Bw3A38N/Ahwf0TcDnwdWEPrI3cAv1ZK+RZAKWVXRFxWbXd3RGwCdgAX0brNZzNwawPtkqRZqx2OpZRDEXEh8CZgI/AGWh+NdwB3AjeUUj7atc0dEXEucBVwCbCM1m0/V1b1vXNV0kQ1dZ/jfuBd1c+g29wDXNjE8SWpaT7PcQTGddFa02fQgbdBDTodcdDza/HihfNEQZ8ELkkJw1GSEoajJCUMR0lKTPWAzCCGGehoeoBnmOcsDmqSfx/V1/TzHAc16EBQ3fYttBkykjR1DEdJShiOkpQwHCUpMbUDMvv37+fxxx8/rGzZsmU99fbu3Ztuf/DgwZ6yF73oRUnNXoNeTO43eJJdHB90oKXuDAtn4kzOrl27+NjHPnZY2dFHH91Tb/ny5QPvc926dT1l2Xv8zDPPDFTviSee6Cnrt/2SJb3xkpWdeOKJPWX9Bn6yf49RsecoSQnDUZIShqMkJQxHSUpM7YDMUUcdxQknnDBjvZUrVw68z+wi8SgeLzauGTKaW1auXMmP/MiPHFZWd6bIt7/97Z6y7DzOHkWWDbKcdNJJtdozCqOaTWPPUZIShqMkJQxHSUoYjpKUmNoBGRhscGKY78T4zne+01OWzUjJ6h111FE9ZdkFb8gvMD/3uc/tKcv+ftksIM0PBw4c6BlAyc6vfudNdo4tXbq0pyw755966qmB6g0z+DHoo8iGeWRZNpjUWdbkgKQ9R0lKGI6SlDAcJSlhOEpSYqoHZLovKGcXa4e5gPuc5zxnoHorVqwYqN4oZrNMcnaO6lmyZEk68Nat32P2Msccc0xPWfYeP//5z+8pyx7b1+9RYtkAyii+lybbZ+exm5wtY89RkhKGoyQlDEdJShiOkpQwHCUpMbWj1fv37+exxx47rCwb6dqzZ8/A+9y2bVtPWbbPb37zmz1l2Qjhj//4jw987K9+9as9Zdl0sXvuuaenrN8I6JlnntlTtmvXrmf/vHv37oHbp/oOHTrEvn37DivLpvAN8wVbn/rUp3rKshHdQUeMX/nKVw587Gy0O3PgwIGesn6jzsNM963LnqMkJQxHSUoYjpKUMBwlKTG1AzJHHXUUL37xiw8r279/f1pvUCeffHJPWTYg8/jjjw+0v2xqF+QXo1/0ohf1lC1Z0vv2XXbZZQMdexDDXPhXfaWUnsGJbKpgv8GTrHzQAZRBp9198pOfHKge5Ofn0Ucf3VOWPf+0X3tWrVp1xOMMM8A6k9o9x4j46YgoM/z0DFtFxPqIuDMidkTEnoi4LyKuiIjxDUdJUh9N9Bw/D/xmn3WvAs4HPtxZGBEXA7cBe4FbgR3A64DrgbOBSxtolyTNWu1wLKV8nlZA9oiIT1d//KOOspXAzcBB4LxSyraq/BpgC7AhIjaWUjbVbZskzdbIBmQi4vuAlwP/CPxVx6oNwPHApnYwApRS9gJXVy8vH1W7JGkQoxyQ+flq+SellM5rjudXy7uSbbYCu4H1EbG0lLIvqTOQAwcO8K1vfeuwsuzidr9BkWzw5sQTT+wpy2a+vPCFLxyojTt27EjLs0Ge7IuzBr2I3u/5f34Z19zTPagy6CwTqP+FWIN41ate1ej+mtbv93k2RhKOEXEM8EZaH53/uGv1adXywe7tSikHIuIR4AzgVOD+GY6zvc+q04dqsDQmnrPzx6g+Vv974DjgrlJK96Tg9lj8zj7btsuPG0XDJGkQo/pY3f5I/Ycj2j8ApZSzsvLqf+e1ozy2NBues/NH4z3HiDgDWA88BtyZVGn3DHvv5jy8/MmGmyZJAxtFz7HfQEzbA8A6YDVw2PWXiFgCnAIcAB6u04i9e/fyxS9+8bCy7OL2d33Xd6XbZ3WzAZk6F7wH+TKlIx1n0C/DWrp0aVqebd/0BXwNbv/+/Xzta187rCw7D/sN+GV1V65cOVC9bOZKdn50PtKuUzY7JxsgygYbsxky2ewaoOeRbnB425955pl0u9lotOcYEcuAn6A1EPMnfaptqZYXJOvOAZYD99YZqZakupr+WH0p8Fzgw8lATNtm4AlgY0SsaxdWwXpd9fKmhtslSUNp+mN1+yP1H/WrUErZFRGX0QrJuyNiE63pgxfRus1nM60phZI0MY31HCNiDfBK+g/EPKuUcgdwLq2bvi8B3gLsB64ENha/WV7ShDXWcyyl3A8MfDW/lHIPcGFTx+927LHH8opXvKLRfWaZPeigxijyfr7sU4NZtmwZp58+t+8FP/744xvf5/Oe97zG9pUNLM2WD7uVpIThKEkJw1GSEoajJCWm9jtkDh48yFNPPXVYWXYXf3bHPeQDE4POkJlrs0wcZJkfDh061HM+Zu9dv+9Jyepms7CyetlslrozqLLft2yf3d+bc6Tj9Pv+nCPtf7bsOUpSwnCUpIThKEkJw1GSElM7ILN48WKe85znzFiv3wXcpgdahpk10/Rx5toAkXKLFi0aaIZHv+/+yc6n7BFhgxrFTK9sn4M+Lq3f9sOsH4Y9R0lKGI6SlDAcJSlhOEpSwnCUpMTUjlYfOnSI3bt395R1W758ebp9Nq2w3yjhODgFcPo988wzPV+wlb3vxxxzTLp99sVZJ5xwQk/ZKO5eyPaZTXM86qijesqyL9PqN8qe/Q6P6m4Me46SlDAcJSlhOEpSwnCUpMTUDshA74Xa7EL2TM+Ha+K4/fQbZHHwZWHKprxmAxP9zo9sYCNT9zmNg8oGO+see5xTYe05SlLCcJSkhOEoSQnDUZISUzsgs2jRor4zCTrVvbg9zD6bNuhxhrmI7WDQ5CxevJhVq1bNWG8Uz1Qc9Dj9th20TVm9URynCfYcJSlhOEpSwnCUpIThKEmJqR2QyYzrQvagRtGeum30y7gmaxwDDtmssMWLF/eU1T0XRvF4MWfISNKEGY6SlDAcJSlhOEpSYkENyNSdKdL0xeC6+3M2y3QppQz0CL1s8KS9fbemB+2y76kZRtbGft8XM2mNtioiXh0Rt0fE1yNiX0R8LSI+EhEXJnXXR8SdEbEjIvZExH0RcUVE5O+8JI1RYz3HiPh94B3AY8D/AZ4AjgfOAs4D7uyoezFwG7AXuBXYAbwOuB44G7i0qXZJ0mw0Eo4RcRmtYPxT4OdLKc90rT+q488rgZuBg8B5pZRtVfk1wBZgQ0RsLKVsaqJtkjQbtT9WR8RS4HeAr5AEI0ApZX/Hyw20epSb2sFY1dkLXF29vLxuuySpjiZ6jv+GVti9CzgUEa8FvpfWR+a/K6V8uqv++dXyrmRfW4HdwPqIWFpK2ddA+541zABGdtF6rg2ADHoBvl+7nQ0zt0REz6Py6p6zg35H0qCDIqMYPMkGefqdm+M8Z5sIx39dLfcCn6MVjM+KiK3AhlLKN6ui06rlg907KqUciIhHgDOAU4H7j3TgiNjeZ9XpgzVdGi/P2fmjif8GTqiW7wAK8CrgOcD3Ax8FzgH+sqN++2meO/vsr11+XANtk6RZaaLn2A7YA8BFpZRHq9f/LyLeADwAnBsRr0g+YtdSSjkrK6/+d17b5LGkJnjOzh9N9ByfrJaf6whGAEopu4GPVC9/sFq2e4b9ngffLn+yz3pJGrkmeo4PVMt+Yfbtatn+QpcHgHXAauCw6y8RsQQ4hVYv9OG6Deu+eDtfBiCanukwX/7e6lX3ves3m2YuqfN9TaPURM/x47SuNf6riMj21x6geaRabqmWFyR1zwGWA/c2PVItScOoHY6llC8DHwK+B/ilznUR8Rrg39LqVbZv3dlMa/bMxohY11F3GXBd9fKmuu2SpDqa6s++CTgT+O/VfY6fo/Xx+PW0ZsL8XCllJ0ApZVc1o2YzcHdEbKI1ffAiWrf5bKY1pVCSJqaROzpLKY/RmkN9I/BSWj3I82j1KM8updzWVf8O4FxaN31fArwF2A9cCWwsc+1ua0kLTmNXQqubvN9S/QxS/x6g52k9kjQXzM1hooZMqgM6itHhQf8ujkxPv2mbBjtXzc2nTErShBmOkpQwHCUpYThKUmKqB2S6jeLi9CgGQJrep89znD+aHixx8GX27DlKUsJwlKSE4ShJCcNRkhILakBmFBenveCtURrXIGLdfWbb7969u6dsxYoVtY4zTvYcJSlhOEpSwnCUpIThKEmJqR6Qma8zQAb9gi1Nn0He57k4Kyvb/thjj621z0mz5yhJCcNRkhKGoyQlDEdJSkz1gMy0c+BGozTM+TVo3fk0o8yeoyQlDEdJShiOkpQwHCUpMdUDMt0Xfyd5gXiSAyXDfIfMfLpgvlAN8x7NxfNuvrDnKEkJw1GSEoajJCUMR0lKTPWATNOPfxrXjJRB99l0vWHrSsOaT4OA9hwlKWE4SlLCcJSkhOEoSQnDUZISUz1aPY7pg3W2H8Wz8Yb5OzoyPfc0PXI7bdNjx3nONtJzjIhHI6L0+fl6n23WR8SdEbEjIvZExH0RcUVELG6iTZJUR5M9x53Au5Lyp7oLIuJi4DZgL3ArsAN4HXA9cDZwaYPtkqShNRmOT5ZSrp2pUkSsBG4GDgLnlVK2VeXXAFuADRGxsZSyqcG2SdJQJjEgswE4HtjUDkaAUspe4Orq5eUTaJckPavJnuPSiHgj8D3A08B9wNZSysGueudXy7uSfWwFdgPrI2JpKWVfnQY1PX1wXCY5fVCTNZfeq2EGc0YxMDlpTYbjC4EPdJU9EhE/U0r5m46y06rlg907KKUciIhHgDOAU4H7j3TAiNjeZ9XpgzVZGi/P2fmjqY/V7wdeTSsgVwDfB/whcDLw4Yj4gY66q6rlzj77apcf11DbJGlojfQcSym/2VX098AvRMRTwNuAa4E3NHGsruOelZVX/zuvbfp4Ul2es/PHqAdk3lstz+koa/cMV5Frlz85khZJ0gBGHY7frJYrOsoeqJaruytHxBLgFOAA8HDdg5dSDvsZpM6R6kpzwbjO2Yjo+Rmm7qA/c9Wow/Hl1bIz6LZUywuS+ucAy4F7645US1IdtcMxItZExIqk/GTgxurlBztWbQaeADZGxLqO+suA66qXN9VtlyTV0cSAzH8A3hYRW4EvA98BXgK8FlgG3An8QbtyKWVXRFxGKyTvjohNtKYPXkTrNp/NtKYUStLENBGOn6AVamfSmhe9gtZgyqdo3ff4gdJ1QaSUckdEnAtcBVxCK0QfAq4EbuiuL0njVjscqxu8/2bGir3b3QNcWPf4ozKOO/5H8X/AoUOHesoWLRr86slcvkC+EAzymL26j7qbbVuGPfZ858NuJSlhOEpSwnCUpIThKEmJqf4Ombn+yLJRHHvxYr9lYj6rc040fT4Ns79pHMiz5yhJCcNRkhKGoyQlDEdJSkz1gMw03rWv6eY5O3fYc5SkhOEoSQnDUZIShqMkJaZ6QEZaSJp+ZNlCZ89RkhKGoyQlDEdJShiOkpQwHCUpseBHq+tO18pGAwfdZ92RxEm2XaPR9L//oCPYvu+97DlKUsJwlKSE4ShJCcNRkhJTPSBT5wu2xjEVq+7+Bt2+38X2bHunm03WokWz76/UGVTJjlv3d2BcA5OjYs9RkhKGoyQlDEdJShiOkpSY6gGZOubqReJOPr9vYRpm4KXO+TCuwZdx/X2GZc9RkhKGoyQlDEdJShiOkpSY6gGZuf4YplG0b67/nXVk43hk2STVbc84/z4j6TlGxBsjolQ/P9enzo9FxN0RsTMinoqIz0TET42iPZI0rMbDMSJOAm4EnjpCnTcDHwK+F/ggcDPw3cAtEfEHTbdJkobVaDhG6yak9wPfAt7bp87JwB8AO4B1pZQ3lVJ+Gfh+4EvA2yLiFU22S5KG1XTP8a3A+cDPAE/3qfMfgaXAjaWUR9uFpZRvA/+1evkLDbdLkobSWDhGxBrgncC7Sylbj1D1/Gp5V7Luw1115qVSSs/PXJS1c663WeoWEc/+NKmR0eqIWAJ8APgK8OszVD+tWj7YvaKU8k8R8TTw4ohYXkrZPcNxt/dZdfoMbZAmwnN2/mjqVp7/ApwJvLKUsmeGuquq5c4+63cCK6p6RwxHSRqV2uEYET9Eq7f430opn67fpMGVUs7q06btwNpxtkUahOfs/FHrmmP1cfrPaH1EvmbAzdo9xlV91s/Us5Skkas7IHMssBpYA+ztuPG7AL9R1bm5KntX9fqBarm6e2cR8V20PlI/NtP1Rg3OAZf5a768bzMN7g3b9mG2H9W/Td2P1fuAP+mzbi2t65CfohWI7Y/cW4CzgQs6ytp+tKOOJE1MrXCsBl/6TQ+8llY4/mkp5Y87Vr0f+BXgzRHx/va9jhHxXP55pDu9gVySxmXsD54opTwSEe8AbgC2RcStwDPABuDFTGBgR5K6TeSpPKWU90TEo8DbgZ+kde3zC8DVpZQ/nUSbJKnTyMKxlHItcO0R1n+I1sMnRmZS36cy177HZa61R/11v1fz5b1rup1z4e/tw24lKWE4SlLCcJSkhOEoSQnDUZISfsHWEAYdQZurU7y6zYURQR1uHOdO9r7Pl3M2M6rz2J6jJCUMR0lKGI6SlDAcJSkx1QMyTZsPF62zNva7YD0f/j4LTfd7UnfwZNoGXzKj+vvYc5SkhOEoSQnDUZIShqMkJaZ6QGYhzgBZiH/nabJo0cz9Fd/j8bDnKEkJw1GSEoajJCUMR0lKTPWATJ3ZBoPWrVNvGIPOAvBi/fzW9AyZTJ1zZBTHnqszduw5SlLCcJSkhOEoSQnDUZISUz0gM8iF52EuTk9ysMOBloWh6XO2acM8/m7Qds7Vc9ueoyQlDEdJShiOkpQwHCUpMdUDMnPpzvu51BbNXdN0nsz3v4s9R0lKGI6SlDAcJSlhOEpSYqoHZObqnfdSP56zc4c9R0lKNBKOEfF7EfHxiPhqROyJiB0R8bmI+I2IeH6fbdZHxJ1V3T0RcV9EXBERi5tokyTV0VTP8ZeBFcDHgHcDfw4cAK4F7ouIkzorR8TFwFbgHOB24EbgaOB6YFNDbZKkWWvqmuPKUsre7sKI+B3g14H/DPxiVbYSuBk4CJxXStlWlV8DbAE2RMTGUoohKWliGuk5ZsFY+Ytq+dKOsg3A8cCmdjB27OPq6uXlTbRLkmZr1KPVr6uW93WUnV8t70rqbwV2A+sjYmkpZd8oGydNk6a/2G2Y/Y3iS+UmrdFwjIi3A8cCq4B1wCtpBeM7O6qdVi0f7N6+lHIgIh4BzgBOBe6f4Xjb+6w6fbiWS+PhOTt/NN1zfDtwYsfru4CfLqV8s6NsVbXc2Wcf7fLjGm6bJA2s0XAspbwQICJOBNbT6jF+LiJ+rJTy2SaPVR3vrKy8+t95bdPHk+rynJ0/RnITeCnl8VLK7cBrgOcDf9axut0zXNWz4eHlT46ibZI0iJHOkCmlfBn4AnBGRLygKn6gWq7urh8RS4BTaN0j+XADxz/sp+n99dtnnXrD1m3676j5KyJ6fiZ5jjT9+zJs3brGMX3wu6vlwWq5pVpekNQ9B1gO3OtItaRJqh2OEbE6Ino+IkfEouom8BNohd23q1WbgSeAjRGxrqP+MuC66uVNddslSXU0MSBzIfC7EfEp4BHgW7RGrM+ldTvO14HL2pVLKbsi4jJaIXl3RGwCdgAX0brNZzNwawPtkqRZayIc/xr4l7TuaTyT1i04T9O6j/EDwA2llB2dG5RS7oiIc4GrgEuAZcBDwJVVfS+eSZqo2uFYSvl74M2z2O4eWr3Okem+Q38Ud/w3Xa9f3cx8n4GgmU3ynK1r0GPPVT7PUZIShqMkJQxHSUoYjpKUmOov2Brk4u8wF4gHrVv3ovOgF7LHdRyNT9PnbKbpx5g1UXdSxzkSe46SlDAcJSlhOEpSwnCUpMRUD8hM0wyScf1dpunfbD6aS//+c6ktk2DPUZIShqMkJQxHSUoYjpKUmOoBmUmZxi8413h0nzvDzGKa5Dk2jY/Zs+coSQnDUZIShqMkJQxHSUpM9YDMXHr81lxqi6bTfDjH5kMb2+w5SlLCcJSkhOEoSQnDUZIShqMkJaZ6tHo+TVWSYLBz1vN6POw5SlLCcJSkhOEoSQnDUZISUz0gM8hUpX4Xt+s8n26+TJHywv78NMz5Neh7PF/O2cyozmN7jpKUMBwlKWE4SlLCcJSkxFQPyHQb5sJt0xd5HfxQU+oOIg6zzzrm+xfN1e45RsTzI+LnIuL2iHgoIvZExM6I+FRE/GxEpMeIiPURcWdE7Ki2uS8iroiIxXXbJEl1NdFzvBS4Cfgn4BPAV4ATgX8H/DHwoxFxaen4byQiLgZuA/YCtwI7gNcB1wNnV/uUpIlpIhwfBC4C/qqUcqhdGBG/DvwdcAmtoLytKl8J3AwcBM4rpWyryq8BtgAbImJjKWVTA22TpFmp/bG6lLKllPKhzmCsyr8OvLd6eV7Hqg3A8cCmdjBW9fcCV1cvL6/bLkmqY9QDMvur5YGOsvOr5V1J/a3AbmB9RCwtpexrsjGTnAUwF2cgzOfZPdOq6X//ufZ+zrX2HMnIwjEilgA/Wb3sDMLTquWD3duUUg5ExCPAGcCpwP0zHGN7n1WnD9daaTw8Z+ePUd7n+E7ge4E7Sykf6ShfVS139tmuXX7cqBomSTMZSc8xIt4KvA34IvATozgGQCnlrD7H3w6sHdVxpdnynJ0/Gu85RsSbgXcDXwB+uJSyo6tKu2e4ily7/Mmm2yZJg2q05xgRV9C6V/HvgVeXUr6RVHsAWAesBg67/lJdpzyF1gDOww20p+4uFhz/zSbLf/+5o7GeY0T8Kq1g/DytHmMWjNC6lxHggmTdOcBy4N6mR6olaRiNhGN1A/c7afUEX11KeeII1TcDTwAbI2Jdxz6WAddVL29qol2SNFu1P1ZHxE8Bv0VrxssngbcmHw0eLaXcAlBK2RURl9EKybsjYhOt6YMX0brNZzOtKYWSNDFNXHM8pVouBq7oU+dvgFvaL0opd0TEucBVtKYXLgMeAq4Ebijz6U5RSVOpdjiWUq4Frp3FdvcAF9Y9viSNgg+7laSE4ShJCcNRkhKGoyQlpvo7ZObSoPdcfDyYszGmy6Dn06Dv+6TPz0mz5yhJCcNRkhKGoyQlDEdJShiOkpSY6tHqbsOMGDc9kpsdx9FidRtkhHiY86bpc6zf/uqMlM/V3w17jpKUMBwlKWE4SlLCcJSkxIIakBlmOtQ4pk5NenrWXJzSqMPVfY+afj/r7m/Q7efCeWjPUZIShqMkJQxHSUoYjpKUmOoBmblwl/1847/ZZA3y7+97NB72HCUpYThKUsJwlKSE4ShJiakekOm+y35cjyyr+wimQbevU2/YNmk8xjEzpM4XbPnIMkla4AxHSUoYjpKUMBwlKTHVAzLdfNST5ptRPFauzvYL6Ty25yhJCcNRkhKGoyQlDEdJSkz1gMxcuMteGoaPLJs7Guk5RsSGiHhPRHwyInZFRImID86wzfqIuDMidkTEnoi4LyKuiIjFTbRJkupoqud4NfADwFPAY8DpR6ocERcDtwF7gVuBHcDrgOuBs4FLG2qXJM1KU9ccfxlYDawELj9SxYhYCdwMHATOK6X8bCnlHcDLgE8DGyJiY0PtkqRZaSQcSymfKKX8Qxnszs0NwPHAplLKto597KXVA4UZAlaSRm0SAzLnV8tuN+VGAAAgAElEQVS7knVbgd3A+ohYWkrZV+dAk3r80ygeJdb0I6H61dVk1XnM3qBGcc42fey6+2zCJG7lOa1aPti9opRyAHiEVmifOs5GSVKnSfQcV1XLnX3Wt8uPm2lHEbG9z6ojDghJk+I5O394E7gkJSbRc2z3DFf1Wd8uf3KmHZVSzsrKq/+d1w7fNGm0PGfnj0n0HB+olqu7V0TEEuAU4ADw8DgbJUmdJhGOW6rlBcm6c4DlwL11R6ozEdHzM0zdQbevU2+Ykbc622puqnPezIdzdlDjOs6RTCIcNwNPABsjYl27MCKWAddVL2+aQLsk6VmNXHOMiNcDr69evrBaviIibqn+/EQp5e0ApZRdEXEZrZC8OyI20Zo+eBGt23w205pSKEkT09SAzMuAn+oqO5V/vlfxy8Db2ytKKXdExLnAVcAlwDLgIeBK4IYBZ9pI0sg0Eo6llGuBa4fc5h7gwiaOL0lNm+rnOXab5BdsjcIkv2hJozFf35Ompx/Ohd9VbwKXpIThKEkJw1GSEoajJCWmekDGGSOab+brOTtf230k9hwlKWE4SlLCcJSkhOEoSYmpHpCZlEFnC0izMcyMkEmed/P998CeoyQlDEdJShiOkpQwHCUpMdUDMuN4/NOgF5jrXkSv83eZTxfBNbN+72d2jjT9KLFhjj2our+nozq/7TlKUsJwlKSE4ShJCcNRkhJTPSBT50Jtnbv7B73gPUz7HFTRbDR9ztY9Tt1jj/P3wJ6jJCUMR0lKGI6SlDAcJSkx1QMyTc+Qmev7G1bTM3FUX/e/f933aNrO2XEe356jJCUMR0lKGI6SlDAcJSlhOEpSYqpHq51yNzz/zSZrkH9/36PxsOcoSQnDUZIShqMkJQxHSUpM9YBMnalYdZ7JWPdLjfyCrYWr6fd5XOfsoEbx3MhRTSmcaM8xIl4cEe+LiK9FxL6IeDQi3hURz51kuyRpYj3HiHgJcC9wAvC/gS8CPwj8EnBBRJxdSvnWpNonaWGbZM/xf9IKxreWUl5fSvm1Usr5wPXAacDvTLBtkha4iYRj1Wt8DfAo8D+6Vv8G8DTwExGxYsxNkyRgch+rf7hafrSUcqhzRSnlOxFxD63wfDnw8aYOOorn4DVdb9i6dfbn8xynyyTP2UHV3ec4z89JheNp1fLBPuv/gVY4ruYI4RgR2/usOn32TZNGx3N2/pjUNcdV1XJnn/Xt8uPG0BZJ6jGv73MspZyVlVf/O68dc3OkGXnOzh+TCsd2z3BVn/Xt8idnuf+Xffazn2XFCsdz6tizZw+LFjmJakw8ZxvQ5Dk7qXB8oFqu7rP+pdWy3zXJGR1zzDGsWbNmtpsLuP/++1m2bNmkm7FgeM7W1+Q5O6lw/ES1fE1ELOocsY6I5wBnA7uBv53l/j+/Zs2atdu397v2PX6DTs+aS846K/0EqNGYc+fsfNTkOTuRz0yllC8BHwVOBt7Utfo3gRXAB0opT4+5aZIETHZA5hdpTR+8ISJeDdwP/BCteyAfBK6aYNskLXATu9pe9R7XAbfQCsW3AS8B3g28fNrmVUdEz4+kuWuit/KUUr4K/Mwk2yBJGe/TkKSE4ShJCcNRkhKGoyQlDEdJSjQWjhHx2oj4aEQ8FhF7IuLhiPjLiHhFn/rrI+LOiNhR1b8vIq6IiMVNtUmSZquRcIyI3wP+L62nitxF617FzwIXA/dExBu76l8MbAXOAW4HbgSOpvUVCZuaaJMk1VH7PseIeCHwduBx4PtLKd/oWPfDwBbgt4APVmUrgZuBg8B5pZRtVfk1Vd0NEbGxlGJISpqYJnqO/6Laz2c6gxGglPIJ4DvA8R3FG6rXm9rBWNXdC1xdvby8gXZJ0qw1EY7/ADwD/GBEvKBzRUScAzwH+OuO4vOr5V3JvrbSehrP+ohY2kDbJGlWaodjKWUH8KvAicAXIuKPIuJ3I+IvaD1552PAf+rYpO/3x5RSDgCP0Pq4f2rdtknSbDUyt7qU8q6IeBR4H3BZx6qHgFu6Pm439v0xflmR5hvP2fmjqdHqXwE203rCzktoPY/xLOBh4M8j4vebOI4kjUsTo9XnAb8H3F5KubJj1Wcj4g20Pj6/LSLeW0p5mAa/P8YvK9J84zk7fzTxsfrHquUnuleUUnZHxN8BbwDOpNWTfIDWcxxXA4d9xIiIJcApwIGqbi1+Qb3mmzrn7KDPCB3HMYY5drbPufC728TH6vao8vF91rfLn6mWW6rlBUndc4DlwL2llH0NtE2SZqWJcPxktfz5iHhR54qI+FFaX5a1l9ZXIkDr2uQTwMaIWNdRdxlwXfXypgbaJUmz1sTH6s207mP8EeD+iLgd+DqwhtZH7gB+rf21B6WUXRFxWbXd3RGxCdgBXETrNp/NwK0NtEuSZq12OJZSDkXEhbS+RXAjreuLy2kF3p3ADaWUj3Ztc0dEnEvrS7QuAZbRuu3nyqr+5C84SFrQmrrPcT/wrupn0G3uAS5s4vj9+CVWmm/Gcc5O8vdi0GPPhd9dn+coSQnDUZIShqMkJQxHSUo0MiCzkA16x7+k+cWeoyQlDEdJShiOkpQwHCUp4YBMTQ6+SNPJnqMkJQxHSUoYjpKUMBwlKWE4SlLCcJSkhOEoSQnDUZIShqMkJQxHSUoYjpKUMBwlKWE4SlLCcJSkhOEoSQmf5yjNYX6B2+TYc5SkhOEoSQnDUZIShqMkJRyQmYO8CK823/fJsecoSQnDUZIShqMkJQxHSUpM9YDMoUOHJt2EZ2VtWbKk+X/+7DjZAA/AokW9/zf2q6vxmEvn7DADg1ndQc+vQcuG2WcT7DlKUqJ2OEbET0dEmeHnYLLd+oi4MyJ2RMSeiLgvIq6IiMV12yRJdTXxue7zwG/2Wfcq4Hzgw52FEXExcBuwF7gV2AG8DrgeOBu4tIF2SdKs1Q7HUsrnaQVkj4j4dPXHP+ooWwncDBwEziulbKvKrwG2ABsiYmMpZVPdtknSbI1sQCYivg94OfCPwF91rNoAHA/8WTsYAUopeyPiauDjwOVA7XDMLt52q3sBPDvGM888M9C2w1xIHuaitdQ26KDKoOdXvwGZ7Pdg0MHBbJ/9jjPT72uTvxOjHJD5+Wr5J6WUzmuO51fLu5JttgK7gfURsXSEbZOkIxpJzzEijgHeSOuj8x93rT6tWj7YvV0p5UBEPAKcAZwK3D/Dcbb3WXX6UA2WxsRzdv4YVc/x3wPHAXeVUr7atW5VtdzZZ9t2+XGjaJgkDWJU1xzbH6n/cET7B6CUclZWXv3vvHaUx5Zmw3N2/mg8HCPiDGA98BhwZ1Kl3TNclazrLH+yTjsOHTrEnj17DivLLtY+9thj6fYHDhzoKVu5cmVPWXYhevny5QPV6ycb0Mn2mRlmBsEwF8I1HsOcJ4PIBjCy93jQ437xi19My/fv399TdtJJJw3UnqeffnqgYwOceOKJPWWdv6tzfUCm30BM2wPVcnX3iohYApwCHAAeHkHbJGkgjYZjRCwDfoLWQMyf9Km2pVpekKw7B1gO3FtK2ddk2yRpGE33HC8Fngt8OBmIadsMPAFsjIh17cIqWK+rXt7UcLskaShNX3Nsf6T+o34VSim7IuIyWiF5d0RsojV98CJat/lspjWlUJImprFwjIg1wCvpPxDzrFLKHRFxLnAVcAmwDHgIuBK4oTRwVXXRokUcc8wxM9Z76Utf2q+NPWWDDlYMOkOm3yPLBn2UWdbG7IL3wYPZpd/8InxnXWfgjF/3+5e9B4sX589mGXS21zDnSLfVq3uGCvoadNbNccf13rU3zCBi579HkwNajYVjKeV+YOChzlLKPcCFTR1fkprk8xwlKWE4SlLCcJSkxNR+h8yhQ4d67rzPLmR/5CMfSbc/9thje8qyi8HZ4Mmtt/YOtu/b13vb5g033JAeO9vn7t27B6r3spe9LN1n5ktf+tLAdTV6//iP/8hVV111WNmyZct66p133nnp9tkA5Pbtvc+5yM7j97znPT1l3TPMAN73vvelx87OxUEHkz796U/3lPUbXNq2bVtP2a5du57980MPPZRuNxv2HCUpYThKUsJwlKSE4ShJCcNRkhIxjVPEImL72rVr12YjdXXUmVJY9995Es9ZPOus1nNZt2/f7kMeR6x9znaPxmbv+9e+9rV0H9mI8fOf//zsWD1lTT9HEgafzjjMsWf6HWzynLXnKEkJw1GSEoajJCUMR0lKTO30QRjsgvDjjz+elmcXfk844YSesuzidvZsvKzejTfemB47ex7kww/3fqXO8ccf31P227/92+k+B+UXbE1OKaXni92y9+N5z3teun1WN/uiuOzcrvMMUZj52aBNHBtm/sKwuf4FW5I07xmOkpQwHCUpYThKUmJqB2S+8Y1v9DwvMbvwe/nllw+8zzqzYbKyt7zlLen22TPvBr3QnF2w7jcwlf19Oo8zjbOn5rpBzrF+AxjZtjMNYLQNes7WnUlT59gA+/fv7ynrfFbqoLNyBmHPUZIShqMkJQxHSUoYjpKUmNoBmRNOOKFnwGPQ2Sz9ZBejswvHX/nKV3rKjj766J6yk046KT1Ots9BL6xngzn9LqLPdPHf2TLjFRE971/dQbFBz6XPfOYzPWXZl3utW7cuPU6dc2WYbbPzu7Od2frZsucoSQnDUZIShqMkJQxHSUpM7YAM9F7ozS5OP/jgg+m22Z342aBKts+XvvSlA7Wv38X27AL13/7t3/aUZYNJ55577kDH1vww6IySfuU7duzoKcvO7fXr1w+0v34zUAadmZU9Qm3FihUDHbufUQ0c2nOUpIThKEkJw1GSEoajJCWmekCmW3bh9vTTT298n4N+d8Ywj1d6+ctfPlC9QY89CB9ZNl6llJ73r+5gwwte8IKeskH3OcxgUDYLKyvLHrc2zCy1mfgdMpI0Yo2GY0S8OiJuj4ivR8S+iPhaRHwkIi5M6q6PiDsjYkdE7ImI+yLiiohobnKkJM1SYx+rI+L3gXcAjwH/B3gCOB44CzgPuLOj7sXAbcBe4FZgB/A64HrgbODSptolSbPRSDhGxGW0gvFPgZ8vpTzTtf6ojj+vBG4GDgLnlVK2VeXXAFuADRGxsZSyqYm2SdJs1P5YHRFLgd8BvkISjACllM5b8jfQ6lFuagdjVWcvcHX1cvAvdpGkEWii5/hvaIXdu4BDEfFa4HtpfWT+u1LKp7vqn18t70r2tRXYDayPiKWllH1JnVkb5ot8MtnoXZ2yYaYPDtrObISw3+jkTMfxeY7jFRFz6t88O+eGad+go9B1n8HY2aYm//2aCMd/XS33Ap+jFYzPioitwIZSyjerotOqZc+k5lLKgYh4BDgDOBW4/0gHjojtfVbVuz9HGhHP2fmjidHqE6rlO4ACvAp4DvD9wEeBc4C/7Ki/qlru7LO/dvlxDbRNkmaliZ5jO2APABeVUh6tXv+/iHgD8ABwbkS8IvmIXUsp5aysvPrfeW2Tx5Ka4Dk7fzTRc3yyWn6uIxgBKKXsBj5SvfzBatnuGa4i1y5/ss96SRq5JnqOD1TLfmH27Wp5TEf9dcBq4LDrLxGxBDiFVi/04boN6744O+hASV2DDor0O3bdC+F1zKUBgYWo+9yp+35M8lzq98Vu3YZpTzbldlTTXJvoOX6c1rXGfxUR2f7aAzSPVMst1fKCpO45wHLg3qZHqiVpGLXDsZTyZeBDwPcAv9S5LiJeA/xbWr3K9q07m2nNntkYEes66i4Drqte3lS3XZJUR1PTB98EnAn89+o+x8/R+nj8elozYX6ulLIToJSyq5pRsxm4OyI20Zo+eBGt23w205pSKEkT08iDJ0opj9GaQ30j8FJaPcjzaPUozy6l3NZV/w7gXFo3fV8CvAXYD1wJbCw+K0vShDX24InqJu+3VD+D1L8H6HlazygNc+G3zoXsQS9E99P0BfNhZuJo/prk4EumzrGHOWf9gi1JGiPDUZIShqMkJQxHSUosqC/Yqvt4skG3H8WF8Trt6cebAuae7vek7rlU5z3Oth1msHEU59c4z1l7jpKUMBwlKWE4SlLCcJSkxFQPyAxy4bruIE2denXVPU72+CdnzUxW3dlVTRrFIOIoOENGksbIcJSkhOEoSQnDUZISUz0gM4iFPAAxly7+S4MY5++rvx2SlDAcJSlhOEpSwnCUpMSCH5AZhVE8ZmohDxxJbeP83bDnKEkJw1GSEoajJCUMR0lKGI6SlHC0egTm2nPw+j2z0hFwtc2XOyScPihJE2Y4SlLCcJSkhOEoSQkHZBaAuXhhXXOL50gve46SlDAcJSlhOEpSwnCUpIQDMiMwX2YbSOrPnqMkJRoJx4h4NCJKn5+v99lmfUTcGRE7ImJPRNwXEVdExOIm2iRJdTT5sXon8K6k/Knugoi4GLgN2AvcCuwAXgdcD5wNXNpguyRpaE2G45OllGtnqhQRK4GbgYPAeaWUbVX5NcAWYENEbCylbGqwbZI0lElcc9wAHA9sagcjQCllL3B19fLyCbSrMRHR8zMupZSen0OHDqU/kvprsue4NCLeCHwP8DRwH7C1lHKwq9751fKuZB9bgd3A+ohYWkrZ12D7JGlgTYbjC4EPdJU9EhE/U0r5m46y06rlg907KKUciIhHgDOAU4H7j3TAiNjeZ9XpgzVZGi/P2fmjqY/V7wdeTSsgVwDfB/whcDLw4Yj4gY66q6rlzj77apcf11DbJGlojfQcSym/2VX098AvRMRTwNuAa4E3NHGsruOelZVX/zuvbfp4Ul2es/PHqAdk3lstz+koa/cMV5Frlz85khZNuWwwaNGiRemPpP5G/RvyzWq5oqPsgWq5urtyRCwBTgEOAA+PtmmS1N+ow/Hl1bIz6LZUywuS+ucAy4F7HamWNEm1wzEi1kTEiqT8ZODG6uUHO1ZtBp4ANkbEuo76y4Drqpc31W2XJNXRxIDMfwDeFhFbgS8D3wFeArwWWAbcCfxBu3IpZVdEXEYrJO+OiE20pg9eROs2n820phRK0sQ0EY6foBVqZ9KaF72C1mDKp2jd9/iB0vUMr1LKHRFxLnAVcAmtEH0IuBK4obu+cj4aTRqd2uFY3eD9NzNW7N3uHuDCuseXpFHwfg5JShiOkpQwHCUpYThKUsIv2JrHHJmWRseeoyQlDEdJShiOkpQwHCUpYThKUsJwlKSE4ShJCcNRkhKGoyQlFtQMGZ9/KGlQ9hwlKWE4SlLCcJSkhOEoSYkFNSDj4IukQdlzlKSE4ShJCcNRkhKGoyQlFtSAzEKQzQLS/LVQZ3UNcx6P6t/DnqMkJQxHSUoYjpKUMBwlKeGAzJRZCBfrF5KF+n7Ohb+3PUdJShiOkpQwHCUpYThKUsJwlKSE4ShJiZGEY0S8MSJK9fNzfer8WETcHRE7I+KpiPhMRPzUKNojScNqPBwj4iTgRuCpI9R5M/Ah4HuBDwI3A98N3BIRf9B0myRpWI2GY7Tu3Hw/8C3gvX3qnAz8AbADWFdKeVMp5ZeB7we+BLwtIl7RZLskaVhN9xzfCpwP/AzwdJ86/xFYCtxYSnm0XVhK+TbwX6uXv9BwuyRpKI2FY0SsAd4JvLuUsvUIVc+vlncl6z7cVUeSJqKRudURsQT4APAV4NdnqH5atXywe0Up5Z8i4mngxRGxvJSye4bjbu+z6vQZ2iBNhOfs/NHUgyf+C3Am8MpSyp4Z6q6qljv7rN8JrKjqHTEcJWlUaodjRPwQrd7ifyulfLp+kwZXSjmrT5u2A2vH2RZpEJ6z80eta47Vx+k/o/UR+ZoBN2v3GFf1WT9Tz1KSRq7ugMyxwGpgDbC348bvAvxGVefmquxd1esHquXq7p1FxHfR+kj92EzXGyVplOp+rN4H/EmfdWtpXYf8FK1AbH/k3gKcDVzQUdb2ox11JGliaoVjNfjSb3rgtbTC8U9LKX/cser9wK8Ab46I97fvdYyI5/LPI93pDeSSNC5j/5qEUsojEfEO4AZgW0TcCjwDbABezAQGdiSp20S+Q6aU8p6IeBR4O/CTtK59fgG4upTyp5NokyR1Glk4llKuBa49wvoP0Xr4hCTNOT7PUZIShqMkJQxHSUoYjpKUMBwlKWE4SlLCcJSkhOEoSQnDUZIShqMkJQxHSUoYjpKUMBwlKWE4SlJiIs9z1JGVUnrKImICLZEWLnuOkpQwHCUpYThKUsJwlKSE4ShJCUer5yBHpqXJs+coSQnDUZIShqMkJQxHSUoYjpKUMBwlKWE4SlLCcJSkhOEoSQnDUZIShqMkJQxHSUoYjpKUMBwlKWE4SlLCcJSkRCPhGBG/FxEfj4ivRsSeiNgREZ+LiN+IiOf32WZ9RNxZ1d0TEfdFxBURsbiJNklSHU31HH8ZWAF8DHg38OfAAeBa4L6IOKmzckRcDGwFzgFuB24EjgauBzY11CZJmrWmviZhZSllb3dhRPwO8OvAfwZ+sSpbCdwMHATOK6Vsq8qvAbYAGyJiYynFkJQ0MY30HLNgrPxFtXxpR9kG4HhgUzsYO/ZxdfXy8ibaJUmzNeoBmddVy/s6ys6vlncl9bcCu4H1EbF0lA2TpCNp9NsHI+LtwLHAKmAd8EpawfjOjmqnVcsHu7cvpRyIiEeAM4BTgftnON72PqtOH67l0nh4zs4fTX8169uBEzte3wX8dCnlmx1lq6rlzj77aJcf13DbJGlgjYZjKeWFABFxIrCeVo/xcxHxY6WUzzZ5rOp4Z2Xl1f/Oa5s+nlSX5+z8MZJrjqWUx0sptwOvAZ4P/FnH6nbPcFXPhoeXPzmKtknSIEY6IFNK+TLwBeCMiHhBVfxAtVzdXT8ilgCn0LpH8uFRtk2SjmQc0we/u1oerJZbquUFSd1zgOXAvaWUfaNumCT1UzscI2J1RPR8RI6IRdVN4CfQCrtvV6s2A08AGyNiXUf9ZcB11cub6rZLkupoYkDmQuB3I+JTwCPAt2iNWJ9L63acrwOXtSuXUnZFxGW0QvLuiNgE7AAuonWbz2bg1gbaJUmz1kQ4/jXwL2nd03gmrVtwnqZ1H+MHgBtKKTs6Nyil3BER5wJXAZcAy4CHgCur+qWBdknSrNUOx1LK3wNvnsV299DqdUrSnOPzHCUpYThKUsJwlKSE4ShJCcNRkhKGoyQlDEdJShiOkpQwHCUpYThKUsJwlKSE4ShJCcNRkhKGoyQlDEdJShiOkpQwHCUpYThKUsJwlKSE4ShJCcNRkhKGoyQlDEdJShiOkpQwHCUpYThKUsJwlKSE4ShJCcNRkhKGoyQlDEdJShiOkpQwHCUpYThKUsJwlKSE4ShJidrhGBHPj4ifi4jbI+KhiNgTETsj4lMR8bMRkR4jItZHxJ0RsaPa5r6IuCIiFtdtkyTVtaSBfVwK3AT8E/AJ4CvAicC/A/4Y+NGIuLSUUtobRMTFwG3AXuBWYAfwOuB64Oxqn5I0MU2E44PARcBflVIOtQsj4teBvwMuoRWUt1XlK4GbgYPAeaWUbVX5NcAWYENEbCylbGqgbZI0K7U/VpdStpRSPtQZjFX514H3Vi/P61i1ATge2NQOxqr+XuDq6uXlddslSXWMekBmf7U80FF2frW8K6m/FdgNrI+IpaNsmCQdSRMfq1MRsQT4yeplZxCeVi0f7N6mlHIgIh4BzgBOBe6f4Rjb+6w6fbjWSuPhOTt/jLLn+E7ge4E7Sykf6ShfVS139tmuXX7cqBomSTMZSc8xIt4KvA34IvATozgGQCnlrD7H3w6sHdVxpdnynJ0/Gu85RsSbgXcDXwB+uJSyo6tKu2e4ily7/Mmm2yZJg2o0HCPiCuA9wN/TCsavJ9UeqJark+2XAKfQGsB5uMm2SdIwGgvHiPhVWjdxf55WMH6jT9Ut1fKCZN05wHLg3lLKvqbaJknDaiQcqxu43wlsB15dSnniCNU3A08AGyNiXcc+lgHXVS9vaqJdkjRbtQdkIuKngN+iNePlk8BbI6K72qOllFsASim7IuIyWiF5d0RsojV98CJat/lspjWlUJImponR6lOq5WLgij51/ga4pf2ilHJHRJwLXEVreuEy4CHgSuCGznnYkjQJtcOxlHItcO0strsHuLDu8SVpFHyeoyQlDEdJShiOkpQwHCUpYThKUsJwlKSE4ShJCcNRkhKGoyQlDEdJShiOkpQwHCUpYThKUsJwlKSE4ShJCcNRkhKGoyQlDEdJShiOkpQwHCUpYThKUsJwlKSE4ShJCcNRkhKGoyQlDEdJShiOkpQwHCUpYThKUsJwlKSE4ShJCcNRkhKGoyQlDEdJShiOkpRYMukGTKNSSk9ZREygJZJmq5GeY0RsiIj3RMQnI2JXRJSI+OAM26yPiDsjYkdE7ImI+yLiiohY3ESbJKmOpnqOVwM/ADwFPAacfqTKEXExcBuwF7gV2AG8DrgeOBu4tKF2SdKsNHXN8ZeB1cBK4PIjVYyIlcDNwEHgvFLKz5ZS3gG8DPg0sCEiNjbULkmalUbCsZTyiVLKP5TsYluvDcDxwKZSyraOfeyl1QOFGQJWkkZtEgMy51fLu5J1W4HdwPqIWFpK2Te+ZjXHwRdp/pvErTynVcsHu1eUUg4Aj9AK7VPH2ShJ6jSJnuOqarmzz/p2+XEz7SgitvdZdcQBIWlSPGfnD28Cl6TEJHqO7Z7hqj7r2+VPzrSjUspZWXn1v/Pa4ZsmjZbn7PwxiZ7jA9VydfeKiFgCnAIcAB4eZ6MkqdMkwnFLtbwgWXcOsBy4d76OVEuaDpMIx83AE8DGiFjXLoyIZcB11cubJtAuSXpWI9ccI+L1wOurly+slq+IiFuqPz9RSnk7QCllV0RcRisk746ITbSmD15E6zafzbSmFErSxDQ1IPMy4Ke6yk7ln+9V/DLw9vaKUsodEXEucBVwCbAMeAi4ErhhwJk2kjQyjYRjKeVa4Noht7kHuLCJ40tS07zPUZIShqMkJQxHSUoYjpKUMBwlKWE4SlLCcJSkhOEoSQnDUZIShvCG3OoAACAASURBVKMkJQxHSUoYjpKUMBwlKWE4SlLCcJSkhOEoSQnDUZIShqMkJQxHSUoYjpKUMBwlKWE4SlLCcJSkhOEoSQnDUZIShqMkJQxHSUoYjpKUMBwlKWE4SlLCcJSkhOEoSQnDUZIShqMkJQxHSUoYjpKUMBwlKTHRcIyIF0fE+yLiaxGxLyIejYh3RcRzJ9kuSVoyqQNHxEuAe4ETgP8NfBH4QeCXgAsi4uxSyrcm1T5JC9ske47/k1YwvrWU8vpSyq+VUs4HrgdOA35ngm2TtMBNJByrXuNrgEeB/9G1+jeAp4GfiIgVY26aJAGT6zn+cLX8aCnlUOeKUsp3gHuA5cDLx90wSYLJXXM8rVo+2Gf9P9DqWa4GPt5vJxGxvc+q02ffNGl0PGfnj0n1HFdVy5191rfLjxtDWySpx8RGq5tQSjkrK6/+d1475uZIM/KcnT8mFY7tnuGqPuvb5U/Ocv8v++xnP8vy5ctnubkA9uzZw6JFzhMYE8/ZBjR5zk4qHB+olqv7rH9ptex3TXJGxxxzDGvWrJnt5gLuv/9+li1bNulmLBieszMrpfSURcSzf27ynJ1UOH6iWr4mIhZ1jlhHxHOAs4HdwN/Ocv+fX7Nmzdpt27bVbOZ06zyp2jpPvnXr1o2zOQtd7XN2pvezCdkx+h1nFO05ePBgT9nixYuf/XOT5+xEPjOVUr4EfBQ4GXhT1+rfBFYAHyilPD3mpkkSMNkBmV+kNX3whoh4NXA/8EO07oF8ELhqgm2TtMBN7Gp71XtcB9xCKxTfBrwEeDfwcudVS5qkid7KU0r5KvAzo9p/v+sjXW2Y9bbTaKH+veeKufTvn7XlwIEDad3O635tda4v9vt3WLJkfJHlfRqSlDAcJSlhOEpSwnCUpMS8nlvdhLl0AVxqWtPn9zgHRCatsZ5jRLw2Ij4aEY9FxJ6IeDgi/jIiXtGn/vqIuDMidlT174uIK/5/9u4+2q6yPvD490ciCQkQuhSlFh0IykuxVSD1JdiAOOMgFdAhTLPW2NZOS6e0viBq26kwpV10ql2dAakz2NJWrXZN6IQFHSuirRGj4LSLt0WtCCKgMhYVY4JAEkjymz/2Pnpy73Nyz717n9f7/ax118559rP3fu49z/nlOfu3n70jYnbaS5KGrJXgGBHvBf6W6q4iN1Fdq3gHcC5wS0S8cUb9c4EtwDrgeuD9wIFUj0jY2EabJKmJxmPkiDgCeCfwLeAnM/PbXeteBWwGfg/4aF12KHANsAc4PTNvq8svreuuj4gNmWmQlDQybYwc/1W9n3/oDowAmfkZ4PvA4V3F6+vXGzuBsa67E7ikfnlhC+2SpAVr4+zqV4CngJdGxLMy89HOiohYBxwC3NBV/4x6eVNhX1uo7sazNiKWZeauFtonqSVN76rTb4JoPjPX2r7zUEfjkWNmbgV+E3gO8KWI+NOI+IOI+GuqO+/8HfCfujbp+fyYzNwNPEgVtFc3bZskLVQrefnMvDIiHgL+Ariga9X9wIdmfN1u7fkxPqxIk8Y+Oznaylb/BrCJ6g47x1Ddj/EU4AHgryLiD9s4jiQNSxvZ6tOB9wLXZ+bFXavuiIg3UH19fkdEfCAzH6DF58f4sCJNGvvs5Ghj5Pi6evmZmSsy80ngH+vjnFQX93x+TEQsBY4GdlONOiVpJNoIjsvq5eE91nfKn6qXm+vlmYW664AVwK1mqqXxExGNfpoeZ666bWojOH6uXv5KRPxY94qIeC3Vw7J2Uj0SAapzk48CGyJiTVfd5cDl9curW2iXJC1YG9nqTcDfA/8auCcirgceAU6g+sodwG91HnuQmY9FxAX1djdHxEZgK3AO1WU+m4BrW2iXJC1Y4+CYmXsj4iyqpwhuAN5A9dV4K3AjcFVmfmrGNjdExGlUD9E6D1hOddnPxXX9wVzVKUl9aus6x6eBK+uffre5BTirjeNLUtum+uZswxiADuIhQv1OkWpSD2Dv3r1zNVGLRJP+NR+TdP9U7wQuSQUGR0kqMDhKUoHBUZIKpjohM4yTv8M6wdzvcebTngMO8P9GVQbRvyadnw5JKjA4SlKBwVGSCgyOklQw1QkZadL0MwNlEEmRYc2QKZnP7zOfGWBNOXKUpAKDoyQVGBwlqcDgKEkFU52Q8Z65mka9+nXbiYmmn59hJXkG9Tl35ChJBQZHSSowOEpSgcFRkgqmOiEzjBPU03YLJ5NY42U+CYy2nzM0n/5eqjvpt8Sb7NZL0oAYHCWpwOAoSQUGR0kqmOqEzDCSCyYwNEjDmj3Sdr351h1HjhwlqcDgKEkFBkdJKjA4SlKBwVGSCqY6Wy1NmpkZ3lE+TGvU+ywZ1kO/wJGjJBUZHCWpwOAoSQUGR0kqWFQJmWm796KmzzDugTisRMmePXtmlS1ZsmQox25D43ciIt4UETnHz6y/UkSsjYgbI2JrROyIiLsj4qKIaP+vJ0nz1MbI8S7gd3us+2ngDOAT3YURcS5wHbATuBbYCpwNXAGcCpzfQrskacEaB8fMvIsqQM4SEV+o//mnXWWHAtcAe4DTM/O2uvxSYDOwPiI2ZObGpm2TpIUa2AmOiPgJ4OXA/wM+3rVqPXA4sLETGAEycydwSf3ywkG1S5L6MciEzK/Uyz/PzO5zjmfUy5sK22wBngTWRsSyzNzVpAEmYCq9ZhD499EgDSL5MkwDCY4RcRDwRqqvzn82Y/Vx9fK+mdtl5u6IeBA4EVgN3DPHcW7vser4eTVYGhL77OQY1Nfqfw8cBtyUmd+YsW5VvdzeY9tO+WGDaJgk9WNQX6s7X6n/ZED7ByAzTymV1/87nzzIY0sLYZ+dHK2PHCPiRGAt8DBwY6FKZ2S4qrCuu3xby02TpL4N4mt1r0RMx7318tiZKyJiKXA0sBt4YABtW5Qiovij6bJr165ZP1q4VoNjRCwHfo4qEfPnPaptrpdnFtatA1YAtzbNVEtSE22PHM8HfgT4RCER07EJeBTYEBFrOoV1YL28fnl1y+2SpHlpOyHT+Ur9p70qZOZjEXEBVZC8OSI2Uk0fPIfqMp9NVFMKJWlkWhs5RsQJwCvpnYj5gcy8ATiN6qLv84C3AE8DFwMbctKfBi5p4rU2cszMe4C+z/Jn5i3AWW0dX1rsli1bNuomDNywboMG3uxWkooMjpJUYHCUpAKDoyQVLKpnyEiabE8//fSsskE9d8eRoyQVGBwlqcDgKEkFBkdJKjAhs4g9/vjjs8q6ZyCUZiNocPbu3csTTzyxT9kznvGMWfV6zQgplW/bNvu2qLt3755V9qxnPauvNj7yyCPF8r17984qO+yw2TfzX7p0dsi58847Z5X1SrKU9tn9e7d5mzZHjpJUYHCUpAKDoyQVGBwlqcDgKEkFZqsXsYMPPni/6wd1nzyVHXDAAaxcubLVfZayu00cccQRfdctXe1QykK/7GUva9Smbm3e09KRoyQVGBwlqcDgKEkFBkdJKpjqhMzMKU2laVO9psiV7hvX78neUT7o6G//9m9nlS1fvrxY97jjjptV1v33eOqpp9prmOa0Z88etm/fvk9Z6T148skni9uXpvA9//nPn1UWMfs5eP3eE7HXg0FLn6NvfvObfe2z1MbS1FYoJwm721T6GyyUI0dJKjA4SlKBwVGSCgyOklQw1QmZmSeZDzzwwL63Peigg9puzlC87nWva7R998nt+fy91NySJUtYtWrVnPV27txZLC8lAkvJl36Vkhu9Ejel+zSWEi396jV7q5Sg6u6nbT5sy5GjJBUYHCWpwOAoSQUGR0kqmOqEzMyr+Usnp7/yla8Uty1diX/UUUfNKivts98HU33961/v+9iPPfbYrLLSSfDSiexeJ+V7zXbocIbMcJVmyJRmdZXe9872M5VmepUSLaVEUKnflB6GBeUHW5100knFujOVHiLWyzCThI4cJanA4ChJBQZHSSowOEpSwVQnZGYqJSBe+MIXNtq+dNK61wnzmVavXt33sQdhroSMM2SGqzRDpt8+10tpNk1p+37LXvziF/d97FISsd8ZLL2SmnPdkmxsb1kWEa+OiOsj4pGI2BUR34yIT0bEWYW6ayPixojYGhE7IuLuiLgoInyqk6SRa23kGBF/CLwLeBj4P8CjwOHAKcDpwI1ddc8FrgN2AtcCW4GzgSuAU4Hz22qXJC1EK8ExIi6gCowfBn4lM5+asf4ZXf8+FLgG2AOcnpm31eWXApuB9RGxITM3ttE2SVqIxl+rI2IZ8PvA1ykERoDM7L4SdT3ViHJjJzDWdXYCl9QvL2zaLklqoo2R47+hCnZXAnsj4meAF1F9Zf7HzPzCjPpn1MubCvvaAjwJrI2IZZk5+7L7Pm3bto2/+Zu/2aesdDL4BS94QXH7UjKi9EyM0onj0hX/85kFULr1VOkWaqXfpzS7pjTLAsq/Y/f2zpAZvVJS5Ktf/WqxbikRePjhh88qKz2D5pnPfOasslLf7pXwKPWV0nNgSn2uNKurVzLwW9/61n7rzpVknI82guNP1cudwJ1UgfEHImILsD4zv1MXdZ7qdN/MHWXm7oh4EDgRWA3cs78DR8TtPVYd31/TpeGyz06ONrLVz66X7wIS+GngEOAngU8B64D/3VW/c63CvpNIf6hTflgLbZOkBWlj5NgJsLuBczLzofr1P0XEG4B7gdMi4hWFr9iNZOYppfL6f+eT2zyW1Ab77ORoY+S4rV7e2RUYAcjMJ4FP1i9fWi87I8Ne94PvlG/rsV6SBq6NkeO99bJXMPtevexkFO4F1gDHAvucf4mIpcDRVKPQB5o06rDDDuP1r399k13M8rznPW9WWSnZUTopXKpXOrkM5ZPepRPzpdtRHXLIIX3tD8ozGLpPwrc520DtOeaYY/qu+8QTT8wqKyU7vvzlL/dV78gjjyweZ8WKFbPKej0HZqa77rprVlmvGTLPfe5zZ5V1t7PJM3NmamPk+Gmqc40/HhGl/XUSNA/Wy8318sxC3XXACuDWJplqSWqqcXDMzK8BHwOeD7yte11EvAb4t1Sjys6lO5uoZs9siIg1XXWXA5fXL69u2i5JaqKt6YO/DpwE/Pf6Osc7qb4ev55qJswvZ+Z2gMx8rJ5Rswm4OSI2Uk0fPIfqMp9NVFMKJWlkWrnxRGY+TDWH+v3AC6lGkKdTjShPzczrZtS/ATiN6qLv84C3AE8DFwMbss0rOSVpAVq78UR9kfdb6p9+6t8CzLpbjySNg0V1P8em+r23XmmqYCnzd9xxx80qG6bS1LLuaWDez3HyrVy5sq96pWxzaXpqv/dj7KX0GXrJS17S9/alaYrdn7em7evmncAlqcDgKEkFBkdJKjA4SlLB1CZkvv3tb3PllVfOWa/XVUOl6X5nn332rLLSPfR+7Md+rI8Wwr333lssL51UPuKII/qqt2vX7IlFpftDQvlk/aBObmtumTlrSmhpCmevRFlpOmkpOdjkoXDbtpVnCZcSOp/+9KdnlZX63Lp16/o6NsCOHTtmlQ0qcWjvl6QCg6MkFRgcJanA4ChJBVObkHn2s5/NRRddNJJj9zuTZhAzZPqdEaHxExHzehDbTMOY0XTYYf0/veS1r31t68dftarXPbLb58hRkgoMjpJUYHCUpAKDoyQVTG1CZhBKD6QqJV++973vzSorzV54wQteUDxOmw8J2p9+E0cajocffpi3v/3t+5SVZq68973v7XufpfezVNbvQ916zSgrzaYqzWYp7XP58uXFfZYM8z7YjhwlqcDgKEkFBkdJKjA4SlKBCZl5OPTQQ/uqV7p9086dO2eVjTr5Merja19HHnkkV1xxxZz15pOU6Pc9Lj2bpXSru/ncxu6ggw7qu26/hplEdOQoSQUGR0kqMDhKUoHBUZIKTMgMQGlWwyGHHDKCllR6ncA3ITOZ5vO+9ZvAKCVfxrF/9Dvjpw2OHCWpwOAoSQUGR0kqMDhKUoEJmQHo95ZQ85lt0MQ4nljXcPT73k9KHxnm58iRoyQVGBwlqcDgKEkFBkdJKjA4SlKB2eohGVZmWlqISXnY2pIlS4Z2rFY+sRHxUERkj59HemyzNiJujIitEbEjIu6OiIsiYni/vST10ObIcTtwZaH88ZkFEXEucB2wE7gW2AqcDVwBnAqc32K7JGne2gyO2zLzsrkqRcShwDXAHuD0zLytLr8U2Aysj4gNmbmxxbZJ0ryM4kTYeuBwYGMnMAJk5k7gkvrlhSNolyT9QJsjx2UR8Ubg+cATwN3AlszcM6PeGfXypsI+tgBPAmsjYllm7mqxfQMxn4cd9WscT4Rrug2rz+3ZMzMcNE+yDOIzCO0GxyOAj8woezAifjEzP9tVdly9vG/mDjJzd0Q8CJwIrAbu2d8BI+L2HquO76/J0nDZZydHW1+rPwi8mipArgR+AvgT4CjgExHx4q66q+rl9h776pQf1lLbJGneWhk5Zubvzij6IvCrEfE48A7gMuANbRxrxnFPKZXX/zuf3PbxpKbss5Nj0AmZD9TLdV1lnZHhKso65dsG0iJJ6sOgZ8h8p16u7Cq7F1gDHAvsc/4lIpYCRwO7gQcG3DZgfg+fKt1LrolBnASfz0yHQZ3I1sI1eU9K73OTmS9NZ820few22jQfgx45vrxedge6zfXyzEL9dcAK4NZJyFRLml6Ng2NEnBARKwvlRwHvr19+tGvVJuBRYENErOmqvxy4vH55ddN2SVITbXyt/lngHRGxBfga8H3gGOBngOXAjcAfdSpn5mMRcQFVkLw5IjZSTR88h+oyn01UUwolaWTaCI6foQpqJ1HNi15JlUz5PNV1jx/JGScKMvOGiDgNeDdwHlUQvR+4GLhqZn1JGrbGwbG+wPuzc1acvd0twFlNj9/UfE7mTsJtx+bz+zgTZ/y0/Z402V/TtpS2b/rAr2H22fH/tEvSCBgcJanA4ChJBQZHSSqY6mfImPTWpLHPjg9HjpJUYHCUpAKDoyQVGBwlqWCqEzLOANGksc+OD0eOklRgcJSkAoOjJBUYHCWpwOAoSQUGR0kqMDhKUoHBUZIKDI6SVGBwlKQCg6MkFRgcJanA4ChJBQZHSSowOEpSgcFRkgoMjpJUYHCUpAKDoyQVGBwlqcDgKEkFBkdJKjA4SlKBwVGSCgyOklRgcJSkgoEEx4h4Y0Rk/fPLPeq8LiJujojtEfF4RPxDRPzCINojSfPVenCMiOcB7wce30+dNwMfA14EfBS4Bngu8KGI+KO22yRJ89VqcIyIAD4IfBf4QI86RwF/BGwF1mTmr2fm24GfBL4KvCMiXtFmuyRpvtoeOb4VOAP4ReCJHnX+I7AMeH9mPtQpzMzvAf+1fvmrLbdLkualteAYEScA7wHel5lb9lP1jHp5U2HdJ2bUkaSRWNrGTiJiKfAR4OvAb89R/bh6ed/MFZn5LxHxBHBkRKzIzCfnOO7tPVYdP0cbpJGwz06OVoIj8F+Ak4BXZuaOOequqpfbe6zfDqys6+03OErSoDQOjhHxMqrR4n/LzC80b1L/MvOUHm26HTh5mG2R+mGfnRyNzjnWX6f/kuor8qV9btYZMa7qsX6ukaUkDVzThMzBwLHACcDOrgu/E/idus41ddmV9et76+WxM3cWET9K9ZX64bnON0rSIDX9Wr0L+PMe606mOg/5eaqA2PnKvRk4FTizq6zjtV11JGlkGgXHOvnSa3rgZVTB8cOZ+Wddqz4I/Abw5oj4YOdax4j4EX6Y6S5eQC5Jw9JWtrpvmflgRLwLuAq4LSKuBZ4C1gNHMoLEjiTNNPTgCJCZfxwRDwHvBH6e6tznl4BLMvPDo2iTJHUbWHDMzMuAy/az/mNUN5+QpLHj/RwlqcDgKEkFBkdJKjA4SlKBwVGSCkZyKc+oZOassurm5ZLaNumfN0eOklRgcJSkAoOjJBUYHCWpYFElZCbpZLA06Sb98+bIUZIKDI6SVGBwlKQCg6MkFUx1QqZ0hX6/SieTm+xvWCa13aq03WfbPsZ8THpfdOQoSQUGR0kqMDhKUoHBUZIKpjoh0/YV+pN6xf+ktnsxGsZ7Ncr+MEl90ZGjJBUYHCWpwOAoSQUGR0kqMDhKUoHBUZIKDI6SVGBwlKQCg6MkFRgcJanA4ChJBQZHSSowOEpSgcFRkgoMjpJUYHCUpIJWgmNEvDciPh0R34iIHRGxNSLujIjfiYhn9thmbUTcWNfdERF3R8RFEbGkjTZJUhNtjRzfDqwE/g54H/BXwG7gMuDuiHhed+WIOBfYAqwDrgfeDxwIXAFsbKlNkrRgbT0m4dDM3DmzMCJ+H/ht4D8Dv1aXHQpcA+wBTs/M2+ryS4HNwPqI2JCZBklJI9PKyLEUGGt/XS9f2FW2Hjgc2NgJjF37uKR+eWEb7ZKkhRp0Qubsenl3V9kZ9fKmQv0twJPA2ohYNsiGSdL+tPr0wYh4J3AwsApYA7ySKjC+p6vacfXyvpnbZ+buiHgQOBFYDdwzx/Fu77Hq+Pm1XBoO++zkaPvRrO8EntP1+ibgTZn5na6yVfVye499dMoPa7ltktS3VoNjZh4BEBHPAdZSjRjvjIjXZeYdbR6rPt4ppfL6f+eT2z6e1JR9dnIM5JxjZn4rM68HXgM8E/jLrtWdkeGqWRvuW75tEG2TpH4MNCGTmV8DvgScGBHPqovvrZfHzqwfEUuBo6mukXxgkG2TpP0ZxvTB59bLPfVyc708s1B3HbACuDUzdw26YZLUS+PgGBHHRsSsr8gRcUB9EfizqYLd9+pVm4BHgQ0Rsaar/nLg8vrl1U3bJUlNtJGQOQv4g4j4PPAg8F2qjPVpVJfjPAJc0KmcmY9FxAVUQfLmiNgIbAXOobrMZxNwbQvtkqQFayM4/j3wAqprGk+iugTnCarrGD8CXJWZW7s3yMwbIuI04N3AecBy4H7g4rp+ttAuSVqwxsExM78IvHkB291CNeqUpLHj/RwlqcDgKEkFBkdJKjA4SlKBwVGSCgyOklRgcJSkAoOjJBUYHCWpoO07gUuaQKUZuxExscdpgyNHSSowOEpSgcFRkgoMjpJUMNUJmVHdFnKSTjprvIzTrUybtqXfz0GpXq9jD/Nz5MhRkgoMjpJUYHCUpAKDoyQVTHVCZlRJEJMvWqhp7zv9/n7j8Hdw5ChJBQZHSSowOEpSgcFRkgoMjpJUMNXZ6nGaiiX1Y9r77CT9fo4cJanA4ChJBQZHSSowOEpSwVQnZPqZgjSf+8Z5n0YNWtt9tt/tR/kwrfm0Z5ifQUeOklRgcJSkAoOjJBUYHCWpYKoTMv2Yz8lcky8aB0374bD68SDu3ThRD9iKiGdGxC9HxPURcX9E7IiI7RHx+Yj4pYgoHiMi1kbEjRGxtd7m7oi4KCKWNG2TJDXVxsjxfOBq4F+AzwBfB54D/Dvgz4DXRsT52ZWDj4hzgeuAncC1wFbgbOAK4NR6n5I0Mm0Ex/uAc4CPZ+beTmFE/Dbwj8B5VIHyurr8UOAaYA9wembeVpdfCmwG1kfEhszc2ELbJGlBGn+tzszNmfmx7sBYlz8CfKB+eXrXqvXA4cDGTmCs6+8ELqlfXti0XZLUxKCz1U/Xy91dZWfUy5sK9bcATwJrI2LZIBsmSfszsGx1RCwFfr5+2R0Ij6uX983cJjN3R8SDwInAauCeOY5xe49Vx8+vtdJw2GcnxyBHju8BXgTcmJmf7CpfVS+399iuU37YoBomSXMZyMgxIt4KvAP4MvBzgzgGQGae0uP4twMnD+q40kLZZydH6yPHiHgz8D7gS8CrMnPrjCqdkeEqyjrl29pumyT1q9XgGBEXAX8MfJEqMD5SqHZvvTy2sP1S4GiqBM4DbbZNkuajteAYEb9JdRH3XVSB8ds9qm6ul2cW1q0DVgC3ZuauttomSfPVSnCsL+B+D3A78OrMfHQ/1TcBjwIbImJN1z6WA5fXL69uo12StFCNEzIR8QvA71HNePkc8NbC5PCHMvNDAJn5WERcQBUkb46IjVTTB8+husxnE9WUQkkamTay1UfXyyXART3qfBb4UOdFZt4QEacB76aaXrgcuB+4GLgqJ+nhtpKmUuPgmJmXAZctYLtbgLOaHn9Qmjz/ol+jvgWaz8QZP/30p0l5jwbxGZqoW5ZJ0jQyOEpSgcFRkgoMjpJUsOifIdPLIJ5/MW4mue3Taprek0n/DDlylKQCg6MkFRgcJanA4ChJBQZHSSowOEpSgcFRkgoMjpJUYHCUpAKDoyQVOH1whHrdx67fe941qSdNomH2b0eOklRgcJSkAoOjJBUYHCWpYKoTMpP6EMN+2912PY3eMB7YNm39YVC/jyNHSSowOEpSgcFRkgoMjpJUMNUJGWkxGbdES7/t6XemV6+6g+LIUZIKDI6SVGBwlKQCg6MkFZiQ6WE+J4mn/dganVH2haaa9KVx6IeOHCWpwOAoSQUGR0kqMDhKUoEJmR5GedJ7sR5bs83n/Zjk5M04amXkGBHrI+KPI+JzEfFYRGREfHSObdZGxI0RsTUidkTE3RFxUUQsaaNNktREWyPHS4AXA48DDwPH769yRJwLXAfsBK4FtgJnA1cApwLnt9QuSVqQts45vh04FjgUuHB/FSPiUOAaYA9wemb+Uma+C3gJ8AVgfURsaKldkrQgrQTHzPxMZn4l+zvBsR44HNiYmbd17WMn1QgU5giwkjRoo0jInFEvbyqs2wI8CayNiGWZuavJgcbhKntpPtrus34GFm4Ul/IcVy/vm7kiM3cDD1IF7dXDbJQkdRvFyHFVvdzeY32n/LC5dhQRt/dYtd+EkDQq9tnJ4UXgklQwipFjZ2S4qsf6Tvm2uXaUmaeUyuv/nU+ef9OkwbLPTo5RjBzvrZfHzlwREUuBo4HdwAPDbJQkdRtFcNxcL88srFsHrABubZqplqQmRhEcNwGPAhsiYk2nMCKWA5fXL68eQbsk6QdaOecYEa8HXl+/PKJeviIiPlT/+9HMfCdAZj4WERdQBcmbI2IjEsep1gAAIABJREFU1fTBc6gu89lENaVQkkamrYTMS4BfmFG2mh9eq/g14J2dFZl5Q0ScBrwbOA9YDtwPXAxc1edMG0kamFaCY2ZeBlw2z21uAc5q4/iS1Dbv5yhpaEpfCsd1iqMXgUtSgcFRkgoMjpJUYHCUpAITMpKGZlyTLyWOHCWpwOAoSQUGR0kqMDhKUoHBUZIKDI6SVGBwlKQCg6MkFRgcJanA4ChJBQZHSSowOEpSgcFRkgoMjpJUYHCUpAKDoyQVGBwlqcDgKEkFBkdJKjA4SlKBwVGSCgyOklRgcJSkAoOjJBUYHCWpYOmoGzBImTnqJixIRMwqa/K7lPbXa5+96mo4Zr4nTftC231pMXHkKEkFBkdJKjA4SlKBwVGSCqY6ITOp2j5hPp/9ebJ+vDR9Pyb1/ezV7mEmDEc6coyIIyPiLyLimxGxKyIeiogrI+JHRtkuSRrZyDEijgFuBZ4N/A3wZeClwNuAMyPi1Mz87qjaJ2lxG+XI8X9SBca3ZubrM/O3MvMM4ArgOOD3R9g2SYvcSIJjPWp8DfAQ8D9mrP4d4Ang5yJi5ZCbJknA6L5Wv6pefioz93avyMzvR8QtVMHz5cCnh904GO3Mgn6P3fTktDNkxk8/f/+myYp++/Eg+le/DjigPG4bZp8dVXA8rl7e12P9V6iC47HsJzhGxO09Vh2/8KZJg2OfnRyjOue4ql5u77G+U37YENoiSbNM9HWOmXlKqbz+3/nkITdHmpN9dnKMKjh2RoareqzvlG9b4P5fcscdd7BypfmcJnbs2NHz3I9a95I77riDFStWjLodE63NPjuq4HhvvTy2x/oX1ste5yTndNBBB3HCCScsdHMB99xzD8uXLx91MxYN+2xzbfbZUQXHz9TL10TEAd0Z64g4BDgVeBL4vwvc/10nnHDCybfddlvDZo63QWcT16xZ02j/mpdF0WcHnW1us8+O5DtTZn4V+BRwFPDrM1b/LrAS+EhmPjHkpkkSMNqEzK9RTR+8KiJeDdwDvIzqGsj7gHePsG2SFrmRnW2vR49rgA9RBcV3AMcA7wNe7rxqSaM00kt5MvMbwC+Osg2TzBkuGrams3MG0T8HNXPN6zQkqcDgKEkFBkdJKjA4SlLBRM+tnovJif3z7zN+xv09GdZtzOZznEH9zVobOUbEz0TEpyLi4YjYEREPRMT/johX9Ki/NiJujIitdf27I+KiiFjSVpskaaFaCY4R8V7gb6nuKnIT1bWKdwDnArdExBtn1D8X2AKsA64H3g8cSPWIhI1ttEmSmmj8tToijgDeCXwL+MnM/HbXulcBm4HfAz5alx0KXAPsAU7PzNvq8kvruusjYkNmGiQljUwbI8d/Ve/nH7oDI0Bmfgb4PnB4V/H6+vXGTmCs6+4ELqlfXthCuyRpwdpIyHwFeAp4aUQ8KzMf7ayIiHXAIcANXfXPqJc3Ffa1hepuPGsjYllm7mqhfWNrHB5cruk2brOoJqlvNx45ZuZW4DeB5wBfiog/jYg/iIi/prrzzt8B/6lrk57Pj8nM3cCDVEF7ddO2SdJCtXIpT2ZeGREPAX8BXNC16n7gQzO+brf2/BgfVqRJY5+dHG1lq38D2ER1h51jqO7HeArwAPBXEfGHbRxHkoaljWz16cB7gesz8+KuVXdExBuovj6/IyI+kJkP0OLzY3xYkSaNfXZytDFyfF29/MzMFZn5JPCP9XFOqot7Pj8mIpYCRwO7qUadkjQSbZxzXFYvD++xvlP+VL3cDPwH4Ezgf82ouw5YAWxpI1O9d+/eOev0yp4N6h5x/Wj72OP4O6qsnz7b1CS/76W+PM73c/xcvfyViPix7hUR8Vqqh2XtpHokAlTnJh8FNkTEmq66y4HL65dXt9AuSVqwNkaOm4C/B/41cE9EXA88ApxA9ZU7gN/qPPYgMx+LiAvq7W6OiI3AVuAcqst8NgHXttAuSVqwxsExM/dGxFlUTxHcALyB6qvxVuBG4KrM/NSMbW6IiNOoHqJ1HrCc6rKfi+v6kzvulzQV2rrO8Wngyvqn321uAc5q4/iS1Lapvp/jAQcs/JTqMKY5jXr64CRN5VosmvTZxWrs7+coSdPE4ChJBQZHSSowOEpSwVQnZMadCRFpfDlylKQCg6MkFRgcJanA4ChJBSZkJE20cb5lmSRNHYOjJBUYHCWpwOAoSQVTnZAZp3vmDuLZF01n2IzT30cV35P5MyEjSUNkcJSkAoOjJBUYHCWpYKoTMjPNJ4HR9kne0v6aPkOmtP0wH3ouDUqvz0C/fb4NjhwlqcDgKEkFBkdJKjA4SlLBokrIzEe/iY1BnAxue58+q0ZzaZIEHNaxe9V1howkDZHBUZIKDI6SVGBwlKQCg6MkFUx1tnpmFqtptrnfrNggpvU1aft8pmJptNp+T9rOQs+nfYPILA+zzzpylKQCg6MkFRgcJanA4ChJBVOdkJl5Qrhp8qVpAqTfek2m+zWdiqXRatJnS9pOYBxwQHk81e/npWmSZph9tvHIMSLeFBE5x8+ewnZrI+LGiNgaETsi4u6IuCgiljRtkyQ11cbI8S7gd3us+2ngDOAT3YURcS5wHbATuBbYCpwNXAGcCpzfQrskacEaB8fMvIsqQM4SEV+o//mnXWWHAtcAe4DTM/O2uvxSYDOwPiI2ZObGpm2TpIUaWEImIn4CeDnw/4CPd61aDxwObOwERoDM3AlcUr+8cFDtkqR+DDIh8yv18s8zs/uc4xn18qbCNluAJ4G1EbEsM3e12aBRzggZ1n3o5pNIcoaM5qvprK5+tx+HZOFAgmNEHAS8keqr85/NWH1cvbxv5naZuTsiHgROBFYD98xxnNt7rDp+Xg2WhsQ+OzkG9bX63wOHATdl5jdmrFtVL7f32LZTftggGiZJ/RjU1+rOV+o/GdD+AcjMU0rl9f/OJw/y2NJC2GcnR+sjx4g4EVgLPAzcWKjSGRmuKqzrLt/WctMkqW+DGDn2SsR03AusAY4F9jn/EhFLgaOB3cADTRsyDid192fUs1nG/e+zGE3Tw9VKyZc9e2aHhGc84xmN9jkorY4cI2I58HNUiZg/71Ftc708s7BuHbACuLXtTLUkzUfbX6vPB34E+EQhEdOxCXgU2BARazqFdWC9vH55dcvtkqR5aftrdecr9Z/2qpCZj0XEBVRB8uaI2Eg1ffAcqst8NlFNKZSkkWlt5BgRJwCvpHci5gcy8wbgNKqLvs8D3gI8DVwMbEivTpY0Yq2NHDPzHqDvs7+ZeQtwVlvHlzReSsmgfpMvvcZHE3XLMkmaRgZHSSowOEpSgcFRkgqm+hkyTZLeTZ4hMwiDuNWTFwWMn7179+7zehB9rt++3fQzMIhnIc38+0Dv59o05chRkgoMjpJUYHCUpAKDoyQVTHVCZhAnhEfFW5YtDoNKLnTr930fx/5R+vsMKrHoyFGSCgyOklRgcJSkAoOjJBUYHCWpYKqz1dq/UpZv9+7d+10vjZtBZdUdOUpSgcFRkgoMjpJUYHCUpAITMovYXA9AGsfpY5o+3//+92eV9ZpGuXLlykE354dtGNqRJGmCGBwlqcDgKEkFBkdJKjAh08MkPGDLhIkWYlgP2OrXnj17ZpWVHqTVq02D4shRkgoMjpJUYHCUpAKDoyQVTHVCpu2Tt8M6GdzvyfF+t+3FJM/4GdVt4vo97nza99hjj80qK/WvUtkwHjQ2l9G3QJLGkMFRkgoMjpJUYHCUpIKpTshMU3JhECeop+nvMy2m6T055JBD+qr31FNPNTpOr9k0TbX6iYuIV0fE9RHxSETsiohvRsQnI+KsQt21EXFjRGyNiB0RcXdEXBQRS9pskyQtRGsjx4j4Q+BdwMPA/wEeBQ4HTgFOB27sqnsucB2wE7gW2AqcDVwBnAqc31a7JGkhWgmOEXEBVWD8MPArmfnUjPXP6Pr3ocA1wB7g9My8rS6/FNgMrI+IDZm5sY22SdJCNP5aHRHLgN8Hvk4hMAJk5tNdL9dTjSg3dgJjXWcncEn98sKm7ZKkJtoYOf4bqmB3JbA3In4GeBHVV+Z/zMwvzKh/Rr28qbCvLcCTwNqIWJaZu1po336VbpcE+z7cvmPZsmULPk7T2Silk879bt+rnjNkxk/bM2Sa3IqsVG/Hjh3F45T6565dsz++pc/VQw89VNxnyUtf+tL97rPNv18bwfGn6uVO4E6qwPgDEbEFWJ+Z36mLjquX983cUWbujogHgROB1cA9+ztwRNzeY9Xx/TVdGi777ORoI1v97Hr5LiCBnwYOAX4S+BSwDvjfXfVX1cvtPfbXKT+shbZJ0oK0MXLsBNjdwDmZ+VD9+p8i4g3AvcBpEfGKwlfsRjLzlFJ5/b/zyW0eS2qDfXZytDFy3FYv7+wKjABk5pPAJ+uXnZMFnZHhKso65dt6rJekgWtj5HhvvewVzL5XLw/qqr8GOBbY5/xLRCwFjqYahT7QtGH9nJztNfOk++H2bWhyGzIY3i2cRnXLLDXXJJlWSpSU+sKKFSv63ufKlSv7qvec5zyn732WdCdK20wotvGJ+zTVucYfj4jS/joJmgfr5eZ6eWah7jpgBXDrMDLVktRL4+CYmV8DPgY8H3hb97qIeA3wb6lGlZ1LdzZRzZ7ZEBFruuouBy6vX17dtF2S1ERb0wd/HTgJ+O/1dY53Un09fj3VTJhfzsztAJn5WD2jZhNwc0RspJo+eA7VZT6bqKYUStLItHIiKzMfpppD/X7ghVQjyNOpRpSnZuZ1M+rfAJxGddH3ecBbgKeBi4EN6YkvSSPW2o0n6ou831L/9FP/FmDW3XokaRxM9f0c+xmAlrJ0vbZtMn2wZNRT9Zw+OH5mvidNH5h2332zJqIVpwAeeOCBs8qWL18+q+yII44oHnvJktl3Guz38zKfL4rD7J/eCVySCgyOklRgcJSkAoOjJBVMbULmySef5K677tqnbOfOnbPq/dRP/dSsMoCnn356VlnbCZleJ6KHddLZ5Mt42bVrF1/96lf3KSslOr74xS8Wt3/iiSdmlf3sz/7srLJSErLf6bLz6TOle6WW7vFYmpLY67Pxpje9aVbZt7/97R/8+/777++7fXNx5ChJBQZHSSowOEpSgcFRkgqmNiGzYsUKTj554TdWbvt+jvPR74yBpgkVEzLjZdmyZbzwhS+cs97q1av73ucjjzwyq6zUv370R3+07332q5RM6vd+kL365gc/+MH9brdmzZr9rp8PR46SVGBwlKQCg6MkFRgcJalgahMy0N/tn7773e8Wty09HOg73/nOrLKDDjpoVtk///M/zyornZzudfK4NIPh4IMPLtad6Xvf+96ssl7JpVKb9u7dW/y3Bm/v3r08/vjjc9brldQo9e9SfyjV27599mPkS5+B0qwXKPelww7r79HzH/jAB/o6NsC55547q6z7dmu9bkG4EI4cJanA4ChJBQZHSSowOEpSwVQnZPqZAbJq1aq+t33e857X13FPO+20vur1mgnT5NZopd/ngAPK/wfO9QyZXttpMA444IC+E2/9OuGEE1rd3yC87W1vm1W2dGk5NM3VJ3tttxD2fkkqMDhKUoHBUZIKDI6SVDDVCZl+9DqBO4zZId/61reK5aWr/L///e/PKiudnD7uuOMatan7GR/zedi6mivNkCnNbuqVlCj1m9IMrnHTPcNlnDhylKQCg6MkFRgcJanA4ChJBYs+ITOfpMM//dM/zSrr94R5KcGzbdu24nFKM2RKM3ZKSZqmCZnuk+M+Y2a4ms6QafLco507d/ZV7xvf+EaxvHTLsqOPPnpWWenzNq4zscazVZI0YgZHSSowOEpSgcFRkgoMjpJUsOiz1fPJyL7oRS9qfZ8lc91ncX/1NLkyk6eeemqfstL73iu7W3r4Vb9T85YvX15sz0wveMEL+tpfL/1+Nnr17WFeQdHKyDEiHoqI7PHzSI9t1kbEjRGxNSJ2RMTdEXFRRMy+JkCShqzNkeN24MpC+axnTUbEucB1wE7gWmArcDZwBXAqcH6L7ZKkeWszOG7LzMvmqhQRhwLXAHuA0zPztrr8UmAzsD4iNmTmxhbbJknzMoqEzHrgcGBjJzACZOZO4JL65YUjaJck/UCbI8dlEfFG4PnAE8DdwJbMnHmW+Ix6eVNhH1uAJ4G1EbEsM3cV6rSq14nffpMiTY7T9OTysBI/Go5du3bxwAMP7FNWej96TTstJV9OOumkWWVN3vde9Ur7/PjHP97XPl/3utctuD2D1GZwPAL4yIyyByPiFzPzs11lncm/983cQWbujogHgROB1cA9+ztgRNzeY9Xx/TVZGi777ORo62v1B4FXUwXIlcBPAH8CHAV8IiJe3FW38+zQ7T321Sk/rKW2SdK8tTJyzMzfnVH0ReBXI+Jx4B3AZcAb2jjWjOOeUiqv/3c+ue3jSU3ZZyfHoBMyH6iX67rKOiPD2U+f37e8fGJFkoZg0DNkvlMvV3aV3QusAY4F9jn/EhFLgaOB3cC+Z6YHpNeJ37ZPCM9nf8M6GT2u99FbrJYvX87xx7d76rHfWVRNk3OluqVEyyQZ9Kfj5fWyO9BtrpdnFuqvA1YAtw4jUy1JvTQOjhFxQkSsLJQfBby/fvnRrlWbgEeBDRGxpqv+cuDy+uXVTdslSU208bX6Z4F3RMQW4GvA94FjgJ8BlgM3An/UqZyZj0XEBVRB8uaI2Eg1ffAcqst8NlFNKZSkkWkjOH6GKqidRDUveiVVMuXzVNc9fiRnnNDIzBsi4jTg3cB5VEH0fuBi4KqZ9SVp2BoHx/oC78/OWXH2drcAZzU9fi+PP/44W7Zs2ads6dLZv+4hhxxS3P6ggw6aVdb0dk0zzef/gH5Pjv/zP/9z3/vcvn32paa7d+/+wb8ff3zWPUM0QE899dSsB1itWjX7oo4VK1YUty/17ybjjNK2vfrEypWzzqzxta99bVZZ6fN2+OGH93VsmMBblknStDE4SlKBwVGSCgyOklQwtc+QOfjgg3nlK1+5T9l8TuaWTgj3e3K76XMymtT98R//8b73OddxDj744Eb70vwceOCBHHnkkXPWm89tw/p99lC/fbZXArNk9erVfdUbxOegDY4cJanA4ChJBQZHSSowOEpSwdQmZKC/k8xNr8RvcoK46Yn1cTuOmhvG339Y7/GkzwJ25ChJBQZHSSowOEpSgcFRkgqmNiGTmfvcfgtgyZIls+r1eo5Kv8mKYZ3cbnKccbj9kwbP97NdjhwlqcDgKEkFBkdJKjA4SlKBwVGSCqY2Wx0RPOMZz5iz3jhmcts+tllMaf4cOUpSgcFRkgoMjpJUYHCUpIKpTcgA7N27t9VtS1MNm9wTsUn7ejH5Mtn27Nmzz+thTVnt90FcwzKfROmg2unIUZIKDI6SVGBwlKQCg6MkFUx1QqbXvRrb1OTkeOn+klrcxqlPTMossUG105GjJBUYHCWpwOAoSQUGR0kqmOqEjKTJNHOmUMcwE1YDGTlGxBsjIuufX+5R53URcXNEbI+IxyPiHyLiFwbRHkmar9aDY0Q8D3g/8Ph+6rwZ+BjwIuCjwDXAc4EPRcQftd0mSZqvVoNjVBccfRD4LvCBHnWOAv4I2Aqsycxfz8y3Az8JfBV4R0S8os12SdJ8tT1yfCtwBvCLwBM96vxHYBnw/sx8qFOYmd8D/mv98ldbbpckzUtrwTEiTgDeA7wvM7fsp+oZ9fKmwrpPzKgjaRFasmRJ8WeYWslWR8RS4CPA14HfnqP6cfXyvpkrMvNfIuIJ4MiIWJGZT85x3Nt7rDp+jjZII2GfnRxtXcrzX4CTgFdm5o456q6ql9t7rN8OrKzr7Tc4StKgNA6OEfEyqtHif8vMLzRvUv8y85QebbodOHmYbZH6YZ+dHI3OOdZfp/+S6ivypX1u1hkxruqxfq6RpSQNXNOEzMHAscAJwM6uC78T+J26zjV12ZX163vr5bEzdxYRP0r1lfrhuc439iMz9/npp87+fvrdfqHtm++xpWm10M9gm5p+rd4F/HmPdSdTnYf8PFVA7Hzl3gycCpzZVdbx2q46kjQyjYJjnXzpNT3wMqrg+OHM/LOuVR8EfgN4c0R8sHOtY0T8CD/MdBcvIJekYRn6jScy88GIeBdwFXBbRFwLPAWsB45kBIkdSZppJHflycw/joiHgHcCP0917vNLwCWZ+eFRtEmSug0sOGbmZcBl+1n/MaqbT0y0YT1no9+TzaN87oc0Cj5DRpKGyOAoSQUGR0kqMDhKUoHBUZIKpvoBW/1ksUaZ3TWzLJWNw2fDkaMkFRgcJanA4ChJBQZHSSqY6oRM2/d3K50kLh2j35PJg7hPY79tnG9daX+afA763V+vfQ6qzzpylKQCg6MkFRgcJanA4ChJBVOdkJlpEMmKtpM0g9hnr3ptn0RX++bzHjVJTAwiiTjp9yB15ChJBQZHSSowOEpSgcFRkgoWVUKmpOnJ4FHOKBlW4kfD03ZSpcn+mvaFYSVafMCWJA2RwVGSCgyOklRgcJSkgqlOyLR9onaU+5v0k9vqzzj12cX+fCVHjpJUYHCUpAKDoyQVGBwlqcDgKEkFBkdJKjA4SlKBwVGSCgyOklQw1TNkvP2WJo19dnw4cpSkglaCY0S8NyI+HRHfiIgdEbE1Iu6MiN+JiGf22GZtRNxY190REXdHxEURsaSNNklSE22NHN8OrAT+Dngf8FfAbuAy4O6IeF535Yg4F9gCrAOuB94PHAhcAWxsqU2StGBtnXM8NDN3ziyMiN8Hfhv4z8Cv1WWHAtcAe4DTM/O2uvxSYDOwPiI2ZKZBUtLItDJyLAXG2l/Xyxd2la0HDgc2dgJj1z4uqV9e2Ea7JGmhBp2tPrte3t1Vdka9vKlQfwvwJLA2IpZl5q4mBx+He8JJ82GfHR+tBseIeCdwMLAKWAO8kiowvqer2nH18r6Z22fm7oh4EDgRWA3cM8fxbu+x6vj5tVwaDvvs5Gh75PhO4Dldr28C3pSZ3+kqW1Uvt/fYR6f8sJbbJkl9azU4ZuYRABHxHGAt1Yjxzoh4XWbe0eax6uOdUiqv/3c+ue3jSU3ZZyfHQC4Cz8xvZeb1wGuAZwJ/2bW6MzJcNWvDfcu3DaJtktSPgc6QycyvAV8CToyIZ9XF99bLY2fWj4ilwNFU10g+MMi2SdL+DGP64HPr5Z56ublenlmouw5YAdzaNFMtSU00Do4RcWxEzPqKHBEH1BeBP5sq2H2vXrUJeBTYEBFruuovBy6vX17dtF2S1EQbCZmzgD+IiM8DDwLfpcpYn0Z1Oc4jwAWdypn5WERcQBUkb46IjcBW4Byqy3w2Ade20C5JWrA2guPfAy+guqbxJKpLcJ6guo7xI8BVmbm1e4PMvCEiTgPeDZwHLAfuBy6u63vfJkkj1Tg4ZuYXgTcvYLtbqEadkjR2vJ+jJBUYHCWpwOAoSQUGR0kqMDhKUoHBUZIKDI6SVGBwlKQCg6MkFQz6GTKLUmn2Y+nZIL1mSfZb1+eNaCGa9KX5zOyd9P7pyFGSCgyOklRgcJSkAoOjJBWYkBmAfk9Ez+eE9aSf3Nb4aNKXFlM/dOQoSQUGR0kqMDhKUoHBUZIKpjohM/Nq/vnMUpkmvU6iO+tm/M3nPWq7Lzf9vDSZ6dV09lgbHDlKUoHBUZIKDI6SVGBwlKQCg6MkFUx1tnqmactMDyJzN21/o0nTz99/EO/xKPvSfI4zzP7pyFGSCgyOklRgcJSkAoOjJBUsqoTMtDF5ooUYtymiTh+UpAlicJSkAoOjJBUYHCWpYKoTMuN24nnc+PcZP74nlXF4+FzjkWNEPDMifjkiro+I+yNiR0Rsj4jPR8QvRUTxGBGxNiJujIit9TZ3R8RFEbGkaZskqak2Ro7nA1cD/wJ8Bvg68Bzg3wF/Brw2Is7Prnx7RJwLXAfsBK4FtgJnA1cAp9b7lKSRaSM43gecA3w8M/d2CiPit4F/BM6jCpTX1eWHAtcAe4DTM/O2uvxSYDOwPiI2ZObGFtomSQvS+Gt1Zm7OzI91B8a6/BHgA/XL07tWrQcOBzZ2AmNdfydwSf3ywqbtkqQmBp2tfrpe7u4qO6Ne3lSovwV4ElgbEcsG2TBJ2p+BZasjYinw8/XL7kB4XL28b+Y2mbk7Ih4ETgRWA/fMcYzbe6w6fn6tlYbDPjs5BjlyfA/wIuDGzPxkV/mqerm9x3ad8sMG1TBJmstARo4R8VbgHcCXgZ8bxDEAMvOUHse/HTh5UMeVFso+OzlaHzlGxJuB9wFfAl6VmVtnVOmMDFdR1inf1nbbJKlfrY4cI+IiqmsVvwi8OjO/Xah2L7AGOBbY5/xLfZ7yaKoEzgNN27MYb+k1n9kCi/HvM+4W43syzNuQzUdrI8eI+E2qwHgX1YixFBihupYR4MzCunXACuDWzNzVVtskab5aCY71BdzvoRoJvjozH91P9U3Ao8CGiFjTtY/lwOX1y6vbaJckLVTjr9UR8QvA71HNePkc8NbCMPmhzPwQQGY+FhEXUAXJmyNiI9X0wXOoLvPZRDWlUJJGpo1zjkfXyyXART3qfBb4UOdFZt4QEacB76aaXrgcuB+4GLgqx+GEg6RFrXFwzMzLgMsWsN0twFlNj78/3v5p//z7jB/fk8o4/B282a0kFRgcJanA4ChJBQZHSSowOEpSgcFRkgoMjpJUYHCUpAKDoyQVGBwlqcDgKEkFBkdJKjA4SlKBwVGSCgyOklQwkEezToPS/XZHeY+5cWuPNO0cOUpSgcFRkgoMjpJUYHCUpIKpTsjMTGLMJ4FRqttvUqRJvV51B8Ekz/hp0mf72V8v/R5nMT0Y1JGjJBUYHCWpwOAoSQUGR0kqmOqETNvJhX7313a9+dYd5T7VzKj67Kj2N84cOUpSgcFRkgoMjpJUYHCUpIKpTsj0czX/fE4wD2uGTL8GMXtiMZ1wH0dN+kTbfWxS+uygOHKUpAKDoyQVGBwlqcDgKEl8/dMDAAAH5klEQVQFU52Q6UfTE7yjvIXTII69mG5JNW3afu8We/9qZeQYEesj4o8j4nMR8VhEZER8dI5t1kbEjRGxNSJ2RMTdEXFRRCxpo02S1ERbI8dLgBcDjwMPA8fvr3JEnAtcB+wErgW2AmcDVwCnAue31C5JWpC2zjm+HTgWOBS4cH8VI+JQ4BpgD3B6Zv5SZr4LeAnwBWB9RGxoqV2StCCtBMfM/ExmfiX7O6GwHjgc2JiZt3XtYyfVCBTmCLCSNGijSMicUS9vKqzbAjwJrI2IZZm5a3jNGqxxTNw4G0bjYBAzcdowikt5jquX981ckZm7gQepgvbqYTZKkrqNYuS4ql5u77G+U37YXDuKiNt7rNpvQkgaFfvs5PAicEkqGMXIsTMyXNVjfad821w7ysxTSuX1/84nz79p0mDZZyfHKEaO99bLY2euiIilwNHAbuCBYTZKkrqNYuS4GfgPwJnA/5qxbh2wAtjSRqbabGzFv8Pk8L2qjMPfYRQjx03Ao8CGiFjTKYyI5cDl9curR9AuSfqBVkaOEfF64PX1yyPq5Ssi4kP1vx/NzHcCZOZjEXEBVZC8OSI2Uk0fPIfqMp9NVFMKJWlk2vpa/RLgF2aUreaH1yp+DXhnZ0Vm3hARpwHvBs4DlgP3AxcDV/U500aSBqaV4JiZlwGXzXObW4Cz2ji+JLXN6xwlqcDgKEkFBkdJKjA4SlKBwVGSCqb6AVteEaRJY5+tjMM9SB05SlKBwVGSCgyOklRgcJSkgqlOyIzDbY+k+bDPVsbh7+DIUZIKDI6SVGBwlKQCg6MkFRgcJanA4ChJBQZHSSowOEpSgcFRkgoMjpJUYHCUpAKDoyQVGBwlqcDgKEkFU33LsmlXes5G6VZP4/A8Dk2HxdSXHDlKUoHBUZIKDI6SVGBwlKQCg6MkFUx1tnpmZm0+mdxJNZ/fZ9p+92kwqvek6WejSbvH9XPpyFGSCgyOklRgcJSkAoOjJBVMdUKmnylN0zjtSZNrnPrjKNsyDn+HkY4cI+LIiPiLiPhmROyKiIci4sqI+JFRtkuSRjZyjIhjgFuBZwN/A3wZeCnwNuDMiDg1M787qvZJWtxGOXL8n1SB8a2Z+frM/K3MPAO4AjgO+P0Rtk3SIjeS4FiPGl8DPAT8jxmrfwd4Avi5iFg55KZJEjC6r9Wvqpefysy93Ssy8/sRcQtV8Hw58OmFHmQcrrIfZ+M6M2Exm9QZMtNoVMHxuHp5X4/1X6EKjseyn+AYEbf3WHX8wpsmDY59dnKM6pzjqnq5vcf6TvlhQ2iLJM0y0dc5ZuYppfL6f+eTh9wcaU722ckxquDYGRmu6rG+U75tgfs/6p577mHNmjUL3FwA99xzD8uXLx91MxYL+2wL2uyzowqO99bLY3usf2G97HVOci6P7dixgzvuuOMhfngu58sL3Nc4GfbvctSOHTseG9KxFrtOn+18sqehv8IE99kYRUaqvpTnfqpLeY7pzlhHxCHAvwABPDszn2h4rNuh99eZSTJNv4vKpu09nuTfZyQJmcz8KvAp4Cjg12es/l1gJfCRpoFRkhZqlAmZX6OaPnhVRLwauAd4GdU1kPcB7x5h2yQtciObPliPHtcAH6IKiu8AjgHeB7zcedWSRmmkl/Jk5jeAXxxlGySpxJvdSlLBSLLVkjTuHDlKUoHBUZIKDI6SVGBwlKQCg6MkFRgcJanA4ChJBVMbHCfpmdgRsT4i/jgiPhcRj0VERsRH59hmbUTcGBFbI2JHRNwdERdFxJJhtVvtmaT+Coujz07lReD7eSb2q6juJTlWz8SOiLuAFwOPAw9T3QPvrzLzjT3qnwtcB+wErgW2AmdTPZtnU2aeP4x2qx2T1l9hkfTZzJy6H+CTQAJvmVH+3+vyD4y6jTPa9SqqG/wGcHrdxo/2qHso8G1gF7Cmq3w51QcsgQ2j/p38mdf7P1H9tW7b1PfZkTdgAG/aMfUf+0HggBnrDqH6n+4JYOWo29qj/XN1tP9Yr/9wYd0Z9brPjvr38Kfv93ui+2vdzqnss9N4znG/z8QGbgFWUD0TexKdUS9vKqzbAjwJrI2IZcNrkhqY9v4KE9pnpzE49vNMbOj9/Jpx1/P3y8zdVCOQpcDqYTZKCzbt/RUmtM9OY3Cc9mdiT/vvt9gshvdzIn/HaQyOktTYNAbHQT8Te9Sm/fdbbBbD+zmRv+M0BsdBPxN71Hr+fhGxFDga2A08MMxGacGmvb/ChPbZaQyOn6mXr4mIfX6/+pnYp1Jlx/7vsBvWks318szCunVUmc1bM3PX8JqkBqa9v8KE9tmpC445/c/E3gQ8+v/bu0OciIEwDMPvBIPFYbgFCg6AI6sI19iEAyA4AA65FoHmAhyBC4DCkCBJ1gyig9l8CBZI6fR9kopp2mSa/vnSNvOnwHkp5fBzZyllF7hqw5sxJqbvm0G9wkRrdi7tg5v/xD6q/6gdq5SyABZtuA+cMLxiPLR9r7XWi43j7xhasW4ZWrFOaa1YwFnt8cZ2amr1CjOp2bFXof/hqv0DYAW8AGvgGbgG9saeW5jrJUOXwFfbUzjnGLgH3oB34BFYAjtjX4/bVjUwmXpt8+2+Zrt8cpSkn+rum6Mk/QbDUZICw1GSAsNRkgLDUZICw1GSAsNRkgLDUZICw1GSAsNRkgLDUZICw1GSAsNRkgLDUZICw1GSAsNRkgLDUZKCD9Y68oV4jiFAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 8 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 896,
       "width": 163
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gan.draw_score(gen_scores, 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# find the closest match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_closest(data_binary, score):\n",
    "    current_dist = 99999999\n",
    "    current_i = -1\n",
    "    for i, d in enumerate(data_binary):\n",
    "        dist = np.sqrt(np.sum(pow((d - score),2)))\n",
    "        if dist < current_dist:\n",
    "            current_i = i\n",
    "            current_dist = dist\n",
    "        \n",
    "    return current_i\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "121\n"
     ]
    }
   ],
   "source": [
    "closest_idx = find_closest(data_binary, gen_scores[0])\n",
    "closest_data = data_binary[[closest_idx]]\n",
    "print(closest_idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "original\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 264,
       "width": 748
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "closest\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 264,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filename = 'closest'\n",
    "gan.notes_to_midi(RUN_FOLDER, closest_data,filename)\n",
    "closest_score = converter.parse(os.path.join(RUN_FOLDER, 'samples/{}.midi'.format(filename)))\n",
    "print('original')\n",
    "gen_score.show()\n",
    "print('closest')\n",
    "closest_score.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# changing the chords noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "chords_noise_2 = 5 * np.ones((1, gan.z_dim))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "chords_scores = gan.generator.predict([chords_noise_2, style_noise, melody_noise, groove_noise])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "original\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 264,
       "width": 748
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chords noise changed\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 273,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filename = 'changing_chords'\n",
    "gan.notes_to_midi(RUN_FOLDER, chords_scores, filename)\n",
    "chords_score = converter.parse(os.path.join(RUN_FOLDER, 'samples/{}.midi'.format(filename)))\n",
    "print('original')\n",
    "gen_score.show()\n",
    "print('chords noise changed')\n",
    "chords_score.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# changing the style noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "style_noise_2 = 5 * np.ones((1, gan.z_dim))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "style_scores = gan.generator.predict([chords_noise, style_noise_2, melody_noise, groove_noise])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "original\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 264,
       "width": 748
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "style noise changed\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 264,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filename = 'changing_style'\n",
    "gan.notes_to_midi(RUN_FOLDER, style_scores, filename)\n",
    "style_score = converter.parse(os.path.join(RUN_FOLDER, 'samples/{}.midi'.format(filename)))\n",
    "print('original')\n",
    "gen_score.show()\n",
    "print('style noise changed')\n",
    "style_score.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# changing the melody noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "melody_noise_2 = np.copy(melody_noise)\n",
    "melody_noise_2[0,0,:] = 5 * np.ones(gan.z_dim) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "melody_scores = gan.generator.predict([chords_noise, style_noise, melody_noise_2, groove_noise])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "original\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 264,
       "width": 748
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "melody noise changed\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 266,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filename = 'changing_melody'\n",
    "gan.notes_to_midi(RUN_FOLDER, melody_scores, filename)\n",
    "melody_score = converter.parse(os.path.join(RUN_FOLDER, 'samples/{}.midi'.format(filename)))\n",
    "print('original')\n",
    "gen_score.show()\n",
    "print('melody noise changed')\n",
    "melody_score.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# changing the groove noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "groove_noise_2 = np.copy(groove_noise)\n",
    "groove_noise_2[0,3,:] = 5 * np.ones(gan.z_dim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "groove_scores = gan.generator.predict([chords_noise, style_noise, melody_noise, groove_noise_2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "original\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 264,
       "width": 748
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "groove noise changed\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 266,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filename = 'changing_groove'\n",
    "gan.notes_to_midi(RUN_FOLDER, groove_scores, filename)\n",
    "groove_score = converter.parse(os.path.join(RUN_FOLDER, 'samples/{}.midi'.format(filename)))\n",
    "print('original')\n",
    "gen_score.show()\n",
    "print('groove noise changed')\n",
    "groove_score.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "gdl_code",
   "language": "python",
   "name": "gdl_code"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}