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course-v3/nbs/dl1/Time series - Olive oil country of origin.ipynb
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "Goal: distinguish extra virgin olive oils from different producing countries"
},
{
"metadata": {
"heading_collapsed": true
},
"cell_type": "markdown",
"source": "### Import libraries"
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T15:22:03.900878Z",
"start_time": "2018-11-08T15:22:03.259739Z"
},
"hidden": true,
"trusted": true
},
"cell_type": "code",
"source": "%reload_ext autoreload\n%autoreload 2\n%matplotlib inline",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T15:22:03.915777Z",
"start_time": "2018-11-08T15:22:03.906471Z"
},
"hidden": true,
"trusted": true
},
"cell_type": "code",
"source": "import warnings\nwarnings.filterwarnings(\"ignore\")",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T15:22:07.813630Z",
"start_time": "2018-11-08T15:22:04.674018Z"
},
"hidden": true,
"trusted": true
},
"cell_type": "code",
"source": "from fastai import *\nfrom fastai.vision import *",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T15:22:08.074266Z",
"start_time": "2018-11-08T15:22:07.815916Z"
},
"hidden": true,
"trusted": true
},
"cell_type": "code",
"source": "from pyts.image import GASF, GADF, MTF",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"heading_collapsed": true
},
"cell_type": "markdown",
"source": "### Prepare original time series data"
},
{
"metadata": {
"hidden": true
},
"cell_type": "markdown",
"source": "You need to download data from http://www.timeseriesclassification.com/Downloads/OliveOil.zip"
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-06T12:40:18.127130Z",
"start_time": "2018-11-06T12:40:18.101916Z"
},
"deletable": false,
"editable": false,
"hidden": true,
"run_control": {
"frozen": true
},
"trusted": true
},
"cell_type": "code",
"source": "train_file = Path('~/course-v3/nbs/dl1/my_data/Olive_oil/OliveOil_TRAIN.txt')\ntest_file = Path('~/course-v3/nbs/dl1/my_data/Olive_oil/OliveOil_TEST.txt')\nprint(train_file)\nprint(test_file)",
"execution_count": 7,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "~/course-v3/nbs/dl1/my_data/Olive_oil/OliveOil_TRAIN.csv\n~/course-v3/nbs/dl1/my_data/Olive_oil/OliveOil_TEST.csv\n"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-06T12:40:19.510538Z",
"start_time": "2018-11-06T12:40:19.472418Z"
},
"deletable": false,
"editable": false,
"hidden": true,
"run_control": {
"frozen": true
},
"trusted": true
},
"cell_type": "code",
"source": "# Train data\nraw = open(train_file).readlines()\nraw = [map(float, each.strip().split()) for each in raw]\ndf_data = list()\nfor i in range(len(raw)):\n df_data.append(list(raw[i]))\ntrain_df = pd.DataFrame(df_data)\ntrain_df",
"execution_count": null,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-06T12:40:21.105230Z",
"start_time": "2018-11-06T12:40:21.065634Z"
},
"deletable": false,
"editable": false,
"hidden": true,
"run_control": {
"frozen": true
},
"trusted": true
},
"cell_type": "code",
"source": "# Train data\nraw = open(test_file).readlines()\nraw = [map(float, each.strip().split()) for each in raw]\ndf_data = list()\nfor i in range(len(raw)):\n df_data.append(list(raw[i]))\ntest_df = pd.DataFrame(df_data)\ntest_df",
"execution_count": null,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T16:13:15.342614Z",
"start_time": "2018-11-08T16:13:15.323834Z"
},
"hidden": true,
"trusted": true
},
"cell_type": "code",
"source": "train_file = Path('~/course-v3/nbs/dl1/my_data/Olive_oil/OliveOil_TRAIN.csv')\ntest_file = Path('~/course-v3/nbs/dl1/my_data/Olive_oil/OliveOil_TEST.csv')\nprint(train_file)\nprint(test_file)",
"execution_count": 111,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "~/course-v3/nbs/dl1/my_data/Olive_oil/OliveOil_TRAIN.csv\n~/course-v3/nbs/dl1/my_data/Olive_oil/OliveOil_TEST.csv\n"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T16:14:26.662708Z",
"start_time": "2018-11-08T16:14:26.618416Z"
},
"hidden": true,
"scrolled": false,
"trusted": true
},
"cell_type": "code",
"source": "train_df = pd.read_csv(train_file, sep=';', header=None)\n#display(train_df.head())\n# remove all columns which are completely empty\ntrain_df.dropna(axis=1, how='all', inplace=True)\n# fill all missing columns with 0\ntrain_df.fillna(0, inplace=True)\ny_train = train_df[[0]].values\nnb_classes = len(np.unique(y_train))\ny_train = ((y_train - y_train.min()) / (y_train.max() - y_train.min()) * (nb_classes - 1)).astype(int)\n# drop labels column from train set X\ntrain_df.drop(train_df.columns[0], axis=1, inplace=True)\nX_train = train_df.values\nX_train = X_train[:, np.newaxis, :]\n# scale the values\nX_train_mean = X_train.mean()\nX_train_std = X_train.std()\nX_train = (X_train - X_train_mean) / (X_train_std + 1e-8)\nX_train = np.squeeze(X_train)\ny_train = y_train.ravel()\nprint(X_train.shape, X_train[0].shape)",
"execution_count": 120,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "(30, 570) (570,)\n"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T16:14:27.421214Z",
"start_time": "2018-11-08T16:14:27.375406Z"
},
"hidden": true,
"trusted": true
},
"cell_type": "code",
"source": "test_df = pd.read_csv(test_file, sep=';', header=None)\n#display(test_df.head())\n# remove all columns which are completely empty\ntest_df.dropna(axis=1, how='all', inplace=True)\n# fill all missing columns with 0\ntest_df.fillna(0, inplace=True)\ny_test = test_df[[0]].values\nnb_classes_test = len(np.unique(y_test))\ny_test = ((y_test - y_test.min()) / (y_test.max() - y_test.min()) * (nb_classes_test - 1)).astype(int)\n# drop labels column from test set X\ntest_df.drop(test_df.columns[0], axis=1, inplace=True)\nX_test = test_df.values\n# scale the values\nX_test = X_test[:, np.newaxis, :]\n# scale the values\nX_test = (X_test - X_train_mean) / (X_train_std + 1e-8)\nX_test = np.squeeze(X_test)\ny_test = y_test.ravel()\nprint(X_test.shape, X_test[0].shape)",
"execution_count": 121,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "(30, 570) (570,)\n"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T16:14:29.159295Z",
"start_time": "2018-11-08T16:14:29.135717Z"
},
"hidden": true,
"trusted": true
},
"cell_type": "code",
"source": "print(\"Number of train samples : \", X_train.shape[0], \"Number of test samples : \", X_test.shape[0])\nprint(\"Number of classes : \", nb_classes, sorted(np.unique(y_train)))\nprint(\"Sequence length : \", X_train.shape[-1])",
"execution_count": 122,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "Number of train samples : 30 Number of test samples : 30\nNumber of classes : 4 [0, 1, 2, 3]\nSequence length : 570\n"
}
]
},
{
"metadata": {
"heading_collapsed": true
},
"cell_type": "markdown",
"source": "### Visualize time series data & data transformation"
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T13:26:45.971431Z",
"start_time": "2018-11-08T13:26:45.679007Z"
},
"hidden": true,
"trusted": true
},
"cell_type": "code",
"source": "plt.figure(figsize=(8, 8))\ncolors = ['red', 'blue', 'green', 'yellow']\nfor i in range(len(X_train)):\n plt.plot(X_train[i], color=colors[y_train[i]], alpha=.3)\nplt.show()",
"execution_count": 9,
"outputs": [
{
"data": {
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\n",
"text/plain": "<Figure size 576x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T15:01:52.702349Z",
"start_time": "2018-11-08T15:01:50.143879Z"
},
"hidden": true,
"scrolled": false,
"trusted": true
},
"cell_type": "code",
"source": "from pyts.image import GASF, GADF, MTF, RecurrencePlots\n\n# Image transformations\nimage_size = 570\ngasf = GASF(image_size)\nX_gasf = gasf.fit_transform(X_train)\ngadf = GADF(image_size)\nX_gadf = gadf.fit_transform(X_train)\nmtf = MTF(64)\nX_mtf = mtf.fit_transform(X_train)\nrp = RecurrencePlots(dimension=1,\n epsilon=None,\n percentage=10)\nX_rp = rp.fit_transform(X_train)\n \nsel_image = np.random.randint(len(X_train))\nprint('Selected image:', sel_image, 'class:', y_train[sel_image])\n\n# Show the results for the first time series\nprint(X_train[sel_image].shape)\nplt.figure(figsize=(8, 8))\nplt.plot(X_train[sel_image])\nplt.show()\n\nprint(X_gasf[sel_image].shape)\nplt.figure(figsize=(8, 8))\nplt.imshow(X_gasf[sel_image], cmap='rainbow', origin='lower')\nplt.title('GASF', fontsize=16)\nplt.show()\n\nprint(X_gadf[sel_image].shape)\nplt.figure(figsize=(8, 8))\nplt.imshow(X_gadf[sel_image], cmap='viridis', origin='lower')\nplt.title('GADF', fontsize=16)\nplt.show()\n\nprint(X_mtf[sel_image].shape)\nplt.figure(figsize=(8, 8))\nplt.imshow(X_mtf[sel_image], cmap='magma', origin='lower')\nplt.title('MTF', fontsize=16)\nplt.show()\n\n\nprint(X_rp[sel_image].shape)\nplt.figure(figsize=(8, 8))\nplt.imshow(X_rp[sel_image], cmap='viridis', origin='lower')\nplt.title('RP', fontsize=16)\nplt.show()",
"execution_count": 150,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "Selected image: 10 class: 1\n(570,)\n"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 576x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "(570, 570)\n"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 576x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "(570, 570)\n"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 576x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "(64, 64)\n"
},
{
"data": {
"image/png": 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NU+8R7QQz66gcxR4haU3Rwu4+X9J8qfckpwHpNQAADW6/R7Du/nfufoS7z5D0dkm/cPd3SrpT0lsqV5sr6da0XgIA0GT6M37go5JuMLPLJT0g6Zr9LTBx5PM694Sn+rHKxrRsxSFh7QebXlvHntRmpMWnzM/oKR4Oguo93rYsrO3xeOhJhw0Pa8/1bClsHz/hRdV3rI/XHRQPxfnLGc+EtX98pnj/HmMHhctM65kW1t76onik341Px9vj2rVXhrVm9vdHXxbWVm3vCWtvn/5cYfsbj1sbLjOsbXpYW/5c8XAbSRql+H553ZTRhe2zJ68Pl3nZoqvDWrM5oIB197sk3VX5e7mkUwa+SwAAND++yQkAgAQELAAACQhYAAASELAAACQgYAEASFD1bDoDsjIzl+KZZ5pX0Rdb9WprKz5NvZGcPf7CsHbTujPq2JPWdPSUL4e1lZt/FdamjX9NyXJ3B5XaXjOXTYRVVmtrG1PY/pHpHwqXufyx+P86a/LtYW3R5i+FNQyE+Lm5+6rzw1rP+94W1s6ZfEdh++2bv1h9txpS94DPpgMAAKpEwAIAkICABQAgAQELAEACAhYAgAQELAAACeo8TKfNTcPqtr56OWbiuWHtN2eOqGNParN+Y/FQC0m67ol4piBU56ITVoa1kaN3h7Wd2zvD2pYdxfvVlMlbq+9YH//426PC2lfW/nNYW/6mk4vbV08Kl1m4Mp6559auR8Pao5t+HNakeGaZ5lbbMZCVDB2MzJn04bB2+tR4X1y9I17Xs7uK8+XqNZ8Jl3F1h7XGsYdhOgAADBYCFgCABAQsAAAJCFgAABIQsAAAJCBgAQBI0FHf1ZlkdV5lHRzlR4a18V87pY49qc24a38S1r6wOJ4JBtX5zHcuDms9M48PaxOXPhTWDvPiYSk9s06vvmN9/MV58aw+12w8LKyN/9qcwvajLro1XOYLv7o2rB027pVhrWzoSf0GG9ZXLcNteheMjp3iY6pXHBQPofzZ6ufi2pZvhLUPTgtmVSrLAW+GYTrV4QgWAIAEBCwAAAkIWAAAEhCwAAAkIGABAEhQ11N6Tz52qn77nQvrucq62HXzw2FtxtH317EntXmue1NY6+nZVseetKapb74jrHVafPbubt8R1kzthe0d9n+r71gfn50Rn7274gtHh7XpR3+rsH3r7jXhMmX71F2venFYu2XFn4a1jzz6hbDWzG6b/YGw9ti2+Kzf/3Xa44Xto9/58nCZJ66IJ6X430/+IKyV3Z8vGVd8tvuer78rXKbjr78f1hqF+56qrscRLAAACQhYAAASELAAACQgYAEASEDAAgCQgIAFACBBXYfp/PHpHi24KP7S6GY1ou2osLbwhCl17EltHtg0Nqy9/+H4C+dRnW8f89qwdujInWHtmZ0jD3hdZbdX5tld8bCDH151UFhbeMKIwvZ/XXtquMynnvxsWLvu8UPD2l0bu8Kaqhw20Wy++2R8DLS+e3NY23DHSwrbX3pP/Pw7vnNSWJs2/jVh7emuX4S1jbuK+3/l16eGy7TSfckRLAAACQhYAAASELAAACQgYAEASEDAAgCQgIAFACCBuXv9VmbtbnbgQw8a3Z+Pvyis/eSJU+rYk9r4tT8Ja8Mv/XEde9Ka9txxcVjrmXl8WGtbWjJEyotnKemZdWLV/epryXnxrD5veTDux1NP/FVh++aLbg2XmfyjW8LaYePiWX1Wd/1bWHN1h7VmFs2atP8Fo2On+JjqH46+JKzdsyEe3vOzLd8Iax+c9qHC9i8//flwGfddYa1x7LnP3Wfv71ocwQIAkICABQAgAQELAEACAhYAgAQELAAACQhYAAASELAAACQgYAEASEDAAgCQgIAFACABAQsAQAICFgCABAQsAAAJOga7A61gW8nsD20P/K6OPanNtseeL6kWz9qC6vX8bkVYawtmxZGkngdXxjfaWTzLSq2vmJ/ZGc9ytaeG/XvdhrEla4v/57J1jRl1ZFgbO2xqyfqaV9fOeN9pbx8W1nY+/8fC9u7uHeEym0qeBsqe48ruzy27i2dra2uL+z5lbOPPQLam686qrscRLAAACQhYAAASELAAACQgYAEASEDAAgCQYL9nEZvZCEl3Sxpeuf5Cd/+kmR0p6QZJkyTdL+nd7l52Oqok15A7K9Ua/zVMx+jiM/0kadr40+rYk9Zkw0seZiX7R9lyvmvPAd9erVzdcTFY37hRz4WLlO1TVvKaf92Oe8La1h1PhLVmZio+W3z/Cw7sfvDikfFZ4Sva4vtzZIcVtvf0xPvHmq5fVt+xBlfNvbBL0unufpKkmZLONLNXSfqcpCvd/RhJmyRdkNdNAACay34D1nttq1zsrPy4pNMlLay0L5B0bkoPAQBoQlW9j2Bm7Wa2VNJ6SYskPSmpy91feJ9qlaTDc7oIAEDzqSpg3b3b3WdKOkLSKZKOK7pa0bJmNs/MlpjZktq7CQBAczmgT8LdvUvSXZJeJWmCmb1wFsYRktYEy8x399nuPrs/HQUAoJnsN2DNbLKZTaj8PVLSGyQtk3SnpLdUrjZX0q1ZnQQAoNlU82X/UyUtMLN29Qbyje7+EzN7RNINZna5pAckXbP/mzK14tDbMTY8rPXMPL6OPalN5/1PhbWVm39Vv460KDv24rBWtn+UPVIsmCSg1v3t0JHx/dxpo8JatL6Ro58Mlynbpw4b98qwhoEQ71UT4+/f12Ob4xGYK7eU7Dvjoi/ub70cKLLfgHX330maVdC+XL2fxwIAgH0MjZcRAADUGQELAEACAhYAgAQELAAACQhYAAASVDNMZwC15mw623xXWGtb+lAde1Kb51bF/Z82/jV17Elr8sdWh7WyV7hly0Wz6bTVOIvKMztHhrXdviOsRfv3zu2d4TJl+1TZbDoYCPHz76aSudCmjIjH8Eyz+P7cHU7U1Xo5UIS9GQCABAQsAAAJCFgAABIQsAAAJCBgAQBIQMACAJDA3MPzqAd+ZWYutddtffVjYaWtbXQd+1Gbs8dfGNZuWndGHXvSmo6e8uWwVjazTNlwlpWb7w4qtb1mdo/HaJTV2trGFLZ/ZPqHwmUufyz+v86afHtYW7T5S2ENAyF+bu6+6vyw1vO+t4W1cybfUdh+++YvVt+thtR9XzVznHMECwBAAgIWAIAEBCwAAAkIWAAAEhCwAAAkIGABAEhAwAIAkICABQAgAQELAEACAhYAgAQELAAACQhYAAASELAAACQgYAEASEDAAgCQgIAFACABAQsAQAICFgCABAQsAAAJCFgAABIQsAAAJCBgAQBIQMACAJCAgAUAIAEBCwBAAgIWAIAEBCwAAAkIWAAAEhCwAAAkIGABAEhAwAIAkICABQAgAQELAEACAhYAgAQELAAACQhYAAASELAAACQgYAEASEDAAgCQgIAFACABAQsAQAICFgCABAQsAAAJCFgAABIQsAAAJCBgAQBIsN+ANbNpZnanmS0zs4fN7AOV9klmtsjMHq/8npjfXQAAmkM1R7B7JF3s7sdJepWkC83sZZIulbTY3Y+RtLhyGQAAqIqAdfe17n5/5e+tkpZJOlzSHEkLKldbIOncrE4CANBsDugzWDObIWmWpHslTXH3tVJvCEs6ZKA7BwBAs+qo9opmNkbSjyX9rbtvMbNql5snaV5t3QMAoDlVdQRrZp3qDdfr3f2mSvM6M5taqU+VtL5oWXef7+6z3X32QHQYAIBmUM1ZxCbpGknL3P3LfUq3SZpb+XuupFsHvnsAADSnat4iPlXSuyU9aGZLK22XSfqspBvN7AJJT0t6a04XAQBoPvsNWHf/laToA9czBrY7AAC0Br7JCQCABAQsAAAJCFgAABIQsAAAJCBgAQBIQMACAJCAgAUAIAEBCwBAAgIWAIAEBCwAAAkIWAAAEhCwAAAkIGABAEhAwAIAkICABQAgAQELAEACAhYAgAQELAAACQhYAAASELAAACQgYAEASEDAAgCQgIAFACABAQsAQAICFgCABB31XZ3JbFh9V1kHs8a/J6zde9nuOvakNl1L1oS1v5yyuI49aU3L3j0hrHUe8eawtnvVrrC2Z/ucwvaRx9b2+Lr6e9PC2idW/EtYW/uJEwrbn1i0PlymbJ96qu0PYU1qL6n1lNSal5X8zy4vWc6CQnxM9d4pl4S1T3wpXu7Bj8f351FjRxZ3Y3McPa7usNZsOIIFACABAQsAQAICFgCABAQsAAAJCFgAABIQsAAAJKj7MJ1WzPRDNDGs2f84pY49qc0E/SSs/XThVXXsSWsa8aaLw1rPzOPj5ZY+FN+oFw9L6Zl1YtX96mvW//lV3I9VZfv3OYXthzxwa7jMTzd/P6wdNu6V8bqioSdSyYCV1lW2PeLhOPHz75Fj49o9G54Laz/b8o2w9sFxHyouWEn0OMN0AABACQIWAIAEBCwAAAkIWAAAEhCwAAAkIGABAEhAwAIAkICABQAgAQELAEACAhYAgAQELAAACQhYAAASELAAACQgYAEASEDAAgCQgIAFACABAQsAQAICFgCABAQsAAAJCFgAABIQsAAAJCBgAQBIQMACAJCAgAUAIAEBCwBAAgIWAIAE+w1YM7vWzNab2UN92iaZ2SIze7zye2JuNwEAaC7VHMFeJ+nMfdoulbTY3Y+RtLhyGQAAVOw3YN39bknP7tM8R9KCyt8LJJ07wP0CAKCpddS43BR3XytJ7r7WzA6Jrmhm8yTNq1yqcXUAADSXWgO2au4+X9J8STJr9+z1AQDQCGo9i3idmU2VpMrv9QPXJQAAml+tAXubpLmVv+dKunVgugMAQGuoZpjODyX9RtKxZrbKzC6Q9FlJbzSzxyW9sXIZAABU7PczWHd/R1A6Y4D7AgBAy+CbnAAASEDAAgCQgIAFACABAQsAQAICFgCABOnf5NTXydMm6d6LW+9ri7vuWRvWzjn63+vYk9qsV2dY6+nZXseetKbT3rwprI2xeP/Y5rvCWlvwtaOjSm6vzNwjR4e1x8+fHNai/Xu5PRcuU7ZP/ej4E8PabatPDWuff6o1Rwp++/hLwtqT2+Ljo3kvLX5Omv7ne8JlHrp136+c/w+fXnFTWCu7P48cU/zlfVvmxTkwbn68rkbhHm/HvjiCBQAgAQELAEACAhYAgAQELAAACQhYAAASELAAACSo6zAdHTxBuuC8uq6yHibo5rB2+4++Vsee1KqnpFZ8mj2q9+st3yqplr3GLbtfBva18X/ruTisDT/v5WHt9q9cUVwoHcYQ71PHTY+nlv791lElt9maxwqzJm4Ja51tY8NaOByn5Pn34F/Ez2PPPR8PRSy7P0e1F+/Do98Z71Oaf0vJuppLa+6VAAAMMgIWAIAEBCwAAAkIWAAAEhCwAAAkIGABAEhAwAIAkICABQAgAQELAEACAhYAgAQELAAACQhYAAASELAAACQgYAEASEDAAgCQgIAFACABAQsAQAICFgCABAQsAAAJCFgAABIQsAAAJCBgAQBIQMACAJCAgAUAIAEBCwBAAgIWAIAEBCwAAAkIWAAAEhCwAAAkIGABAEhAwAIAkICABQAgAQELAEACAhYAgAQELAAACQhYAAASELAAACQgYAEASEDAAgCQgIAFACABAQsAQAICFgCABAQsAAAJCFgAABIQsAAAJCBgAQBI0K+ANbMzzewxM3vCzC4dqE4BANDsag5YM2uXdJWkv5D0MknvMLOXDVTHAABoZv05gj1F0hPuvtzdn5d0g6Q5A9MtAACaW38C9nBJK/tcXlVp24uZzTOzJWa2ZMPGzf1YHQAAzaM/AWsFbf6fGtznu/tsd589+eDx/VgdAADNoz8Bu0rStD6Xj5C0pn/dAQCgNfQnYH8r6RgzO9LMhkl6u6TbBqZbAAA0N3P/T+/qVr+w2VmSviKpXdK17n7Ffq6/QdKKysWDJW2seeWth+2xN7bH3tgee2N77I3tsbfs7THd3Sfv70r9Ctj+MLMl7j57UFbegNgee2N77I3tsTe2x97YHntrlO3BNzkBAJCAgAUAIMFgBuz8QVx3I2J77I3tsTe2x97YHntje+ytIbbHoH0GCwBAK+MtYgAAEgxKwA71WXjM7FozW29mD/Vpm2Rmi8zs8crviYPZx3oys2lmdqeZLTOzh810HNEtAAADfUlEQVTsA5X2IblNzGyEmf27mf2/yvb4h0r7kWZ2b2V7/Kgy/nxIMLN2M3vAzH5SuTyUt8VTZvagmS01syWVtiH5WJEkM5tgZgvN7NHKc8irG2V71D1gmYVHknSdpDP3abtU0mJ3P0bS4srloWKPpIvd/ThJr5J0YWWfGKrbZJek0939JEkzJZ1pZq+S9DlJV1a2xyZJFwxiH+vtA5KW9bk8lLeFJL3e3Wf2GYoyVB8rkvRVST9z95dKOkm9+0lDbI/BOIId8rPwuPvdkp7dp3mOpAWVvxdIOreunRpE7r7W3e+v/L1VvQ+QwzVEt4n32la52Fn5cUmnS1pYaR8y28PMjpB0tqSrK5dNQ3RblBiSjxUzGyfpNEnXSJK7P+/uXWqQ7TEYAVvVLDxD0BR3Xyv1Bo6kQwa5P4PCzGZImiXpXg3hbVJ5S3SppPWSFkl6UlKXu++pXGUoPW6+IukSST2Vywdp6G4LqffF1h1mdp+Zzau0DdXHylGSNkj6buUjhKvNbLQaZHsMRsBWNQsPhh4zGyPpx5L+1t23DHZ/BpO7d7v7TPVOonGKpOOKrlbfXtWfmZ0jab2739e3ueCqLb8t+jjV3V+h3o/ZLjSz0wa7Q4OoQ9IrJH3T3WdJ2q4Gent8MAKWWXiKrTOzqZJU+b1+kPtTV2bWqd5wvd7db6o0D+ltIkmVt7vuUu9n0xPMrKNSGiqPm1MlvcnMnlLvx0mnq/eIdihuC0mSu6+p/F4v6Wb1vgAbqo+VVZJWufu9lcsL1Ru4DbE9BiNgmYWn2G2S5lb+nivp1kHsS11VPlO7RtIyd/9yn9KQ3CZmNtnMJlT+HinpDer9XPpOSW+pXG1IbA93/zt3P8LdZ6j3ueIX7v5ODcFtIUlmNtrMxr7wt6Q/k/SQhuhjxd2fkbTSzI6tNJ0h6RE1yPYYlC+aONBZeFqNmf1Q0uvUO+PDOkmflHSLpBslvUjS05Le6u77ngjVkszsNZJ+KelB/cfnbJep93PYIbdNzOxE9Z6Y0a7eF8E3uvunzOwo9R7FTZL0gKR3ufuuwetpfZnZ6yR92N3PGarbovJ/31y52CHpB+5+hZkdpCH4WJEkM5up3hPghklaLul8VR43GuTtwTc5AQCQgG9yAgAgAQELAEACAhYAgAQELAAACQhYAAASELAAACQgYAEASEDAAgCQ4P8DMVpNfEjKYZkAAAAASUVORK5CYII=\n",
"text/plain": "<Figure size 576x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "(570, 570)\n"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 576x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"heading_collapsed": true
},
"cell_type": "markdown",
"source": "### Time series data augmentation: Noised_ts fn"
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T16:14:38.082625Z",
"start_time": "2018-11-08T16:14:38.057854Z"
},
"trusted": true,
"hidden": true
},
"cell_type": "code",
"source": "def noised_ts(ots, noise_mult=.01, noise_type='add'):\n # noise_type = 'add', 'mult'\n if noise_type not in [None, 'add', 'mult']:\n raise AttributeError ('Incorrect noise_type')\n if noise_mult == 0 or not noise_type:\n return ots\n print('noise_ts activated:', noise_mult)\n if ots.ndim == 1: \n ts = np.array([ots])\n else:\n ts = copy(ots)\n ns_ts = copy(ts)\n for i in range(len(ts)):\n diff = pd.Series(ts[i]).diff()\n if noise_type == 'add':\n noise = np.random.normal(0, np.std(diff) * noise_mult, len(diff))\n ns_ts[i] = ts[i] + noise\n elif noise_type == 'mult':\n noise = np.random.normal(1, np.std(diff) * noise_mult, len(diff))\n ns_ts[i] = ts[i] * noise\n if ots.ndim == 1: \n return ns_ts[0]\n else:\n return ns_ts",
"execution_count": 123,
"outputs": []
},
{
"metadata": {
"heading_collapsed": true
},
"cell_type": "markdown",
"source": "### Generate images"
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T16:14:40.968262Z",
"start_time": "2018-11-08T16:14:40.950911Z"
},
"trusted": true,
"hidden": true
},
"cell_type": "code",
"source": "IMG_PATH = Path('my_data/Olive_oil')\nimage_size = 570",
"execution_count": 124,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T16:14:43.016525Z",
"start_time": "2018-11-08T16:14:42.998735Z"
},
"trusted": true,
"hidden": true
},
"cell_type": "code",
"source": "img_algo = 'GADF' # GASF, GADF, MTF, RP\ndirectory = 'TRAIN' # TRAIN, TEST\nnoise_type = 'add' # None, add, mult\nnoise_mult = 0.1",
"execution_count": 125,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T16:23:21.782605Z",
"start_time": "2018-11-08T16:23:21.636179Z"
},
"trusted": true,
"hidden": true
},
"cell_type": "code",
"source": "from pyts.image import GASF, GADF, MTF, RecurrencePlots\n\nif img_algo == 'GASF':\n transf = GASF(image_size)\n X_gasf = transf.fit_transform(\n noised_ts(X_train, noise_mult=noise_mult, noise_type=noise_type))\n cmap = 'rainbow'\nelif img_algo == 'GADF':\n transf = GADF(image_size)\n X_gadf = transf.fit_transform(\n noised_ts(X_train, noise_mult=noise_mult, noise_type=noise_type))\n cmap = 'viridis'\nelif img_algo == 'MTF':\n transf = MTF(64)\n X_mtf = transf.fit_transform(\n noised_ts(X_train, noise_mult=noise_mult, noise_type=noise_type))\n cmap = 'magma'\nelif img_algo == 'RP':\n transf = RecurrencePlots(dimension=1, epsilon=None, percentage=10)\n X_rp = transf.fit_transform(\n noised_ts(X_train, noise_mult=noise_mult, noise_type=noise_type))\n cmap = 'binary'\n \n\nif directory == 'TRAIN':\n x_samples = X_train\n y_samples = y_train\nelif directory == 'TEST':\n x_samples = X_test\n y_samples = y_test\nfolder = IMG_PATH/img_algo/directory\n\n\nfor i in range(len(y_samples)):\n img_id = img_algo + '_' + str(i) + '_' + str(image_size)+ '.png'\n if noise_type:\n img_id = 'N_' + img_id\n class_dir = str(y_samples[i])\n class_folder = folder/class_dir\n if not os.path.exists(class_folder):\n os.makedirs(class_folder)\n img_dir = class_folder/img_id\n plt.figure(figsize=(8, 8))\n plt.imshow(transf.transform(x_samples[i]), cmap=cmap, origin='lower')\n plt.title(img_algo, fontsize=16)\n plt.savefig(img_dir, transparent=True)\n plt.close()\n \nprint('ok')",
"execution_count": 131,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "noise_ts activated: 0.1\n"
},
{
"ename": "ValueError",
"evalue": "Expected 2D array, got 1D array instead:\narray=[-0.578058 -0.577312 -0.573508 -0.568386 ... -0.92835 -0.929177 -0.929611 -0.929089].\nReshape your data either using array.reshape(-1, 1) if your data has a single feature or array.reshape(1, -1) if it contains a single sample.",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-131-9e969b1c8f86>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0mimg_dir\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mclass_folder\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mimg_id\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 43\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m8\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m8\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtransf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_samples\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcmap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morigin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'lower'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 45\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg_algo\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfontsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m16\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg_dir\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtransparent\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/anaconda3/envs/fastai-v1/lib/python3.7/site-packages/pyts/image/image.py\u001b[0m in \u001b[0;36mtransform\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m 157\u001b[0m \"\"\"\n\u001b[1;32m 158\u001b[0m \u001b[0;31m# Check input data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 159\u001b[0;31m \u001b[0mX\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 160\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 161\u001b[0m \u001b[0;31m# Shape parameters\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/anaconda3/envs/fastai-v1/lib/python3.7/site-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, warn_on_dtype, estimator)\u001b[0m\n\u001b[1;32m 545\u001b[0m \u001b[0;34m\"Reshape your data either using array.reshape(-1, 1) if \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 546\u001b[0m \u001b[0;34m\"your data has a single feature or array.reshape(1, -1) \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 547\u001b[0;31m \"if it contains a single sample.\".format(array))\n\u001b[0m\u001b[1;32m 548\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 549\u001b[0m \u001b[0;31m# in the future np.flexible dtypes will be handled like object dtypes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mValueError\u001b[0m: Expected 2D array, got 1D array instead:\narray=[-0.578058 -0.577312 -0.573508 -0.568386 ... -0.92835 -0.929177 -0.929611 -0.929089].\nReshape your data either using array.reshape(-1, 1) if your data has a single feature or array.reshape(1, -1) if it contains a single sample."
]
},
{
"data": {
"text/plain": "<Figure size 576x576 with 0 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"heading_collapsed": true
},
"cell_type": "markdown",
"source": "### Create dataset"
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T15:37:03.807645Z",
"start_time": "2018-11-08T15:37:03.787295Z"
},
"hidden": true,
"trusted": true
},
"cell_type": "code",
"source": "IMG_PATH = Path('my_data/Olive_oil')\nimage_size = 570\nimg_algo = 'GADF' # GASF, GADF, MTF, RP\nbs = 16",
"execution_count": 36,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T15:37:04.670657Z",
"start_time": "2018-11-08T15:37:04.640807Z"
},
"hidden": true,
"trusted": true
},
"cell_type": "code",
"source": "np.random.seed(42)\ndata = ImageDataBunch.from_folder(IMG_PATH/img_algo, train=\"TRAIN\", valid='TEST',\n ds_tfms=None, size=image_size, num_workers=4, bs=bs).normalize(imagenet_stats)",
"execution_count": 37,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T15:37:06.120743Z",
"start_time": "2018-11-08T15:37:06.102263Z"
},
"hidden": true,
"trusted": true
},
"cell_type": "code",
"source": "data.classes, len(data.train_ds), len(data.valid_ds)",
"execution_count": 38,
"outputs": [
{
"data": {
"text/plain": "(['0', '1', '2', '3'], 60, 30)"
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2018-11-08T15:37:08.737564Z",
"start_time": "2018-11-08T15:37:07.752802Z"
},
"hidden": true,
"trusted": true
},
"cell_type": "code",
"source": "data.show_batch(rows=3, figsize=(15,15))",
"execution_count": 39,
"outputs": [
{
"data": {
"image/png": 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8ycvcaTVEKBPkrWMyzs/IOVu5O+/xSxJcIm4R+vgryp1hVDee2ndZ3fhQXKno2yfxmefcMpFdRL2B9+Mq33935JaocWIP5DJIJWPCpQJiTl94/3NvGhVS+7HNqHBbKBlvruKW3+Y6UG4EqQjvs280XfTTQw7NoVrx0PByt+WsPt2HZbQ+VfNTroh9g8UDl/SaMPsu+7jDNS87wj3j1KInRilY7Vha4Z21dXrb7XlXzPMEueb8HtJbY04swe2JHCIn/fSZW+5Foa+oPYnLJRWnZVLymeybe4Hi1I79VLddB/2ZGXxH3JnvFVMBxu6CgWIbu0xXmkznDteBcnDmLBdK6cZk361n1xgMs9IsbBvTBqbSvuUKzqW476tRXKqTlXWW7nM9KTsxa2nnB7OUqKIo+6DGiT2ZNVo3ZjneNcr1IQwFSfyAkakjd6zTxzLfc6LDz43Uv42Z96M4OjAn5sX2hNN7NudvW3pJHvc0kOwbh2UsSvw2Y80da6/K1RCWrCvK4uxzcN5VEDrscnTiqpa7zJOZSPfQc6OT2gvXNYVtY+eUzp80hEwlEBPaPd25ASivg8teNzcWXWc5ppZ3Ve4/fqQ5XUpU7M6XGc3YWx7v6vlwiHQ8nBvprpvruP5ljY/7erQU83ENXVYyu1/nKoz099nwPwM1ThyKfUaF9zFUzEp2W2yBMePEQbPRc1VCk+WXGcaJybSuwEAzSCpcw05fc3bg1AMbrSQzlpWbbGfhmLF7n7fDfQ1weTpqsHiY3Kb7HgPkzmuXl8r5mIwpcKUr14Ty2cK2Xc6f4jJ23TEZdokk7wTX+VzclSmIyq2HiOLfARMdfs+b6dzr5T2naJzdL79828L+XLWhRRoxd+2FXqWB4orSjs2Mss9deGAGX11KdAeKyyWFl/DUUkojaeyz/9Jct9JwqCVxrho/+np4aOS7vPb4rlvBttt3m/Ou3EuKsjh4T5gdZfGIjNoqi8f2h+W7pKK6d5Ty0qj+yPfi+f0xTIgr2wWcN8WIcXcs7ahgUfr+Y+4VTeu3GU6NCtuWqMyvIXVFM1HcqXnYppB+3EdAx/33Yuyca3iH7do+pjpBu46mTt2TXco9ZYiemxflTjK1tPPYcVNp5NuZefwaV82lrrWPXnkH9OX7yG1aEWT03WsONz36lnOL7sbdgK9qlHbOtIQZ1zxo/maP4Pdfd7J2M4Z6cWnb4LxdllqdODbft+v0hyStsekHI99t5j2RH3MdBh3mYT3PnfKzpZ2NujtureOxfM64N2NTXRTlwbDXkEz2pzw4VEwql6HUsTuo08NIYnOmZM2ZlpDoKBg8D7sGRu71n8LUNsqm2CWHSBl8oOkqc/bvypinyCGm2FzSC2Vn5k7jOFR+9BU7CzVO7MBgSSTxWVwuif3KHXNd1pkH6QyPmZdUluzVsu/DVtKHr11Hlhc6UN3L+00j3+dk5yqJo1nbjtuyf6ptF9PeYjAgqEFB2cqYLC7uK81znqGwDmTxVMTtfNeOz/FWe2z2Wdq3N1FZ3paLMr3L6kT9lI6flei+mRled8BtVxKvIH+j1Xrb60K5xdCkzD3UUqLTWbhEJ3mQFuY9D5fsPZVjAPGW/QWu0ovkKtI+SJqHMKjT1XpLDAw3w8sPGJtutPXE+4dO69gB6VrG1hsf3I/BcbCcKm2WnRKIGS5ppSkGIwI+5mdS0Pu0DhGMcS7GxDJEV2uiq7WG8sz5Edb2QXrmuK6WYiOE+5m5G/bn7FjXPr2Yp/y6kn2E+7Yy2oLRoGR42FWh2CWr0hV+2zMQ7pu6Cj94emcjHkyl2BaAbefWU5p+IKcUzHBh798L/s+Kthya/9g0h2yAj7Jt8tqD0TkCknkdI8qRywrHBDgcTOlxsSTi6yC/+XdGvC8k8jo4d0rnlFMx8u3BG4wKCRBih4KpUJ5Joyml9/ayHatt3mSxXQVvsHy7SGfb6LGvCiYWhih5HKfHJtcTbXPfMquMflBMBijeJo9nTHsu6rpyil5p+z7smVZqrPXljc/gtmv6NIgO0wXN5RZQ1qMKv8cNmTNzdpXT4QZ5kPLU695XsRRo8V03Xh9TU5yAghfN7LzQ7n2MO4Z6TsxFNkjbK7VUUDKIC/t8GrMME5LYQRQW1RFDRTGdXYXDVTT4Oa53B2GHskpDzb4C9NDLrc4duMynVIwFhdx3asNNBVEDZgcRVO8KJZAsTzdwdqDks7TvYOzbJq+rLd+VR2Y/B477C498P0jaWtHKYcllbilWxGXk8Wy5fVNGsTHD7FySFY/y9PZIcJuRZez3Lpe6TQbIfVbbONi1D1wPk8ndojq/AtQ4sSe9BXi48sKkdbiz5VHq4QWG3wud4VGPCbGdS6Y5a90xY7EPDsXYyNgVMqgTa3cuJ2ed5qlYHumSpnvEwygZpHaJsVDaNqec4fhtHhJ5mqV8+3JzSMsURn+T5HmegWibgUXuL/0p95MwYpx5R+Sibusonhxxk39hm7xefv3SMVOG2MFn4Tw5Mm58Pz0eJ9P0f4aS3/mxpbnNcRQvy2Zyrvxu5LlpXYZnfFC/pYGtXMnO6opFuce8QZIRffk5Qmran6l0j3n35W3jMn+lspW2EaX5mcjb8B7QeFlH2+RE/m5TB0S5tTCA4FUaiB6+7kf8lO3typZ2zkkGFEf2z23zQl5zQabOIdZXGBEvXIPzPIUgvyJ/sU6B3lN5NN+FfXO8mkvvxDkyxG8fjd2RBy2W5bhVCHkslwpPDsm61WIp1Wh3H3u/hfPjzy0y/CYNMVeMTuvYgVmrdWzxjiBxXFEOFc+9BqF9laMzObdWycnyNVoPIzcvpiGm9JTM6LMMBxOXOBS73Oeid87BcqIoO7E1OrwcoSvt3+ZCTAd0q5Wfgbn6xM7G3YLgmBJVhOjuP/s65GRc4uIavhMV3okzBIU0TIxde6rTLK9J2TFTnfSc26AMl/JQVILzNjVmuBj7XqjPUI9TK5cAaX2rEfjBk8pjJG0r2QcM213huFn7L6tHGiE/5pIbC2NaALqZaUkbxIg9Yi/Cs7jPMznnnMvU97bVhW6zDEmmik5smyIx3Oxynv+3tX7ky/h+oMaJXUhczreMkLPFoMHkFq6xaQGh4e/iKRHTHI5GW6Zke5zbN+HhsTfBYhv+DHql9QqsfGwZJAWFj1uQx+Rw+2xixSw98KUpMzGFiXs+N8hTTE++RHLhTOP3H0AqGMMc6zHhv0Mw1lmdCt+Oem8RO/SoCGlQsPiLOreM0cCgoS6i90VuLJpQlse4zS89ZT9Gbvn2+bzX1PGUz7XgIC1xF2NFYfvO81vHCMp48boTypRBurToHK76vo3l9y7qe2N1dRVVeGsHGZQbY+4St9v27fLelvHDppi7P9cBxwyDk+XBwGARPNamKHqvyf3Fa9H2GBVj3lmjcprS4/J8GAKV4v7Mua5Pn0t1OOXRcehp1HPYxVgt8z73PHmYMb0Ond+bMWNxcu0xxehuxqZQ48Q+cMEdPXQSOTruYCBKosHCM/bg5kaQkLa85raOpJySEDdxv6F06X0b8V6j/HmHXKSVbyte08ZOb9EQEQ4rjZCOTssYuaa1QFVl59t+akIuZJPpDiiWLTFSBEr3stRGSkJqV8E9YzrQQEDK6Rz5tImSoQci+4x+yodMYyw4KRWEMWFYH/m9uw6PE+XWEF0kp9xNS8hnbe7ITf6c5yNvY8/tmNdEzKfwXCDv8pzbcL0CGt8uRCDqPbTYAGCnoIYgW6Fu+jpCfD6Y5GPSa8RuO4Ph0peHxCCSeVUFxWngNTHyjgpBKe18hZqJQPl7MD9WGtyDYVzA3nWYfd3197PgBWB8xck0rlI5DteTFTLVLrM2ztk+DlOC4h/3baG0/N+Y4Zcw7UGRf1ceJiOdsb3j+pTOK8nXkmGi5N0zkn4UcXMMF6Md7ezRzeUWMAzUHLLo5XJvuKB0GVIKo3ucTtsI6SMVGVFOyrwEmWgIZDGt48lO8NjUkMl3m8HWwPv7tol8EPIq2NdzbpbHTJDZ2SDB1DTCXQwUo9e9m9M+7maubwjOYgokc52zwJXjI+lCZWDb/2VpDk6R+/JO4ZRiPTIiNDnCn5VzFPGwuU/fnMJKHSSso2MjfoRUupa2bUPag0q7p8qaXHviuMQjZXCBQoYKaYbvc4M+hv2l+74r22IxbDM45HEmOP4br3/50s3rtnT8FmMHGK7uispy9qnca2IL8ApUlLcYPu+TXk2Ju2UqqwZLj0pKLsFbR9PGlJCJPMlrldIZnFv4LpWhbH8wOLDhYf7is1vYnn/fdb5yCWm0mVuPM9KcJTXH3k9JWjT8k/sI25ePK6Uh44bk+cnrYmy0sTi6iz5+R/5ezdtYyaAn28xtmO6i3FpKsjWsrDFUl3pZvfVZl+fNOWiOPN6mX04Zt8dkcXx35HlNy5+oSqN5KJRUxmSQ8SZKsjjmJ8tjnuex33O9X0rvzql0i+mV0h3xhJHVUpJpu5CfLw0xaVdOnEMzGmGfmaJhbqJI8Rp5HuR3Q/uV9w6inhOzYRDSzhsBYuUO2flDHBUPn+lJJWy/O+kUinWiSx3IqdEV36HsOpOlgV6hJ/gAjFlAw12Q5lsyUVni0HGAf1CDIiYf2mi5zn7Lbcm1hDVceE+EvJPh1G2YRFkBkPR0CN9lukkH2QLWgE1/r90h3Fug41QE2wcZDeVgi2SIkilZirRPV7hyyc9Suefe+13Ip2V0XeHFkHXwokeP+2PZNonAxjhLPYd8UjyfvEGO/Uhvcj35kpsa+eiyelAeFiYNAEh+BI2AgQI1FSF+1HNCnCe3Fd1dt7TX4bKghfPkNqmIBn1IdjIhvodRuExRG4zIUS+KomcFEUAhiCiBxXcCg/0J7K8TvzOi0ZmY3ffwLgEJcbfFM8Iw2E4otPJ78Awp1XFJbpp0e3gX9XUhFOqY/4ncjsnZRJGXMizbLN+Rg7QR7+UoE4o/y22hjYr2k7eb6FVjCLDoXbRL9cAi49K7Y6o8YUnom3DDVm6EMRlLchqtlNHImk+p7QevSq+XDORx7jUhjbl520umwopjLVKdAxjK47zzLX73chT9NI7ooQWQ93xgcs+ZlONSHqeyuh/Uc8eEcnFyfel9QTLdICdDvoJXGzmPKljhTZzLU/G7NO1CyhqGSCeRveKej9WjMK7E90S8HrsCcaafJzI1l4e4PHnDjJ+ybFMy2sRjaKTcg8E6KgzgGt+Y2GbXk/d/ohz3RO6q58Qu5ApKsUO7LY2Rv32uv8+x0hgw2sB3bNzbBMNU5yDPR65M7Ux+j0qHFDbuch9mZSMIErEtfB/zStnmBXMVTHlTzDo//pMbHFE+bxGmeX4UZS65AjX2fep8mU5BISumVVLKxs4NjL1tx86Rneq4DcNnqaSoDXoAnG6T2wGvLHGa9FhRpIzO60Ges6t2kd+LbccB20f0o0FixnFb0ym0leSY7LO0L7/eWP6m6iBvc2Pu15OrjhTSGvud3GeknyXyaPYlTxPl3nHwpZlDJ9eYtMMr95UME/Iz/w4kbXcyx/uUJzcKYovRM4NpRJcaY8xYPiUj83N2eodRuY7zPIztLx0/p3oO3bbmsK0ukmN3fNnlctTXVfr+3bN7fk9krnpOzIXRW6TyzqWwVO0dXNKPBEsBH9PKXeq3zenK8tF1ZmhNy+JabPWYyC2rcnvwSjAEVAaoDNi/ULg2zopbBY+Kyr9saDyg2hziiKcMwhgnM6fb5P0J7zTrYkYQkVveNR4gpthYBhkLoAK6zpUJAKx135n7e2G8d4rl6bpk23uqdACT6QVTqONOVMyhhfJE+wz5dyNkvm5yj5tQhnAsW788btaGKtexiqOu4Txr3cBFxa5OQ/mZ0/JvK/eWwKbKPWeqU5UrqrsQ2vBYZy9ThqeWy+3Py/KVnStTkKMoiceCIXAVvoeTyI+K+VE5cDIS2E/ZQFSW5XeY/nc8ltgPjHvvCYg8VOLdZJ28cqNnon7gxYQfncsDcA5qy4hnd6pOfVpk/UibnFYTxL6sTzEixSaUzeWRq97jg8J+uLRHGfPiuox83maMmWGg4bxNJu0n/CF2lNj09VC8/pQHyb5lnfKAU+4+5HWXoswsjKLvy9iIPFCeZldtf36CvEyDXlKvB8lnyjiPUJCTIU4M6h9QAAAgAElEQVQei3MJAHGq91Q+DpDxcWDiJ/opZ/53jIkTf5NzIGBA+qD1nhpexlXBQ9U/Z94jjYKO6q8hhTGLqgRGZJ/J6wXDeg/GUZvtj/v671yZqPuzMe7+hHpl9uUVXt5W6nj2ZuTHLgYCqcfHdik8yWMb6uvftQPZxozrm3gPl/T6M2MC5vrwHTVQPEjjRFxzWXSIrLUwcj3a4ui6HXTyB1MuwvfyhbfmrXhmZpSYZQARnUnbmfHR+uSczAhSIhgjiBBdr8L2sBqH8QaK2rn2g+GMFFUFWOsfXuOsxJeJJDtwQbVgIdDIUMGQ5INohsppKqBth0mHKRyWQeSnYEijgf+eTBex3v1CrmBRzDaDuuCyZX1EZ4PB7Ezfab8SSgaUUFe+mJwbe2Reuk4Y64L3hS+3qdy9r/1LSwYTDXXYdW47d/GlyVIQbwuw1V3GsqXcFvaTxeJlnjMWCyJn7LmaUmhFWpwpXoPpVoXzom0vnBvSknGSg7IbOvpCCQ2uwaGzDbjpZVyJDmeFaITgCrEzaqv4mAnlVyrLvuMaym8ZYOqDaeaGRsO+/H7aHntFKxSyIjd9Szz6YE58Myhbem8QxFLuM049Jwt/TNpRYU7z44zjEAaezEhROaXeydjQ0Z8wUIy9u5NphjxsC3PTyZON8s8rvOF9VOosiM6TK6dx99HfWxi4++XfY65e3HHOSGxdxyFM4WAehl/aVq4p1ChxZ9hbN/Ydq+L20vf9Mjc0dOXyfs41hGHPyU/hhRHSr0R6cr+Q3UzCYEwAQKBKbA/y2Z/Dgz9vAh5sJ/H8Bh2MY980naLm8izlHFnbGyhkmW3hHRWm61b+uZcDeSLNAZVxcsMbFEBiYKtgqOA4OElCNvu6C9MYfEc+tsGkX35DTv47dOyTqRzBKBHS8MYYaZwi9O/nKL/ZyeGwL2FOHdyUEecKeJDGCWC8g19c3cHtAK837nvmuZCkJUeYp5jb6EeWL82X0BwdrWfG5qwBb+vMTSkepnLX8saIeO2q8p4CHcAANTVotQSvFuCqgj1q0K3qOP+NVgtQZYCLdV9nXVquIpkgncw396PuXCpypnWZR0ewZ2fl64b4Ca0FVdWwjtkbI/x/Dh4RU4aJrgPW62SViuFcyhsQLjKeRqH9J21cxtawYdUSjgYDqiq0RzXaIydoebUIiTgvi2DMqApzSUddkYNRSblv7CyLCeCm9vN182cnHFNQiqUxc66BdyStSxknllWfBtDHwYnp9oaAoPzahYGtCd3Cj9oRouJra8DWTtE25Oqnawi2gfszADeAXbh3EwGwC59uA3QNAFA/DdZlxI8q9n9xxA4A+eeRGECFuJJGjAlhAev087QaRD1xlXaCpSFmgCGwZZgNwE01GERiZqAWHajKGca57jvqdmGiMkyWYZsK1FT9vHie8Hq7Du+sCaWSq2yD7JSRqDMD58XXVLCNQbcg2AWDFhYAu/u9MOCFOwYGrvxBp7H9+8x92aHc6sF2L9hdHhOwaIbb8u/7dpomBvv4EsYJGEK1ZqCp0+2ZLA8eEvK7XVTgxkS5DHh53AK2cTKHKo7G3m5hYBdwf8bJ4m7pTalMXh4zugXBtK6z3gXnDXgVWb6PROfehWggmBBrw3dwnTzzpzA7g3G+/GfWd5Hyzy4qVzclfbCiKDcY3nha9bKVAaCu+vTrytVfbaLXhF1UTh7XzlsATe3+TN9BL977GZ7jl6JkZAOmDbSJYSKTzZUBNzW4qdAtCXbJ4IV19qZFDbuoYBc1TFODqIuGn0H5Z02/zl4Ud1gmP1jjhLQKT8HMMMZghWPY09PtCfvBh8l9pWOmzhtLTna+S+l5mu83uzXSoDTXjTMmNA2o9k2FLXjTgpoaqGtnPe06p78eH6F7/gTt0yVsZbB5XKFduQe9OW2wrAzMukVVVTCnZ8Bm4ww+m41w5fKf+VQHAOyv1W8YaKjpZ4ncYvHsLeCLFxPHe2Vt047fs7F7RwSqG4QAOcwMvriIf5jhKXCtjAWRmvKyANLyE8E8OcGb9xY4fcdN6Tl+5wmq7x2Dz87Am3U8ZeAyt0sdxIBJN2RRVw7GzrJ48RTtk5VIIEnMHVvYliW2PV9BnJTSksrhFuRxjamwPml6A0S4jh91ioHTgkHAj7R0SwNbw3U2gy5tCdQBtnadV7JuGxhojwnrJ4zNI+dRYI86YOHq115UYDYwG4I1zuBh1oxqDaesM0IICn8hpEHbAJgWMK1xq6Baf47tzyFm5xkh6jmxC1suX0Ma3EXdBqV3+aLD5smqqGRzE4wMiG7XtvajVRXcu4ic7k4MoGvQGIA2ts/fWLu4aiUvb6NTRjTK6igYdIJBqyZ0jUF3VOHiMcE+WeP48RmIgIsnC6wfG1DbYAEAHYM658mXTnfn8vcpgleL/FTuHDvL4+YJ7Mlxvz0ZbEgS7j9zw+/cNpaflxuL5bW3TMViAhYvLNonqyTPiQE1jvZ7g4B/1rql8wxtV5QYJ0znjBW2Cr9dOptjwsVTwubEeS+1xxa8dJbi7swJJWqdPG4XzmhSXxiYDUe5GvI1mK4HuONaJ1OpE4ZiKY9b0bkV2yM2NRZfvFXDnB1ldSfqkBnUWpjOpgHKQz4zYzEMwdbeMFEZdF4eO8M6AxtGbQhou5ifa5PH24xapXaVby8ZjA3cQO2qRndU4/xJhc3TFtXTNcCEiycV1m/VIMuoAJiuA1oxbTq/XvZ7q/qhxom7Q275De5qdiQicOhUPqG3511gqoNF2WdpXyCfshCPm9cZk14Vj/6IQM1i+vjguhbnSBnQcgFqGmC5AHvrMnUW1HXud1MDbQfjhYl9fITzrzzCxdMKXUVYPyZ0K6f01WcEu1yhumAslzWqV0vQRQtzfgF4jxSWD6Tv0EcXKWvBbeemYPjpNe542Unm1HixrVMNoP3yWzDf/Sg9RhhGmNnFRuiE5h0rDcn9CN4lFObWVRVotXJlMQZsLexnX8QOepKX2zhLYW6evFJMdQNaLYEvvY03XzE4e8e97M6+v8KTP3wG/pycgS++IDPlZ6c66LJP5a6xryx+/NaH2DzL5FnQcYUhYOAWWcJ3pCbjDUCkV7pOyKboaOd5C8csV0tcPG/S45JpHejde4niNbslYBtCtwC4dulR54wEtnEGCrIAeRtqewys37bgRx1gLJpVi8WyhbWEzbpBWy1AG3Kjf0uC2RDMGqjWoVDopxIEo0FinGCYDUWjRDA0ROWWAdPxsF6lXieU4egpQoX6A6Ky/+ijNc7frqPSH4zDDIDr3vvDVoA1BK4BWzklcbPy5TDwingNrqlPS05n8LE89nLVksZa8Z04M3SNYWjrGEcyDYgQO4HWT+3ZLA26FeHiOeHk2Rm+/OQVDCy+8ewE529XAFXghmA21hu1kJYfKL4/p1bbVu42e+vGj7+C9tlR2CgOcH8ctu8y/jKnnZEwhBSMm9GLOdPJo6wBsPq8w/rZMuZ1cO1gIK5Sedwuycnjpetcg5xRwLSErnFyhzo4gwA5Y/HF24zuxIIrCzrqUC+c4GmPaqyrBmYN13FfEswGaM/dJ2XG4mgoDu8jdu+BaiMNy9zLZYRjhNEir2dxnis34fyZQX2+GNy38O4jy4AFzNrCxHeFj+cDOGNx2F67Ve9sQ72MWgXDDwDLMHYBNOTqLOYpCPTdBM9sWbuNxFhOad2F7YAwlrnvwaMnGMnblUF7bHDxNqF5doHnT9+AGfj4+QpnbxuAFlhUBtRZd598eXPj0aCMByjibeXBGScko25qBagyqE6epBul0BPLyOxF6eEbuKyZ4bYt1mEYg2ffuIB57x0kLkfBKhm2GSPmhRmgMuiOF7CLCt1Rjc67xFLHqNbWu6kZL5BdHtZPKrz6kQrrpwxbMdrHFrxyLzZzZnD+zKBaE5afV1i+XKE6Z9SnHarz1gkiMXrD5K2t/uVADNCmg7loneDtfP7DNAFfF6bthm5feWwEsf/Tnz7GO999t3zffHAadBbYbPrYFNLy3wivlNq7pDW1y3tTo3u0dALKOMFWr5bgF69cevL+7eGqtkv7nUXuziaCfUZEu4rLw5JrL1itwI+P8fonnuHVT69x8u4bWGvw2asnWH38LpqPVqg+fwm0Lbht0+kh8nqFcl6K88udrlw9u7TlriG8+iC4D4g0MuPvWEe3P2F8V94J6+M1CCXEf0olqKgUiWOePnsLrz8wg3PkdUKsiHAeG8AuLWzDsA1nxgmCbRio3Rxj07ly2UcWR186xZPjc1TG4unyHCfNBSwTXm+W+Oj4CdrO4Oz1EpuzGrQm0Np5UwRPiN61AwDZRBmmFu5YBmAp9YLwZaKOeuNEti9sC/tDB7tUd67e3bHPfv0FPv7j78V3jsRK40TtzrWNM1SAgPbIaevBy6Q9MmheEUwIORTyM2KUuMqO+Vi5+wPS7Zy3P9O3d1sR7BJoV8D5By3+sXc/wo8ffwIC8PEHj/DqxXNsjgmLFxWMNc6gFUdns+thpNy5AUa5V+wij+3C4PWHzpMt9TJDui3KwXK6pY7fMGNZ2jI2DxWeo+KF+uPe+7VP8YN//Hn6rmAhxykYi8k/W26bMxYD3dKCa2/ItE4m2sY6GeNlIJjRHlvQuxc4OTlHRYynR+c4btYwxHh5scLHJydoNxXOXjUwpxXMmmAunMEYTAMjr5PF3Bs+WzcdJD7Hhee5N04M6zPKb1H2Nx8Cthq+Z8P1ySIayKkwRmTr/lq2AmDcuxvG7Wu9PcvVFaE9IixeVU4eMxffKddJqS27HdmBib5B8Z0d2pmt3SBte0x484HF19//AX700afobIX/7fUR3nz+GJtjg+WJcQb9FonhfrIOZtUJx3t6l4zLD844kXd05O/JTlDTgL/6gfuej8gZ01vPSnOe+wsMt430SeP68cFVLY6QZBF0M2Edrh1HV4hw9M2PcfGT7yXnRZcvchZB2/Sua13tOp2bY0K3dELDLnqFuFqzn8vqhZPvZ6+fAGdf3aB5skZVd3h+cooniwswE16uV/jh8yfgiwrnn9ZoXlaoLoD6tEJ9vvDuwegtrdGNDjHQWrUG6gtnYAhKeBC4oUxmw73Lr9gefgejRnhYX/wx4Ol33k1dEYP9piY3Qtha0EUH02ZeGgB4WcfrcO1d+paVG7lbGKwfkXdnc2V7ctRg8ekJaN32BqKJ6Si0o8V4G0GnHARWA3ojxJQrsTRmBbc1Y4CmwuZRg83TGp//dI2f+alv4+tPPwIz8Nff/MP4/JMlTh4/x+qHx6B1B7PpnPtePo/Ofy+We18jxe/td5pytewri+0CePNVf1ypUzfHOCGTL3RGx4wTYXWJXr6OZlOcx/FY+8FzvPkRm54bA4i5P644/Q6AVh2otmgWLarKggiwltC2Bovaoq47WGvQtgZEwMnRBX7i2Sd4d/kKDbV43rzB4+rcyWJ7hN8//hLOugY/PDvBF2dHuGgrXFw06DY+HoaMOQF2tnfqxUDXEnjje8TWF1Qok8QEdHDTTEr1HpRk+egH40fp1VmxC2Lx8Wc4/fDdXln3944BoOrfBVyzix/WMNgH76Qj51ZCxs3F7h4tUb/2c7yFYj68eGHbFPKdPKLIjpJ16Er5SYxw0YDFfaerYrQLCz5mPP7yK/y5Z9/Cjy4+hmHGJ18+wd96fYSzJ0u0Lyqgc67n1IULIzbXQd73qIdEp5/X11VuiH3lcbcAXn3NJDd7ykAbn4tBh2+kgXB5T5TvlH6fQspjJuC9//5TvP7a8yR/A2OxNwSEIJbwxmI0DFp2MLWLD8BM2LQEUzNM1YGtQdu5oJRHx2v82PPP8N7qFWrT4p3FazyuzkFgfNE+wh+cPMdpu8D335zg1dkK63WF9UUNrKu+fmQGQ1mNl3mtAW0oHtd7Q/UFoW5ofEx+R5nserEXH27Ai2bU4OSML4BZZ8aTIIab/jq29vVXO3nMNWCP/EkVAxZoH9VoXpqo28v3w2Snel8VeVtbkceQ3FhOJ2mP/tXo5DGwOWLYY4vmgzf488+/ia8tPkHLhE+/8gh/5/WPYfOkweaFm9pjOgAW48aZq6iLW8iDM07sy/ppje/+M2+nQhZDoRhdiYvSdMtvvy0+B6Kh942eU6W7aJwQ5xLw4//ud/Dtv/gVJ1gDQWn0As7W7tPNkXLRfqtHLRbLDU6OLrCqWxhibKzB2brByWKD42aDTVfhvHXm5B999Ar/xPNv4sPFp1jRGu9Wr/DYrMFMeMFLfHP9ZXzRHeN3T9/Bd0/fwov1Eb44W+H1xQLMBGvJr7bhlvB0q5EyjGEwA5t1jfaidn3UjlwZ/BxrACDrBHS04krBHI9Br0QT8E//U/83/pfqH0mlXzROeKtwSzAXQLWheF/I96ntkuM9swvAVuwC3tQM1Bb1yRpkGHVtYS3h8z98hOXHz1Cte+E+NmI12kYOQemFE9queCHEEWPZzqm3hLPxt6ABNicW3ROLn/ypP8R/9ON/FR9U7r79/Ml38R8/+Qv4zkdPsPr+Y9DGGZqchRzxxZYI40QolzT0Hcr6n+1wrHLrqR61eOsf/SEAAokHJ3dqMMQg8KidmCe0E5tp18ZfpzI2+W2I4U3T8CGs4u8A+YZtiPH9b/0ovv4nfz85rmMSoSwYtelQG+u/t6gIeFyf46ja4Gl1hpW3Bm+4wrltcFxdYEUtNlxhbSsQAc/qN/jZ5ffwljlHBYvHxmJFhJYZFwx8/HiJDVf4YfsEn7YneGVXeN2t8KpbgUGwTOjc+nOoYGEIaMTw2IWt8bpbAgBaW8GC0DHBsol1t7YVWpsG6LKizlvbH2uI+7/Cw72oWrTW4M3nn+Nrf/K7g3QBRlP1GnJjOtSmw6pqsTAtGmPxtDlFBUZtLDpL+Nbrd/Hx6SOsu9rfc8BORETP28Th4IHjHmXaOPtrh7YkYvqBiFEZG9t7U1k8XpzjrcUZfvHJt/EvPv4dPDULMDPerX8F7y9e4Fun7+KP3jxF2xlsbIW2c7UersOirKVyT9lflAfGow70p78A0LdbKYNDe83b9BQ841kj6p+bIJfJyxAAiWxJznNXgCFG98mn+OBPfS85Rrb32lhU5J6t2ljU1MIQ8LRx8vhJfYbjyk3TjfLYrLEymyiPLQzea17i51bfxXNzCkMWj6nDitzY4ykDP3h6hHNu8NHmKT5un+DULvCiPcLrbgmGwYYNrB+lM2TRkPs0xLBMuLA13rRLWCZYUJSt1it1FoR1V6ELv30ZZVm7TB7/4pe+jf/nqx8mdRffg2TRsYn6f2erfrEOdvW7qK0fTyIsqg6V6bCsOiyqFgvT4dniFIYYDbnjfufle/j09TE2XQVm8n/l9nCoUArTzkGcjMmNXbc/hv0fYIx701WmQ10xHi/P8Xx1il986w/wbzz9TZxQA2bG197/X/HfLn8R33rzLr7/+jE2rcGmq11fSJTfXZtG8zBp3LujqHFiJs1riw9+5VUffEpiUk+FUQtuZglL9423+hDxN1+vHcAggGRMjhDnhtVffg9f+ZU2cYELc0xdNFn4qQfuGl3tonhvjmt0yyOcPgJeezfZ4Clx0QCfLn3nfeP2ffbkHfz9r36AJ49PsahbvPvoNZ40zjr86cUJvv3ZM6wvGrSfL5znxBmhPgOW575japEumRbnXrsyLdeM6gLRnSwEXZMd+0p6TiC1HhOzsEi6sv/Nk1/Aj/wfvdItjUtsXHRjs2GYiw6VdyWW8+psY6JxolsY51K7InSVATfAxcmxax81QB3j8Xc7rD4+g1k7r4E4PWWsDVxVULFcBw/xPcbyQaLdh4jwYdks4+aubx5VWD+t8N3v/wj+g+Nfwh9//EdgBv6rb/5pmF99gve/xzj+wbn3nLCg1nrjROqRAqBY7llunzIdP/3m/51/lnIHaE9rfPqb77ofocnG7/2o0qz3tTdSztGbE6NwNACXnpU+3SSPxPjJ3zzDb/78V5PtecwJmFAGBiqn7NTLFlVtsVpsUFcWRIzOEjZdhabqsKg7dNZg4z0nnh6d46ef/hBfXr5EQy2e1W/w2Jx5z4lH+IPz5zizC3x0+hifXxzjbNPgbN1gvXEqATPFJU57hasva9sadG3lRsmsqwxm9EZvAGgJyDsZ0ugoDMsA4uh/8Z4ZBizhZx+f45u/9UE/0u/rmgGg5v6m+xE61AwYC6qAerWJ5bAWWH9+hOqVgQlp2Yl2sIsyLO/9Lohz8morB2dF387jSB0DFWBXHbCy+OaX38HbP/4aP9J8CsMWf+Pln8D/+Ps/hzdfHMO8rJ0LcT79RgyQHMpYfrA54Mqtg88qbH7jLffDN9RE9uYDHDPYSR5LWS/Tlxa0wXlu5089/hTf+c3303PF4JX0ZHNeE+47LS1MY7FYblDXPuaa91yra4tF7YypwZPt8dEFfvrZ1/D+ysnjLzWv8Nicw4DxeXfi5HG3wHffPMXn50c4Xzc4XzdoN27gzy0C54QdEbwnW29etx3Brp08jgN2wZvNl4n8gF5pWkccIIuDloy/8eFjdB8dl+vPsJMbHdyAoKyzKI/7uuTgOdGwq08D0NEGZOBWNbEEfLJE/ar3ZMtjbUiuYnrCpL7g20IyiJjJ4ljdBmj9IDIbABXwycri944tfvf953jvp17gq81naJnwP3zxJ/A/f/OPof1iheZF5aZLtuS8DoHBoOVBPPvuCGqcmMubM+Dv/TaAYfulgYu86OhJeMo6MUEWzyJZwSK4wZeu5930P/kXfgFv/3e/kcYOkB1C44M4hpgWXvrRauniJxwtwU3lOuVdB2qt+91ULtp32wJM6J4s8fqrR7h4ssJ5Tfjdx++hWzGInRHi0ceMJ2vG6tMWzctzmIsW5mwDrDdeMIoYBGEqS4iDwQxqO+DCr/ZgrZ8WkcUt2LRDF8Ri59ct5fmj9uew/Nv/YBhvAQBVxgXCtBa82ZSFZGXi9RaVWy6Jmtots2oq0PHKlaOuQJ2F/eQz2NNTl3/4JG9LRN055uH429UXAW4JKzJoFg0eHa3w9Bvv4+/iH8L/+e7Pgizh+a8bvPO3fwh8+jnsy9dx6Vn2ATEvHVNCeVA0p8B7/1dmvZIKMIBkatsUexon+u/9qhtjyjCCoRhA8xu/h3d+4utlJdofG+Y1g+CmJhigWy5hG2DdAOfCUEwd0NbAGxEQEwBeP2L8wZfeRXWygSGL1dEaq6YFM+F80+DNiyPwxsC8ckbiau3mNzebXiF0S5UGZbTPExhoWnetaFRmzgzBiF5h4XdeVvLnufokRC/BvM6BOMfZfv3H8O7fodGAmNGLrTbRo8t6BbFdLX1nw+X56aeM5rWF8cZssoUAnklmJvZdlrwDkNVDjM2RrH4g6i22F3IDC8sa3RHw+fvv4T/Bn8dXTl6gIou/+7s/iqN/sMLbnzEWr1y8KBe4NFg/0HdUYmYK+S0E7J5jPP7W1iOUu0bzmvH+r/mg5gXZ18vM3axTYWrzWLsaBD+mLdcIx4p8dT//E/jyr/VtmSHacYwfEAJhUny+ugVgF4RueRTj21AHLH2A4gsf16Zq3b6XR8CvvvccOGkBY7E82mC1cHV2drHAxYsVsCHULyrUpy4Q5uICOFojZnp7gOJwHPpp0lH++oG8/LUZ5XKI8dBPeX714QlOPhJ6qjSeGr90dRdW7AiVh14eN15vh5si7eSxq0OuCO2RX0q0IsAyjj5lLF5u/LSGYcyJNN+HF8aujCPtJ9+cvev7aZ9ixS3AT2UhbFYG3VGNNx98CX8ZfwHvP34FZuC3v/khnvz9GqvPgeXLLk5LDwOsw6kdI+Xeszp+Z7/TrgU1TuxCWF0gn5t3zUtm7Wo8++JngLfevJmXuAi+SVUFqgxosQA1tXsOLYPbFlTXbnlR61fQIEJzdIQnF8/RPlmiqwibxzXaFYHYojlnrD5eO4PEF2+A16duCdGLtVsNg3nQSaUQnNNjuw7wq3HE9ZjHlhOdydG3PkE7t24K8EZ8lzuCgeelX+WkqmC7zi0hGvYDrpM/9T498BKjIdAVT8WymLpkfAZ6o1DctFkDp6eoALz1jROcflEDlvHsG2ew3/sB+M2b1PgEjJb/oOXebD9EuTuYtcXxRzLKKQ2VBOnlU0K+9A1meygFL7Zw2a0Kd5av7vUbPPr+Js1jWBnCb4sB2BCmT7nlPm3jlhJ1keOdomlaN/1MrtYBcsG3zjcN2kcVWgO8Ol7i1cK6kbG1iaM0zStCferiCJm19zwTHVSpyIcVRIKim0aHH3buqbhaB6f7gxj3CncIKjaod2+cOH3/CI8+Wsfo8HE/4AzZQRluXNBRrr0yXBPaJUVvPFjg6LMO9at1byTJltIbZuIKrRNZmWd5TkRPSBLfAa4N2qWBPXJWme9//y28fmsJAqP6aIlH37M4+tyiedWCWuvvG4vA0ZlI3rXcwmtNuf+YjcXqe68KAxiifQLjsniMbTI5xGPz15IdxNFl0ZF2Qt98uMKj710kz1UecwLSQ9TAy2PjjBN+aWcmF0i4l8fkOu5iKVFqK7QnBrYCLo4WOF8666+5MFi+MM44/Apo3jhv3frCL+0MQC4LGmXkwDjBvRxmpPKM4Zb8DB7ThbKG1U2CUYjNsG5CXcPADUxaBm263rgpnnv2KwASO2Nx8LDlKI+Nn0bu7tfqkzXqVxcu3ZFYZDfCHKOabOtJnEACaoN2WaF7VANo8PFHT/H6dAVrgdX3Gpx8r8Xqsw7NywugtSBrRdy8LXVw4Jh0twk1TuxC8GAIbXVfT4hdueSD2S13OD9OMej6krVtv91aZ0ywFsTWeRZ0nXsY6w3MeQuzqN2SSI0b9iMwqnOGOd+ALjrQegPebMD+EyOGBibjVsoILxu26VKhhxBY6x16rtKzYJvyxQxw52JjwBlTWHTMqfJzpqeWhj2wYQIQfaAQSGkX2ALwAfNkh0p6rzADbYvqglGfuReMuWjd6iSJV4zpDRB5HRy63GqcuF8wQBsfhCzXhwBQSL8AACAASURBVOO0u9DWtqcFcfgkhBjgMcYmK3qsoVesQ4zZKDusUyKBXjO0YhSa2E+X8tv8UqduxNwp4OHRc8YJP8wVRsw6BoFgN26pT9MSQIxu4545WHIxdDaIn2bD3p3Ujb4R4Dr5flpHUIalO7QLFOyV2U4oz6JoZNMpdrG+Q3VazjwnOH7mcOWm2NnHxi9/OVSG5VRFAwsmctVnXB1bufqTZZiNdcGO5dS6GP+G956dUfIq2Ol0oknvYgC+cwD3LhHBskFuMMAYAio/mrox2GwqNx/f32dqXfnRec+R4F0ojUvFWD/3VxlW9oRdB3V0xTi5fa6BYo6xODNOuPfBlucujIX442xDMOuuf36kHCP/PrH9M8YV9bIQftWlMN3CukDtxL0B1/ilRO0myFoCOoYNK7iBQH4ZZ9N6I/GGUa3ZG4z91A3Z1fByWHqOhOc5yN1gZIj1yNwbIZN6DsYPQAYnJyJnqN50QuYIA4+XodQxsLH91FypF3t5TAAMszNKhE9rnIwyTk12hh3r2lEnBoFvykBRakdTOr8/vl/BTvxZC1MRsHbvftoYN12HEQcEzMaX3RsnkjoIbCn/oYPn3zRqnJgJEcEsmmQb5w3nkG1DWn/zTvvcRujP695qtytLRatcB/YGgdiZZgu2DDJhOUgG2849lMwwr09RM8PWBmQZ3UUNYkZ13sG8PANtWvDrN+Czc3DXgdvOeV+MIfO9q3AaddEKPQYLfnM6PC6/TuhMizoAuVE6TqaM2MG5nC8/SuQ8UfwUEOkZstOyoHnMkbDtEgKq5LmSbBNldS8+6/aH776s9uwcyy9aWL/Mqnlxis4bgaiuXV02dV/vvg7KHb0DGCp0KdF7BTG76WAIimb4gvRZlqMZ0jA4R46UZEBIC+iV7KCAyOPzUfCYUZdudRZkgt+WGCfgYws5xc2GDmdnwDXBdARbkTeUOOU39Zxgr2katGcuLfd4GbAPQFutCdWZW0KzPnVGRKcMZyN1mXFCTrswG47rsfeeFv07kNh1gAf1KKvJeytEgmGp8MgHZXhzvEB1thl2XpiBupelXLvVhMzGxKWcQ4eDvZyszty0wmLcH8u98fSalb5ZXmNyaqcxvX2XCGwMKsswXKE5q0BnFdbLBkSM1SmhOWPUZ50bLGitHwEtKMNT5ZaGZjVYPGwsg84uxjt0QPoeLx23bxuSBpBg1JNGhvza2XmbRwRzuu7lem6oDvG1vDwOXkrUVuDGwLQVbO3lsXfH59qtfufiufSJNW/cFGVbOVlkO9dBrS8IzamL5da8YTSnrrNaXTDM2kbjxGAKXJCV7LwiaGOFUSIzRDD7GF/y+RbVwZkMJEL9eglzKkZ2pGHJGCCM8G/a4v0jqdtWxq3qVjt5DGPcuQawlQFZC3O6du0oGkoL748xpEE4986deDfPZqyPkBje0raIYKgwBsYbh5rTBtVrg7auAeu8FuvXHarTNejMeZGTn0rexwN5mEZiNU7MhcjFEZCbRjpuwLCj55LY8cEIgTDDMF2wclboDRaio11IwBkSFhbJ6DSXfo8oGcwArLNuGj8dgC3YGhC6mC8mOA+K9QZYNCCuXNBH/6Iw6xa0aYG2c0YJ/7d1TsxlDRIFz4Re+au810ehLrI0qKrES66KHfck/kcHRBP3QCnvf1NVuU464K2sheGEuZ3yPGh9/nsbSYcia1MQ/QS2gHfTQ/ACCR097waIzrrjug4mWImtjxUS0q5c3cXPUvnHyn6J0UjlHsGiMxUIxgMIJcUHcJzVaraO1DlFKj7vIXJ2HNbKjpVZkx1HAKa1BTfioHjCPWfEgPWGBcPgzs3ZpY5gwHFaB3UhEr73Buj8c9n1Acvgl5FD59Ikv3ykabPPwVxXoYD55eviyjqdMz4Eg0Q0ZrA4P3hGCCV56EYsFWiTHeDxhgVidvEiZGdauhF3FEfq+nz78lcE2wlDkuXYMUeMX5QNNuw7XfOSnhPOKDTfQOHq2JWNCSA4jxDbmhiXxLYGTH7euZ8nTq3tR+riQEj2WSqboiRwP9ILeGNx334peIDt+kxsa2uhAwj0S6OHa0ny3yIfbol323tT5Ne0bioHGcRnzHm+OllFlYXxHhRu9J+DsxtgnawHhSXpEVcoMy2BKyeryMfvcQZf93wa7wkRpmIM5bGv1+DM3fpnOhzHPJgaMDBO5HWcyUD3PhAeMXIczqAf4e+6wag9Az4gZp8Hqrw3Gvs67dw0Q2NdZ5xa3ynvRD7z93wp34dkqo16g8z4PiRtEoacp6VhUFs5L7WNl8Gt8e2gj9tBrZ+2blkYaC43bX2MuxDnTY0TcyHEkfNiwMU4qr6DQpykP3JGULasdXPf4rUneqVSGTTs1mEOc1ItI3GpB/zynUCUPkUjhTNI9N4Btj8vhHW3zpOA/IsqKEAUrLaddVNEOq8M7WIZnSIZLZ0yRgz3c9f1Rpep842YihG2M4OFxCZULtjjZDwH01tUZQDS/Jjrgr0xBYgdrvLIhjCQVd6QETwrOuc5w4aAzrUxaq1zH+4YaLuYbjRM5AFYJVc9zUO5+wRlOLQN4Y7aK0SXaDclz4lOJGnE9aaI54khOWvT86ThkgiAjfET3H7fofTeA2GE0LnV+sfIx3dwUzEYZNO17snCTTFjxA4rrPtzx/lAXNLNt3MGiT4YZj+vOxwrjRKJAs1O+ZQB1wblDbEeEOrHDuuTyOfDB2oLSrE/1y3r7JVesr1hoGM3dS1Mw/F5hp8eE0YWBy60I++j3V1mdzuecxk3p2MWyhp6Q95YzvCjmt5YRZ3xHStEbxuy3M/tlspw7j23j9dIyNcdUICVA8Do2w+Rb/qiIx2+X/Y9nnuJCiMgTekueXal7ltR//yX2mzwxggdTz+tw7QWluA82Yw3MnjjLnlZKae1OS8K/4eR77Y3cJCf6kCtkKfRONH/xU2d0LuDJ1huYJVGyFgBmVyW76LWG50KdUqA1+P9FLvMWOz2C8OxH7wK8ongDKOoTIxl5wwdNsaVi+depxwZk/9Efb6AwcAkpBHHGPHe8u2z8x5qIQ6JDyAajPzRSB4MM9m1JvN7T8WsGidmQ9FtfrBahjH9g11yJYpJ7CGcg8AMblRE2x9W6dZGlKzhXHIZTTrnJaKyUbAa5tuCwSEKx/Q3sxBkh2CkTre6xsY4Flw8PqmPMWNBNjrACMrhRHa9m9egY34Z74l9EO2jN6Xlo9HC+BTboT822hucG3FOmHMJ2WEBkmksg/Jlq9KU2Nn7SLl/hDZFNFS25HSLkutlTGPHN3pmdOaw5JrZIufFefFI688jIacZfQeTpYHFn+3LTDZEjkdUWInhvOuEnTFEa49BLVn+eSOF+JP7g7JI4Ty/gD3DxbOI6ctRsXBPpNiUz/7AoC/Ohzcw+FGmpB7lPWSfuXA9pHkoXisYc0L5fMCOxGgiy7GtM557RQzyt6VTPtIW88ChubEiWWJbXjdgEd/76VxzcX9R+izUm6jfuH1XY4MaJh4mucyVv0eWvQew+9SpmJbYNvPZI8v9agpeniTnlrwLpPeAlFFBpvjv5OU3R90XIPQeZomcDbIdKOwXv8P+pMzuBTCITmPL3xMv74nvAzlTqo+wTf5NpZ3LGA71At8nkGXujxvt51z1NLtC+yzlRW5LBkX8SoCD90TQBcQ7OLm/8vzSdQ9liLjuFRz2RI0Tu5LNQ43GguDOIy2IO6U70gHOlvyUBoq8o5Y+QNRrpsSu4zdolInKPHLMTJgRvSps35mNyq+05gIIy0gmQX7kb7ltR0YNE3nnd6oT7A02IS2S7lriZVbsLMd6DPXvt8uylbw5Zhgj9u2cD4RrcHmWBM+Y3FDi42skgWDJACazxJMPqQ/ESM4IU1xkPQTjTMxHufyzyqrGiofJqOKCeXLjkp2nKDlt9hwxnPIq23t+DrM/r1dq+23hezjBnxWNFr4jnym6vfHCX8z228OsjJClKJPlMSGIW0gn0zmDgSLKtPBnM8MEi2kVibKJ7DO/QLgOZXLG15032LDclyOuQWTdCJ3xsi9RBJF67QWlca4n35iyPrVvW8cp2ze2yoncPnAMkgYKwL2/wn32++LygsGIkf0VPV22lU954PC03psbGcc6l/u0rV1OEUYG6vyKFEHeTuXDsjB6wz141k1JiAZjKbcte3kqjaCpMdh1zIMHHHovtuy4YNwIcpbh5ZQBGEIed+x0LgAxXkEui6WHQ6GsUv6RL0fU5XNKg5A58f3G3iAEcQ6J91w/PTgcH/XVQ7aVMfLyla6ZG4XDIeTOD/mNRoqBUYFjPcCG8qIP4pwZb1j+lteT2wY77hdqnNgF2Wkzwp0/mYt1OZf8oleGdLkUBgqXj35/0pkT7wMT8lr0ACCAbe89ETrWudDOFSwOWg+i1svSQME+OFDIm1/lI8YrAHBpC15hOsDUFA4AUchEo5ItdMZ9vkgaMYzpDUjBMhrOD9uZ/eoc/UuwJEQTQ4efKjLaET9Q53uQfskSbAA5PSjx0mEIbdi6l7X1BgofNa/36AzzmP3hcoWVMLUjRjQ2yT2RxxW55POl3Ae2dCK9PJo0UmxTbvLdJZ07HJYf65XW3isqPShMQ4idZZEf9nkni35ZMq+oclDyrHvWglIbpnaka9b3yo+b+tArRENFWNYnx448hcz4rMbfUiH1SnDS4QXiVI9kJDArazISRCP1GYyoXuFmEmnn9yIJAIc+n97zhHwCUaZ1jIGRYo4hYR8u27kv5IvgvFkSxBSPpH7jfUN/b7Ny5wH0JsuhKJK8fUsdZ9c0diHoGHuoBeT/keV+daSQj170iU40A1TF/cTOGMzGeTD0cXYILGRLYiD0ff045Q79dzkNrzdyyGeT/TPvDDxhzAjweZHPvDi3rys7rOMglxN5CfEOmZADIV9jx0X5I+SwZRBxbzhl/5IS6bAsxz4dcdkG5bax9jjZ7vw5squS9Iv6Q4KDI4VBavL9hlA2f2+jMSrKYoj3aVb+5Hoz5PM9Qo0TcyGkI7t2u6FiL8Q1QlosO8XAsINW6rAFDwswqor7aQwxcaE4+xHzWdM7praJh4zIemUamdCz5blvu5J0ZAsj/RJZp/lUDC7VjZzOMFxNg43pp2+Euved7rA8FOdL6Mm0RbyJmJ9ccF5XJ1yuwJHvC4YEL9h7a7aBNFAQsWujycsg7/TAl1l4TOSGGWlwK6FeEopkSgkRHetZL/I5xgrpbeSvU2yRmaLOQWsRzZqksiQVQjEtzE114GgoJktRmeFwPODkLAflNqQVnj/qleOgGHH/F2NShGPCPGihWLqaJMDCKfFRoRJ2l6io+ryHPEzNcQ7nhk8/d3voDgs3NzxOyRDKm5DdFDrlsc57BZqDU5cPNArbG0qS6SelPI5tGxyD3sKSN4zSNskM43EqS8nf/4KBAmFf6LT468vR3PBeDnWXB8Qcy8dUGceOKT2nyv0mf56CseKynaqxthSe4TjCLfbJQ3O5G6bS+WfGGXLDdXLPCopym8UzRGEpUSmP/YQLKSeDIVhOwRP9WiFLhfwN0+timcLv1LM318MHT9qIHC5Ob5Pp+LrgmMmRd6q8L7lBIdRn8EAJBor4rhbXCQaUeA/2lMVTedxG0rakXCSM5odMzDMngbNZ1HUW04mRvnvyvhSAwQDuAzBKBNQ4sQuJUAsWtdAwfWvbtpzjLnEERIyLxItCzm+VyIYrPCziYWPX9oEM03Lu8BAUnmVpCQ2CtjiHLM/SnOqZa5gYLW9m7MmPze5f4ukAIXjyvOR55OwtEQxcwlsgSaPUKT+0Qpd03rJrhhdD7pWTTWHh4DXBYTUW492ogeh5w70A5rwexAodSd3KvFyxJ4lyj8gV1ryNl9rMPi/5MPoB9HF9SmTy2QVupP7cPH+5YhdiL1CvDCcSOSi7/lzXQe33BS+EpOMfFb7+3Dgq5/eH0bdeGe6V8n56hSimOEYq2fHcREfl4XcRd4LlPco74eHYcAGZ9thov4Ub5ERf5sE7M1fItxkotjGohMK+MUpl3na8NFAMjCEsPFsQ20U0JInjRuNsTL2vC8ah9Nzscyw95e4jdLtioN8xfXUbU7HJgj4sZenYlJHQTuW5QZfJspR3FsnCGUazMg2Wo+Z+P4H6fvVgFZzsL9vWe0Bk1ygZe4Ch/LO9XJfGx1i+rcbi8juzN5x4eV1Rn9aoDM6uzcIgASDE7whT9pL4SEi+XK/syK8V62IiD6Xp0CN1kcd4ku2EZZuXhom55b/qeBzXiBonZlPoTAYjRbSqkWtQlwlkmC9rOWWgGJybCdFooBDnT103eE+MjfrPgfsOLlnpoiQE2WUEzcQLLpmGUTw1225MOuUgbg/CMzMiSIOUX96u76yYNGLvDPtO7JjnRok5L/GSBXvOyMSYp0b+Ugp5yg05HEZ3eXg9acCJynH2ggpTOSDKL6+T521OXehqHg8PP6I0CNyVGyjC910ZVVB2OFc8U9FAUcrr5Db/aZHKE574Lb73sSOoV3bzc4tlyPrT7MJh9kYKqWwFhV2UI2wfU34zKKRfMiAAUdYU63CbgSG+n5F0AibPuQwy8F9upJkjq8baBjCsm1JdbVFQ430a66iM1UEp3XukDCuXp2ikCIx5/sp9uyCn124zgEys9OEzPn6dZF/Wafcd9sT4bNHPjhXX6afFAXHwJqYxlJ/9OSJdIPH2mL0gVUkWbzl+6PlaqK9taZb2z6lrttuPvS6mdImkTnoDRSkmYD8QEH7LdiHStjy//PdY/qpxYhekuz+QCsTYiGb0SmVa244pGSgkcqWQYhoEKqwdP4htkZ3jhGih4z4HYTxJheuBH6SZS24mQkJOK/AdaKrMtOFGngcMFUzZke/8BHAWn4O0aCi4thmbxpiTTonSPS8ZSUqjH8Eo14XzxIs5pC0F8bb7Lu/JVDnUCKF44iC19UESS0aJfRiTA5dNd9+8ZKOBiTIcjyufnng5hD5y6VhGeTqi6NMPtof85R3dyyiTIV7CHGaPJMF5UBzq3RMDg4rfU8eWPBoYaQcpTzM/Pv+9RzskzqZ/5ArxVH1O5U9RCiSds9ywdtnV2g4li9k/n3MNxUA/NWFLZz96QMTf6ed4nvrz5zovJzEtQt5DXkevU5ArcwwNU16IwVhUMkJJORN0SGakgaF3lNGHkOlz5dpU2XMDRT6oWTTSh/7RjvkF7rVBQqLR5Q7FXFlJYqWCfZkTj2BshPyQDB64kflRu1ptd4QMbV869LZyUwEe57aLqXY0ZwrNGFPH69QN5brYV0aVOuPb0hg1fKQ/By7DEwyUm+JI1Vh+svOnDDOHYG46u9yL68ybdGMOf1vTHfkdplzsE42+0LEoTc2Qy8nKbdP5HTnggSjEyuHYOuCzX6KXT2NbWz6wJ5VcsQOY31WYbZ24DVzW4LTz9Q5obL5sWvu88/c97gGhxol9oIILehhBnupY7WKUCJ23qWUm5YjzRCc3jjJGS/YB8ifZ57kKluHwJ9PKtx2asXs0ds2RuiUZ4HGMvGylfJS8H65jOsNkWy14MexjSBEv5oEBae70jfBsjbZbmv5T7jdjnbxtSsOuCkE4Z9dRp3yfHOGKo07ZsUVPhtwQ0v+MgYeRyXgWyrBUkgfZdd5y/XzY0HmW58wfzSvWUSCuFjJSn4VzosGGMOv40jFJcGYuHDP4HfJ7AAV2G/k1pup7jkFpl74C59cV2/cpd27w23aflbvPdRiv5sjYucbiOTrmnPbqj0mC9CaUR9vTgIj58SS+e+QKRUKO5cbGwRSBsfeV/J7I5i3P/C6Gm12e9yTdLVMarqKtzTE47yi/isY5cb+LhuJtbfwBGYnVOLEPpUAlc17AYpnN2Q/2mNDNPycsl72ucUBhclkO2Gdk5u1lS09IynqpetmzzpJYHLt2dgKXEVRj15h6udms3W95UTGQ3GfOjx87f5BWOHaiUzL1p9x/djXU7WO4GjvnwEYwBspv5tyYJ+x1PNifpZdtG5O/cQ6zTz8NJ3+gMobZkfE629PlwZctFNJkI65XKs9YPq7DKy8f2Ji6ZKm/UziMxd/UcYPrkvyxB9Lovmv8IOVuctOeq/t4Cm87dIe0dtIyyMeKIMTPiYPL+fHP1kBT2nWgK9930/dxDleZx+sofxg/2PVSD0x+asyJXRk1TMSN2xIYng8AyIQIh/29tYynOo6Dy/THlPugpRgWMv0Z4jYPRkYi9kIQnkTD5eHcwfOuMQWzz4NIsngY++xSf05gboAya4EqBIdkwBBYGptC7A9gN8tvLIOsR+r3jVE6Zs55Y8jOfCkdm5WJ/b84ClnIX7jFpeW9ku9ZHQy+Z8cCWUfLHxOu97Bk+IOG9/XGyY9JZG/h+cnTNYXzxq6XX8Nk26V7g1QmR9JLchcOMfAxYLLjcuU3Mzg4ZVY8ayD0ASoK5crF9pgYp2xHLlMM3HxjWdeDesnSkzIBY7Jiz3fKtnNLwZAJafDLsC9ZlhrD+srjo5SMzLJtjO5D314GcZD8tfwnU0FuxrSy+5TcE5rO5xwemFKtAJMxtUJcgnylsO2J7pqJ7dtHZddIGsGImMvoaPD0urr/TXAxkYIsjt9H8yy+yEv71dvjd3EYh9dHOEa+Z6ZkSyJP0W8b04lL9zTIhrGV5nL9dFCfYnusSx9rb0omT+ntUibLbZdaqGBCt07aixGbaVjm+O5lgCkdDIifM95DwL33olDjxGy4bJjwuwbE9enFtsmHQxgaYgMvJDxHiA+MF7lQCbsP1LgT5bd/OAepG0pHiErVsU1+JMaFtGxsGVRhe4Cx0ZeW+L5rZPKwDGe8jv+XdwzmMJVHecycbXOulX8fi6rNmZFs7Lrx5SiMX6LN0ZiBr/SCK71AgbLBgsU+2VlQ7h0M7Be3ZE4Hdkp525PBFeemSUjKmQT/lMeUfkudc/RyTkaxCRbGtGNdrClv1CBZl4aALjUyMtFO8TNc2nPrZea9N76jsI8cKJ0SjVLZ73zfHC8IISdHjztkW0zeRSMdDfk9V5y3LZOuKCVKnf2p4Ntz2TdeV7FDiOGztjWdkWex6PU2npfEiyLI43j8jLwQeuP0Lsyt811lTr7yWkmfLRkqkv0Ggxh2s69fSPdQeuAceVy61piBAtR7u0g52/nO4xwDzT2VyTqtYzaFh2tkF4C+E27E39ZLzAiWeVuCYY4hBErx6je4lOhOjAm4sbQHL9tLXHvuiO/U6MQu1xpYs0diafjjisuElSgFaSNCMWbLWLve9hID0mdM3iM1TChAYfRihw7wvs9U/v2ysnjXN/XgcpwaKA74aATlajAKlH8v/c7SKLKtDve5t1PXOkQah2aOvJ953XifVD4q18GW6Z+T26c4VBDGOZ7IU+flJNlyx4wGomUUlxLda7WOXZlb1l3rxdqhp+2u197XMBHz8P+z9y5L0uS4mtgHekTmf6nuqj63Oa3FMZNMWsi01BPMZhZ6Xy20kd5gtlpoI9PYaLpnzhydvlTV/2eEE1oQIEE66U73iMiMjPTPLDMi3J1XJ0EABMAbCewd7szLAVf1U/jp0iLem02CuX56jVhIb4jdcmIN5o4ShRIT+b6UR295taNEy+N6asRD6+YcbnaU6GQHXerkk0lWFvTsRkeJLp3UcddHidaO0UwVn69T7Zk1jHFpclfbzdDndMzFcUXhyCTI+MyDS8i7B5rBCl3jncy1YWemdwgISO5uhHyslrs1Pczx0j0gH5fRvL9Rjs1TLAjy4z9tOqCqLGAOjfMcmM9BGdmUF01Iv6SxzC4AYsoZXssQM5pHiYauLHa+GFkAOFI6ynkfxGfKNlVAzGBPgKvsSJVuXzaf1nWFB4i4n9ddYgavjZaFV63NFsUYJ88ppoY+wulTjxIlTmMo2ygoPy0emAHecRtkrrThQhqbW5UKJb/S+3z5bEa7F9KVlsf2KFGDJGCm33rNntZBjSJT2c0fpg4ABi2nuK71n+O3WzTZCsc1XqvsT5uuZW1bK8OmnztK9FJavJZuzfGXS3xDbJPPZTwr/wAVxURH/iU+CD3elRNroHoHq6SwTAJBCETJVHC/UqL0KSoUFOm5Yvd5hvCnDa0Fgn6JKVULHjk1jvlfOME6+7Pa5ooQrM9VlRRZX7tIgAgs5tAb0TIrnMNWAX3WrxnzC79RdGUKijmoIGSzrcUH0PgktbL340Z3dEDcN6eomZPaezGDjvFcplurBLRleEwZXHONmMErTRsonn6Bgt5iSmpbTWU2Am1ZVyzq3cu8Zn97U8Zc+qiE0d9FXr2KJylTmfrF+k7S3oghtMeT1hQUS2gKYHL50uX80qDLFjvNfly8tQtlTSl9rTyXnkk+q935kiqQgUxJXM8fkV4yFWUV9ZvQ1B4+zaLreORykbHpG67vXXnq9wWidWtafKVxrHH9pjfCx6bTOj6GXgLArpxYh6iA0NE1I8xng3JmsM9NhIqP5zSIZZlGgzYmIdKRESzLOsoE4ktGvaVVuhtjtYXx6COfp7FFkrleXpvBROCV31Wi0OESM6ukmFGIhD7EtC9t3/CMgqha35JZraSzQgM1rrHJK14rCF1LiVP2QzmOyCUq29Sam+fnXGOiNQnV27oztzsAxGDBVrmoVhRL1gy1Md2ip7Wdopb1xFx+hs5mbShpnioCyu+SZ7JWIBDM/M2KI7M7rlcQ6a3dTZ9G1iy0D2UzlDlmFppu+kHfSaksqCglMkyURECuXDHvYOk9lXWNlhhWEODYF9NdLZPPW+xOefvCaErXFSz/Snpo2pG9Sfuu2ZRTs5qwiVpdsEbouEa6He8DFQVFJqAtCfs9c90+S5T43NZGS+03CV9NJiDhTN2iVZKmLfOt0OpIc7iQGRaapVZOYc7WBNv6vF+M7cMc1sjeOaguAy0lSElDFsqe/d2T/jVJRxnQuNdKp0uRJdnW6PHM86v6gG3m7xd7zIm3xG6mfvfojq+wLtN11hI3wYySIHussWB31nt1QLwaJTZy5QAAIABJREFUuF2PdsFv3b87bo6enfc1aVrP3UKoWsNo3IjH0JnR3rWbTxee4em1S7CmrbX3UlOI8Ao7lFr610b1XdTb9ap1uHWZO3ZswTXH5FXzul5Wig/JzbwlD/dW5G5C61clXpvgLrErJ66BRxCAHkhRcjWFwgV9cnEdXut99BbTY9lRYmahX9U/vUqULW4yO943SqFt64633UVvCb213+WxwHPlV/OdyzvZM9TTId+R42JHBoXiYeZavB7bkb6TWr5V2tCcYTWDwgVr3cyVpPVstPpq7NwVfFlNkTKLJb6u9q62/Nm8lpRs0TIFs7tsEzPhOcXWbB0a43FXTOx4DbyVZc6tFRPvefpce+6vteLYsQxmXN0t/w2xKyeujSV5iNB/ekdMowEX70xg3fq8HrNq/2xeTY78AswFnqxgVnhuuXdUXSMa3zfUafbo1Vo5PfeaZVH9+wospppzs1lT5BXquuOdojTp3UojNZ9etyvrgmSvrY2TUjMb7RnDLbqZ+XJU0tS+Jz+HVL6T6+KutlrhV5vavdyGW3h2br7PVe8atKH2rso/e72WvkeJqpdKXsFR491eMO6zzyvmvWNHiXtScL3KsE7t7S+uojl+r7in9/3weKy+3pUTO3Z04CbuHS30Clg707jjo+NalhM2v57rWywnesvcwtD1WHLObI7bsudcsS5y0+rd1JmznHhrtCwnynu9Fjita4ryuLhr7yL2Wm/s2NGDrccbbqJ5VxqX1yh7jl61LObs51vgjec1AdMTne6R1tTGc+3aHB8yNwZimsYg2hLX4wGwKyd6YeXAbLfM7H7P7bzF51cKnhVB1QrKPQEWa0eJxlMSJsdHXnlIXOr7fQ3Udug7gmMu5xuOBKW5nbxro7VDt/Q3l1/tFI3Ws0C978pjXXuFi7KO5U70XF165tuOx8a1LCd6yqn9bgTkvUreq/O5wrNE+ZGn18QaknuvnMmlfdOypmihZjlxC+x0dMdHw1oXPL2eKaTz213K20ma5STtvIxlxlp3sbnfPWnmnpsob8JvWtvn9+zSsaFuVHO/uxRso1M/Du6VBbg/2Hff0prdQuCulDV7WseleC2fpbdmhraetZ3lwbd9FzXUNM0t7fOcD/1SGa+FuZ3vpcX1AbXFOy7ErZiZa1g33DrvNcnufeq8F8uJW+dZCkOvNb537LgSqjzSA463y5QMK6zSbtV396QIeMDxMYuMfy+OY/1gXaHYlRO9aFlOxPuN3V+LLeb6msZYNJTWElXric27b9cfElWiewvis6buV7ScuBpasUjmfJlrFgQ1q4o1eE3F0dzO95zP9m41saOG17acuKe8r2E5cS+4V87kFjRnjWXbbjmx473j3gOsvqmbQb28CQ9tgxTXcE+KBsVsfV+vGhehx3Wz3OC9xkboXH0eFPfKAux4T9g6P9j8zV17zyjbtub5W+IefB5ruLf67LhvbLW8KZ9ZssRpxRMoTXznfFHlc3IqRZYf2nEfCloyPZ0BiFqHGl0FAKb8NzSN/OkOnj2tQ+u8Zm6W/FgRR2Lia1xLb/Poecd+oY7arrKNZT5z6cu/Mv1SPrU85syZazEnav7MS9Y3DJC8++oOry2vdv+BmeAdN8AlLgC3hi3vGjq52fqvLUBp8dpy3hD3rmy6JTafDnatCjxun+/KiUfHa+yIbC3C8MSz126Na1hRtFC2bc3zQN0iYnNdbF7F570cJXsn1djxALgV7bvrXeYtjDcXfx8Eluy/1Tt9rXJNMVwr8p6H9I73hw9ERuaxtiM+GA3esaOBXTmxY8dHwF0LVBW8t/rueJ9Ye0TmbF59ZcSAk/bITHvNPjOTf1XIbNUlKiMvYHwv6aKC0+Aet6yW8qDl+tWjYHUIBiJb3vecu9yacdTV9oUgmbV6LVzjnnd/7aNKd+xAI+7Ejjou8QK4dT/f+8kaOx4Gu3Li0bETkB3Asvnkvfko7uN2x6VY69Zxab6tLJbcOuwz8nvRrQMLeobS7aN069iCS6ZkwXAvunWUaXrdOnrqcYlbh35udeuw6eeen2tL1zF1K906bN67W8eOO8a7UnRcWlXG5fEYFl2+3lF/9uK1AvvfGrNr/IO0sYFdObEV92IGv4R9x2MHsLxbd2/jeR+3Oy7Fa7t1bCmu5V58hbrXzfcfkBFdA9f4/p7cOnqPfs6eSV8v0U/t2LFjHjclsa+oSFjVjkdUcOx4U3xI5QQRxb/y91VPX7gxbF3vst6GYM2eb/wesSjM3+H7UDSFqxvU+cFe+47r4lFoMYBtY72RpvtYuR0fD4+2lu64G1yVHt+Ahq2ymriL48bVWu6tit9Q8Jv32YWoWRRcy8pgqWuKvlsarx99r2AOH0450UNgu4jwHTAIduDfpamb6Ue+t535S7H4/u/sffT4Ct7keNeN6e5xPO+4Kq5Gi1tYOn1jK+P2WkcjG2zZxaqmucG2+VoG61UUL013icb3nlM2boFLXe16xnERY29niHfUcHV6fAPl8ury31zBrXGGrpXdyowuiK3zbi2sqCLW1q5tynvpPhU/5xO82z5+BXw45QQA+JlzZ8t7zAwiwov/9dbVug12IW8ZtzyH+FJcMwDRe4o5seNDYBst/qUv8znGYCvj2kpHjUCCi/nVL5duHauYmDnm8gaS6VoG6xouK1W0AmVmzzS+L9XpLU5+aSn0y3Yu1h27W8eOLnwo3vhG+JDz682VQDseDR9OObFkYeCcy54hIjAzntzn/kJ2QW/Hjh07ZrGdFn+5ddV21PDa/Oe9cidXOdnlxp15Sf77aR0fEq/CG18B787db8eOHatxeOsKvAWUqCo2uUQ4MkoIQmY3qfeUhq7JfgXhLWNOVNvxloS8iDlxNyob56a/11pPOFqwZCjGxBaU7+4ihrNIW9bdkUSyr4zjMp9Vfp8r6tiz87njoXAxLS7HyVr3sfIIyN7y49GfHeXPHSU6yW+uzPw7l8Ya1Pje89vUgwGQY2BMv1fPR4fcbULbJdeYKFSh1d9lP1i64wgYeXodmCe78T1stN6oHR3KRT2W6GMtjxpcqmsXDe1oT/dRoru15YfFVXjjlPjq67jWp0tBYefmtsI2paXswBsGQNFgbXEKxudmXG/X1GmLu5qU8a4CYq6NM7HWzSPS9s7n4k+eHavEG40ZH/ykDuB+9ybeGVqEpH2rndW2SX6XMScM7irmxD27cVjc4p2uybNmAXTLcbZbHO1Yi9Lnfu0YKo+HXJuuLG9uztSOEuXimTnSxPn3CVPDje89v01ds2M2mYNXwNp5X7bD59cWjxIt0/ccJQrMr7fxPWyMe1EeAbrlKNGeY0SB1Mbeana0h3rszXcavGPH20F1nq+1OfMom0Dk0l/rWu2Z7vxv108f0g2oA7tyYivuYBHvUki8pdLivRC+LcqK1wqIea2YE0tMsV8pnPViD4i5Y8dj4LWn5Fqy/Fpr8jVo063p20VrxZXz2/Ex8d4DYm5MmwubefyfiwXRPSDmMj5CQMxrteeO8fgtfAtcyiS9QTT4i7C0WTR3o7QuqV3rrscd9tHcbubk2YaCQK9fo3nc+LwXbO2jHTu24DUUqJPglldw60BrqjTaM9tMSn/qxlEk4sU8FlC0i3sEh1bAylayXuu8S906tO63FHzm7veQv0r6LreOVmDX97LRsGPHu8Y+z3bsAHblRD/sur5V+XCR0sJ4sfWcpbtVgNviy7RSm5il07+5a914ZaHV87L1ypwfeIklpQyhbk685shEanyWaV4Ttfr1pNmVFDtKIXGr+9iSwNmK/1LGSZkrv3rKx0zec2jRzei03EhT+15qhImEM+BJzIluob7GWfRyG27h2bm4DXPVu0UgSztu7PiZPdXFPNOql15yxZhyV1YeTOpyxbx37PiAuOxApA63sFfCfuTwjrfErpzYgjeOn3DTaMUfwFzo3aNkzufGw5YdvtdmRi8NTrfj4+LSmBO1/Hqu12JOMG8rv5X3qjzQYXXU+F6UPRePoTtWQ03H3av3LuJTrMKtGerau6q5y81ZwfVcU/hiTF3bdaUn/sWuBN6xFgWPfE2e9e5O65hYxtl7G/LLLMbK3xssrpaU340860dRNxTDd/dOHkSOmVW2P0gbG3js1u3YseP+mcutwel27Lgm7jkOwCSvhZ2tS4u6NCDmPeI12rAmDtRVx8MDvJ8dHw+XukdtLXPH9TBnAbZjx0bsyokteONgmDc9meMDHFHz7rHWreOS/F8bdxBodsc7wrXcOmp5lfdqv3uOEm3lsZT3HKiys7Vmx651nyi4bjjzGxtiNNzSrWMOr+3WseV+j1uHoubWsaXcufpckn7Hjhp61/G3cM+8dnkfXTF4C2Xrjg+PXTlxKbYeRdeb7wKRbyoqzPXqI3pCxVUij8/cazI9dP2AmC3UTuNYeULH7CblrHKgM5M8w468OL+mp22oabk1Ma/VwX72joE4JmtnSrN8rHxxrYVN69VzNN+OHdfEpYLeW4AmXwAUJIcq1+INqiggpu255RF3XXnf23SvKRvK6+W9HpR0unbvFqjlvSswdqxFd3DaB7CcmM1vbVllMKF3hJ0+7LgiduXExVjpL2yFyO4iLtVMNohG75nr18aNadhsgNDOdnLrHPu5PK71XnsVBpe+MxYtUJUB7mxv+pF9wM0LG5P+XapnT9DP2t+OHWtxZ+PmVrXZmu+crvPecO/1uyY+Qht3vD9MYkRc47Sba2FOGVd+X8qKts1BBrB0ghCXSlA3rVtW9hYLwkuCSXc+1+yfUhK9h7FRQxn0utZnZSwIl37HfdfJPoAdcy6//kHjTjxuy26FmtCWXevJQ/402NWiCVxlB/za2LLD38Klpq8r0Nqpn1xfIXDEtNzKv52XPj9vTVERoLcqKLaCuW6h0uq34jpr+qViiNoEtNW+cj5ECWNDf9yZoLnjiphjzi6hMffCOLsGI5M9Mw3GNrGWWDaIWKxHE2/VT0uuEFtRulFsQcuC4tK+KuvV5UIyc6+dcE2tduzI8VrD59L5NHtazoz7VHZCk3waN7jFvCxNnjWU6HHvqyhSeujNJlfCC6xhtM9M3zEqSpdWurdErQ61dWLOvTRro17rLH+RzruHVFIc3roC7wplZPY56Yw90uiT5+YGkOZNSIOxorRYNJu3JvfyrGfKrjNz0GZvNcWfgysIjUNo/pyQegkY+ST3HOsQ2xnv+UyLWRNc55UK9p2uSFc81yQ1mofWuaagYEwJH5edULmXjd3Gcz0KndKlg316rrxHpiz99IxmJD9m03aeEmWuVP4ehMgdrwtLIwUM5LQnPjs3L5bKWWIKZtKV47fcNSojsremcI3hXFI21JgfnVblNZJr1bIr17QOjlO9ndIXk6CcywqH+kkcMYZH43r53f5uPaO7i9Jn1Teu98vx4Ci9k9eMg6NjuCyyh0l3FNtTVVDpX22e6G/tB0dJgV0+08KuCN6xNE7nhH6LLWPpUgG7Rq8wQzdmy5leqp5+cSXMcIBt1Ohe67mtaJWhtKoHcX15A7ymcsS5xEOX/dbTB1a+eoDYgY+nbnkt3Eooeo/C1lyVW3OkZJhq12+NLX29Nk1FQLha3ppnKbDQzL23wiV1qApb99CoHXeJHpekq5Tzivl1t2OrYfGCsn0O9xrEtqIrnVCNuX59SxJTo3nlvRbmFODA/PuynXSnr3XHO8Wt1mzXKcbULBi68u9UqEzSAdPNlPkkQYEhit/KJs6sgnUOa/t+QSjnNUL7Nd77PVhQ3AK3atYDWFPslhNbsKSVivfLnWi/PGC82bmYfc5PiXJHkMebnvRRg1pOKK41YXr6EhXrifxm9lx3ufHzypTFulDMEfRrCgOt+By18tcEUY27mgvP2XFc7jjPzYXS3WTO4mLHQ4NVCadYY9aq46V3TNdMN2s7brNuB+aZuFNdpKtYEFifZCYCGeaVHQAm6J553KWzFgNq6UDhfspNb6TrDMnf5tNq09KuTtk/0jb2NE8eyvYuvSNrDahWewYslhSx7+L75En6DK+xc7eW+V4wSee5pbFmctxqN9Df9iWrip0uPzYqY7jJey1hyZJiibYv0WKpayShPcL9GrcGQaSzK+b3rSws2BFoXEHHeqwbXmODL6bD6ylMt9LjzmeYzNibU35l4xjr2/+OFRTvt+b3Aisk3YKBUWG4lrcVFmcUE9Gyfom5e1VToDdkVNYqaBp9y5f211sEI+3FDXafeRJLojPfnnlVxu/YA2J+GLS8hLqCqK5FK92avKLumtvXVpIW8qgL77VqTa6lCyQGFFTW49KpVNatVd9GmsVna2WUuGdL1628QzNuz/aq5Plc8OJ3OrzjWmgqRhsizGsqwq4gRbVd65KCgPX3JbhGv8wq3m8oUhK9jgXFo1ppvDPslhNrYONMlMJb1ADM7C4TzSgAip0/zxPFBNcW+5ljHfU7l6pYBng2Xkania9q9mQ3LmrpnItElUl2xzLCYurDxaXMyqJRt2LXk028jrARlu/SqFKGiNJOvfGttQEwUz1KZtrn/sBxV8n4iHkf7lnriixPzYuTRYf3b7ujVBtLtV0LM+5YFXEab6IM6hrfvfxW/21JS0B4fiB0M68d02bHx0EcMXNBqXosJ+aere2+RcsGql9vlJUxlpNI69ZCgdKuv7pk2SBihQWDMrXRcsIwuUzmviW9pTWE7rSTA5MHgcG6TUOmHjB5Q3dFOZBbR+DRxDKS+R+VChXrCfbJGoKr/WJ6SC0nPKf6lFYvpeWVlqNrz1Jgz1p8H0vDWvfKa7XYOWy+U/l88an1yfLm+vX4/orrTt6/fooVDJf5q+WI7Tu7HtrYG8A6ZcVuKfFxUIy/6gkd8VnjW6/CbM/R7j30vIf+E+Vzbq6cMg8T18XeD9ZYiJpylnlFoBSkmBL9jnQZaU6mNUL+4neWWD3F+qH56PKhNDXWFXVFeEmb7Pcl3ULZNzFdJWHNgmXSn+Z67FMXeMsli64Waha3JhbdJpTrV+0eAGupQGW7ALP+choHNg+lx606bKHD7xS7cqIbRlmQCf/2twpxyNwJknCMGWGqlMrTxEzC84qdCPOc94Tp0Zg6GfRZj94TGGZhJicLIU+MLIS4X1hGJKqqGDHUnWXV4ZzhD8nyQKBVywWrl2EPeAd20k2GIJBH411w9lGtu3wyM0gVJSVxv7UZ7NzubxQgHMpAqvF+TWFhfwvDXN3VFqVGnBclo1Jre6s/Fsfr4xPxD4nqEV4rGNSSaVpiOuZ+F4yLKmS59mwNNaHaKiCQhMx4TflXvW/5WaCqjIguG4ZJthM0KjOSY0csPzLCUZZNKgwQCW1V8muUDtIXE+Ha3J/rl6SEApgLejL3vgtFh21DdAOyfzXhX79Wx0atvkUdsjoW17Pn0X6mzKfym+01VcToPSPraBlRWHIEWP35ZBxyTJOVq4OurOoHYJh3zKPqxhHnpOFxSn5ng4ty5g5qP5vPV+al8o/KIwKZlVZUGBRCZqC5FD9D/gBGJJcqFfZZFYOWFiR6jOYcFQWv5WfLNUDTS9mxDWXbVZlhreRKulesiVxpc3Yfjdg29l22aHTZ5zB9DcaigmIOrdM1tqKHnwCS7OOorpzL1h9AW85lHzkCxrjQhmtlH9Ta82D0d1dOrIEK75kwqwqLQniD+Y34SKesFIToplLCfm8MXqtoGEeXBm5MZyqlgqK2zQr2itYkMcSD9Hgd58CDC0RqEE5ocCDnZBfLyQTs6YsGMgWF1onA7IWpptTXlqDrYhGrL5YXFSVD2OX3Ihnkz5TvOl5jNPITeAbGUZQ0DgwhwGPqjM1+mhtRa0tZp3hPx5Ef5TuL5YRPvwFgIPAQmF+KSgcPjGMQWPwYy2H1/x7HINiUFexlPso0t1bw7Hg7zCkO7PcmUyLXdUelxwy+9MGlwiKivB7TFfVyLk9nFdlEgWYq46s0VYVCB/Ag+bFYPOh9x2BPifkVawFW5lX4Pf0emWCnlhMsSoDAECsjy5TnSQg0joThJjmpgx3kO4ylA03bqr+JJzSnZIjtPeVg2blAlwuwtYizeZH+Nvlo3UmsDnyFoX8L9NIrw9hnu7lRQSFrsFUqgYs+kGcHBx59X/up+LTYnYQ/JsjwLLXxWyoRetDjHlAT6vR3jU+t/CaPZFklyIyb7dzSzTZLV5yhKz49HxQUFNcXlueU1rLSYyD+jn+a3gkNl80rq/CN9F3aSl7nMoKChChs+gyGb+cw16N8AmTrXtZDtoxav8c+c4Dz9fWzUAaxSRetA0VGYITr5FziR72OgTvwxytjN7Ri3qliwirkTJvjmiyx+FjWYR03JBuC4b2bdzc3deJm4l2sYFfDrpzohWfwy0m+VxijOKFWTKQZAhxJay0I4YyGLN4xFPbl+wF8Ps/XxVLkMnuiNBEJcWKSE8HeSdphAB2P4Ocj4Bz8pwP880GqTxiejoEnOh7DBNT2Xc3floUwzyxspfnhly/g7z838vchL1Xc1Cb/aC0LvHF3QJWg8DiGd8EshMxN8s12wm6N2rjSxdbCi6hiXY04KCVYP8cxLJSHA8bnA86fwoLKz09QC504DpkBN4ZxVJTZ3k1tCC47PhaIgMMQf07Gyxpl1mA+l3ZolKGyZfaUERmV8OEPLk/HnM15HigpBISpGQ8Ef3TwR4Ifwj0lHeEaQJ6CxxqA8UgYj8A4BAbIHxnjgeGYMHrGeAhKg+EIjGcADJBqMURJTazzEYWQC7jYERAlRPiMXcgclNWec2sH01ZNF28N9fnNyrw5hjsBfHCys4TMdJkPyvEBOARFOB8HEQhC/6mA4DyDDw58GEBjyDvbTFDF5tpdu2tgpYIiY/hFucUHBz8QxgPgDwwcguLXHwF/IPjjAHcIJoEkrjKBvhd90MKD7dLtuAQEHApRoqUgnhvba+dayS+USoq5gNryrDtxWEtsvXQtKOeV0OYwjxz4OGA8OvBBLBxGwFGYd/7oQJ7hhBf1B6HHx6Bc9odAkwGARsJ4DLRmPBLcEwEYQD4ZXgR6LN2U0eOQjonkcBAOrDqLO3e0Tg3PplhCnNoKfT7f9PRHBwxpnbV9GZTPQakZypy+O7byjSpKj4fweXDwxyEqhshRKMs5JHdnzTPn528d1L9vc7CQMbLxntzag2Iq9CMfnIwDhj96EFMYPzKWcBhCNqOxvKhtiK7FO6XVu3KiE8we/tdf04XWC78kSGJNOzdbKZu2ck9p9j8/r6uX5kUEGgbQ4ZCIFDN4HEHDEJQRXuMOeNDnz/A//gb+t5/hDw7nrweMn0O6wy8HkPeg0whyDjQM4PMZ/PISd+jLgIlUCu02zsEc5tpaWGvQD1+Bv/xlPq8xKBXaz2Da//pb+k3bwucz/LdvgJP+LJUlwJsI4N2EL1rg+PpvAPT5M7793RN+/ZugnPj60w+g4xP49BLe9/ksC34yg4tpgeX23zLo0o67BzvC+OUp/GgoJrJ4Jy1sWbQNczZrhm9g/UoHIoxfjxOFit0VC8oJZDtu/jkwsP5I8IeQljyDxvCbh8CAkg/C+fkL4fyFcf6BwQ4YPzP42YeQDUcHd3agc6gcO2B8IgwvjOHIonBAWl9kE8eeAOFGwL3Ibp48SwUTTWdOzLA1kIgMMnJarkqZrGMkuQsWGk8/e4w/PIPGygbBkNzCeHChHwfpH0cYPwVh3EtfuZdjYIDOXtrRKZhvhVqtLGGt9YRV6hDBHxz4yeH8+YDTVwf/wxnHrycQAaevR5x+cKDzAfChH8OfvqeFPriDTcwddwZH8J+fm7S4Wzlh0TP/zJjPXCtWpDv+lTF+/ZSnyywnEKyQSOiLKDf90wD/5DA+W3oMuDMbZTHgZF6dPjucfkM4fWXwAIxfGONTsD7zRwoKihMABGHWnRiHIwXlidJUo2zJFBQA3MnDnYek8GWOVmxKe93Z8M7ZppR0R0EDTz8cMPzw3Ow7MIPOHvDH8FmADy71ZVQWq1U1Yfw0BBot1iH0/Tm8BuG1ac4C+Rb0WenpzL1q2eZetGax1iWyUTt+PuLlNwPOP3jghzOYCaffOJx+OACnZxxGBnsPnMcUX6nWzrVtfwsF+xWwKyd6wcjN3G9SxtoQ7Qv3ZNJ8/qNbXhTEEkK/wxHocAA9PQFPx6CgIApm+ecRdBiApyMwevD5HDbGf/iC8z/+Bi+/PWI8EF5+cBg/hSyPvzrw4SuGF4/jcQD99Qnu+wn87Ttwlq07b+IQRDM6s2qo1YHu1gO5gME+V3C0+tOa/v79T8Af/jjpi/z5BYWIET4ABMUNEJQ3T0+hLcMA9iP4z38Ra5HGCSDtUu4fRKDDEe6nH/HLPw749e8J8MD3f/yKT//hB+DPfwWfXkzbp/Npsf275cSHBw8O5x8/5RdViDXfkyJhmkfzhA9Fqbgo8yosCZrQesm4PRyOePnpmN0rlczR9JeU2QHOz2HXe3wKioiw402gM4MPBH8Q5cQ51O38BTj9xBh/YLBj4NMZw7MHe4J/GXACwZ0oGEocCe4EDN8B96IxInS3DbGd0QSVAXcOjLg+l0750DYx3KjXLE02TVVlivaPLcNAzZzJA09/9jj99hDqlj0E8IFi/nwgeCefQ2jn6ZOUMYRdzmE8gF1QtADILTkuYOiIzTjh2GUx3sdyBh0PWQsesp9BKDg/B2XMy0+E448v+Jsff4Ejjz/++AXff3QgDrtzNPrwHr0GKjZlFH2wOGd2fEjw4MA/fsmFNDuErUK3RI0GNpDFgohCst40lgRLcCn9pz95jD89J2VzWQ9CVBYn9zcKSokjBbosUlRQTkCskwKNceeQx+kL4fQTcPqBA136MgLPIxgE/30A0QA6ARgCnR9eCOOnYClGknd0xyhpJQNuHOBOQRlMlu5GehwUJZOjRJUVZoal1UyE7z8NOPz6qbrG8RCOJSXPoJexsI6TbA/GheTgxHpNFO4D4fyJRAEPwDOG8yccDk4UHqm9XbS49UzN+m0tD9kVkJotAAAgAElEQVS1AWGUY2plo+v34HD+NGD8MuDlJwJ+94Lf/PgrvCe8/PSEb78bAA7WI3QeQSOD5T1Rqw8uVTi8AyXzrpx4T1g9qQIHM3xHrnwQsOeJQgJIwjU9PQGHQ3DDUNM3iR2BwwA+HkDOhzwYwPGA8XnA+VNgCMdn4PwpmJKR150rwvA0YHg6BoZN3TugGmKhbFEDadwezuLvzJwsNgyXyizn10elRG6SZk/1UNcUfjokZUKt/9iDvQO4oZiy70T7WJU7anXiCHBDECbEYuQhQQ50PICfjxifCeNzeJfjM4UxNDjw6cIy3qkWeMcVIbtN+bVSeVB8FsiGUY0prSUkTJhiyyC2kto0NATTzij0w5AwFS5duu8lpoQyvF7MgoNyIihx+YCknBDGVc2G+eCDO8TR43AY4X2g1Xwc4CGM9Enovg+M3KxyImsjJYUEB0VDYlKV2Vex3CoukH4bKaZUTGQBQNVy4sXj9HWIO5Ia24Ihygl9fjDKCSe/j6kd5ILrizu6WDGKkSIR89yiCmWbMJcPujKcDRKqiEovTHZS1VrEH8P7PRxHfDqEDQD/5OGPQxgfB+MfPab3HosoaO1OendUQcFNaGo9SvmYt7RTx9KKsAKZdWdhKZEp6Wbrqs9L8hfG+DR1s8vaoLEfKFhdhfaqJRsy5USivRRcHYR2hrnIgX47Dxw93DEk8GOwdnKgmDZYI4eOSopfs8aRUdoyRCMqzwzhZ1BopLp5AjAUQYVjW0XZYMrwYqlXyh0x+LLQZALgrDJfD607pjgZXqzYAj0On+ORYlwN8ghuiwcHRyRWA2gTnRtaTnTdMxuc8ZKOLbGwifT44JJL5pHgjh7PhxGjB74dOdDqJ3EFQnDLIef1la5XTPQoHhoizz1hV05cG3McTdw+qTzTwwmVxJk1ISqTByKAp7gypduEvUYunEwBQnDbECuJ4NQslI0oxFjQwIVOLADUxHb0oDPDnQFGUEjo7pk7I5j5jj7slok5KXuP7EhKbY+WR4wYPWZMcQ30b+InzMaqojaHs9gaHjj7ab/ENVRPMGkRyLKQoMggJ1tn2jbvEHxDWFxTsDxGeu/VxlR5beu9DfXicYQ7j6AzQKMops7Fu6rVARvrNdcPOx4TjLQDpExAtLiSi0oe58ZCZVpnQ0jntzH3jL61kj/VtsLLcWiOcQyK1bxe+QkUoSQ9mo4IYVd7pMC0jCatD7/VqiDumHnzW4+fY5JTmxCCZo6IFg9k0xhlQ3TXoNQmFpIcNBuaVvreMsOMPN6EeV3lbl3WeMrJQeqn0G9+kACcaopsMiAbv5fktBGJN4xRg8al+tBomPiyPlyc7JS/snW0uERB18pHuvYgdPzJ2CextIGOBaY4BsaRcPIOB/Ihvoa+Oy9jcUyCQE1woZJOt3ADeWHH+4CeuMWRWAAgzuZw1WqoIUjlirHa4As0MtISGf9k6HVOSExKAuIRny4oKBDpusx5nZvSAGIW8kSAC9YJgR6n45tphLkuFgxKW0YEmjsCgAN74QXBIcbAGGhyRr99oqnROi0kl89QT0u/rZLY0mOIVRgZXjdzuYt0n2OX0ajPp76JpEDjCYn1BM6GwOsrELkgLNESYJlCqOVQF8rpjhdLjJENj5+98tSWm8CMAYVdw8t66A8d7jGdj8os6FjQdo0MHglniZlEYxhvdA4uMsRIMlIpx5j3Y5GWyMciwLty4r1iwtg1BiaLZtcL1YzXzapAToLuyDMahUcVD6KMiOWKWwKNYwiIo+4u4xh9WAc4DCeAD0LsRoY7i6A6pjxCIEUV4os2RCsEjvmzugSI5cREsVDxRZ5zlyHvwZO+kQ8xN5sLcBmfJ+kbeOlLBMFg9LKIJH/oWcwxprV7VLlXXtt6r7deCk7BMcP7VgLM4FHe89q6L9VrzTM7HgY0snnXgQmexJmIY8LQLvu9lTdyXiQwwipYi6JCFQfxwRlpVHb19Ei4eHSuuoHFJKZ+Lnx3CKfZkDBzQbEr5VslhOw2OTmCLDwrgigIfHbwQkd5JDhPkSmOjK0vTYJTP7KQYohyIjBcSMqJyNwitilaUpgusUKHlhW7TwSAqe+6fHhEC4rSrSO8/8TMkRxj7FVJkSl2yAjn6X1Yxj30W+Vd2jGkv4H6Nb1e2/G1dZ+sLdzvO68nHXHIiDicY0LyLskD3hNGLy8wvm+OPs3aD6EubNpfafsGZIH8djwehB4AKAlnHkDRCHKtfEIeQA9vS5TmIqvFFzW0aGY+kdJUAGc3RPoVy7LJnUxO2QV3COwgqaXaiGitpnRJryWFr6HfavF1TsE1IXSaRokRrvloXtHlQqso896QoqAYSZbHNv6QNsuNHHnsUmkcruVtjwK1fQ/x/Ymlhf5V3ZQTz0sEOCZ4lzTzTtZwL/VxZ924FHnC5+uF5vUqmFiL6Fo9LZ/tmg2IBZ5cG4L1NY0urpl+JJxlx1jjkkQa7MMGblQm9bb/wRQTwK6ceFyYsXr+QbkDP7kXFgKf3P/JA6MGGHoBjWO4P4hbh1gv0PEAPhwCIVENqXM4/PVFfMuCb51qR4+/eBz+eoJ7GeF+/gb65Rv45QT+rjEnIFYUiAxqeTwVj+M0eGbUBMD87gf9/C31Tckkbgkx4jkoebyc9EEvoRw9PlCsWUp3kLuAjo9afWoKnrKvPQOnM/iXb3j6K2P8HNp4/MsZ/O2bHAtgIRLfivaXrklduNSVZMddgZgxfE+TMzPlVeaUEOfyppgTQBJQ1R/Z5lX4OGfnxxfZMHEwvUcIJjz8ylHg1/akZ4F4/CchnLRAQdAeRwY85W4dZ8DJiQyBmRXm1wHDN4AHBz+EOoxAYIRfHIZvBDoHl7/hW9g9HF5C9PoUQyKvZ+7jLM8KIwzkzHASgMt+N/1k76sfuLR78nrkVI7xE+Hpz+PUdxqhrSxluHNwLaQzwR0QfcUBwA+h3sM3xvDrGIO5laeHtOp9ExDlbdbxO8PzA9pnJO8pSE9uiFurGL4xzt+O+PnTEwZiDN8Ih28sfx7kg7VjsHLhtAZGyxT0r6kPyCDvWAYxg76Htd3IruaBpKC4tBxFEgiNIrooJ4v9YmHiB50/P+PTP495xTNlImKMBJDErwFA7ET5R0KjkQJiagwgo8BN9Di44bHygwDcrw6HbwT3Ep4ZfgWGE2P4zhhejFuHsu/O0GVpqztxDECsdDWzhGAEOheY0KpyIrpVCw7fnjB8y5lgtSRRZXLYhNKNRulbOf0HQyJefgxroBvDaSYa6BkunDAV6PEI9+0MOo2xPlOXBtyezpj1Pl3SRXBaNhX8B5OcPkKQkzpCIGw44PArgG8HfHs+Akw4/Bro8fDNh7aPPg/QXOOxW3gw+rsrJ9agY9dt8+7uFrrdUxYw3YVZLEs4FCUEnC5FamZ1Aiy2s5YQCmFW7V80H2YEwd26cxSLQcjTXutRt2/D1KS69eDMNVp4DqgTGmBWMN8kiHeCJ5Y383WJ92pKiqwfwsCwpuEE5AFArXKmUuYt273jAVCMW7vzbA6qTIJybTh1kQ2efLUWw2SeWCIdcWePU7qYxvyw97hyj0wS+3xWT1K6Fu4m31WCpdvZHDUMsJ3OasxQFkxcb3Op9JmdySYPNUho9WfsBnloct9DfK051ZvTPTIdSzDt1PdS1OctYMvWd18dusXSmI0FI3TkaQmjvaffMyVEurZT4B3dqPIS08euOaYmbCJN70U+pNwF95xo5KRS9YWBPEIgXUuP2dBkO6dMPfSYXn0eQAr2mCkGtJyk8LWuHElZTBkdq7KvZu6Xzcvm+Yp78RkjGsQ1QF0VtYoQ/tKUHmkTF23yMOelAlVlxFugNZ5r9SkVGUCMOxRiF1Hso/SOXE6r41rMsU8n5T2Y8mEJu3JiC+aE5WsNoNIc9AL4NW85EkAPMIGZgrsGEH5P3DzEXJ8oHIFzCjtRjsMxSIMwjEGz68OfxJrg0RtFBWJ+of0uCBqOjJmXceNgQw0vwa1OYBEXj9BXTsJmGAlHhPKqIP4KlhRxCJeWJwtgb+vWeAejhzuFSNNgBE34RAl14/bbfHfLiYdDZoKvKgkiI0gnpnBVZOoqPUnztrTiJ6e+z0nIrR2HSeZ6ckkJmWXurMThSE0Xgvs6UKB7A8K10eQZTYhluHs5eYLCThWpLzMzMBIghyKF6/aTxaQ4MVAaHT7WW8L+KEc8MTkuzYilndkReEVbA1PG2hwkftY8FOdxcOfgAXCjj/0QY2AA2fGiMV4Eib84xKRagz57WY+s6XJLgbxm/GyGlCukb0nZlWvJOAbFJAJw9nADgc8yHkbCOIYXmJkRjxyPEaXMEtFUqSXIyHMc+3fHRwZZnhAQW/3wO7nbrRgni3OOg6tWnAeBMHHVrcPSk3z+8BDcCXQXf7IZZy0zONBmkLg0OPmkRFOU/oKUpobvTmitGwmeA23mMbicRTqsNFVcJdwo1hDaBNFYktD6EJdI6OdoYhZENztO/Vi4b6V+NmuQpX9EUr5kkPFpgd7YOAq6+URmLeQxfY95kL6rYHkCxyHQvU80Obpml/T4NelMuYbreK7VwZrnyGIc+kFoMjzoaGkuxcDU7pxOUSHvU1+OFd56of2Td/vOsSsnekGIpzrUAksmXIGTicJZhyl9B/zzyjTKeKhSQk1Ox3CPR2N2JcoFYg4ne3w/Y/g+Yjw4DC8eICdm2B7uZQS9nIHTGXg5AedzPBoUKPt1DILrCKRTMxiLx3quxcsKybUkWEv1YFWmjCBOQftALp0Q0rASoLKsG4HX9KVnkEb5la3KGNQJHBcTPp8xvASTRHiGexnhdczoQm6PiS36YHXb3Z24xex4HTAHhZcZJxmdisxwxzjynExRl6AnCAFJIvbiS21BPDUpVp9rFmHQ1tPuril/LAKn1zgPB4IjDpHjlekRM+LA/pjfBLgzhSDEIwAm0IliXGE6E9w5uHW4+MfxM+p2xD2YRRCIZsQcmPB0lKgyw4g0MVnPFX1TKC+yblNFj+236KYSmGE/HALDHk9essKxiwoJBw8mgicR1DkIBvAcA4hG5vusdW4oJ4DrrjktEOVL/twGhTFhJ4cwDtXVaHAmxhOAs8P5FLZ93UkEIQ3AFv28ix07Rat82fEk/b7j44K5HuvLrvWA8HKda3vPfNNgv0RJ8bvECtg6kJwYcfYhnSp+bVMcgkuuzCtdL5wLWlE2px4keoxIPyM9PgVXMzoBbgi0mZ0L+g+lwafwOZyEHp845meVvBpsUeTfUM1TOBI4KiS4oL0clDBVCwXdDyzonztxUvhGpbiuU6J4OHuJNZe/r6hntpZZ2u+DA3Ggy0ERjxCn7DQC5zEpOvwr0+O5sTlnNW/ShUCh8nLUvYNd2LQ9uLAmnwj+5GSjANnGbXST9z5bTzOsbfs7VR7vyoluJGEqCWjTrYV8Z3ll9hPzsyKvaJ/aCRmU/mk798B6skbMMgicjDGZ6/vACJLEhKDTCMcM9zKEyYrgl0anMcQkOJ/B4xiUHDVriFi2tn9M968x0Qyh4XOn5YSxdjA1RPb+q4REFS/pzGdyRrsKtIXrWyoozI5lhLpe1Orjfdg1gCo0hqisYC8R+vS41XGEe5Ezuj3Ce4/KiXTcKqlvdK28NW3flRMfCir46twLColAZ+IUJaNwsIxFjcloKSZK+3mfdsniTlvcrUPaJVIGLqaVWlqGzo5vu44QhWO+NBq6Y2AgYXIphLOR3TOKlhLhngZBBCHuxLkzQuwfjQavu3PnxDzHKPOj7PwBicmNhJ+EGeakeBiTcmJyOgeQArRZsm76tGS+WMqYQJUqzOLL7VOcC+23jPZySEQMRy7ofoYUgI1Z+taeHlXU8yJrADvO1iUM/5NZ2/yzUTlAwbfZjH86E8i7EGBvJHgf7g+jKqJS28nsfC72QUWo2bGDzqPweuUNo3AzSoEJts63bLODMouNiZmbFhWt6oJygcYxCZQT5RyB4UFEIPYh5gQH6y0+m/guSnNHFuMnocdCt4MyVxS+HOhvYFtITjYzdFnocFQiApH+MZCUxsRR8RPiDxmBlpWGW+WGn8bqse0tlcUjpmuV0qiBIt2gs8/XUGstoZfOAA0UTyThg0uWdo4zOkQtywmLW1kJtDY0OpUTJOZrrONRtEe5NQwFS0afNhBIFBJ6imGkx2V5W9q9KyceGwREYSrtNpsBq3QwU1wouCLYdpSZ7VIDaae6F5LuWGHKJ8xxBeqawBTlTrVgIAxgqHIhHD3K5zPc6QycRpD3UTlBzKAXD5zOIFFOQBQZMfZEtR4F93PhApZfkwhrfqwvSmV6I1QHJVFQNnAWpbiiPIm/zT21nGgoJ17LasKCmUPQU+/rwr4zyhWxmMEgx9hhkHEheY0jhhcfgjlJkMy4SFrFRLQe6Wz/Hotih+Ls6ybwdjdNPnMhLwmz8U6XaXouOOpudUie09aJkll/usSo5L4c5mExuaDoShEYbh6C4OnOqcUaANNJS2xATBqV6SU4z/BnYSi9CK7KLKuwKgyxO5k5rl1FoUgeUl8H4TYpKiIzrCSOOezGFwqIzHLCMM8Aws5kLVKpD7uUxIYpLhnp2HeFQokYbhB9wYnDOxiMS8PZMOxvwQwrDG1LSq2ZdckIYsG1RdcxAhCiw+tuKs4Efw6KHyeuHrb9sNH2r8UML62pOx4HKviWVj/F96ryogMtc3W2lmwxuvByGdGSg1LgSlYNAHKlXHBbEoGTCE6+e0dwjsEj4ERBTT4o/TwgtJqjRRKJi4Y7B2s4p/QYycotWrDpbvrog0JV6yQudywnOREl1tmdvFEGG7qrbfEIc3xOCVvQP93NrwUyJaZEN6wwbef9mL7TQZTPQFSq8omEh5SNhLMRzGtWE69BT1pjeAn2WScnZalFDzNoGODOYt1ydsDZRSWVurrjPILUcqTqZtfZ/urJKe8Pu3LiGsh4Xy4u6PWoPl436I01wSrFhLVC0GSXTm5HYRtOLBmIgkkWRXthMyHjn6SNn3ciYGb9s6Ff9djMi+rA1f6w+V5bUcEcdn+rdbfHtJYKisrzc+2PAg2h/c61/YXFhtZxWr9GebvS4uOhpustd+YWzDRbo5eByc4PgBR7oVVGbS4bxUQr35Te5KOnV9jrJj+dXyTf7e/JTiFhSoerBYvLAwMMUdjo/LXpax1XXI9HB2p9omI2FpVjaceqJeyKjrmexhRl+8A+N1FeNaD1UzcghdIkdQ0qXYTK7Gv0sEbXyvFV21SojTf7nfREGY7tZ/sey/JqSgVnrvfyHz3zb8fjoboJ1LhWjuc5XqJ0+/TcttKYg5vOnZoulO0zjT1F67JnhXdLa5UGTuacodesi0LxjJ4upEeexko5m4cuAHKdhG5LmVnbLJ00XuPNIzKjhWDRp674vqQUKulJbQ017U55U3RPKesUKnZFRUUPneq0nIiunwWdZug6Le9M/T6LosNmLuki3F8HiwexJN6VE50IisiKJm8yTpYmzczujKJyMsJEMVEe+1g7RUHhK4zd2sltd3bmghgq8RHGKJo/ZwoLFyaQJa6atsqEufn2LaFF4Gq/b4GqoO2TNUKp6TTE5WIFSAWzionW77l6FPfCrq8eFYVs7LBnkBOHZU2r/WOUFLU6NhU1DxYIaEcnKnOZy+tL67QMRfZ5XtURZY6jTMxbRz1dUa+JgDqlT2w/lXmVdJz9zv9a98Jc5NBOvSZxJOKneZZ8UizGeUyW4ZadO7BhrIv4GxSOTw1NLhhLZaTt+5n0i1XuJL0/E/J0zj5LorChpEyi1JZJ2w0jufgquVBMAPlv/V4+s5Sx3QGOaQpGtKGUSG0s11hkf0QSSC+2naAbCSTjYrH9a5XAO13+OGgopLiiEKg918WHyVzILCbKz6UxWtaBC6UzgHiqkRGi9ZlEj8ko//Q586yh14kGU0ajWaugfxU6nNY0hHkKQ7OUVss1UkWrPc6z1XbmiZKCymcdTdfPyvoXYsNV6JQqNnVDVvsGqb2RBkl9onC+ZOH9Vnx7q9xynJfjUfngjC7L2lkqNCwNr7lELrX9QSzWduVEJwKdKAiv3rDYGnOiRLRSAMA+UwiEo5CKcmpuI8rNHTpiVcxprj1DowJHtw7nozkWsw8soQjadPbgAyR6sTCn0VxLXClGOcGhFfTGTsStiommNtf01Vjpm6YprVEEkQtMutSNnHF9KWEF8Ej0RTkjiohVFhJbLAWWGMVhmCgEqhYWRoGgpsBc7BYyiwmj+BfCxPWIrjHafslLy8uwtp3W5WbHY8MDUajXxV59Xe1c6wkpUz7T2h0ZrbAsdK3FwNg5X57O4TlnarPYGEHhHSKZQ3yFKcWK0LgXhHhcc/kHYpCndJQzJL8xcMTx2FCNS6GnN0gZAEzMCVbuVxgpLVNctqIJMaL5dTyBo6Ttlre05scm+zyIKNJ97TeH7IQNZWwDo58KCH7LDjwijgny+h6kP30wS66eKX+JYN2wiFtIlL5Gpn4mfyC0iYO2RpVPRASGi++HRoSYFF4sd9SXXYNgqrl4za2j1gcPwvjuuDJ0XBQCVHBhE4FUBecWjFXS8skDYj1hrX2IOoQ5uSZpAz0R12XJJz49qiJAXAA9geCF9zGnX2iZkaYAGCnSP+J0GkUIXIt4TCjB0O6x/M45TRVaDqe0GZEGhHgNhVuH3WDy8rtgpZtuHayub4nOZv03IHfrKN8/kAdJ9T7yjAwXlKVxXZRsvdDtDSdV3AS9ygBA1vi4oCcFQ1yPIf0l705O64C6Yo4yVjzX3Vrm2v8gbhwlduVEL4iSj7wyX3rPTGrukIu6BdFBhUMpN/rt9w3GoJsg0FFjJFhnM1NRDbTZVBLoNhriiRnsA4EBh4nEhKBwOIe/cHyoD5pQQPzXwj2WWBPh1I8ForOWKFWFhSKmgV0g5ajPvG9KjbOLQSwDdBwg7QiSShJcV6aUrhrDEC0ManWMuJbLgo2FQlRlPKmsNzmRqaZ9w4YpCEIFySLlQ0DMUzhOFMzhvRtLHxqCYmJyYontg952T973rph4eLDxkVdEBhiJMK85ug5YCPDHmB5dVwjT9ln7qYELSQVE1RCkxyL7TgixF8QM17nQDh4phF4YSXyclYmV4JgifDthkvTIsnhahzBH8HqkXfrTwJrOMKNZrAhh0CFlQtpAGkneJyE3ro2MjFm2iE0362agM5WYE0oHODDSPGg7RClsaZA9uu6QKyoJHn6ktM7FY+s2MIM9uCR9lzkOEu2rHV03OjnVJAg6/uwik5yOUfXBz5u5XyDYlRM7JmBMTuuouVAAy2Pbxn9ZABUuBdFKY87qKFZZ0gwIdXeF5YAoStK8Igkz5gK9OKQTcTzp6UkSZFcUzxogMwj6FOktGPAjxVObNP5PjPujwRPlRJ3QVtMer/Q4WD0BQah3euynKCHK0ze0LqkPCkWkVTCoMlfpbNmPat2gJ0tU+MnyitJo4hGMQY521vKFHmlcjJpF8WvSnrXKZROTDXqmswl6H4L/DzEQNclGgYtKKBNvwyp7bB+sbP8trK5fE7tyYg2qbh2ilFgxEHqezXats0i4nYoJu5PtaZpu8numThXBmWqLTzRHomCaTwgnPKggK39EToSImsNwrfyFnaSyHRNLiFwpk7nIuErfzOUFTP2OszLWjQPyM3UgdxvTWG4oUOb6xRfj3Pt87HuTJzmwHhHFmPQhqzDBsgsc/bZT+sV2R6HlfRPgHRtRtWJTYa393AR2521Jr2VNL4GpOfBSXY1Jaxm3II5iNf2U55LpK5C7biSFQebyYXySsz8xGdbjOqMpcfEXywYQnTSysk0fqyKBIC4aQfkR0rNYTReuGz75YJeOBJN+idcplhHNrYuz5RnpOrPtM4KaDk9cZNRsWWmwUa50M6eZhZ8ZSy1UBaXKOtOy5rPXrTBGyfQ8tl1cWqLFixxFC9Mv0BBS1hS8LKvcnd6xo0RPzJjymkU5Z3rHmVVMLM2hWh0YU7cq5szUfuI6pfTMIfA5hv6q0oDjd+HlnaG5LtFapa/WpSO5dZDwYUJP40YYYj1izAid8/IdpasWc+66Uc5lpYOGV7cub5P+1rxiP5lnxJKt2t9aZ9MH09gVHGUIAElAfyva0xvDwY51O34yt3bIuxXeWd+zPKeBNMNNzvug1f7GevMWgfWviV05sQY1jSxR0PrppL1AWJo9pSCa/vbFXyBHUQgPmtxKusxNYYGpKsByjGT4wdO+YTUtA6BaX/njtW4aa/q01YcV6wn20129rryaMTc6jyVtlveKu/5lWezTOKu2D7JmNIJp2pNMgGBqyKjqanScp6NU7SJW6YM94OWOEqX5sFxjohhHIj5XClk2ffm9RJmXQvPR+3asl0O4JrTaecbagBVgzucWp2tZVoy8btpttimt5rMGz83rF+e2yQ9A0jPHNQCrjuQMhnhT+kPKWEfFaC0tT5c36Ho807m9S9FSO+yu4yX52Odqa7Id90VfhT6g/IXG9y/zpEGTm/XvbVdP3Xc8Lmxg2BpatHcNavS3VcZceqtom6O7S4pKj2CBpTGFrJWCtSCjKc2MrnDyu8onldfivMKEHjfTtNrU+m2uR8uLUnEDpD4sT5VoKVUVHnL8fGr7rDgw57JwKZ3pFd5tgPjCGgVAfq/SV6SbD7pmxzWYgv7KPDeht7XyPghd3W2g7wQ1xcRNNV+3FIS7GbBX8pWac+u4fmH9T6qGdQtcJa1eI2yL16B5LD1ajMvZcXopHV3TDqu5tn87Ph5K0tKrjKjl0SBTmbBcZnkt0jZpx+VZdikm1iBTkswpejqZrCWl8Vq8B2auVsfXrPdVxkGFud6x4z1gjdLwgme20tst6dYoht8cawXwa9CZmuD/VphREn1U7JYTazDRAnpza2ZyMRaFrFmLi0vdOriSbo1bh4EGfqy5dcTv0SwMaVfRXM/dOlpbObbQFdrRmvZ8ya2jNy97VNylbh3eg51LZ4PPuXZU01fKyUOqqOEAACAASURBVMbJDLGjRlllnvb4vJh8Ogcmbh1AimQtEZjzKrTcOky9tN297h3aNvu543FRzHG211zlmdb3ud2XWqRyk3bWraPmWpKZ0dr6TJPbUyryOti6cH5drnH5PNl0iKbDZL5XQcatAzCR1k3ZmjdLXfXUEw7bgvFIUm1zdsxm3u81tw4u+pu0HDVSkzziuzDLSRwTcwrKTs/CRZNauxs7R396laWtHcjWGIIZj9lY17+wXZsFYrWouXVoeb07lLsi+ONi7mjPhmtAhp41u+ViUMaaqI3hVl5ceSazrGjUXXlbl7t1sHHrIDPfrCtdNOsnJPo6odEUTf8BodfI6XG6F+ixWgOnIMOG9pIQ6drap9+Ltk/cOmp94SjQ4p61FqHPWD/VckXdOmrvoHTtaOV7K5QuHXPrSa1/iPLxad41y/iYuHWAp+0H5t1bHpDn/XDKCbvLG4UjAN57uJkjHJlZAjiisQO0MDgusPhvHiPalZiB78P2wUsSuNAIqjQgBHQcBvA4hgjGRMDxCDwdwZ+OYOfgnw8YnwcAHIK7PR9DPt+PoPMZwCm4ePgFQkMSUY59Xztmnyn67nCYf54Z4BHMFNo9QhYAcW/wRpiu1a9cDJjB53NYX8YRrGNuidg6l5uXrUVPRN9W3e11PaEjM+nz2RilwWH8NGB8ltX36RiCyY4hGCqxBAYkSu235SkuOK9Z3U/eu9/dI2MrLQYR+FBhGpALs1XFQa+is5wupcIjlgfE0xU021JoNM8TAD4OKS1yHYPG6VHGzYslFB8I45ODPxC8rNrkA8PrDwQeEAJtSTnjkeCPgD8C7Bh+YPCRA9/pUx7+CPiTmpcanYMhZTUlY5BlJdhkPLWDkExWhT6MwVtakbXV9pl2DiXf6QwDARIkjjVgaMoofAxmzBxcYPCPLvh7u9BPGCBMoIc/uLC2EQVzY8eTPDdhgenvQsdzefwPSgLFQODjAH9w8AeAjwx39GHsDaEf/NGFcSgBVzEyMCAJM/tO3ofDZnoMSsHi9RmgUMDOCKwp47UVzj9rsSNa5Yni1Z0SPa7yO8qjaCwXsU7lwcn8ohhfi0aEjbeB4I8hCLGTaMj+AHilyU7o7iHEkfBHhj8GzYU/Mvwp0FEaCaQ0ljmnx7I+cCQBLtx3QuPjhpHpC6L5IJMembWFP8o6W+k/Vn50lNOSaptIByN3OIlDNgzggYCDAx+kLx2Feh8ccBjSOLQ85hIvuHXs9KJUvtXcmOx41LFCFNp+HMAHF8bAAcAhyERhjQ70moYh8sWTQJiM3H3kA+DDKSeUsBIRaoJLSYhNynCyAyrKguyxK9jz2lgQk/zXD0z3baOQJ4oJGlx2UgmPY2Dq5MQJdiHiNx0O4Ocj+OmA8eAwfh4wPjsQM0YPHJ6Pod+PR+BwSu1RRr+M6m5PcZATQqLUsHWCFunoeOxOF5VTQDg2NLOOaWifNFq8E2XGOIZ2ns/Srno7JmNTyx4vjGtRoDtGSilIWIVEqZw7HjE+E86fwiLLT4eonAD7eLwfk4uRsi1i23vbWpmvXHzuuD9spcVMqDNNVOws9bgEWWsoi6HyrEvntGcWDJX6ESMXslU5QUEwtHmwPZOeEIOnwVFUTgTFBDAeEYOwkYaJEYVF+C07cgdliEMQRD4G5QQY8J7BRwou08fAEJMoLawfdDiWFGanC1MhW58T/1mlZ8QSjb44MSXj+230eNn1j7tpZZ+6EHAzChMaoJfSUaIYXKwbH8K7SsIDwT8JQ+8A8i4oLo4OOAelxayZ72swhGsYZquMy5QTQUnjj+FvPBL44HEYPEAMf1TFFQXljDrAU7Jmy9Bqt43F8kremTtui828MRH4MEyuRZSWDesrVr9udrEzRd0cjADJAIYTwMNQKDvlr1RIRIET8E86xwKNAQE0BGWHXiM5eppgFBMHwA8Ai+KYEI599sdQpj8SRvlOT8EUjJAUwABiHfQTopSITRw5KJfYzGcGHHmwXZRKxYTj9LzS0KN5r1Z55ShsKjqhHaOh40qPDy71pVUWD6rAcUk54X0Q0I8HsJxnTZ7RfeLWFvq8gd5GOJ5czy0kVDEhyolDUGaNRwIfGXT04aDDY9h48EcHdxgQA6GySyeg9NLkB8OHU06UKHdXS6LMzHDO4RO+VCwYCqHsapW67hE6dN6a0IU/5zLzKj2Vg4bgnkFqfjSE5/xBiM8gRBqAOwUmEU6OkhwcoEe7RQF+xq2BHMj5pAPo3QFdwlCTQhawYgcsU7CAIaYXCFt4PqjRa0WAbx8Icq1ft3XbyNLmTD0NqiWXWwcXlFhAEh48p/dd9EHPcbwZZpQYu+XE+0E3LX76MdKjyS67BicrlQiTwuRzEAavd5yolYTu8DfSZfUyUdW1TlUhXHfDBpO3QxSoWRi5GO0dej3NGT3dww/yXZ7lQYRQSHonZsCS1g8E5zgxWJFJVeWEMV8WqzGd3xDXjbAcJqXFxP2NEdscjgWlzAQ5Ow0EyPqHB1HueFNHpLRaR5j82CXFBLSPlKkHR6FDFRMa3T4zh7bvpoYbuXVw8ZwGBc2gdFJPxgJSm8iMC8dwg1i8DRzHku4Ah97zoevEipGW2mWXzQ1L6I77Rzc9Pvw2jeuSZyktzey1PLN2tK4mjS0UEkZZMQebjjzLGtAQ2ikpJmI8ryFZSyg9DukDTYzzztDDSKcHBCsBx8AQhPh4kseQPxfpd6hIUmbr2uESrWIWtwBDV9nEQiIWGurT72xOq5GDsWJmEazzvpMvss6SroU1CwJzvCZLH/PgokVBvOa0fSrQh3Txuma7JXj9BYhrSr3AevlWKUHJki3IRzJmhqB0IbOua38Qywv3PvQPp0Uztr8xfx4NH045sRTMr9w5UPPw37q/iYImZ4OkGCjXCvJoT9doEc5O8CVvmX1+jA2rVlY0uXqkpJ7PK+f1EhzcyOBz0qzSGM7zjef4xj9hnGqWE3pWfeE6cLXJeGONazwxxRk7aaNwAdAkgLcUrJkbyo/WaR2sWwlSN2ffhyyWuhCN4dxrkjO96ezhCxNL0tM9gLblxCW41A1mx82xmRZ//W8iTcoChRGBRzlnXpV7S9O7ZTlRgyND3jlGYi+hlhP6HWNBMliZOlOHKARqWyCMaZhb5CHnoSMqMcK16R+I4cZgVgwhnzRSWAdYnwuMqqZxI6cykJ4zZ88hKnFYntX5LebDueWE5D3Z9UlfreUESXsz3+tSP+CF8fYcGbXcr5pzQVrrGN6WaU9qq7qehOQh/bTOHWMj7lAuPLt0X+lj5bnsGlHQcxMBSBsG4ahWNu8ZgCf40cVx4cbUdhp97AMq69f6DiRrCWPMuON9Yys9/vHT79P4sDvoQGIZZF5OxtgaFONfBeM4Dxy387ZKFhWoRxEMRxYLgIZiMbGgEmNBeFlRBpCckKM0kZzSvkRPyVOcjwxREvjg1hFd6mq0PJ5qITRP6yhrEcW5rqdrJLpq6bEqiycCvt1U0nen70r5+6zvUnbhPvKyrOWECShNFBQ3NAaTKyYpLypYUMgEpq5vJHgTEMZGFz8qyu7YB4EekyMwDWk9EnoMtVJUBRKL9Yn3UaaiHnnnAZUSig/NuddM2usuHTuujmtGY9+xw0Ln8D6X3w3ejBbf0DqpGWjyFTAp+5p16VUeLj1m3BG6sbRs3EKh+1rWV2U51yw3BhPh/nG5VP5OXh8WV6PHr8nnzSnJbiXEzWU7c4/M/x7j6+YRwNdCjOdeKWSNcnYDqkemXgJVcFwLW/ukE5tPVXlgxQTwAS0naoEuW/feBLc84nMt1P2gdVt3ymH4UBMtWKFa5O0a8+u6uWToCRTZwiWuJW9oNWHzn4z5lrBWaatGh66Ci89bYVdAvFtcTIt1l8L8Drt5CASpZQWkaZF2oVYjI3o5jBwYHi1lTmuiH+fJ/A4N8bTAOaYmo8GWsZ0wgpXEbNLX2ml242YZq5myiNOuW7hA0+dq3VHpy2rdPEmAR1Ns1haW9Av5vCbKvriI4c/bZwOh1I4lrI68xi5y9fuOd4/t9LghvJX0bIHGTZ5dur+WR7LzS9cKqtxXeqkGrhkN0Z3xMm9Uu2FiXccTElRPr7vq4Py6rmnM6fQOm2bG2ilfE8yPnnlcWr62Xs+MpRyMODFRtqhCofe46WsrTLaMy9raVcvaWoQgjScu33+tnFsoRu5Bzu3Ah1NOXAMT947tGS3fLwXzDQLxVXbw5haDwvQLUOaTq5OuugjW5qDn/MjSB8dbxEcoI3TPomX+XlNcGH/HyaJjx/0al45dEbGjhArtZtioWwJbBYWNrh3Hogqy0zFdMl+aV4xVbAXIUphs+YROmHVTX3mGNciD1l1dKaROythYBQhxOCmDimapkiHSf3uf8zyq7c7aBom9Zhj4oh3RvHfSdpv/HLNZ6Z+ai0dVaOapHj0qoKRszcf+lc8v0UAbCFJ/A8m9oXRzoKIc67bSyrMl2AH5WFN/cw1MJwVs3okry4q/pc67MmJHC3PKCKskbvGRl+we6zy4Fv+kVfFI7h5K+yuKiUnw44nkiZzezDU10uWQoKkEKLG0SZRd61BMzNFpQ4OikrmFZvmSx9wGQjPPGwjXNs/e9btALR5ST3HdWJPonSgg5rBz+zt27Nix4zHQElxvUtZtsn2zcu+Rn+mpU4dvcjeT3wvxB89+A1NGfaIAMc+8cn9n/Lcte86kG7i4nsSVOB47Hg+v/Y7ndpeB6Ry9VfnZtd60V61JkXfFennru9nYf5eqiarBL3uUx9fA2jJWPD99L33PrarLg9Da3XLiAlTN2mvWDuX9dYXM59eVx2WDldkEy1I3CO/DSReZmZMJdKkBgTJTueLZmksF67Zeo5+uPfGulV/LokUDegJNIWmTxYQ985i5bVVwgdtK1apCd55lXFbngJS51k9y0g+7pcSOFrLdZpbd3Y55NDEbRTC8WBink92xLI8GI2UsHpjy5yauHRN3BcRj6JpzqLorhXy3vrASoKIRE2uLWjtKy5SYF0+uRZgAbU0YJpplZ55cZQfUtClWv3bOvH221ZbKGOli3K/tzlAqKFrWE5MdWO18Wt7NM2svi1sHZWPBCDEtQa+ldKlgqR93BcUHRmk9sTUPRWuHujZOrXWTlm/mVrI+wmqlAXmEEzgwHd812mpdRMr7TQs2ILpLM0Rwd8klpemaVmJGcC1dDzILkVb/1fK3NCueDCLW0hL4clKDpsUd17+/BmqWFB11CNYTSP1g6PrUsrHi2ukb72jW4vAxsSsnOkHkQE9P+iNdBzIh6lLTfGtaH/PKjqPEvBmULV+e/6f/zePwj/8mv1dOvmEIx3sSgZ2cP/zlGfx0wPj5GM4kJoBGhjt5+CeH8cnBnRl09iAAL7894s//dMDLbwE/AKffePjPgRodfj3g0395hnsBPv3Xv8Xzn0cM3z0OP5/hvoezTm309ngEjwmY5k4j6PspOyWE7GRmBs7j9GhJ01YehWKK0uBf/u1/i7/5PzAlti70BcYR7D1wOoW8tf91oTyaKeSGcEzq8QgMDnwYwF8/hT49OJD3GP7Tv8D/5a/A+SxV41SnNSjTbMmjhGUeGMmE294DQht1zBOB5HhY+vQJ+PIZv/73f4f/8O8Ih7//GfCEb3/7O/z+8/+I4x//BP7//hV8HsNRSfqeauXZNl3rBJwdjwU7LBwmCzX17t/YZHO77yBz+o4mrZWhHJih5dY/WJk2NcXXKOx6jUO+SZ8hUrkIliTuH1HQNH+WASLOP+MzGjWcEece2edR5CXlR7mfc6WzxhMiRqSLTYa5MZVJ57+n1C9Fl8YTTkzd2MQ4ikVpfXyIP0JegkBmfVhhyBdMlG8hXLNVMtTGs743VO5pvYDo2hG+I20OyHtmiGJK+05PKrFWDdlGQiruonYvmUvvePfg44DTv/lt+DHho2Qo6fXeIdAz5AhJkUlJ1ou8SkOBGZ8jwtc/nPDr778iultZGiLX4vHN8dhQ4PxM8EfC+Az4g9Buz3BnYDyGk5FoBOgcaNb5C+HbPzDOP3jwwKDPZwxPgf85fQ88tjsRjl8Jh18I7oUwfAfcKafNsf6xbuG6OwPDKdHyQP/y9cCda6d1pM8yLtxff38A8KX6zthRPK3DvXi44vQkBuLxzwDABxeOrD4SvBzffPoUeHsewrv68uRw/HoMfSb9GbFk/RgXJ7M2VBTqm1zcF1w1JuOb0tGqLMfOnj85nL84/PX3DsPv/4p/+PFneE/45z//HZ7/+YDPnwc8fT6ARg93ZrOOGh7B4CLLCov/e2M+r4BdOdEJZgafzuZCnYvxVzIhJkfTvNYIaWYQ/j//y3+H/+F//eOGShBADsMw4DA4yTZMHOcIx8MhCe9E+Pr8jK//8Lfwv/kSJuRvnnD+NICYcfh2wtN/+Rk4nYE//QX8y6/g8xk4nUN6ADyJr1GcsayWGVfE7/53wvmP/3n5QemLokLIVtFa3SLRCmc3n9mDDoegDIIooPQc5DWoaXNLP/i1faVWFlEp5vLr0Ow5vEcAYI8YM+Rf/wQAeP7Df8Y/Hf4n/PL3XwFm/O2//xf4//P/wnkcYz/SMACO0hF4trxaOy/B6fIsdtwPIvMFw5za3R07/lvjp5w3q+cKzwTbLD5Vy1DOTzutIhNCVWfLeDRdFDSTEiD9GeGyTK+C+Vx9jY9ztHqg9Azlj04F5zIYcnZv2tZJkOTyXQKLjqe1SO9BgUISA5KD1YA2hTkpKUxd5su4vlJikrcw9NU+KFFaWdRQqTPPjgEdf/m1JvUtLTh68MC7fB8ZdBpx/MOfios0/b51LW+NGyKzcddfRjh2NHz/5//5d/i7f/+veToztuOzInCyC/yKfx7gD4Tx0wA+iFDuGe7EQQA/hKND3SnwxqcvDu7kcPphgHfA+GXA+BTm19N3wtOfCO4FePoz4/iLhzsxDt/CRmCmYIZRThjrCXfSZ9koJ3LBNhwbLE2rWSVY5awD2P0Gn//Tz9O+k/vhaEwPOo1pI8lu3B2SZTUfZOPzOIR+HBzGT0O4diBg9Hj+r99AP38L9SyVxm+J3nFrxqCOk7Dx63B8PsJ/OYL4E37+j1/wh5+fAA/88B8dfvh/X/D8L98x/OUbcB6n7QfaffDApx7uyok1sBpZK6gaITULlmkYO3uvF5PAm2tcPAwjzLWdqB4wQ0PsMnOy5NBTPKxWj4LQ6jyDvAfDxfPoiYN1RSB+1vVDt3VKLhepnGufXlISmo2Tm5ycCpAFelxg1My7S1YxyQJhNZzLFQf6eyszUCoHtD32uvchyrVDnAcEn1n8wHtzVncYDylPF8a1KiZs3rX67q4dOyqIwnlxnb3OK8PYLAVgWyFckWVAPAd7iMLiaLJTFw+O48g8WishK2Azwo6XmhgTEJSXRhlAPjCopKddWIsAHzolzT9RKWh6vWZ21u1fEu5TXgCAgaM1R7ynShHZhS/duCYnchRtjf1l7k2tp0JfE0Je7FRxUjzHISho2i3VssXCZOQk1CuzP5r6lUx7qUx6BUTlyQLdZiAosYA4zgkARhkXYj4NXX89gT2BxK0jXDPKoVr7tS7NStyJ4LDjLlDuyPOly3bvuCpdDjqQ5orwMRVaop9EBIYLVkmmrBiE2AflJzGDRkTaqLyPWnzZOUdq2eQBAqXnC3oc6TVSXrEBRGGtEGWA0sQ479nQZG2Tr9DOjG8z83/UMvO+IaFP7CnwdWrtHNMVeVulp0u0hpzWjQON9+Z55RcbVgOvjg1jmbyZA9qPZg2HJzNWjNUhF38wedTwwPR35/zXojpIWgOnfevdYKtyoEy2m3TeHpcci3pNGIXCxRG076VNO+4TNUF17tk1ECayvy79jy6aZdr7HaeJZPEDevKs/e5J04mJq0B3ulodirxq/dG4nufT/CFlV4SUO2T+CKaus24oNyj8TvtkxzvALcbNnY/FqWXXisT30LSe/l3zDpbW03t8n9dWjpSxJnZUsVtOrEH1DN5CYzwzkOfu1awqJs+v9b2fMfPtgo2tUYllESEmTFSYM3H8RDSNy/6cC+ZgJHZqrxFb4Eo7YlwLXLOUn7F8iZYo3od+qKVdEuwvEdxr5Wl+Nthmpay589DjNZJdTo96OzyHHWFtvy1vYt2y0M7duuLjwYwRtr9d/Zn4uyeQIBCeqeUln9a/WeMGREu3Wt5USau/M/MBpZuIn4G+Iv5Fs14WukwQH1fZAc+eY2MGjGB9oPdd/izHHblg5aH+zDHAlzxDkLlN2veIgXGTsWB4sOyKzGKkOGez7JcsHVG4zNIfBUlgILdY0b7Tdk36UNcgKdiFoHgaqLRbpVq6NyxZz3Uqa8sxpMqI7HrpZWjM1fV9hnZyWvLM+FErizA2JH+xyKByneydNzs+JCbzT1Gz4lyyZGs908rbunY03DOyoixfy4062jIM76r8LStfq39I30u6mnje4p4DgHD8ZJqvyOm1soZiPRbXOqVp0n4WCwvWJQ4k7CZL1QKNU0u0KoQGZm0v+zQ+i0g3Y31qfdfoy9R/FOtcLY+5Pq6urTBYsmqfkxnKsV26dcTvSLSWhL8wfRDWNX2BxVpi61daa2/BPSqBCuzKiTVouB9En/tLsp6bbBtjTShovJChcBQFwOCyIYK1KhjsBKIQACb56IV5yMLEkwaadFQhXsZtxShAItNfxLncDGtmPGwQbNe6m5SxMzyDiIXBp6nwXVMO3Aq1nbCKMmCigPCc3hUjH6OyCKlZWxgPDsGW0oO9Aw0pT2q1v4W1yosdD4UodCkyBnHKBIdgiPZZWr+r3FJKmDzZltFIm+imuW8ZQmFYYkAtcYFiVwqWJMxkrlgg4sgUs85BBzAxmIRuu8AQ0yh02bFhkiSWBySvQjERhVrr8qEMJsw6RkL3B8otEkxbjaNI6qfK1I/KmoHEpUUyzzs5GxM6RiIT7CTwmmWGTdtC36eo/RmTPgN9Ko2FXLHByIdDtyVZqXiIbhy28FRm5huv6++ggfwCM0ziJ6TCkDLDcVwCEyWFLetCLmLHI6PGzwFTwZ9Qf67OWi+XWZRRVwwX11y6rpsnmcLCVssIzEnRgKgcUBqj/m5KF1mF90H5X8MP6XcyBbqUTmmy0rCgbGARXJOyNdaHRfk4UFJOK3XVMr24qAzIFLuT3jIu4El5UOk/MnRjhm7HlEOxWWn6MtArbWtjHE3qufzIJrTKnqtTwXNkioniL67VulHgrPKcYvryVK2IlrJmDjXZcqtS4xWxbzmugRXAJr5BdgBw8Yfi3mwhnXXRsrWYQshsFb90b0UVqiiZeCVEQH20lZNkyyJ1NcwVXBHiq+m4cm0m10meHITt5jGrjWs1P8Kle2wUDFI2NxRws+Bpm7kcB/WE5tN8b/lFTupezkHU+2jH48IyeRY6/uLvxnMtlIzFrVBKr8Wt6vWZ+mR016J13aTbFMkcy+nmdvuX86bsE0C1Dbz2/bZg67ewHGi9Ut3SmEvXRYBR5cncUqGfrnHNFdf0Z0M4sKDyS+0I1lj5og4w76BneVu3BO54BFRpko4Xml4r2Qy7y7wUaLi3/I20u3f4TppWppF7WfyNOXZ3kY426lS0MSotbP62T224vLkCaX6tSXnMrEdLdV3M/RVwyTpf2QypoTYultbkxfJ64aj9d8fYlRPd4OlAjLtlJWdEheDkjRC4NCA6BowVwERLWs1G/6abTPPMum3m3ABuHaFqteTyZWKmqrcrXdcs/9rBMSeY63vpyNKKhUvpok5x+oOhmudKBUXPzkTtGlGelw1Kasrrlu9LTSzV27w8lMmUZ/IolRO1NtbQUl7s+JCoMY/ZvWugpQTYmr6895b8w5ay75zhsZgw3q0d1hoastgknzlGdM29spwWTZzd4ZsZ9ba8rfVa88yOx4a1MNBxULhWzdJO47JQvW/L2Vq/GbA+Y9ykppYaF9Rnrh8WkqzCktDda22icMV3a3k2ly7LQ/g+oDIGOulZwzKhJqNltHLu+R6U+a3FpH0Lz615Nw+GXTlxC7xG7IRY1hsIXysZ0GxnzbiIvCtM4kv49r1e9PjNqRWF/dsKVUq8JuaGiml/LW7Fjh2zaAXd7Vm8Ke1E9VoMRAbVtRi6WjmU0k7yo4lVweSazbslOBZca1lWuTM3sa4ohE+bPm5yUn6vVkfr8jK9Z9pVNQGe1rnLBaLq56735Hsp4Ng2tsZMTFuv701QlrWBcb4qFW2YarOU0xyrO3ZcA1ZBUc7zBo2Zzw/TMV3duJsRkGv0r6SZRBMam1mmzVWzpPEVemzrxSZ/AAX9mClnC13bQptalgWlUsPkz5cquGtKh0voVI+CYHbMUIVXyQferILoilZB7wl7zImNaMaImFNMzCotKoOt9vwWIW6rva7AHp8XgliOqB6BSS5OGh6c+D2Lz3FJ9MmlOBZCqLg4orVqbUB0XQH7oglecT2Y5G+okqMQkKjMpUhLS3W6QYyFniCXoWy1TpDAnrXAoM6BB7tg1rhcidvhOWnSNUhoLKvSzveo2NpxfWTDwDA6KqCVCtESJjYCUCeRyj80yWcp4DYDsBXPuSlzOzH31SwxvdfcmV5SXhAkpgQl5Uz5nMlLA7HV6kaA+BRzrGfGb8UgbdqJmlbWA4cQ78DS0LJfKu2IAeyyHTySY40pFVR7Bw26GusUy6ysMS2yY48yVEM0S7ZMlWbzKVEyprWxNdOebFeTABuLJL37cJ/UPz7LhBfalZ7fFRQ7ZgW4MlBtD2r8R0nHzRyZU3w26xUVxxXhEWYOaZXKtYVSLCC9r/Ms/JavGf3Nv+v9LBAmNE9DPCTgMCDCu+mKjB5LIEWGnN4U1xHKeSs7v73S8mkXzJ66J8qRCf3QftKAyka2mdDhGGC04D8dpaOya2PmFptZc2OzpMONdDHehF43Y7Z8x1mwavs8S+yn0u0pZlSxKp7DO93425UTGzAbvHJ7roYBua4AdpUjxeYmQRkUM16vLCYkp3qs2u1UxwAAIABJREFUKtsEyrwn3GjST4T0G6LbYmFL0FfLmNuxwB7A0KzPbNt3hcUOi8Xdssb9yBVyEm4LTJQSNYuJDmGxea/kd4wwGetuGGirTEgMqdmps8ywNq9WJVsGyl0/uaVKAJPGBmBrWYmosqESr3KqoCjSVuvZi9mTAqRc+Z6iwzeeX4PaTuWEoV+Z54qdulwRQZOyNu9LWAWNbdcdLsM73hod47V1rZllQxi7Vp7Cg1Z5Y8u3AH0uHSU9EUUpT6dkI25EUR40KKYoDSr0Mgq2rPXT540is7lpZu7V5vXC+2Nq9d1MmQbVGEEqnJdK0KUTMoD1vPhW/npGWbzG4mPSrFpftE5/WrtB+06VxztXf4+4F0G8U0kyIb4l3XAXMEnVAt/nZMug77ih6HoNN4dqGSsUb11Kutd4VWU8jR0fAxWBLdvZmmMWKoLcurLbt6wCoeXOUa3PSnTvWFPje+13zHv+vt5btWueMeBz72ahXINmX1pf8Ur5+qPpphKFfXrd9eZKZa21ZqgLTJU8SnPwnYPcYVHOl2vEoKnNwdbYbN3rmQ+2nG4Lp5X3MkUp57Ruhk6n40Vn1q2FJk7Wouw9Va7Z55b6r3WfTN6NPp1YU2yhgSW9Xvpbm3ervI40XJSr7yHqORr5cKkQW1P+A2C3nFiBtiuHeuZetbBGORtwLXlNXDr0uB8iAjsXBELnJr69epwdAXHXMR1ZtpJQ6FGU18Yr7LpP3FNmLAeyxxbeNxFdV4mh49u4WqTK2O/lgKq4pZhFd5FR1nKNe8ckvyXsCoqPhRazWlFM1MYflZZec64fTeuLnNmY7LaVdWv5Axf1y4+KM8/KvMpNQVHMNcRdtepzYuobrQegv6emtSBMzZgJIBTPGoabxBpF89dI7mR34aM1FfKjRas7/6aPQ4YTZpYplSk1iPWJn1k/hPpnpuBLJMPumNV2ded2umr5ZI2smC63dgbLdlfL0Pv2Wji+OpkSUxJ2dEzAdP9Su3YFxY4S5XisCVe9/F7PbnmkDTQVrhcER9ZnGBP3jSx/W0aktbkVW+YuZY58Jr2HgpaTyAtkaBShSbOjhQcVFscl3VcYl7kJNazt/Mv3zC2E0tGfkz6x351xpyv7vsg71I1SH84qWoLLDPkKbbz1xl1lLKiigGoWlqXbUinjZHkjvExdP+1SQuYo1ZZlYY/FYe25d4hdOdELhnnhFWXEZCzM2excsU6tIizveC4n90y6eF0JTIgNQUMQplk+VRlBHkFBIWl4GOAPLsScGOSsdSL4wYMHgh8IwzAAwwCMHjQMUelDrjydQvJVwsAEVv1Ea7KuRaacyNizAjW3Bn3epjPXyCXFBDkQMXgcQ1aeAQqNIV7J3cUFk5OvtWVwubjW7brhxZqbgLEcMz5vvjdzIZsXBDjCeCCMB4TxMRhXHjkhhEcPPVM7KB8IGOuEdyI07fjgSGfLZyOjYnrbGjnKLJEIu9UhNlCRJs/b5mOvRWHXHtkmzzkA3uV5lPQ4nHOvYz/89i7I8Z7Cd+D/Z+9dlxzJkfXAz4EIkpl16Z7LkUwmHV1+7vu/wz6EbPVjz2ptpTPTZ6a7qjKTZAC+P9wdcCAQTGZWdU1XNd0sk2QEArcAHI4PflH2mFHuUZCtObFcq4Iyg4MKRAGiLhxYyomSliLkeySVnbn1uUFVwGYCQgZylLpTkndRBDdta44ApU44daySPMuytg8ACkAFQGbJLwSwAaSOz/lnc7B1R/iR9GndAATbDEQxGaSorCmPCveL6TPC+ijNc3TN5m218avXi1lPsd927Q0AQkYIGURACjq+Sl/ru4vSTs6uDT0g8qXW3Bt9X0QAomN2tm53v180L7ZAvP5+0ZCirhwnr43yMh6auMiv5UTb7fRZ21Z5ICkPlfmVAymvAQKz/haeCjaTDDTXOQivFVCE5ZpuxoUHy3ykCCCKDIVAtfnkwBCdvyHrumL7XjLx0s3hGOTgx234iw8fQORT18U51vxX6yyJDEdEdd21NS8P3kmQfQIHqm1VniXir/QjhdAAAGPRePA+X2Nq/xKtHhvTJhNc8gGkfVLaH4Uf50j6/hkhyPjMJO+cg44rJlCmYiq/Ks9exnM8+KVr0G+QbuDEi2hjVz8cKF9hcFwqwt3r9/zPVs2YVSBQDAIkBJF+KSVB+Ow6yeaUiEDTBJ6CMMGJkGdCnmSh4EjAFIAUZSELARQD+AzH3DpOFFonPkyh7iK8cFoSvIJB+UX1tTp6Q308Y1Tq9DMGcDnR5+bjxU5BuHt+FAP06rigo0d4ZdGzzmZjzBMBMQooNZE4W5qjgFtF4PW7nnF5bYUs+9sR3Y0g6/MUVtfq97qxL78HJ0WAm0J9ET327PMCWueNds/JDyNgQk5NgqrGd3zLng0C6JZTMxVaEEmUrezP8mO7X+vBqOmLY9rI8pfd9WybVxWYAwGB9aROHFoWwTSgCsUQIYqLIKz1pypAEwvqUwV+15m5zv+GZfX94vrdTtmC1pl6NRRmYKK6J7F+1E+OqP0aBOThSQXrQKXNm0boX2NDPgI+LtmMowr4VauGqsCv4BMiEKNoTiR795GAicrZKudR+7fKpxZ8uymq3cgd8gjQ6AVQ/dzSTgCum1/N0KT1Z6MB0fH8QZlluMfOl1APgli0EOOR5HmLAg2AziWuaaH5B8+7uYAQHLUc49Vc+TArvy18l6FaBA4wsDTaN8wKLCftK5JrgPFjvW7aUl1bCw8wirS9zpLsB7Bk5dnk3jPXNcjyjqGA7sKPg9wnCB9OLLJ4tIZB1omtcdFf7w4SXkWXNvT9OB0Bbv5wxP4MlImhrkkRoKjvw3hxlINdYu0HA5FGY5gdwv8cfcNA8g2c+Fz6Fl7+a6voN4Nei6HRXhhk7gT3sgAoU13tLy36h+X9nCq1r8+X8M3xNRDGUVssWgUAzjyOTPIPJF+nVzmANV5+LQ+9pg9cn93oRjf6SvTbYk3D+nwDq/CXo+/gVOxG3yetTI1GwMRrx+8myOA2xpfSO7p0LtRofNC2DNOc6uv+vP/uHWK2fnyeO/kelPslp72K7lWDsK3PpiNld78AL/0+wG/cL+yPViCWBz42DhNWZQwz3tjQf4lxd00e5MCuUfuatFo9n56A6qhb0420hq7Ze37Da8UNnHgNfQuAhCN6yR6+TJLgLuk1Aya8KYShyooUVls1tEzaUF6igj5XdTJdZMwLfHe9lMesJ3oXTpO+ltfea/LtN9J9WR1A0ST9SmAFX4jCcVW43I2Fo/gb0dPXzXxcH1XznksLz+2Y7kbYWOjXod78veH3noqN7Dj/Vo3YfQdQwmquhGhLp78DdflTlTcc36yRGDC0SV5dIycMl+tc8jB7Vy6O2Nid8nBjK83WTV3evQBuAiaB63wHNHxctXn2IUM96Nl0w6pfrBJWHlVe5U1ncpfO97Wrt/8kW4uor8/gxX+OYPtSsrUQ9h7X5TZjPPj1Vj9Na6KcvrK+Zu76QbUmSEIgSpnPCPTew7/RDS/+fRN1mgcNn1jzXfMR469dNbsGGzTu8x9pQHRj2PPhskHv+HFtBxW+782g6h81fLfy5BpWlNHynt6XUO+jYsVjSfiqcUu2OU61/dXHj5QpPNyHem75cRNxievBoZf5NiNqlL7Wh7v3QKN+7/YIbR86oMeADlv7Rj4nrP5bNEp/JaiwScH1W1/0luPK4D679x6IkbnzDRWgZoV+nMMtxqh1uKZN39g+tacbOPFS+sZf+IvJgAHnOwHQTSUFgFMnYMIxYSdsGiMHsFqwBovVqnxHFBSg+K2GGPVUHO45DZEr6KqN+guoLDod73tFRu77pQUCjiHT8D1uF/Fl236j75g2gABvfjEkdp/OTva5Bb835fBC2ThyhN3zeXRlFWeO9VoROn26TqD14IEJOF5AbppKQAUjah59WhOmi7Zb87wKsb6+5ZkuPKjVrRxRrtvqs2jze/4dEHMr/KFueghAdbzm7jXtGOS3RS85qXop2do3GMe+tMb/h1HviE0/fWjZ0tfEY9avwFTZZGURvsnnecnnxohe6uvoRt8HbfHaIS9rx1HPO4fzcfTMNSYjJb2v6yCcfUn/3Gk/Nvl6z9PImLKXg0seymQ7Pu55cp9nrasDVXotf5WPiR1vMzmsl7M7kMLnMQSY+v4gM73m5tqQCO0YcWsdeQdEvp7F5Lt7J18LLPZ1sHJHRXf810yMeg0KbrLidmwoNYEDoPfzBg9+KUjzDdENnHgJsT8GHg0KL9l11+2R4oGtz9uS9ZzmUn3WRYzu0XLlc2UidYCE9zobgOIEx7yKBe8kM4iDoOgccrE5gqlaExSjOIcsaDSBci6RGshvaA1dJwL3gMRnAhTc+Jy41Peje3bN32P0GhMrDRCf3o+pgaDaaC9snWT1z40cYtq93oFm81zq2uPL6lQgGqbo+oHE2ak5fhJUnDrBmN0jeV2e1ou9StuWEA9sv7IbfZ9kgpl+b+9VPtUIwysywdBOadzJ/mCql7yK0FjLXwu5NftC5tfAbJZ93f38MMHU8g1VC8k2nRzatP70hcpGHer0ErVtpN+pghslP/szebcBbFD6XIQrPWnv5KdyomfXzKdF00FU08f2XnXSuO5Py7uxu3Zkp5MSSaTmZc7Xmn4lV3/dnDOontRt0q/AaLQ/V1n3vjf6iEaAW6+d0Os1FMk0Q8TfRFDUodi8k+RnIgmg44e5k3lp8O25dt2Y8u+KGn8PSoXPVZ58LTFo5WDxYpn+IEyd53o/Pm3e9TlxsDvQZCvpUP236KazOnWU53KpB7eOaBlFI6DwpAA3R6U2hVeTycfc+p5giL8gD1A6ALLMaZW1a7S1ClAICO/lzoIal//cvUNW2W1FVOtFJt8NzDAKf2XHi3XvII7yIT4XXHs8/29Kfm7svEA8b66N7nVtvYr8WLd+tL8gDlVLmwODQgZnt1aZXKB9yex02Bjqi4Prb7t5zdZn1NZvgG7gxIuINr73l5+5N7pNqy8vq86Fe9R7IB+W76UTEaJLWBvTkggkp/8GMBhYYMJvCNW5S3F8o5MqwDnCCWXSUghV0AwBZE4jQ3CLWjXrQBKtDYvsUTQoCmW86MSmOdFfL649E+8SDO7Vfix9qG0pCx5cvh51vsqJ5aCO/nN0jQhDjYdVeX17NlCsVf3a54iqEzpotA5556Jpsy6nK6+vz8ZpS63P+PKNvmMywcdTD0hc5I/d2CsAHTpBtS2zASW8MAxUgXjLqaM/PbE/J294sKLZUBeQT9tINW0RdlUYLVhnLwQHBgWNxmDqxu5+rZOCKGqmUevr6sRQZ5rqgC1zAV68Q0wxG+CmnfZdyqDG3GMVWs5/V39ElFE2CaUMKzQ6kz/bSETUzYfvR6CsSQWMMl6l9b+KRmGXm1Mu13ZrxzM0PHnsHb6V4Ut1E1AALLdx0T6NxCDKblxR6dOihQPdFNJGH2S+jtU+x69v9P1RpxnZhOk1ujQuRvMtdp9c/q3yMqBtaOvfk5s7BZjzawZDTYypmkjpppnNgW4B91D4CzEaUKGYIGu6Ovdc9CQQoJGTGv7keDITKujQgxJlHdAKwPFloNGYFWeXnWxlZnhcXOOWvinm10aNKReVV0KE9fsHwDG0IbtdnWWzjsq3AHUMqgsMCJzHoMfFdzq6NlpTLt2z8nx7tniiuwegASYKmEXatjKeWLuLy7s3gIKYxLQjoCq19G3zv1fRPL4fuoETL6IeZuuJ8JvTnCBYxEr9TS2Tt2sAPDABoGhCQD3NFjAiRkkbY2VnLF57LbRS9QAvzU3RQgWJV1pMUYCOGCS+GQDk3GpL6Pfik8IEKkBjMuVq4uGpX5guOeVp7MUGfV+Y4rXQbO3H0ofWlqIB4LQQXspU+HrTkK9Htf12MpwtRCFpiKsGQNL03GljrLLt2jrk1H0d+vd0E5C/R2LvCbwB5rprl15/t2F+Nj38xtYJxaVsx0t6DSiXrm76SYVGt0EnKgKuCap2OmdySw71uRBQQtQRSLyAo6a1sKF2WmNCUw6MwNSErrNPsAqy5hW8F5RJ2x9YcQ5JS2zPSjsosgDjbkoWFWNoF3EVchvzDE8qyBIIlDXyU2IH9shnJoCigCtewDctLus321Rk6wtypiDl1K9fQ0pV2mU3OiHdLvqxiXZIeS7lmteCU+XGhkDejysHTEDbCz8uQkYIScAg1aax8LPBgyUmF2i5duJauKoHSK7dNNzou6dy4g3UOWw3RyDCiIjWYvMqTfnX5jXSRtsoo3/W+MnaZ0LlLUX7yqJNOL5i8wjKl0Pm5j5FqVThQWTabPqnQIWk5yayUI4CxoIBylUuL7zYgSI5qENx1jbBZDFrk4jX1GmyUdEYJHCSqHsG0HuNvf49iPaZTv/oQju7fi7jwgAg3QOwfdpaRyLjZyLEEGCh4wuYPnh/vxrP2QK1yrimtbbC6lCEBCgH5MA22JprWjYCFIdAsvUhCeHNQRdtAzFsHHqT0612f42++cp0AydeRFdseuiKe6PbtPrysur05ISOeAKKBoQ9ZxvuHpCgCkQgRtBuBk0TME2ygMQMXiRsKOZJtR+SCDO7GbyPyAdCioRlT1gOIoCGBOR9kKLnCJoiKE/glECzHqVxbqN1mLaGNdefUFKuYZL8qsYjsELzHtF+rmYpffcW4CO30mSTsfvUPiatO8Ug/RSkL03r43thHpU8U47Afoe8B/IeAAP5EIBpElOePNKcuJJ6UG2coEvzvfX1jZjaEGeNUBo6IXVT26YDZ6/0fM390DVBrQMYmrFtbCtAwuzOrTDcmP2SO5VTgQYByDOBJ8iztmoHklM4u5bkGeGxACaAZwUm5ow4ZeQckGYGZsizk+abhddxdnXKThj2p3l6jRWUEOFJhShl5UUboZuSjW8KZa2lH+JYEC59F4D4KdcQoFoPi2SK6IqbVOV6Ni0+IE8omwLOBN4ReCYQhbovH40DX8fu1jWc5tIzq99+c9eNqyZ9o8FD5d2wCrl5lj9MQJwydlNGAINnRp6DjqWAHDJCItF+bNpfheLmFQ41CV/Ix2/0fREReNaBu9Iaq+PU0m4Rv1QuavhxBUdGPmS2NtjhDPAUWtDE/bD5ZIBADgRE5Ss6x1jDOLM65s0ThB+bo15Svj0zeAcBi6cM2iXhoYnAs7LDCciTgLCUSJQlVFQvbNOWF5vzAAKRFGc8lQEkVA2Kwo+1bSojCz/WxkbAr4PCQ1qNiMJ3VesKizhYJmplaAZKaGew8Bom4zkQoGKmeoiZhWfnKRQFDS5ri76yryw393wWBKlPv13otYOIyuGJmbLniXQMAGGXsZ8TUiYsE5BmkrDOU5DtIZEgSdAxpeVttv+7208I3cCJb4leoibpTqrDCaDYz6ieWTtQwswQpkk27vMsmg46aQgA5gk8TyBKOnEJmCekXUCaCTkS8k4YHIGREpB3BOIA3kfgOIkqWcp1z8nOJMPAlG6xo8xF5a6qfFUOxgnF5KMlaX8PXPActx0vqvkIZzNHGKWhLr2COrZRn6faFr3/W/fh+VqiGAWAmCLSjpB3IvDmHYGmCMQAXq7cCN7oRltEIsDJ914YxpXYV3dz80ivfaQx6wjuumnNDbNWARUieFjd6+kdtZt+Z9Zh9sy2uS6CLwBkIMNO2lAFVogWRJ5YbJUDI0yMEBkUkmzMJ5FW88QIUQRqSvLbhGE7EWrBCeG7GYBpWJTTvbLBrW2lPgoRa18B1SdF6Vv32REH8RMRFsb5EBAWrn3LclLIc30Hcjqnn1H7dNL81dxM+oh0XVP77FHh8esIxkMNoFF93KWizu42UEUY1jEzTRn7mBAogyd240hebCYGJfdu3GZl3W6r2Bdp8o2+EypgsQddgSobAs/7DfAD+xoZyZ/qO5BOyr7Ej+15AiUuPMCsHgiAab4Z7yugsWoj5KmdYyDhZxnCnwvAoMXXOaeabLPwZAYjT0HmJVdgI2fInMxqZmcb9cInqeOVGsmORYPCeGsBHlgVw6xfi/laBR2J3f1gdQnjpdFAIALAAYEqPybjx1Mo74An1ZaYhB9D1xzhx8J/8yxm4WwDJXOjcPti8OpLkGmBAPKOB2O4N+8sfjX0PfEkII+NmRAZ85QQM+HB+PFcD1wynMbMc+13Wj7fGz3LLm7kqT8n6f/sY3Dd3xvNMV59aWkETAyKkLRhne61tOEQp/m+QqWr6lsR3IGWmb4AaKGttJvXXzmsm9PU0H1efHCch6emHy+9kJfe48G9/tpr772gXv2YAFo5trFJHNXhtfV6SZobfVfUCcJb+AKD9A9FTXedV/c3uj+swzoPH2ljtOFEX9c+79HvLQF7tKnv22LT0STVjTZ6gKTI9sN07cU+3crUZYNPc1e/pg1lY0FFEG/Vsut7HL3Ppi2+fq+U4zY90H8mMdF6nHjq39UImNgYP0PnoqP8fX6D+l2s1+Ad3uh3SiNgwpOJyDbm4eZxv3w3pg9Y71SeEXFtPejHtN9IyqYfFYTwde54jZdlVryb2nnSAOR9emA4R1ZSS8eLR88Ny3EmFUPaXN8u8OjB8w1voQvr6nO0yv9CPmUt+BWZjC9jBBZ3Y2rYz1dWbxWto1m/nQzh63apvt8Z3cCJF9GAK60kwNE9tPcuDugXDLJBEQCwOpr/tcftxobcy8LXPvNF6LWqCUMAqNNtHT94OY9L6T/73mjluiSRv+TeC+rl32f3btdPDrnxK+v1kjQ3+l0SAX4CP3sK/pmsyfJfjcTPyXfr2S0ccYTtfclyHXXdO8jjws0RLlky/XyiUd6vyufXWa8+O98L0UV+VW2P0TlNf/1GN/JkIjJXjQJibvzQbIoez4h0G3vo9fWts78L49bPI9pI+7lz7eJacWXWovF2ReIXVHXVVpPpfTQUf+1r0K/K156XDXyfPOsn5WJRDvG6QGVsXFxHvz/GezPreBEx6lAZDQZChWO76+VxFrhtBShYMl+Gv28cgNpnuiIK5VzAELHp4jZNoySgN7I46yFzTMlZnFbmXB21pFwjduSsfyqd5AxaGJQYgUS1jLIuQAmgBaAk98EsKr/M8ryZdBiDNe/D7KJ5mElHtrTyxxc2xuyZaLnvLuTc9E3R0njOWWNbSknLWcK2iUqd1tVs0GtszAt5v/SeXevHJn2Bey+rF2cG5QxKubxvQD9T0nfBGNcBr6zXpX640XdLnSBG+uq5/ICb0wP+8NxavsHCzXRBfB1QNUvo0+owNIHNnH6ZHW2DYXpeTJbWfWZWT5jCT9meN/5q15L1i/5lqNdDCQ2ZM4FZzcoSqm2y/tHGp4Xzk/pIZa1cKad1hmltEv7egRedYFf6hyFq1t0mhEuGVCJLyNrRpQPKBobM8Zu598kA2UuzNOzqn1S3L3PlHFvjo3N0Ol6X+xfa/e6IysD17e7TdFmTjzJSI24UW3Bra5b3njJp/1Jte67rcOlPD6z1fdALwN3PTe7r2fuNvk/q5Evjx4Aby27sbs6j56jjI2TmZlx5ZqkDBtPYtDQUIMkTISxcfNc0ZVhyM09jjS5EkHmkfJmSlmv8OCnfyo6HFl5N5R5nQBwsUklLPU9W3lrysYZV2zm5pPPZpzX+W+/7NrbrIAHCB939kucK4VFHnFl5h8r3cothUUWKSR9DzK2hdSDpA3OWzNB6W34p61rCpS4runK4XEUrUXed+Up7243fon2TdGzArd26dtq7pQwwCz9mBpCo7o8cPy5r0qgPVnz5Qtu+YdDiBk68iGjje3/5mXuj27T6MqZGGPIDb0OaAYuNLbA5iDmbJ/fQAhQFPMhi/GweZBVQkEmU6wbcmGOGghAkYAVsYjJC0vz0OU4JyEmZca6T3kKEBh/ZIldgwhzG+MmnIMnKIWbb2rabkoZHKzyg3icDdS5pYpT0tgIpqJODNDrl4k0aSYGQ71FzQskACFuIjdm29nIvrcOler0kzY2+C2LlL+g2cUXVtNsNvWR93nQ6JfkbKyC9KIIotc+uzNzgvG87QdOS5VZQD5lLODjDhM0xWhFgCU4I1T8WwdjulUgZmcBJvaSby3D1FRGSA5ETI5hrHVeO2TrDeXq38uDq1QAacHXt+9G6xW+Kg/zuTRGKQzdoGNFIBYQpOL/lmVE2HaROOsXuW/Is7SEUHwtV+OdWIB5RacsozdZzV0qSob/ejiHqx5adNrOmJS6hQaXdtf+ZCRkk7z27tts8yi5/RunDdbufof65G/1uiDI3etjsN84rfnxh03mJBjKEyXriK20tW62BMlZ8Qp8PJJthgosE58oJVIHZoBvqgGazae0uc0r/ggEC0O8mIhKpA2KCRX8w3z3GwwtP1ucLaGGNKn3N67INFHbPEBuA7ACIrq0NWAyqefWm3Xp4WPuA1/yYGczVL5yEyNRruT5fys1o61cOsjDkP19aS+NZk5SeP2cAcGOeXaQTQLYBuv4YUEMmC2cg5yAs3L8n60tNa/kWsErp6rZ/w8AEcAMnXkie+Y1evAqDXyOUaK8RsFUfKHpnmgBFC8FJ2eZXgW1zLcJgo93ADKjGA5sqngIFnHPxMFvQTz3ZaQRqNwm95kPRvPCaEwazGigCVLCkdAGv+mEITDwHLpR2M9Ywse/frZfm7jn3uuyFtSZG/KV3/NJ7gzqsrr323gvr5Vz9yzigylgzu4VwVAe8sl6X+uFG3yv1JmMMFMGzOKby6sJb1A9By3+QTMUNV54kLMI3t6nrN3e6ZjzVCcjC6vQaAxWNANAJw3CsyoQZEQLRnNQVwbkIz1TUSDmbsExFqCygghMYy28VhsmEdGvY6qTOP8+V3wOFb3vsqEmfoOFCudEOaDpS+6YIzdKzNW/P5nUdIe0bEwQBNBojK2DCsyhPv7agp5FWjEqIv35cujHtxwoFPbmLVNpiGx7OEM0JG+e2BhdtCdT+soI6TYoV9Sz7Al2SmG70HZBf45UKhia/4H99VjndDyrcl0WLYTRvaPwU2z2dUkWKRNchAAAgAElEQVR2dGtL1aqtvBJF68jxFmDFV8qn5ilaS1yVR71jnOZZbmTn8rxjT6XOWJfpefEKdMzc9E2bP7u2cy1zGP3O+sDlw9zyY7explDXKV6tFfJsya/sC1Dz6elL8eOi/bCdHwOyDvflE1U+Geo16zMDKNq2QcBiJjcO4PZZrj+AcR/0WhSXxN5vGKC4gRMvItr43l9+5t7oNq2+vKw6V913I/jSs19qbzfgacAFRsDd92vq8SXn3kX09NJLe2mHvbbzr61Df+219z6nXpfopXW4pp830nhnWzf6bulzxd9rWOlr8u6ht+Gml9fpnyuPsK7zeNaqGN7I3YOUVzbuuRVw6/5LOMSz7/KKuhIPko3WlF7w/q3xilF93BLey6alidw/YNsxclfc5gSua14wFq5dppv8b/T900sGxmfSkFdeEMGfG95bfG0D77hc5KgfruUxr+DJXyrPF+VxSbNqUN5r19J/FI3q+1XbcAlgeO0W5BugGzjxvZI/hSnScROQF5em1zBCxsh+lggUnNaBSj3eq23vTZ6J2rkU9GbIVVgMhFEo0RUVVVZrIj1j1jFq7FfwCxtINE9+D6TjoFG5/kfRN4wc3+gCObbA/rd6Ya+L9gb/KGrykoavFDUuRn/w/I15FamDA5SvwYXAa/kwu7nj+Wmta1uHRrlA71OTlssulGw+umvFU73/0xpRV24zp8n4uEMByH9Vu2Krm+uoctap2hhNH41MYnwdVKV4MzqQ1c2UAX2bBu0s6wdJHcvJq1PXFrOWF0h/FzXwrqDg9jSj0HVA0+YatQT1k3x7xQ+SjIv6zvvxIqrcXPtn1G43b+xdXxOF90bfMfn5BFS+Zd/7xKPxcs06XZlJk7ePUnGJhqr7hZddKncdEaePlGHXmksr3u3WnFUZfT15tbbwIO1WuRxQ/EA0NDJdKfl3/ByDfrHnidQXEcun1/zqo1y8Bv81M51c19PV/V+ZGj4LFN9LwMZYGtFg+F9MNxwbLpxsX6fn5s03HMXjBk68iDwMunGkYcJff708zgNu4rO+AnJudeaaIpr87HoCVhtwc9LYXAtdEqqCoH1nkuv+Wq6/mTSecUD5A9TM2X5HEoeb5D5JE4Vc69ILof53CKCcRXV7i+GO2tWZeLAPcbklVFIAeMTpGVXHuiQu5dX+kzYWx6MX3/FL7430ujbP015474X1olDGBusYKAtlkGvbdcAr63WpH270vVLva2IUCq4BKVbUCVBdwiE77YTNlfDi62aCs10MLTjbCn3UPCt/VIVmnUN+QwkStsMk88y7BIIuMRy4bm5VOKYAUbENtknlUh/Wckwu3gxXSih22IAKkYz1CdqIlcIDFdxsvtf9UvMoG2lWDdtB3k3Iv9KHVNvl2mDOynyZAlHZ+uJ4uquj51a+iQ33cet7z402pIZO0YE20/qHbPzVMUKujVR5LzECMYK+2HYcqYO+Ee/s7KwJWKs33+hGQF3bN8HFZ/jxCgTbSKb/Kj/WuRJcHhuT1F+y+UHqTJb9IZhps4UWxCs8Mla+YXKt8SbjNTno9HEgaeFD5U/9JgUu9zyf5wDkiGpK4tpTeZosBFYXSasdYP3jp7fJyJFqh+SuszwP9f3iu8ivQwX1rvXxfQwWH0pNX9p6GIwfi08ky68UpTzIfHN8dWrOc2ngGwjN2C18Nwb3m9xYEgA8hgRmt09yeyomrofDrjx+Je/9Vjn2DZx4EdHG9/7yM/dGt2n1ZZBmg/FvlaWb5Lrfd5PI7JvKolK1FMhAg0BAiECMQAy1fJbfHINUISozjwE8kTCcSMLEo3BFjgBPBE5BGF4MAjCEACaViAOEwwIOFHHaE8ziYBIQfxcKUJQ26fMU1lysaFP0/jWiBw36/pW8tjUxugWZQs0raB8WkCXo5oCeYTIvvTeqe3/ttfdeUa8g40LevdhXypgQ4IJfVYdL9XpJmht9F2RCUzNEVEjV+xh9etrAj8vtrftFcKMiZA3r5/Z5BcQwISygKa/HNq1tVZitQgw6YbgKuiqDZjSCrhkuU2CEwOK7OPAqr1KOalh4dx1eiLSNQRsNw95FdbYmPh6oOML11wvbNLtbK6frl1I2TEhm8d0TafVKmWVZAlu/UCvwG1jqAHO4+2IGokYwRJsaX77+/buzr6tT1lFG2px+rNR2txfIC/wuD3k3BlBQ2VD4w4EQgEiMQLkdL0EKp0ii1Uf1fZAH6n09I54ne9b7sLjR9029huuQH5tsNHj+CmATQHWs7fJqQUljLoOHG36M8kM2xV42duUFasrgCJXt3D3jWzY/jJcyFye8nvcIaMyqpUXlt2nVifyMZk4bb21Acp33xASOgtpWfqtyt2sL5Qo2FO03ZgEq9BqrHyH2bfX9bz+D8ssom+aOW4Gt79RRJBP0UNL4k+fH2nl6qCV5miNjqi+k5z2Oz7yKrtZ+oPF3X5XSL1THYxkzejCn40XACe17XYvLXolJ9kY6IagsgFzb3wsMlyhvrD/fAP3uwIkmGgO5yey+2++riVZfPqeG43zc6X8DMphjsC3zBwqIjwyKsWE0xelKD0joJxEB8w60m8G7GZii3LPIHPMEnicNLSp1y/sZyz7gfCDkSEgHwnLQvDOw7AOYMuJhBp1z4bHmTNOcbZb6+Dr5nrEIGj4KRJb8JGTlui/acILVaWXaT4hxLHHJmCAQWUSPNehBMdZ3oH1MUfqKYgR2s7QlRnBSoGdZxu+qbeWV90anXv211967sl4k/yhK+3g3YzkAaS9O2ZZ9AHYzMM/A6azOWLkrD3hdvS71w41+y/RqXkxA3unJhLsGoGzSvUDcjy75zu7HhoDjH7RLBcztBEWX3g7Oa92oXEeMSLMzpdDnqqlE3UwDcnIGAtIM5JmQd0Ce5BolDcAwi3BDGSDdoOcdkHcZ2CUQAdOcsNudwTngCMZ5nkTLbReRUm1H2Zibc03UOpW2sp4MUo3OBAUjyrQGEJI6xe36lKyvGA0IUE7TSr+19ygT4inh9MMk/dK/LnctqyCcJirCX9rVzQRlxrIjhF0AhxoK1XnjbPIudf7S5FhWk/3qJJnX18s7c5snPRjIM2GZCWkGdvMZ9/MRkRg8J6RdwLIjxB0hpABeFKAobeTyIl7UbvPsn8d9eKPfNn0WP57dSbG73lz7nOHQj8GSt/52AN1F6p6bnhLO91NbN8eEOGIFFnMgpB0hz8qXJ7lPEaCFwZPco0TIUeZS2gFpZvAuA4ERdgnTLLz5lIG8i2ACwk6e8xoRwpuoAh1FcK5VDYvqfVm6wo8NrAByqOE9a+hgvyeo/Jp1zUlz25/FXE7z4gUIFJBTBTWMp8uYkHXWNuh5Vk2/SfrQAB/KhDQT4hyRrXKOH/9q/Pc58us8an+2adrxzbECFEyk44Gw7AjLDpjnBXfzCSkH5B0jz9L2tAt6Jqv8+Jr2f8dmy787cCJ4NX5HOefmHo9eetjYxI6AgZEfg0tRIy6Rz8uBCcwswqgl6xmztmd6BGg3N9fgNA4KGGEn/FFO/OmwB+YJuNuD51ieoymC5wjeTcCSgXMCiJDvZyz3Acs9IUfg/AZI+8qslgcCx4DpPiIsk+AOnRfaxq7KmQgAAMUAnEIFMTKDLPwoIEJRSusJ69vKXH+HgPRmwjRNtV98t9umJWmQZi/92ruMsbyDAkrMk/TjNEkfGuCTM2i3Ay/Luk611FU9Lt+jwb3+2gvumRrgqJyVUBL0Q8YN7WbQfod8NyPdAfkNA8xY7gNw2Mv9J1mEpf1eIH5Jezbq92yaG/2W6LW8mKkKNg01ggQqMDFiz1v2A7XQ7rYKbU5Nt5SpG8yCNWxkzQpY5l0HTmSXrgjA8j3r6VLeE/KECk5AheGoAvQkLMnsjPOOgZkRdwyijP3+jMO8SAgzEM470TzLO42xbp3nwINeGPZaImFRwYvRhJKzuUwMZA1T2vZrvS/P1H7m0PWLoxyBkAA6M9JunS8DzclajiYE2wYDyPvaDsoC9KQdIUSqETs2tNq+igzoira+ru2k1b0yrly/yYmnzA/eAbwD7nYL3s4nRMqgfUbekQjFOwInSPu9F3+umiOraXCxI248+FumV/PjQMj72AGLyi+ByyJHyeSKCo7EJGqBuebeBkbmfbTsfjkj/6GCDwBawJRsswnHjwl5Lxv3vG/BYooCTPCkv5NkmvdAPjCwz6CQMe0S9vszwHIAdtpnIAbkEyEbWKw7/T7yR53rhBLeOSowqHy7RjSq8lxYWsCib2uJrqZ9lveEvB+Z2lHxacETgc+MkKrXpoLzTlJRygqsB7lWPpUfZ+U/6UBYzgFhodX6wOXfdbTy+fRa8iIqDXxfYA2+1fFCZfwsB0LaS5sPuwVvdyekTOAdIx0C0l4OXNjWucVApe32f1Y41X+EicwL6XcHTjynHcHMw+vlmQsaCg2N0uUx83+WvHYDUDbSBDQb7XWdJH1YuAIQSt7Xgp3sF1OKGPVaAE9RTTT0XiJRFYoRPGk9bALFIAL0JOAEB4AnEXrsGk1m7mHq/xGYVIUpVaCBDSwxzQlmNS+RNJSFAzNTPakhU4VyjjUBOc13GhaIEaYSlqOe+I/6nAKIs/AEAyiM9F1SjPUdmKZH0ZwIpf48RQl1ZaYqhApwXGKiX0oqLiq6fLm85+oDtKCE/Q617TIOWFQNWRfvGATcCwTioBu6C+3/jhHhGwm9mheTwwm7+35zO1Cggp1Ub40uU51dGw4M8jYB0e53ZbSCjf7FWLQhijDcb0pN/ZdQT+1i+9e0JQI51jjrpX8iIwQRhiMx5piRiBFTBEUBeDmKPXCOclpT8HNu2+vNOgBlr6ZdoeWyCZPah6F7Bz5sHVtf+1PKzqyjeX9B/TOmLECFv6f5iVosFxw5B+sbyMmq9bsBP9afDFFRZgcKbPEf917Lb/cuyudz1Kdv2j0AIkbPw41DZ9Ntbc5R3usUMnYhgcDy3l2/BCZkaX1zOse+D1w9rzLUMGei+QZTfEv0ObJxjt11Dx5Ihi8bDFfOocZE64oyuKsXqZmY5zWN8pSWYX4BsufP0fEQxQmMH5d6cc0DEaCo/DhmTGp+fA4TYPzYlxcBTm4RsXD0Ckq0/NgBjGRiHrU8N7JuSmuexoelb5wGWeEjnoG7Pgp2QU22tQPNyXHlx649QfYAWc0bZB10fDlS5dPa3uEifsXY+CyDslGRRXxuJYN2jWpBicKXJzSmdpO++0iQ967abjxJhsyQnbmFCa+NGrbxVSDFK7eiX5N+d+AEIEw2hNAw46GmhEt7oDcIvfaBkWfYG+jzs5Q3oCwPKvjN4HPknEfuPmbQ4dCZdZgESRWcMG0F3VTz3R55NyHfTci7CJAgerRk8BSQdwGUGKSaE+d3E07vCOd3Ihie3zPSIYtN3AScnwjpCMRTBBiIc0CMAeEp6l49o4kbHEJFhwHQMYEmkyYZlLK2w4AHFpMJAzj8YltiWDtNCwDndxG4OzRdV/o7RgElUhbzjZTK/aLyOE0oXuimSYAd08SYJ+T7g9oQRlDOCPd3CMtS8oKv1z+a+nFlfjl6sjEDFPCFYgT2e9DdAcu7HZZ3jPj+BGQZF+ntHtPDAeF4BC+LODPNnUHcK/rgqsgsI1+mN/pN0Gt48e7NH7Aceh6saUbghN8wPrN5rODEoHyfdyMUA/1p22bddjPSoROkC7hKjTDcaE7sxHwj7bnxOUELwJM6TsuiBQEC0oER7xIOd3Ji/u5wxP18Qs4BMTCOpwnLEpHOhJwVfA6sPoLQxKE3nxNw7bdyi4aFflYbWSAnbGpOSBnc9lvY3mCY2Up4OiMdaLVcFoFObWpyrIKhbSDSHtVGPAPTgbAshLBYffx7fJ1Q/GrqiuvHUHNq6p7ZAieWPSHfAekAvN8/4cfdIyISdvsFyx1jeiIsJz1NzSTrOIBGe6ZB1zpyk+QfHpHpRl+MXsWP737EchfaMdzzYFwHHpTHr9mA9rye1vOmzVTTAoXXhscF5zuqz7Ir280n+24b6rw3fmyaEyyaYgvAM5AnBulvELDcM/guYX93RggZb++OeLM7CV4dgPM5Ip8D0lmYbTjLnA5mcaK8tQDdHThBC8AnqvXPTsaHrRVVI2HVz4xilmdaB8sdsNyNnRQzKT9OBFoYIdV7BSy29QF6OEnaN6o5sRxQ/GtQJpwfAFoComkNpFq31av8godXz2pYPHObgbrZd7xY1m8BW84HQronpHvGj3eP+NP+k5y33i9Y7mYsT4x4CqBZ+pI0sh9lX4gWcant3xEv/t2BE7apanwbQFTX/G+fnpnxw/Rn0G4nF5tjmwoCNNc/9zTY7DeLylBYa1CMqAdKiDB9SmJe4OvXaBYoGFFOv+V3vpuR9xOWuyg23iQMI5wy8i4g7QlhYdBZ6nl+IyYdy72c5C33GTiID4glRCyfhNmenoKohKl33tKuzKVexYGMmXUwI8SAMIlZBxIXPxV1g8+gZSpAD3nQwr8DM+0IAed7kr4Z9WEIYsayJLGxS3WXW/Y901TH0jxLffezAydmRYMlr3DYA09HySvn9ZjwYMvXpGtANTe2Gh8magpEhz34bo/lPiLfJ7y7PyJnwvn+DunNjHjYC4AxRWBJAvwAbXufaX8vKHmzpk26gRO/SXotL77/p3+WjSbQCZzdte53Q89MsV44Lntu53PCPks5HgBpMqtpaJqQDq3A501MTBgu4IQKonnPyDOQZ5aTGOPFgfQai2bWosLgIeNuf8b97owYEt7ujng7H5FyQAiMj7s9Ysx4OAXkrE6BTV3XBFizvCobYBThk3Tz3/in6IRe8uDEUCCu5hkGgGwCO3oiR8cFy4EQVHgrYVshAm+xd9Y+4hnVb8dBJGWOUud0IIQzVU0UA1oIw/Hxa23Cm7FbChslkuv9WPd9Z2rEeQ+knYyD97sn/Dg9gMC425/wYQ8sByAcCXkyYZjaNo7eV1+fftzf6Jum1/LjN3/6Z6SD42FANz5bnmkggB/jV80tn2YESnTgRONAEt2zOo/C8axg8aCcwvdoBRanvWy+04ELf6HMFZyIssEkNfnIB0Y8LLjbnxFCwrv9EW/mU3HE+7CfcQ4R531ESmbKLFptFZxw7enBCXPEaeCiAcWmnMoATaiHdK6dJdBGAaRJ+aXwib7PARSfEzkB4dyCxVbPPNd1gScFJYp5hwOLFXhOByCdxEdDAVmcz4zVS7Qx9Fr+8wzoUNpaxjKNZVNnJgSgHi5Ax44C4+kg4+Xd/IQf5kcwA7v9Gelwh+VAiEeAFhR+TMC4/RcRuF9vnfra9LsDJ1b2clcgxACAEEHv37XXPChRGLD77J1YXUS8Nu55vwv2vdED7soo9a3pdz89If/wtnjlLc+Z+iWRmGiEIIKNAgPLmwl5F3C+D2JHFwSMCOeAtBO71rCo2QiA03vC8U+M8w8ZPGWEt2fsD2exqXua8ZT3iEfhqDwFxCNhvguIx0mYaeYiELOCFoZag4FwYsSjaEvQIptYbytLLFochjqWvikgBaqmhZo3PP2JkH940/afMZsoJ0pYMuh4qmYn+m4ZEGehpqkxT6KetZuQpwCeAs5vZ9lczIIwx4c3CDkDZ9HwMN8Z7fv8B3AXHxVlpI3QA2Ne0yaQOPq7PyD/cMDjnyLu//QL/vOPf0fKhP/+p/d4+tOMcHyDKSXQeQGWBErpuvZ7DZjXtO3pNQ/d6Nem1/JijsDpHbWDYQRIvGSwXDPlqM1/qJnh6lKy9s+8ucPpXZfGuV+RzTMX4cYE37xn8MzgOQOTbrITIScCpgyaGJwJvEhG8c2CP7x9wJ/uHjDRgj/sHvFufgIz4ZflDokDHs+iCfg0MfIpIJ0C8jmogOsdsHERiAs4sRDojApOWB+aUAnUkzrfv37Tm9vfTSSNri85iLM2enjC+a0I3tUBm3qH9y6BzM/EzEWlelFwAqrefD5FMEhO/YowrMVujYduU3WtRs6K/Aaty/MZ2bM+b2ndRsXUwZcdI98BeLfgPx7+jv+4/xsCZ/zTm0/42/sfQClKHy7a/g2AqWnzc+373M3Cjf6h9Dn8+Pi+BSAA2XQ3fLgH1ppMrmDXHY8daU5cyoT7OUYAfXrE6T01fGfkpLeNaiQabHlm4cvKj5GF5/HEGsFO5hcA8H3CH9894M/3D4gh4Y/7B7yfn0AM/LzcIeWAp2XC3wGcp1l48TEgnKSiPpxodU7MBUymhZDOKHyMMsE7NQZDwGKn2da3tUkP4Pw+4/SwraFITAKQn1G1HHT+M6CabJr1pH2pIAWmyo8t0kg4C2gvvjFQ16HR0Ps1eMzG2GnX+Y1Efiw6MyAmafNyANI9kN4n/Kf7v+M/7/8NzMCf333C//vDW4QUan8urj+1vBacGFXylbLxb5h+d+DEq2mKyD8qOFFUeAwxc+BEqNeH9NypuFdXtbzMhqkPU7PyVlXLLbZPAdj/3z/h+N/+vFIltq/iRTcUQSdNBETC+U6cuCz34m0YJEwwnFXNeCdIHy2C8p3eA6d/OmN+f8Q0Jfzh7QPe7Y5gJvx8vMNfAJyPERxmpB0hHgnnTyyIoaG92n5v22cVjScgHgWQsLT2HdDvCwti3U1m06IoAIiBE//EOP35zXBDYeBEWBjhuEM4Ox8JBZyIhVnwLiAHQjpEccg2E45vg4ATE0CJMT3dYyZCOKn5iYVG7YGUK4gy15Pcwe/rM6L2s3QCr+4zUPxLmB8SDgFQIOb8w4THfyL8lz/+Df/H+/8FZuC//9O/x8Of94inPSi9BS0J4aiaE4wKFg3aT8+ZbVzTX399PsmNvh3iCJx+QAdOKED4tcAJOxmxsi6AE/U5Rn5/J+Ctx0K9MEy6yQ4quAWWsnYZYRYP79OUQcRIKSAtUa8l5ExYFmGYb+6O+I9vf8a/23/EFBb8ef6It/EJKUf8Mt8BAB7TjCkk/DLvcTzPOJ0i0tnQECo+a4mkDmQgBQN5CYADMgAU1ePSMd4h5lAYdo4XnbDd9x2AEmGDHx5w+qHl73ZS14ATk9pvz+r7JgLYL+LuJzByJpyS+BwKiSo48Q1oTvjPFpyo/iTSLiPfMd7+8Ij/evgJ/zz/hICM//Tm7/gf7/+MJe8BCnpSR2twYgRSbNXnBkb8rokjcPrRZOFBgh5AuCrT7VsGSvYbQiuraKnx1tziesr98RNOP3LNz88BB/gZLzZwIu8FJA6HBTEyiBg5B+SFEGfxKZFTQEoEIuDu7oT/8O4D/sPdL5jDgj/On/DD9IDAwN/SGwDAwyL8+Of5DudzxHKckE6msmEd6IFityNdCGT8OKvjxh6cWFq/Mr6fiwNKp8mWfzzj9LjbXM9IHTCHM10BTnAFJ5Qf5zv146bgxClNcgCa6nvoAVP3Cr84bQJner0331w914ET5XsEljtGvmPsf3jCfz38hP+y+yuYgf/09u/4f374I055BlMoYLH1Zw/ufzWg5jdAN3DiSmIipHvzOeElyy6EEeGyDZNtkjfvu++Wl7PFZRqjvFuOWQBg9/iE810sztWAdtPnQ/yY0xoOEBONg5ppOI/E4SwqW3nP9eSFgfM9I9yf8fb+CVPM+MPhEe/nJwk5R4xf7vY4xQnLUwClWELu5GkNNPSx6cFAmhgxEiirWi+jCJbWF+HMTT4emKgCaN10L/cZ5/tYFybPYCJJfokxBWGw0r8oIFLah8JA8z5Ivx1k455mYLlHCZ0UEnC+j4gPk2ixKEjS+M0AWoBqOEZ4NVRGvxu6NCaNkfZqmw6cYMvDALnJwCwxWeGJsNxHnO4CzveMPx8+4M/zBzATDvdHLPcHnO4DpvsZ4SyOUGnJDTBRbCQLQ+Z1m/4RJi83+m0RqYr+4LqMUye0UTOtV3u8i6e9PeDgwYnmd5dw5LhC0+ddRNrnFjyxMW/XFJgA6aaaGPGQEGPCfr9gChKCLmfCeYqYY8I8JaQcsESZzG/3R7ybnvB+esAcEt7GJ7wLTwIyJMYP8wG7MONhNyOx+KEIYcIpsCovUeOskkLW6S8VTTEgRRGGOWtHZGqnZ9I8BsKw8OL2Hpd2d+/BNt5M4NNZvN53wjAggER54RNLfhNLf0bGtE8gYlAQLZPzfkI+BbDl1Z0crup8LfXvvh9Hl6gDH4Zll3GOOgbLd3FQl/cM7BPudif8ED/ifXgEgfHj/Am7/RmP+wlpTyD157wlDA/fHdopc5UsczHhjb5lEplHZZKe57nPLwFONNNiC5ywryPZ2G7Yc6dzPcF3oIbNYbbNs4ITBRTYJ4Q5Y7dfME0yeQQcjpimhN2UsOSAlKRibw5H/Lh7wI/zJ8yU8MfpE36ID1IeMf4+32EfZjwsMzITHuOMY8hYpklEpC6SBgUWUUwbmRd1Lq/ghPHwht8u+tvzdT/PHTgBAubDGekwj/svQMDnBPGLMeLHjSabghMFLGbQIQGBEaLw4+UQQWcgaD1HJoE1w8G1L0WjMerBKyvfpeNuLJa1LIj2Yzpk8CHj/nDEH6cP+DF+BDPhj7tPmA4LlrsIOokmel58OFhXnv/sqtYvOZ54lOYbEKNv4MS1RBBfDPa9XNcNv23aRpoTjfBLlzdYfnNWNCf8JzrzjH5BqCBJI0xr3Pe6UCijsmsBeiKubYhqUmHggDOvQNQ/vc5Ziw3VZUUMGRNl7OMCZsIuZsTICIGROlU5aZNUmsGomiLuj60NulCA1CtwC0TIRttsp3XBdLbNyG6KWrkRaBkNlf43O2aO1CxaZRG0eMSaPk+uD4M5mtO8oP0Vg7bDC9n2YrgJiVeuNfQKKe9Zpz+0TuPLNcekxayD6pg0gCJQ6c+ZGDNJpJOg6DHUaz6i/tnimXVOeG0gHrDbbmG90e+TimDqqQjCLTBhn2Uo95u+S5vBURnGi5wwPMyzF9JLOY4Pj3Z4dt2p7lpwnxDaZYhtCpJMKyYgKHgQCJhCxhwyAhgzJcyUkDhgpowI1mko9wNxXWZIN6zWKOISNMmmKAWplxeaGNhAriYAACAASURBVO3vpk3cfbdPH0bVrU+r/u8EwcZPr+Vl9Wn6T76Tan6QrlEZXPh04etde1ZlXyvQbY3NrbQ9qyN3afBsM/6p+ytrprTP2G0gRuCsSm/cPgO0be/rNUAhGva81S83Vv37Ic8PPTW8b3B/i7bGVM9jB7zej8vNtcKJbZv8uOfFBkwYP3E8kTSfUP4YgdVnEIAYGHPImCljDsKLI4mJciCJqBMyEEl+y4GelEv9PHNrQhEbSWVOz7+8uaDnbyPAsb9uPLbnydY3Pi/7bfes3319ikzs+5NLHw7l/b6O/vevyVtGeY/kBKpfm/uujd7cDro3CmBIQBJ9zwX00vXIr2Pcfe/qVkwoLzVnlOYb4M03cOJaYkZ4WoZmG0WV3swugPHLvyDcbHlgLSE1rZwAsSv2jLRk0j2nk4OmCeEkCEJBh532gDlXs7ByBjxIGCEuG3OzBwtma6yb/nCWrOIJOJ0iHk8z5kj4tNthCuIQ88Npj+NxwnKaEI5BTTT078TFrEOE1ao+Vzy4Q9LFk9S92Al7sw4GwoldZI56vZzOm8mHTnQ6RsRj7gAeBTW8Wccpr806bB/EaiKTA5CCLBpRsolHaQcpuhyOjHBcQKcE8/ux0pwA1r97sjaOnJy+1LRD+5fUnwk1AEG9XzZWAJCiMFEi5JARc0SaxVQnHAM+LHt8SAcwA8fjhPujmOSEU0I4J9Apq1PQrv19u7+EWceNvisioJ7U2AX7alo+7jqNNsdbdOmeExQ5cMnb+FM9qeslCNQNZ8pyguWTdEJhCaUGAkIWzatISBSwqOPaQIwlByxLlE13YiwpImUp7JgiHtOMh7TDTAuOecZMGSkTnnjCY97hMc14SjPOOeC0RCwpIKlZCDO56c8KQCugyoScA3gJksZO9fzpnjpjI5POhwIxNSd1l8AJMeuQ8MwWYcITs4TDNMqgKvQqe0mTaLlxFrMOWvSv8TnRvsu2kMG1z6WB0MkE0AUJnFABOANqysmdvYNIwCLv9SnPeMozAjKOWaK0wNq+AEHXXd9+AOtTO0/XgBM3+n0QA+FIw7nbaEv4ax292iGm8uGX+ZxwsnFUvw4b/NjLoUQkp/7G7phwhmhMmCZbSuJgWP4ClkWC9D5NMz6c93gT77APJ+xp0ZowPqYDPpwPeEwzPp13eDzNOJ4nnE6T+gCiwk+ljazgAVcwwMzsgMp3Tc5Vvw2UUNCS0dzuTSiWc1SfF30fEgx5qT4SWr7BYPBc82PWPjKQZCJwjGrGKOvLdCSEo4ue1NXn4hh5KQ+6QkRegQ5b5XTjuhxQK9iQJ0YMhDwFPJ0nPOQ9PvEOzMCnZY/lHEG6J7L1qJqqu2IuATarin/7dAMnriRKjPBJPet54bNzhll9QgwyuaCuPwInipAbu/w9QLLlENOcsQQCv7nD/OFcwQluy5OQa6GYUcQpCAqcApaTmCOkWdpFiYtZR9irQ8xzrcPpw4SHsEeIqp52mAWcOO5x/rAHnQKmD4T5AyE+MaYHYDpWcKLESG7ACalvOAPTURKEhRWccEBLFiCBUt3sViasvzUiiIEt84c95g9PpV8qMxKtB1qytPl4FjME62sWhopTLO827KOEDtpHpEjgnaoMqGoXZcb84Yz48QicF3Xm+Rkb88+hEYBBGiLU18c2Xnq/Ogu1IwJ9Zo6YWeKg7z5E/K9P7/HD/ARm4Pxhj/kDY/chYfp4Ap0Wab85GB21f9T2GxBxIwDIwPRpAABgLAwPT3+3htIz4ISdtBebUl9eX4Z/Tq+FhxOmhzebuDIDxeeE8W8EUdvNc0ZKEm2DiJGZkJeA8zkixgxW4diWgn+7e4NIjIkSEgIesjrETHf46/ENntKMvz3d4cPjofibYONnJgwDKGq8vq0LyQbX0rETiLUhNPA50XQPV+GrmIiNOgUGTgCYd4gPhLACJ9AIw2GS9ZMnMXPgKKH+EIAUWMdQwPQwFob/8Q4x6UKetBrv/oSOI0ApIDHw6XGPvy7v8CYcQcj41+M7HB9mhIeI6YGKd/gKzrhS/Abmmvbd2PPvkigD0wP+QeAEtXleBU6g8rL9XtYSr4nVgRNFFjV+TKJ6nxcJRZwmOYniTMASkKaMZYrqoFgy/gTgp/s3mELGRAckBBx5AjHwb8sb/HR8g8dlxs+PB3x82Asvfpoqj2VUflxO5bloGYiDYjMHGJsFyKb3AjjROSg+f5yx+0QD3oQKFptDzFW0DiqhRAFIhKmA4lifo7pbU3CCMmF6IEwP2AjtjJfxl21s93oatLvc4u66H9sOLDaTbkpAAuHxYY//ff4B9+GIxAF/Ob4Ff5owP1DLj9UdR3E2bW3q2/hcE75hmfkGTlxLzKDTuQUBiilHBQ/IARWfG62j2RAqCGKn25tU1KvkHImJwLsZ4bg0m8sS+0ev5cQiHAaJKmHfS/uyoLQGRiR1ukMlWgchPgHhKSDp5vw4T6pmDDw9zaBjQDgS4hMVrYnpyJieDDioQEMOBK/qBGbEMyM+yWaWEpf0NWQoFEzIHVNzYIUHLgCps/WNf4RkAx6WLNE6Tgm0pCbPIq/Zd2bQFGQNiQGcgTjLuwsRQGbEYwJOZ9mg23vwcZh8nb8GNUBbaO/5epletz5Dieq1QEDKCFNAPEbEpwkfjzt8WPYyTk4B01HaTsezABNLknCiQH0/Iw0SRxej6dzod0PEKsAMhIdyyQECF0mFmGuEYyY/Baj+7jduNHgOIkxS4hLus6Rz6rdmbcdZ+Hf25nNEyCEAk2rBJRF+y/4/i8BMICxzwDFN4vSSAh7TLGYdOeAx7fCUZhyXSTQmloCcogjSi0lVrl6kAIRziIkkDtjMiWTZ2HJ1cmkaCcAlYZhKl3Goqsy+78rzGaApIjib3Nr3ztkbCa/IQXPOIvymSdsRIN7hVQswWF4GlmxsxL+WQ0zqfpdEtE5Puj4WLRF9F1n9JaUU8JB3eOIZxBmnFIFFHa8tkLFojqh54z2N2v1aUOZG3x0RA/E82Pyj27z5ax2Q+6pTcQ/KWf6+DhtgcXkGEK3is8vD6sL1moW8L74EgsjEAUHCYrJOnETyxwGZ9btqyaVFonE8LDtMtOBT3CMigwA8ph0elxmPi2hMpCWCz6rddAp1k8pu7pfTeZVlF0I4tWFHW4eYCsJeAiDhQAZCcX7v36vxJg71hH8MTphsLNcKrsKEHEV2z2bynIWf01n58YLif+w14MSmr5HXUD+OecCa3RivPgJRxgxl2c+EM+N8Fn78kPdgBh6XGXQO0u4zXChRt6dBLXvUzk36xvnyDZy4lnIGf3qU792pM/lNf7/BeybPZ6nbFJaT6i3qwBMOhOXfvcf0lw9t3Vw4TRAhTFEmVtSwokQIaUY6RYQzi8NMkokTToy0FyeaZvZgHHP3M+GECTlmHDPhfDeJivDjhN3PAk7sfmHsfhFQYn7IEh60nL7JjDKEWpxmSpXjKUuUB4aABsxAcuAESyjRGjq0XvdtLhoLRNj98geEXx5X4IRFpEDOEvbydK6baQc80elc858nUAig3YwQCZijhDQJGrs5ZSnr4wN4MXCCISoY/r1sv95fjQrAFtr6eDJD7xKm1mlOTBNilsV2/8sO//rhHv9z9yOYgenngP3PZ0w/H0EfH8Hns7Q/m5rMde2/gRM3AmSxnz/V336ztqk5YQn99xFdEIQBfKbmhITCXGl99FVQh8SgGrUon9Vp8TlUx7xZBEieA5J6PBcfNoQjAz8d7gEAARkLCyiRcsDHtMdPj/c4LRM+fDpgeZyBUxCw4WS+dbpQot50gCEAgYV8cyYBzUmd3d/oV38yxgqCrJ2vuX7PAA57TJ8UUPB9xpCTOvs91TBu2XwVpYh6UgdMH+tJ3VAYLpldeFkj6seZ2/Q8KzB3wvCoPith2AnCspkCsEiY2ePHGf/r+B734QRCxl8f34I+RcyfCNMnJwx7U0gTwL8kQOP75EbfFVEC5o+Ma8GJq+iaceYAhTZah1wsPscumNnx3R7zp24D7souYSELP5bNZ9Bodekcm1CiYSGJTDFp6GMV8xLP+PlOoiTNIWHhiMdZtIp/Pt/hrw/Cjx8/7YGHCXQixKdQTKaLZhq48dXGgZQfA+FMDVC8+nTmAiXPFVhc+2j6GDC5dbYBjZUfi+YEF17O5MCJRnOCBMiZpQ/ZnGgav9I1ff7IiIvVrZMFB8DAr0FDHr1CJNrr1ZyfCx8uPFn5ccqE88cJ/9/TexzCGczAT5/uET8GzB8J80d24IRm5zWIR+1/JT/+tYD2L0k3cOJa4gycT+vrFGR8OO2J1+W/MVpsE6hlNECIf261uRaAgQCkuwnz06l6UuvLIwKnWPKmKRbQAokBTMiL+iNIjHjKoBSQ9xrNYpG88ixaEdNO7HuXiZF5EqH1KSI+EOIZmB6B+ZERjxnTQ0I4ZkV8GZTNNwahjzoSzgl0TJLGQImcGxMAOi9YncB7sMLfI8L0wKDjad1/JE4eaUlAyuDTSUJfAs0GnnKuQEXK0sfMoBCAJSMGEi2KSKLlcTzJ5vzsNCe23v014NVraQSiXdLw6TQsqGjzqCPMJO8tzBOmx4z0MOHDmz0yA9MDIT5m0PEs/XgWoIet7aPyvlDbb4DGd0hZfLcMQQD9rN83+HHx6Ccg5ab6o9tUNaGYCS0wsUEr4fy8iB8aJ1j70yomAKluNKn4eWEQk2APSSRAE345i/mCgRUi8EUczxM+nnaIlDHHpM0mfDzv8XiacVomCR16jHJKdpRY86VOBTigqsWmVQ0aQq5oG3D7jKXxpoyrUzpu0/uw0R5wkswkL54nsc0dha7zdU4C7HBWdh1JHEEG7T898YtHHpo1vNis46VELq8uz6tO/MqYbIEjO+kVmQSgU8CH8wEfdgcEZHw6zQjHgHCE2jhzeU+fa9bhNyc3+h0Riz+w5pLnkwDgeecL8r047qgd9/WaymPGF/oB6deH3Yx45GfACSq8qTiJRAULcpK2UYZqIgkwSLbJJICngNNpwsO0wxSXwo+JgU/nHZ5OM87Gi4/iByOcsNKGYGg/erAYUm48Y5Mfm8+J1Wb3AjgRjoR4HPQdpE8oc2PWsQInnOYcJ1axmeQzaVvMDC1DzLxX/JjH/ORL85gLY7OOLbqwT0MLlBkvVhOWTAxMssZ+PO/x83IHZuDpNKufNtEkN35MZtbRm6cD47Z/JeDma9INnLiSOGWkn3/B5hB4qRPCl5CCE/SScpwmxy///J8x/58/rTQuWH0EAABiLJtNCgSEiLjfIe5m8GEHnhWwWMSRIc8RPGs4SAUK5p8PAN/h+ENAjsD53YR00Owfgbu/ZExHxv5vC+ZfzghPC8LTSVT9e6DBNBdU+4MyAymBTVMhZZE8ve+MzODkNSeqZMzS4NX1d//y75H/8lPbd7ZxJwKz5pmSfNr7YDlWJA/4RAV45kn6cZowH/bSlhgBZuR//Svy4xM2tRMuHjGN7o0k3P7aa+89U7aBZgQgRITdDHp4wP1hwuFffsSHp/cAgD//S8b+f/4d+OlvSL98lLZbX5a8LaOX1utSP9zoe6SwAPd/Tc211vaTut8X6MqNl+W1tjHthO7B8PPP5J9/wd1fcnO9EYZNoHEmbRygmmoCABcNgSwAQI6Qk6iMIsQu94QH3OPxzQ4UGH+/u8NhFkD04Tjj8ec7YCGEjxHzIxVhOJ6w2qhXQav2VfE15NI2NsImDHenX5eE4dVGw/e7rgHnP73F3V+yhJJGuxnOk+04xImz2ftytHBu8q6yCsOHnzJ2n1Tzj3kFrjRV+JU33FsaIzXB+noVgsn1H5W2LgdxOvc//v4nPC4TppDxb399hzd/JRz+jbH7RTQWw1KdSA99hDRt5/pB67Q3+v1RODPu/rce3Dn5tNnUYTDGX0CbGkSujOfAYvbnMTpvTn96g/t/TUOfAvX0mwr/M43eRflx2gs/ZgUnwgLkSfix8WcoP37iA355OwGR8cvdHfb7BUSMp8cdlp/3oDNh/hAwfZJDvKDO4nve6nlx8WVUHNVzA054n2thAE40fcuOXxOQdhPu/9Wtsw3vceBE8fMGJ4JRDSXKsm6BxHcdK1i8HKhqFrCs6fOHVHzYFZ40PLzafs8voisU3S+a0Rt18kDR+NZ+WO4izh/FKeb/9dOf8fG0BwA8/uUeP/6Fcfg3xv7nRcGe3L4LdH1wTdu/g0O5GzjxEmIvsTkqbmh/JbKBD4jweTVAEYCckO4gJ9WD5xqZJ0HaEiMQsmhKALLhLk4nc9EmoCz52kYzPk2Ynhhpz0hRmLcJj9MTMD8Js52ekgATxzPo6QQY4MBcTrqLhkiMlScui5y6mylE5vZkPNdN7/DEvKiumr+NIJE6UrvRQUp6YhnkXmZwTs5Ph89Dy1IhnYMi3URiChRVyyDmCnRsAhPlTbzg3mgX1l977b1nyi7t0LaeF9C0IDwtmI7A+SkALH5FcFJtkZyB3PX3s3W4Zqd57W70Rt86ETPCibHWdlJ+Frj9PRAunnUU1d82HrxywLbOp5wejYTznKt9tt1300iEYS7lZAtzHDQaBTmerSd1Vl1TswVEq4EWiagBYpyniBAkSkWN1mAndBWYqJGYah8wQSPz1LYVL+2MAoisNSdcmGfXp60w7G4HtJuERhjWvHYB8dzlC6CcsKmAnLluRnIGYlYhmAzEEfXhcM7FFttO6rbo1/Q5sRqi/YWBhmTpq8BVKA6iYcMnIER5n0/nGY9ph5gzcA4IZ0ZYgLigmmXacjbog2G7M9eN6K8p+9zoN0/EjLhUsLC9uQZ0r6bnhpXPu2gSPF9I5b0M3oXic2JYLgnYYGXlIOM+Bn0kiGPiqjkh8y9z/Q1QMbvISwASI88B5yC797RE0Fm01uJJgYmTyMrhpMtCo8nm26vNV7DY82HK3PDaYACC5de1Vcyda7vDWcHqnhUpYC5Rkxh0zgLCwK19YPAc4E/+y5qmWnDWr1l93sSTmG6bJnbDi17AYkbmPMQ8Bhl6UXSUHznee0nDHRCtHSI7uxQgiQnhxIiT+PA4q+8RZsh7P4k/vXBix4+50ZwYbjtfC0B8I/z6Bk68hJrBTWOh95UaFDwYMKu8vM3/FWRaEfEJoHmyi1qg50rUqupH0ZKg3QzsZvB+LpoTtGRwCOB5Es2JKEIuAOTDhOVAgipPwHIA0r4KrsuewBQw7SPCPsqmPuXK+1KuE45ITCQMpFAfEQQFAxSgIPsunQhWPxFND1meEQowhKI1kvcRk7Z3RdYnSXWsmjQKC8dY7ZU1ggVNk/TjNIHmWYMbB1DOoGkS7Y+y0nwbjKKhxq+JavUEkjE2T8j7GWkP5EMGMpD2QfxxTBMo6nsHf5ttv9E/nJgIedcdeRhbo+77Jlki+XqtQ8wGaKCuDDs5GhRVtCRiLJGPmudcWgMkyglZkJMn0ZxAOZEisaQqJ3WU6tTMs9g9hzmDiDHPCXNMIlgy4TwzGBk8E/IiDSoymG3yVcCqoIkDJ8gaVoXgBpywHfcAkChN5QoymMbIltZJsXE+Z6SZiuaErQ3iHV7rA+mTTKQ2zgCi9J2cagHIskblqZbZOOgc8CYu7Rq8O+re43Nk6f1nafPGIBr87LUnxEcJIdl42QH7ecEhLoiUgDnLWJpY+tHer6llc828CPm+nsP69C9tlP5G3ysxEdIU2mFgIC5QrxO1v5tMrsQuOpDOO8Ksdv81z+a3XXb+KeZPGXmeWh7tAVPje8HPL+ElaQekXdVkE36sh3KFH+tzE5B3DEwMxIw4Zcyz7Ixzilh2jAzh26YBJtGPbJOKhlf24AQafmy8teW/5i9pqBXF63t5JuTd2A+Q8WvKJAFDIlbEUSpILD7rsvpey6otYfzYNNnSjhB2QRSmmUXkf6nGAMZs51WsyFvBu31T3x39uDNNGwSSyK2RkHZ1/Z7nBW/mExITeBagKs1A3gXRQAmiyfZc+1nr873SDZx4CVEYXKsgwGaaLXIn6Jughs9P01x0iOlJzROCaUSMHGJqOooB5uBQjlwkPccAjlG+EwGTTphIwBTqBFEfDRypOCHjCRIXGnptMjVkTTtJuRzV67tqGxRAQk06bCESICKCcoaw8ijAgYVaZdqWiUzrITgTGahwGtec1YCakhfz8N2SX3DNeamZyMRYgAmO6nVZw28WQOWSn4evTVec1tW0wX0l+U06dqII/hwZFkYVk/WF9KseI6/LutGNniPbtHfXAAcWjJwrjugFG6kV8OEE2iavUX39iXfo0nXgROvwDCghlUN3354Nrj8M89RwpBQYgTJCyJhjRsrie4FUO6MJlWd/qMAHW1t9nRgSPcTbQQ9OeBpFwwE4IRnXU65VvwANOAEIEGIAi/UXWHiwRHWy9F4V2/WR66tiT16ZvISyDhDnoj2N3u+FPfqzZONpkG8/vsvGxG2sgApKeBX05l0GIIaMKSREyvre2/vs3oM/Wa0C+XXts9PJesBwZT/c6NsmggCDzTUHHmia5nNAvPmjK8yX6zaGI/4xLMfmDAAkDTW8wY8Lj+xACnFaXOeazcHAjue4vCQ9A5FBMSPEjBjkEO0clZFG0rDHwlvlOyk/ZjfnUee6Tl3WeV14SdZoUg5gDKAqco1O5H0oaG1j7kVje6+lr8WEjhwfJ2bhx+oQk0HNWpMjREYs/FgaUf17sHZ4V7+uT381GrH+nheO7lkSZ9IBNWGRdv//7L1Lr23Lkh70xZhz73PuqVt16+nClmVcJWEjkIAOhYEGTUsgGvwAekgW/AQ6tADRpGXR4j8gGuAuEg2weEg8bGMbqZCNsa0q+d66Z++91hwZNDIjMzJG5HjMOdc7PmmtOUa+M0dmZGRkZGT+PU/520+MrPV2Un2LuQh1cl6shXZu316xl/XGEcKJI/DU8bn017pY26EndAhzE1xU1akdApCJ6hGH+TPysz0CIWDOxglFU+DEVThBYvuBzwARaM5XQNZxMnM+5sHA9F0+LzY95DTSt2JEk5uaWv5LmB7mfJ3m46UYsczl6BbERGXhW3J7vBStA7SjAfpIhrU54dTVHvc4PaR8VMQYiGQpg9jCmFNuI+TFuKfpwsjHQfhyaQKkSz4MTmnKdjLKMZFXuRgfGgX03FWbpgk0lbpdLqDHGadvwPSQVzqnBwYeL/lYjtQ/NCcC14LlhiA0hgCAaFZVpkkzxHaBtdb1nF28orlrGMSBAMQsOLPclcvCvpRd+7GNS5W5nYolczmSwFPm0bozzih8WznWQcjumLMaMU/A5XLCgzrWwRfK14HqKyXLUQ0ATTVY6uoe68iTXz3bnPq61KvrgJ6Bqm7qGbxYXMixQgBVcyJf78z+bR2ycyiZyOKlMO10yfWgqbXVNLM61lHqY6fw5yRTwucWQ3o27+pewGURQaWuU8rM7nQBuHzbh8sJD+mcFw2XKX9vdVZcDPd51vEXxdtoC3rWxgq8CjCqnYDWN7kqT1UtCpdWCiFc7ze231XZpKLHJMK+UTFlk0toAwA+Z3rSaSspHrQKQ0ktnCkvNCfKC0lLj4GidCYGMlHG14XAFwKnCfOnEx7L8cN5nuq1oyS0WK45liMO2rhlFU5wo8cXdHTMuxp4fMyuCSr0Fc01zfoRWqR2WwcXmzUSpPF1KnheOp2y/GPKZx0wXUS4k+NPxd6CHBHJm5Hmmww/Luq3X1wlqubzq+yeUBG+lHlj4S1+KHNWKoJ/KusoBqYL5XlrJjxczvg2n7Pg4TJ114dOF3OsY1D/Q0cM3yifHcKJI5CDRPml/Ir0Uszywuk5hhOtnK5OG2o09545abV4prkufmWRvNC8qNbMs8oQz8p4JJd/kpUYxpRzWeWdp1O+GvM0l4mG8pGJx0sr5ZzyopOoLEqzAALlfNV0KsyynKF7ZEwPCfQ4gy7FfsVlroKJhc0J0UZgLtdPyuJe2Zyo9eJsuNIOxgXT1SjM9JDK8RIxLdzakYjqERKu/uV76KQSFwJ2AhNng6FyBOVcBBV8AotRzVWbE8vvv+5XPyL6vkl38FvJu2vjGTyX2aoIJ6ZHZCEVA6fHLJzgy5z7a62/zg9XlmutHQLvESTMsCar1RN1Z2lVO35rvraLQsmr7G7QRGDwOA9VKK7lImCeM8MnU0Vhamu2BEzMVfiRhFE8ZZo8Teq0hccMC2P3SKDHfPUon4DLZcLDdAIz4fI4AZcpCyYK01xtSIgdCUZjMqs9g9IOjGxVXJjh1P9KE+Tz1317aobV2jeou5K1zbVfTj99yovrSa6cVs3NymEq8zLLjiQXRp+oWIcvjOBjXpxr4UQtp4XH5GnSZd3E3b570Jo1Xjgvn/Ix2pWvqJoQ0wng8j0f5xO+Xc6YKGUjqOXbaSEFknwbtVCx9e7m0JUy2qqtewfeOIgZ05yJWP3GWrCozuwv6aUaxzzuVrYvVv63CH1JtFwL3VyMVVK7+yVcPhKXb5xbCLJly5rKsQPKgok05bQmERafGAm5XlkAwSg6skXol0ufBQ2EdMk87TxPmObM06fHQotLmElo8cyVHmtBrj7KQkXwmmk3t7BytEPR32nmXoDcjWfu8gDyHFuFTtI2JX+aWv3oomxO6CbUHxBZqyTz9Aww1XkwndqcPs3l9j9Djxewi3UnyFXTvzuhl74wsuEONHt94LKxy7XPMFMRThDoEXi8TPh2ycKJRo8Z02Mq7ZnXHJ5AvxP8LIo5qNUbJbwhnDgE2n4m62eDOYKJLorjaTQl9LGOVRsX+pYPrxzlOAaAhebAKuwAJlN/2zRCsYhwTOTX51GPUIzKs2ashuAaguklqaZe09Q0M7qjGFNdYJOoIzeOelyHXW28trBe6zhef7zV70C5ZFdCq1nqz03ktM3eMqyV60iYwHuByHft+fy6yw8cH0qAvwi0cbQa53CxaZ5rHKpjYxy2hbP5sHFbnjvWaaBON3n4ZUap2yRcK3uVnozqw7VMi2nPky2aZ1mQ5DSddnHqRGXRUI8P7HnqTQAAIABJREFU6IWIrldtH/2tlnOvCD1aILWAEdc12r6HVO4kSQuhxKBuXVlqv1h+J+6DLF9sfzFClKpSrPNKg/KM3DDoY4H3iQVv2NzWWCOhH8NuZcfgiE3QdNaBPWaS9wqdjLvjC+TkM6BVDs1elJeAjpPdYl1I0UpD27u8FjQ2C9AlCBPlOYBQBZp9uyphgE1TklYaAhAjxZS1BGr5dJqDcwls62GJRJ1QnAV6La/vdVfsocf2CFPXZwiWXyACJmLMlUEu/hMBM/fp6vxkPoZqYms7cKsObwghnDiCBQdW3u3gs7ROOtSaJLCilx13woe9xzlUMkSUDWIW2wcd9HkyuQZT7AdMxSDmp3MxfnnOKrGXfItHNYiZEugxr87T5xMu3xEun7PNgfm7fKRE1IAvnwHGhPP3J0wPJ0zMwPypTD5GWljLQv2gU8Yw8/VvXAUFOE3gYniyhtUoXCirWSV9LgYxu3BCLJRBTLAZ/GKVbmq0xxrEPJ2yQUwi4FQMYp5O5VgOD4Qp3t7Bmp+eEezsdKvfSt5dW+TjN3SagNMJ6fMZ82cgfZeAlA2kVoOYE4HZ1l/PiEfLtdYOgfcIpmysq0LR5f0GMXvsN4gpz+QzqG7imnGZMJ+xpGk1LPkGMc/FoNYZzSBmmWfSCeBP6A1inhn8iTF9mgFinM/FIOYpISXC46cEMSKZPpXKCekVDQi1utVG2Kjym1RoMFyDmBOpNM3Oj7hRat+tLgRsm6MJEegxIRVjc3WiLYGSMYjJVH6n3GbV6r41iKnLaMurquTCE2aZRf6m5oQhWasC8+qs+rs+C1/aMZ3b3+fzBT85P+QF0VkZxDwXlXTZBVX1B1B3srtyngblGWGr7oE3j2oQE1gs2nrh6f5DP11XGWw6dUIFoVFrEhAJB1QBthjE1GOO1Jiu2khEmQ6Xo2dzGVvzp3aV6CQGMcVA8YS6WZPO2dglzgmY2BjEnHD5dEYCMH9i0KdCx1ImHvbIXLM50ehx9WChq1ye23pgIq70Vtyo/NZ6l7zECPP8ybRnR4/z951Q1ilGOMGKtmZDmJQNMCt6LHYoxCDm6dMEonykgVO5oWqkaHyP4wpb/QXI9LVFUP+Vu6bHsmEpdo9OlNvy3Axifnd+BGuDmGUuIkwAFYOYqo79cZxWmqV5Th1uu2qvGSGcOASnIzide2Swsh4TOJqHB72Tr928ZAjru/bujtA6U2RYyN7di1rmkUwMC9cjksGjRGaiXsVKaTKsx5t6WxtHcK+BvkkM1/wHDbvws27X+u0sl9a+mWhvDx6kfbRcR8IE3hW8XTrn1RMgjE7eVTj+eR1MXXhZG1sL735cFacroISjPmzH2Du/5a/KACRhHQ+tmYgymWzN1jP3lVFdcF4tj0rfVV10cot6LxbvZZ4wO1BLZm+ZZJe89fA26Owuq01X3JX2xLAuI/q/h1TuJfldnzLtpIui6qX7VUvPzsX5K02UurxI/ZKOKxbpa0d16nHVKjPwXuGQjOr+VPIpL+3Vbmnp74FyeXmRcnfI0c6U+twJimZqYelKau67mZOOcHS6hN2Q9+ZRJ96R77JWrl19xTvCsxd7BBMbZbm+rjTw5LVQx2D6wFtDCCeOwLu9wFkU80x+x+/Ml+/MsrM3sTSO2cEu2AEwOF9tVI4neAKS3t5EllyCE1i0Kc7FAOZE+brPy1yY4WYgEwDo8ROmR853I5+zQR9RSjg9FAM/j8WAzqPYnWjxkVLfxmJvQtpSDCpq7YnEfX3meSGA6PyNQGd6TOB5ru3SCZaKMUxmBnNyPx0py2w8lzjSjlJmIoBP2aDmps2JNwL9nTiBUz4CQ4/F5sTFszlxMTYnAoHjIBZbC9zN3tYoWl3gWW5rhQSLpXGPKRBjV5IXCK75oH4RTX3ZUioaDt7WfK5POlG5LaFdXUeFjEyXogEALA1iFu0FQj67TJdsEJOmhHme8DifwJztT+BCeTfuQpjmZhSzGsSUHbRSx5pJab9ss0CdU5a8FWM9zW3r3b9KtH/PMu7+4zSjZsXQ2GnKdhIcg5iy1S9L85QYExW7HadsdAypnHEutha0QUzZdVzgOQ2K1fmHx8ylXXVwUddWBkVpbnZELvOEh3QCQWyNcD3Tno1iou60doshp95vmdkNPA2IudhW6BfHAPdGbZvKlY8N70Vw4soPy441odmPqJo/DoEWw7LpPFX7Re1GINRVtr5BghKKNi/qDR90sgaKsw0KMVCcDVo22z6YCUiEeZ4yHQYhFcPE9W9u9FUbKO7qIwLVQo/FuK+mw7keXNvCM3pbd+S596v08ZFbu6j245TpsTasCyB/D7GDp+7inMBV8w7FLo4YKJa6TJdsbyHbnND2Mhyiw4uHK2DijjpftSehozK0ELizqzIxOGXineSGxZmL3YlsnFpsTtCjsjlR6j7NXI93WLtMXrG7KrxR45ceQjhxCEKxLFdlezXfNmYW2YqVswk870x4atz4fCbwnK8tYiHmepFejLxVzYJTprx0ueTJ5XLK1UlUbq7IJuEzsS1GLQHQPGdru5fM0c6PqFdMZYYoZQNkl5SPXlyyIKHesCFCBymTXCsqWh8pgS9zFUrkinAVRrA8G2FE12JmYUyXOd/EIdf4WOEEc24rd1FN3RGReo8ULk0qc5lb+wL1xo8xRkujkZ+4aT/rdq3fjnJVY2kzkCZwSqB5Bj2W/sGtjbPgyFoV8laOR8q11g6B9wqa1S6w3hLTv0IDbReDendgF75AHtakNMS6rbNF4aC6YWNaUIUThgs3Uwmp9CcujNzMxQhZbx1ejnLod6D8zgDmfIxqnifMZe5I8wSkwggXprUytWqR2mk9GKGO3PBQw3GOq4UQJMJaYLdwYijpKelnwU1jhltaVG//pPKZpiLcmRjZaN3MVZgkluZzO3FlAoeLb8de0V0xmY6p2mGo5SN9Uc51p2xPJCELYtKc3S6JcJnLpsOs614WAdqKv/1eg3prFfMQWAToYohmtfvTOnKmU+O5+fDCitpCOC/Y+3lAZCEjzSKmIgiWuaQQkLpIF7eTXDFMxVhxFiCIUchKs+V2DsphJqEv4CJ4yDwRnybwZcI8ZUuQ6TJVYXK9OaeMSU2Tu/qk3JacTwG0hX2lxeiFDazondfmluaj1GXOwvTFdzs1oWZHj5WQioWoJAZjwpSANDEmpkqjsrA42w+ii6RVePhadqdf3JMer9ntK7D1J7NWIEWTuRzvwQRMnNcI06cJqRg4vVwmXBIhMVUhshgWpcSA/AJ+G+ys+1unyyGcOAQaPD8T9OJYMyb6XaA68PwD8sIecM9vcUIn8eSUUG/LKGnTfK6aE7hc8nsqwoDHclvH1zNOXxnn74B04nJeLRPM8xfg/CXf1HH68gj68gB6eAR//Zav8mRTPwBi+6LTnHi8LAUSus6c3Gs+3TYEcPpyQUrJvyJIrgxlI/BoiRlBiMxS3NrmNLV6MGfhyirW+tVoJWT9rNu1fnvLlcFzAh4fMX19KN871/nTFwY/PFTtnWNl3yrXkTCBd4GEpRVxIYdm4caA3yV4R09xaCtrgQcGzLaRkTGQV8iUaevp0ZTJCifK7T9NcyK/C3OqNSeoXh+nBAYA+AxMDxPmz9lzPp/wSACnok3xUG69+FasxMttSg+NhFWaSGi7XqVuNCPXowgNanmUEMLVnFD1tbt4YjdBo9mcyMx6+m7C6Zu5Eq8kSokgO1rEjFR2bdOUy8JTZhi5LNBPj8D0kJS2SM8QXy3mrKosqEx/xfB0ZQu0toCrKB+ps30iZ9DLwuV0zhqL3x4+4ZeXz5jAoMcpf+vH/L1Fe6JeXdcJj8ycFwpvAQ8MTA/KcHhzhjaQnX93jqg9ggqxaSHpFtpsj0QtxhM198sPJ5y/zCWdfkFY6d4stjPKTvgpE2Iqks7KUhZNNrH5kLUlcjp8zmMuPRQadJowE4NBwMOE6SHvqp8egNO39js9chWm1uIVOizXmjZNtpZ3FQ6rdqgaUgL1XIUaqt1PD8D0oAm6+rZzERJfGNNlbvNOEVbmtQbVdsmLeQbxlAUUJ1R6LLeInB4Z07cZkwi6mHuaI8fNnhiZZzDCCIee1xBWEEcELrZ5eMrCqOnrjNPphNMDY3484cvDZ8yJMH0jnB4Y52/lFsM5FXosgh1dsJX6vyONCUEIJw5BsyteZ6ASxPopLvWKq0T9orApgslTvT7+Cvc71oYZBgqBFZ3oQvSzNPOSBRLncwt4ueT3x3P2E+OURDj/8iEbuznlOl4uOYNPPzLOv7xk4vPjA+jLN/DjI/DtAfzwUOvERVuiE46I5sQ8gx8vJagQMPQD8+CRAfrlV9U2fdv3SXnfRdzKLzPAl2LwMWXVN6CvS1JXlu5iQhU3q29XsW7az7q5fl47mfq4fnAIYfFLM/gR4C9f8elPEi4/ZEtC5z+5AN++gR8e+/CElfxoXJ+j2JIHBd4UiBmnL/Oyy0zIzF4np+qZZZAmz4MJfUDaAcXoknrWC06nK7OUgwDMM05fyk6dnkokHmVyVw0clmdKwCwMYTGYKcIJOeqhNSd4Ipy+AXyewMTg6YzHVFax3yacv+advNPX/Dc9cmGG0TQgFJNejcIJMzyXazgZzV6DaF2gMMn6KlHbrsIIc8tkYRBTPTajaRPOX+es+ivBypTKZ6rMHJ8J05RVpqU9Gao9mXH6mnD6ljA9KmZYCyeKkONu0EKLFWwKJ7S3LNDKTl3eTRU+ZMLpK+Px6xm//O4zpilh+jLh/LXU/eucv/Ujt2+xJpyQOoxLvl25wLsDJcb09XExNy/po8P3jjDsSoooSb+HorEr44sXtIXw9TfP+PzHl77sLP8KDT4VnngCplPhjeesjYbUDO3WY3aXYtywHHsQ+nT6UoxlToRLOdoAAPR1KjQ4G68/f+VKj08PS62u7iYiaeJyBKMKiyW80GbRkFos+NtDPUJQqn7++mk8z1LR5iuaDlVzRo6Ig4CzEk5cpkyD55Tp8plwJkOPf7xg+nrJR8WToj97afAinMxXxn2Dvi58d/CcXd86lZsFKRuKx0RgfAJOhNOXE9KXM378/CkH/Uo4f004fUk4fb1kzcpLUsc6Bm3wDoURFiGcOAJZKPKKAMEwxK6f502Lhx3l2efHn3bGE/VQZmRzvYXzlKMcE2UBQVHlqkcdxK7CPOc7jx+5qbhd8gCTe3ynSz7OwZcLcMl2CBZaEMxL+w9AORIhYarjZjOtgWYdf2eDLtyod6vtSF1dWDHiTco6nk2X18QeKMOGH6cDV8dqaIt6uj7af55xuuSFTpbqcxEq7av/uN5XCCaAEE68N9SFrXIjKt+ZVXeRlTQyPQLq83YePkNDandO7CPUo10DLbb8mo8UcGJMiduCUtdDzQFabZSYkVJWE+aZ2gZWykdQUsoqspSQ1fZR3ufMQGLKqqaYi9nxlIUdEkfOONfzw9KM5Uxz3Q1TZ8YnsftQwsn36M4wd5oUvTAhl587QRGD2tldrx0TwN9R3q2z2nHlXLAwcyJvnmZk9dmiWUGc55mqMq1VaFMvTOnuFrgXM7hGi+oZZnYEaaooxQ8A2rV13D5UWThMc9695US4pBOIKd8oMKtvL6rU5UjlIr9RvXVf/wCMcmADCegI8qQXVjLX91FyP240bhPcDc4+abG30t1G0dNjGc/6ykcu9n26jq+F1xL21NKWvZ0pFdsCKac51WMOir7Oea1Q6Y06dsdzSW9u6v1iA6banJBFqmJ9RaNDjo9IemJjguYmXNbHNqq7bhsrjNTaFOZoSK38nNtLtDToojWP5cY9RlaPUIvrhHzMEHLsLLcVnwvtSZxvtJt1nA36s4pRmJW4riCCm9bIYlMYwKSutQaAuZDiKdNkpqkcj8lHW5AIqdh/+iRH7IpwmC6l/vrGQZ3f1YKat4cQThyCSFML06ud6+45HI6CVHRhIvyk1cO+4pgsPL90Gvst40n+meIyU5bmyQ0ZclzBCCsArlI/umSTQGLQhyBEV/xncEr5GEAqxzAIvR2JIqkGACpGKZG4HdnQQolbBmJ31GCt7T0/cdN+0g8YQMqaJVKXbnKdyo+dsXlJIKtQLC0X83s1JwxFpcmEHaVVsylEsiuLFVKUuqdU1QzByDYnul3SWor8Xy8mnTbapTlxq3ZF4E1Bq6fqxVpHmr3uKfzqFslYCCd6ZyoMIkN1t2689XE7RlxsTkgh9PGJEi4b0JT5pmd6hfRpmxNCsuuFDJUZLkLRmbI6cqKczoz2W843T3LOubSVHC8BgGoMk1TeqYWrz5oZ1otdzWSyymPQzjVP5UGJiwYF9/fBS1PKjiFQBNv5KAehLRBa+bn9aWZ4bS55ymMNZn7IRqrhlqf6AY2nmKTPINvQmLktWGZCSgSiqfWLJLYmuO6qdgsJjb3aEs68E5T4A4B5aQMooWkziFBTGQ2sfUPzEFusb8e3ckmKSvTCU0+8DG+IPUm5GOUa3dTbHVBlEYOezIUd4TzWRGuNzpwFC9TTYyJuwggqYYQeF0GpXJUp45QS+vGphRlKK61ufEl9hdbOCQthsYzlZNKQ9tf02tAboQ9dc+p5Vugw9+Hq+C/lyeG5GjCt05wIhYptsppeSj3t2+Lvr+X/PT5xKIx1+HRJY1bPQO4f05SFFFNrx9qec+6vzGjfXtkAyusrw7Pz4PkdI4QTR0AntShWnZX0+wqFrcTa8avEcTAIhunt8LOb05scg6mDkmByYeBYCFJhCGuYIp2tAzIV5rAysypsteXAjQHS7ZsK01WJVDJhcOeBurdBrRuthFNtmQwR65Jy7gkfhencqP/13OrqxUtTvyjVPMmvtDUpFcIsTPKub6U6sQvjj7JL2d2gQgTQtBTM0DRoZlWPofGiwfgJvE8ow7mayarLocpRkn+0oAphBwIFC0/oJbLCFcaBy0KSqPer53LLsxSFSzhZUus66D+JR1KPhZ8kJkwn8rvmeXQclWYXp7ZPLWKrZ8m/E0yotHMbmYUB62fLcDe+exFXmGEqeZrPxTo9Rt7pVHVj01aVGdb9QX+7GwQR3Vl3s0AfHtnQ+dk+ZWG1FryjfvUZqJsM4NZnhPmvc7GzEDBtcGh3+4Mw0AFB6VNKOix0LXcFUqyQQy9Z/e3Mro4TpTHFyRlfNs2pOYpByc5OmSY7qtjc0Q/RTqBGy7mNL+JGk2tbaHqbkG3kAF3YzmaE7KbrcpGklTXNqkZFl76KX/lq5QYs7U3UMMZdh6ttl+dZ4So7wWaNy4rm5rYjlBvxuMzTZi6oGlyaNtW6PwE92ZPmYgNukIa3QQhAtKerVhrn783SByw9Vhooi3wHZaD0BG3zChDCiaNwF2Xaf4PRPbqrewe1Se9+4l3xEufdO/aPWdR2kFs1qvCgEfGeOPOS6ACKQdRCh8L5FwHFIs+az414joHNCUjTYo6si/OVox1DSFx768o96qPLozUlqhP1AgrbR+Xa1fq3Uaa1+u+wpBz4YJB+JQtWgTDGPUe5nhDr3+2MZd+n3gHkMcNydESpNteY6kriLqZ245x+ZuZgxlILqxlSHU7SEGaXoeMWupwG6db4/ZELVP2DUs6OqerLgy7Mogl9cM6htbDjz2jXmlqmEMjfolusFME2kxLWyLthygUin+X+WM018OLtSctdYFl0C7MyVxebK51Kd3nuFoiq37RfacONsobQIbAGPS7Le39VPXbS2iV0f2SiZsNFLQpHtmI6oaCOV9NufLIWBnDVHiuUKQGYuNJV/WtpnTYObN+1cFrzyV1Y417nhirILbYddP66DIpOuhpsMGXWNGBq/t36QeKfqBdqCt1QxyblCGTl+dX3J+W2ODryzAtyXuMxbX8eudf6cWu/Oje1uPY7dzwyt+N1NU1vDrm17m+Ehodw4hrk7bL2bncqFn2dmp9QFxvGjSfRBwIK7eSlJ48TD/3cPKWcwtWUP7mqk+e57aJV4pSPaNA85+MbVCykl+vbkFK+IueSytGQuRzTaNoTrIkUAfnCIapqU9omxd3QXe259hEwJlBdPHlmNbkV1t4s8MtDS28ibJbBwhLWWxbza3YoHCFFdWctnCrX1uprq+RYzlq6gglYq/9CQBb4gMhnUwGYMdkYSTlysSYMlhsZ4DCzw5wn0YTINJzJjleGtlKeM4I5H1yOegkJELpHOTCjDCsqDDGjnVkuqsEgKNXfvACo186hhClXtdFERY0YzU+OdBSmtqZdd9hyVUQ7hInzEJedu6LW3HYQ1bN8ikvPXHXCDsmjasCg2PFQLWk/XeJ65XNjslmauHyLorFFUxYOXQCcy9KiHuso7S2q0EUDsOsDesfyVqgpYU+iu2hckgUXVwNsSPmZMVX1YVEVTzPVqw9rP6m2JhIWBtiAbZ4jEBDMhi/QfIjQvVvmbrszr49zAE0bwmGtASGtzUeOgbDcQEeqfJpmlfMazfhk4d+LLR8Uo5ciNK20uAjOGz3mdm0kCu0rdnJQxij08Q5Ng/VivpRJbBaJ3SNNw/KY5xZPmial5cJW+WsaKNdXI6VF2+VCpE5zmqrdOGUvqdpNQNaoRlk/0FTqWnjkOseVOip7C6sLcS0QuBZEi2up3awMXy3lYqef14lyykfpOKUyx6b6ncXeSJvbuR6RgayJdD+0x2Y+AEI4sRcEo4ZeiKM+lyvOI80KAkCnFeo5gD7fDyip3Xp5a/BPPPRbj1uEBnK1KNAIR0rA6dSEFUKMZGFKnJnTGZi42J4og45TYQjnuQg92m5i2wKcsraGtYR/74HZ2Zw4OHlqyehCSirEp26hqmMdU1uUT3biPiKYmHrhin0/CDZygsYA6DY/5UlsavlwEm2i1kemYnQNnCfmqjapj3TIFasmv0UdAwELZ/cLUExoFQwM6IUmoeQYAvSiUEuOyz/SidnEVakYjVGksvsmsasWw4Ru8V/1ZiGCg/JbZOPVzQov0LszSnqMareixp1lwdrOOAsPXoU3KTPbogKNmj4r5ln9Ao3RVU3R39WOTphRp7hOkK4nsZy22JywTCsDxQBZyz+rQJezvcL8yk0WSRl022L8bjji0RVQ/46wdaRDIAI1KkInuW42IffnWS1UmMCcmeQzk+o35ZxzUt/GbrSMilKEN3e/0STw9qAXUpVPVO/ip69cVNoONY09SH1aNQUR1rHKR+/mmzyqnEH2GRmN9nRHrPLRZBCXsVlodhk/00x1T6fSYfETQQMUfUyFzzF+SzqubBRI/DkXnMGgU5t5Kh0T+luPEDR62GiBaWetKaWcm5AD/jxbtNSs/Z96FIUZTKfOneWYN/W0qmr8MlchVxVUaDyFJtdWfBGsDYQkZPp5J6xI+YNSOpXN21PpE4TEeYNgEsGE8BKVR/Do8UpZ3yENDuHEbgin2HcaoYfdwnSxyNLvbN4ttvyBjuB3O/YmGS/7LT9TBE4MsgY1yw6NXgiz7DQJcSp33FPKEtN6/i1x2UlPnYKGSqgrV1ZX1Qv9p8RK2xOwMEzJlaI4afRpsUfcFoIJFZ9o2Y/shJ4jGwZgauHsr07DIXp90F5o0AkoJspaFt0xHl13NMm9NyECkJ1Nybdvl2lcZk+AMapr4H1DaSY0MqgYpUKcbe9b9A4bwO2vTX0eKMNfUlPTgpsBlyMaZpiTFE7iprbAluMNXIkk1XD6yIGln9p+RctHhdNDtabdmOO+3DKk5KGlrRekwgh3mhA1H6OBMJLbc2a6tVZhOxLT8ujTVuVR3l1eJ1RBRW1DbgsIKWP9TS1NdzowbaHL2LWH+jykHrgWWLenerd9WsLohZZ8t0LvCMhHQeziSrVTbsPWhxZ2JlgFlLimfJ2Gj6l/30am7IH3j9EutvQB0ezRYSr/VLClrq77UxU0mnGgBdM1XfOuj4KQoqdVWNDKwUUwQaD+iAc3uxJCf4jFvYw1KXOlN+29j4cqmLDC3kq/FV0Vhal6CK7myVUILWPa1YTSAgnrb4WTa+2XVJzB4pgK7WWo7564Ho3J2crckdPbpSXwFItxj2+0QrcBb9CECmibfPpoU1JzGBM6+0/ynZgbXfaExbZMe/FGbVKEcGI3pCcVdGfY7CxMaDvJKl6972gNO2Zz3TldrswkY73vUAQAeRFZNA/qArssluUuZmkCJuoMc9a1hGbCnLw7bRWaAH7KeyHXKi7f1GCxGCbzW94mAu9QH2tcbSFQWnNgtDC3ftbNxhtoV7RutNEBLLFzztbJxL9u74Rqvp2AJiW/3iOhg7fICHwMLIz9Uu0nDLhdmes/iWMW5oN+xoSlurI/3BdlWowDQlXLr4tXkX3qsSOMvcqjOz9N6PKua3tVLtbhyMbLZRB+aVFGqadNUzjkmmc5AW1t4VCvNbLY1VTl7trT1LM78uH81jrq7yh5Ta1P6Hjs0RVZ4HeLJvW89i10XfS7TQ+2PdX7yHj1ZNxU2evcKn1/sunLp1aLwdomskjTEoXyWAUl1Opak+bqNrxxZS8fEXj78DZN7PPWkdORvxaKjfLduyFhF45edjrtMq462l/HAxz6S0uaYMeu/Ba6xTvHi3gvuBtFi1vAQtdLrG6MKho8tKtjaLFbF9Ek0QInI6DyTrBLO7rzs9ePRgKBEaxA4Z6wG2Y7y9T1qcUcPMhnJPBbE5R4eKN220I4cQSqQ9brMztQXlgtrJ4Iw1b8vBFbzy8YKmwXxFayaTQNOr/67HFLfdEW/kKHJ+oFD7KrPTnb3jR1DBIT6hltFFUuTCUNmmoa9fy2nBVew4hYXQtPa8GDJUYsImp51lMHqV/N+FJ/z729jaQWScXZtIlh8/Pctv1yGeRZ18fkk3SdyzezmhPTBD7JYg4+0eaUrzcsDIBYwq5aG2n2yzxZNR4Jogh5aE68f5hrJvVCb8H0eJOzPRYwooM2rRq+zzM7+kwR23BTvzBuLGRzF2a45kMOM1zcdJhuoQ507jk8d8IPJicMZLSpslDfRlTKWhepKFObZD3l4wbNv0Um5mL3xgq+AAAgAElEQVQ4Lde9QreLzkjVI6+habmIV7uaXVvLpyFUxrDWWdqfFHOuv6VUxpuS1kix1XKw8+0aKdYBLenW+eiyque82CElrChJFcGE/pbSD0ipq7cycCurrld5ZjXmFt/Mm3YC7x+k+lD99kLzdEeg5eOWAMLrT0YwYTfANstJmdgt4q0ZpNV9ntp199YGhIwz6sZbT2+1INnz6+ixGCFH4alLfnXYlvFME1e6qgXuWbiraBvQGa+UK1MXdfXaU3j8bpO0p0Us6c+kaK8S0ss3ncSdm3BeNIpFM2NBXzb4/1v5v1F8K4RxwrMIfbWgWHjc7rv2/YR1eCZlb0rVfySk8PAONuhCOHEEi87gdA4auGu/1bFzYGCtBb3W72AR3heOVtydMfvfuy6U3Znb8bNu1/pt5X1NGB18bxnWymXSCsHEx8LW976lP+zq8rT+fk1eb6ELj8ooJPG5cc3u0C3z4BYptv6yENhDijvGd0fe9zTLQ/rBbHyoxcyutnkL/Thwf6zRsrWF3xbhiP50H9yywXd0fnuKb3bvDcq9eb40jtT7qHbFK0QIJ66ElmTekMgVcV5gYN6CHUXtbun4wHjJmygWdiWORV70yc4Q1BqOLCrCOGbAQo4TUXuvtiYIbUfuUJpLnmqsWcF9/3d3erBIsLuq0kuX0GwlVNXbZXpy1njzbgm7gw9nbC7e+7p018rpsNzS2kpzy3hiZ09Dx+/yKy9y7rwayRunrcu1vLZPbzGulO+IySObTDK/AnXtbFeG0W6hN0cog5jAuI159J2SCqB/rf8VWFz/GHi/WNNatDYivLh74dibqGnqsWQNYtpy6jztGNwDe5QV8OeagdvCPtBmfsvsAI/mLg0876ZxNj+PNgHri3Wx/5F6NxBV7boK+ZYGuw1iPgW8Oq7lvdqne/fhdbPY4b5VhneGEE5cC2YjnBImuehydn2FMTy2sUy495erGjU6wjqgbtrpmqtEpW5yVRCQ85SbNih15chGbRLqlaI0NYvgYuSm/mWDmK7tA3ErC1GWxYbkf+9B2KW38m3qbpBcnWkNYkpb6BmHalgWYzcaawYxaxg1M4yYVjtBWzfPb+VWj3q0ostGFgDCBOR2yLY0tAU2qn2kGXhyvplrEFO1m6i5jeq4hTji8b6hd6E1x7OgjehJ5IBcLgUEbPyLqqpVZa20X6dr4hKpOQKKRNh45YWRb5koVcPiT2iL51eS0UOS27M24qaFClbY0OI4DFZx17d1tHitTsMbIOqzMoomZZ5E2KIzLN+U0YQjxpq5bs7qXuvKWLTbolzcwnl9xHvXmUpfWBTEJqYFaWhHJRYn6WxfGRVEnEsgHVZ9n8RF5Vz1IVLt3wl8bDHcei1Ri2+mwOr/DhnoQIG34K9q6Sg8B7vDoUujPnt5qPDVyG2fVGcQs/ZpJ6DSCtK3EgFGoLZiEBOcrwblqVRRjSkqt+I0ASiq0UvuxmhzXzWIObc5Tm4dOmQQU+ibMVi8aRCTuW8/0mFVG3tjW+hLZY2FxrYy5zZ2DGJupPuk8LQO1jQRVL9fGMRM5WNqg5iJ1NyE9p3k+/BK/Y/U/Y3T2xBO7MTD7/0Ef/c/+ecAEORuZS7/GI0gsgxkb6ttITbz86rn1koHZt2Zk+rUksaCcVJSZAb+73/nv8Dv468YItMiUSLQJf8iAdMlxzv/SDh/Bc4/MqbHUtcTMH8mnB4YpwcgnYB0zuX47ueMn/7hF5x+/g3T5RvO/+CPwd8e8uL7++8w/8avYv7pd/j2+7+Bh1874fI94fIDMH9P+UxW+YMQ6/IrjFv6DMzflaY4ATxxjSfV5k8MPplPoAyB8Ukmy5zPP/1fM/7wL//57nvV3aULwGeAzwz+PIM+y3cRXpSBh1P7Do8EeiRMD1O+OvUCfPpFlhZPl9z8P/65BPz2V3z+bgYR43RKINL7nmxs7t2XwDQeguq75J7kmqySp+5aKeVGy3STMM8TuFyJlGYCXybQL8749IsJv/43gd/+a38XP/z8FzmPv/h7+P/+yr+MH/8s4/F3H0HnGZ++m3E6zZgmYCrXksqoysf0VP902uCQFve/dSBs4PXjx6/g//l/v2uSR0fZUZGXhD//+T+Hy3/3v+yIMKlHAmgCnaZ8ffM0NU2neQZOpyrg5HJdM33/HejXfhX8w/dgIqSffAJ/zleaTY8J08+/gC4z+McvwMMD+PECzDNYX61shHtaiFrzVlhoEm7drqSYpywP3W7Vh//qnwH923/L9SP7XI965auLvztlWk1E4JTAj49gKwh5JzgR4UQTfvLTX8HP/s7v4+HXPwNg/Mr/9Q+R/vDvgb89AGnu5EqBwDV4/Nkn/P1/80/nF7UYr+/eQngDe7Rs9FXF9srO/KLK0CWOKgD4H//jv4o/+A///aHARK71rDxpuWr59C1hemScv8yYflHsb02EdCKcf8mgSwJOhFRsDvzkH37Fr//1X4C+fMs0VmguAPr8CfTTXwFOJ8w//R7ph89I5wnpuxPS5ynztZ+nxpDJwr7UgSfC5ScT0udzs2EwKaP00Dwz1XdbV56aOzHw07/3iD/6F39m2lzahUt9M//PJ/QCSc5XyXPJY7rktptmBl2AKQHnH9u1oQmEP/oXfg0PP/0Z+FOpgyl/XxDcB2tdklU2tk85aXQCJRFGzPlK2dMXxqcvjF/5+9/wF/6jvwP++g0AcPozv4tf/rO/i5//3g94+LVfwXyiXP+prz/gf7MO17TJf3ZFnGcCXa3KfV+8ikKs4dem38Jf+vSX0VE8Rs+AEY0NZVYwvF7UrsvsGcKO4VsYxxxkUf1yGf/WX/0D/IX/4H/YF08XkYQpPmXGGMKUJuCU3ZFSZogBTN9/D/zOb4J/9Qek84TLTz9j/v4E4kzEP/3jXwKPF+DnfwL+8Qv4cgEeL5Whrm2qy6aPvrCEuxFKCnr6nd/B/I/+kan4II49hsOKGo00J6hURDQtOIHO525BMdSOGGlJeG5HNSdGEmnxt/mYa2OzWxHWpDILpQsAwvTDD/jyb/zz+PI7Z4AZv/U//THmv/G382JmOuW+fjo1DQ1dX+ZjV4nuOOrx137+X+IV0Ll7TadPjRdvqC387Ic/g7/0F/+92he6AhfjU927CzVm9x6VU+NCmC5PSrZIqfZvgP77/xXpX/+XBvS6FOlE1RgmTzmP+fOE9Ikwf84MISgzQNOFkc6EdKZ8bXNhnh9/QvjypwiXHxjpBMw/YfDnTF+nbxM+/5MskP78C8b5R2B65CxwfkTH/IIz0yrzgRhxowtjehSmnevuXnd8Yk510eDtiurFBYBqRNlrOz4RaGb84s99h5/97V/mq6pt851FSs3g05QZ9POEdCLgRLh8NxVhdv7e3//jB5x+fMgLCaDsbply1un+wLDwppGVqUVVtjHjQNcvF+sskg+B2i+rYb9pwvzdCfP3J/zyT3/GP/pXEujXH0DE+PQ3fsBv/p8XfP/HMz79/CFrOV5Svfq5y4+7HPt6uHXcbqP/9v/4T4MWH8OLN9YWfvb9P4V/7c/+u83woUZnP4XWx8HWGNH90fJI9kYeDx3tzs//+A9+A7/91/94zFcRZXpcnlMZX/x5wvxpQvpuQjrnsUhzpot8JqRPhR4/5nQuP0z48U9NePxpVjq9/MBIn3OFT9+Az/+EMD0An3/O+PRjwumRcfrKmB5SHYui4SE3F+kbROgxC53bdZUApdQvnOc0vqazal209v36Z38V3/+/f7JoP6DRY6QEepzbjr+eS8+n+s34dAJOmR7zNIFPhPn7c6b5U55DPv/RV9CffAHNis8faQ481aioAgCnL63xCbo/ElUhEIiA8wnpu09IP/mEH//M9/gH/yph/vW8W/mrf/MTfut/e8DnP/qG0y++5G80K61ym98eUwIH6Ot/8//856+WHofmxCFQ/0zWzQs39iNv+3eNwNojHlvZjIj91tS8OXV7C9sSVfjNBVHRzx7BkQS28r4jFm19bebkPNtfYBdF9QQD2m/kZpmAvX5Wdc0TAGg/ANY+RXt34q1WeUf5rFvYnQgYHBxhBwOO8xwlMZI7DONyv/js/J1MVvNeDEOqzKpNj9S7qB2DmxYXmaMGOmlS5NqjdN77lvtd4NXVa0NxW1PuuMd0cCQtj+w6713fWFvo7cnCzMW26wz3Wd7S8j7wLOhs0gwDXekH4F4r0jX6uYknXMddSSLG7rase9jP/UH3QTe21ZQ7CivMfgqoTYL7prtecD0XX5vGe0MIJ47A3uEOoO6Il57lChxuwMLwpmeDYhi5MKbXrueYkbm301C6Vm0plAUqlXiUqJ2jsn+SttieWBuVYt/hXlhIyI9Z+5LvQVM5Ry7fhoplsxEBMVofC62JI7YRrlmgj2xM6HxFa8H6aW2KFVsVOq+mdsjrRNXLz/MLBCy8M6GAucrR7OZ0ux+D3RmdhmCCn582zibedg5wBH6akR8xloRiHFLR/3pdpwgTqru2H9DCdulrdyUP9pjYpvEAmQI6f50+gMWOjmtvwsZxsFjgiEC0CE5Ay7wkv5GBagKK7STtasIutCZuYARHAt498QCAqM6jHsSvnq8vNqVyPak2cj2HXtOn6r5r4TLSrgsENDQdEm1KYGkA88i42OpnVpsy8fjacpsmUTW82wz8mnLq30RtjJU8hQYLrZTjyLXylf8pDjI/mD+CFgz3zzq9XsuMAVCjawVkw3duA9o2ojGaX/c2slJpe9G22NJ0qPGkUIrGdbaBnLSOXjyg5/pr4dmH6+rP/Txv+IzcJ5z1IoB2ryxavXU6tv4jocw7p8UfTjhRz+Yy1x1fe0vCppqLthCeE4WrAvkacMsAFbDiTpMiGOQsVPXgSlgy0WnMRNb4wM1ChLuilOUqwZM3IVthy+gb3XNx7qW1R2Ah7/JdpkkZLZVx4OxFsDaYx+sTzBVCidHYDbwd3IUWt4A9s2r9vGegWSPfIi+ONfe6kLZ92y7UJ+qnh1LGBeNIjjXzMrya8IGqm5Shi2PSJiHHNS9STLN2R++u0hJ/McHWx9NtaxbDWsnPfsZCGyQ8q2+nw9qdWLaMslW1LQw/q3bj0m4kZbKNbK3Kj3CEGTzKOFohsbcgMGEXN5uM8pfvb8m0XlxgLFC6iQnWY+HOGzeB++ImemzoLklYTzDs9dmjY0un5QlAbHre+KrCTiyFz6PbO1j5a7oq2SjS0gl4N+vUP1Ah2rtNjjn02L2xYzQXJjP+B/PTvrIs6Yi+UaoJi9VENsKIb9zTX26hwWtp1j4gPLEvfKPE+UiQvPNyA2FY1jXBzD2EEm9AsPHhhBNbC5qU0kJt3YXdLSNCZhxvXERbGwtoi2LWu/SeRsEo7zsbVRxCL3aFEMptH4x+oO3Zga9pDc5fPSesgTrH/TCmySeIz6UxoPNJaf/kM02glPIYmSifNZ+oP3GkJ25vp3N0RGOl7nbchmDibeMmWuwxTIqphuwqAz6TmQbPa1C71JK3vV6TsFxQAxsLSVV+KTdNxRa7t6AUAUXn3t49BqgKKdC7deHFXSuzOQzkwrBdcphok3df/iVG7dMsum+kV+TnXQqq7E3zQjOLTl08PMe8Y/vzlpBkdYGnBEh2LVL+bL39m1VWyqB3DvfubN569XrgSXEzb6zdhTYy+5pkxwu3HUZrsW2UDWt1Tep34qKVRe26Xo+fMZpXbTyhCEkBLfzN7zJOjUaTR5dZFvgiZs300mPtSW8GbQkc7dw3Cq/dqGlFL+iGtzHAaBsAJwmr5+2B4GShcfDE9GNFELxKuzQt9Oi4qVuv4aLfl2E3y3fE/40h9KYPwVIL7W4G1qijDTsQoV5DugfeorgTbJhiES39RvD8NgeGEiB4zP4q0TPPW+W7FpsS+yszddO4Iq18dcV1ZbgVYoQSuB+RY7iTZ+2nOj/mYd2JKAQRgR52QlfIqrKm48mtP8AuYUS7Fo7HC9iOmVrZA7KMon1eAesHj7SMaCX7/ptyah1W/YrAwl5Nt5relr+X90q7DNPymHkMvocsEkwfcJnjVUZxxW1tOtjy04uatXxKuHZ94ErfYoC3jAF4/cUrw8zNeKZcDb6WViBwDdZ4aPF/SRjar7El8PQFCuN8yNKEQb672+RI23naH45weuzXvy4MDu/FS33va9t0a944Wp0tYfVLj4cnwIcTTsgix/4KpmlyJcOk/jcXcp6Bej5f/voCjArW5ZQfr/g8EoewKFYLM3DX/hb37PtWE8Jr1hdZi16ZKdkKXJHWFUKJu2sSSHxrD0PcDqa/GVrnN0g7hBLvF9fS4hy4JrLoOwy0XXjxmtBmux1DLZ9Hbn+DCnTlGZLIyYwr+7wC0g8eaVmj8Y7/HoN19WpmtF+5sYPNmF1Nb8vfK7PTLmaD0Y/n+Lvfo7QHW6VD249G87fJ03Vbmw62/Gy/Hc7f1Mptz9oveA5g80pqr794ZSg3yYCQf12j3itlD7xa3ESP9+ApFlD3SvNep4afcpFI4yE1FGBYXFu+a8fyWrwVgcybw54iH9Uc++CaZh/yWMerwT0NPdp0n9BGAycGnbYC8cLexHbCRgJ7z4Xpa1vk3qAhoZmGPQKKm/q8tjExLtC6NF0Htczsyne5i2Aizjm/WtyFFjtqlNVoGdFYs2CApjrrZOWprDqqtQubCVbdmMs/GTcSnqQ+Tu6qHvYoyUIzgpR7txNOQ9Vha5StSwvItn4ngPSZaKMZsbgaVPs7u/md+vFErV1qgtTV15Ynx2vP+ugGlV82N454mhNWG2QV1hBaV/7yTTt7VH2VXHq0phZcy73s51LPTuW81qOvMzMtBRSyK2uve/V2AT119g/OPL83PAVvbLv/k8HjF+uRggEPwPw8ArRKT0czywfATn6ensrGwnvFO26bDyecuAXaYFCFNY65RY6fSiCxBnf3RW+n3drB1+MPGdTtqPfBSwsmtgjzynGGe+AqgYUukxZQeIKItbT3fl/TBrvrHsKHAHC9MFMvZgvu2aM6o5lbZ6+rYCE/VGOOI60iI5RYP2Kx4rY1Rm3brghjdmFv+Fu+6Z6veHTe62wmDRbq3jf1wtmbDK4p44749tz6wm0PPvCaKrATCxqhhGlW+LZ5vPZgnjrNLq99Za32bqwgcyOuGDgclnyD5pL8enT8SHOs1XPtXaE71maFkWu2m9awIrykWn9lZNnDtf0CWPbHa/npkeDL5rE7PfktAvnE69/qNR5regaEcOIA3AXdYgBudBqr0fAUwgqbh0sk79m5fYHMQh3XG8jPIVq/hZDcA1v5puQKKEYCBL1wlzCjxfzVuyFSJqs1sSO9bOzSqCfvza9ms/Mmjq3duxBefAxcO7a1eryAl+zSpjHLLqzRbgD6fmjpod7BU0cJFkcNvHzUs6jk1xg6KmFZKHLCaYzotuXTan2palYsaLpX19Gu5lpbS7qjG1bs95yW5fXCkp0jPDqny7pGV/YywrWMtn3Jfx7Fd/1KUWwfMG5MBJoYmLFc6EkbTKqcoS0R8LCgEYOxsueIHLCPP9VHzLy8RmNUx2NDK4B1flTzXpvH2vrfTM+bm8id+/GoaPlerNE33Y4rG0uZdqMf/5Npl6PQ9MJ8X1mXb9LJHZthbpw9bi+WnvyWuXBy5nldb68N1uapd4IPZ3PiWjxZF+BU/jzp2BVHM57qOIci9Luu1KyMX/+eme+pdzNxXL/3BrvoP3B7CTPXP8/N879LGUfpDSc8x+2ABeb71OH9Eu+AA49uTIPnI2msoDJaxm03DpK6XWmvCR4U86sFyO549dLEMWHNCDenccCGyLPircxdb6WcgTeLnn48QX/zBBTX4F405InH1FBJorbDRgKvfMzzaKH+HnB0o+zAOus9IjQndmLYBW7ZTdjSmrjGdkS9CUEfqh2FPSB9U+pyV9mc6M71Dq4GtapM9xx4LzmIvbpYTYkdV2ju1iZwi3BFH5UybR3p8Ny96wXhCLZW6nOorvpau9CW+HjwVHwFO64N1cc6vJGydhXops2JRVmBdnxDZShuLC9w67PQyrB5U0lT/iRslUS0P21nwrsONDepPLS0+2vz5Jf9xpN62LSZl3fF27AjrQ3H5oSOe0RVm+y8s4Y1mxPit2ZzgmC0SGiZ5j3UiOs3WXrpOfkmmxOBwAhyXA6q+2/14Xsd7RB4tGURR8Ii05IDRXCPdegjZXWctfDaT2+gL+s1yHPg9SQGMW8d7/YWj+4oDdxjHbR1xOElMKLHR3nxtZuN1sJvHe17pwjhxAHkvij3PDucHGhboEBq28oFb/gfwJBRRM9s7i2COZfGlbnk3p/7BJoRNo/wmPw0o34vrKoJ3zK4y1ThEiq9StiozE6bE7fYoLBx72pzwryzLFL0d9/CvWxOhGDiY8BbdDKP77kX7FATFabJjSdqEtOOPIga85q4JxEeWTB0kGCMehYBgvDUZNz7+9Kp81sYx4R+XtLkjtnVwg4dRY9t21yVBjj0vj6rl8Rl99LsAOr0mZdTmlyj6dKlllSbskvbSNqd0Nww03opoJOWqzTJcbN+Cf00kNA+FJdn2066LjafofZaziTXNUfovqG0Re0jNr7DCMvzoswr5Qh8THiCh67/KL9rhRAaWiChf0fzwiBuHoJKkGnDsx6L1AQMCzrW02l3eaDHoedu6XgXhlWamjYZgTNU2I6+oX82bnXO875NuUa6apdoIbqlG5YOc/2Xf2Vu0vXw5pBRWZ6L7uw5ZuTRbNv/pY2SdUObo0Ug49HeWwQ1b5xGh3DiEMqkXwQMdYGnmarEuM2ORElHdmCUsIOU5sJ2MmpLSRjpkerX4mxa7101JSyhkSfud/RJBBfM1fruwuBON/gU4bWM2L3PigHotEvYCTca1DoeTXnxMCwjmV9VJn21YFmUHxY8aANTjPHO2+jWDCc/dgQErY8rLYpSbkop+zvaQ/3iySnDNLUyrrXBrcKGlzBAG3ge6G5Vzwu3vu/2nGt3IQqN2zXfa9qmdw/rAlEJHXT44iYCiMp7CrnomLdSJpjFN7coXf1ZGFDHXTG/lHo/zQPXWzNETlnLodNqhbT5VHfFjNY1L3WiAH8+kHfmmoaclea6QCjfP3G+9rIy9bRcEHhItpEH0MKTxbzKfVQ9ZXZHF3WddHhe2uwZ7QJDfX8t2BJBTqk7mNq75FUEO+R1aqv9IeXS9QkELBwhhdAJ1v16A+6tDSYf1kZl9TjUdFXT2a5A4l+cuGnGebJAK49rNJdRLe1wP5TrjUagXihoaHXLTLnXsamKbGhiJc1KcCHPi1bWY95pCg/Eql10xRjACX07w3nWGWuhhJpvkAqLZnnFRTLPTHQ8YdtmnBKvCnFa3+vmXq4u2a+0A4CmOeJVd4t3eePCCIsQTuwFUftLWZTYC4KFg0PPiebI7XFC48Q0KnOhuAwtoACghRSceKEivxBa0NQPFp2XU7RlWdAI+OJONnRWZjkVJmfO9jNozoKJSjglbEpAyoxTLa9hrLqy6clnL9YIil6sLrRc5BuqDysTVmfUSWxmFHeRwqcJwKy+v+Lsu9UG1gUTRxbk5PQlnd7etBJXYYR3VWknpBAtChFQgPt2TfL9oSYiob6TMrTk1N81kBcChoCCCD013zlLnwKuWj25OyNYjK1KppKMu20mumpQKLqyYGKLu73+VBiXKrAozFwlMYmLSnITbADiTqCEuoBPJV+kzPza60O760E1o5wjgycCzapt5OgWcyfgqP7dO7f20wyouJegtW6mxUlrJChGrE+PW931cQlW8dHq2+1Y6b+j881W2GvSrDtt6FdG4u6R9XKlqBX+UCpNooJ26tPMLcCsP+CgLoFAh30LI6E9+5LckV7C8HhbTcPbPJq58k35JqW84UI6nipzJ6AQLSKe2rGOBBBxoymp0MlKjxkicPCubEZCofGs6DAabZUyC3tajqBUsUilwdzRZCiaV4/QSXpeO0uY+q7SlbWNCqo3HEWYVI0jA3lTVNEYvWnZ5jhWdVf021tsrwpB7oROeHyQZgtUlNx/VH2SYhsYhkc2f8CyznvK805odAgnjsDs9Epn6fpwXSyuLZDX3AozJrvWncXbpRZFl4Ryqwt/IkUFV/Lf5c85XU7IotPstpCgiopuEiJbiK5mEJPivjquaaNsT4pB5rI4tnYNhKiQrYBwlDbN9m27hfnQqvQTLsrt0aPSz6qgwJRJdktznywCCnme60xj8ijjw9sFIdUWugzAvnrH8Y2PDep+Fpqix9PrJM194iMcyatT94Tl9RoTSc5Iov5RsqUSgfS7zs8IfAnLqcBmNrxmcsd0tiarcevaBSA3LGv/XYwZ6pRS9wBk2um+l3OBHffluBp2TqiaFTvTdrUrTFzT97SwC8DGNX7cpl0pK9mPciVjHggA/RgYPdvwV+RBpZ+yvarULurcPGGIjVkQVu1TNO1jb2NRQWwpVHojZdR56j8Y2t0JE5ogQ8LVaiWAJnMNp7ZRUAUcvbDBE8DUdy2w9I4pa/ro2PmR+nvuvVZE3/BVaGUX5rVeT2Tk34MnAFmxB9eF1Zo7i+bLaXXXxI5YDbueAtbb4J3S6RBOHIFlYEWTQkkjjxge3FLl7wQUwOKYx2rcol2Rn514egHIaZ3564QR4qSMYtrJhxlIKQ/EmXt3ZnA1iLmT6BwZfF6bmsVudzxmrU1H32e4uz/DYRNXikrbC/J7LcKrQEUmGSe/ybnmVtrFCC8YaH2fCDyp8JyWmhM6WSuYGLXBB7dWHFiB7VPiDOQdZGDdLsQIayRJpVfzSzv6X9lBonrGGb2WG+v0Mi3tdtVQtNASACZQYjExkJ+VoJQkfmJQIjQtAdTxKLt3eiePlD+AtvuGsowvu4NVKMRNYFmZ4ARYhrTbDUOLm/17RpRAC+2/7iQdc6Yzi3y47WrKMzNoBnhiVWcufaOUNakyW0NstzJ8z8EwaqOgKDNPyoIGYoBkt5UBcD6StNip0/W35fbq8E4Z4cCNsHYqtnYAACAASURBVMeAND+5OHaxow/tCaPSzXTQ5Gvzd9NA20zzhBoSX7sVuio0hCY51sF1bFW6Wt97N2K1bihjVOhxfVfjUmtRVL27VK4BRqOpmm6TaYfuaLWtowXzMrz3TUdaDjZ9EUgkgE6NngNU6bYbz1uUPzUNsjyl0hQeCgmmyQgT0OhyYtM/0M3NVWPRavLpvAVX1P3mG+9eCCGcuAaekKK8L9Tgu2jHF1Lduf/qWBaBdjFnFtg0lbik4q1nNuz83jESmx8XoYQmSHV3xg665xowK3V2j2qMBCZWwFEWGm76W7t809T3hWsW5Ueh7VzY3QJbVHv0Bcjt0mmOTM3+xKC+nZTYlkOk0RPtq38IIQIamtmVdyh6SaQMsXnxseybW9A7aDmz/qyyLOZ39FV944Yb2tavxsu7ZdZwWm8Q0+Sj66kMZdawo3Yo/OSyrbFkgIEuoyYM6BMfamZIeqBeVVvin0gx6qM8j88pizJupSFtoX+vgU3D9uW1hdzWLrQOWhdIaIIlO8XZOdlbKNxS18D7hu0WQh+0kMIubBdpXNG3vPGzJlBz8mVnDunowVRobjkyBUXruQgcmI1dCaC1iTaI6/2VsJaWH4K2T1HrYOo0Ejpa2tcJH0w+ys8VdKhwIiAG0ARHibO2RzdPKf5zbWH+nLRnsd4Svndl5yKldQ0L5u7oTnaD6Qcm3wP1f6sCiDWEcOIIrOTMElyi6n/LzQqLKxyre2PQ/EWxv8CmLWq3UxvDM8TZ7EaYPJVhF23wBcAxZvBaDIQSCzsdnuAHcNtjTfAkabtS4FG57ML8qK0JAO7EuzVZ23QkaloTXu3XCOny1ROmhVffA1eN9uF6Y6WBDwC7qyOPxc/abziSru11rsChjDO7KO6uJRUhyaTKW+OZeohbLXth3FKh+9qgmFpodtfZFT+rPlpv+XAY6IWNCdUGlZTwshmlnvo6ytFU46r7qnjaLtLaVay94AL9VaLSxt2CqNSraoXkdlxYxd8jlPDKfy1GAoE9dNsTSnTlQ8/k177Q+ly3kPHKseXuYNOIYeD9wuVD0HiLIzzJVh42H3FK6njHVhntGNp5BXkVQK/4EytNCjg00YvM47+2wVfyKA3LRXtiCG8s7217LagZXcWqw40EQCNeeTFnbpTjAKpQ5F4bWmv0tutDRkAhGjmuwMzJY+3XLdb7prfBxR9F7XyK+1sMekthYPxWcI8BpRZnVw3Q5+7zo6a7Gle2YfcNhfvfed5s8Wx/7bMBbQdpYXX9RHPBSYwlrLew2pFflw357vfEZOqhz/Dp3w5FwFP9gqR9CHhktS7KPPdBnCN5HCzasegHGMc1XEPuV+IMvXijfvdmnBa7SlfEsd7X5v2awLxqX+LmtEfQeaZWhuv6fiDwAljTstidxs5wC20lIxS+J0aaUbdgLYlr/e4ILposesGu3ezfDRkN+P3nQ1eHPQT3jRLl0Jw4iqrNoFaTCwHAGoe4wT16UrobcNVAfG4Neho8Xw2+LqGu3WXw79iJ7xbuok0jbjsrJ1EOF5uVEMJkI1ufHrzieWWqz+y73xOj3YvVspaG21OfwPtB/d4bmjYypqTP6p32UV+pO2vXls3ZmRugUQoah59QtKyuLc/14TyZZ31ePcu9omm184hAJzSx6Y1IsqXFnr9Lmjfq8hxM6DXzvtgtGtUVWO/nqwLzlXprOi02nMorFzrOyTE6Gni/eGtHL0dj5shYX2h2WfpT7ANZekVotjXXlg9lv+bQUQ89x0k5tEbZNbh2SbNBYu6Fu2lJbGeUfz3NiT2GM6/Jz2qZqDy5qdOspIHtMK8QIZw4giQGD4G6KBzsmns0gCozsLEilLP8i/xNXq6q0TJjXr1vCUuCNSiiNrLpeDpuhWmxxLlL2ywEHOWFqyBXn26dyfXOHA6o6VDQU74Fd1JVaUTdmEbqmjgboZS2W7nLvk+Sl27JtCE5vyO/ri/zQBhzw6Q2+gaeMELfhKLzFO0QLylOfl0DHwPSTcr357U+tzfJrTPSJuu97n0ey8BMisH1zkirX+nuXl7Dcm01iyLHnWxyJQoD1R6w+RSN7BSHRfYOqVltO3aGeGHGdd6LtrPmmYTHtGm9FO6xUFpNP/+w+X0S6FvDBu6Bdwa3/66Etfzrnn6+QdN3jZQRbd3ZN1mOb99SDi86qT+YZ6ATJLIIWImWggiYOLZd99IUqePkEEpPADxqk0F+9pjkkB69Bls3a4LfNYjQeDQ2urWObkcjSFppg3rU3N4VrfFGeePQgT4EWj67nW/ZA9oieAd3KOmuBrtywLiwBOzKZPbC7vLbZrVu98hnb/gjwgyTT+/nfW9LkQ5iNKl52Rzxe407Hmt1XQv/CqsSeGJYps7zn9Bmu72z3hY9IOoWwh3Z2oi3y81xp/Kvuk77horL/Hl0QZ7Vrjtr/601CK0Etcz2sM5+Phte29PGgfXTMuAzE5aj/Ue7DxniDS0JL+1b6j1R/xf4uLhnvxphq4/tzVOC7e2znrbea0a323+wTZ4C16x1Aj3eIW8cwol7Yet861Hp39bdvuXKxuF7dR/EddM8vnBe3OABAETNMNFehvQp4NRzqPmxEqfzFoNInjT4Xmd/n9OwWHdmufyutYEt24oq9O7duT1Xyr609Dzw+rCHlqytZO+JtbJMG2Fu1vLY5/ZUzMnuXbCnxPCYB+5X761dwpdKy0v33ogFQuAoos+4xzneNLaOzYm7PnqgNaneWp+4c3lX67/Q5pnGfh8AIZw4BEfRtaryWz/9N0pjK48XwnMWYa3pnhv3sCLdHM2vfb4mn4PZ7PF7rTha5rdSr8D9oenFaIxcQ1MOht8OfnvnvCmF5xob3P08VfK73e+X8RsgLtcW8Q1ULRAIvBCO0Ie3QCdfCkfaZmuDenee5veNIIQTh+DowVYp4UIvFv62zZYE7BVIyJ6zCGtN99y4VjrpxvN0qW6s1NFs9vjdA08xGR0t8xtVXQvcAZpeeOR2i6as7brfFXfccb8mu6fWplBHQa5KemfdhqGeenfJ7hoeOXt9S557diur/7X5XBkvEAi8fxyhDx9wl383XqJt3ihvHMKJQ9CWy7j/U37MeqvOc9+ZR41jgxiJ2tbisNuFTkeLMIZnOHG3xVpqeT2l5sSeIwMSjueDaXOJd1ClIaXtYz7e0Y67ak6U4xzDbchDovKxz7VHO7wyrx13eaPS4cC18KUQrP0mjJXYRFixRq5sX5rQFotiiMosHNfVVtVcQJ7rfmTDmct3NkIY+w6xSukI/xblqEwN+e5eHOXORIszzZtTj9d8ksbkt/ki3408+vxMGXfYGVm8e4IJ3U+8Px1+1/Ekp1w74tl+AgA8snc8slnxVIKXwPvA2pgF9vfvw/kO+uXaGLVJbPE5g3iePvQm3Xkq4XBnbP6KBPd8q6fiq/baX3rttGfPuqcEqfR4c9Nk//KciOrfAm+UNw7hxCGsEb21LbuVNLby2AW/1w0XwE9RBDcdGo8HO0Bh3l+EFl2ZqSUIR68S3StAWZvcvGzW/DYJlRbEbZXvQLvtsadhLQ/reth7pr0wgfePxXfmZR8oF/a4NIVVmN156Pie8HCrb7cEtW3Ca7tslwa3v0WYzm3MvHhNulmGLXcz3jenHi9PScMV2C7dDrenvQXriGBWh7c3d3l/1+LK+G6f8Pq80FYvL69+gcA12BL83csu2S1pXCMsHAh8x/FVmOfgWa4xSLrgy/cX1KUU9zJY+hx4bvt4d8RCSPFGeeMQThyCGXKLqyM9rQlPxnogj80iHWSknqAI21gZFU+tOXEIV2b6VDYnvCtej2RzhyLswxWJbjG8a/WxaayFCbxPeNv8tg9saU7YX0um1vrSjbs7t2pOLNKgwS75gmleEeztddfpb7lP1KVzWHOCsNCc6P3vwHEd0Zzw8vc0IdY0Jq7BlfGv1pyweXvugcAHx2tiN560LAcTD0rxivBGeeMQTlyDqw0nijyDj9/esZbok4Tt4d7KsTsyXiVjw4d2hNbC3OFbujuxMLtu99h5u2JncOv52vIAK1XaSD928wL3gJ64n7wrrWewttC/W9FWEnqy6t+S8FHZ/kaQZ6EWQZMCgWdFHXH34jP1DRNr4Tb23dxwY+W17fyG5aD7SQRcwXv/umt/c+02DyfNYd7a7znWEU+Rxwusf6oGxRvVnDi/dAHeFgY7Cilhk/o4zlpA0dRwBnGvuV6yMt623AA4wbUZ4RVhFM4GG51THR4vmZY6pk8xgExdOXEWttRiycPaTHO0/b3v6aSfuEyE7PuvaQtMpW33aE9sQY5u1PIoN8m3ygO0wMRpGprK+Xx53/lR9XcSwQzQyjNKxgo6uh3yN0aRA/vg7bADzq7vRhrib0mcJelHxPhTib91Flj69cyFmUPTNKB8FW9l8lRZeZWkDMYKoa+vSYeNP8MoWRQ/JsrntIlKgEyDmAjdIb6u7WSe5KrgslDgWGsfSW/PuPbUWZHLXdtY/qzAXc9VOp2jtP+pVcp1uGlFK6PrfyWIHidERbuIlh9kNG9LPtIHBCGQCQD+mPKet+Ceneelvx4He9JYi6v7tg0/6fBr5Xae99jdIfQ2g6g4Cp9q6VIpU6XHi/IyOFErjtBo24aax0pYH/PWrSsTL9230tjynyb/xoq1NcU12NMvxf6Dd7zOXvlJtHmEhYlBI4Nse2jvAbh2KN4AQnPiEMzOcbejrRdIbP7Q+3mb5Em0KZrn/bQrbGY1A7j2BG7Ndg/jqPOyi+pn2cX0cGWmXTvK75rEQKKZ/Dj532OEawRWT4Ur+uru/r1H0DIKE0zz+4asuCzdkJmN0S/e9PNa1xDhGmE4S7JmVm2YRRxF1z3yOOIfbDo74vKGu26mTYO1R84m00b47r57tG9h40zbzN1mGd0zt/vKtiv9e8Nrhxvy3W2IuObluR1oE/st3yhDHPigOCoUvDLMkXG5FB6/4Jh6bjZqrzDjBY7KPQmOrJk+CEI4cQhGClw7t9qSEImnt1Ulfh4vNYkRk+b5ZBKvbvfE6QK3Zju0I+BJA01+TrM9H67MtGtH+SXzu0x/8X1p8r/HCLcctbk3ruiru/u315R7w3xg4v4hIAJdSzdExkfodzv081rXSGir+IG8sO5CJSfMIo6i65280mj9eOXQ8MLZjTNxs+6q2mTchtgj3OukHivhlTCVJKy3E5V4n+B17WiXa49mX9lW03oqeO1wQ76b39Wm7/arnW3iGf0MoXDgLWH3RskBuuRg17h0wlZ6eQCbN5EcSux+Sbk4SvvuQWduNVJ8TxxZM30QhHDiEBwm916aE/zcmhMrKkLPOR6eRXNiL2W9kdC5aR3RnDhILO/aP6j7OYzQnAg8J+SzepoT3pDrwhu3rTzuAnae8HTCM0/AO1BcW0/nacrXtDtu2L1a2z3b63Ykn6fGcwtSt8bCXs2J17QDGXifeCfz+JFarIbdsTh/ounrifCSWiEvxXMH1hDCiUMwaot31JzIST6TyoBsrY2MLN5ahCMqSs+iObGXoNyoItblta05scRBqcxTzD7XpvlaNScC7xMjmiF/WoHJngGtNHwlfW0zZWuW1GG126jAXr6jslxxrGMEd2jfY7x032IlQWtD4tpjFk+Bl9ZCu6cwBTh+rOMenGAc6wg8Fd5LfzpQjdWge8bZPdvsqZv/pTRejwpWn2wz4Z307zsihBOBwD1wxFZEAMATagYFAh6OMgCeLQkFfqUMxdbC1Lte8q64tV3uKSj4iLv6L13fl84/EHilOHKs40PjuXjD18KDvpZyvCLEbR2HwHCPQxCVxandPa8BuujrO8YtDyJqC7iJjhtAJEnOHh+AsjBLy4W1qmZ+T2CeNne62R55kWfrptKtygJe092LxzF2HORa1Ho9Kk2lDWzFj+YxozU6q2dduZY+6R3dka0Jzah7xVvLxvXj3F9tX5I26HY3xUJxKkw+gMS5X4olZealcWFO/Zn9AeF1bW40z3F9+kS2wwTeH+r3tgSjeHTkmPsgOg0dTbvpPAR6iDLnaETr9iZEk0PdbkBchAPWBgMAThKOQVKPiXOcMp5qfCljN7yKFXDneEu1OcH9n84fi/dSHnGvGlbcxjajnW/2bGhIWClH527mUfTtUjUsrELa1hndWm6udc9lpKYwmLy6qHj3gk5zNIfa/GwZOsv4Ks3ESkuo+en+In8MqO9QAoiF/qQ9nfJsuQcCQBtTk+mn9tnDUfV6NUYoATzRePx2R5hMGLmhzI63Sq/zzReYZMyhjR9NNzXNVbQVibuhtRBQGHpMNR1e8mm67IlAk6Fh8pwKvVP0kDx6Ikjc6iTt1dEKNFoMjNNae2Zaunf+tkx2XfJEtGct3TonrWw+ptTf5gGUedv0ufqM8U0da+XZUX93w0++nfy+EYRw4ghoasSBzECjU/5ZXCuq4+/KJP+UxZ8roFgzmqgEDUQE1tygxFss8MrCtDJQXrpOx+eUmWmdryxYC7FrTCEUQ6QJkcnvnoPHaSey1zrV76fCeloQ1IQzzGWBbuLRROBZJo/qqhPJ4Scj6JE0tnYM3YU5L/1o8FvjOHlJv/KumJV+D14KycQY6ELAxW2S1f1mUv1b3nV+XhtsXSWq/XRfX7suN/DGIQxTL23IF1qWWVi6ndcFUhfNh+1vRVCQ/RTjWuhmXTfbs/xcyqDGgRYw1Ks5PXDPURBzrqVifofChvKuSS2s4EI9e0yzFaxUdymPlL+UtTfitmSuVykcF4EMYIQvDJwa3XENvSU0Rl2K6CwYbAFIM/WqHKPyXQ0rvLHYK7RYW+zVsE1gS1i2ub29uwZey/MGUPlu/NJHZwJPAxmjui9qIUW34L3DGNJpqTwpcRNQ7IxbabW+Ql0LLfUVouJG1O/9FH6wsh6apNg9S4fudu/WTedbWT0u/xlIqv62nlvtoOs6CiftYoXCVfDLrnvlTEVQOsmzzF9SH67zVKvnfenPTbBC4ZG7FlAIRHCsBBYkfALbP15+u605A86azIO3DngDCOHEEYhQIsm2MCC7ydUfaH4tonp2OCSgl7zVBaQjoNgso9rtRhZQ0FFdskERx+G5J15WGAGM71C2+ekg1w6maxekVfCkNQamhUBjsePvLi7q1AW/cugX5nWnQQVf5AOnTcjPhpzfzo/7d0/wpSdrsYci2hUzd/dQV2GNlGox2apCTANhjNzpTapetj52ArDJd+0Xgol3C9uPVWcR1pFFSDireCNSLDtw2tmMt8UxDmFUDV2z71W7YrLxdKDMxRIyc1fZO4mbGG3nqZWfEsAnNObV0ojiJgxzNy5l2jJuwuR2baAZboggRDkubhXhLqzn3nbsC059+rWq1Nq0Ci0k3mTyHjF0SflzL9xp7qZs99agWIO3eNoKW3dQ0S+ipC71j2pD9sIrXgp6thY3giSaQ45QawAaLYQC7wO2DwP9on9NCKvjL7SGsOR79Pj0flGEFcCSz+jCqvfEyzDlmQBworwHyQxObHgczmOCuezjtDpQodN2QeprrcmYbW6bbHCl/VzpgavJtlj82jQUDdTzmmh+WBpTQLbdRu61T0At2j3hKuomp19dx93tIzjGG0u5vT66JbCWdWG36WiEdXqO7vqB/S7qO1heQtIY1cctow34NhDCib3QH14LEvTCXPzWVICm09gPWBJvK6DYe7xD7WbnGyqpaTnUMFj2VdrowLJDzgmVm6wM44Dx1EyQ1zY0eD6KjWMnZI8s2N3+a8/KyvGMGWpi9cSV1IcX7DUUZ51JceZeG64UoeahF2fSt1yhgRDF3G6dwEzqLG0gWXSEtk+zTgA0jduiug00froEze+oLoH3gQWjK7SnzdRtQbvsA415WyZNi4cWh2WnSlR8vUXsSHhpF9F71J3t0ClM7fhYh4w7uxCFWqQu4+b2aHSaGEZFW+rplFFIkGWAE+9euObyLNtQBCQs6ZMJ1wkd+sxEyJKdCz04Od9mtCB3GNK6O6veAYAnchffdvEu750KuqVTtm8sCjHuN+7sXY2MMLz+0u0UO3lKnb36xRn6gItu0cbbAoq1cTdcdC1psAh3u6iq3/IeQYkeBwk9zdgacx1NFbra0019dINUHBK/1OKSSjdrHbQcm5bgDuhgA2HCKqSSrL5lpwGt81qhp8582a6VLmk6a4TNzVnvU67yv+N4Oq/dRtsd4diweGx+dRqrWUjHchL21mDLFFbTf20I4cQtGDGnIwHFaNf3FuiF43NhQwKemZme8C7i773L/k5YCCYEa4IkjcWCvRx1SPNtC2DvFoE1eEcu9mDLYKcWMBzBNAHzvHQfLP7c4yy6DN37zrqNyhyCiUDgbWJrlzUQCLwebI1XK6C4FtamxUFY4WK3OXNkISrRWbTcTD6eTFEEywfKe1NbeXH38txaQGPbxRPyjsLeAS9pOF2O7FwNbRPIQdu0dTPvyrGZzztDCCcOQNscqBBBhN3puFYQ4Z4hbfmzt4Ak8iVn9dy9s+OhzvEvNCp2gtOSgLFIe4uUtFMvG0lab8XaghdYHMuwYV2tEg/yTbVAY/EtsH/2qTZAnPLd+0jCKD32pEcYlAnt6MeUskq58z1Z1ADFyx570mlPjtse46CBQO1XWO4mK5rk2igYYS3sSCPCxnHoNpibBocXz2gD0JT3xkRToNqUKMc4Ols+aIzvQluipt/7LY2vYWmLoGz6CTMqGhtVq0KXYdEGg/aw9dQMmGXy7e6rgtaKaTuKKo6yD5Kb0J715WW5Bt/eagy4GgSD+cNOvfUbWG0Fq4K+1g89zQp9bChR12daPCkDt11h+/10n0r+87AMgY8Nb3F6jwWrN7bWtI20G+AvrrVtihE9Nv1b9BWAImRQY5emXlOt0SMsd+cdlqsekXPGaxfOcW5H7HhpCLNqtTn0bYv+JRNutDbRcUe0YNGeRRNrGkfJQa+gLZ4A6wYtWi2gsOUh2ybee9c+6H+BXjBh5oXV+r9DgYRGHMq+AstbBq4kvmLDQv956R4RdExkBqEy1LM2OLcWw0euyrQD+AWZl0Wd1+ppm2e4SJ7c4IcECqvluFFj4Ai0jQ1PeLAnTyK3j1JyFjxeOluCiUWf9iHjMttZaX+Bdw5ZLC/cNxZ4lqnaQadIBK6WcTuQxmbZtsIpp1oexy/7GzcG7D2iC5sTpT1lMU8SRv26ZTQM9uKYxxZGdom6RUQfZnNu0ZbyR0GdNChx/TuMK+c7UvneM4+uD6x9Px1nzVDewTET+EBY6xNHxpJo1m7FGS24V/qlpn7upQkjYepRJEOnXNrsaSAs8+2MC1c6e/DYXJeHX8dV+nO0LbxvMxRejMvkQvcP++eFWYuzqyp+uKHwYGUeazZGyKfHW9rcz6x1/lIIzYndMAwdHTBS2Ue8LvtrjGM6+XkCit2aAx5GQosDO1NPhVVhzCjsDZokh/KpDgc0Brzdgb113KqTvrHFuj0XbP0PCCRG74F3CGFk1nbEvHP5o128I4KCzsgVFrdwuGHtzpyNJ4vHatG82GOv8VSdZR5yhQ59EdzbN+zzFlnQQVSdPM2NVTi7ct1u3mhX7oiqtRFaaE2M7lo/Uu92EbBnMeSV1Z43XutTK1o+Xn6Lm8DX5gMtPHMWRDkM1oUU3qLC0xAKBEYY0d3RDvY1PJdH7yU/WxbBVjlsvMUcg3ZjE9DGkdIkY2v3YkV4vAkb/ogGwIh1u0X4UsMbjYBdcTbcjPtwnXNv/tymN2jfNQEF6b7u3dyxiGQ3CHa05YieH8Fz8vM3IoQTR2CuGqqCAq31IFIvj+nanY86PrDBFAyFFcpw5uHbOiwqc7LRsTktB7oc5ajNwvvtPOyBZ3xmD/GW9vF2jUp8Lup6+hpRj5msKl8oV4yKocrRd7O3VYy0BRYFu2HhPWqTEcGr2hRVV7iFV4Yvc31p0d87NUXdDppoT2rcbFwnGkKHwAIbizp3oXgtM3Wk/9lFXhkf9kabFr78dqr5AyZ0tNjURU2OWxmOXYq8eFimS463bp8BKV9YINc4Qv7Ld6y3d5ByB5bzo66kstk8TPtIOdbi7dix3Z0WUL+/O3WvLfCKey9Ukpc+Pe8b3W3X1IsXNPydYrAgWxNQXJ3VCl+9Nh+YMHV8UO++uWjW9REnNmtNO8YWAsT2W7XSyl8/Pter0pUtNR5bCw26MX7gWDXV2yUG7e3x+UBvsH9NcC9GQj1a5sV5Tk0BnddOQZBrm8KZE5q2DA8F5DrN3mFPQd6O8GELcaxD4RpVcD+sUJ3ybP3WsCZxk+MEe8qnsyEe7MrbXfwbuoNldApxG10jx/XWD1NWdtzuBXttp8UW4fYEIWS495qG/TXPa0Rvp8bAVVoDi2KRyk9+146cKGHC2pGZ+v29djBhMTXvOvnL647x6B2PGh2VCrwJbNJiPbFrQZhW45dwI5rC6BkIu3sxoF3u+1HcwEOs78RtMzSeLYJ2bINrG+rmWV18L0ieaVONrd28NcNge3fgFmlw9zPMf8du3pPB5E/YocWh491DeLBRpmE8XQb7tzevwKvGLt7Y23S65Zuv0mZe/9XxRumu3VJjF/VbZazv7be7IpQb3d3iSBp9VuVSdrwosdr8YRN3Jw1z2nNhB2ct/CjtwfMqLeMVzQGpewm3lsbQzfIDR/zkCIX104Ke2mz7aenwmGQJwzptKYdbZkbeFE4Ya7E78d4AQnPCYJd11s3rPNfiD/w8ocTKtaS6jPp5cd3MK+iQqxJg2xxPtZbco51w9UJWxavSdxFakB/Ow0AooY3xbAkkRn130S8W8ghqqsBuEt4Was3Udx692b6uy6DcdglbQvjwbrFKi9foxt4ht9Klt+K6Ue1wfwFQWpZhb5G6XTvlrvlkN97G+4tj5xz4Vq7F3Oq2gcBT4OabC54CT0FzDwhUFmPRsFn3KItm1V79uF8VIGTPQ/XQAY8uqyyP67ld6ydlIzzthEdo/dErw54O58Z7/aCXvKZF4VUUQo5I6KMSQ5pCcAAAIABJREFUzIzpKa4ADQQCz4ZXQOfeytTw4g0FBC0OBN4rghYfwos3FhD0OBB4r3it9DiEEwquBoLyeyVt9S4Q7Rn4YHgrDPGrGJRBi58P0Z6BD4a3QouBoMcfDtGegQ8Glx7HsQ6FIAiBQCDw8ghaHAgEAq8DQY8DgcBzIjQnAoFA4OnxVnbrghYHAoH3jLdCi4Ggx4FA4H0jNCdugTZK+FogZ/6soSL9/hrKOypbSqk7s/jSZV0zJvma2hPoz4B6eE3ltNDf/bWUM/B28NrGIhC0+N4IWnx/BC0OPAVe23gEgh7fG0GP74+gx+sIazY78FrPgNnObcuYUnoV1pWZuZZtNCBfA3Q55d3iNbSnlMGbFNba+aWgDWhpvJb+GXg7CFp8G4IW3xdBiwMfGUGPb0PQ4/si6PH7QQgnAs8CTSyY+dUQ3SN4jZOwh9fUtkFkA4HXhaDFz4fX1LZBiwOB14egx8+H19S2QY/XEcKJnXiLnUjU2l4aVopJRJ3K2mu5jmrrG7+WXYKRtFXw2r77CK+lnIG3haDF1yNo8X0RtDjw0RH0+HoEPb4vgh6/H4RBzEAgEHh6vBUOLmhxIBB4z3grtBgIehwIBN43XHr8OsRygUAgEAgEAoFAIBAIBD4sQjgRCAQCgUAgEAgEAoFA4EURwolAIBAIBAKBQCAQCAQCL4oQTgQCgUAgEAgEAoFAIBB4UYRwIhAIBAKBQCAQCAQCgcCLIoQTgUAgEAgEAoFAIBAIBF4UIZwIBAKBQCAQCAQCgUAg8KII4UQgEAgEAoFAIBAIBAKBF0UIJwKBQCAQCAQCgUAgEAi8KEI4EQgEAoFAIBAIBAKBQOBFEcKJQCAQCAQCgUAgEAgEAi+KEE4EAoFAIBAIBAKBQCAQeFGEcCIQCAQCgUAgEAgEAoHAiyKEE4FAIBAIBAKBQCAQCAReFCGcCAQCgUAgEAgEAoFAIPCiCOFEIBAIBAKBQCAQCAQCgRdFCCcCgUAgEAgEAoFAIBAIvChCOBEIBAKBQCAQCAQCgUDgRRHCiUAgEAgEAoFAIBAIBAIvihBOBAKBQCAQCAQCgUAgEHhRhHAiEAgEAoFAIBAIBAKBwIsihBOBQCAQCAQCgUAgEAgEXhQhnAgEAoFAIBAIBAKBQCDwogjhRCAQCAQCgUAgEAgEAoEXRQgnAoFAIBAIBAKBQCAQCLwoQjgRCAQCgUAgEAgEAoFA4EURwolAIBAIBAKBQCAQCAQCL4oQTgQCgUAgEAgEAoFAIBB4UYRwIhAIBAKBQCAQCAQCgcCLgpj5pcsQCAQCgUAgEAgEAoFA4AMjNCcCgUAgEAgEAoFAIBAIvChCOBEIBAKBQCAQCAQCgUDgRRHCiUAgEAgEAoFAIBAIBAIvihBOBAKBQCAQCAQCgUAgEHhRhHAiEAgEAoFAIBAIBAKBwIsihBOBQCAQCAQCgUAgEAgEXhQhnAgEAoFAIBAIBAKBQCDwogjhRCAQCAQCgUAgEAgEAoEXRQgnAoFAIBAIBAKBQCAQCLwoQjgRCAQCgUAgEAgEAoFA4EURwolAIBAIBAKBQCAQCAQCL4oQTgQCgUAgEAgEAoFAIBB4UYRwIhAIBAKBQCAQCAQCgcCLIoQTgUAgEAgEAoFAIBAIBF4UIZwIBAKBQCAQCAQCgUAg8KII4UQgEAgEAoFAIBAIBAKBF0UIJwKBQCAQCAQCgUAgEAi8KEI4EQgEAoFAIBAIBAKBQOBFEcKJQCAQCAQCgUAgEAgEAi+KEE4EAoFAIBAIBAKBQCAQeFGEcCIQCAQCgUAgEAgEAoHAiyKEE4FAIBAIBAKBQCAQCAReFCGcCAQCgUAg8P+z93avtixbntBvjMica629zzn33I+qulV9y6KoLmm6BX0RFBTElxZ8EBoEPxBE2gcbwT+hu0HEV/uhX/qlaX2URnwQFBQfGhrBEktatKpvd3VplVV1655zzz377LXWnBkxhg9jRGRkzpxzfZy991p77/HbrD1zZkbGV8aMHPGL8REIBAKBQCDwpAhyIhAIBAKBQCAQCAQCgcCTIsiJQCAQCAQCgUAgEAgEAk+KICcCgUAgEAgEAoFAIBAIPCmCnAgEAoFAIBAIBAKBQCDwpAhyIhAIBAKBQCAQCAQCgcCTIsiJQCAQCAQCgUAgEAgEAk+KICcCHw2I6L8ioj8ioq+J6HeJ6C8/dZ0CgUDgYwMR/cdE9L8S0Z6I/vZT1ycQCAQ+VoRsHHhuIFV96joEAu8ERPQXAPxYVfdE9OcA/M8A/nVV/a2nrVkgEAh8PCCivwRAAPxFAFeq+u8/bY0CgUDg40TIxoHnhtCcCHw0UNX/U1X39av//cYTVikQCAQ+Oqjq31XV/wbAF09dl0AgEPiYEbJx4LkhyInARwUi+ptEdA3g/wbwRwD+uyeuUiAQCAQCgUAg8CQI2TjwnBDkROCjgqr+FQCfAviXAfxdAPvzdwQCgUAgEAgEAh8mQjYOPCcEORH46KCqRVX/HoAfAfiPnro+gUAgEAgEAoHAUyFk48BzQZATgY8ZA8KuLhAIBAKBQCAQAEI2DjwxgpwIfBQgol8kon+LiD4hokREfxHAvw3gf3rqugUCgcDHBCIaiOgSQAKQiOiSiIanrlcgEAh8TAjZOPAcEaFEAx8FiOgXAPzXAP5ZGCn3+wD+hqr+rSetWCAQCHxkIKK/BuCvrk7/dVX9a+++NoFAIPBxImTjwHNEkBOBQCAQCAQCgUAgEAgEnhRh1hEIBAKBQCAQCAQCgUDgSRHkRCAQCAQCgUAgEAgEAoEnRZATgUAgEAgEAoFAIBAIBJ4UQU4EAoFAIBAIBAKBQCAQeFI8l9Bd4ZUzEAh8yKCnrsA9EXNxIBD4kPG+zMVAzMeBQODDxuZ8HJoTgUAgEAgEAoFAIBAIBJ4UQU4EAoFAIBAIBAKBQCAQeFIEOREIBAKBQCAQCAQCgUDgSRHkRCAQCAQCgUAgEAgEAoEnRZATgUAgEAgEAoFAIBAIBJ4UQU4EAoFAIBAIBAKBQCAQeFIEOREIBAKBQCAQCAQCgUDgSRHkRCAQCAQCgUAgEAgEAoEnRZATgUAgEAgEAoFAIBAIBJ4UQU4EAoFAIBAIBAKBQCAQeFIEOREIBAKBQCAQCAQCgUDgSRHkRCAQCAQCgUAgEAgEAoEnRZATgUAgEAgEAoFAIBAIBJ4UQU4EAoFAIBAIBAKBQCAQeFIEOREIBAKBQCAQCAQCgUDgSRHkRCAQCAQCgUAgEAgEAoEnRZATgUAgEAgEAoFAIBAIBJ4UQU4EAoFAIBAIBAKBQCAQeFIEOREIBAKBQCAQCAQCgUDgSRHkRCAQCAQCgUAgEAgEAoEnRZATgUAgEAgEAoFAIBAIBJ4UQU4EAoFAIBAIBAKBQCAQeFIEOREIBAKBQCAQCAQCgUDgSRHkRCAQCAQCgUAgEAgEAoEnxfDUFQgE3haI6Oicqi6u1e9b6e97LRAIBAKnEXNxIBAIPA/EfBx47ghyIvBBok6YItLOMfPi2hZqemYGES0m2nrt3P2BQCAQmBFzcSAQCDwPxHwceB8Q5ETgg0Y/WW4xuutJtmeNY6INBAKBN4OYiwOBQOB5IObjwHNGkBOBDxanJtbHorLLobYWCAQC90fMxYFAIPA8EPNx4LkjyInAB483xfLGxBsIBAKPR8zFgUAg8DwQ83HguSKidQQ+WPSM8NrZz1a6u84FAoFA4OGIuTgQCASeB2I+Djx3hOZE4INEtYs755W4ok9zlx1eIBAIBO6PmIsDgUDgeSDm48D7AHomg+xZVCIQCATeEt6X7YaYiwOBwIeM92UuBmI+DgQCHzY25+Mw6wgEAoFAIBAIBAKBQCDwpAhyIhAIBAKBQCAQCAQCgcCTInxO3BPp05cYfuHz5UnttFF09XkKD1UobPnR/cvwNOSfv/79n+D3vvjF5X20StvlTeJJih1TUVA1/yGCkqcXK0TdFo2zANMEFIFCj+pJzAARkBI0MZQJSGSfXh+lud5zW7uyk3+r9adlF1l9Vn1By2PtT5/pU1LPiwBlALxKpJgLI+83qX1jn5TncpSAcgnoTkCDWnXJPkEAbVRic7g8VilVNw/9u3WM9tnTnLh1k1L71Np+scQ0AZyB4VqA1zdzdZlRPr1EuSDIJQASUPK29+3ujqn91zf7fhqu6+75+nd/EjaSHxB2dIlLenni6jt4zt+iiP2vX+Hi927uTvhtQQARA1znJ7YfRp1PRQEoVBR4Jr+N6YcvMf7x6/slXv/IH9uEbqLZnmvfoQXAA5/DduqN9+5utOevCpQCLaW72P47bv9baPvX8kXMxR8YPv9ewg9/NC8lbIqxt7V2b3Q5Ibgo6OjdfizCHY8ZAZkc0spZltGmu0XF/D5UWcaOl/fp4qgoQ9TyL2LpcklQIaCY/ENwUZBh3wULWZQzkPYAT2Iydhb7PRIAZsjIUAZkJEhyeTMpkGpV1sIbdccAWMGsC5mql62IgIHEz3dhRLuWMtVetP54/fsvcPlP3S76sMp/AgJDMZBg5IyhLhrU5DpVYMLQ8ps0IQsja0JRgihhyt44tSf12dUtPk+vsSMB+328moOWovzbmZt1NdZsrMxrkHWp4tfqOLRlgI3NAkLWhOuyw43sMH0z4uKLCcgFgEJeXOLwXcXFZcb3xmsMlLGjgoS6Ppjn5vlZne6TNe7qo9/6P/bPdj4OcuKeGH7hc/yZ/+yv2KRro9Amp/bpq95cV7M4PWr6iWa1cJ5ZBQBC/geQElAAEgLZuF7e31aPPpjLvEj+O//Of4F/97/8T0BlXplrmjOgArAvLKkAfFBwAXZfK8ZrxfgqI+1tMtWRUS4S0m0B7ws0EWQ00mH35Q3o//1j6OtraC7QPHVtI/CLF6DdDvjOp5DPP0G5GjF9NiK/SADD8nIZ2giRSpBYn+QLxvTCCYoESJqPoQAYyJeADl1X9IQFKWTwib9emgCu/VLnHz/mDMgIlAtFvhLIC382YmVBgfSa20sp3RDSnjDcAHwA0l5x+aW1gyeFMPDlX0i4/bU9rr6zR0qCMRUMSZBYwNQtzIH2nWk5eRA9bjLRjrURPy71ZaOEQ05QJSQWEM3lihJyIaiyvViEcdgPKIWhhaAHBu0Tdj9NuPpT4Bf+t9egv//bTbjlFy9w/S/9eXz1myNe/WaBXhSMn0zYXUwYk2BIBUSKxPaCTOQvyo4x464+3L08jvtC23qs4r//V/7Go/or8DxxSS/xL4z/2vZF7X7IbwkqD8xfpR3++D/95/Bn/73//Y70d+TfC2yq9p3YyvHvlBLo6gp0sbNbLi4A7haot3ugFMjtrS1WRRf1fKO45yL3D/6DfxE/+s///vGFTjC0TwatfuSqq0V5bcu5vvR+Qkr+daOe/A6VS+Vh/d+Eyn48qtj4FCcgOGH4lV+BXuysL376M5Sf/axdI6bT7X8Lbf8fXv+dN55n4Gnxwx8N+Fv/7Y9QwBAXrrIvyrIyJgwQZRw0QcBN5uiRSMEn6Av2hW/qfuAFhEkH3MqIAsZeRkyaMGlC8TokEqgC4griNfeDWLpJEg5qddvL4DKR4iJlJzYIN2XEq+kCBxlwKAmvDztMkvDFV58gXw/grwekva8DElCuBOmGkW4JMirKaCTB5U8Z3/2dgss/3YOyYPj5Dehmbxt7Ly5x+8ufoFwlfPNLCbc/IOQXiukzgb4sQAJoEBDbHCd1XVD8jwC+yrh6eUBiwW4oSCy4HDISW98NJPju5TWuksnk7GTEyKV9v0oHXHBGIsGtjPjt//Cfwa/9zX8EUYZNr0b+FCVc5x0+Hff4zniDX959hV8avwZDMOmAkTIYiv/n8AOMnJGg+KPDd/BNvsAf3XwH19OIrw+X+NMvPzX5cWKAFf/qn/8d/Bvf/y38xvglRhJckuKSaKHen0BgIqQTiytuz1ra8Tmo/+tR/LuqXSlQHFQhMK4orebJvaebFDgo45WOuNURtzLiRkb8Sfkcv/3qV/HbX/4Z/PR/+SF+42//IfSLn0FVcfjn/2n83l9K+PU/98f4N3/lt/C94RV+Y/wpXtDk7bcyRm9zbXttW61L31Ze9U2i0/2QfvnHd/bRUyHIiUAg8GSQDUElEAi8I0RYuMApiLxbcibwXoIAXFCGgIx8AMBIGCDIxEiqECKwDJjAGDfmnAQFkzRyI9GSqGMIANu4AEybIUEB9g0WBkbNuNWx5cFOTqgv3ArqQk7BqhipWN2UFmUPbIvrSmpMktrGyCEVU/4dCsqQoINCs5ETMqp9HxQ6GFmhg5HFkup3I4iVGUi2qaeDaU7ISJABkASI54PBtEx5EDCLbYSykRNK3DbgOGnb6NoNGYnseyUfBhbsOGPH2Ykg9fMFCbYxdsEZlzxZ/7BCB8ZVmpClqm8Ak/eRqF274IwXfMAlTWASJFWMlKEKvEj7Rd6FCZfDhEkYu1TAqUApmeYBCy6SaQ2MJBihGGF7gHVRDj+2Z7g9L6WWLm1eP8Y8FksNqVopC6r7kASBoKi2sVvrUaDYoSkPAxBcothY8r2ASzoY8TNkGxupajQSZCToYCTRJU+4pAkjCXakGMnawwBG4kXb7yIlzhES7wuCnHgA1BXQ7BhQ1/s3Nbb+2lpFjboczqvh3HX9KD35Tv9ah41Wn/35qj1R7z1CVQb7FjuQ6+3rRfbb17T/PFm30ziVfHP9u+6vjXOLjbiTWjBY9HFVoLH7CUp63A5afz2uOZFuX6N+Au00dLqBc/Jas1Pp0qyqpQutHl01vB+d9304J5+KqyCufysbfQHvD8VCm+I4v3tWKfDeo4ZDq8eriyevrcOhnYvZftf19wbvpaDy0Dfh1n26Ore+9i2ebdVY2TrXX1ufO3dts35b9TxT93up6J5r+1olE3fU+UQd7koT+KAwSUIBoWBevFZNicWnckvTwxax81jJmpCgKCDXmGAkEhQfnkUZkyYcXFOiqGlS1DJAADetUG73AGgaFqKESaw+k6Sm0aEYwDCy4iAJkzD2ebC0wshCKIWgmUzr1rWUiQiU658rtBVyTWDXBs4CEjOTJrEFMLKAilhaNwkhIZAQVBgKNTOBZPXXQtDCblJigrIIIYtptwIJYyrgws0cWxWYihFGpWnkGnlTmumAaa8wFJMmUBbsy7DQdKlExSSM2zzgkuw5ZGXAn4mSPc+DJCRisMqsrVLYzDvENHC1AJoJNBAOxcZQFgKzIiswkCJDkZRALrXaeFHwxnstqyIRNaLhoRBImwILFOJfsiqKztq7tR4CoChQAGSYxtBBGVnttzAhtbGaC9tYKQIpYpp7WQAxk5e9DJh4wEEZl1TzVYCAokaTMExGb+1EaQRF3+KsxfvpuI/eF5kmyIlHgoBmMna89qxLv/nHNF/Bxh3foh6n12rnz+OcaLZetj4C51Sfu4ljbeHSr6MfipP8wXqNDWw/gjUP0J3ytfHpe2hON/NC7qvjzDOwr8tRZGQXme0eVvaYziide0LaHHesL9DZNLpmhe7rvOMhaPfQ7LdicZkgujTNUK9v/6s6XoDUvIKk+NhARI1I2CIjzl0LBAKBwOOhAA5wkw1QIyAEhIMTBgCaVkPRSjRwe43b3dIkoUSKahRcP5NIM/GYMGDShFsdbfEHW/zu3cwDankCmAkTl1mqSYeRGwOKEA4yoLh8XrQgkRkG3JQRt2XEQRL2ZcC+JOSSICUBxUgIdjNrJl9oC4ygYLVPsjQ8zQQFcgFKsQWqCHgyTQnOZk7ME3y1S7YDX+2I1ciJRkyI78BnQc4JwiaA9r7BACCp4LYMs2ksC5IyhG0xzhCwm40kCPYyAFk6cxfTPBGxp3RbRgwk2Lv5wq2O9lw0oYA9jxGJTHNiLwNuyg63ZcS+DDjkAZK5maaoMvaScCs7HFLy/hRzu1F5Ue+FBHLiwJ5vv/wmELLOphrnfC6s12jSnVf/rBb0GUZAkDa3Im3sT35tAmFyIuIWo5sd7cy8o4zYSwJPZM9dFRAxU/pMNrbcHMTIMwaT6e4UF3cF4iYd9lnU20cCgvm6qO2trRbMMs/a3OO5I8iJh0Dbr2T2O+HfF8ma3sFqYUr1B7HOF91K+IzKgB6X1c6fSn9fbKS9kyDQ7R2YN+Zg5Y5sSDsNgfV9d20M3SP/luae99yHUDn5aLVOLseL6/UG1NbSHNhu8mJovQ1sqZTc9fw3LqsuqCDUX9FWm6ozpnrfUvuCFrzYY/1zBN4faNsdOn7Wd1376AiKj6y5gfvi3EszEDgNVTJNBFRSwnbYM9znhA4QmGZDVnN1WD+h5hNipAIW8UUYI3X+bxjmAyuDwT6PF2UcMGBSIxX2MmKShFsZIb7kHIhQvBwFXCcAyGKaEuILyaKMgwwzNcKWv/m1SAsfFbkkTCUZQSBk2g6u8SCspiFRfbdlgiR3TOm+0+ofRIAiIGZokVljosx/nBml1J01aZtWKGjEBFXyorD5AIOCXQDizhyj9v9BrC9JGAxFcWMXBmMQd0IJwSQJJKY5UX11VIegCsJBrF/2MmCvtrCuPicIRlLcyoiBC1iBgw7Yi5NCxTQF0JMsnmbShAzzqSAQa6p2/kZcwyxh3mxw36Ptsi3o67v9zkXMLCPMZ9yIyHpdFMi+lCtq1a2EiKASFzamsxNl2Um5SRP2GHGQATknd5qvzb8QFQFlsjHp6Y1oYydiBInc5KS2x6dqdnLFnOgpEs1rz9ncY9bor0TFKX8dzw3vo77nk+LsuquSC/X4JGlAC6Lj7PVFXmfuqffhPqQCFvn3u/133t8v/BbnH7gIPJGeVmVslfsgUmGVlrAhgnXp6Nxzq3k8wk8CrdqrOrPa66ocnyMnWuvz7/VvlmPl6H73Ml3TiFBjwu/TjdJ5w+7rvlXxOm4e2jtrlr+ve//5GHd9W30cCHy0+CDImHdIOL4rT+YPdIYZCDw32OKNzso1c1SwbXmiEgj9X4E7ZNTzYvWyPGpmHHPZy5sFJgv1+Spm+ajfhGyyV5/F1qbYdmVWn6uE9ft9NnXOycF+fV1cIxf6YrpEurzd7zleGp7qx5rnur9xJv0MOq5wX9eNO6yeunGu1r3mMW9MnNqcuM9G6kb1To5DxTxO1/cvEmzc18yK1m3XM92H4774UBCaEw/AYm+X/L+eNGgfxyrzcx60PrFc8G/d97a2vh+T5ynZ9rkJvZssxPPBQ7uL6PhxbQ0Lav+dS2CfR1U4Mc7o9KV74O6G3tkXz/g5Bp4GvcbDQvtBZTGgzmlG3KU18Sy1Kp5jne7Co3wP1AXCSmKluyZ2Wh0rlhPiVrozOFX3c+f6a+tzW9c267RV5610G3W4U+A+l+cdbd1qx6n07+NYDTwYCrOvrx4LACBjsF1vN/VQcNOuEDBIBdotgCc1tfO6wSErfwLz3r0lmDB4NJDUwjVm2F+NujGS+O43N8JBlOb7fOMmu/ZEvS+xaUxUgkNc+0LUNQd885DU6kt1m10xn3Nig/x11DZuRG31XNmWuoMu2vKqf6hpCWjOzASuaWDl9+dUGarmNFOIbCOKuLV7SdjYv7oZqKTIIhipINdAlgKPwDL3nf1xM88paloo9VlmTRYlBbB8BBhZrM9l9g8iSotIhKpqGiz+bAbSpsmyoG3d10KNnDGPwVlDwJvUxs3MCSmYqtnwdmD6GqlDPL3U7oWTWVCkLk/zC2ERTArIw9Sa6UvWAQUWPtU0dWi58SvSIiqK2O/noAO0/Waotb1qg/R+WcRbmnC8rqzRSrT1ztKso6g8e6eZQU48CD3bu9rt1eX1hUx0Cr0qez9o6311QltrUbR7/URX9mLwa/fdJ7KF7wRdDelF+lq2O3T0T23HOpensJfGfXaZOnW9OQ8FfIJaa5SY4yBAGfOkv7juXV1fBt31Oqe3426qaqLYKYpzTY3W77T6Xn0haH9u4/6ur6yrrC5adxpW6iqKOZIFky5eEEy6sTtx7L9hjT4yRtOeUH/l6/wnSku7Ot9dkG5XRLvjIy2fLWjX/i5Pa+fsP1XUbAyX7bQXFVNNq203gLHui/A5EXh7eHAY0cBbhYoehRV943jbUSvelXbGKfQTcCDwQCjQiIfJ47hPlTQQDyWK2bxD3GljD3ZVfuoy5S5ix4SEBGmLx6YCr7PDwckdC85OOWdywr5b7pObF+TOnCPLHAYVMJ8XRW1heXBThGqOUEOo9yYYUICZbD6qji3rdbJPLkZGkJgDTBUxJ5rFnWQWBZd6f83D5a3aMWJfSMidK9oukxZy7Q5uDi/7X7Q5/7SoI+xCMkMhXOwcFNlDqiZS7MsAEsGhpEW/ZD8+SMIoQ/PdcasDEsyRJgQgiPUpAcX7OitbH5aE0jv0LNamg8xmOgcwRmWk+jQXIl4ljOd500TzeXFTmqDZHfff1+f77tXerKM6vTTiAWRmHguzDid+xM2bzJxjaKYtk5g5UxZ20kkAEVvv+HjJZTbrOGh1LksoXTlz27GUs8lTLMYvrQiK3qzD++hthQ5/Q3je1Mkzw1KG0E795lixpvmdeKDgcWfqB26kBN4h3vZzeBMy7Jk83o6I/MhcH3pbrBk/Kqzn1XMqnOf8TjykjMC7xLm+v+81PfF5Vx73SLM1NrbUs9fntq6drd9WHR5Yr3vd35e3un6uPefqEL+fjwddBAj0e77dQqpqP9TrBAE1AmLpi23eMzZwWy7239GVuYb6Hra2tC0CGtU8Zk2M/j5ui/vjT+ra2jXqXji5b0OrY4JFTatKYncofNk9Nb22NL2/rdYG6tsiR+1vbe8+67M6up/659GVtRkGFpv39e0iHOf3JkRqPvF5CkR0kqu9+96+reIOQbdJgKaZWZ8bZieup7CuF92jTu8rQnPiodC662tcXb+D3pLIShju3+20VD9aaECsGTHt8+933mlOR6vvixeBofT1xJxPU9zo5ZH18TmYp5pl2vvsLFaVtlPpt8qvqnCu+qfrftm6H0vtiXZNMff1WqNkoz9EvNDLAAAgAElEQVSOtCs25Lejc+v7F3nSrNXXuoEWbCx3hUrXAMasVSC1/n6ZWdsm2Nyt9V5qeXekcqeRgU3UOs4aE/Nx/b7ok75RtezjkByL66qmMkdanfrUetp1dpZ8bhu1/umdY7a+3S4s8IHiWTvEfOjuRCzo3hzeh658a74m5jkfAO5n7rGVRyBwN4okCFnoTQBzxI76KYSsNZLHsaalBQ6VbsgmpG68FneRWB1lThg8rCc3zYe6Oy++wlc2YaLJONX0QOou95y+mnUoCCwJBG1mHEUYovBPgqx3/d0MQxmuzeB/VdtXqIUSRdFZ/lV3+l0dJPrO+hxKVOct89Yvs4BEhdwsAlAhaHE5qljYzSLU1hoFjCK2Q2+yE5lcJSZrFiKMRJgogV3rASLIknBs1mF9kgujDLPGQL2P/GlmZQwwbYqDa51ksXqIdIKeh0OtWi9ZGQO5ti6ZzKveFeRdDtW2dFrGQKxyoXVZRj+GugG3ISXWDeUWrhazZU012UhwEwu/zyk2FCVkzJFqbFzOZi+i1mYSQKvWRHv2ZtZRncfOvxsLpQsyrfUdWd0qucO1FeraxpVAAnnYUzs3R/DwsfDMNSYqgpx4JFYBHpfXavg6rEOJzgNkI8Pl590V6I5dEOkX3afuuUveeKys/i60NzbtfN9WWW8xz3cQQYJdFr2rpN5k5D642z/E0sTisWgsd2gFBe7AMlzouWt6dC0QCAQCj4ftrVffDPbmrqFEi/qn+5qooUaNK/N5GVVTgheba4WkHVtBc+hRwWzjX8sykiG1aB2k4otabvUsnmZyvwmVmOh9ToibO9fFZTVFMY18ahsyZmY8+xFoSgv9RlQXSqIpQfQ+J4AmqFWz5Up2nNo8o7qwR3cec9q2gYpqQgMQSmuvwiOcqfn2UDXthqLJTWFS29DsHYTOx9T1t/sS8WdTfS4Uz49IkaCtLrZ/1fntqJuNMuepdXFO1J5lH7qzjofeGm1ro2FrOUQnzle0zULPoNfrqSQEaKkp0u5tOibVJGP2s5KFoWufE14gYfaFUrr7a15QuA+OuV21jpWg6H1wVP8b1UT6PmFVnyOCnHgAei1MVd8UqxMI0E0MChKjTf3nZ5dJzSatV+dpmdNcyHoMdTvTbQJrfIRPXjUdlmn7SYxkdb1X2ugmxqNy2rHOPihmhwTuO+IeOzPr63Um6MowvxF6XD75/d1k3TblN9q9KMmr1zQuujYv+neVx1wHn0g30jefFxtaKOs2zH9Vc6K+QMzmsnd+s9aeaJoP3SnLrr6orG8Uvhnn9am8aVWa7HPs/UgoyNh3f1nYxDf7hWjldb4ilmO/PpeuBGJAS+uL+WXrEUBqH1T/G3CfF31/esnVGnWT8z0z575f03HgMXi2mhNbOxTrajzKWeR7iPu08+i9d8f75NviIfm/jeekfRC8B966aVZyYkfsnvW238PqpMjHMT4D3wo19GZ2gsF8TlhYxUkGFLKF3eQ+HmpI0CqjWPhOtJ8DQwCd/VIkKAp1coDYLvOEZOVJ9T9h5bR5XYHJF+iVpCiuwVH9AIhrFdSFdyagak6IVO0JMqeFfg5VG6LKy+I/vwIswoImk7+oKGoISarapW31aP4mLMwomg+25hgTLkZVmci1JshDihKZ3wJ1DQQhhkLATKBkPrmIrI2F3QuBUvNBYL69GIUJkzASKbIkQART4SNyommUaO037kif5KFM7RwkQUmaz4YibBoo7gwTnV+OUjUnQBjUnHpmJSihuuiEqi3C7VzVcqhjyTRv4ecJx5tbvSxbPK+yTNI0Jmq66ldCQEi+ATKXQ3PbtNPegWlMFHAbbyKEJACKtALIVUJEaDEuizKy9xs7MVH8FSSKtrZU/2307vqs3rpor41/8d9WgrQVwfNFkBMPgQInhYnFordbsPW3HAmmWFJ5d+S7dY1OpesWw0cL9Yq1LKMbx3UV2Z/vF+bt+J6C3nr3UrvzW8xiV5ejMJ8rMmBB4lCXtB5sPIcF271KttnW9kipu74kZhakxOKcLu/pJpCaN3XHxuAvBcZahWNtB+qIi6WTyFPERHOECWpjtRIQwOxABz75zmT/nB66znhNDvHi2vp4OTatHCZdtLNRF0SoHqbbuKPZ7KW2eMH5PfspOPDm8JYXsyeL3Vi43mc+fMuL7yPipapTvU3njufwkAX+HV3zThxhLgrUZf3V960es3C/pynHJlmAt8/ZBAIPgcDU+oXMgSRgqvwTEorYpyhhL+PsWNBR5ygRdv0HA68s6ZUEUG071uJRELIvADMSiqbm4JJVm1ZA3fUGbDGZJWFyE41Jh7Zr3WSqUjVKbec7S2qL6lIYquyEhBEI7F4TSQGWOYJHIygInk7djEHQdjedtKiEBblDTG7mIS4nVnsGxexws5oJ1BWrEEAMZbMxEVHXUCEUMmeWSdJsFkDayA0mRRJxR6AeFlS1LZYrilTTmIQsgkkH7GXAXkcksqgcFp1EcZABTIKRBZPMph1FGCrcOf4kUFFMkrCXEVkHZFJMKNhBIG3atcgUldLtZ9EqL9b1g3QXKvmwdME6O7tcn6smJAogt02xWaMhwcgKGyqEqWrugCxijFp/TDCnmHsdcZAEqQ4xm/Brz5+Kjf+DDLj19k9I2KlAyPKHKogEufaFen945JJ1f1S9/n6dUAmVKtc/99dIkBMPQdsdn614sPhcJj1aDFO3qN2+re1zbxa+XghW6FHK5WXdEEbPESJ9XrpKtiYrgFm/6D5QzIZctQzXSTr1k5mXpNjsHVodb11vXd4vnO/ot3Z+i7Q5kY5OZX6uDCXzReIqY1rLpKqg9bBp5D4L8q00d9+3XoAtv5+1VlFtLw/1vLT3ldI/JaVFZup1M2/M1PrFc2n3q96vFYH3H5uhRDcWv+8mlOjWZPpEr/6PYpf7XBu3rm29p+/TT+eYAToeb/cJJbp4d67rtfUme+DzbL4l3mAfRSjRwF2g1Ze6O7QSyIhmTeLAffDcl5CBwNtBkBMPgRIgnXyhqz9fWdJi0YV2XDUqtF8hb66k511p8jIX5Ww7J263LzQIVnVdL84JTg7IvLhem3g0QuLoU+fOaOlNZUlVlm2j5WFjObf6srVdW5imtjCtbdA5jW7t4td0BNvgUpjDIvX21pdmpU/bMzru06O69fd7H2q1A9z42zLtUAGEavjOZXHzsRViaoq171yrYEPWvc8uW9Oi8PHabAjbY20+qRfp5sdNM/Hf2kNN/bCa/2yi68Pe3NKcgSqKAImthUutEfMXUO0PTU3RMpj7ZqYryh19EvgAcWY7WUVxJCS/6V33Gm5yYWdWK3DmvhNz5OL6Q6r6iPXsyfvvqtvbQn3H3FHmsePpY3LKzuN4rb+R/6PMfKrZw9b4e5QTyrkupy/iZN8snHCfasrWtXPpq6bHU2ncBJ41VAm3MjYbewC2+6uzkz/xNFX9ff3TSCSriA+rKA+EReSNDAvxuZcBRdlDNibsy9BMWRO5n4Uq87gcY44ZLbzlJBaK9JBTS7dL7udACYeScJjcmWO2EJiaGTQRKMP+plluVLbvnGHLAf/JWDoBlQLkAs3Z1PuJgFJAWUBZwEXBni/naroBl6ld/nWNimb2QQBNBJ0IKoAqg5IiAx5e1D73yZ5NlasYisImP9VNHlXTqDjIAMoFt9n61/qvmgEDhylhYLu+9+dA0GbWkCC4LQMSC4oKbvKIfRlwyAk5M0omkLePMkBifX0rI/Y+hgbNGGHjwsw6FAUW5lV0qSlbpy9vbpMBpRtn9Vp9TRSdTagr6lKgagpnH5UHNe2cWk7y/iqgFjZ3ryMOOuBWx6ZNspcRt2XAvgwomcETgCJQKYACXAo4E/LE3vahhSK9hf0GUl2cVbMVVVOSAVDUtUkIzVSKMUvDqQvAoO7jozrKfO6It8290UXoAGyB6UJUb5ffCIi6CF2vONXSHLHHTb7So/Tw1HXxdXRfXVh3+fQ2/mWdbr1gPpff4vy8ZF6Wqcf51ItzxVfldJ2jq+R9/bbQkQJnBf+tNpyQwI7yWpe/+E7L77p6Nl7/IwKm5TV3SjOT8NdD8zS9mHo7cqC7VqNoVPOMeq5CavqapsunERKK9llvFfQmItTKqfVo7V/j1DMT2SR9WgSQjiSp35s6ZhsiNLdnMbBqn9NxWxftCHxIOAoX2p3fDCWqx/c8tIztRJWVO5Nmax5sdkkb19b3PgT3Tc+0nZZWx+fq9jZxXg3rxNcTE1Dvse5e+Z8o59S1xW5F97kgqtafW+fOXetwn7pvpWkM97k8z9RZup2Zs+TJPdIEPhgo4I4j57+2OHQnjNJU37mutX0hWINasjtT7OSbLj+0e2r+1I6r/LB479eyV7JA85vQ3VPPt/boUg5TLOUMQyfr1U7or3Ty9WIK3YxOZwJYfx/1n57rwgda1/mLtUG/Udc/IL+uXVtru3pZS1uA1U4W67Jom1WL/uO5b/3+svVcmgzp9ezk8cWrEbOPkPr8ZieRRiqUrovvQt1/bGNyddyns0+rTY0qU8ftOn1F8eu9ydLsQHPuh0Urj56PtbP+jvqy++O+Dqfa3u8pL01fFOL/3geE5sRDUHe5dfb8ru2/+fPku9l/j01WQjVYoKU2RStvlXe36LWM5stbi7/5p9BNbF2a3ungEVmhqz/Pr2ks9O32xp71O+ETsK7SteN1+Rt9UP02aPVDsOr3fkJv896q/rZI2Wjzum/qpL8hq/WPqnVh/0LBMn3tG5L5iWjrEmqaAzWz6oxSWhm6jERA6pP+Ei3kU6fZsbC86LU03NFQJUVU3aESqlbC7PhyrW2hXX7rF+Xic41Vf9f2Wz1dO0I9pCrNvw1RdcdG5PaHc4SR6ut7LnfjRxf4oKFuv7s17I521/vzhAftlOtdTNc9QnSpPqPx+MzUinQxqZ9LiOOf9Qe6ED6lDPJk5akAtLbeDnzcoBYu1MIgUgsJ2SJhYHYYWHxn3W9FAWPUAqXZ+SLz/HtOsMgPtoNu91VnjJOkOW8xh441vLiyCTCVjKjHGbPvg8mdXGaXf4gU5G43RS1EqShQCkGKayZI5xOiOnXU+bt96hxVw89Vh5jzTpMJairuINH9D1RN5nav91OV6UiW5anCQ5t6muIyXZmjdQAW5jOJRdVgKIgUCg8tqsDIjEkUzISpMAYRZBlmh5guq6o7gSweFtS0JVxjRhKYBVB3rsm1HtTCiFrTCdz55VACcnEfH2pOMc0ppDt9dPGYu33BAtf+6EZi05Ko3dUtLwhA7l4TvQJ0RWmEihMDOhMjNm7ZAht06WdCwep+cK2cOu4nTdZ3NZysdDUu5gRVhFqI2+yOSzM5MeFhRROZrwsmNd8TXnclk28Gmome5hBTbWgAS02E0mTq54sgJ+6Ltto1kC/eqC4SuxFeB8164LeFK3Xfm34+He1oNM8WZxZ7R4LEKu1DNqBq1Xq/CZX37K8vMhCP3lEvnBPgTwiQ1TtxV2xHKBzfs0VMbKY5XZNFunUXHpEL7VyXa7/Q3noGPTGxVfCaSW1M03GtjXW2PqJqq9JsVvpbzGtvN7yO0qj7tah1kDaul8RJO+5eTN4cJxZWpMR6oK9xZlzMXTj3b41gUgmKhQ+Kzqzj2CcHbRYf+HBRibt1uND+eCuU6McB/52e8QNQHc2+E7yR1fbWpPsm838P8S5j10cEj0AHhTlbNMeX3BZs2Z1iHtRMLfYy2KJPLSpDuxkmpnAnvKTOaWxBapHLuGlREA6aLIrCYkHo0SMAsC/+26YN5kVydYCZxXe2PSJHk0TIF3bFonSIeKjUwoCbVEBm04rqBLOSCvU8+zrUvhspQUWgUiP3eSOlbmCp36fgGpHD+6etB2o5Xj5oJkOaWEnw6B01e+7aaCbF7LbbQrbon4TBJNZml6NqCEyvImp0NfW8zETGSAVWRVYCuYlHUYIKQ0gxiT8b70+LduIO8D3ySc0nKyNTamZB5gxdfKEus19naNMqqNj5OJmU3AHkufdav1Kr2hSzhoYqGUkCd5wKgJCQVNr7spp1GAmxHPPZzY2yk2CoEUoUbb6upusqls9eBuwxYtIBWQUTBKCMCQRSxkiKSQm7jiAhVG2QTvYh2+SztVJdTNV2mgZFszl6pghy4gFQQfMn0TQo2mTkphri6fwe34u2+0mXHES31jUthrpz7dd9Amr+IOrgrgO8X4V2i9J5crS6FvA8aWIus9alTbDryVXRyqMi7rdh9iwMAYjhC3DqaMo7BCXVxiBTc3bgk3cjZDp/E911El+wMs3l191R0NyGufPbd/VjMnfCc3/q/Ex6k5K+b2qfWHgIzEvivt+7tIs+9H4kaLteJ3gRgrDv/9vWoU2+tPTUzjQzznDnmTOXYff14bPq2FLq0/TkApxxtU6qYbNQ9w3IVee0kiOAKnu9ubUJPs6OxhAAYoKWqi2D9uKFWNtVyGzniI1sYL9GQGL20ElWYdPqmPukf+WsI5cQKQIfCVRwMlyo4vQ1YPZFUdHW7+944fUY0oTYXzR0fG6Rjo7jqT013hmBcIbE6CHa+uith5e9B5ZjVc8Pj/vYrdUxUPQeY0Eb0Xc+mczEdzjA/KghINzqziJhqBEQk3gEDWHsJQFEOMjQyIP6Bqe6M+4+J3rfWsupWTyqhNnhT2ILwH0ZUGB5Z+HmcwIwe3vVTh3e5ZusjFy4LawFhJxrtA6bM6rYmCXNviYK2TZ0sYU1Z/hf3aCbz1E2OYTcpwMXIyWoiMm+UoBSoCmBSgGJAFlART2tLdi5+GaLKnSw6pnGhPu8qC5vihEpTatXAa0eFZSgSZCLReqofcxkBAKj+wn7cS6MXdkjF+8XlwOr+UbOpiFxEIuQsi8jiNT6k80QYl9GJDaDiIP7m5CSIJmBTE1rgrO9EqZii/Nb3QFCGFPBpIJCAtViYiURkioE2hFW8xx48MnSiKi6dVW3vpYbWuttw2Y+4bJ1cS0bBXDQ1Jl2JBR3sibKmDA4OTHiVkccZLCxKeZ74lYGTCVBC4MLoKXTnMjFNCcyY19GTIP5m5g04VZHcNMLIYAyVBUjze2s/jcY3XQMGy8FldQyqPeHkKA0Af75IsiJB6D3E7F1BMAmDzoREvM49eI+0JnrW/nUiajPV7tPnb8TjvM+Wcd3tba7y3jqBDpO543e91DRamGmS2eurbE4d/9SWzFrzYmjinWfqzSK09e2/beRvdzWZb1T9fSHPfFnpTofeCvYjNZxR7o7r60m06depH7cePBsjOM5gk583jf/c2m2rp0r59teu2+97pPmsXU/cW61MxdkxceJ6ivA9kJsQVvIwu1Ku2YLP+7GRtPm7IcUlhqRCoZ7T3O/BnWhSOij0c2+DWbieZYHug2aLv1SlqGZO92SI9TP692/opOjf+EYbGOBqKu/jfO0Uf6WZfisOUuLjSwAzfeD0rxMXyzctUvXt7DvT501U7TzuSCdrwU+taDo1iZ3SXdyJlUfmjYt0tCq+7q2n5kfdZXn7OvhfvOZgjtzmnlT71Qj++6p95XOCKOAMHZ1ERyHRa31Bpbjol+anLrvuSLIifuiEk11kHWTVN09BubPrYFoO/Zdlouxrsfv/W5HukYKaepjK3mgfa+fVeNCYB6U632etmfZWrQOgWtFYKWupi0Kg+1+VxU0MRX7ugNZ5l3MrR0d9Xsg0vKobWrBjH2GJbfFaupwQPNQrDS3hRZzu2tW1Gv1DdFpELZIHURH7WyJtNap6xexdtayKztdy695989naRvoBgqeV43WQa49QdSbKgC0mtTVdwHWm1X9i2M7Wged/V76F4tw8ytBhKYur51Whcqs1meukKmN/6Zpop2SONffhba2m3aR76CIeNut3BpZpTJXs9VTNWmZ+2Nu9+lX28kXY+D9xsLZ4BvOupu7alSPTX8Tj1Gl93n0W4EeqY5Z2cfnsGjcqsebqtZjnstKe6JV6R321RsxO1plsYhKs6E1oaLmQqJrf63LoyKXBD46iDJuZIeic7SOSROyELK6WYdS02qQlTq5KGFQXmhO8Gog23t8Nu8QNY2MqjGx0JxwcqKoyUwt2oTLOpP7PijCTTOgCLuMo5BUF8ymIVByMn8TmYHMoOpzomlOAFCrsyQCZ4u4oeS+M1yjgnLVmhDbPa+/9yJALkBK4En9fmoaGBCAtTPtXfi2gEUIyQTKihaSggkKaRreSIqSk8t1Lk+77y6i5VKd4OYcIjjkYemnTE0mLDkhs+KQLELKTRk9yoeZ9pjmxAAmQSbFIZv2QMkMTAzKbO3rNEByTrgpO9zKCDAwSkFiBatg52rUBeZ3ZKSC1JsxeL0FJjdPrp1zbjFeYL5JetKhdOMzKyH7EvlWR2QdALY82d8xAvYoNIxbHXErI251wF4H3MqIm7Iz7ZKcAG9z8zkCgHKxZ5zZonrIgGvZ4ZIOSFAwF/ezYuYlu5Wqt6j3iWtQ2G9nHgZVgwIAEpFpnMDTPgMx4ByCnHgIqhlAfapOGszmEDOBsED9cfN8K1aymRIdbWa3hbOrds3fPSFhLqyyubXszsSgKC+d7GBeuLdJrmB2yFMX1K6K1hz5iJdX1By7qB+zF+zmGk2QX5KY7UepzSHQTHbMGh91MVvbYGXZetXJDM9cQc30o/Vp6frV186tT7p3YiUZ5v70W7o1DxVfB9S+E1cSq/GJyNIoz33YvzRaH9Z2ELl9GZqXGiWgFG7qdlUgJNI2wSxYfK0v7hXpsNDrOcbScwi2XzhVhdA7auEYU2diQlp4KzLbj44IM8dPza4D0IIap7SGxSIhqDuXEtS2V1a7Pl323Qdz3FQtagB4KKQ5hGjfF+sX7X3Z7sD7hPPExJ2OKx9S0qm81gvg9Vx36tqRBtKZ++r1hwzhPn2/GD21q81swnGtwJHTmjN1e9M4teXT4xS5svZ81h+vP7trZ7katbdMq94bIiq2zI9O1W+zHyoz3t576/zk+L77hDXV7ibCo5zGBj4+KICDJEySluSE+3WopMS+mB3+GqLk5gXz+FxvKrDvAiU/X9RMOW6zhSc9FC+/miEQICJmrlo3YGpZTk6Im3WoEnKefStUn1Z2niDZiQk350AmCyVaAJrUFtcmmpqJxwRQVjPFZSuZsoAmDyNaioeTNJsMKgWUC5AyuAi4oJl2cMdhoG2Awk0+4GbKgCaAJmpb45r8t9xtlpZCqLs/laSojkdNbjICCID5piji/YLWL1p9VmRCJsY0sJljlNkhpg0BW5AzMxIJpmyhWMX7EdnWNZRdToY9g70MuJERCuACEwYkJKoRQwiDFiSyOqWNjacR5l1zQgJDkLeHrLUBDIY0rR5gdnBp45JxgJlzTGKmFozBHLM2/w08h/6s5EQZcVM8nKgMuMkjcmFQJvCkS7OOUoywyPb72EvCoQyYOGEvCSMNXQ2rKYpC3XdAcrJhwNIh+Ng0RGYxoLj5xwDBpFXCfr4IcuIBMLmNOqHA1+R1YYZucbuhEkYrG+dN2W9rx6Irr+Zd12Xa1YdW9aqERnVusyYvFkQIlvcsynYNB1Tnjv0594h8vCO4bOuyHTOxgeq/IvUd44vZes0FSKrntDojXRZZ61YddDb5rhf0+qr193ayXp9P+2vEDs2fYnUh0dm3TO2n3mRF4S+R2lfUKmQqX9JpQtTdg1m9cLmTd3rBfZ8lWf+iAWY7zNkXBUNEFgJ7IyYwh4Oax1MXCab2UT9+fJeXPHZTn656x65qmMZtEZi9zVTHNzX7USJji2dZmxZrMAslep+eCLzPWO/s1u81lOipaw+KzvGQ9OeStQXnxri8K/t7FU/Hh1W7gmlJSCwmTF5Mi0dlPaXssvCy/Mj76vH6s792bsG+qsMpzYYtZ6vzuLE8tu+9o34C54k3XqS6+r4+XuR1Rz9W3yVK9j4HFvVZ/g76l+kZVufONIEPBQLGTRndIabtPE/KyJJs8eYRNQ5i5MRa1d/ICfFzdv6YnODFeVHCwRdzqmTkSEk4lNTIhUJVZunkHQWKJHcOadoSImyaEb1c41ODFHZiAr6opnkjqi6sa3QOouU59zkBciKhCODERNWgaL8vj9hBWV17whaylGneVPO6cd0sq5uK7Mcdx1w3L7XNFQTNZNq6vtg3AtIWLkRAZoVm6+MsDJSCkhltu6fK22pkjSRBzkZM7MWWklm4+TLbF3MeyWTRP7L7mkAmX6h7X2drkxQbRwcdQKq41h0SivuYMNOgkQijFggNK80J2zisXIyZRVhUmGoi0SK9LM7PxMSsMVGjyyRMfv1WR2QwSBVM0souIHN6iYS9uq8JNT8TezGNkkMxvyWoDk4XZj3+jAtwWwZc5x1udMS1XAAMDCpIKqhuA0cUKAgjZSRVZAAjFagyCmkza7EllUnCdUpP5H5UfPg895k5yIn7Qp3pk3kCs4UYgbvFK/mO+GJurXJQ73WmLpCbMGnntK7CgYVpRq9Fcc6so53vTAz2OoAnNM+/AIxArQt+Z4BbeKRiammzipmASmkyETNAU/FzlTkAqLLCKo1gaCAAaups5BM0iYCzgIsJYqIKMDtJIq72pbM5RTJVNwsRVdXc0NhcZYDTrKZV5a0qp2t94Ti7TIq5X/x5LJxhZn/hJHfak70dTTvGJlitTo+yvYQ4ex9OaA6OuAhEuakBymSOJVXFCAEyDYFZnlw6xFybLjQTkKppcsJ8Ycv/Qn+uaUUoICVBFWCdNSfqC1t83Gtxr8OZjamvannZPUxntecLzHGfxBxB8QTQBHAie+kNpl5WRVghBSdBKQDz3C6yuXvRxuXxZtOPVEMDHw62SIOq5bC+NmsjPex1vJn+lMnAeq5bX6v2u+vbz91Xr5+qducUk5i8/Qu6Yc6W28Sy/YOpDhP78u6q27dF76tA9Sjs8Z1rX8Dbv1aJ87zb8epznf/MevpLgI7TnKlDIx667m8EqQKN+V6v10/Vr393imey9UzWVeqff1d3e1XR8bNf9B115QHNw0+HJsQAACAASURBVNrZ9pybX+tv8UySwAcBUcI35RKTR8wA0I4riVC1G0pHTvSOrJl0EU7dnF/qgshgmp0gWgSEWVPiUMz55iHPXgd6LQugyjnuhLz9sW28FBcWAUhy29J6/sBNY4IPps2QDsCwB9JBMezN7FlcvXM4KIa9+MaPNYn3AuQMnSbTmijFiAEQKGdgyiAi8KGY3D0p0kSQg8m1WmAaCYqV5oT1mTJB96apIU5qigCaXG5LgFKySBnN9huQuilIlj4lk0NLYWjOyFPqbATgprwAJoZgwIGA28OIb9KFOdgURvZQmbeHEcxGOh32o5l0HBh8YKQDNdk7HYAyAGWfcJ1HfJ2vcMkDOJkMxyTYYYAQYcCAHRUjCHyy6v1M7GlAgmCCRQzZivbXmrLSnJgdYXpoUI9AAwVeyaWFr2V2jydW9gQz3xBl3OqAa7nAq3yJb6ZLM9HII66nHfKUwHvCcCjQLpSoHg5IBwXvGTfTiIu0w6t8iUuempw+UkHWhB1PGCEoNCFTJVwUezKzl2pqkpykYDVzjyoHDypG4rBiUizIneeIICcegBqpo+5+9wvZ+n3hu6BHT0Z07/l1OgLaJLlYMNfyT+QNLMvuF9qzinx371a5mAkNWqeROd1aW0F7ddCtTLfQTDvQBDaqZiNYESmVLFhnrcdFtGdAnTxY8/fjxUZVd9+62r3mRN9vRxobfZ/Ksg+ryUrV+pjzovlz3S8+UFS3SAgsvs+3zd9nbYRjzJoTXkY1U2pju9PY6HvEr61hba0hoVbPqN9RrGOy9hOAZqvRbG881jjP64WqVVHbtC3sbk+yYdLxEeGp37Nnh1o/Ua0S3jVEHzOE64KTeKlBQmSaZy3Niik5mkwfUfa3wdEEf49098lj/XmUR880nEh/nzqcK+ch17bG8kPHd19OT0w9Jo9zdQ589FCYGYeCUMN1FljoyCI1HKSpyxc1B5ZrazmF2Macnze7+HpR5zQ+8ETZ87OllyijeFjQKvsUaJNzajaVnLBoYTz7zVKaF+FUhQ+aF+NVhltFkOMq763/ajaulGTH6jx1v3lX5eBZMJujms1ypNQAJ/Vcv/aA18O3w5tfNqV5l16B5uSyJ107sqJq8dqXSlbOpE2/9umP+wgszYQctrFl/ifsWIW8TphJltqPbqqeNSG7XkNGwoQBO2RM3jeJGBOAHea3V92rJT+fwU32S6AWhaOSGAWEhKqNMXulKHBSAtzS2XcPjQszW2KatTDEnV9mJI9UYxoX2fPJHmZUq//Afi3hqOfrGC5q5Yzk2h1qBIUoQwiYwCAMTqwodgAm/7Q6SZO1ew2J4mfVqeYT2yzPBkFO3BdKoP1MSNjEQPMuel2MZgDYjtahqxX20Vpv/eJ3+/zeD0T7Ifd51Gz7BXSdrAR4LRfgA8z/QeUDOjMKLgo+wDUnFGmyyTEdBHwooEMGTW69pcm0CaYCTNk0HQCbgXOBFlmt3Gl+uYiCUIBs+Wli0FTABzYBKlkcZAJM3alopzlhrHUayFjiwZwPkZBpUgDGMPNcXl1z26dNyJTgLLL1T9VyaM+09p/WZ2kvqjIScJifi88ZSNNcRjoAfDCNiTSZ5kk6WAhWmky9jQ8KPhD0wNDkDptS9dth5TVHntiQJyt5g6M5bjGMTsqybRfBvzZyAqa+qLD+pJ4Igak01heLEOjAznwbA84H8vaqjQsiINlY0WkCT8UY4gODWSEHNief1QcHwfvAyAmqb3dvT9OUqOe6fonQoR8ZFPfzK/EYx4hrNLWrUxoTDxx736ZKREY4nHDSadoT/oVpNulg/0GxE4+JV9fJVJPOzxzLH92b3HWp74eH+Pnsn0cTqPV+C/At/wu9FsEb9FnyrbDWCmnnlxLuYhwchZK1Z6/JnjGt81MBkOb77tMHDwhN+0acfAaeNbIkfHH7Agp2bQkznchOTkyuqrqfBl+cL8ePKoHZF1RN7lmOG3bN0qo5UYQxFfN3YL4h3FSjcBOKe9NPK8fLK64RIf0f2uaf8vwboUzgPbXQnmlvn8M1MNwohltFujUZVXYEKGO4FQw3AhkJKAwiYLguwGGCHiYLIVoKIOYgTXOGHg5mMnAzIV0PJmqNJrNqAniYeYTeVxq7zzOoycNgQAbXoBjnOdW0Lhg6dsQEwX1TGMookEG8jxiYJuA2LZ38VzLhYLK6COGGL5pVdlHCwEYX3NzsQDDZtlwPwMRI1ww+AOmWMFzbOoMnb9tNwle3V/jy8iVu0ohJKxlgDjABxegaEyMVJLdjYfe3QIA7zrTQn4AurMXXqH5O5mgcvVmH+SXJsFC1X+UXyJpwyQeMJM0HyuShQrMm95exw5eHF/hmusBUEq6nEV/fXALXA4ZbQrqR5Rx9mDDcKNIN4dXNBQDFl4cXABTXacKtDBip4JozLrzsHU24tMUJmAp2ZBTKruuP2g8j5U6zxLWRJGNSfvbO4j9KcqLuJvW2lCIC7ialo5eq2A9ySU74p8ymFgtmdYW6QJ4rcny88APRM6U+Gc3RO7r7dHUP0GybSIBX5RJpr/N96pOS38vFTTgqOXEwx5hcyYmpGDmhChX/CU9OWHC3zT1NS2cvgAs7aj9IFTNlmDIoZ9DEwCGDBxOWNTFSJRdkJibM6aa1lQcTtNoO+6BGSMDJCbIFcyMmgOaUCATI0BEzCiNi1g4xu2vFPTingZp5Gml9IQC8t3opOzFxAIa9gidB2lsfQgGeCpQI6QCkg6nrmUzIQNLZDQW6462JtVucr4foOT9x84l+gQE0B6+NgMAc3aT5E+le3k5OpP1sX8mTt2uvNs6mbIuolABm+50dMtJBkQ72O9Cd2wUmuFmO++1gbz/P7WztPkVInHkBhVrx88aj5uItrBZsbwxvipSoKG9uQBoZ4WRFM/GY+7QnJrQSFG6+QERQTu06EUNbKCNHb3bxDtALyucTbpAQS5Ww0zi6T+Y+PEdmPTZCyn1wrtw7CLZNYmLdB/XZJyem6ljp8mhRPbbIjTWeC3kTeON4zHyclfGzwwtAyXwOAM3pZC7cHAxOU2qmFVioKHlUi06opWrm2uoFVMLB6mREhBRzZCmFoIWhuQp+6qZJwGLnH0B15E1OTCyczANtcwaA+X442CdltE28dKMYbxTDtSDdCkgVktkJDEG6zuCRATcNTjcTdL83GTkX8z1hnWkmHofJ2nmzR7oaASLIyFAyGUkSzWYdvslY5XXbkDNCohIZyoBkLGRjUjMn7tcabc4lQDNBh0pOApoz0jUvzDrqGqJuTBUh5DTgNTsZJAROFiWkXFt0CxBAtwm0J6QbAu/dLObG8kuTQhhI14yf31zii6sXuEw7cyg52OK8+iMZnagYOS/MOepoGt3kY6rkBE6jrARHUW7ROqqWT4aZIv18ukRBwo53Tk6o30O4zjtkWMSYmzLiq/0VvjlcIAvj9jDg9mYHvmGkGyep2vuLoIcDxhvBcD1gf7sDoPjy8gUEwMs0YT8kjFRwlTJGusAlZ4yUccFGTiQU75PcCAkzeVEkP1/7ic04GsK3OMD8gTxnfJTkBHBa4D3lBI0LcPEzO78IY+mERCMFcr22XEwBWPqcqDhKM5+rmg/sO/uVnDipOQHMi+waJUKBf3T7i7j8SmZTCdUNzQl1XxMKnopNsq9uQTcH0PXtPHkmBsbRJtlpAji5wEOQ19fGBtemDQNoGKyvS4HmDGiB7vcQZtA0gYv4YpaAxDPZ4QRF9VegTODdCD7sTHPCd//UNSkAm4iHS4YMcz9XQqj2q03y2mlOqKuU+S2dvS9PChkJZUfgPaPcWh41fBMUGK99kmdgvDZNieFGwftix1/dWFuykROXX13h9meDaXwkJ1fSXL9G9K/tWPrn7WmOCLB1+o0sjnyhyOxctY7jGlWm579QtXdcm4f3VevEXlTDreLyK8Huqwn6zWvwbgR9+om9hF+9An99jYufvcDFzxjpwnyHlAv2Puja7y+ztovas/z9uukcObHiXwLPGw+di+3iiYXYMwcdHrnIrVoTKS12rgll1lBSD+uMee7FONgcOA7QwUU1ZgthRhkYBkDmnaelvLLaTUclRHSZ+A09A9ndnabhMWV6H3oGaL6RIND62jpJQpQT598S1poMW9cW57b7g8YBejFALgYbG8Mwa8q0e861/x23O/DkeOh8POWEP/zp52jRHBRuNgGg8EzIFppNoxcZwzVRdfG+b1gcVxKyi5yhcKeKq+hthEVZbTOxERNosl8vA1Y/DATLN+1dzslqxwJcflUwvC4YXx1A+8mmyoEhlwP4NoP2EzQlpDGBGEhffoPy6hvo4bAkfV3WldfXoNsEBpBEwFcX4P0lxpejbcYN3GROalrF8zojXybklwxJZBtw7J81egcD+YogY9c3ZOkadzPY5h3IIoVozrj8Cc8bsv6sSI2kKRdAuSBMNyPytS8lhQAnPMZX3OS68RsCTcDuVd3EAq5+OrnmhJETl396ga+/+wl+DMLFUHA1TngxHjCwYPDF1i4ZUTGQYOwWQnW9v/NFexYjJ84pefU+TwC4E0xq5kFFCZOHRv36cAFRxkWaTBOGxcth3ObBInsUi1ByfbtDngaL8nJg8OsBlz9hvPgTxfjTb1CIwFdXJn7f3OLyJ3tcfT/h9k8ucP1iwD8pCS+vXuByLLgcJgwkuBoydmnCQIqLNGHnbU8k2HFBQsEFV3JCm2ZJJWsAM0VhUnyernEro2uj/OPTHfTE+GjJiZ4VPgdVBTNj9+JzfP7jjGoyAdhCdtaUqASC+xXo44b78bEZx/KEriZm+z0aYbCclHQ5wVlFu4xq3Szd//gHv4lf+odfo4V4FJjr1npvdoJAZOFRWF9fQw6HpooGwM0vkqcpJsy0WDXFhOKrK+vfF1fA1aU15+YW+tXPTYUtZ+jXrwAmUHoF7EYTmKuKsfeZqrpXn07gvroEu8nAEaHBDFxYXo0IYu+juiMwsJEZTNY/2Rxztv7rni1ygY4DdEwoL0aUq9Tuq+TO8NomQ2Vjx2kqoJuDmTZMGfrNN9aWUkDMeDkOoOkzHD7rXiQJy8V3R6bMY2M1eOpX3TjXY0POoMVYmf1g1HjdLeRt93JfOGUVMROWycYiT4rhpmD88gb05SuUL75E+vVfw+GHn4NFwF/9HPrHP8FOFZ/rD5CvEqZPEsqOIMlfiP6sqvZLJZxOkRP9b+eEe43TfRJ4VnjoXHyJF/dbnC435+6f5j73PRK7Lxnref8IKzIAgBEQKRnhkKrEKdAiRg6n5O8F78NxB/nsE+jVzojjywGaTFjkQ0EaEpB9vj4cQDk3jTYA87uiou6ckpOZxU34KrzcsyYGa6x3YL87ne6bfrf/vsRER0YQk/Ud0LS59PbWtQD6OvfMP06Pg3Pjpr+2PvfQa1IeNj7rNSIbLy+ucPjOFfKLBBbFxfVL0FdX0Osby1v9pr48PKDO5+rwFn9HgbeHh87Hw3e+i/EfvDRZotu4W4dqr/LFclNFXeag04QEus2LTjauhEE1ea7Ox6vPhbWMNGs6uyytaLJ1/QRgZAB7uuymucXCgfKhmHPvr2+Amz305maxccfDABwmSM5ASmDXVMrfvAbyZHMQMfjq0uReALo/QL75BjoVlC++BP38FTAOSC+uMFxeLuVcezAmp/umH5ix243Ai0uTEwe2NoxpsXFXLhNkrPM4Gjlh180cpG7skSjo4gLf/wfTLC/W/lPTCC4XjHLJOHzCmF7W+7z/iHDxtbTNwfG1mfWO32TTyL6dwD97bW3JBWDC98dfBuURtz/4HDcJ+OJSoTu3l0/+fJICbKYixPNAam402LySSN10c+f587jy76QeLa57nahn5J8q1LSJ6cCmTTLoLBv7PTSZebk5hicMt4SLfTWNB8ZvFC9+MuHqj24g/+QPkL7/Pegvfh+kCv2df4zhH/5/+J78MqAvML0ccPjep/j68iW+2gG6U9uwGxRICkoKSmLHgJk6JQGzIiX78RFpI0+GJEh+zGT3fLLbY5LkhM/fw3PFR0dOrJnfqq5WJ+ItT++qiu+8+BV8+uNXNpL7BWxdQFehrOazofqoaxpvSxBb2/WqgupEpDpPSlvoXyZuggFR/PzHfxY//IPf7ZzjyCzgArOgKUZMqJgpgubpuKyCmagwPa62uULDgPSD70O/8yk0Mcpnl8gvR5AqhuuM4U8ubeL++deQmxvXppiAbJP7XSKnAsDrayurqjIzLZ/ZOIJSF8G3D6kHgDi1e6pGBzaEbABN8KdhQLq4AC52rW/brOYvJhBB94emUaI5GykxHeb8AKQ//GO8yAVXn11BE0EGBnwynzUn5hf15sL7ATa/R+gcJFGtFJzMyj7GnHiphAipmmmNk26kCtq7uY9IM/GRr19BXr0GiLD/9R/gmx/tAFH84Ce/hPx7vw/+kz/FBRHGccDlJ1eQi9TMecyko+sHmttpfYLThEQIwO8lHjsXf0bfWyw8z5Zxx2+lqrTfx4fFUV4PUfX3ey+/INBut3RUWcnXRqh2BEYlbccBGAbQOJqgStQiHoEZGBKqhhaIoJc7yPdeolwNECaUS4aM5BGKFOPFACqCtEug2x3If8PayImO6Ojm0Kb2nbO/l+Z3n6rOP8VK+J5Y4LTd2drvTPjkB9fgi4sT/cem4VHfgZusa/c86nzvJDalZIuB+s5QI79lf1jmtfCXtF2Vk9do49r63H2vrcnZ3pRls+wloUXDYOPss0+x/8EO+YoAUaTblxi/fGmmdTc3Nu7dHKjl3flsurPOW7hPmsCzw2Pn40++96v43v/l7vaqA3DXzGk7/ABoEicIurEMky+U57gKBMwm0B3B1csEzR9Z1rmcYlq2y4gzWPy8qc5JRV2u8cS9OXJft2LyTZONp8nkupubttFW0WS3bg7pZ6n02Wegzz6FDgny2QvIi53NwdcT0k9/Buz3pl3hMrHe3MyE6mITcJ7/WoSq0TXlmE1mJbb3hMv5RGTyayf3a/U5VNs7JDPrILL++dVfwcvf/WLRnrYxmotp412MKC8vIC9dJaOo5aGK4f9n7116JcmSM7HP7Lh7PG5mZVbWo18ku9kimxw+NAQpUhqOIG0ECVpqoQf0IyRorb8gCFpoqZmNViPMaDGzGAkY6IEZEKIkktAMGuJQbLLfXf2oZ9a9NyLcj5kWZnbOcY+4N+/NqqzOqgoDMm+Eh/t5ufs5Zt/5zOzDQymfL/emJ17vbQwPI+Ty0u+P3YOLvgfkdeze6CAdIa8IeehcN/RTE2abWEsJpghJozfeIBF/r5wS054zztvgo7zzjCwe16MFJ3jUyt6ZgP5aDNCaAB4F3eWE/scfAO++j3x9jfw3fxVXX95AoXj07uuYfvwTdACe8JcxbTrsXu8xrgnaA3kw3ThYLZpQ3HdCT9YECCty3FoCdiXWiNa4I2TMJ1kLaKK7u1H+nORzB060cq889vsD9C++bZ99slacULLu68dTfIVvUHQb5e+5ygfw+p/+CvLb79yjTb4AdD1o6EHrlblyADYxTk4HXg32OZTUVx7i6uuvYfdaD+mAwyuE8YFd1j9d4cFba6SdYvXTV5HevQT2B+DqulLdQvmET6YlkBvXxWGaoM5EAMx/a/aK7Xb3Hp87j0lBrnXGFrntGlqtrC8pQVWR33sfdHkNWq9ATOBggLSLD44VgVk7PooswKbZ8xs056IEx6zWMkvsPB0naM6W/lUc5PG0hukrX8YPfm/A9VcMuOovv4iHP3sH8vQp5DvfL3Tz1NsuAhLX+lqwqe0rL96P28bhHGjiUyf3mYspMfjBw2O946OAB7dJOz8vMx/ctQ6/7sH3J6RXH8+YUARX0ONYzAmN8qjrAZoSdN0Vv+BgfqFjSM+FWQdV5Ise168PGLcMo/3azhhIfTcngSdF/+GA/mqygL37yQIdOztqNgTMJRYNANDkSjtQwPMlI2sGpC/KYwcHWvntN3+I9159vBi3ytiAKri4B2qdh2N97Lq6PsYYdl3ZddT1UFh1BAWlBL669s2Fl8xN6KaYGsvj3GRkCcA+XC83axy+9BhPv5Iwbd2wwAqPP3gCem8AfdiXtIZHINKzxuEZu+o3yvXzXXaWT1buMx+nyxGv/MkP6ztpBRTdSONZidTzrf4E1O+3rukL4FHUWD5RR2yu3fbcuvvakc4Tn9vy27ad0rkd8OTt1kEBsjaMo22QDb2DGT5HPnyA8etfxO6NFTQRdo+NbUCq6D8EHvzwIdJ1Rv+Tp6D3n9pGVwAgogCyzfXNWBA76KoCPRwspsWzZLletX1d6KAf/Ae/i1f+h//zdDmxJqZk7tbDUI87AKLXuzJW+TD6RuYCBPIAzyqK6a+/i83lFbaPHgJdggwddJUqiAK4SzcdM21cCvMjV9D7RlmsHzUDita/Ed/jYHNkcSdvNu7KmpmzrYs7Z06rWvrY3Q75w0sgZ6TXnuAHv/8AV18xek939UtY/S/vIv/0p0i7HbrVgPWjh9DVYOv60BkI4SyYcGOvruvuHs5UXXiofpZgAamDOaSY1gz2eCTfvXl0fu7yuQMnlgpR+/22wGsqAr2+YWWlxQt+H5FAXm9Y7D3adtm1o+5OO+fFuAfw2p+9C724sInMpbhMtDtzbkQHAqsPNpD1gOnBgLyyl5JHAe8z8rpDXrPFbDhYoJXdaz3e+9WE/ROFJIE8GtFfWL7ey8sB1z/qkHaEzU9ewfqdC3RXgv7piHQ52jwzCVjMwFUiYxSwMQvgu/Xpald35MIFRevOHWISlBP3dbmb14Afs4W4oVLHAqP7Q11kiSrKulpZmWroNVICOUJNwwB55cL60SejBf71D5A/+GDGqPjUS1CINxfgR6/g8l/9Mg6/e4W/8aWfYMyMb1/9Ei5++DV03/kJ8s/etr6Ph/vFgzgDDp85ed65GKkDP3l8+pkgalyC7vHM3MUobXeZZgYhHV9/5IZlc9r2R3vIm6/Of28BVmrmPCLbqSGCOCU3D1yiuEeMIOlNWQkaMgiYNoyrNxjT1nZa8kohnTEbeCTzAZ6A4QNGd52QRkHaDUgewLf1My4U6cY1kUcL+mtU7kaZaxW9SRpK8PyvAqbQBSOQCH/w+I/xP7/5t06OY6RB1UnM9SS3c3GAE6GRKbTvbIetT1BmaMfI62BqEZAFq8TgD1aV+bgEV35e0j5jN7Vj+fwFiOVul7LuIRcDrr68wtWXFXmrDjoxVu9dYLXqkFYDkDM4Sx3P5f1ayvOCEiFncOKllefWjQ8H5O9+f1nYx9q2j1VO6OuU5np7CRLbeUy1CBzsGyr04AK6WUEerpEH08lpzOD9BFl1kE1ngO/BjPHd6xu88+s9dq8ppFdMjyfQdoIqAZcdrr4/IO2A7VsDNm8/Rnc5oXu6B1/tUdjTM924tgkAaH8AdnsHaXLZMGp132DzegeP+guZZiFmfvr7wKN/sNwUquOlDmzK1RVwdXX7mHMyMGW9LroxvfLA7Iy+A3KGfPeHkB//BPT2O9WN0eMp1U0Bbua8pm2xqRas6JjPngVOEDBTRNuNuMZWqK47DRMFqOxrwAKbxsZpW473Pz1+hPG3voqnv7/DV7/0NgiKt65+AV/93i8D3/0h5OlT4CmAd97zvrNtXjobpvS9YX8DmLu4l/rssybGUmfRdQ+aZJaV5mWUzx048dyyXYN+87d8cvBjQUVjKuieJlMctVUsYgJZpn47NYG3cwY7IuZKoXbsNB6alaFNHSWYIAHi1z34B3+Mp//xv1GRNaAG1SSY339f4x/knqAdcHgFyFvF9FDM94sVGDvQfoCuBLSZLP3kwVgVw5Nr/Jtf/St84+LHWPEBv9i/gze6D6BK+HF+hD+5/GW8N27w5+9+AW+99xCHqwH0dI10uS1+g5xtTCUp0FC4oBaYqLvy1Ko5zq8oKYmdw5OWjkYQx/jOWT3woxYEUpwiBTSKOGwc0mgZKPrLjLTTMmaRs3q66Mp9nbaM3BHGC0LuAVkR9q9qoWSRAE+++QgPv32N7unedz5zAU1mz8ezFOUFNfLOv4XMFmh/fmOxa3cR24nNJ0BlNqW/Z2jy2BnbDtdPOly/yfjg93b4u3/w3+PX+g+gCvy3T/4Qf+/iD/Ho//s6Hn/rF5F2E9LTEbx3t6GpRq6mpZLcfj5Fvb+LEvS9Z59ylk+PaJcwvflofjBcgFrq+wsAJ2pcGLK56dbdPi+6uXb9nXew+9qTmaHf+mCX+d3XEAtQRpjWZMF5V07vJLK5bILNLz05tdnKmS4Iu9cV09Z8VnUlQG+7NZgY49MEnoDxgtBfkWXc2ZmPLIDik63eJnC0yX7nSZFGIPzMqQANcb0BJYXGHUMSH0VnAAgA/Pb6e/iHX/h3TsZmUob3z0CRmOPdfdja2RudmABIZ/OSdlT+jhvvQ7LdMu0Y/aYHTwFa4xhMuYvcNN/exHa4TWj+HJ/SEWbxlABng6DoIZoY4zYhXyRcfilh/OIB/WaEKnA9bXH5TgftGcOqA03ZxlJk3v+2/Td9v0luwy9+eLcizvLpEep7dF/8cjEOAcyNo5ItxmOBnXgfWpDSLjzx7DXzC1xfCTeE+Csdo6XcW+Hx19+t2H2PuYADBPbTcn1vNVngbouNRZgGAhKwf5UwbYHDKwpZm98KjZbFLK+1UOdpb7EP5I0D/uBf+Rb+xoO3sOYDfnn1E7yWPnTd+DH++OnX8c7hAn/+9pv49jsPgKsB3fsbdJdUguBTRgm+Dqf2RwaPtAP6DwOwhgd7n+vG3U7dBWE+TxvrzeZrdrcYTYT//N//x/gf/8m/O0vxHMC/DIS0F/Be0D89gK89KGgic+0AIA9XHs8NtsHZE6aHCdNAyGvC9WtmZ2gHIANv/j9vYPsXbwPvPTWAxdm5sZE6A8hucsP8KBkoTrkFxvPY9w56OBDRzu0OoNBqBSQ210uPo6ddgl6ssXtzi8sv9fjp38r47/7238Gv9e9DFfhvnvxb+Efrg7ti9wAAIABJREFUfx1P/t9X8fibT8HXe9D7Hjg155LZRcex1nnCrcfel5cEXP+Y5AxO3FWudtA/+SaWzAibaxdI7E2KcTu53iY3+fq2FNc2OA5wRHtv0Ub6+tfw+J/8hSFuISXwlSGQ1CVD4BJD/a+8skHe9Bgf9pAVQYnBoyIdJuSBMW168ATwwTIFXz+5wD/7xm/jf33ym9Ak6B/tcbHdG3Piag390RppR1j/BHj8jqK/EvRPJ3SXk4MIWiZTIVhgHyab8ATg/QS+Gm3CcyS5RZQhYrmkS+DPBUrcuiD4uKJ1qwiJces6Q5sPlgbqKE0qgGEYapyRYbDJab02/72+Q35szAnpGJQF3V/+CPmddyC3uYN8GiSeGwCd+zivH1zg1cev4OJHb+K/ePwf4Xe+8ANMQvij/+M38LV/dMD6229DfvRjyJSheUL+DEygZ/nkhbIgvXd1PMfGvLtkN9xXbtmtvinQ7q3FOZABAPJwi+H9gx/3Yo/ACS7ghTpzolsnBycMUFWqqZ8tkJmW7EMgwngwZZr3BGW1mBNdBIEj9E8tY073VNFfGROi81TA1iYz1mtwXqrAN5w5cRC0VFgSrYapuh94S/Ve9DUM4hjP742vYXh3fwxOOI2WstgacZiKIV0YFQDQp3LvLPAxG4DKZrykXSqAP0QxvLtHerozcLQwQG5Sel/QXHXT83MHtw5tDcFY791Qo30POfQ4XDD4vQ6jB3TbvktYv5cxvDeie//aKMmxls4U3RN13yTnefxzLTqOmL7/g59vIwLMuwNzmbnR99rYNCEtO4i5uG0gJYv7wwx9eAHdrjA9XN3CKrbvBOD69QH/4td+Hf/X69+A9AJ+fMB6e4AqYXe5QveDFbprwuYtxVfeyeguBcMHe6TLQ5lLLQB9w6xjdqAV4P0IClaxb3jplGe6rx7GY9eXpq8a7tkAQIz/+p/+e/j1/+2fn3SppZTM5cTToMoJUIDC3lBB3/UYEpuLuDMn9PFDZ054gP1vfQ/56qrqllwNf6u22UDzNh2lvm2TEMT9XbrsLN0BG9ECgjVrgQh0ty8b0ct6kQUKrUCBHOv2q9UKm8ePsP3pV/GfvfGf4De/8BYIij/9Z7+Gr//DD5G+9UPkt9+pOrEzTVpX5xI/adVk7DrFJAl7sR0vv28AoKve7CYi4FtHTX1p5AxO3FFoGNB9+RfsS7uIx7+g/0hEYrlFbqEaHQVKa2MBxOf2pWon1bgGMEPagwV9+z/9Mr76X711O1XaKUnWv/pyMYAVpzp5q1G5huRghihUMogIm9UKr/3Cl5Bf3UIS4/BohfFiA1LF40vF5kcfWNqld96HXl6Zn9w4zdDOI7B70cyjKXChxNkLvPAPL6cuXtYMo8LdhMi6Xx0lNhradoNZjBBV4HCwcWAyAGOaoO+8hyWtK6Z36Qd0b74BfbBFBLILA2SmeDYGzW39vbfM+oqy02g+olp938P48vPDlx0+GdM4FaVexxGYLCCm/uxtPPzeDwH8Dv70K08AUfzqP/0A+mffxESE9ORVdO4PrUNfmBhRX9lZifqbftsOdAzo6XGIXeqZ/NHf/2hjdpaXSvRwgPy102HuOJd+pPpC8QlplbU71EHNNT/7D38Lb/z9b3o5dAxYNwqJfXcKZ98XwBOdA6rh1paSHQvQFoBuVzi8ZlkaJAHTio29Bcsr3384gSdF9/SAdGVZhnAY7b0GjhW3ZfC0KVu8IW1iRyz9s1tlN+Qmdztm/N3v/G08+JffmddZBpER2UngMRKipFJiquAEpVSzOjkVdrUayg4uRKAfPIVcXaMNytaK3nUz4WOSZwVvveEi+9sqzczohh5YrfDkp08AvIppY9lcHvxgxMWf/wT69EPo1bWB5Df41X/S/T/Lp1QebpF/73dBMB0CgAOVHqRSAMCyXQRDaabbxI57K4t59YgtFD7+ueokZbOqBfJOAW2tG5cb67PMQ+17mH2eE4WOe+h0acW89WNAFRxNaurqAHQLBsiDrsOjL34B8vghtGOMj9eYthcgMVZu/9aPQbsD5L33zU3CN69mb+Wp/kQzgaPgmcsNzdg8q+XxfN5wFwJLNSz4tb9zDXr0yrFODADTBNpuwH0P3ayh27WVo57JThV8WQ36Eghzt4cedpAPL6E/emvWh/T6a8BvfB37NzbQEhDTWHMlYKozqeNfbRcMPF8GxHTWde1z/X4qIGYEwowyIiBm2pluHAEx242FCIjJkzEZu+tswH02tx6+OgBvvwd9/wOs/vH/jTfwr+GvvvINKBS/+r//BPkvvgXdbpF+/VeQ1wOmJ2uMmwQdCFPv/XeGtyZjuiOhBo9vg2QiNjj8czNO6st3XmsNiPlfnnqaXg45gxN3lLzt8fR3vgQAToXCLH1oZD+gqdl5WsipdJCFlnrK6JKay7hNIRoTfzm/pWlFtUHTFEH6vfeAX/maxXMAbDIO5DHOHafKQvDoxOrBKi0qcWSlYFDXO/ixL4idqkIvL0F/9V2kzRopJQwXWwtCBoCu95B334PkXAP3OBpI3XCEiBZ2Q4tiR6ChUNiZK/PBx0KHvvoeex0zqqynWbKybYHjWOB8bGLskT0icZ8wbQfIpvP7by4hUEW6mopLT7oewYcJtDvYgjZOkKcf+uJpKZ/oq1/B5S89wvioK1RBTaipsuKmxL+jZ6g+O0eKYxyLc06sY7OdS5+IyT9Hru9wC4pns6Tfaijc6eAUQadZp52gf/sS9O4HmH70Fh792U+wfeuxKQz/8q+BfkD64ps4fO0NTCvG9EqHaSCfbH2S5abuWHhijafl99ZwOe7nTP7oGb+f5dMlqneK2fJx2lU3lnVPAOTyK4QnT5/iyF8WOjtG7c4IUOPZRIDHuC7ACU4OXJtWxusVVvuH6LeDuYesuuL2wKMgXR5Ak4Aur6G7vYEN4wHSKvfL3foWlIkAxadcrk6lFV3KCWP4+z/6Bn71w2eE6Fr68rbSKu+x2xagOrH7i/sakzNktz+5y/Xzko/CSC5lxIddAvU7MICH399i2tpGwuYHH0J+9k7JNnCWs3xUGS8IP/rDdXWhjb9h3Hk2XIqsBqGuNgae8vzYcSpRqsfJyg63NjMMTS+LdKWF8aVVv4m6TJ+GzYWT6zX+HcDMbdpiqonNlVmNoSBA+uAKuN7ZexTBD1MCDb0xFMaxxE0AALm6wvT9H4B+PABMWG3WWEW8st3eAib6XERdB1qvQZuNMQ3YXWMSVyAGmMVbw2qArs2tQDsuLi8lVWjiEreodU1s9Szpq3sLCfDgf/oXuPq3f7PqjFoztvGkkIGRV4z9Q8Z0UXXqcDVZPVWI63PDpbuAfJjBhwm8z0jvPrV1Y5oAZlz91pfxzjcG7N50V+hBIStPpcl+ExlAfCedeQERwdJsApYG9MRzNFOQl8uIkg2nuCIu5BRugK8NkdAu6kbpL43kbjEMykB31YFHOKtc0V8CF2+9gvWPr8Hf/Ba2f/IdbL77BCBF/stvI73+GvLXv4x3f+MBDlvC4TVg3Ci0B2QQA0M6AZIAyfpIyR5sIgV7WtU2lSizIlKKMhmzMLGACbgYDthPHfqU8ZfL4XmJ5AxO3FGUgcMF14muoGwKlmr0VT/bE2UQ5ohx8+LYxDx/oWISremZamqmWRll4q2VkhiKTaJ4dfsB5MHDijIDNdptTNZjZ9GAW6BCPSjQDphRhmI3Ks93+fQg0GmEHrggsJGyTfd7AzpCYQ1gYhgMcIgo48FICIZIyxQZenOZiN0v5nnAl8TQoUazD2BiFiMk+YTNsPHJllJv5hsdu29jhvYWNXjadsibVMY5wAllrgshE6hnMDPoMFr/ghmSM0AMuVhhfJBwuHDDvDNU9GUAJ9pYHPaMNOBEtoJD2Ug92cKdAR7NbYV3A9JhY4vr9R7pwwNILLMHDT10s8L4oMO0ZowXjLzCc4MTs3fnNvvwfrbjWc5yP7knpT2vYg5uJvFSRkuxhc+52aKZ51xf73g5PPgWiXoeeGMWEJHtUo0TaJ+sGKJCWeXJI4xP5tcbLIjCSog1IubBE37gGjvuwM1gxG3W9inwfs/PttBvG+/2N9dW1eddYmP8kQMYJWjZZ1VizZkm8EHAiXydz7ZBcIfUuWc5y11EEzC+ogWQgAIsNAMnAHMnC725VVMAzHfBgapTtd9RLzJjkMqGisVXCB3Gy2zBCaDq7UJFr+ZobwtONBuEnBVpxwZMZAUP9rkTsQCPANB57Cz2YOicahrPrjNKvqcd1WkEiKG0t00uVYsvECApu068WoG2G+hmZXps56yGlvkRTBHy1NHbobiwKVNxabN7RJg27Bmb6viEHaA03yjjDOjhgPFhw0Zr7Jq0V+SVxUI6PCADJxzUEAcnql4MKCekFZn7y4EtM8lhY2WPE5QI48OE8aFieqjQzuIk0ZDd+LYbGIZ4GN9EsVa5WeAGuohRJo73DuqTpwvF0ZZHggj5X0A9Z2nukwEVXfb1tBYnB6dSZDJGQsfggz3vdLAx7a4SuqsVhvUKuN6BL689KHQGNhtMDwfLbrhRjA+BaZOBHsCQrb+dIqUMTgZCpCQeo1rArEgs6AOcANCnDCZFR4LEdpzJwIlX+h12ucPALw8wf0rO4MQdRXrg6ktcQYkw7FqUGI7kAjeDE4sJt/zWfi/gBOYItP/jXAsvu9tNnbVNtmD8zpM/xz//4t8ExUaJKrSrlfPku+CTgRm8n0BZkZ4OoN0BdL0zZRfwybM39sM01V07AHp5Cbm6gux2Bj6ME2hn0YZ1bHJCcwKvV5amdLMB1jYBl+BJjbtMS9PToYdsVzMGRAEbVIFEmNapIt+ESn3yCUUS1d8dOedJMQN4tI6L5VtmHLaEvKFyXwId7q+03NfuukPa9+iuBTwatSv1nfVjylAi7L6wweUXEsZHVoYFy9T5YtwCFe2z0q7opwCIU4b4ETrclIUGVAslQs1HvYAjBZywhZgyALHAeTzZIs8HQtoD0m+w7hK6n11A3nsfiRkqAhkP4C+8gfHNh7j6QodxDUwPqQEnvL4WnGj6WQEbLceAE6DEcozOcpaXTKYHcwB0JkcU5EjFh8rkapligAEKyVhZETTMAAy14FrO8uJJSkwGmsT8k6cM3e0sE1HOxV3C6mzWGODI5UBPuQLcE6hZSvowfeQyZlLA5lzGMPpSfIsB3Jf98tLJDc+S5gzdud+69Hbvr3bue75QTO8zBh8lRe/LrQ+f5TlEB0H+hZ0Ze9LsPkv8dVBiNKWCTugkGjvjJzYf6npffycxYzCYEjTVjRMSU4rnzAnX3RRADl2aCm0/GBgKFEo8YKBH2tsmoX3uQAKs3uvRX22QPtiWwN6aEmTdgXaTZc/oEqS3mAnc96YDjwdAM2SXgf1+NgdRSuAHF6CHDyGbFfLDNfJ2sGxvyTMyKWz+VhR9XQnI2w7jRYKygwxsTIhC6Wdg2hCkr2Nagmu6rieujyrZOD6eJjz9Ra46oN8iqDFn84qQ18DhgSBfOIDhurECODytunf/lMCHhOFDM9y7nWK9Tba5NQmECE9/MeH6l0ZsXr9G32VsVwds+xFMip4zRIEhCTrKhREAAAwt4ETnBvfkCEnHAmmQLyb7ziSYJIGgcMdmiP8dM0NByMIYNUGU8PSwgihhlSYk1lL3JIz9lCDKOEwJY07YXQ8YR/ZkAYzDJUP6BO0IT37wGvJf/nVNpU2E6Uuv4ukvDrj8BUXeZqQnBzzc7rDqBJv+gMSCVcoY0oSBMzrOGDgjkYIh6FjQU8aKJ++jondEcMUTku9mMwSJFI/SFXbao6eMv3f8Or80cgYn7ij2cmMOTugSnKACABxNwHg+cMLoa15X1jKpzoIzNHXNjU0z2l8bPsS44ZqhI3yn/HLKijQ6sJLVCAwC85kCQCJlxwldB/SGBuv+YCluOqfLjgfgqtZhrh/NTlW00elvWK0sn2/kn/cgP4EOk8BieLiirOseedMbAyLy/bZgA1kU4MgBHIHcCiuBMNupJ7Hdf8rUMCfq4smjpenLA2HaEPK2AScYUKjP5CiLgCSb7bkjo1FtBkeHM5QZ49bS+01bLeCEpgpwzAzvhTF+6rm5l+iJz0KVOTE504XnYEks3uVzBjRRjQrti+G0YeRNh64foJfuEhQ+8OsB00WHcUuY1sC0tV1k86fz+9u4tyAAEsS9W4zFp9yeOMtHlJuMqY/TuH0Bov1ztk8FKgwirbuMDhCo06YjOJc5lubyj8Tm1YLbTbnGjAhXPv+nCzZErX5hkN7mXvGcYsbLC5TC8ODTbf8oRvfPQ0rwulaR0PnnnC3FYd/EJFmCSoWxeff+P1d8DOAMTnwGhVmxebCHCvmONZCFoJkgSkaxV4KOZujqktKgZOs90Kzv8/fT9pi0iTlh5efJyqZMBjqEDgOUeANWVLMBlWmx6UczxkW4IoSuI4Pp9TwBuQdYAJ4YoM5ibHQ2n1i64g6pY7Cnj899srbv1rapl3MFBlumc9eDenPn0O0auhmQHwwYt52BEx0g7OCEcGF+UDbwOa8Z44XpxLm3vlv2PdeF3X6x7E9RaQVilADpdRazAQDGB/WzDY6Ni6ysnrxWTBcKfSDld2PxAZN0M7Z42hMIBD7Y5mjaJxvLA0OYMF4A/GDEo4trrLsJF/0BD/o9OhL0nJEVWLF97igXgAAAWAVCXAz0yZkTx9NU3b0SpRk4kcEQJWQ1cGISQtYEAWGT1shIGHhExwr2h0lAuB57ZDD2ucN+6vCUBfuxQ86M8ZCQqcf4IePwgKAXa3tWDgeLZZUSxgcDxgvC9HACbSY8fHCNV9Y7rLsJ226PjgXrNGHFE1ac0fnf5DSlFWekBpxIqOBETxM6yhAwEgzQeJyusJO+nPOyyhmcuKswkDf20sXLGiABOXgAoExyVOfCOgcv9btT63t7zMuRvJhEBScKn/8tLiFKeLW7xLSuFDjAg6xQgBO2W86dGepBz+JDV9JdFnAiJYv2Sm7URnYPJmDnlLaYfCVDPd1cq0hR3wH9AHjKHVn18+jD6pOu/41JXFYdZJ1KKqgAJmrwl4hmH+NL1chuwIkwgi26fbMwFXTdbh4nQ5qzpz7K6zrGlt7UxjQmYBIPnaFASgRQQlob0g621HaGNivy2kGJzv4duXE0uwTlPresgBl3MR6WE8/T8iFbAhQKm5zVwSyBpXAFDKRQe4aQDYgJ9o4yoKNdE4v5tLJFklaDLcLtDt3QI68ZeW2gRF4DeTDfQiQ18IGbfhe3jkZpWY4PTtmoN4zDWT4f8qJ3wT+iQa7pecEJhTn0kmvPcMBC3WUhThMQyICGXGm/RgH2uTXSk8XueraMDSfZEKX+F+8CQfetItakWwLFnZQWWGminD+3wf0CJIJRnmpTdY1s45Y0QEXrfqNq2a0m8b/TPD5IG+UdzzEGnzZA5ywfuyQWPNrsAABjNuVhEgMlJmFkMWVzmtxvf0mnB9zQrGv3PBa2lr9xXIQgmZGzAR4ysQEWU7Or4vrLTAdq9Ryh4s5BE1WiaMQzUNMNtXMdcQJS56k9Dz5nZHMjtmCJjLw2Jm9yt4rsqU35egUeBnPvyAxEDDfvLA0GTuh6BdkMyBcGTEwXXHRcSeTxMUIPM7daZWBak4MTlTEhPWbMibzRCk7E/iajbIRZWk+/BxkAJ0zbBtSJm6VAOpDpcSuFXmSkiwnk94XZTpqEykZT1s7qVgL31p90zQZO9AphwvRAsdke8NrmCus04lG/w0W3R+9MCVG4IW5MgQAIEklZBsLgHp3a3JMgNwphgpbvogyCQF3ZzG4oZCUIGFkJe+0hSuhpQtaETTqAqTInRAlXaSjgxC53SCy4HnuMmbHreuwATBeM6YKRt709Zx6nhDZrTNtkINB2wrA54NXtNR4NV9h2Ey66HXoSbNKIFY/oSbDmA3oSsBuCa5rAJBi874z6uaeMjiYoGOzgxEPeYUd9OedllTM4cUcpk1YYiAozqBRg0Mx3v/EMKNcCODKayi7xzOhcXCjHx1tXjpN+deUCBcQeUGUrKtYASU3dMINdQGDYBGaTnhn/FAF5VIvrhbbRgCPuw10UG2rOTR4zogEmzEcuUuUpFFKC0oQLRwATNdczFcBAkre7MWbbCbowJ2CDoQH0NOCOOntCnRIdEXKljQTsz0LZ7W/aEnVw0hrbw3cvxX/X5Ch1wtwoj1t3F3BCmxt4Izhxy3f1dvmuggLGiAkDyuvwfYhapQdSMlBITSlItf81SlHDemEuY1mjC6uPm9Y+B2NiAU4Q1c9lPOLjkqb08tgYZ3lRcsow+0TqjWf7OUGGU5S6e0iAESeNwiM3i8YIF3+3Gpe5ErH+xsoaA/4TkHuBE4v0aHeS0GA/TrmvcX7HZ5UcWD9dpa+Hd40bIZ7S9RnP7K3AxBmEOMsNQmQ+7tBq4DMxMs0VmPDpL8yJ5gEPgzbObeMJRB2ANq99vVaUwBBoZnvE1c4tmRoaFQlwHSY7ZktUsokEaFLcWp1JK0lNx1cU3ThYCUVnVQMxNFVWr7K7YhCZjpu4tPvoTYzg7k0gy6LnJlS90Xf7iQHOZloHg7jqllXXnemp/q9l51ZdD3WjzL8TewDICC6p9Z8krTpgUjCLh3gjcDKwAEldp3PQwxm32ujKQs1mFxvQNXB1X1jxVN0UyMCGnjJ6npCaUYyN1p6yxVZwxT7BQje0Et/r8+mZUZSRQUjKyGr3nAjIaoyMDEXH2YEBq3sS+21yhVVAGDhjdFf3nDIOST34vdkw9iiLD7KxYpThcSWMGTKk7EyJqbhs9JSxbr4DQIK1J1HGuvjt2zgYiBPjlMGW0wUDMsBw5sXLK2dw4q5CZpxSs8YHg0FICzhBRIX6tGQ1nAr60xqdGseKMUiV3dD+bTZH4ndtJmCK4+5Tt6YDxMkNMXnHJKVhFyab9AACJYaQ0dQMPGBo9sY6iEAOSpQ4EQCILTdxMfgJONqlAgBmyxXt4IZyjR9RAQ6FkLM/PNpsTPY28cPT67R+dQRhqsDLEpwgnxADZFAyxQ2NzaB1DCFATvavTPSoYESAPPFdEoGSRSimRGUyMsOAS90GTKilA0rik3jTCP+8WNt9TJtzmmdrdqyVI3CinqSmRaDdXSgMhrK4B9LmqZxsfvOgR6aMsGhZGC3NESOC84VfHbzvNR2S978LQMLr888RAGm2k9K+Gy2Qs+jkGZv4nEkYTkfGOW5+GMr8dOKc2667SW57D5/3t9vaooKbUkNrZHUKgzQWjOaftmw2bZpRxmVxcGnUvwj3mfb2Pc89WF63vMdhtJwAKI4M8xdljN9WbrWs7lhUA1JEimuFW10+d8ot970Zh5PAxBmQOMsdhKFYpxGqhMROjSdGZvveCdvjSJ0HG5y/gqooAQ5Dlk8jl00KO0+EMTFjogRWICOZHk7G2DBwL5TkWg88LgZCT80Rr4Dqq+duthTtFNssIwIoEzKZoZk7IPdkgRDVdNPcW1BE6tkyY3QEIYL0CRypOpNaMPl4R8lBC07QLkE7u1Z6KiBI6E0AwExOorMU1+ouHHZu8zc2vwAoK3LDjChuw856VSjQadVFPdi9dI3Bo9QAyATpFNoLqBf0vRnGIoyUBKqEsc8OciikYyAzpDfX9CzOcHZbwdxRFEOXsU4jNmnEJh2cLZDRU4aAsOKxuC2wNyZBbEMR1Z0hecf5ls0AacA0AMgUDAoz27Mk7NXybx9SQtapgCURxyGTuVpOZedases6TErgnJA7Quom5D4ACnL12saZUoJ0NhacpqP+b9LooMQ4G4s1GfMmWCQ9TTMmRIASDEFP4oRoBTtgAa1j9bLKGZy4qxAgnbhBawfIn2xySr/pBfby6UlwYqEp+SRRdqS9nnJdpBINoAG1rgZkLjpXWxe7aymJPajSke26NeCEskfwdvQyXlXqbBKWRKCOQR2DswUr03Dj6MT8lpmhnrqTUporNLOGeXPZwA+LZFwnYkMQgznhulYGiNii0QM2YTtSbWgjleA/Nr4+MRe3Dh+fAir4dTFh+2JFpDNworjkqJ/fUQ1cGV1y942Ifhx1k9gxEnWAgmpMC6a6iMRCkBToZM4MIHuO5uwAzOXIraM51sqR75BWrCj6GM8EcelbgCN1QY8B84CZmevaqgSZ4JMsWQYT93cuwUw7ixRtE7S7s/RiYESkRWIDKqiAE7VPBszp7NjJcWnPO8vnSwpI4Q/086JUd7luyaC4a138EZ5NV2hUtSrTEYuCK9BQzvXYPQDMD1viRdfF726wlolgWW9T8AtkUZB8lLLrmvpMN48AXsIwaA3zn6dBXhHYBkC4A0OmXM/Aqd2wEt0fc5eOG8u4Y1ufB/g7y2dOmAQP+j0mSW6k2Y5yVsYkjDHb3m1itVgUrnO17h2pASfid56t8+p12d8sDM5c0iROrMiZIcxWLulc/Y7NF4XFwBC218gziBj7wa9wNoGiHiciUCJkBWhS5IHAB3OhoOxuHb2DE9nL7wh5YLcdGNR10GQBMnXKiB17YrI4bl2C9h2kT5CBS7wzLRs6Hk8jwdxNmEC+EZd7IA9oGBJaQArA9dNB5i7EZSPKP3cK6myXVbPp6Tq4YeM7mdqCEysFekHXZ6wcnMjC6FKGKmHfd2Cy7BqHPkGVkA9u7IgiD27LwPs4CDb9iIvugE064EHa42HazYCIMM4T3MheSBjoB01IpEgQ5CZF4vI7EO4cJubOwRZ/ghiDTsgwN49RGSuyAJPRHlFGIkFWRoJgT4J910FAOHACAdgPCfteLPXqwOjazYKUzG18UAyDjeO2O+AiHXDRWf8Zim3aN8DEAUMzJoODEwFGtONQmRMo529pwh7GQnmZ5QxO3FUIwADflYI/XK4gik145IbdbAOkheaKwemTX+ghy3pCopzJFFLOhvbOAK9mBm5tMonYAAJc8AE6AMhUQdDCnHB/OniuZzekiQEZ2AL/9MnZEGpZMnoGSQJyV5Be4/Z1NqFN3umqjXyNAAAgAElEQVTFOFBKBkokR4hTgvappDwKmhwUFvyT1ZSprAW8kIGqe4Ab+23qSxlQMpG0sSZiQo6IxIADCY6GU9PW+lkhg8ed6BUy1OsiWweNqOBE74b6YFoZqY0hZSMTCBO0J0ivQG9GOXWWs5hYg5tQgAlqnpVyuwnlnKXvZhxrF/mllPvvC07kg1YQhNynnR2wasrRyOSRbOdBg3KTydyFeltspLfnoDyEag+TDJ35Qg5qvpCDFqSeHJyJMaCSJqr2q/qd1mNtv8/yORLC7dT2U0beUpztdX+GxA3BBNtmHJWps3nwI4kKAD7JmgjGBApwET9UMKKwKdrLZ+fdoY0vKOjo3V/jU4ik//e8TbvJKL/J1eHUOJ0yypfHbvttFgviFpBg4dJkbMVTCgfq83qTa0cLzpyqM5h1p9p8lrMAlgGg32FU9iwJwOTAxKQJkxibYp87ZP/cAg+ihI5lto4vd7zbzAxEiqwGeuyzGb0HFmRhTJmL3sMOBEvoOH48Z8sipsq+e2/BNWfgBMGNRzNSaULNxNcBsgPyBEwH30xTQu4sphgpm245GFihBOQVm3489NBpMj1ZfOcxJVDEXxs65BVbms5VZDSrAAXgcTLEdWRnsuY1QVahh0agcRS3DWVAV2qbijNwoupV3As4RYYo30BchVu1349gizMDvYBWGcNqwnawnfyshJ6NObFfdVYuC/KUkAnQ0fRFKEFWtuml7O7Pg+DBsMfj/gornvCou8JD3oFJMTgQUYGJXNgLcW+JtAAW2UGyAA7ic/zWHi/PYQEm/DmRhBEM8cAclblR3TpEyQNOEtbc4yoP5h5PikMygGSfEz5cCfIakDWj7LwCwNBjWhnQsxlGPFzt8Xi4xuP+Cls+GDhBgjWNWPNYGBIt6BCfo+/BkEhQ/6zlOACsSZFoClLNSytncOLOosVHPnZ4TBmk+qIDBYltpbzaS2XG58M5c0LreZGOKXbkyQEKwnzjXJs6Wr3EDdw1j7P0SMGcmPXOvwsAcr86iwfgbhvJENRw9VBmZ0BYXl8KfxNuXr5TOqTT18BcmROJva7KnEDQbxt6nkb60HJu/Qugfm8iELfMCRCKf1ecP3Mv1Fp12WAsGTXQUOTquKONOdG5PV5iT9SYEypUwRRnTJD/S8n8gFq/yhYcsHGbAw9xbqtrHoMZeqSLtoCFqi8M6mBDxz7sDZPDmRUST1gTABSeMko7heZmAU3s5XtQUyajUbZ+j4wKzKQKSrADI+w7wfMxacaj6dNt1L0zcPHZlnbX+zRQ8QnthN9m0AfFDjhmTjwLCHgeMEM9qq27ftSlJRYNP6el/J+q61TdHzcw0TJQbgV4Fr+1rjzU7AjQ4rxTf48+N8/IXQNCnjrttnru8ltb9/JZjt+Wx92dowAUJUhoc0rJwNIucsu2L96TGZvkljYDM///m845y2dXEgm26YCMhNGZWpMyRmFkzTiIAQiJFFkJOgve5mWwoM2cEEEHWyCDG6Nwip1xtnOMlWHpHCOmBbP69ObxAAKcSIqcCSICdqaF5Bqok1MN9CZuaCvDXHfV1hzpDXyQwTcC1fU//y6ZCvOBAOiKoX0HcAIlSztKwWpLyTLepQRdJd9hJ9vsGchjTqBsiCkbM9ritpk+poNvzCUtOq50NfsGWIFBQJ0WG2PJUO26jK5zRoAoqO/Ag5QNLPvBbR9S0KDohoxVP+KiH8t97zlDFbjsB5Dfo0NvbAoZ1GPfUWVOuGsKrYyB8yAdsOYRD3mPLbcsAcVAUgI+csMSCzOsMCeQkNxAb2Of1O9a1x6XrAZEBTgxgTGhQwZhSgmTJqz5AIYiBYPHXUMmdyRhAKN2yMropYMq4aofQEOG9sauKa7vAKjr7L4NwKafsOlGXKSDAxN7bHmPniasecJAFm+ix4Qh0oNSxgBjcgzNeAQrom1rBSdqqLuXWc7gxF0l0EagZjFgAjxoYjFwaa6LovnYBmm0MvXo+IylH05vbmCTG5MRi6K0K/S6qN8nsAg0k6AlMM4M1KDajHDxCMDEAtR43YmqAhJ0To7P9Z/OFBo6VmRjJgxjlahk1IAHEIpYDjGmhcpMTZBL/xwgQQn6E2BEOa+O0eyYf7csGq7ftmNZ/jZ1BiCB5tymDcuyS7vCP9CZIWXsSmwF+xtGeRji5f4DJ763oAVulblvZ8uqgPtuUnVJL36MsXgBEWSFYgA4kHitz2QzThrPA1CNH+LmmfK+R5wJcroZVb9TXjA3qKFo8okx8N69SMb5WT4FMt9BfmGV4LkCcD7L1eBjkxvqEK0xZF5Ged6X97MeF2EJlrjOcW+5632/AzhzBEac5XMtBKDnXJjDAGyXixUklolBlZDV3KJNzaxABAB04ZYWFHTf/RVwoaMzSX08BaVcIbKMICwe88KNMQcnRMO1jUoNqhYrIMPmZbJok3Zeq1+x6/vSbDYpClhRdBrXWUNvDv2odSm2XReqASZDyQr9OQK+N7pw1IOmHsDDZsSIFd1KG51Yq56JWka4zdaqa5+ZtWwK2e4RO4u1Th9lZFyHYzbwIcV1YvfSSCcKIkEqm06u95XxcR3f+0as6EhqNg7SAkwMlJGVZsBEOuGWUFwdvLUcxlDzW3lEl0EASZAgIGUoGEoChcD2JW3Dzpgb2sS7YGTyTCUeZ8UCeAqEBB0JOjZQTYpN1dRLVO5dYkHnrhs9TyU+hLmnmMtGgha3kkglGiyJWWpVv1NxbdvvRISsemZOfKYkWA0xybkxb/Em3DUgafXTt7MwQwFaYzEM2hZEPvpda1llNlq0Se3CAjxoU6wY4tzEa7HTuaKNqicmWaAyAKjS+QsIUbJrcAEL4J9rR04oRGwsCwuGCd9R90m7GLc3XF0mfjSLQDNpN5P5KaBiBhpQLFIwGHERjK0stM0CVOYygbEfYqzcd0+pLk7wyXcWjLNZRIiNMcBlUZi7LpwCIhaPx42yXPjrD1rGNNw6osOqtktASmVBmrnVq6dc8rgp6otMYeG0i3I6UXcwXBqAgnxBivrm4MQckFiOxxwHe0kNrrN88nLDtPPx1vGcAAWe3wY/KSWgpcWdePb5Ov/byosGdU7JYjA+1tf4ecCgOxrmWoyY+9/Mm4KY3qstNwAUzwTnlm4ddwR2zmDEWW4TIrVsAhBMki3jATIyGAfqkERhCY6NOSEODLQszhnwgJYNmQHTPJxN4cwMSjN2BWBxLoBgSCg8K72zPlGZEVmRydxAbJogTABiV4qTNu1LxgwlASbPXsEwF2OPbyadu/B2EXdLS/wt6Wwqkp6ALlncCVVQSpbCmciZE56pI9VAmPEPLeNUUDa4pGwgVXdlc+cwxoT2rqcBpm91gtQFI3W+KUbOnOhTBhMwZQVSBLdEsTHCNhAhpE7QdYIhZQxsIMLECR1lEBRDN4Gg6NjKFiHkroNmrXHc7PbCvEgEqzRhyxYIc03GoAhAIhPQo4IXbbaJMKFKKlGkms1j5gdfja1MYtkJ/XsPy2kR2S0mECYYgLXlPSZ0WNOIRDW2w4gOSp75gu3+bPmAiQ1Uy0JYpQldn7H352L2oCdzLdJesUoT1smCbq5pKq4cCWouHc6Y6GkszIjquiHobwAkQh2P2Z4BDERn5sRnSpaK7+y7mmENnzBm1Eqt56PBLdpy/G9rM5b5ubX3l4BF047i7kFzvKMVbc49/o1OG3pLwOREmffPj37KeMaNxoUGcBFtWII5DRBx4/i2dSyO63LMS52L8oLNcrJPi/JbYV9JTnX7puIWbgztsLQ+b97aBRN3+fupOoNtQOWzLtxKWgXiVJwLpYiTjNN9V4FFbWorr/+OblWAELN+3sSWeLbc5vJxlrN8HqR17TjL8wuV9Z3uDjKcKON5r31h8llnn5zlhQrZPjMIAnFQUB0oM1cMz+pVNkfMjbNVJbqFuxs32k5x6yApFHVxYILdlYt955hm52vRg00/MSAj4lkxqZMYWhcQoMa4omLEt4zh2Myb6Zw4cWzxt6HAlr8z4C+Yw+W6+j30UGr00QAmjuoN9kS7GUpNv2abYPU4IdTU5WaQ9b2sI25oxHlMlmITAFi1MCfiXkTZdSy16tVNf+H3M1gBAQKk1hB3lkArCTqzdxIU4juxp/W/AOkZFkminf+kFJSUYXku2MsN5kUFRRKZfpugSOqMBk81Gs9k2Vxr2NdF4rmi6spUmBHRb1oyJmo/o48JKO9GSAATbe+MBUI+Pi+3nMGJ+0ixA+sLW/45ZVadxt/GZIs3R/ySYCy0ZZaXy19S+63S5al5++x6LZ/tsjrt+6VlwkrUBMGJcpp6j4zqMhm27iNUKWJ+nGLyRHMODKjQrJg9/zHzYX5+maSivsLw8E4vDF4tYzC/tm33DASieR9bsKHci+Y+FTZJFDMrS4/qaNvYdrdlSiwBj2KYe5llcbCZvy4Ys8EyEKB1a1CdB5ayY7U/qsdD3oIVy+mpLsjRjgYd82OzhTpGyY/V+7GolKv7zuyRaPpNi3FYum8sGRO3Bc86y+dXfm7G33KuO/nb8odnXBe/nzp+WzsIaAMh3hzUcaGiBA7Yrlu3te1Fyn37feq61jKh07/dCqo35y/ZAx+FTRDXluf0lvadHAfFnD1xiskzK0tv/q0Vbibom+o+y1lOSMeCSRhUGAuW3rFngWR2E68yKNpNB0vpqAtAYv48h+EVem5HGZmoGJdMxvpMJKbjkJWhCDcS1LojzhaZ20H70jGjBNIsiny0lXwzxnWf2WZZlNDoiwVQiO/wd7+lpcKrL2WFHkUzYKLomOytzTjWdeGABFD1Upz+XvUuKU3hJgsFkwKeJrOVAG9iXCymhJT7YvfDyk4kYHaQgQTk5RmYooVpoGVcDeRgB68SxMNRBlOhgmAJFaSgwn3A0bH2mVqKuqtGzJ0KBkOhqO5ErNYzi5fiwAPqmEErWMHeXoLa86lk/W42/ky/plmr1O9LgA/c9H2wvCHeZ118VlDzN8TGy297U0+7RWhj83LLGZy4j5T51G+5LI7X+bYeb/62D/SRIsKLa0+Vu/y3LM8/06Jevem6m+oox7U53oAN5fjymPrHGyaEE8djftVSXosULNp81B460ebme1NHOdT+Ljf1+4aybhonr2A57kdj2VrnMVx12Kyt1HyfKYah0DbNOTHMEQwqrjmlly6vbzMLqsQtIA9o2dRz1H+6pa+nKpo3ZHlq255WZQi5ial98/JzlrO8THJ+Ul82acHc289zpbcBFl6oW8ezCzr9+S5yBHZoM7me0Yiz3F9a9wlRQlYzC8tmSPM7cMzoDEAhzj02naToWYxwD2nK1lp3gB2xvSOup7Q6YI0RS/4vdKcKlmjRLysCQO2xhc6tCx2Q9JROOFf4yhsX84uqX7fQb2/7h7YemuvJVMeoJGNS+NgEEzbiSlAJQCqunMXYlLEqdRCq3livi/ELdxtS8iz0VP6d7oPHD1G21J5+WvagcO717Qb/UgWvz4p6elYBw3gPcx14yf6tqil7fVXPFk8pGmJZO4BMjFQADZOS+cMblpXnx4Aa8+Sk0luf51ZdjvoFFqiTlNGRQKHuPhXJDGvweyEqoMxyZbDmGUzycicSPYMT9xPPyTuflPy7pxKlYvAuFnmtqC81x8ouvl9H3Fzr6UBLmXFOpC1tkFNqgZK2PLEHvJQT5zQLAZV6tPmu9jdrsRZJfVZXWKRhASiLZe0IS3MZdX0xBjbhaT1X1OpgzNAb8vooqwfqpNmkbX1RkFTMkKLf0h5AZS8Q5qngtZ6/XFTK4iLtP2eMSEzu8MwtWtxloo92rad6ijaxen1kEZBJIcx2HlW6IYDyPSQm1cr6mC+4FP9r/QYc661HbhnNwqwSC4gvMsLz3+B/hYwG5M8/Nc/+bPwBG/C4b+2zrPAMJihBOa3Pfl1k6/DdDtLleDR9uMVIOMej+HzJS0eZX8gLad4pWn4TfHgWzLi1xokrcDtDcD8hWSADH2v1dx3opaL4DMChZTvossWxri7W12exN26oyRHaUycs19hn9LW9/7OJM/rrDbmhPRFbqxZ3BjDOUkVB2EkPUcKoyQECLqlFR2WIMg65/rYUJpkxII9Tidqu9kQGTkxe3kE6q1cSsliGEHXjViJ15CwWBTBlMxxFyNKKKkFyvS56pWqBNjUTMDGQCcgATQTKAGWAJ4thAXX9Jasfg8UWy1YgZwXlDORs7138BaBZTJ+eMpBd580Ezp6dz6eCVrcnsboj+3u0p77DbuCnavxqJggloHGzqKCrs1az1jGTjJwJKjVGSOiPmgmSE3LOGIVxkK7cF3H3BsvWYllaJmHk7GMoBMo+huLjCEAyYy8JoybstcdOLDuFuEIpIIu1oGGs32xeZyVkSkiqBXAAUL4nB7jada8AAZ5ONIMxarK/knDQhMQdWLU+W8oYtcOoCTvtsdMee+2wlw6T2PN5kIRpYsCfl9mak8WOCTD687zXDjvt0YngQBNS6MAFkmiBN0FPgkm5sGZY25VJS0g9hU33GcCk54CYnx1pAIdIJVrAgtwAFgEcLJUQu3JeJDlgES4MXmYxQMP48zLCQC7lt7oF6jXF6HYDe/Kcjw2TbubaMDPGw6iO+sr3CihESjpSf0lETGGZKYS67K4fDoDDJ0KFg+LqtNIAP3Tu1RHHm7Ye9cm/RzNK9b4Nr5ifP+vzqeOeKrYFnWbsuDLWZMGN1ReJ9m/0Q2GLjpelhfc3BwwsowaaxtTj814tEGCgoP3FxUfb89Ecq2W2OcBV2YEIP4FrcFd1DmHbbopUtwUIa1B/wO5nVkDFFl2tYxMAh5J/JliQp5I9pEZ/VTgwEe8C5nS9W/3nliDhWT6z8sIzddSKjo/d9pgRbjaWn/V43lpupfPPUkk+j5lf6Mv3aNvHLXTD549axvLvTeUvjfNn3dObjt23Dad+K2tR3NMTvy1k9vwv23eSdnYCjWh9AU+1CxWgOYMUZwHM6N9rh+xABAAHJQhZkqUSBeEg3SwgJjXXd+EaoAZ2hM++OW240UW5PJqTlzuKAR6HbGWPuaYSFWZXN6uOY9dWUCJnCwQgwkdGKgBoZiBb9EkSAk0EzgTOBkCQ2F8oLKZAGNxiwIJYzEvwZHqvOjChoQfH2tDoxDyplT0BmABKiKRvxxtmXr54OxSA5MX7C2ufZstAEXO9Uhi9dl32ePZE6uCEQCU5o9bHMGyfzFBR5JxwmDqMYqZuVoZyhkrCmJNnqbDzApwwcMfAiRhH8ToO0uGgPUiBNTrstUdPkwNaCiBDiJB0Ho8ipsno8gjLvrI0wKfmbwYZ0NAMVFYuLAVVWCpRZey0x4gOpOa2FMyJDPttckDloD322mN0gOI69wagZbY+++ZuvS/qwJL1fTfZ9Xvp0SdBpxmsgsRuI1Ho9wFO2PvUUy7zssVasfdnAgqI7vujmKAnmckvm5zBibtKsZKxSCXqCGm8tPHSx93Xem21LxdKRPO99SNrr6ESi2GhrJzSW7xet+fMD4uashudRIFZfApq/pY+e8wAAlB2XyjiCCz+3UV8hSk73qWOpl2tYtScp20/2n84/V0JNctGe32cFn1fDKcCNZXqoi6V4zpATXaOqDPaHvc4uGnx3f/WmAtW8/y7V+PI9Sy95oyiNk+/CdygjzYPDDUomi1Ageq0ZRlOG0YPNeMRaW3r810XPQBzn+iIOVGeqUU9VPvU9qMNkLmMr3Hq81LuG6f1LJ9e+URSiT6v3OST9LHLS9r/szyffFwT2F2fvXMq0bM8h9j6LEiuX2QywzADJdhkGxCzFV7oLG38CfYdIAsWOA+OGWwKUC3bVPJj3WHWVqrp02d/S1/qJyL1HekbdFBgFkNuthfSfL6N3TnrvJ97pONG3cv+tPrYTFfVo2vj7yyVaKm6xvwqTSGuRsRROcf6FzdMjLhfs1hicX20D3TcR5eIHRFBKBOJMR38t5tSic6vj2wu81Siop6eVrk518CKRJ4GFYxp0agI0tmmEs2lbDXApKQrrQFby/Pd2jJ18GbjGMFA25gry0CXbXvQtOVUKtFWlqlEX3Y5gxP3EU8fGZEtVf0lBxXAovh8tS+cv4dHm7gnXkotLy5Qd7PIYK8U52hNG2o2Yy3Gd/oLSCFAT5OlIYq2APU7HJFNdoGqpYIUQkmHpEyg5AZsk4eZEnk6UfJIw2aEWkBMqpWF+DlEnoLUr4/0OprI2qWo7hBNo2vdgKT4i/LWxXct41THuBrUTd/FzueowsctbHYVO7eWq3WC8futycsOMKJJqSnJUkKxMwWUqZRDyVJWMQtSktPgxOJxAdWJrgATJ1w/YrHQgjw193rBtognx+67p4hyKiCzNFS+oNZZRCZNaswHVkt1xXbvxMIG1wpVgNSVe1vGn6P/NXVX5Nm2YEoLBaMsgJh9t2Mv/0R7lk9ITkw7H38dn65UojXKekz+JwbonEr0Xob588aciGs/UlvOqUTP8hJJIsEF76EItw6gZ3Oz6CljUmNOhIEpymip6QAKcyKOcTEsaQZIhF4wSnLae1fYFZNWN7XYzDDCbYUbRAkpMzIbW2JyZkAwKVRR9DFVO0/VdE2dTIHUDMhAkBHIA2xjUgHpAekJ2d0xck+QwRojAwF9Z6lEAUsl6ozjkkq0S9CBrewe9fpGryV1hoM6cyO7ftrbPzAgvQWd1F6qRcoKHrKlEm0AiJK2nRRdEgxdBpFiygwkRt/nhl0LBIs2K9D1GcMwYduPeNDvARijZUgTVIFVN6HjDCLgqss2zocEFUD6BOnrEiYMpD7jIh3wIO2wphEXvMeW9zVDB6mnEG0yeoRtQC1ApsacCGDglN0F02Utb0WdBzMI2efFLIwRGUKMSQ0y62kq6UoBYKDssS3YQAUVPEw7e6bF+nyZR/TDhN2gyD3N5/YuQQZAB8WmG7HtRmzTAVs+4IIP2PIeA2WsaSopRAfk0k9A0Ttg0reAhvfqVLaO3kGhc0DMz4oQzCCVapgG8qfqzInWGNbFtai/hcxRVp2fi3Zn2rOAZBT3gRmzIJoTlrU6YKKmfyRoMaCL4d20pfithfHexGhYsiI0MTzpdDmuqfo3g5/xyN/IuliMT/lub5FSBQqW7IQYixZBbssqcWna4+TDJXVim41ljEWcz1rKMTT9+JxoW9tGOAreHiMGiG2yrYsD5sg1jjNW1CE8fXx5bOkeou7/F58BFGTGXDxisZLm1hgaHi4fRtOz8bDsLYt7R6XiuQEX94XtuYb338ZAmoUyilDMAYgWoLi5/7YgnTh8ls+FWCRsbR/7F1TRcwAUp1wnXpQss3UsgQmjSr1cPIu7NOZjNpTvkgL7lHH+cWTrCHmuOCm3Zesg55fXCm4Hapr4JM9q61nOshQCsObRghCqBVNMMO94y7pgIIMqPCaBwQWVYEklSwNgVPV00q2jxqWIlJNxPTqAcgK6ugHTghOA6TwBdkyZkV3HWbp9pBTvjgJIkGT5GxQMzc4eTbb5ZJtrFktME2wzKsXGnoEKRAEuEIgZSAlIDAo/ipSgXYKmBEkMSb751tXNN+1Mbypuv9KEpAnd2De+NKnnjNRmu9w3g5Kg1TUjMwmRYugyhi4cHwCkhJQEzDF9zN2AUyfoU0afMoZIJUqKgXMBJwJQGrqMLATuxNxOskI7BbLpncKKrhNs0oieMtY8Yk1jMf4HysgAegclAiAo4IQ/hyXNqAfguC2uQi7PWKNnwlxGAGAic/jIEKx5xKQd1nyA3ZK6WafkbiQez27FI3bSAwyMnDDwhJTE7w0bMFUqZNusSzZuK56w8r7Hv0RSQJHB+54KI0PRQwujw/pQ9wcZNUtHongvzJ0lWE4vq5zBifsI+cuuzT+BMQCCrpCACNjYxo6oYMACyVs+H4QS2IRiZ1rJ4jsooaTd1eZ6N6pBtS731LcgLCRH7iJhLJI2BrXCWSFmgJbwAuFyEWCMgwvxrwUxSpocokVgRFd0LFdTcRWZ5XFm1PKif85CaVOHHv0rzAmqIABquQWkKCCBj2/0K/quCO+FAs6UsWmBD1QAZwlStNQ6WV5XzguaovgCIYXOCKDmhj4xdxwxJ9ohdhukuGMs9VHfiajXA+xRtUHGlBChsmAFHROgsphlZcMUgu4YzwcrZmmwFlLuTaEU+hjwHJhJVFkkbV+XgESrR88TM53lsy/tpHfi13Ah+hjYAGG8PrOsU2D0qd/uc138fh8doj3/Lv2XCJUFRFyfcv2z2vYi5b79jslv2X468fcO5UdK2k/COD9KLQqcbvPytxsYFLNznuc3oK7XZznLM4RJseIRCstikJXQQTCBkUix15r1IZVdmyoCQkeWIjEeuSWVvXXvsN8FLGa+TM4aKxkKnE6cXH9pA3AKCKMwmBRZBJMk5DC4gVJ20a86IGczewUCnVzH6RowYjK9Tjpnj3YEScZE1c7Ot98clPBdw7JBF5t6iex8Z9wG4IAUYIjrOhMqSOu6pXRm7Gtyo59h4EQKXVfBKaPrZLa51UXgcVJ0aULPUli7xIw+5eJOAdQg6SIZKQm6JOg5Y5UM1GBJWLExJ3q2Hf6OFV3K6BNhnxTSCXRyo5zUWMUJ6JIUw7yn7Ab5VMCI3sEGJsEQ6TsbljARGgPdn4HbnlsHvtqYE0kJuWwQmit7D+BAHToS9MgzICBDMBEV95NMhDVN2POIpIKRGes0oU8ZSArpUGwlANDEdiwJ1t2IVZqwpglrtjEYyjgYY6IncYBGyzsxkM4ACXib7VmmsowUnMp3SM/gxGdJ7qL0EADVamT7z/a2a3NOHDtRxwJEANWXb9aO5eeQZXuasorNf6oOuI4XTW/bMtupOVH+rA8MNNSnk1IYEeFfR3ObY9Y+Ovp75JO3HE+65XuMw01j2o7RLf/qfV2UQYtrCwBTF5T41x4yO0jbuetoM6s9frxva8q03aoAN+YFlDCTAWaRgVgRS691L2nrqy4ji3EA4GjF6edZGgX/xLUtMFGKowBorMY2+RIAACAASURBVB18Yjzaas5Mic+hPA9t/75VnB+sz4+8BKyBkyDFvQvBDFSagWo3uIJ45Sfb8tzyLAblWT5DYju3AgH7rk2wLBMESQVCBlQQyVG2jmBBcKMDLH3mmcK/3r53EGQSJGKABZNGGUaxDyDDdFrxR5+M8OkbK0Lkn1FcSIDK4FQP/k6uu5turEX3axm8EWNuxuYNXXqmB5KDEc37FceaDbilDlnKBRolDjO9d66vGkBRVC9W97quulZsgtn4mnFbNo1I3QVbG7IfOas2sqtJuW8ltgJHuVLKid8KG9bbFzEuo29xfgqXjTDCHQzIqG4bQOvOWzfyjp6bGfigTm6g2XltzAn2TeYM32d2BlBx3SApAIkV6c81BEntPWASsCczjU1Ijj4vp1XXm4n9PWgYQcnLsTbKzJUj2p+W5TWPR71r9u9lByOWcgYn7i1uiLXAxFKoOReYL/xLY3lx3VF6slPXLXe0lhsucazUoafPX+r3C0O7vEjt0x5sifZ4gAV3lVOKD9W5NgCImMhujdVBTZ/b39H0muZDdgQqtOf53FkWlfa32fla2nkK6CltOFFOW+8cDKiTLdCuX7FYYvG7zvRNpuNr5egGB+jgiGqhSdqEHG1pCSzWRirtnY3fibEuMUCaxp0eozkAYvW2x7Tp09Jd49R7cvxSnu3Lz7B8hNgPn2t5WYNhvaTNOss95AxKfO6EYIaUqBlvUNtJVvLgg1AQMpiSe5mVxIYAPA4EuauHl9kGBLTvpgOEcSZIxfWjNWztvLqr3mpVQBCPFeLnCmk1tF1xiY0R5x4Xgz23GzANIFADgR//Vs8BZrtOACJGW7hVVVdnFECixKBb6LzthlAtX3GkXzUboqeAibohpjNDOsa/nmMSuT1aV+S4Ls5gDypZgAuy9JdhoNMNY1XBjGqIR2wJwECE+BeARW1XDI9l0xCteuApwGLeG3j5rgPDDHlLW2uBM5O79bTuFKW/LXCh4m0QO0rqoFxzb9o5smy01nG0WBpSgn62/Y5xiH4G4LKMLQEYa4JRvE2a/jPMSeblljM4cV8pFtvib/z2rGtvKy++nzLkljbmbWUvlLzI1jE791Qdp8q6j3G3BB3uem1pS2MRPwukWV63VLhP9ant8/L48h7epijf9Z48q4h2nSrr1rE7R2Uv1HPb626T9veSaRB3t0+W3fz/2Xu3HklyZE3sM6N7RGZVd5+57QJaCBKwwL4I+v/v+gV6ESQsDiRoBOzZszNzZqcvlZdwJ00PZkYaGR6REVlV3VlVYUBmhLvTeXMG3fjxM7N6cjz+KBDAzTj0aPyM3wnH1zwPZ4zcAImbfKxczZo4l/xovgnz1WveGZ8y/bn7f8vf0WvL3nw/nLm2lcVbMGfYqvN47ZL7L712rryb3OQFEejiTq2cNVShqp0S19tIJMji7E6991qH1uwLsY3bTk3bI/EX0haprntJ0Dujc86tja+zc4sf26L7qEojSDEUcuSLLpZxajN01ONP1Gvzp7+he3X7qUFnHFVlfRbN3MYsgo1B4Ne8j4dN0lMV+giJTIJtmLQttoL1N4AWc8C9biT0Jh9dOXXjWZkWCcASrjkDo9YlPsdRaEh3gXg7t8xW1Cd9y5RAR+m+BBbFDZz4EuVT7DBFQOQmN3nj4o6sfNhGL94qZMrHbfv1Jq8Tj3awBUxsRkL4rZgbUnBppIX+vjf02/icAMCNUfPry40x8c0KQTAjYyW1dc/whYU6cp9Ktp3lbHb+KtGvhPvf8lkhYZs54VPzjIxCpFE3hDGRRqYokrEiVXq8k+ABoJA6xLTNcKxFKflCglzUPAQAEjdafWLzt8Vq4lGjtHEIHc9oET26v4bKdFHuCsHDq1Mw6UCiel/NN3weMZl9A9+vRWfjbHWu/tXUv1finhGRzMcEk15jZ68yAObqtwMwU2GL1uF5JRJMnBuLhdVpJamrSHV0auVUH2NWz1Zn/WMu1c+CO8L0iByzOcSMrInIiHC9sJloyMkQnFs6YpZm6pF0iFhIUQHMqSdhrYyOxtoo5o1EWRYz5Vo/9ZuRMVHRfjan+jTsSgrp85k5m/mG1H5w9khjkijgMzq/jI4va9boQQge3rl8Ar55K3IDJy4VG0CQSOOPUOywtRvZCqd2yUhp9QSq9PqYRoxO3+zWGpUrlKJ18wNyKr6mP/JzEGHPzfoglNc7vqTg4LGiv/7jOuUkYSwi0gAqLY2qX4aIqKpNWguN6ddGJ5f6SbX+9RND+hFZpuYbJM5jo88NIe9nGRKM+W2UFWhbsV4t/nP/GGI3jtEpWprXLTLiVOSvfiaLblDzpVonL7eEZ9DsDQdqHgb64lHhPo6UathHKPGuCraDToXTnMGhn7p4zkd9se1I9CY3OScOSHxxfiY6Z0Q3+Vh5C6wJd8Y5ngNw7I/inFNMl3jPpwwZewMkbvKCjJT6t1Rm1B2IBFw3OHofFNfqWz3zYTj+1PKKvM+159K2XpJuNM1pevzGva/Uaevtw/F5YOK405zR86uJA+gjYLBR7wjUpd/g9/Rbye3t8hZlCzj4GuRTKzOX9NFWmjfYt2PozC9OfoM+vZYOepOvUM4xCN7g7/yzyim2wKdckH4KeQMAwE1ucpNPJ0Rt4ZRgmxvB5t8dHPp2v+8G+wLWnWdyWIj1fiRaGl+s9ZsUpQMlmr+D5g/BzQ/GPONsFDdFaPwOoPfr0G84HW9+xQ4KHbUh3SYi4kbPkF/3JzXtKZOOzo1FaI9vftHQF8f96vdId4/3SQzt2u45/Qxpsz2tTlFS8DsB9AvzzqGlsTaOAYneL4UyHjAwH2J5btITx7KzNJpjyvHeRObEk1qazqml98cp0w7rh8rc6H4Dx23fcoLZ14e6hf0xcPNlvH9vzIlfSz7heDhpkUG4nNU+ZLBpG/cGZStM5VXtvro8bPbV55QvbfO2ykfVu9/FOJX11gvU7/8VAjjc5C3Ka2n89DZ2yjuF9TaAf335YifcK+QKgOqi38SNNXGTIIxiCyw1nSCz4E8oWCmBECI6mOmAh0J3B5k+6pza3uVPgcruJgTiC0qN2rHC9QKP7KGcUPVxUYJzTv3zRbObiDY2qX66E8e6wA/ARAUPNOExc9bEWchqwuAZ978vIguGPrKcQ/7ieUljSzv40Mry+old63WqEZjoQAP0QIIvlInE2MuA2rN4WPn+2bRFdDO/HYGLGrEj9o20PvNQ8h7tYkviODjFjnDn7i7n2AZjKFHtC/U3kiBYw7UOHAnROqIkOgYWNE8cs2jMtCc6za/RSjb6IEYn8XbGz1Oggzu/1zbYb+4L4CW8/Rq+SYmDfRgQp97rZ3SDkxE6rsvmo9J+CjkqT8Lf1XLckS9lI8PnuTSX5Hdtwtf399adp1pzbStPnT9X5qUyPNxXdcBlN3kq17F7Xdt2EG7rupv8VnJurnvtNZw7fwKMOZou5Pzxufs/av4+IZeCQZ+yzK0p863PFaF+ESwgou26jwyia18Pb70/bvKmpRgo4aYQvgQttnNUpKUBJDifbOYTQDzXvvtxjnkN17Md6zUrW7weIZ/6TSGKEu4T+4s6hkY7k3pNb5Z+XpR22s93l/3AM65m3tZXMpyPTQv5GDYACtclpujmub6Pa/2hbfJ2lpB56c5FnUpCft5P/aTqzz7XPJqJTKn5U+06QH14hKIgAmRhvXd4bq2cBjzkE3OWlxdlOzaFhLStPVKvVRjlKI/a3pCXjsNW7zauJSYJxRdANFSrSLvHzUtG0KRFIBnOextFkF94v+cvaKK/MSdeI3GMyDBYJFyP6cf7t47P6W0jmvpS/V4jH7uBdC5ax5b737My/Iheajvhsj6iM99P/W5fk27jWE5AgVsbd6dceMTzpzbDTl0bgwSMSfz6qe47emxjX7/0WIdxvuW0eqtze38T/edmvW5ykwvkk7ImLp1ztq699t6L0h8rM0cpokJzze/5c8qr32Ebk+zW+/WtzxkfOyauvf+a/rixJm4yiDoObDvuky2ZsrDt+KrDwZkK8rAn6s7+PLKHnuv1gFTZEHo8w5kQAMicGBIwsaCIm33o3NYcAYqFEWUQ1EQk23wRHT+600EQIXHTU4hNOXL/aKOftK3z8S/SMKqzTHWKKQw0H2/tnt6HmaIT6kARbbE76r32nbidI45RM0I7qVWNrf8A7UswIbHYgZVflBPD3PLqTDcKWf9lTKznJjLnm6QOMTWEq+rDlFEdehKhOpRUUyBnSrizR8vHx8SGDjjOTB5GMw3HCOdcsudZsQQFKDT6RYEIt3x8fAqBUUBgS6fmJV53NTex9D42KoMmMCfYn0EzT6nmUFYhzc/6IfSBO8McmRPKYqHuuLv+xhXn21vmYrkScTq5wgs50oZSeMV4kZC+5jTmE2hQW5Szk/V7aaH9Kca1TcZdvmfK3Cz/tYraC+c62p5f2+iT+AzqufFeoG/nQLc7JaPDpnPXdeLu7QfP+WTwl4p7bY52hJ5XdMjZ/JgGdGMz45NF9tdJ6zzewkM5551f3uQmp+VNmGy8FfmaaEWviVRyk5vc5LOJv6/TsD38aznEPC5HTupAbtIBnNK/jvWSo3SvAI03TZJPSAUprinzijqNJhbjtfP3Xl7OryW/nuPVZsLykrzGeWX1pzKYdHxLjjBdbm/5r02+vTH8JuVrWkeXT4JEfby8Nb9+N/m25IuL5HGTm1wpN0DvJtfKJWvmRO5HwneFxwXe5VG20onF4UuLxks3N86SjoY8tjaiLpXxtrObhaeOt+pAm19flFMLfArPbfRjUe8N38cwsGclVJA7gOu8pK68y+7jE9/P1e1loGbwC3Gm7Sc3Iq8cPyPj42uVGzhxsVw5gk6N6UiW6OJdvnDfqRqd2siu+ZHZ6tmCuSv/fP3Onf8ki2+x2NEx30vqEst/bT1eaDvJ0MbRXszOxWdQz71Up/Dc5cybrbyQrgxvpGjzGb9vVkFgNoBk9pYUyjm+t9kbjlSdMeOTRW4Inbyl2UeeeOve5CYfITeg4SY3uclNPl4ETS/IRjF1e/kCdfbovgTcpKOEpUcxnaOPeNvPz9EUJAsfmYaoPwvu8ht1ID1Wl5il03fidUCCXiJDOnEkwPXuoO+d1fsER7quDLstHZHafBF064Ktv1iHUSeWoFsJdXqW637dOTTdcUzn/en6Yu2LkM59RWTo84m66EkJ9W73x3y3l6gx7GfG8X2tTf33snF+S4rRomsbbLzlMM5i/TL6dPGci/i4GXfZBHVNsPX7GPPa9p9xLBliPlPa8Zck3yQ4QWbn5bsE8fiT7Rxca9bxCjl790Xlf0TZn8mso79+QfmvrccFKPWL6+IzZh2fQq41YzgKAXVmhByZaSAenzYJ+Wizjgtl2/b0y5pcb/Ky/Cpz8YaMiuHnuucmN7nJTb4Uee18PC58AQURtqTItmYi2N5gadNuDzZks/bPwyJZP/vy+o0eOx8W4zIolNEZYduQGRVEdABBPB8Bg/5aXYn3edVok9KDFF3edASAnFQRu43P2D/HG126Xu6BhKM043o6pDsHPsR8HexpAE+7b6sdviAfP7ekPdN270uL+OzA2QBsjFXJA3A2yhGQIOPx+T46X8djEE4/PW9P94q837ip5zcHTlyi8H4Spfha5sQr5OzdF5X/ivsvufdS2WBOXFqHq5gTlzJEzk38J9Jfypw4284Tcu2EdoR4XzCZH7+EepT8+L6PZE688NxGVP7GnPh65Vebi29yk5vc5CZn5VPNx6/1DXVqMyWS3D6/36kr8z/RHZ/NEvb2OrxYXjJ/+Fx+HE6ZHd3kOvnmwAkAKOX04BmviQiICPmnD+HkCzPEBv3/IrkALPisc/NnzVu2v198/yW0uQvSBfnUfflSfqfmrGtAiO1F++vz6/O2zxeutxOvpIlUAGLr4vX5KRp/fTVu8tvLa+biRZ4+d7W+PrmBPDe5QOQ2kX7T8pr5+Jf/vqCAUaT/A3TnN5cWHtJZDL7j7qYWzoKoZW2YDGTEe5ydYfcP+R2buVq9oJs2WywNkWjmGsw86h9VtkRnShH+Rh20Ox5DiWrBx6FEx3wRGBTSvrfyycqg7liCflYZC2jsiT70K7q+LSCr2/jMmr7Vs1N44zn0LJTRlISkb5cImfkPnzRr8HHgzz6yZmpd6j3t3i3WhZuDdOfCpt54z2huouO2Ny/JwmZ2RHW8VTli0cRQojEcq+YRTUm87dZzXTtfE0q0XOMX5DeSby6UqIicfQEzc3ediCAi2P/H/3Ejs2sKRlt31V+nfQj1Jh4v7EqfVDPlwnRjffBpFuqvYQe8pozKCLiEPbHRzs3kJ/IY/XT4BHNRS6/oDn9xEGm8aQbZd/pkuwWRCbHNqvgYOx9czprYrBPVBCLUDcgiLeSV94dP1K1vHKC43LHWTX5bee1c/AP/8deo3tclt0XnTW5ykzPy2vn4f/5fv1cniKR6C+CfhCQFhXWhxvAIGuPCqCA5bHCGJZFQWihxCJIUzFRQSLAKo5Bg4lLt7JmkqiVMWXUGC21KEExUUGoo0VIX3x5KtMC+s6AUgLhAwz/a+j+EDPXvQqihMeXoPKELJWrHR6FEY77+CdgawRcN9seoq3yJq322aGshKskYmc2jmVD4PrE+m0QFYNZ7rDzXSws8JCgsz/ZM59DvE5ca/tJDZDIXMOmzEhYgU+0nIjHHqQUcQmgmSI0Co6FE7XznnNPHhUu7doohMZ7PIM1TYCFEBat9EgEpjP06hoXBKChIWk8q+gexdli76zPCdihRas/A82D7XfShRK0fvA10OpTodpv998lvPpToNwdOAG1Sdbl6t4BER1lbTw3XN86fYacf+Z4YQQw/F9bkm8OK+osn023W4eMZY0J0pjza/n6p+GTf5RM+JUzkZ/u6/04x3dbiOfR7rMelde7yOsFTqmGd6kujf4F0WV4AVMTF+3hvBUEQQJ7h+qnmbT42f2GO/bSZQf9JFNsTXzR9Gzk8J97ol0v65CZvUz56Lj4jt13gIG9cEblKxBYJN7nJTT6pvHY+XoUhaIyJIozFGBG5mBPKylZIemRTUhFGJtFFnt2fUI43ICjpbx++g65lxB37tXgddKEtAmRpBP8CQi66O766k04hrWNlFpTArgBK0Y0PKdwzJ9zDon0XxwKKHvsffK8l0jCK/ZH1cYHuohfRe6TlW0EIIRgGVJkTel2RAxJ7dpZO7BNQ3VNE2+7YSAGqablYn65FwZssjGTMiVwYvprIxfqoaN/kwqHPgUUYLNrvmhcwsWAt9oyMRYNCoEKtLWVgThBv+5rY2ORNJNr3FFkTqtCncL8v8rMBDkfMiIHpERkXIno8w3xZBEeYBY0tscWcWErSvAUDg+YF5gS549cCBiEJoZCOgwrMdP3hoE3fLhExgI6QIZhhzIlTC5I3It8kOPE6uRbAePn7SVDiXC1o+G2eA0gAgKRHCEP6YYO6X2C+UJdPYlO34RCzA1TOlCFjPc/VZ3NRjW0AKfTNEcgx5kPhGdg9dAK86EGVyxbW4wI8Mh+OAQjZtM08ZeJBZAAFAWRoeKtPQ8VHvxPUgREb8NeVAMUoY/zxm0PMm7xWRkW7u/aKaB3E9OU6xfxSgBqil+t6AyY+m9x8vNzkWiEAM2eIDGEVKYMylElgYADVFXeTTIKZsm7QBLr5GJKSqbRFmV1yVkYRAhjYgVCsHmyLVtd/q6mBrlhBrBs0HEw7AF3sJlugz6lgScqqkFTsvSG62E/25+yIZHpjan8l2ZTGgCTbKU8MMGlegTkhTJBElifVMmBlCBszosRdNWllsjImwAJKAk5tw4uMxTCl0ulYvqvPpEySXQquFTkhcal5iFhdhZBSQWLBnDJ2nDFxrs9lJjUe2CU11mECdpyxMiOlAmaCJIEkY05Y+xIXzJTtb63sg8icmI09kIZ1ja+LRuYE4zhEajuWbhmQSAELFlHmBAFkIFkihSyUvdPKZhvXO8so04qZVsyUUYgxU8aeV8xcdLwpjQT2UCDMEFZ2zsSt7f7nzIkdlCXEAHbGRknk7emZE3rswJ5vRrZzmubtMydub/mLpUMV7PNEUhmuxWNpf45a0kv5hfucuVVrtHWPp7W6HiGPaHmdrPdL+uHG9fPOLeX4+zWhRIf6Hm24+/VT7dq472jdO6Tr7fqO07Q+DnnLRt2gfVPfydG8ItjmdVUebQKHz+N7elu/rVCiW6GfejtCtwncdohZ7S5rfw1IzNg/R43q/7r8Qr3Gdmp4r9bGsf1d3b+QNdhNflu5Ret4o3L7Af+mcmMb3eRjJQO2E6/Li5GhmY+WiyqjzuMhKVvEAuoiIbh/idFXRR/h43S0jlEfivrD6Iuiv88zipVvx0d66tBYOvceOaVD1XM06FHbC0wnaByfP9YLR98b8TPmN+ZT7z2x0xSvlapThjqPa6ILJPqJOOVL4qgeOA4pWtvR5e3XX7dodx8RJTCIso3Pk5uE1rGxHtXXxBj144jpcbouX1rY0C25MSeukc0f/MbC/9zxOEbPTUSnFtvn8joHmJw5v12GHM9yHYCxATicKpMAlKJOlIZkJNI5G2o3+NsAta01bcz/XP/Ez/GafT8isFwAzBw7hzx/z1H1hoV5+95sHWNa31CMn36t1muLsXH0Urm+npec+9i5UKC73No+AtzEZONhVAqfEEY7VeD0bvlNvi35VcfBONedunbNfX79Gl3pVPr6I3khs2FuPFu310icvC6tx9G1M2YdW/mP74KX8n8Lcrb9G9eOJvpr7z+T/uj+C5/hTb4JUSBCgYNVnOZOyKKeJNbiph6EVZIuUon7BRtxx5I8Gs6kJhWJCkQYq/25U8QsRp8vuhAkImRz4FlNEdDqUR10FjPvsPtAGq7TWRelUP2TYkBFobripYzehEPCeQYwIZh6FMCdihaBFNd3BMhm0mE0f/2kuqElQK2bl4FaJoGy2Kqb6ipbSltoM9wMQ3fThcxcln1xTFgKg6moVYgQUhHk4mYd6PuyENZMtd/8fBbtz5qW1QxCTWncRIYgWTe23DSGSNMUEFbLYzUwStyWBab/E7AKVfbCGiauyXxouFnHFvjg3wvIfIs08Ek9n6CGqC0GhriDykxsZhKljqk63uG/AbY2WHusjyT7uOnXTVQAKTZ+wVYPBfCyMEAFKwg7AQqRghKkXZLDvM32oylEYBhAIW1az2TWQSIQyFlw4y3IDZy4VOJisi6KfUFNxyhgWGyGX9YxikpkA8h+ICFBZ/0fywllEfXHXoyn32TFb4EYAQiJaC/5n9nJkZvvNYi5Z/fHH945/aUCH63O9U5B/dFWZoW0PwrFk7QDsfbWRTxC3gMYIbD+GapFYx95n1j6ei2mGYGO7k+6c+152OQp7eVuPpFscpLqXArU2iuiL5WLQYMgI9tAz2kBkXkg1qboyXlkJnRgUhg38XkMhbcY3l1ZFHRdBRbcFpKDWYkCNvWJ1iKO+0Iqle0m34gMdOLLbwtz7SvMPDo5d/uL18Icd+m9xNvtPprQ+Px16DuovnfofNpfTV5ddpyQh7xOtc294L0l6cBpqeYWInKib0bFYrjM1LbaNsGr7fI2xV8SfCPe3sQWtjJhlVQjaqySsArjUCYsSBAhPJfJWBDULYyyEGYUkDQ/FEfOMEVX/mIBIhdJyJIq2HEoE7IwFplMlxIUcfeBPTMgF8ZS1BeG+51Yq88JAdmCVKBpS2FbVLOu8MxfAhcKwITYOTsWO5fNx0MJzNlS4P4GBKighPueoGz3ZQU5AJvGSwQ6UMsHe3k2R7AYgKILW3EwqDAUE1Bzj0LN7xiToDBjlQQWwVISZlmRS6quMlxPLKK+IypIVBgH0aXkWpKaDItgkQlSVq2KMJacal+iaPsg2o4C2HNJWDFhFcFKGQsydgBy5TuojqhON3WMsH1TUKKNKUtev7tJUBYys52eeREZGX68wH1pJPP8YE4ra1oFJlbY+IOOyRUJq0zmbyLV8cXF5nB/d9sCQAwkey4TnmXGQRJmSlhsvK+CZnIN9wFiJkvW+KX+VqpCDaDVVey8/5LOeAh8E3IDJ66Qag5bAQE76Fa/6BVOjN/RFIHwKRHioo3bFCGAOQs4vhbqJeRZbChqNa8Xzg3XhajXcz92Aehei8/pQIw2oRO262118zSykUaGdtU0Gz4TbNP+OH09ltNtP0o7fB+vh0vuFBOQ6rBoizUQ7QW3/EFEtoG/UOK9/pI+50/CH8vo14LG/gp9LdT+TomQRaUhdwB63MbmyLq1s2v30A/j95t8g3Jqof7ifXgbNvaxDpeyPV4JyNxkQ94aMDFIHKPn/KiclStMki76TdyAiZuYENSZ5UwAJNkiUHegZ87qnJEImQkkChp0728wJlb/BIDuGrttf4xWpovCMO+xOmCE3Y8CTJSNIdEcYqonC2NNkG5sTDZ8xRb0icWmXlE/C9D7MhOYla0hRdSng+hn9RNh4Sz02P5IryF8V73T9V71P0Gm8Ahz1Yervwn3OcHtL5LG3Pmllwf3S8Fovid0q1yjarBUHxKuXyZu/jkSW5QIEkz6ctT0nbmLMjqYC5hL9Vkxu6LO+gwE+qkRQKSWxSzme8HqKVpnYUFiqc84UcFMK3bI1e8EDJpiEszRNwk1h5jVD4WtwVL93l9Lcb3lIseHfs9MGStgfiCiFCRiFClIREgi1W9GIcbMufat+5wgf/5S6jMn1j70e93Phn4v3bnob8N9T7jfCe0PatE8DIIQNP8Tieia18FvJjdw4go5tjULK7MuoZ+TPp1PyBvAgjMoZINd0eUpOL4+1IvG+m3mNVwe8x3xFGNOYGROvFYG5sSWdH6Tttod6wZ0zIluDR2xo9hXGyvpLX8VPfuETtf5KO1x/bfW0cPy/Ig5ERfw/rIegQUAwTZy+7lvMSfG+7eYEyfvCc+kY06ckFPMib4MbDAnlHrnIaoo9MPYLkDe+lrjJje5yU1ucpOvWMB7kAAAIABJREFUQnz3vUVXaPbyTov3iAbFvEfGd3b1R0CVK6oMixCZw0vylfnoR8J9T/gnw/1FwKATqvc5k2L06dWxSBG+SzjXMUZNP6vH2NQBbZ1sx74G6MHlypyA60l0lG+vu7a6bLF9/U/8E6jt0D5X/dI3szofZN7nUjpfHDGPmJc/w/ocxEwTRM1EYh9LqPfYDl8wZ49+IYzs3kRtMVCdm4Kq55Jsz8b3zhLE2BGjKQcdfXdTjiiC/pxH5PC6Ab0zTmdm+JjP8Agy3H4HdffOC+mZE5D2O8i1LB3PIGWOeOQRluYMswADWAJkQ2ocoBhV8vyFmD3f4O9rZYvaj/C9e+7DNv4p0OFkWVt5nirLStxYHOtEv13E5oLy1x67dYErbTJ/Ie3R9410pxwTHfXRa9q/tVC/QnSib8ejQ6YurbSJ1NPG+0YHUFGOX8LX1/P45Me1/VgMkBnyPeVESML1lxyD3uQbkC+dRfAaZeEWseLTyRvfRvokoXY/NWJbvvDf3E0+qUhYUL2k854bOaMekLslyvEYrpE6zpRxtPgc6vQxesKpzZhNR5hHAMXLv+WLSKGjznypjlyrc779zSF5n3Z0YLp97/kNs7F+n1Jne8mnQt4cN8eAS0v/8jt3y0HnqHt/Cl9YlzgC/dLlxpz41BIJE9eIbwkf2RVccF/8HOtyrQ6xtaA/mmSPC9v0NRAPX/otnZzIB+bDRtrPIVuP4KgeVhd/bOP5ms8Z8OOlF0NLB4yDazvKx2mrE6tRADnaPefmy97XhJ98uc7EBDn7htD2XFJnQF5lGn4DKL5y+ZgXvTRF4aN9Tpyb614CoAmn2+HXr6nHxzQl3n/N/H1VGS/+4D++HVt5jW17y1PDVp3Ha5fcf+m1UJ7gBZ8TN7nJIALUHXMxk44sqe4eV7aC7dYXCpstIBAYHEBmAbAaMLGCkajAo4oRtd316LPLHSqqo+wGbNQ61bqNkcpUFyqFzNE2K5vAHWEKqYuIYjvf7jMhOsAU9TlRz4lvthm7wgsa5nkRCdew8aemMFKg9H+EMs0HhcRzbvYl6sCz0gnMF2dhMqeIUJa2mfEyzPknK2NDd/rF2u91dVZvz6YA2kLfnzHB2K6IfUwtv8CeILNuKO4zw7qtWKQWRtZXBgh5Y050nkuti53x12pzCip1vMXvLjGyiLc523dnZyiTwTo7jDF3YOnt9DoUu899tNG4HnPWd1HHmcq6oFYuKVNCnXEWcwiqnZBBxhLp+8OZFMV6xX1OFDGOU91f/xUWUh8hN3DiGhkX63LZtbqkjD+scVxsXducrMIfDemwcS/688eOJzfqvtk2aZ9+zpzxHCmbLy0YwvUR8a2T78k6UGvHVp+P7TgqeyjnTL8d0eqOythgEJwbHyfKcTMK78b20m4lNIdoQza1jBAhXJqjo5NrnvDCgb2w3cyiAiYk3f3NKdJxG7rPLT99J8Zal3+tj4Q+oPry6eytLxxuNx37a5czD/+Kd68U6cbUuDh7sxFgYj1P+d74Vu2cBqXtolvkt1+Yb421k+PvWtbHpxwLzp7oxuA3Ota+YRG4g0p1jAk7XksLo+imHWvhQPcPO9GM5gAcbSEJqHbiZpzucyIXjS4RI3ashWu0DuDY7NM/V1FnmO4c0xfNWVhBBiL1H1ssYkMx4KUAHqmjRpkoDjyEcxoKojqwbJE8pAcpSgFS0jm7FFAu5hyz3UMCIJsfMfPRoNe0HvCoIF43SHN+q44lak+Wor4RPJqJRnco6lScgJUZqajWWQw9yqXpgyXoiDkT8qSA0CqpRvTQ56D9r9E6GEkKVmEDeQw0CX1To3UI67hBQpa1mjVk8/pJcUyIqMkHevr/Kr4nS8NSijp1wEOSjkuxbGY/Yt9r1AyPygHtrNqnYCyYLErJpGPcxtciGn1jsTHWoryEd3Rp0TrcuetqpjGZFIBLJMhQMxy2tmXR30gOa0CfejNQlWIiqmFFk7VLoPmN5iBvTW7gxFXS0L72PSCA0s5V34FhLRXDRZ5SnCn8j/lXm36gHnuSrcV2i5xgi1604w4ACPnV6+F7BCbqBl9YGbdoGlqQRCO3QWRM7xO2lSGxf0O5MMSv2eGZ48fQvlYH6vqGrAvbM2gnYhtHpkb3PaYb0jjYE/u087/gE7A4ku51Hm33BMVCRbVXdMM2K0gBR/fb2aa3ak3ia731fUvRjt2Wklp3d7aE0tJ0tof2Nqtjc+O5uXAAFLrfS/Nv4eU1R56KtsdaeMR0sfa3yfeYfheP3uqa8iZvUCR+HRapW+PoNeYk4+8j5n3puu61Jh0R+fytZYs98SnWtQJcTxccsngDAMUnlWvbUl9ol6YfxtTX1Hc3uUBsEW8mFqXu/nJdcBZxMCEBArOgV9GFGyBH28otfwsoqe96gS3kNLqDhystFjmiBas3IMNBEDG7fg9/KS0MZi4tskcuDKFiESlaGFH4AtN0zAhQqE6n7AkFIQIoYWUjm8JTpIGKpbRz0oCJCHbAXC7IAHZU5kQ4FvJ7VEmU8FtUJgibM3RPyxa9w8AY0uurMFA00kc0f9A+sSp7xBMDiQBgKUlBIYE9C6gz1EIN6BBU5kmtN6M+l1V0wb/KYmFCJ4BW3aYS7QCG68rSmziQTl3Z2DPcvcL7eSkbCydOX+4jRaAAhocpbeFCNTZIogbG+PlVCAeL6uFj3sdldrbN+P63sYLa9lQZI4tM2NOKLKqhJ2NPsNcb+vzdF5sPKWfCAMqW4ApQ+X9dp711UvENnLhGCoBuIdZAhCNgIi7iw/36Y6C2UK4DZFhR13x9kRtBkJZ8BCV8Ae31IdEflo7elt7A5S4/Cgto2vjzWYnCn/9AtOz+R7cpjhhb+CREGlxBXe3XcEzSAIAOJLAJcgtMONpcl9Y9nZnF2L6hjFhWZXJRX0Zlj+AY1OkBnwao+LMRKCrP7A+j1MU3CYXdA6ld5wvzkUmh7W0QxvZjiD4tGhqu6TRUlsS2oR1X0MLr7s8NjoJT6MtjwljdEbD+aHn2AAWYbfwWNP4HWevE+tnbb2Olm2T7V9BNT/5KpUNJP0f+gIdt/KoWqkD/o/ha2vaxoMtgM1bNfX7F/hnZO6/LpD/szJU2WBPi4cEHsOjV7e9fIDf5BqQI4bnMWJGwlBbqc7EdZA8z+ZhnCLZ9RKwkIGrbDIn6MeTQgUbyKlhLwnOZ6iLwucwa0rJMdbOHLaJMKQ3M1QUgIWfb3c7q2jAbECFCkJSNpclYV4aUBMkEWTWUaA3zWQC2cJ++GSmTnuMMgIGyWvS1LKBSgFwgpUByhuQMSsltSkBZwEsBrwJeCbRaPsVNEayc3Bb1nHVhL14naQQKoRZyUkQUTMhSf+ZEGiVDI6eJ3k+62F1ygoh/aoZNPySUnJCzYM0Jz3nCU5nBUFBDsupqhzKBpWCy/JacUDIDC2sfrg2g4AXIOeGx7PAsMwjATlbsKaNIMQBCI1o4AMYBzFLwirATN7fQ9EmafwZ3YlnNIXwz1KQ6dDWnqiLQEKEgPJVZQTcQZipYpd3zJDsUEJ5lxrPsahuey4Tnop9LTkAhe56lzpGUC3gFkAnPeba+nPCh7AEmTJKRiXAHA2KEUWit8zOT5pUohFa1sQgdOhpaVIcNkjEpVsibn6ZvXrWuka33dFzIIixyz9xO44mTZVyhGFD30ep2rrxX6EJ99SgWc6zoUvi7WkYt6ziva7K9ugpHN9AFz+tcftsJaXjeW8mOuvWF4/Ga/8XjS2U7/Ym+uKRC2zds3nYyYmsY0Kf669p23uQmW3Lx4uzcXPfaazhz/lw9rpGjXe/h+6vn74+Uq9u98QIcX7hb196SnKv7qXSX5HXttfqueIuddJO3KgwxUwoLHYkWphJwwMEWZYN+xzTyH/t8NQ26BelmWnJQDXUjzhffLrSRvl4LaT3c+eaN2DhPbb/yxd8o0+bvS8Oth2OEPHG86TPiPOfK75pCctQvWxZfva613S9M0pnhnAvzTk4NPlVvk1TDh74snu5Ueg/BOaY/Fh+bx2l83CUbp2xQheYdwpqi1LRXhbiP6xrSfJKVcdwWr9N16EL6wubzG3PiUhEYpQv9jCFoO9YvgBRHu8nxmthsKu1mCmVFk46OIcDtWDMK9bK0GbS5qy/UH2+xBpo9QNgR0VhD9Rz5rss1sdTdBKT+0enyi4CYmg1e3Jzp2t4f19oEkCZuuEbTjJFN4ee3TT+osQMiwBPSUah/Y51Qq7t42NNm1gFDa4m0cN9hqCGBtsaUnL52nLaNuN6DcB/aszfrAEaGQzWNeWnMdIX34zmahfTRSLRDe0ehArc6BHrS9ha6evMj/y3I6QEvbj71KUp545Eczsol/gWYgRx8B7z17ZRT8pnq/WuYeLzan8lnHptfnXnLTT6LCIAFZmYhCUV093kVrmwKEcJSUvUj4KYFan1AxuptXMlCUv1S1IUhBGx6weL5B3OOLMqEqOHW3XwBIVoZgNVYE82nBFdzBRWuDGc16YCadWRqviSCvwlnLFQmRQEoB52V0Ew0AnNYzUDUXoPqcW8SUrEYApzLf3SdWp0AAhjq7NJ9UVgGpZA67SQ9pkoHViAylwIiNfNQM4TmFNSlmFmLuslovj7crGMtbCHgYX4olO2ifUyQzJ3fjvoHMj8iOo4OoqyYgyTsXD32hTlB613D1QYhDR66FTZ0kzkRxH2grKBqWqH+HdTEokB9qmRIXehnYRwkKSPIzDkWY/SshXWclqTsHfdP0v14xHyHmDmLsN7P2vZZJgArMhgJjIO/o6louFSUypTpFiJeDA1lQfnZX4LcwIlrxRdX9TvqhAWjCVUQ4QqpLHXq8z9pKoDjxfapuMvR5i7+VZB1I3+n50dzjgpK1HvaOXLHmC+FGBton+NCXgp1bazi8YxqPZuZhK9pO9AmrK8rWEEB3IjXQh+OQMXWdy+D/PtmW9oLa+xXv+HIpAFidML4YNDRIEWOF+SXAhRdPvVehbF7M4t+0o4mHRIzCKZM/Vj1jmJAclOih2cUy2zOLhsAMbbTJ1UHKTw+t2fuis6NDva1yxt4uX5p4UsjdSp+fmkymB/8OkV+YYv0rbH5JQNPN/kiJIaVVL8Tak6sEQtaJI0iYaPBrheiow11Xyw6QKFRCY4XlDXKwonNl+ocHKEuEvQa4Ejv6ffkGiWC4saKZ+qf8bsJdd8Hxa9Vtp53nZtMF9oyae7yPqe3um7WNcggoHq66U/V8WXXL/3mGcL5+L05HVWnm62pVDtBYp9t9JVLDmCSHyvOwurcUTR6S5So8ns9OuUfx4BFEQahQILGmA2Y8EzdEWbN88RrwP2rOKDh50owEamm/13FpRsjcTzXc8EZJx9lQOoAE41RsZ3OzDpqntbANyw3cOIayf1ucR1s7j23LkabU8bKhvDvwDBj6Yf/FjtzYPfAm20hbPZnlNsgr77RouMdBFTVfmC0VlCxL1v0vP5JtaWjLHrPKqBcgGwMiQw9LnaOioVQkmpLJTE0UiyrCMDGmDAbO0WeNb2AzYOw92mx+ug5rZ/UzmKR6iDJ2+52c96XEnQyKoCZP1Y029t+NMkLGvptNoSyUkOp/WW1KlKtxn7+fKT1Ye1LAU1eHmleCSjmalnNECJ1Dp1CTMMkS8OEH69HORWqdHwpqx2hv4gcTfeXEFqYMN9BWKmOxTrWrD+7ANPEOgGHseVIsRSLMJLNyWdhpGTTJrd2kpmR+ISba3tj27fb+a0GKvhW5VOyJq4rOHwfx1xA9KTQiWsb9/n1l8ZwdJDp6f1cpA+PC1Ti9nryn30s76W6fayMfg66XZ5Xlun3+TiIu0pj2wjN58JGfWL6I3bDVv3OlHP9Na8/bZQzjPEtMCLmdQqQ8vZK0fFSQvutPgI5ausXBdTc5LNLAeNh3anTS3NUWaC74Ks7rRTCoSTdRYY7uGzjaMnS+xA4Mg1InfnAKoxDnnCwvJ/zpP4tjDkBAInN/0DxkKK2aCy62y9CWNeku/xrI/KX6hsOKDlBFjZ9R/UeXtVHAi+w777AJJQk6jNiMf3MI0osBcgZsizKVHP/E6yOJ2ldgcSgVdQ/Rabqe0IKUCZ0zjWrr4sMgICStC5KNKY2l9vcJgyUhTtmrr4mSj/lWSdkISCvWBduuqI2SKefhZFZsCwJzznhcZ3BJMZg0ef7vCYwKZPisCb137Go/khL86nBi9bzeWU85hlPeYYwsKcZhIIdZaxwtg2pzxGhyoSI48bPHyw2BY/zdhBlI1ANBwqonpv9nCgjKAvjqcxYREt0cw7Ng+yasiWeymxtmHAoE55LwvOakDMDiz5TWcNCbM36HFfC0zrhMCW9P82gomYkk2RtOwFCq0ZWkYJEytdIokwOiaF4I9vIziWo7swoHVDxVuUGTlwqAwhRF7AdKNGAg83XNw1faONatI2L9CdfeBfqQIa68B7QyGgCcSipAytIAEk6YbV2SZjwnFomBhA4/UyM2iYKTJSiek3W2L+UC0pFhTcmBSnKjHBvxRY+iYvYpNlQTC+Xc1PEtI5SSSoAKVgROpKy7XIZMGHzcHUAyrnhOFTbjnoymoiQhWmqoJA3q9QkLa41UXWEVMEeZ5XUfuQQZsriIDMB4PCSoLrYVoDCKzQCFeMIu0xhjIi4fjo4gUBt5FBOAy8qvdE9D2d70Vh7Obe2AlBkQKCOn5yu6OCM/wmUSgh9UUISyACssR9KAGUorGTO2d59YfvbN7lSukXjqWGwpaC8doF1am47f1M3N38yCaFDickcKla44cQ9tN32l+77XNKBJZfeU/99ujq4+/ONnalfTzbGSQRZ4nmE6zgPygl0kUQj+LKFsDgl0BZb21U8Bixu8u1KEcJj3lUKO4BGZwcZYMA4FA05uQVOJCrgaMpKUo/9/T6CE0tOOJjJyHPWvJf1DDhhZeXM1cygZK4bM55AmHxPRZ1g+oJ6JfCiC0kyUIIXQVqkrgc4UTsHBycMrFhWAybUGaZIMV2aIWsGpQxaMvggSLMgHQhlVl2dVDUCEPRL09NBAE8EXgiSBZhRdau6XmVAkm0webezVIe5jUnR+kiWFXnlHlD3qCULoRBjoQnPy4THqYETO9YFyvMyqe8RAzHymtQZ5oHBB0JaTG88CDARyiHhKU94KDtkYcykPISFJsy0oghjRkaigpnW5hcizHszrVp/YzkklMocH9kWlVHuTTO9N5spR4GabBRhfCj7Gho0+oIoUOAig/FQdng2cOLDusdzSXhYd3haZ6zLZICW9CDCuiIdADoQHpcZD9MOj3nGL/lOxyEJZmTta14xS8KOsrbf5mp1RSvIxqGIJiuzgRgAsKCBFQUWcvQNyw2cuFSEwM/cQIkRnPDjHK4fZ6EyfnbX206JL5rZAY/gpfeIjRFBCqADNR7KHnxotnEQQBJBGEojywAfDMU01FcRzQI+FNCik6abcTADfFiBZQVJQrWXyFn/pBzXD4Bkiyy8rqDFkOJlBh2MOVDIzch0MV9BEJvomcATgZK0+k+A2K9M2JSwIi0aiZ13sEISgbzKRVFbytKBEt6PvKAqdHlHlSGh9bQX5tKeKx908kn1U5AOzQszkk7E6UBYD2wsEkJOunNVnQUBFd3eGCYnWRIvSUdbrF+orrdkZUAImQs6jqWgAhIw5gQdzNtytp2EA1nb7CUMqCdqEciygg8Z6SDgA4OTQBaCcALY7BshoESwENm9s6YA0kRmycf2x02+XDnrCyLSZ08toDwywuYi69RNW5P61rkzxyNz4loxRkQFI7pLppw6a4LYgFoCEquiTJoOpPMP1D270ZFeKntji+0Tis+pF6Q8cWrjpbMlR0CMoNkCbizWu3tPV6E7L2fOlTPXtsqtwMl4bQOYOKovA4kBIggzaAxDK7YxUENRxbICCHGqPVtAV7znBmB89bIK42+H913oRPcHIcaYiADCKCKExGVwzjjMbWiABaC+DdbCOKzmzyInlEJYTYcBALL5xBfX1WzBQ4NWPxL26fUhaRt3mcBPXHe3lS1BmB6A6QGYHwTpuYAKUGb16TA9C9JjAS8WnQGC6SGDng4oz8/6m1tX1ZXJ5pznZyU6PC2YHmbVVScyndX/rF05bvRY54hAmFRHXlTnLasBGqK6cxZq7F/rVJ9zhYAyM9ZJERCNTrJCHiZ0lDZjDdNBAZ1cCB+mfWWo5kKYkgJNHx53YFb9bHmcgQMjPTB4IaRHwvRga48FKEmAx4R/e3qPv+6/xz0fsEjCc5oVpCBdI0zI2NGqjAEbC9Eh5Ww7t4skBW3ObE+5uVAJIEW2kKElhMHNYPyS77BIwp4XXeAb0FGEK5ii4MSEvx/e4Zdlj0OZ8LjO+PHxDuVhwu6RMD0og6bK4YDpUZAeCT897UEk+OvuOxQiPLJG/WAUvOMDdrJiRsYdL5gdiAhAjQMzXr9kfTRLrn42EgSZVyzCm6Yfb0lu4MSFQhmYf+RjB4lhR93ZDfo9vpkDihpf1pvgRDvfwAm5GpyIMZj/fPgT9j9KWITr4tonYM66qCQDJ5xaNv/jGfy0gH95gizKGeMpQQ4z6LBAng9ASqApgYhQfvkAORxag5h0gQpADLSQtaA8PCgYsa7gUkDrXpWniRX5AKrZh38KEfh5BS87BSbsrySqzgmECemOUCbvQFSQwvu+JKkINASK3tqufnsQBk6sgjwrMEErId9739qLgID5F7FJHpgeFDGfH8QW6gXzTwdgVYCHJ8b+xx2efmSQJH2BzAJJYsCHjwM5BrJGqXSQK69FqeNWFVJeyV5kcgROdCyebC/pxUxeViA9CvY/Fux+XIFfHkDTBLq/05fm4yP4p0fsf9xj9+MMPjDWLCg7giSgTFae6RW1/NieI2AvKu8vN/UmX5EIcERlP7VYfmkRuZnmFS/teMu58Xh4pUcUcoWbAkBRIIX1nIWkcxMFSgxMEzDPABNkSpqGSAHcKamCPk3VFlpAQNnYT+l+i8GO8BMDFHl/YcIOiAjn6MQ1l/j+dd62FEhYmLwZOzABOjMTGs4fJd46D3328wSZU31/V8aNo9JF7fC1nKG8m9zkBXleJ/zz3/+kZhKlhe90Z4qRnRD9hNUhJlRDWlYZxl80RQDQ2A6rbRia2QW508pxc8U/Rc1Q2dir7Pr62lSKuN9GKyE9ozIV0rOyde/+UTB/KNj9tIKfs+pNEyPvGekpIz2tKHOC7LQ/pn97RPnpZ5SHh8oatoZAZEH55QPwfAATYbcWpA87TE87TN8lCBPKpPotgMBylgpOrPeMw4PrU5q2zKi6cUlAvmPIxKYTm47ZsBzI1HQxzoA8PmL316lbW5ABPXwAyo6x3gmWZ8bf3+00j0KgVLT/fprVEp4F088JvADTL6Sbdo+C+38r4KyboSURHv6a8F/+8E8QIdxPC76bn/H99AwmwWxsjB2vSCiY2KJZDCBWBCcSlSOGjh8zpKaJDIoiZL4iqIaoLSD8tNxhFcaOV8zUyl2F8ZwnrMJ4yjOe1wk/HfZ4eN6pmdEhYf2ww/y3Cfd/Ae7++qhjf5ogIORfPuD+ryue/jTjp79+h8f3e6yF8Zf993g3HfBuWjBzxn1arOyMvX16+2ZWcGLPCwAFa7wfZlqxo9wYH1TwAz/hYG0H/gVvVW7gxIXCB+D7P5cOGFBmggEHbnph5hBHVEzC8Xpxy942ppE2EcEWywpSDJP4AEy4kxUyUON/+9t/wg9/fgJ5cF4RSOLqzZdy0Z39tShjYcnKcvjwCHl6Qn4+AMtiHcGgaUJZV8iyqhLMtjPz+KT1mHcAE3i/h9zf6W2PT8i/fFBl8PkZclhA8wT8vAPtdwAx2HZ4ah1F1E7PlDSeJvD9nZZl5dKUql0fGJD9jDKZ4xo7L/6dgZJYQRnWlwyv7k+j9Z33PS8ZZZdQdgnru4T1XvOlgsrwmD40lsH0kEFLQXpclGnyvIJ++qUi5USM79/NAO7x/E8GrkxUEfIO0R428fxleQnmcE66uTwCWYI6zoSp1qExhEKaAmVBLApi8QpMTwX7f1sw/+0X5L/9Hfz730P+/R+0P//xE/Df/or7KaHMP2DdMw7fE/Ke6o6AGMDTAIqx4kPbLwH5bvL1yscujD/1GDmXX7g2/ZhOXuvPh0UiNQCCkoEMgAK3NjdSStWXDwDQbge8v0e5N+B3ZwtUQJlwRKBVP/GcQDnrTpnv6ozMlHHRXmxhH9NdChidkPxDAEYu7M+jc+O84IAEcQXKvS1iu5gdmBGxmXM7/1vXIkBCJ85de63gdDnnhABwAt/fYf1uj/xu1nf7h3eg/S60HQbSSCvP77+kzjf55mV9nvDjP//BdF+qmzu+mZE8msXa9IhRzxXG8W83JnF9yM8bc6DpxqhMggoy+BTagRMIETEam9h1a6DpI3q+dBt3fCjgVTD/+Ax6OIA+PALPtiGXEubdDBwWyPMzpmlSgBiA/PQzys8/t+btdqr/ApDDQX+Pz8/Ij4/gn34G7/fYv7/H7n6v+vXEynzy36pt3CEXnc/2M/L7nW6aTWTgBFc9Spiw3hPKHHXiBngoc6IBM6yOvfC7/yzBkWfTB9MiyDvCuics3ycs71Ptay9z/tnLAOafBWkBdr+o2cr0mDH//QmUM7Cqk4/1/vf4B97jz//uHpgEtM+Y5gxi0T8AnAqYzd8CH7Mi5tSb8pxj1YpQ9WMBoHOS6uBENmBtPUyQAnCyEKyBlZOzmr64bxJ6SgpiFSAdgP0H4N2/Ct7/6wL6f/8r6N070B9+D4gg/5d/wbt//hvAf0KZZqz3E/7yxzv8t/sMzAVpp4yiNGekVJC4YEoZc9LzTIJEgsSlmtMQCXapgTkTFxQhTLYD+7vdI57zhIkzgP/jZP/81nIDJy6U6Vnwu//7ue1cSAQmRHetAJ0s/BqG97otkDupoWGGnQugTkLu78EdR9bQb6N0HoBLdVL5f/75f8D/8ue/9Pe50mbtkWUxRFeVVBRBeXpWZXXYTevwWOMdAAAgAElEQVTWt2tfhfTDD6DvvwOYUb67h7zfa90fDkh/+wewHJB//kVBh8MBOBwgDzax+a6gmF1WfamYwp0SaJoqGAJWyioF5288z0iuhI59ynqPJPdroeBHDYs69KOsK9I0AfOEeb8D7nf1urDWkx8PNW96OgDLqoySrOBNeXwCIFWJn/+/Hb7Pf8T9DzvIxAZOoDI7BDhStM+BWs1eWvrz3QM7nqA78x+gA78qsyQopPoSl+qfJB0KaNExxocMOqygv/8M/PQzsC6Q/+nf4/E/vAeK4P1f/4D8t78hEeM9EcrdhPz9Dus+GWCkvwtno/gLzdta+2QAa1pjtpt9k29Ufi2HfSNF/gLZ/4N0Dnsp32oL7POczX3TpIAwEaQYRdSuUSk6XxOB7vYo//Qe+Z0qrHmfILPOE2kRTHOCrAU8JdBuVpvnw6KO2XzideDBgQmvl82bks2ytToxDra06pnNDk5TayO4kX5/2O4b72fLR3KkDm6kA6ottdeZiBSw8XdMySgGyJyUTwWQfIprF9fLxk1KugD67jssf7jD+k4dXk6P70H/dq/vsMOhPbtL63CuXjf5JiU9Ar//v2zcmapYw2u6CQJQnUReYvK8pfPENO5o3FnFvFg5a2kRLpLOd0es2CKgtdRrFHVrtM0Z1XsK6DmrDm5zJEQgv3yAPD2jHJYK6FYGm82NFVSG6pI078Dv73W+fvcOcr83HfIZ5e//Xf1QPD8riPHLL6AfZ9Bu1k0413PdkYTA2MgGTs8T5jvduMM06TyXkuq6Iqr33s2QlNoahKiCE2BCmZRZoc9PkP70J/z+P3841o0LdANzn1D2E5bvZqzvkz0XYxVDsPspa/5MmH9eQIcV6WEBDosyr3/8GYCa/YIZv7ufAfkeT/82ocxA3s0oO9UFJYm+dhKON7ACFcdBLsoNgNkCq9ysexyEDqp5Omeg7570WplCOVAGzrQYkGUmKulJKtsmHQrmB8H9vz5i+stPWP/+35H+03/E4T/8EwDB/I8fIf/yr3jHBEn/Dss7xtMfCcv9DJmBPFv7Z8HB256kOvbXDT1RtnHV26WaoCM1320wv3bzfkVek/p4e8NyAyculSz6wwLaD9RRzAhOuILmESZCFjTuPp10TIZWjoMRYlEzwu5YTd+BEsNuSM6ghwny9Fx3u6wyTenMGTBAQkT0u8gmMHFWiIDdDOx3kMQo73bI93Nd1Ka9Ksr0+GQRPbyvLBiOEI7ctIS21V29oHBK5r7PipgCGpRToCn7HHbQnJmRy7ECXa9lUM69LibmdFME9HxAdTL39KwT7eFgAE+B5LVrhzw/gx8WXRxwqei22xP2bI+tPrbs3MHZhpy7dkRnFwcnpIETPun7+CjhJW5+QPiQ9cWdBWT+R/D0XM168v2M5b0qxHS3r8owPT2rB2Um0CrNNIdgOxbUgIjQ1vo9rgc3+kdCH97kK5aXnvErgIOrir+W/m/1SQf0cy9Qwe4OkAA6EJamSYHYYJ5B7lY+JWBKQIk+JpKyJXaMQoSyY8jkIKaAd0m7cJ5U6QYU7NAKmUI7gOZ1LtW6VuyyLnDbu4gAgIpd2/AL7u/HBHi0iHm3NlbI2H1kkYQs4tMWPap7Jm76Eph9SKm9G8JCoj6DL1Wob3ddJNm4KDMhz2R28aw7uilByA3r5ctu/01+U6GiJq11MQdUE+IKTgiUuRs27jQhwf0l9JmOhfR6QGU9GBjhkdwoh00tpja3ejYnNvx6cIIDOJHVt1pWcEIWAycOizLN1qXd5/OTm0xJRvTzRfME7PcgZsj9HuXdvjoPp/1e9cbnZ1hmqu+udr/N+VWvd2Zx1Pf9vbJmnZ+nCWOkJpr6jTvhNqdTSsAUzKrv9uCHQz83eJk5g/IEWkv/XLIowCGC6WG1DVkCPyg4QQ9PuoG3LKorllLfH/y4YH4oWB/UjIVWUr8ZvnFl9dSNrKgLUgMnkjRwwtPHqc2ea2VAx6E2ghPu1B5AetIxXAwgiBt3vNjnqht80yOMbWOm3b8U7ccn8zfybo/1nToD2d3tUX78Cfx0wPSgYFO+m3QtNhPIwZmZbJ1gdUjWXrK+YQBJvBm6wUgKWIijM8wQEA6Z1ffI51WRPlpu4MSlQlBzgSJqo89oE0UJk4SHpaSg2EXlbVSqzbSiGyjxvuygh/pd8DhHlZnhOyVexlgvIkgqIGYgUJiqEiuiaKoprZRzZQXUurykuMRfuO/mQV8c7MDKagCIAR+900xfkIZOcLptLJ+4AyY6BoW3iQngnr7bTdApqYMw61NY1buQm+4sz8tMqbI0xPra+4gWrhMwpaTt9/5subdnai+A4tQ7+7TIRZsL8vpcgzmJZrvxQq/PgvpJ2ZOU8VjMTNsLRlMUPHv2CCval0TSTJdQgIk1YosvBAAFLlYPP2sLANsBVnOWvg/c7EZcCUl9f3QMithPY/tv8m3IOaYQ0OaXsyCGDNpJO709ltr8XXf8z2TfhVw08LP6g9ty6Fkd/9r9pehvJmf9bUmvnLpiR6VYmGsJ4LhRfj2EcRHFAKAKJLIx6+K7wudlr0ucgxmAhDjNDmR7WUDLy75Ld7zRQREQloLskaC6Tgy317Zj8/3k1QWgu0LErX/8nebv2tjmU3JyHJy45ufitfHca6+dKzv+FsT8kJCNhVJUZ8nWOWVot3daLA+vrNe5frjJ1ysElEl1hKZqWYhxWwRCbE1XTAeNYw3UwIdwKkpzam46XVH/AQRjsMLVSB5047BRI4DAIn5l9HMpCtxZsaSmG0NYwQTANmdS1cGVzeEKvFWbqTpo7zbIxDa61hUyTbr4X5tuXGwzy+sJ0ryO9NxQZyqlY5g68OrMOtV3OVxnA16sXux6prV74tb2DKScK9DgGKaC1k0HlklBb0lkr1s11dWIgFyd1HMiUFJzbCqqL3pdyPRDYbbNKmXTFvefQaj+8SRBmQIpqL9hrqkRTeDjJYyzUV12Qp5fd2DdxytB/TIJ7B0amBP+aG3otP4h5CTq/B7a5jxR1X0BAEvWZ0+k6yEASIzC+jvK3v4JNaqisIISzprwdioQIR04UUEa2LnaT6JrvFQgooEF3rLcwIlLhRScIEFTygTGCpC6yKsK6ZbSMyjKdTL2zSIe0mW1bZLqjNCUUA6KoU8sA7pJdYdJgLnUCRGAKrUjElukX7mKqB3zegH1pyouRtFaFQHkJQMHByoypBRINjvlOGEQEClwfqGyK/yFxNTvhDE3QEITGKXN0WDu+9kn63pdgBWdgotSdPIF1GRlShD/M5tt94EBCMqS2ovAUemcQZiMWsgNTSctW+akFDr3OWGRRzaZAlvK3WsVvlHvt8nUzZN8kq8+J7gNCaW3UbDTZH1sRV+gnMV2d7UPeClIi9EPV4/ewbUfZWaUmVHMsSngE7ErKn07q9+QsU9e6Iub/4mvWC7Z7b0ozYXnEOctPpPOL4WLHMZ4CQwwAN0inVgXkkyoURiYzCSPgNTP0cilsYU83LN46GL3IWS/MWcT+A6jAxgiZiJSzGRiqJMArgVXmnLx6E1t56tj9AGtbl2nDGmC6UjJrPl2ILV1i/dm3ZUs3XVtf981kAIygEKvG7hibZFLxsaXIl1bRHvLnil5iGdRG3qRos/7GlbkTW5yQoSUfk7Swty3UPRUmRO+oUIiR+zOcTPm2Kyj1wHU7xcZ21MdanI2fwCWfwTUOr8JWYBkukwy/T2H+SOCE647rlnrDOicacwk4hVSuOl3xIjb79UhfIHqvrkA0Gh1NKkTY1nU14+aaVg/OVPNTfqinuvAcOhDms2/BZHq+q6Pus6UGDJPlRlRTcwDOFHmYPLMhLKqU8+mG6N/ZnNCMV02z9rflH3hTOBZ4IzYstO68NJ8GtX2W35lTsiz+sUoM1B2Ys4965TdFuI8gBNeJ3OmXt9TkWUX7Ts86h610z2T2B5p1vsdsBBnLNQNBDQTEQPP1LmqRx4k8IFRZg0c4GBMOijjpNhYkpRQdqxt30H/ZlE/IAzzByINrDDQQQi6fmRpgISbdBAUnLA+IFZwIs0riBPeepS7GzhxoZSJcPj9rk10PpANTXQnlTWyhk+QQI/kdhPwxsoponI+wTv1zECQziFmlDBxVJpaEbz//SPkh/eVQoZiDjGd6pWLUtfqbpuiuEQEOTDKYWnKoIEI0d6tKpMlQx6fjFY6WThOW5g+PGk0j3VtzjUJSj0b/Ui4gj0ovzRNaiJgZVLiRncDdGLezy0vQJX8eD1RQzDFbA+r7XTrQzVvyQpO7GbkdzPKvf1cik64JIK0m83rMYEfJnU2N0/68nGWiO9gAcAP3+Hw+z0OP6SAjvYOMVuEkX5cjOMEXudTacbrG8cx0kwz66B+HIorGqh/6VDUzjMDvGSk/YS5FHApKD//DP7HB+zfTdpXv3wAzWb//Lt75LuE5fuEda/IukdXqS+hMPmPfVKbcSFAsfkbu8m3Ia7onbu2lebcfTXNaAYWvm/daxEh8j3CIt6VpboCB+AMOT0mKkq3qKwIafOb+8xJSUELKdWvkBCBnhcwEeC7Wquy8OiQwU+rOsR8PqjJn7PaDFju6xXmz8qcKO0dUJW7vk/kiJmw8d6qii9hfZytjZ5P60ipALL0zDaXYpOYP7saPlD0fVRCWzyvuBj4WkQAwDYxkCGHBdNjjTcIelSb72bOgq+r/Tf51UUm4OlP1EWSc+eYNWqciEYDM6Aivr+rE8UXwIl6nixvixQG012oqN1/CyXvN0ktp9XNw3HqnMFZGnMtgBO8Cvg5V0CXD7rrzYmBxyfbwFsrY5bmScGGdVVAwVi38uFBfXE9POimWhH9HZYCPD2Z2bUzTDUfvr9TM5CQDwDVzYsDjApk0zyrDwtmi8xEEGOpauMJ+d2Ekrjry9pWqB7mDjOpCL773z/g8Ie7js3mm1V8UGfx+Y5x+D5hed9Ao5L0eeeZqi457xjpkDHtEtLzCjqsat4rAlhfPf/hDo9/ZDz9URo4sTd/Cm6e4UyA5IsvHxs2v9kCvWRbazkqJmjptwZZBCiMLaFeQvU7P7HqshbNxEOwUqE2rjOBF8H6SEgHmM8JxroH0nKH/VpA/3UH/ONnzDsFkMrjI9IPPyD//j0e/zhhvQee/kBY3wlkVoBCWCCzNKBhsnaSAzECZgHbxgWRHhOJOtG015+H632/W3DICRMX/D94u3IDJy4W9YJLYrQ0n2RFangdwNbrQGcm0MJ02XGceF1xCl5z2zW0+PNC1autkPSAh3gJ1E0k/oNLLIoGOzWDXMENBYb402TfxRxIElNDhwGM6HAvpiCW3O3kjZQ1zceAjZEJQdTsn5kbqOLpHJg4QV1DjPoRkGEwTJGnVheHHkeF3OtdJ/qIKisoI0BD2cnyzmJsCVYF0V8sXpfEaiOWSBHPRA2Nrf0S/hDOhb47AoMxpEe73umfcVEG1EeozaVeUeje7WGyt5eajnVj9kyk3qSdqudmINGpXmJNV0PB+jOxR5FCuY6Uhz45Sfsc2n1jS9wEwPlFF51J85rx89I9m+XJiXN09BUnkhzlFZhmvgskvnMZ/SBVZawBCEdgwghOxHNDsaflxQQX3hsmrXPP7ORzsLZ1C5YNkGMrz0uvbdVhPPfaa9fWSwqcklmncvOLVeIzvLYOL/bzhWlu8tVIDUnJqMwJyaj6q+umChSemEJo0GHilFN1uXZeLUOMrVxUx6Zsu/DRP4FAzbARys02D5CArGABGnO3qsKWT3bTDTbmGptezLb4pmD6m5StZOecOaE6tDXWmV9VPw6dQWjmHGT6lP+5c0uxvIGmACZuTIlkevDE8JWpRrczPS3q35GxO5P5KIAxSYpuwkVGs+tzRXW5qr+6mUW273BH79afE1RPNMebaeXKKvY2ijuHnywP+3Q/E4oSQBfoRlKB9YGI2NJAwjjpx5szBWqUjnH5IqrT1rFX2oFYBGaYWUcdIyW8VsTqPNn0S/Y7SLYBN9n6xs0L3fQ0aV9oKFfS+5P9TQbOTNbuBFBycAINiOCCZMCMgxIEXfslB1KoaGCXSReV6eYQ8ysRBvKOdKLrbJOo0dcEzY5nSyc7MfFGlkX3QhdUpoTm7WXJUfYCNKxApCqjVAre7R8gu3uIMy7EwQqTrD8ap/aSp1mWSmEjn3UcGID+8GqEDQBSMqRo2EwQqVdeY0LImht1rfZHYz80dFj7VwES6WybaZpA89wm6yH6BoiAeVI7uWoCQJ25jEzhhVIsHFEpDXcJ4AS5Td1uQtkn5L2BE+aRGCLgnOoLkWz3jsrU2HmzmtMIoH28m5D3FkbT6FqlghP9S/iIHfBKcKKT4bha8gggScdNieCEA7R1R4TqPe7IkwnIIKR9Ugd7xMCyIj3nusNKKUHmCXlm5B1rH+wslKiH0mZ0JiWxnSNYczlz4vS1m9zkVxObV8o0LJLDteg3QI8ZUlTxEKHqD4gSVAks0iJm2H3idt85m6PjoljyatqcsfwqSy7b7ps7W45gRX3PBXDYi/IoR6G+XVjR2I4z/dEdr+d+yAFFvURqOvPBYGYy7n+iOf/8ikXUdINWZQh69C59330MaHSTmwQhIN+pnlD9LeSmNzhgwQtVfWLUc0em5OaGQ9CJqOjueGROlNKOAVQ/BVEHUueZqMyOUs2dWl1KcjgFyqwgAq1qugoynfx5bhE8PPOUVD91E+/A7KXDVEM1kxBk0dDyqhuvjTXhevA8q3N5i9Yhbo5sG32kW+F1Y1N2szpA9rCjvqE2UWX6rnfJwoy2Pq4R0gA1KTBdtGRAckG+Y3QmMcYk0FClhPVOw4mud1SfiyQAIsgHUgIbA7ywYiZr2xel3azvo6R+2/IdI98Jyl7fk+WuALMYGKFgMiXU0KIcHqy/UjlpRIpsTEXm5mdPu1cqOFHK8SATByhA+kiKtNciUIERhFCiwrYuXLV9agliJk72mfeEsp+QZg01S8+HZqY4zyj7CXmvvyPtA4HsBDIXLWtWXxGcAOZsIU0VcEhJwFQwGXNC9wGVJTFzAZvNSeIMJuD7+QkzzzX06FuVGzhxoQgDyzuqdvp10isCNmACQKXObjJYtybegXYe6et9LGb79B1pCenjBpArlO4luQj+af+EfP9Dc4AGdN6RNRwkNy/GiRWkWN0+LOzGued4d+TijiCJanQPDQ1EoOVQF/F4tkgWrmSyocrzDNrv0LEhgEZZkxLs6jQSSDdZJ+48Dst+Vsel3s/UI8UyUXv5CCCrOm6MfefPjpeMMifIjrHeJ+R3Dk74y1SR94oOQwEkfRnZi+n5YAsCtaXO72Ys7xjLO5/g0TMnwhjZHC/AqxfcHVDh4zWAE7z6i8f7rl2joGzAqHtsL2yeGTIJ0v0Mvt8rEHE4gB4XUCnIywq+v4Pc7bG+V3OO5d4AmgBOROaE8EY7z/TJyXM3uckbkuJv3K1FdrejTWHRzyBkSEoKUNTMFFBwgELMVEEVo6Tzd86QQiCPge6mbIuadYiZc0j2tM30r1YLYn4vgjJjc3O3yN2KeHSF0LqxrfopJDiJFGdQBBDmqxSx8NU5g5YMnrkuptSc5TOAM5eY0H3FXf6tijCwflcA37iourHqDWwLRVo2NktcaNhgOfXuj7pxDnrJqmWfBSfE5j8zCUEB2Gn7pi+rHtIK51VQJgFn9SWQJr2Xlqykg6z6soj53JotQsZim27u/+GwAE9Pqh+LHYttvLmZMwBKCbzfqznH/V0z1XA2RDUTBqrPICLI3Yz8XqPhyeDPTDeeCOu9Ox+37qCwGUT6bvIQlVQAWRc113An+tL6kxdB3ikosXxHWL8L97Fm7uY7DoakZ1Us0wTIxOBHjeKGRUH35T1jeQ+s32U1XdhnTDt9wClpX6VkJgwk3c6/gxO+QM8GPKQT4ATQrAPr8DBwItv1nBkihFIIyzRBhMCTbt56GE4pjLxqH8nKyIuuTdgdaD5r/x6+Y+x+mTDtd5CHR/Bji8qC+zss303aj/eC9b2g3K/ADPBuBbFgmgpSykhJMHHGlLQPiApm1r6YrE6J9DuTYKKMRAUCwsQ6Zn+3e8RjnjEdxVJ9W3IDJy4UMXS4TnZ1AiZdu1dwAifBiTYp0NG5WE69FJBndTbUHAxtCTknqaLDCvf9af+Iv9ynal8HhAWo+IRC1a5OPS0X9ZvgjtLcD0VKwG5u1SYDJ5hAh6TsCUeHD0uPDrszM+gkTPME2s0KOrjviOS7e9ZIt2sGNETpXmPVe7xmiWYaRMh7dbYY+zmGxowOGEkEZaXqa6HrR7H0O0beJ+R73e135zf1xVfa5I5iqLBAbb2JwPudzoKrQsZln7DeEfKdLsyrR94tYKIDsbS8jtYY1wUbY8nHUCcDQBHBiTJH4EU/o50mgLrrACLIKrp7YQ6QpruEaT8rW8TR4VIMHd5B7iasd4x1T8j3hHUHYDLmiJVXx2XHnJAemBjbGr6f6oeb3OQtiEwXrs4imyJGYKg/RGrAREqNkebKa87mPyirsjyxMhNElE0RHGKKlAZMDGyIKhnoHVUGYGJrofuahf855sRrJTAoOhPGU/V7Kz5qRqDq1LWzeagDPo2cpLuttGbIOWDmrbT/Jl+OsCC/K6oLBYalgxPVVc5s6Y3y7nKpz4kj3Ti3DRVaUX1OVB0nrjxh9ZIGTDQfWgo+eFpnjhIU9JAE9Sdgzh4pA3yYVd9bs5phAAoi7GbVn1nNLMTZwE9znbN93tY6he+k4T+xm6uuW+52ajrB1MyK16x6mW8mEiHfz8j3UwMljNkQdbn1nmv0i7gJ5P1d5mZiTBbNZHnXrzdqaM0DKjixvgPyven1hVCMPc7mcFJYASpJABegWBSP9G7WNYf5xljuCfleQO8yaCqYdyt2uxWJjOEMwZx0IZ7IF+fi3ajgBBcwBIeSwGbGUGzg8KAMlzCg/LsIYS0anSUXQi4JRYBHLhBhTNNqljOaVxbCsiQFNdaEsiMUUvY2rWQ6tAJD6zsG7fcoP/4MeT7U8Sx3O6zvGPkeWN8JyrsMvl+RJsG8W8As2E0Zc8qYWDCnFTsDIogKdqlgooxd0nHEUAAjkWAivVZAmJXKgd/ND3hOkx2/XbmBExeKMLC+ow6cgKHDbLvJBPP6G9HaIY9OqC0yN3eEbZKv6HA2dDg4xOyZE6FsZ10I8Kf/n7136bVkWdKEPjOPtfbOzHMf9QCJri6qaXQpGibNCNUfAIkhPwGQWkKCniEmgMSgJwyZ8AMYIDFhgIQQTJBQN0gIiQmim4eqUetWqeiqW+eePJl7rwh3Y2APN/cVaz/yce7Ok8ukvddaER4e7h4e7uafm312/B6/fM2gMF0TNfcy4U1/06YuI1zMRWUzlFAkODHABXQ8QHI8dXZwYoWsp44Or1tXotetK0ScgInjEXJ706NoJMK1ACnc2uN4gLw6KuiQTdeSr+B2ayRACQjysDsgDOAERCI2cVgSJOsJ3jTcZfWd/lcU5+DoMCQBCQw+QK0pFgIvDLpThJy2AiHC9rpge03YXiGsBpqT7OQ+0OfK88X2h+qPcv497yrorgMF43Ge3GmzCdgUDjHLCZ2otW8vbwqWdwcsxwPkdALfnbpf5c0R9dUB62vCdgOd0I4wgMb7RVdSBoJQIMzoZreWj2qPq1zlB5Z2eDzNIJL6vZh7h1k3eJx7QY0wxuJWbiKgbYtxh1aO/KgaeLGppZsCFJZXq+M4kYTyTpVHIMpl/Ejh9fE0HyxuSQCtx2Dx8diCnOaJ+xPLHrjzUJmeClaYJQ1tDWxhC/WZ76S/dL/PXferfPlSBPTNCjSy0IsWTlNIebea6kR1pa47T3ruEH0BOFeg04IaQBAQkkXrYLei2Ch4tjRKgV48WE9UX3yb7i6jO4hvlig4oWM2V5jlBIMbwJuCDeS8ZE0ghwVyU8B3Fq6+FLTDorRq969Ay0H1Y8B05JbGd93ko9sb0O0t2qsbyOsb1DcHoJAu6BdSV+1aun7edFW+vSrYvikpPL1ufLmVsIITiQcigRPdrQMjOAFg/SY9M28/AepJXRXqLbB+I6hvHJwQc+vQtUuQWYJQ7g0kOCm/Qrk/GKG6hkRdf0KoP9lw++aEZal4dVzx5ngyCwAHJ5ouuLkG2MAkHZww9GSz3cOFZAAhOH4LGlj1d+tUTQhNCLURBKzAQ1Pg4bvliCaMY9nCbQIAamPcbQVNGOtWsNaCuyKo9wVSdXNTuGD5CXB6y5BXN5BthdzdxXNvb27UauQbwfa6oXyz4vb2hJvDhtvDikKCV8uGQ9mwkOBYVhzNXaNQw0KCA2/hplHQrShueQXbwyuklhM/W97hvh2u4MSPStxCwscTQ4RziJ28Ez1LnKOUxr7H4JkWqTk6QlhRmDVETj9cnxbZHmWhBWjRF+GoGHbG0cRcRyx/j/bhpmcAItyo74Y7Q7ozykdFHSx4ROkzNxMPxyrhq2LHWy/DcByumGvFe3MaKRJTtC1BjJgy1dfYnMf2TG3j1fKQU9ItVsJywsoTIYTYr0H0CeTyD357WjiyucmtFWagn/xfOij+b06c0+6dy3kinW8ISx/3J/SEQ7QO8TRTv2/puLkf5fCAHR72aDMdPIOto7xdo928Lfq8rYpPqsAQBumBbnblnLjKS5KLZs2f7AapwwfR8BixaDctoOOlkfvOnAT00FgekTQ+Un7Id/U593rIBeI5i/fP4UrxkCQy6Ajd+NicPEsmwb7KVXaFOjCxE+nACeMHl48JnBBMw9Guu7MkcMJAD7+f6xOul5jOkHU6IOkektKmz1wOQtJ3XAdPenjncHF9tUFaCV1H2HVbGx/n95/M/DZz9sw6o5eNRa3XTFf1DUtXCDu3h7mnkLd9ul0zvgVrf/E9PAMqejjM1F6u63nTD20w/ml6ioYMbjLspDX92tcoAo/2om4U4WLRGOCGRgockOmHaDDLCAUbHJwAq+XA1hhMDRtosJxwAKJfR0Y/1wGKitJBCiFswvabUYp1YaoAACAASURBVCOcq46HW2PUZufNBSTeg0axbuhrOAHIOP5cyZW0prPr1QBS8yUo2EKNwaWhWZlYCI0IzBVrK52jk8jaR7C2YpYT2tcqCE0YFYS+a/sy5QpOPFVs4ekDFgAb5FKIRSAQx13LiYz8Ig0OLrP+aPm6qZov7gYeE0r3coAkFo768t/XRa0DAlyxdD6gVIsRHaFKbcAdCNPcDK0TZ4oISGxlKW6/5+VyHgj7zP7KxlSsPtItXDgICCsIygRt5ldHtQGbMgijkuOdEHst/dlwnUJJca+v3ykG2toHybkN1dxPIBuNz7jFeBIDuoMZeo2Z0prpNHlbFjbXGX2Gnd3awRSfEVI/mXXJfPwhcAI759MtzsEJ6sCKdUxK+VD0Qc2DrQ7ad9KEXQ3MctJSF5vEuUqYSHp3IaK+vrGJTfL9p/fGLjpvkz25ghNXeUnyIWv4vV1ti2IkDHiEIzDrTnlKH+S/aaE6/La/M2CUKVka5HeN9xfZnwCg+KxAotV9F2QJzfYD5IcGHM7u/4Q2d8Ap94Fn3+eRel7Bi69XGiAnM3msvhkBJcVspNbEQFg17G2gkO3gD1xqSYnWtTb1hXSFWk5MnBO0hQqBHq0DvUxA30jJC2bXbzC+Urypda26kFho0Qq1MjZ3KdQKJ6mnhYPXhbzgTMrrM1lrKUkvDHTQm0utoFqVL2hroLWaqzPZRhlUZ/b1gOm6vDbQxtPmKEXIS2FzgbFKiutcthEUFqmuezmJ6QZXmq3tJI4LixKir4Bs1PVhB6M2nZuE1SqONrdU1rZUXdjasSmnB1ZCrTqWMDcldmxsbhSCVhqqNGwGTACT5URTi4JTWxS8AGAU/2FB0EBg6Kat6vEOTGhD1MZoUHBiawpU3K8LmlljqPd5t5xYt4IGwrYVbBtDNnOhbARsapXDq/J0oLVuce7T8da0PVYCL4BsjHXVIAG0LhZtQ8lKRRpaAZYmBs40NGEsXK182h4bV60jr1hJQYiVGAWCd+2Iu6vlxI9IGGhHJLTSXkTpAyQAZZIFzvzq9KR+PGSSLtQRCwcjxE3QzK1DikQZxkE+EXOmAffNco965MgPQkHMRtCBHbCFJgtYCkQAPizqs7yuEFl05FoW0LIoK7w0fckWy8xDZoqhIwZqOFFbr3MnC6JFozh45A3nnBBO3BO2yJXDgnZcjGuC7Y+Cc0LIzKjK2I4OELqLRzO3jwAWnEchPRyNoKKmdPVGiSvbARPnBKEeDAhhi3cMRl07XMIHayubpNqB1S/NuCbaQc3gwp1h7hdn/cOPy7k278eGGf48iZ7rn2TPzK0/BtcKv8Z5T1K/0knMQts2aL0OjKUw5LSqW4/P9MsCOTLqUduyHs3E3dw6tA07gDdycEhvm712eUDfvlpOXOUliRR5PNHZRTaeQs2HNTxccsVg2A6doqaqJBowWpsqoq1Bqo0NDvqmUM8C6DudLcj89hmk+FT8Ejvii5jPIq78N9F6PObW4SDMD7nolqRcPFUiwsvebkh/1pQ3G852cC+0+xVwuMpThAV8q/qd2MJSzJ1DfCcZULLwRJQ4cGa5K2nWa6c5XlxZIQU9sCWQoThI8RA44Xpuus43XBJXReZjEwu9qcSY9r0C5YbBtYBuDnobEcihQI5LbFrisKAdNOQn3RyVW8GjcjjXRHbrYFK+rsMBcjyg3S5oNwuwJK400XGSbTPIw6LWVwX1ls2dw/nMOudEKwg9Nq9DBpfnxH/m69btNunGAHq0Dl0PeXSJeoPQpduibccrQq/jVXkwtk1QDAyvN6wbrYXQmNBuALltuLlZsZSG1zcnvD6sWKgZGCBYWEkenfDRAQfHu5xr4b4uybLCF+3juOfH+28KUELsc5XFrBcUzDhwRUmRQpoQ7nhBA+FUCtal4E4IGxVINe6KjVFvGdstq+tPVSJqMUSlHYtF8wDkVrDcbLi9XXGzNLw6nFC44aZUHIu6bhx5w03wS+g5RsONhZxhEhyoxudCFQICQ7k6flbe4Yav4MSPRvYIMQFMnBNpob+nK+wMuMO56ZiTCrnlRIsIHDQO4ujlGcEJAkTwO4fvsd1SsCZD5CxcUlmUk6JVQbGJo50WcGuK5LoCU0owEgugETackfhwnypkg69F68iosZNh4nhQgssbD5dEGMMlIawrAEBudcAGk4VEGgkuQUo02RYHK/RYJv2ZwQlFxbNPoltREHgVtAMF8Y9zTjg4IRAEISbrc+ECUDPeCybIjYZLwqpRRbZXyjexvZIeqaKkxXl+ptmMcafP7CuyeZLf64TTZ0tWJO6vyY6u92KgUncVqjC+D2sLa//tllFvFyyHI+T795B1hfizuzlgu1Uy0O3WJrUbXVg5SWAQgw6xqmFlkfh+3g5X+erk0oLqEy2UP5t8hCVlDisKAB4xA40hqP0YwcbcBmpKcCxGdBy8A847kf887rrebLy5hTVNhfnkbf3ZdaUU/eT85k88dpbkaQPRHuhzntmsIDwl4zA/8xuN55uRYW4NHkZ0/94P1/Wp9XxUXrY+fJUPEGbB7WvlUvBd71YJIqxm7qZ3ysoGgNK4ESPoc77Lmd5jIZKdALERUDVCAmB6d70QStTvYTsqZ1YTjUZwIo3RyjPR+bVc5ykrA1iU86KYjnsoaDcFzAQuGjWjHhdVZe5uQLYwRQIo4j7LAVQYdKsROuT1DeqrA7ZvdDMuIm80ATU2/d5AR9N719dkhJiIMPVuiSwM1FfohJhA5/iy9m4HiVCivo7fXs/ghLYTGxdHvdXoEvLGEjUCbPO01hJADwnA9xpysy1qcbG8KaqDn9iiIQL8ZsVPX9/hplS8PpzwzeE+OCYAwYGU7PFALcCGbDnhC+7ViC8O1HY5J5gEqxQwmrk8dNeOTQqqu3EY98SBK6owbstJ91ETOPF+OaAK474uuN8WFBLcLQfUStiWgkoHbN8xtteAvNYIJXI6qeV5KdjeHLC+IWzfbMCrDW9e3+Mnt3d4tWx4tZywcMVtqbjhVUEKXq3+goKGA1ccqEbdmVp8v6U1ylqgwM1P+A53csAhSAhfplzBiSdK8Amgv6yDv324SOTBcM4EjwzA42c3OdOXnTPLcN4cz+P6AE6YW0dbwgTf03AqoJP9DO4dFWay5rstaq5PgIUaVWVWhDRMJvO4GzXUa0ex8TBntcUC1o2t3B8tXDp8EK9OkOlwrIHjaVKhSoP1sgSMDhCRURqI7Sa6i0VKk4An3sSimKCTKMEQa/MF45qeQaSzuPKbgSy1AyxczaytElo8OJ2s0SR+Dm4p3ickncvPO53blR2M49ytI/ddir6auSYA9Ik971pYG2r/sZ05Jl0MOcN0bWYSKUZkBZCPPhv1OrDoBJcAJUDCFz7aYqqQ7FbyKl+NvHRQwuVji3lhEUlEsRNjB7q7h/2J7ViN7h3c0+Sty+y+cWnh+qm4JiK/T5fV5XtcqMsHWknM3Bw/mDzDgkWmfvBgfhfa4Kn1/GQgxlW+GBEhNWcXglikA7eYUAsKQyI2G2PmriQ450I545RSC81OmK75UkTrcLeOnj+l4SyycT3eQIlwmTbrZwHCjYFgus2KcOugzXU4UVcKd+1wd2BW92NafaFoG3vV/FgvuUeZLq2hnTX8L20NtDagkHJ7Nhg4gUSIqW0lhdXVwnTTsBY2Sz1haGQ6IDZJpbmOrL8ZNp5T13WDpDiBPCRmFcHa3ryShtOEtmkYg7hexwJeyVwb7G9TNwdq6pLSirn6rgX3q4bt9PCYC1UshjRtJFiEJ7eOFuDE5i4MwijUoF4pCZwwCwiGYBWO34CDE2RkmsCpFlQo78PdtgRvA9PoInK/Lahg3G8LTrXgtBW1lqjq4kGr6bubrakAs6RmyFZBa9O2WBmyME5bwd22QD0ym9Wd0ARoYFQBNupuHQcpCk5wj9ZxsBCijTiidRS0sKa4awfUD3Xx+4HkCk48UYT6mm2wBvLFrB8LVhJcBB8ecus4W3zGzdHBAelpMnmNL1DD4j+IY2SI+ax16Ys9sQEJrBONEIFYXSsoKTT+QsWfEbtk4rX9xrsEWjCQfKK7T6x0RbpwLOzBUGsEthBFEWKJ4CSXEY4yt6WTz8R5Laf6YzuBpgwLfbUgoMhvdHWgaM9gO6aeBlY23Q3QMhI1uBWH/km4McyWCpHH0E9S+ZA+ZbzmvO0x6gNhDtE//PHD1iM99KqYpTHF5CSpn2c3EK07WZuaaWcmUyWy54Xe16jnozOePWNvk1zPVD85U1wmedlj7lU+hzxk3v6S5HP3TdfSMomwfz7aNul8VqIvLdw/dVv/EI/uh3bV+Fyyx/1xASwid9t5Sp5Pvv11kL2KCpG6AytHufIhNDYFCRr5AEAnhhyUVMQCNmOjOt/vzPN+3NKqJQMNekl36xDT5UzfS/qTaZkQUBBkZl0+9Gq7B0wfBOu75HqnkOufttg0fVaY7Y+6jssPv1+6maORPsLy1j/Zw3x6xWHuzNLPs5bV3YSzLuznW7bcSzqrENCKDC4teh06gWbSjyPvpMvC2tTbXXVjiTSu/0X53B27dJ2eWFBYDJRo4cLh0ToWbjiYJYWH82SYKyPBLCxgAJOmv2Q5oRtznbOumW7v4JTXvYGwcEMVjQbCNLp1FGaNYMINVQjMAmIBi6CxqGW0t1UGBIJ/wvova9uV0nAoNYEz9skVC3n9m4EN+tutJ7w9DryhwN07GgrUcoIJONCGSoTjC3fr+BHM0j+gXAAbnrpA8nXeQ/k9RYk4Ay+mcoz++kBJdll77iNAWnR6OYJMMg2uAHZ3Xj4EgeOUXwoF2o9N+c73mH8HyHF+qz3egQHciTyfds1e+tz23nbylHZ5KM84trNQz+kvARN7551yekoz9gsZ77nH+WAij7TZpTLNfXT3+oeAifn6x9rhKlf5ykSmhaq+2hmAsO24lw7oXGVfnhUpZAKrPuq210H2Kg/Ix3SPmMef0E+zTvCU9E+8/8WcnqjnfzDp7FPkQtbyoSu5x/TPh/TK5xz/TBIW4Om+Be7uMYK3PPWRs/PwrNqY9w8hn1F/ZVyw1nnhcrWceKIEcU5CWHtUDITZe0TS2OnXs0vp7sI4r8eDsKdHBMkcFJFnul/nnJBIf9cO5p/Wz7tLgddL2XMRDMCavrt1iEVbIDL24NaAVg2x3HfrIDPtP2sKUVcOWpLbiJkhB5juIZUs4oVG65DumuIxJyNPACygrYTbBgyrcCVdI0Ao9EuEiHwyROuwvEg8ekmK1JHdOmwWy+zIOYKFu3agWjipiEzieVk52B76PCkPi+8ZmJkb9Iki598zEai7KWW3jmiP7MJUaXDp8O/uEoSmpozE3H2cRYzhGsNfr44/eN8V6UBTZu4O7pOHQL6rfH3ypSywP3cxn+LW4emyW4ce7AX82tw6viS5RJz5mFsH8PDC6YlWJU9x8bgCGF+PRMjH1sM2SqVOhhnhPqlbJ9CMAuysii9aTlhe1SKBmDtH6CNRMNPR4rdlEToLhY6cdWM2o45Mltn1Otf3u47nbh3KO8YaZaM1RChJgbovX+J7iXYUdZGu5grcNDqILFbnTcfbWA+YG7aI6e+ZfkamV1lEOefcKsTb0q0hCGDursYRYSWR/ceaR3qbSIqaosTopu9bGn/OoTPmv63XgwAj//coGYxNGJsUtMposeghNNJoGkvedJU+tG0oWM2kueRuNem/ddoNa5JCgkL79CoarWNtBVXYXCkQ996E49zaGFstaI20zI2AymPdvQ8Yt56sm7mrQyPdVI1WstaCQsCB1Xd9awxGSQ+tYkMB24OoyRWaoVYhq/6AxY1J7iyLEn2+cNuErw6cGMKsicTv1ho4mV2d7To14PCdDXTBOSF9weZ9zjhGghMCaY33EDgB+Hq3r9Na/usABVcZ85gGYAVNJK77k7uf4vBWQ1q6yVuE7LR68MmIs5qA7zcdsL+/A92dIHd3wEmdz2QrSqi2bZDTSRmIN7UVa/f33sgAsUbjOB51QCVCu3NG5wqcTrFwJREFPNyNJLGMD5wTWwV7JI+ipnNYuLt1FA5WZX0Y7s5B0VZSSEkojXOCVzkHJ6ydeGvgA6PcMNA4yJ7UZE3Ld3zXw5Yu7xp4bVjeqc8g31fwuzsECR0RDt9tOHzXzfaCIdnN6wKo6IDK3Efic9YR82RzSX/MEw0wEWLikWgdfcLme/PFbAI+Acu94PC2obw9Qe7u9bm/uu3gxPs7LO9WHN8eNGQUqa9imCESutkby5llhcygRH6PLlR1TneVlyUfOhbbwc9evs8hdPqADunjqVmxkUdFIuP8MXNgNd83YNCiKMlSFJg4LJCFYyzGahPVskTYO3UbTM/EiCPPQokCgJCO43mx+5HPpB0/4zPNbQgramwkZMD7C5LH2tv6hRwK2kGffVmKPcNk0ptc7z5VaFR52RbDV9mRDx2PpRLWv7wJMEB1YrKNtL7p8RBZ/JnFgs//SYGWRBAem0ZGgMkplOiQR8Y3omxIIANigdxdGfrGCG+Cco/gnCinBq7A8S83LN+v4Ld3oPtVF5pLAR8PwP0JdL+CFiN+ByDfv0M7rcO7RqVYxKWmXBO1Qt69V8L4WrGIgLcb1XULh/uxrgVso8427vh+UYDA3CXa4sSYNt4xsJ0skobrdtTPg5TgMsji7f09fmvrHG9DGx7KSSOu1VtdUG+1X+d8F4dfU+h1h7cAnwTHtwCfGpZ74Pjtajq4ck7c/OUB775d8O3Na5TS8PbmBjeHFYUlonUc7PvCLSwbKBFiehSPUy0BJDhgll0x3L1Dvblzv1fOiSaE1vr37++PECEcyqbDqrkd10Y4bQUijG1j1K1ge78AKysfx4mwfE+4+VZw8+sG+u6drote3er93r/H8us73Hx7i+NfMrb7Be+WVzjdLzgcKw7LjUbrOCinxKE0HHjDYhFDGA3HUhNpKFBIcLSF6A1vAyEmE/Cz5f01lOhLFB9YyXeWJpkHYhdqwOFtR/g0sXR01QGL2nkhzjOxMuTb+mI8LaDjlKCTU0q3bEBCec/BCenlMHDiz97/BIe3W7dGQBqU4AvMagieLqxRG+j9PeT+HvL+LkKC+sAp2wZZNwhvoSyLKby0HFSJvr0Bbm4UfCBSgMPMiGXd1NLC25pYI39Ye3iYvGx2TLVqO7CGESULPSrMqpgXAm8HtMXz1PbtSHGP8iHkQI8RVw7mztbeWwMdCmRlSFtQjPyyhxIVHN71hfTyvoJOFeXdBto20P2mbSeihEjEWN5tOHx/0KiABpQME8Zeuf3YMFGnsnp3u7TumXcP0qQ9WH7YRJ+5MwLsqoi+T1UBieLgxCpY7gTL2xX87oR2WkG//Qbt9a0ixVyAuzvw2xMO39+CNgYI++BEcFdM9Uz1u+SaNKe7ysuWDx2Lv2Thp4ITg0sbR2x0KqWHbCaKsdUVXfJrSwEWjawkRBrmzsAJ1eI0xB0K67WAhU+2+zYBZf/keSe8Mahg2kWfFrbPBCvkc4ATAWpyB3VY203qpJx9oYDXRSEGHRYLX11ArUEOC6iwEhXO9f1U9X/hRGtX2ZcPHo8rofxad3XDGtJ1BgMoAIDWC8AE0MGJS3P7sHGTAAbfNDGCbieNH8AN9M+uRyMi7WXyeEFfXAMOSBiR9waU+wqqwPLdPfjdCfT2PbCuOvYui4K+9yfIuup4bZHs5P1dj9JBpNE5Dou+c+uq4IRFcSDTt9nKq3orY45kB7dsJgKtB1BT/jRZFMhoB+p6PmuEkXroYIRztPnverC6OzhBhJtftw44WTsqIaagHgn1pAv6HCXQ+diO3yG4KY7fiYIT3wvKfUW5Eyzf3SvYsiqgfvzuNY6/ZtzfHtAWwXYquD8cQNzArIUoRflNnPeBfBMvpjWdg2pzQGLuaF2Jng3AREitgOyzNUJrDBHgdK9hTrg0MzqUuKauaqUhGwEbg+9YI5M0gO8Jh3fA8dcNx19XyPv3oOMR9OpV72Nv73D8dcXhOwU05LhgOxG2o+D+uIFYsCwNpVSUotFKluL1byikXBuH0t1RDhZq9MgbCjUIyMALwvfHG7yvh8Hy5CXKVwdOzJIRYgBng7KIgJlxfPNbKKsN3mE5AUNi+847b2OaIS9f9OVjw6oRwyK1m48hWU7IgPIO+aUB2C0n0BrutgOOmzELW5o5lKgCEubKsSqQoczBhuh6SEjobpl46DkLY0e+60KkIANzDM4iApQNxNR3VKRpRataYaAUSDYr9YHcAQpArR22BSjmKkEN0gykABStZwbnnSCgE++QNi4ZkRFZ9A/a2jhpmtUGbWr41AgopwaYRUZMAqSorwDKqOzWJ9XZlitkM3O0bQOIwaeKsgrqqpYbTawTnIET08Ic6ZxfMg+udmyweJhl3klo/bv3s95eKZ2b3tnEXlYktmUFKHjTvgNpoEVjfKORPfcGWjdNx4KykpIkNaj5p4MT+TODEZPS8iB3y1W+SHnqWHyL1z900T6ZPEkfmIAJ/3Q3DW8XcbcpZl1wNzvmPD5BXEy2+2YrACEDeBVslsIxdofsmOUPO6u2+U5MHaDIdsQ5vycuep1Z/mKbfIrFs7sa/tiAiEtCHLuu4i48Rmb92cwbvpa2/ZHLU8fj5ee/FZYLTi7JZjkRQAAQkR/O9BLfEAF2wQnZ0QPC3SIsJ2yjZC+U6KDb9TJRk6eBE/ceicwsjKuA7qvqOtvWgQWLtiZmWYxERCubm1QTfCOOlsWua5oeCvbKproytgrcrwogR9x220hrBlIYOIGiuqXYeCxMIOFuOVEIvIzrhhmcgFBsFHEFqBSUE+Bk8QM4cerrlXIPyMF1Y9tsAlBOoiSTrN/5JCj3DXzftB1tExRmgadpCHyvYasN3wIxobH2t8oAcUMpHZjIlhNr1eO1MojEpg2KdNpvCUSibhe5awQooRVrDRBzD5F7bZi62DTnlzaCrNaYlUArge8JfFJQju/Vyljrps+ZlgU4pKX3uqHcN5R7JSzle7L1GaFJARXB2hiVGVwEdeGoJ0GwlIbCjINbogM42PppZbUgcXDCXVLu6oKFr+DEi5J5gN0bcOfzIoI3v/v7aAfqg53troc/1TTg0jgOaN55keW/x5tNbh0CElK3YEeHGy77czryLWRcB5r+dllRF92tFmjZYwEKfWlZCoia6pSt6EC7WFzmsnWzX9+9s8F4NDNm5aEwVwy3sHDLgWGXjUxBMvNjj9xB7ovlqDe1aChaFt0NJApzZf8NwFw2NBzP4AbgVghkDMted9bQSsjKagZ4AM3rwKhH1udvD84nvnYw4zLW7ywCKUVjPS+i5fMJhQvaoajJ3aFbTgR78QRO7PeRfnwPfJB0bldFTDsJBIzgBGnf2XXrYPOdZARQBpABZVafhVGKmg3LtilA0xpaE3BhYCloB0X068EsRjwu92PgxE7952NX+bLkQ8fin9Jvf/ayfS55NnFZAmxFFJSNdmmmrJppr6TvrrzG7+rKnIPbahoskYeMi8p5W4kpFith1QaMY/rsEvDMRar7Oe+3wyda8Db5cPK4L1GkBX9SX9i082d1la9ePnQ8vvn930dbVFeNSAeufxq3wxnfVcZf04bKg3pP1kl8WDQ9zHeRXC+La4bNGNPXSy+XmBVyBlE8ogVpJeM8NgCVwKyWaLSa7uqLQmbgsKiFUtNztJhbh+vIojtC4ovyNJZqHtR1YrN8c+tgFANoq0aDQKUAo2Vh3QxiUp2U1UrYNyFVP1V3j9zW4q60hO5i7MeboB4Q0U7y2gfQ/OqR0I6EduzPpVl0k3rsm071qMfaUTMn0TYEc1jw1YPmI0eBLA10bOCDRccoGi40LCe4RbQOb9bBcsLcQMpEhcfUf0tfZMTvJmTnCbUSWhM9ftROyUsDaHQRadQtJ4QYzXRiKaYbb9oWbSF1tXx/B9pqn9OWgnZktKO51hwFOOgfH5tGMNmxnCDScKKLRTcpBjYspN+ZZHD3cDeXN8s9mBpu+DOB059IvqZp+kz2dk8umhH7+ErT73wMfVEVaR2hnICJni9Nnzvn8n2mQzKUg4YynGW4d4/0W+ay/MAyTIYPlWGeNKfrZn6CBxe38+Oe2n+OuPGQNcNg7XCWb79wzmM3z/n4Tpp83kGJvMtwKd+5zPmY0AP9de7ne+V6DhHa7LqyU65HQYhLx/LfVV68PGss/rHLLsfGJ15MXne3vx55AoHlZxez+rnKlyEfPR5z10kAjLrRnv5Dky7r6dLfRX0bD+hlSQfwRfhQnlm/IERfFdNPhnRsOiEjdJ3QW3P7TDrpnpuMFkoeHttzJDt/h/w7j/eYrW0f0/+0bjv6rf9J29UPhzUNnvAMUt7DM/B6Jd4LTRc7hAYQdQuJ+Itqy+6fN0mWaEprOresyBYYOaKHNzclrpOpSvvq5dDnUqL8vPL7lftZzpSs7nv1D7eWyHAIcdo/G3ZCEgzAzkuVr85y4ozMJ/1+yNQzwIaE8mokConOSJYmKCTIL8TZwGEZxOfuAtq+EwFKVWa7VRfSklie0sskpB21MswXLxUwyucFlqFMyINurbsDLOX0szymFF1ayHoZmTpv1959hgX/lBdNaXxQh7WfkQv57yCCs7bL1HAyD/x7g8884No9yT7niTUP8mcT5d7EmY8neXAC2jmff/Y+Y9+9P6QyxqGURttD4vwwqbs0CeuTXhYa67bTBkN7PFT3R2eI/fpf5eXIh47FV/kACau66di0c/d4Ntfn8qXKPB5/2syvA+2XLh88HhMUjBAZdtljfudJz9jDXvO6Df3as/MpT9/J1ygZ0zVJXxh1HoJHBKOkb7h+k++VdZsMVJDrOgkgGPRgdzO+BMiFla7sLBv9Oj7TxSXrk6F7ka+005+Xm6LyM9Ay661uLYFcR7tOw5f0Npk3XnNbD67rF+7X9cfOmYSpfLGmCgAhN0Xnm6AJTOAJaCBygxMa0gIAD4iDxDTItq7rwAWlvmKAgN8H/TuSXuzvkSt7bgAAIABJREFUhNdzAB/S8+/3R/Rrv4/fi5DaIdXT6xjfMdZd66Lfxb9DgQmGnIVSfWny1YETHyU+uALpi72uNB0yiUEk8qDh3F7+fkEmvST4gGwvmYzXDaCJISX+gnlHDXP/ZGFBBCVVAMxEzg/6Czeh5XmwDcRzZwB2MXNS2XshkQZiH2Cd9CdAFEdV+n0k0vpnL9u4yB+jdWid+4TiSC5ZWyk24/fFONCjf847Ap6vOEI+AzsRPmiePKa88/Onnf4xNBxwNrP5sRgEzy/LeRLG/hkAxV7/TX2MUpm13olIb0b0JfWjZELodb0EzgyFxHl77youe/LQuatc5YeWT90fW+sEmbvnRTl2gLOxd1dEdscNmAvfkPRT78h/jrVz7BRM8hKsCX4T8ikBiisgcRWTWR0ewQU7QDvps0zzftdXsa8boKcZrsGoR5/dbEf30oX/tFiUSbcIXXJ6h/KGXxy7YEXxmKTrVD+i4fqhKntlwTkQMZR9Po7x99nm0J5OuaOfDWmBfv+493isn3Nd3PXHtNkbC/TkkjhZEQC2z9izssV5/2y2ZjqL1gEfDnslnMcBoBH8SOBAABRIS5VUzwBeMLcB9eebgb95kzaBZ73+SPUdQZmZHDSACXSAhuCABALEeOnWE1+p3eyHydCPL76gFGnPTKweGqQu5Xvpmp0B9mJZMQISAM6e/NkC7yHz/KeY7v+mlb+53TgNgLiwoJ0GzL1zj5mujfe8MFlN8sG7+4+V5ZF8d1F0GkGDR/Om+cQz5IltKfO5+b3ay2Ov/Fe5ytcgj0Vh+BqtH75WjoXmFjOf+JlfgYmrzJIX+/77Ab3psin7ziJ2vmbSfT/p5sV0793F/HNl1pmfMh495R17jhvtJA5i9Ps9kC6+98+99hmeqed5SY/ccanuz/HyeJWzO1vX71yX3R2APdcNCSDDjz16Y7/X5PKR5UxvfUgeWc/NwIN/v7j0SKDVnlsHv3BgArhaTjxP8qA7fxISUmYorCOVluySqfoeIRDQ7zWY1JfxvT1DfJFQRCbzjkiWAJZCEogCEiXiad3SgBISTESdGT7KPi/+2ZjbASdxUzO/Hgo0D8gzqefsHkL23VnhdeedfTSJvwFZTtYUAzI779hTP67UwwjrEYGEe4ynk/iz6yih5G414ANL9g3E9B0I87lAt90MbppgH5o0njKh7J0fTbp7XoTUv/yaWbGwcdhNNPdM8KLuACJk7ORblxH0AEcSY/Ro/jfVY2qjh+p6lat80ZJ34qQBSNYRHqHjKXkkoXzsKYBFjp706L2+gMX/c+rzHPGd0xcqMe5/7CO6AhJXuSRm8OouAOQLWtMLSDyCxM7QY+ke2/wLc3cgdAk/Tq5HNATfhZNlhn7tu/5i72vWWwRdB6R029ABJcgiialb77q1rxMP7+l+lwCE1vbHDU7XhJ5K3bJZyNqZYp4Q0jJJsXZh17WsTpz+KFUw62GEFHpUettaObTJzBXFdbk98vSs10W+0/HBijjr6GnBTzDyS/1TQuZuJVB4XKgLKBbdJQgxBS0pkmzuG0wCNH/wel67DkGooRBZ9D8ZpmINazo+Yl0/aZtFPVm0P3HW+a3emaja2zZbfce6xCLk8TmnhgMTbOSXSwJgFm7hssHmwiHQcKMednQVHgCMlyhXcOKpQughhvKg6Ks6G1zZ3AMkrfr81ZhZwgN5HPLsLxLZANqgg3oDlA130U8fgAXUQ9R5fyNENLcjb/ieSZ+23WwwJVq4R94A1EkLrCGMLAwZiNR82MOQsYW24/49QJgmIG598HWG8LlJLU8q3PPPg3tr2oQRDYQ07B3zwGAsrqgzNGza4pOMD8x9MG4LjaFFm0fsyA/aGnvRvIT12efrIlrH0u/RFgIag0vTNiyl19FHuOKTCMa/aVJ+zJTxg2QHnEDqN2Isy7sTDvp6qQGgYusRUnZm/WNIMdcWEQ0T5czw9rzaVG/4J9IAbt1vqGfmC8mF+pj2uMoXKae/8gZ//G//kf544L15Sr94MEl+X2gE7rpfaALv8qU0XuvpfvG3/x7+z//0X54Sp++MHlKTRaP+ELDcblgOFbfHFYelKo9QY5y2guNScVw2+80gAn7+6g5/+LM/wz9x/A4H2vCz8h43vIJF8FZu8Senn+N9PeBP3v8Uv7r/Cd6tB7y7P+J+XSKkmjSvmNgwr4qRCGHbGHUtOs81MhJ6aySxz2oKXq5nrmtL8xYB/8+//p/hr+Nv7T4cKaLRPCrAJ9LvsdiwbA8S+beDtp8cBOAGLMDh1cmmLkFrwPqPX2P5llFOFGWjuYzz8/kcMnfCnbF3KE7u8wQNyZwXHwWoryvoTcVf/af+Av/GH/y3+O3yFlUYf/ftL/Df/PHfwPd//gbLrxYNx7gi2jNtMJ7V++Jm23Pa5+/8l89IfJUvQW7+0Tv84t/7X5EBynD5yqDlxwB4e8DYD+SiRBaBLCLTEYFevwbd3kC+eQX52Ru9fmug0wr55hZyc9BoZacNIML6T/8ufvXP3+L97xLaIjj9vKG90Uh05W3Bm18SynvBmz+tuP2LE8r3K/i7O/C3b7UQtUJaQ7gNc9eDIYLyF9+C7+40GpHr27WOvCEW5v2iTO35D//jP8If/Ef/006D2EZkrc97BmTtVwpoWUDfvNEIJ8sCbg0//8//Pn4OgF+90rSHZYjkp1mk+meEwJVT1/U7gcTl8szW3RNwP9TvtJoe62sUV0ibhnyFaASW1jRCoUcntJCeIAK/eoX2L/6z+Pv/5l/Db/2VbwEItv/hn8Ff/a9+iVf/3f+G3/uv77Xex6O2j7WVxv9cYi3hocOj/swQLrFhsRFhK/r9PXPSnVU3/+XtAtrauTvJC5MrOPEMiV1jR2QnhZWQlIr419PsW06olcIcYUKvU/QjW04M6GO+R3ZxS+RAAkMVSTOYSTWjnP5i240yYjoU2dJ1ZDwxEe/tSuUQZkNG3Hf/8mDjRJUZkbYQdmeodEaUU1nP2nJYuNDQxjBrj2x9IiAL1WR5BQqteUX7orcxUt6S2yTHLmIOYMP/ZuQ6yntpgZXTXJoXLpyT6bg/+7yhEH2Ypuuop3eUW5woKbdrAEs7z92el1uiBKqe+vUATOQ2JiCvAJ9lPXKVH5Ucf/k9/tp/8Pd+08X4IPm//5M/wi/+nWeU3d4nV5CpcOeYcCWU7VjakaHjAf/wJ7+LP371e/rO3SwK8pKAtgZ+e6cK1Ps7HO+/xaE2/HRdU5y1SYmdx3Zp+wuQOP/8hcNf57+FX/y7//Ozr3uSuGIMaF1EINt6Me1vVD7VoosI/M03+C/+8F9BvV0AERz/5Fv83j/6v4B1ffg+n6kN/o/PkutVfpNy//uv8A/+/X9Jdy0MoKQGoAFcOwBJGwwAO+9bMpvH+/zfN7YHnYAaNPznZqE+NwyfvnF3BrjBrquIkOjzdb5ZQlbmchLwBnAVlLsGasDxL08o71bQ2/fgt+/1gsKQ4wH863fA/UnDRi66QXX43/8//M7/+Kv+znHRxbcIZKuxiOXbW9Cb16DbW8ibV6i/81Md3xdGK7pWiFDQVWK8bzcLtm+OqlcuDCka6tMXoMLAdkuoh64bS9a14KFGe/v+wX/4d/Hn/9YfdeAWvT15FdQjod4Cp28I9Y3pj9XbT3D4jmKtcngLlHvB4XtBuW9Y7gU3//hO23+taET4i3/1D/Crf05Q/8kNtDQsxw03NxuYBIU1lOhS9Hu5EEr0ULQdq8Uz3becsDaRsYNpGFENJSogtEbYGkOE8O7uCBHCsmy2VNF7t8ZYV03TakHbCPJ+AZ0ItBH4RDh8T3j1pw3f/GnDN//L/4s//Nu/Av/8ZxARtD/7B5C/8Qt8/6/9Tfz5v1CwvW5Yf6eBXq0oB8HhuIJZcCgNS6lYSsOBKw7FQqyiofCGhSuOETJUQ4gyCW54S+SYajnx8+Ud3rUjbnjDf/83z17FFyNXcOKpQtBddN9REDP/b7oxE2OOIQmUBlWXy24dY+zhfgF058lHTdKBnhr6IpN6WsCSlj54owG3ZUU7MLiq6ROaoC0cl9PWQIvG6CUScNNPWQpoM6TTFdFSAC4AV7N6KF1ZdiROGqQxqFb9HrHVvZC+4CdFfh2NdKsI8dkNuvvmIMZS9I80rnO3nLDBprDGeC6pPTm7Z0DP+QBcewCTmDCbWHOrRYUUtYjwPwUn1EQRohYDbq6llhMELlo+qmLt5YCQ5wOIxZRuxb7vLcZn6wAZ0+TnftZ3sHN+zFJPtW5qSQa8SOllyDuJAkT/07ZTM7oqBK6ibb+w9olaNZazP/dS9PksavnTDvonJYE0GbBxk70zgGKq5/yO7TTBVa7yUiSsIp57nVujhf00dJdGBOQmoiJ9d83BQT/XoGairSu3aPqnOzw23kp/4cVBYS3AOUDhx4ffH/4GUv28oIC2IfU56awALwTlfGo5ntrW1XUVe87eNz70vle5ShYCZGkINwOBghRN19yurxIZSeCeXwdPc/fOHJ8BDGoEKtBNJAGYTTd+oAu7LkMMvbZ1fZpSRAph36UxazGxDaUNgBC4Au1YwGtTgMFJ35cCHBYdg+uiuuph0WzdAkBsJ12SZYOPob4hZ6CGLAVyXJK1rblKFx3Hw3WACO1YFIwolHRWDOBEPRr4kMAetwYGmU5muh9ZMeuRuu6PrpYDZDocoR0E9WhHkyVsO3QApB20PdVKjUBCaAddV4SefQDaUcDHilIajke1CCws4aZxsO8LtyE6heuv6tIgONUCphaEmEDnWXBCzK0xLC6HtoelWxt3cEIYTTpIcSibLVU0r9oIRAUijG0TVCrYtgaBWiw0AHUF2pFQj6T9oFZg26JN5VD02RytnY4N5dCwHBoOS0XhhptDDVDiwBsWlgAnjqVioYbFwIlCgiNr/hmcKKhgAl6XE5gEB3/IL1Q+gwPmVyZ7gyFdOH7h/AxaxG7yB4g8kO/z8vlEioopwJ9Snly2RxhuZjebnv/Tjmne8+9+4FO14UXrCf/+lL6WJ6S9/PYW/pfy2yvT55BL75Z/5r6OKzBxlatc5SpXucpVrvK55AvgUgSAwWLiKl+eXC0nnioC23FKCKx/1v7CUpUwf5olNqEyr8QOMBFeCQ2206X55989g36vYOT2Mql9Ek5tAVeJ8gMAby2upQbdXakCqk2/t2bf6+DHRoBaODhaXKsey+4L5pMW5sYimo/7hvmunX+vaoWBmnbvPI37fRGZH11TNxgUEBShjPWqNMjCCBcbd79wxnImo1igaC+qAt5keF7k6H8VJaNpaijSPJ+IQWTPQrcDtP22FruTVGvfqaoVxNzNEbsrmhF+RrESoEC9tJPlxBkfBNL1uXvM/XD+bd0AvoPgq3wrQ/RxB/dtJ8TNHKn2T9pa35U1S4lwpWkSfZftr1V7PLls4velVE+5DKDQeOhSO1zlKi9BPiq0+ByejlnHx+QeR5wsK7IrnLtUebrsn8ukY5BfA7UuoDw5XSKSJB6tJ2KSe74Gewks/lQSJMzkO2bTztGlsKO/CZmJhC+de4qw6xXeFy7U8SXV/ypfjpilBJm1RFj8uq7jrh6uJ+9138nqISxJB2vRpDdbfrxZ3htCT+sWEOh6OvpxrgAqutWEqNtG8NWYdRvB8q0Ab6J6i/2mrQGb8Q2463Els5ow97pGep7J9Ng8TnIah9Jx44pA1XxoM4uUxdg+BaabS+jpIAo91unS2BQhKarLSiHYZnp306VuxeLjQ3hI29DIm4zPTHrbazsAVEnvTerG0yxPrt2YhqLtzEVm1bUGVVGuDqF4nm1jVADbxihcINLUbUIEUgRFCLWxWVNYscTrowXf7OHXs77WO1QTGiwnmnEt1UYQELZGaMKoTTmWxPJUTkuznBDCtin3Ut0KWiW19t76H28E2gQcbjis1ufWTrQ17V/Wt7ARWiVUJtSi9iG0qUVKE+Ntk6ZW7sRoYCy04Wj1YKg1cyFBE8bB3T3AYBLctQPu24L2wsf6KzjxDKENHXjwBVsGDWCdywfEHeABAILfwHaxc7SOob9IHnB1cJzBiTC993LBFtdWJoiaONFmi0Mxtt2EgrANEuQDYq3mM9g6eGDfRTRduGqwmpqhdvM0YrLBVxUhrd/cGK0PxH4PV7IziaYY0QxTH/TFiDuFjeTTFrLF0tgQS2zxhqnf0oZ4aycbfA3EgUgs1AEdSEECKs0GYEU9yD1U7Hp3ReCqA5BPXDqBWB0M2OHa9Dl6P0nPPbstEMbfg9DuoafJ3FfSvBgTtNUnHllSLNyXlByQqB2oYJtotF/QSFrUqg7CAWRA3V8Md8i+pMG6He1Avc4TOKMX9RnoZQ+3V/naZSCIfDRxUsYDSODxeCLFCtcMJ8xKjPIS3Dy6aBB2NnIztWYGtQaJgSGBDhmY8HI8ZhHqQPRzhJ+Z/qnyFJDF5Tfh7vBYO32MqwwZYbRxHZ2RyD12rxeuwF7lJQiBTrrijU2XiiC8JdsAoZXGzY/c1Zz7QJLuM7m1xvxP6HwWprNw0kXOwAlg0Hsy34SDGXmDMXQPO15W28SqtqhuurlHtaq+uSXixI31d9WGIHOpk9qGd4uYlGy+NaCZu0fSr2nbdOOvVq2ISAeeWwv9nKrquLxWyMZowuomkfgaAb1MwYnRhdxJyMkaSczFXDfdFNDIOqJ/L6sqr1IEvBFktesawEaIzKtWjcjabQPKakDPJuDVQZ2q7tCrLcJXLXzlgpUFlRlsbh3qasg4lAZqmo6TW0dtugBfzWXjIbeOJmOcw2aAzlZVAa5NuSsEUACi6Vonc06IELa1qBvIxpCNgY20rzsgs1mdV9uktEADIVvVdYilxUZoq7qvryRgZgNogGruT7V51JKGIzdszGjinBMNi3BwT6yN0UA4kLp13PCG9/WIlV+2W8cVnHiq5EGuTccndDYG4NzzL8zxeeAk2Pjl+kPkJWOesn99LK7zeVG0TfMwpK4hdqRjMS4zQioxWMbvLO7vvF8tlUmRviRDPvl++f57BIv+2xWtYIv3PBIy6o0rUB9C9N96zO/TryefLBIQ1e/rq2S7hsf8hvLlOjmg5UWfq5TBpk8tMn53/cD1ABFdH0g6B+Cs74WFRcMZMBYTrO/QzdB1Tj/1Z7JHGABFuv+8qzpieA/1sc/VmFf5zUoaKHefsY0FZy9Tem8dFZ67T2Sd7/GE4ky32D33nOueWYRd2dspn8dkypDtU/NlBEIxW098Enmo4nvn8oqHHjj2AffJligfXYac54Vzj5b9KfXZTyMORl1MH6O+fo9sPqRNP7bzXuWLkDR/945F8X8GB+bxkAQRWW6c2Hufi57pAEbWR2ZdYu7KMn6nvWPT77Pjs14XeUz6nVsihC4u5+PtUP8Hzrlu6fNU4gPquubYmKqzWr55MZHbCxg3d6Z2IiR9eH5ej+hvc7vmZ0E75b30vHL1erPaZpYBCwwxo9y+ycUQNEsH0/69GdxSAgBao4HHTZuWQpccHzEN/XqIgCI77evp7Vxul12uo9Sucz8clzta4CYaDDCWPjDv+XjWCmY0r2161k76eaEUL0qu4MRzJL288bIBQw8K9469a6cTko7vWVqcvehJfPAQe7MIY7ro5L755efz75RnDKTpmt0e7KEh52P8yI7UzvmL4MZTdor8DfXBezcf+7MQmXmziNJlbmmSZchyeu5+XvxaHwSGvIdRBXlEIQM3HC8Z1LjUD+ZnCmAkxpyrvaffzkmmelGq1+5nTjf1x91Jfr6tW9EYuET5nhifw9k8nttC9rsjgP0+5Flcd/5+pEIXvs+HHzm3d5rOvjyvOJ/q3KPX0vj5mOztlp8BFbj8ov2gocee22i0c27vGCbQ9AMfzt58/aQy5Gewc+7BvJ5QrnzdYPGCyXXngfI9WIaHyvWcNFf5cQnt6khDiqQfiVzoHTnNMA7LcB55wSjn93J972zxPKff05F2DnddyM60HYXk0rh5NuZe+O5ps7nDnPeOfq7tOaUVAYFGM+F0s9Cn0gJ3t95y/j3rtqG/WQb+XfI107OmAdAZ69GfSx5DeumakWn6MQcretX7hqTYr3HNpbq6gxoECYBBQOHaoU1I6bpo1sHdUZdMhPMHmdplr19Mc3HXr0lrMC0fJCKJiH2HBTak3fvndqhCEDAatXDb8bq+ZLmCEx8rlwakh9LnBde0GPOBIsv5IP+0m3rWgajFoDZpVh9hNvrRkskyW+uRP7Ikpnhq0hmGJ6G08M/tOoRqBXZWwRjP7ZUtXXf23IDOyfAhbbmr6O4fj3vv3UYufL90z0mGCftTjFsXTYenv/kcTfVMYM1zW/dLIW+6ylciH9MfMziQ3TjysUBfZ1OjnRf6DJj4DSsrL1tXOh/LskXF3jj3EfwbL0p2LUeucpUuNC+Y8+/8fWexqheM1+dDethceSED39bZ4lnGhfcZcDGDFTJ9ogMn5+dlJz8HK3SDzl2p41gzF7tnWpYNFssXho8zXTO5o0T9h/SmC1tLOpAUS/+sj+2AEvmeFO1Box43tW0obVNbet1orufwR7Ew73iuuZ4IRbdyo2UAEHfXENIoHrjs1oE4R/Yd6ZPiPuIs8lGeaL2os1tezH2O5vbIMrixT+ms3v2eYkn7fb3sakWSCECpf29EYIMkqlmJVrBG2Hvh8TCu4MQzhJJJfnymWMmapr+85xn4J50fy7+9jzmXRXBbSHAVRGeetpSHclTlU9haHzSjXFVi4FDfOjvflHDSuRIyGSYAU4qnAbgUdfNIhJhgI10jdfyL7+YXJU1AjkPUCinFBkvNW8xnr9/L+Sak/1UlbfPTKJaeZQCKHUUEG+ppoxlZ+0SoNZc0CZETOTYxcy17Hv4Qmj0DQvAxdK6OXN4GmYhNAdLmSYvwTpraj58BIRcmq+dI9q/0SWoOUTsoAQO/yvxn74AT/gBwzpEhFGH1tkwhcb3d0O8LAoTHerpbR7w6eW646sxX+VLkqe/uQzwJ2QrNvus4GJNC/+Q+qIiF8guSzL37Gb8LmmCXayJfwjSO+R/r2vE53uOoFz9anw+Wi6a6n2Cg/lixUNpCpOESPwZguFSfK2hxleZ6Ag26hBNiOn9D6M3TplzWO4ZPpN8E1Snsfk7iHfdxkktXbV1Pn+4TJPOtp+dEFu8wCMHIvkO/ydcaGaVI8EsM+mkmgK9yvtFFHGCyjqNexoaIcNea3gMMkJG/uy7u7sfBxyY95Ccp10EL0xEAkvk/JIWup77eYK2vElvasYrBxYNyG2ZOkdicg1poZX1Si29tiSAYRVpzaPlMt44wtITmnHZo4dYg3IDqPBRADQuK3ry1qWJdWGKhXoHgmlAav3H3qxkg0IwQszZCsxCirbHp4mxTo4EFTdNDCNIIcELMSqnP9L4T3HolEWLWFv1KY48S0AhSgVb0mTcGqjX+WguAZuALg5s2mdeDSMJaHNgMMyEsZBytrWBr5cXH6ryCE0+UWMAlZCujZIPJmH1ezCgpkfNCM4/bOV8SB0H6wjnf5szFpPUFdxPq/AA75lQxoLYpDzcxm3foXGbnpz1hGtsi7zIZ8EE5r3yvJhhM3MQHM7GY15aXk8wZ+NJ1KJnupwraQJo8209528Q9e1bzd0fXBdAxfjBX88FrJELaR4hxZhWQf88t+6GL8bMdBIz9drZmOJvUd/o/hatGqrvZnEkGJ6b7xg6HpDaU8Z6j9ct4+VCvJ9X+Klf5OkXHp+tbcpXPJI+5Cl3lxy2h8+7sovsi1WTQKZLsum3mTZvpfNZF8q70sEPtN5Pzz4d2tM+sU0O/yXV2ndn0PNdj00beRbflJ74fg06YN+V8kzHrW3EuV3wSt3Sgc53rojUupuMP6IvDcYz3OGtLJJ0xWSQPXG6D2mzAhNh36u4Y2a2jk116GWhIl60qmsC3LeMeapGx0352X+uOSc2ns3aYXYYubiYO1tzeNuO1vf5p6SDo1hLQOs3G5Jn0k+0+DVrWhgt1fGFyBSeeI2ed75zrYUg7b05N6SQvnueOunPfyOeR8w+mfUymxfV46nywHQblWT50d+qpO04pXTZXO0szTQbz5DMM9Cm/+fueG87u9xnkwXk6H7jPJuWdftNHRPSJhXo+ke1O9R/qKwOg9sDENJrije0ReT7hkZ1dl8tE5+07/E5phmrsTaovf9y9ylUuy64Lxgdsc+zkE/yfbj0RxLVPzXIkBPvB5EOif1xFxebhH4x/5/qcvj5p53rCmV7xBD1hdxMi6z97ee0tmLFTHvTNlPHYWFbVaWlIM1x7qQ57m3gPbdwRIaLnDZcISLrlspua7Oayl3+0Q1egtOw0bKbl9LHRJuM6ZWgvL/aODum62plLjT23s3Y7r3TPL6UVs1Ye9/e6K8N0eeyxKgDRmxAAOFXaAYsWSzCa8spuHblOHaDoFxA6MDeBK3Z82MB+aBwWfw56ndjNRM6vUVDC+CcSqMIyunho+Ul/kLl3wAIlvGC5ghNPFUGERPIXX906MLl15DRTFtY/XMhXp0B/uwjRecOcTLop2RBZAz2/bqYvvRyGqFYxt47W76VoqQ544fLh5mLh0tF3/XvUjBRG1CUTYnr4UK8DGTJ5CaiIe6jZFvm93GpjRqcz2up18bI0tbygirDYEFJzsT5S2TGxxXL1/LwdUztVAXGDhFsMwtXDG17zhoXm6+FaqaZyJteUsIBxdxAzjcvuPO5SccZbJmOa4bmnY1kCBPED/iP6S++vs1tHpJv6fpjx+fc4Jtp3YM+dbZLQeE76rMIkUo8R0VBXnzijvLlNpnrt1fls4r3KVV6QPLtrXuCOiBCRbibKOo7EO+LjbXbhsPc53Duy8DTg+Dub84oiKNWWFu8B145nAgryKfzVHpMflNTzBUnMH/Q4efVVrvJMCXeOpC+obpzCi2bdOF8r6NG49vQaP550pNA7avoMnVfTBFm8jHm6mT3i+sk12xJT0nXc5J7CNUF6mPgMImT9tHU9+Qxjd2aYAAAgAElEQVTQHcbnnfcx642mTwqaldmOZ7fh7NZhZL+UAGfB6Eoba1XpLh6UdFH95MFlw9vOP7lq9aLtYW0Uz0hUkeXUjraGoXBbgdajcG/jZrpjZcgiQGM0VdwBCJgFAKt7B2DWEX7fFiFFAUHhRHhJvo5Qy4lq4UYjQoeda2aJ3cxlQwRANaCiaX38aUqzY0LwaIGDy1Dql/HcAKAkfqimbh2cXEBga0upXnagVvZS6hMlgQgDpQGNo92ZtI0bCZhKgBAeXXxrBevVreNHJGKxfRN66jvuo09+54g4k3khNfENALDdDRtcfDFn/nDewcO9I9L337HIrr2s79cFr7c6vBzCfdFITUCnrXMGWPxmqRWybZBtA2rrIMO2KUixbfrbOCfQ1M+OXAFaFmBZtIrbBipFKSeajmpCCiZg20DE/RgQg7O4Dx5UEcZajHjIYrcnYCTzSdiB2CUUsrI3ApcObGi86jRoxL2h8ZepgJjAKwP3NcAOscmFT3pMGKBT1djNawW2Clqt7cQ4NLiAThvKKthWgJuy77JNCAGOkj3XCYiI4tHZIQ0BekHvjmxyn5T+6SaLHiM8+iWlNNm3sAHlpLGq3X+Q1gbaWq9zKWiHYn7OrDG71w28NvDC4FVQSONk+ygkxbyE7DkO9Zza51K7PNQOV/kxSYbcLgy2ggtaLvq5vZcpsh5gvceLM91i7xxtOd3O4v0BrgkfVz1MLznQ6gout04oTAQprO9SIUjR31qeChT15aVSFOQwANdBZREZFvLhnuVEnMna4gygiHq3sT6aMS4KP9AW/ltcObv00PbOhdYWdZHIr+2kn/N86rm9MszHPvTcM8tFNl8SozGhceIbAdD5n/bKgA8s10PtcJUfq5AAvKKDEeLfk14sOvY5COC77C7Cfd4Oi8ncdUI/tp++8DO+MNp0sRwLO88I/Xfo66lszjUxcE4wYrOJK1DudcOLtgY+ta4vrxtkXYF1VV212di3rpDTCiotxlHZbOC3sZqIQIdFuddag6xW1FpVv2bSfAvrHzPIx28DJaiay7UB0HRiEDPaIsZ5QMFZIKw6qsZq722pup7px9amYuAEMVl902Ow7+XUAGEwE8rKkHvLNwjrBXzSRhcG+NRQVoDvG8qpgU8VtFbljdsq0FiPrwV0r3OLgFDByiHnY3cTMAmIBUR8NkWUogV0gIHO5v/U5yZF0a0kgkPCgQoBZGWgElo1JTMPhyvrJmMlYCPQicAngDYCrwCfRD/vq/aLwwIppeupW0W5r5puAehEOi9LU+yJgbY0lIVQa0MpjFqUc4JIsFT9frC6F24opO10qgUL+YbhAiZBoabHeSf4wAuSKzjxRKEAJ5DACUlImS2gHbXceSf64oqGY4P5+jBiYwQk4ruk660MccDuH0SPgnfrAW9OrRP4AH1BDyhytzVdUNdm4IMA6wZs1QZeH6F0IFRE2AqerCioFKAUUCmgZQEWI35ZFh1cpdnmmhhIUYCtQth2090Etbo1hJWZSIkza7V6FLhZXCi1RDZQWGFcT2buliIlMf82W1TPvBCODq86UjNV8MnAFhiKXQCBgNfOf8FrA626CCdvu23TAaxWHWS3hnLfsJwKWtHBXpY+GYs/FEd5zxT09Hlp3H3oXIASzvXR12G+CzHvYvg5oE/oZVUwg6roxHMS8ElBGUCAwwI5LkBr4KI7vLRV8KrI93K0+iY0X2xiBMsZODMDE8O8ctV/v0J5QgegJ5zbO01nX55XnAfOaV/PB3YuTAt8V8p028OACQcgWBXE2BJp3EkPnXBtUYBCFjZA1RQ9ZlOyLF9uClLE/NHGMmXLuFJAtUKGctoO4Uz8dla3VN8ZqCgX2sPbxMGO3VtMA4Tfy6M8JWu+IarJUx/ck87tlOHs2Ieee2657NMWN7KQzmuFp4hYzy3DQ+V6Tpqr/GikAXxP0yYdQm8IcsWt685nsje/T/hWBiw6ONG/OzgxbNxlV2QHSdzyQXQIpSZWNrUHk6UrULyKLhqrgDYBr7bJl/W7rZoriABcVNer1QyVdKGtepHpx8TA4aA6sW9cOfAqommZddNuW/QYGz+bW2NkywkiEDPo1ABu4Kq7PE0KiunRwkBZJqJ4IkjxhrH9xYWifVEKlvv+vIJ3Q7Rd9Auh3gOyqM7GptIDQDm5PgcsJ3Q98b6qrrhuWp9NNyvLSVDugXJSUEBxAQUDhPXeUqBrhdJ6X6C0RNh0wd6aMqpnVXgejST+2ZrDsSy3VmjUrSHui97f/V4C+CLQamk2Aq+EciKUe9OV77UdlvsG3gxMujkCN4de+HW1tgFaIW23olYRTWB+GgW1EqgwZGlo1ec1wcYC5obN5mwCsJSq+8bcUNzCBGLHBPd1QaFpjn9h8sINO16Y7A2qe1YSgm4Su5uPdCVw71qT2RztLA87NwMTMZgM6fo9kSwvog6PKZXPkWw26qjuJaXzqfd9zDz4ofO5DdI9d9vVgYkpP9p5prvkNdn5bU/2xoMB8Bon8AiP6nnO95T0h+kcLqfZVXn38prOP2h5/QQT7jMC0t02PP/c8xM947x4oOxXucpvXCijbJ9Z9twXfoBbk1vk6Y9HEs/A6yd8eR/hV/gqls177X8lq7zKZ5Bd3WHSF8429Uy3GXWCdN1juk7Kv3/Kbjku6RCzvuAbNgGwDHWT5KKL+BxcNpKlb/z+WAm3axnWDv0edv5MZ03po+xI7SHdKuKsrftaYtRBPW9gfh7zcxw4OgZ91r6387INz3PgbxjHrSCi9KIOj4X6sXzNXOQz85ycgC5893R0luZsvTZ/5r6zJ3t9XnMcfkd4U1zOTnk5EGkitKjxdbQfSg/5CLlaTjxDur+VPnU1IZv81dwFwwcz7zw778EZNBTosaOXEm4XikJLHANw1jPz4lsX04qsbtWsF7I7iPTvZ4OYWy0454P039JYfZ2iDHZsNgE2d48hfB1P4dxc1JYKwpwGyzxwqeuG1KY7drZzp+4kgljxtxbhRTUP6h++S1idwBOIUE11niAl8tPzHM85Jokod0Lmq1jYqBZllyGthWl1k0JomdxlLfRGwll/cU7h8MvOkDAwHvPrdgau2bUjT057oURDoahWJOdBcSse27ng7P8IhB+8It/q1uG+df2PALL3yMscrk6S3gekfpTq6klf/jh7la9dwv3uQ641iwkfV4FuKUECD9tr9N3jPfOfH/NIOm5xkc+7uPuGf091iGOuVFoZsyI+uHo8WLe07fWZ3uM8N+kcRA8riT8mIbYxlQZOjyF84VWu8pGSLSvjt+kUcS5ZFdOw2kJ/H9Ou/jAc0Ijtdh1kvE/WYeYIG50PQ0auieQeouqTRFFmi+XgTAheNunjpI0rwckWY/b5ixaueJBzDhhJupTrubtAg4whS1sD5bCj02QTnA/uukda13APZMQ1yolGA4fH6MYu41/tFhcMtUBRK8Hu9s5bWr/UsT7e1uoeobqf8lGYO8qsngvG9ZPpvW6YKM2IK6drs44sbVKYRRtFx0VSi5fgk0Doq5Cuh5OYO4cgwodml6bQkTdfzzWEVSOsgLX2Phn92NYq1QioibQtQAAqGtydU9c/ksgtz1xdOD1vAtZWjJPjZcsVnHiq+GJ+XtD5i5ItIeI3xYun78CogGXljYDu0uBvk4MMcW97kS/uyucy2KDS7N3062Lh3V+0yDcje7NZ7yOazJnPsX+ykdVcIuHKoUL90F79WuvmqDnsKNHoxrGHLHsa1jYYTs/tMpUlt82Ayqfnou2LDvZ4OwZRZwuAxQf3IY+GgWQHwGR+t3N8rwvI9HnpvOeTjg1EVtOYPVspZJ/NaDsblGM3gZ3oMhXeJ3bPIyY7m0isv86gXVYYZGcFc4kc8ypXeRHygbvVtGf9ADxM6mjaWPAqJFF+ChldxdJ3XbD6oDMpzTPnRC7LQyDETJK5m+aR9vmQSCWP5fEVWRAI9bH4B4vYcZWvRvKO8aBH2Hw+68sdBEjS0mZIZIaeUHz8stOJ263rEyPfmy9qZ+uNgcTbQQrXRYBBNw5AInQ/GfW7pL+G24VL2iyMdJTc8Iy0PYAKSQyWLVlgOBhB0r/7hl6sL8Y0FCCJV5zgETsgYsAEBeUOwUEE6sAAc7TB8KyD+H3UBft6Ij0L0ucQurM/pwyyZN3Y8hLJn8ZN5vqhuWNGkzq+DTtGEs9Qpg230LvjO0VPFP8d/dWACW8Xv7aluTn1wQGUCP3Y/9IawzYHcscM7hTftPN7NtHn5M+SYP1GbF1FECMMJZvjmBuakX6KUN9rNo6OJoStnYNXL02u4MQThURAa1pYwhehdi7Q4dZf6FAi7W2YkczMPaE3GY5HFI3NXuZAcFvOxDKQlBE6sivAthXQeuoWEYD6CPu1QUqjlge+yy1OijlYatgs4ugugP7WoBNkhl+z7bDNO3+i/0SgyGGguf7Stxjw/XqqSqDj/ndg45wIZJlBW+1Kubej17UCskAHaKsPuR/YzqTieRER6LiA1qYL5wqQkf7QWo0cjrQdzd8w2rFWy9Ke27opsdLK5u9nc4qTEmVAwidi/50ld638e5YL488ANlif5k37d/MJi1wrmAdd65OGhCsxplm1GAEomCELd1BpVRJV2hpoY/XfLDpQsk2WwhTtGwAFpS5uk+hc3wctJ666+I9Usnq718lNmTibgNP442Q/cx+JrM9U6J3b5PFsvMWQn4vrnzNxpN8qcSQM6XwsdSsJwMBYG1PJzCYoDRymBEmheLcEqrQo8yz3cZnMZClbMsRuZgIm/NPG7CDObIKLQMRc10ti5LmaTvp9cz4Xr/f7T3PsntWEAyzEgGy4/Iwfev5757LWSxeOfei5Z5Yrbw5YlxAGwJiAq70y4APL9VA7XOXHLLTqcMrVnvq8eyzo0Rj81Z7GzDPMdOpCknyYB84JEeW/st35AZwARp3dF4Bu9Zyib/jmUitaGHLde22m36i+qJE6lP9MagsdD4DpgnqcANUBAdWhTf913iBi1mIVJV0X0XFUXO+vFbJVgJtyVbjeL8ZT4QAFCFRM12wNJEV5GUSUYwa6HhCmIAwna2TXQYX0HBZ7FlXLy6eWdMXkkrE2MCnRLm8CXimINH2I5lWM6JSUt2NTfZm2FqTxus7QuvCpWRrXCS0cKCOIOmFjGDwinz9ask1CNgux6vPaeT+LPpUBFW2EDkA4KOFWEZt+bzFP+zUAG+cEbwBtpGlXLTOv2g5kdZfWwMxoS5rnq7YHrwI+6PVlteK5TgyoPm3LIanemQVUoH3JN6dJSf+JBJUZbJY7bBwcd2XBaSuf1JP/c8gVnHiG5N1e/51RRAAjIWbNT78PrD3D9NVQXknHe8QNPcFuCmXo45B2Z7ff3RVqPe74yiV7J3dDyIhw/MkEROCCuW5/MRSYKMoOH4SYSpLpREH95db7CkMX76YASwZgvM195GuspnLNzJOTGwWWEgNxKLjN25/0nHA3gc71jrZBN8ESU3i3BjqwDloDom1pWRfoqNpmDvBkMzxHkLkKuAkaqRkYk068RP786cw9naYvM9t1PrZ3bnpMmpWgu6WIWR+KjYVeJhus+26DwEkxu2uH7RjUBPIU1kWRmaSL6CSu9W/gymiNwLB2ACBiYZ98XZTqCp9nvCFmReYqX5nQhe/z4UfO7Z2eX7bd6+eF8+WkQ18V4HwXn6e5YAYm8gI7n7MFto+5je1FJQOIWUEIU9I8wpCYK4dH+iC2sGzZBcSt0uK+PILpDvzuARRRj3Y+VzwAVFCO1jG1b7iJzDuMPcX5ddmKL4VKHS0InvjgnnRuL8/52Ieee0a5AkyimI89+oC72/Xn8NwyPKfdrgPzVyECFA9G4e6ftviPCBpARAPb001kGhJBoz7jxzI4wckdgyNEedeFxawEohdK1tnR9RdBgBMCxUjDHWHreg4MnFDduuvIEjqjjXdmUSFCXS+3sS4IjbkoIWZrqicTIxAc6ToktQqgQFDV+jgsIkwvry0AEaqWVwAjBAoSNXv/3a2ZvV19TBQFGnzN0gAqBRw8FW5VYt+tTbilEJjQNhXbGAjLFrJ23pxYVN2lM8Ci+qeCTFyBRloWqWRWIPYUi+Z51l8ccXHF0V02Lrl1+DUzgCpW9+zKIVDQwT7VTU4ijx7OVglB/U8j2dnvTdtAWrMohrNbR9NrvP4bgVjAGykZKHr9vX1h1hdiiEWLNZg/KEBKi7ZrpC7vay3q6v/Cx+crOPFUERjbagIikuVEfmnj2CwPKbSuOKEPxrF4rIZettbDfeJC1/KxKAEO28YxeIXZfbGFu9iiet100PPdfhENI9rqAEx02A7jMRdmgIuxyhY0dlMjTlYVxmhMWifxlbgDCpZn5rWICm82EhraDBGIc08UtZxAMWTcFG35/9l7ty7HcWRrbAdASsrMqu6ei+dMj728lr3s//9f/GT7+MX37/jMTF8qMyWRBMIPEQEEQEp56ctUVwtrVUkpkiAAgoHAjh0RRaHX/kYW5JW5Zijp+wiAl6TPgxByRi4ZRLhsEmhZVJmnFgm2hcsYIDmBIO0TFJVV8AuV2lJp6fahLM7rB02bxl6/iG+qs6V73HxUt6G60JdNjJuHZV475kSYNYbEIllKhHkjWkqOEWkgATx0Y8FZs5lEZU7MkvXE1gcZA+2795PTTvWpRUuP3ru/uJXfcPFKRS9rf8GH/l4kzBgRW/vq5jR76TpgglxQYdts51DYBkTmm1vjQzA55kQk907J38gAR0k/J0BGKKw87tzwyG149YSiWK4Aiq3+AJeBChaQhTrf7N6tpQIUbp3w37fq9qVzU3k57kKnuL54zH7r5yb9DMde2y4pJTsJSUwjSWtvgFSdI3Xs/P3wznZdG4db+VJL2cRzlW817bhsXs24Vtwu/LSwzWazpteYE24P3eokSRkT9j1xyboBVB2idbWoOoy0TfWaJVdPErNWZ4jubdb+nKuOtyzgRZiiJbNcIM10l/U3fb/sPQuxgMYUgwAJMdTUoS4NKlsmu6RxyjgWEERcIZTRzNlM7CDd5PIQUeObqbEvEsIcygbWAGsBL21sWLJ1GJARSLPZ9fo/ZEwICBMQ5oAw5/LcTc6HSRALjpAU8skYE7kwaQvLJCpDZdENuuqhwTK3KX7PGZU9sSHijQlCmQBQyfJRihNxxKpLN4E3AVg6XJvPTIWZI+iVAgQ2Dxe5X7C2zwyaK3gWZi4ZXpgZHCtzIgQSEGrJMkZjFAZFMSpoGliueBTloPs37VCWbCbVtZ6RlTETMpV1VVKvMqYQMaeIlD9v2XwDJ15ZKDOG51ReTvutBqy0zVu30W0q6cGJ9eTwPqHFT8koZ+p2Uazxvg53zzYKbkZ+/iPoNDX0syYGRM5CH8uaNnSe9b6pUsleWWg3gg57IAbkwx75ftR+7IH9Xl6Q8yTCVxou96WgOqoq0D0wYV2kWQRqSiq0glDaVJhy5poPurh1uL81Z3SpcHHobXMjyKKRhiKcQ+LKuAhyHh0nGAhC50kE0Pks7g2LuTlIPzhn4HRGfJ7AY5D8xaNsMEoe6jKQ7Vyoup4uvB7A0kNbeuDKStHvD4wKptTGajqo9y9BPBWksPShQnEUl6BwWoDjGTwLOMH3I9JDRMqMu8MB+P4H4HRGOM7CKAqkKVl140RQC5/23R6R01CaPjZW3HW/b+VLLw5w/LU3QG+MgeA32WHRvxsGgWlCLSBB5oIACOtsHMTaZmCCpasbNH2zWv6ICBgieIzgneRTT2MAjwIoEAJ4jjJqQxRQgmMBUgvJz/tJu3YBTseLThEGUB3MUWjK5RqfwbJBBeRAHJW+vFUU+KCQJdWbf+QetLGfbIwLe0A2BOW3lJtUqNvlragnbRzrf3vvsRfu3TNGKMizGQbwLoBHQooAjzIOFAM4eRbKa9twrV1vOedWvpiSgfHJ9AOoHswKSIheQUABMPpCGZqaHe5dbk9cGWoM7FAwgtQybWADgMKebWNOqD7dgBNOx4Zs5Mv5ZnhRUIKmWXTkaQamqRrzAAkMz1BGQAYSg13gQRoH0G4nrNK7A/huD1LZSbsdiAj5pAhFzsA8w0Bmz1yrclrP09gQTKSGnyjjOMQ6nlGCzdPcgtcWLFfaF2VTDNXzDgfEp3mTlS3uuWIsHUIAqQynrAAHM8Zn0dE5APGYEM4zwnGSMZwX5PNZ1gfV5ePzjN0TI90T8iBzJy1U3NEY+hn0GRGqOquAVwEnLMh6J4IaXGxDNyZA3LaBwpwgBsJJpmSOQAnarucUgGyR78NRQZvEiGfG+JwxPE6yP0gJuD8gPYxgMA77PfL5jHA8Y3gW9CEfApCBvABplmfEg947itsRRwhwQfIbB7ZlFExc9OcUuejzhr7lFJETiZH2My43cOK1JQPhrP70prM5yn5BF5M63V1iTvTBzLyPLwwMc4CD0ccAsfBfAz88wlmYExl0DgI4eN84oxLrxlkQX6GS8aIbTO/u8JoSIjDugHEADxG8j8j7QYPjMOJuJ/JgHHSccu0nS9Thoitt3leRVudbTDEWvz6Ye4AlWu6V1kCgpIq9jjtrvxtlmeuzLAGHgrNcMqME8JmXeq/zJCDPvADLUhkUrk5eFtA5IZ4WQYYTi4+j+QZboTa6+soQ5Rbp5py+bIETHj02cIJNeRB6HxQsqJlfuAb2SYwwJUXVdfGeZvk3zwCAvB+w7DV68TjWvk+zVH2OAEfwoO4fAGAgBRmVrfapADX2d9h6vzb6fytfZrnGYPg5Aii+dPtrQSnXJ5evYUEN7FtPaP9yoESJkaCMMxqG5hhh0U2oWtlirNcMATyIXzAPATmKfMwgsdoBwjobosZNCuBgvFlG0XasHYWxwbXVmSvLwgctZomxs6LflhLRsyyGIa/XRzcmHFDZIhuIZPNMOmACUa2W1g/AuTe8cZ37nMrK4BFqFpYQgCEijyQbhgzwKHOIYwQw//b7fyv/8kIZGE7swInKkAipxmOTeBDKzkQr9Sr4QO3f5SZodIFiJFkMBMma3aC6Z5SAk35u5wpMyPesm1CnVxsgDAiztlj5M3iaFJyYwPNSXROkctFfzfDGjLJZAEDDANrvgBiRdyN4P5Z6aRikzecJ5kbNmUWXVDlmcrbou2XPofuDQOBF2RiW0c76ovEtaFH57JhVNqZxyRLXgEjYDfsdwnluZYPJ/lkMdwFAHAIw6P4lMUjBiXAyHx9CPM6gSfQ/TLPo3ZPUzeqaEs4zhmPGcCTkEUgWnNIACVBxR2HzSvB6MAFZN9whUROjBO1pNpHaKWY2AtuDmEGOgXiSuZ0GNOCEAD5yTliEyRNPQJzUfXvKiMcMOi3ybAHk/Yh0CGUvxI9PwDRjOCUwAfEUkIkRkriMsIITFAmIAEUU5nsBJ0iDhkLGu8QSiVwYJjYeCxOwEHADJ76UUhFZ+ZMdeukWd3b/rPh3ILkXpnNjqCf3v7n7Wcl1Im62TT/ZmB49NYvW56+yZLw211i30jRuFL3PV3+dla3N9rVirhUuTsW6/gr6lGvIjW0BDuxzuwGb2UP8s7+6UekHhzskWprEmWVxQT298bdk9+mmyOpW14qvYy23SylD5K2edf0tAtv3aVUuPBLxSazXmz8hkd7PrBY9iAKl9xVQxd3ez7Fe67mVL7T4B+3mX8kddkmgNIIP1yfLzzCZeqCkb86ldeLV9W+A3UDJltOAen5poe525GS2Qhgrdp6VQF7nrm4dG/VtHrvYlUaowFpI/f2vlUbmswDmmzfrnsume8i15791zAstuvDbe49t3GdrXPj1c5YCgdOlCfmeduEN59zKF1WK3stVv+jjFThdtATbtmvNIGJGJzdv2H8h0QVMbyrgQ9FLWOsHLOaE181LzLjM7jqny6GTQ17Pf0mO9Xq1a/OqOBe7Eqetv4YzGoDY7tH8LS5xK4az13X1OlL6v7ghc6OjydBv9LHZ1/ix9OOCur+w5w7V7UwO9Pucrbh1Zb4Alv3NEpQ0+h1QAK61sc3/Tc01de7IXKOuzn7vVvRc98/+buZkd16TclbnV+/mzzb/TYZr3A2bz8RU++3rz2jw5BIjOgDNZsGPg/0L9fBqj/oZlhs48eqyoQSaImRU/43TNqvZ2sw2tMxege7uuWpW97s7j9S3rPi0reqvf6/Sz10MPta3/eVTXn3da0EKG8NLwASwrVRvnqdv+NZYvlT3ixbU9fHeXaO4NFB/XleNX+i2AIotPXLruN0X7fp1pcmrjU17bOOCC7hWH8/CxoKBdiyp/VwzJy60mfD++Xgrv6HSvxxb37f+fu2x1xx/RTHl8Re8xcWqVdEp7w63xzYLv0Jr6RTLi+DtpWOvKm5zwvx6gIK6uXAJvH4V8P7WuUMbx/rf3nts4z49+A5sy+I3lZfacK1dbznnVr7YUh5/D3D15/h57K/Rn7dEud/Dk6q6IJRU40RrcesYrzW9ubYnAJwVCrmkl/+Ud+rSpZtB5V+45s33bivii/ovtZ/9MXs+RPDp4i+Oi7GSbe/xljGk7t+lc3DhONV5IX936JD/3VLYv1Zl8G3q9M1ST/lHZZG12E9XR+DaPgbuXSD3Jr20RPTtfc3YfkblBk68thDEz0nzxwIQmlUGKp8NAGJFYoH6ctt39JtTWisZNk+zm9DMheZP7FDRLR89VpjMhEQU5a4EjgRqXAYo/kABCBngUNIWvVqt9EhvTpKCM6L6pTGE+m+pQC0/tNsoNy4YfrFagTHOh8+EnqWGM/puT921c4EaxV7HTpapXAIHlfbYpiJoyicNGAcAFnyzPDcTPja+SqklTfNUoVgSS54Gp+MhCOU6UhXkev+e5liG+icKlSYwJqMITfaIrVoxfMwJUldIIpnqeQiS7gkBiFn84F08D0q50DgLqq/PioMEg+IhgINSju1+Rtvz4wG0AbM8iPbSePwGhPCtvKdcQOEaH3raeP7+B1fHxU20N7s4xTmz/vSKCcYVuRbXBF43w2rZxaAAACAASURBVEoQpgH5bBnFxzhrIGGnbGd997wfMnMN8mv+3plr8gqjNSsF2mIUsQET3iIG6PpGELc6N16ZK/iw4W64ZuIxVouKG5uUQjs2frxfY7VUYFm+qfUoujEs1kIPTOR1m2qluCxAto75jRhd+O29xy7cu9cdmGXpiiiylzSGdLFw6vNtA5T2m8j3tOvaONzKF1sIyAM0UZDpWypzVBUjJpVDKPpFKZbmuJ9+pX7HKDU1LalNMELm9CAupLQ4MRRkDSgpFtXNg6GZ10wGEoMR64UWjFAZHxJLQuvIEaAs+qC5hXF1Ky6fW/JKY7sRkWb2ELfYErfCXJ3tteld01TXJCKpq7i5keq99Xu5Jjg9WN28ALcHibXNEv8r1Ld2SdJP1xcikx2i74kuRzU1ZmbdJ9XnzJEklkWkEvuH9NqyXpHeO8ozLf8G1QeNLaAxHzjUuApbeqLtXuQ6bs9jW7u5zWynyx8pC8F0XWSAdH5ndSdxcafFpSMDWZk6KRIQGQEEGki2FpGKyyNpAEwQxKVHM0lljb+WItW+R7lXDvpdXTp4qP0V4yYXVxcmLq4nbDEnrKMEUExgDreYE19MIUgUXLAal1SpC/pCmn8bkmxIjVYDVIEbsNps9uAEo55DQRUNOyeJwtqk2ewEYYl9EbgqjJElkFpSic7c+D3L5lRmuXyX9lBYKjXuhbGRxnMFIABJv2kKsGUZsfRH/joHTFAwOpMd9H3dENYWKChGWApTD7wU8MK+xyrkK4UQjvKkQk3vT+q/hyGqn64+l6jXW9AhImAOoCGCky50rG1iKv0g25SPsjHnUQSybcbZ2mK65yaaff1xXCx+b2B7AFNa7cZcBTwTFWqefZfoegxOjIyIQBnMETRwBYYAiT6sec0t1gmZb7zGmciRwAOVAFQcyAnYqsAUxaSMST8elwfkFizzCy3NvufKJmklula749ff0HiUzU/Xr29jU3DxBb14Wwvsa1ToIqe4ymEPCNinAdEpufVC/bsz5LsFiDOZbMChrS0NbReowIEqkSaXFGTYBCa26MWXSsNeYOTsX3jXT6DGujDl3Qfr1O/NZlstZgXoCXpeDtIPS3t89fFdEx5bx2jjWP/be49duXcDUOiLYSBEbgEoo73X52TP/LVtuNaut5xzK19SYQ3SZzEnQoYwErKmhISqntltBt2U5dhV6PWPYtSr11CQjWKY5QAHVpdpF3PCAAbTL4rIII1zoMAEc9l0A5BNM6HIBuIob1WiooMXvTCloisW/TUrYOGNZJwEjGANPr+kklKTkmaCy61eTKGNmVNc5Ew/Z0YxioYgKSoD1YDJPiCm/s2D04XJBcUEJICyxSIyGTG04ISkMdXhGQIwRtFhNeaEZIBScGIMNYaYxcHQTCLeSFikxBiRRgIPAI8EHuvmXGJOoAZ/1N9W89DWKDvfPUf4v/WzEf+mB2f9IwHQVKKsejJ34ATcEiz4CYFHlgx8xLI0jqLzV8OdxkohqLFBn80YkLXfWcchjzLvedR4GgraFPCBuIxRiSGh4A0UtCgvnKYLDyMjE7epuz/DcgMn3lDYEDU1IbPf4Ba9UVHWLVdXD0C4v6sA6e6XNQc9cmVRJFO0uF7r2mGbZsqojAJLG+oDl/XsDVLfFApQCFx/e4Vbh9dtDAnlCkoYk4QtqFAzCHqtBfIC1L1krTjSJWDCp99z+ewbUMKPVZdSDtGh5hZ8lFzauhjkWdsixxt1GvChY0sU1kEbqbabjTERUDN1GDjhgQobHz/O5IbcCVq/md88xv57rZSB4l/HjIp4B52DDAFkLPo+QcZCUXLKlqKujm1JP+qtq/psWFF0Y4wUV4+I6uIC1EWzjIFzfen1ZcVNmjgd/Xm38gUVLx90UjfP2l6SfgH2L4lNmnXV7Qvkj7lN8Wta6a12dvve1cNv0t3vzcZafYjLb3JC61tsaUC5ylyRxfXdrr6rdfPagADGbmgCBGt7m/OcVvYWYKJzp7CYSGQgrm20e0ZAe9HF+prris82u+vytla7fSNcFiBbxzaE8S/NnCg/Wb+7Zwm0AHRmcImx5Nku/n54Z7uujcOtfKmFSTZM1QJNMM6o2OlkI52jso7dWl3W7s7lwIAIdvLZgxNSqFjGsxrWgs5zBlpWKPy1bA2zE1udONaTmQOIRAYzaya4dMVVb0NnLimLi7zOqqPr+2dp5z2zrGQbCihsiUAVbG6A26oHN4wJp49JDCKq+xZAddb6XdwP5LssU1lTTtdBp5xlfLLqsYRqVNJnYnPB4h6BICmrYxZdOgYNTE91jaCqC+aiF1edkKPOGwMlYh0qPyfKppzt3k4hpE62qVvHei9Sf2NiUBb2A+n9G3ACKEBB1rkXtI1Z1zUBU9zeJCUx1pKuf8H2BFj/o/ZvS6FqqURLcNDALiCm9tVeCJetg4jFoKhpWj/n8tpV+las6Mt7/ZxXHO/PCRvHt56ODzbZAwyvvX/v32QvznuLv9TP9xWt151A7t/Vun/hKdr3+wXfr6ZsPccX7/eW+rHehPeb80ub9Uufq9+0D5e6EbprGjDoDXPuUtlqj//b39fPmW7+lEVw49itfInl0oR3D57636i75MK8p9WX32RpdPHXlJeYBL+ELrOqsyqr7yqb15mQuHTPi5W98dhbhPFbj/2UdumRq/2+uki8sl1vOedWvrjSiNp19rHy+ZJ+0k/Brt5VHV43cPejIuM7nYJchSUzWd8Rd25vRFx9buh0xiDtA132pZe5G/1YGdOAFfjQxuu6oJ/1/0J/Ptrf4f5e6YvWDn9traNh/NoYd7JZfqLaD9qoy/3NF36/PH94Y/64c3GhHqzvR/15l+7dnFf7baAPXLM258Ole7h/7Nt/qR8bffLT/r3L669ZbsyJt5QyqdTa42iTtvEuUVkv0X2NjmVV6t9s6GRw1xa0FW1EYV+3Y02s7ttQdDvrlk9nZ/64/lpzwXhr6YUkuXewpG7bLpaxorRZflyfWKyJeZ2WzyyJROtgaM6aWN7OJtNK993X6X8rBrmuruZ6R9Pr2+4RckVbSQ16pD9KkKeNMdLPTeFGuC74gC7LhrS5nF/aJJaFEkalP6aRiP187KMRAzq3tzRiq9cylHhacUMx9t1i/W4jtO765oFb+X2U38JqC1yYn7R5oEkpCrSyNYQ2NbT9lnNR+Lgoku72pqD4AMm+frMmbpVrAdWYq0xu6usqc24Y8qdfL/jq+vCTSwmiTEIB/5LKtfnvlfvmd6Wf38qt/MRi7CzTGSxTBxU3DnEt8nvG5npww0htjqvxW5gWXGJTmN5tbkuVpav1gVr9Br3Obt9RdOzeku4ZaM0/oNX1+qJ6YeNqtiU/XdrfVUB6qydLjIuqj7l2eGadZTvz7TPZrDpacRcEZM/hree2T0jyWdwDVdcrex/fBnvOmvJSnrkojKS6HLusLV6X5qaerGxr1YU924sByqoF6jxr1E2vSxPVa0CVLQjA2BTCHqT1PHS6c5kTyhy234TZi0Y39nO/ptPt5qf1X5kSlq2jPPPCWNR6jNTm26LkRWHPaEeqR6eOETTmhL4kDJRdRek3bSaC+dzKDZx4bWGAUi7ph4BWcJEpO5Y3Wd8edmBEQROL/kWFiVl0i4R2s5sc/Uv9gilVYWh0OOo30F54LLJRZ6fMChJIlU6WNVaEUT3Z0fFfMTYVKQxNoBzWwJEcAoLStkrKzKb6DBFkVifXE2z8zA+OqNCdOeeidRHZi2+dpKqsA1XR90I7pToGQHM/5CSugxrcEkulU7PyumhJ6gZB4rJiriueNl3q1GeQLGAd6WZbUQnP7ia01DFqPlZMNfYH/WWXHqEt1ra4MGQOG82suZmcZ4ExRRHIoNl8JrkN6gQgD0HofaQ+kAA4ZQkGlANozgiBwJxhYUkpU+lzydNsTSGIsmFBYfsN1638vgqV/1C1mNUJ+rU3L2BbobRi8myLlr6xebYN9sqFY6vkjTqKScP/1LXfB/b17mome1SeFUuUWrwsuCxH0nVHfGGLG1YMaF35FMzIocpJYM2WMjdAAyQ8QAFsA7N1wKAD1vW5k8FbG24Ktktpf998nhtzoAuUfL1s3OfqMfvNH+t/e++x17bLFZ0fqo/qmmIuhzaHtLrmfv7AW9p1bRxu5UstojuoXlDAifq3pVMMC0RG6Saved3JXlHV9br3k3QOmxVbgl8aIKHfVS8p+rnV4dJcwkAS3cxLLDTTsaEgibpSMIvOtySl4otuZ3oOp1TBB9Xv5GVzbncl5yWqvNV4CxwjwBLQmIjqO6ntZHX3MJCAvWxlrrHnUhJwIydYTAqKEVggLt0GTAwOiAwQvculNA0AslrIKLPEiJiTW1q57m0WialBQ5bxXCT4qYylggAWnyMDYdYgkDaOqifbvoQ0fgclqSuAwHMFA6y9bF55keuc8KXotTpXvIGtU2sblcGuMyBAN/KU/PzWa7OrxB9bdB4uQFhEVw7anzKPAHCMEgQeqAB+SghLRkgk9SRGWNS9hcsjE5vnYP3Rl8EADzbdmNTFg9T9xiqQ+bMsAbwE0HuMz79iuYETbyjBNm/egs4q2EwgGnBg0dyBOvHLJtZqdJtkVZ78JrMELHPByqgLXEYlJ2OnnDfXhMqOAADuMnGkBAuSxbZhL0jeKwAKLyBM+EYRvhYcB0OQgD3JKcEt5Cmf/f0a0CDLy0bin1V8r23sQhChSu6l03MBVJDH/JANlXZgT6PkWmT8JAGMCkvDo8gGTNl5JROJPjs/0oYQp4SwaMTdRTB+S3FVnj/VhX6lh9OaVfEaFbBhN9hXE7isQXoYNeCQUyBo0flmFgpd0Cmp4LUFx/zeNaYECHXcdC5LIChd0AbIIgoFJPSmosC4fhLaGB4NOHFTgH9/ZQNwKH++wvr+E9N7bgEQV0EJvV+wd7qh+6qs7TMLeequxavpaLVkgEBQLc7WErvOxXVhDYgpQAVVUJVQ/JXZkqjrR0MR9mMWanrPXmm2tpNFlN8q4pCr/RezUIzsxqXfnHSZTlZYVOhYGKGOZdmI6ziFKGC8j0+0uc5dmwhbx7ba3v/23mNX7k1tv8lZYwtA4VkjzTw1Z+qtut/arreccytfTGEgzqYfyN9B2ZWUFZSAbtyAqj+50ug+QDW2lRNMN65yj5LWybKZs39Vt+FGTpSMGxac3cVDo8XpfTnLO8KqM2rQSiQ1LjFXQ18TtwVdBhy0csUCW4YA1uCUxCSB9nVzXkBfuzZlBRTdiHng1+5XshGJjsxInb6nupetM1nGshjZAoMTIfj4RSFUg5XvT2bQkkTXXzLCnMG7oICEBGgkqM6ogBJUT6Qkm3Qu2UkUjLLN+SLzJRODEiHYVkQfZWFWaCwSFzpN/o72jAWEX4lK/70X+awsiYQCQpR4o4vbVng3lwyEWdu1yHkh2ScjzKxARarPbXABRBWgQpbzwszleiaxEVCQ7mUQEIEAn5lDxsKHhBJmkdXP9fHZM18YWAL4M7fq/e7ACW8hL9Fvu+/2ty+UGeHp3IETDqwogs+BB17x6S1hfXF0tsKG8HUZeOBTxvm6euWqRDZnxMeAfDy2FNtg9mo9d1lq3RY0Kzukdes+ITbCmYYRdDgg3+0lJc7DiOVhgPVsfNyJJf28l3ukpWbuKCwJPybdGJVFQTfAagXyfTIUuWmzocOAILSmaLNbcLr7AKighCLOBQyxVKIA+Hiqm4FpEjT9dK5t5RZm5dMZ4flcNg5h0LSa5NurZzdzpmuiY+T0v/nrVu4W/ZpvTCDP/tG2NNaNwpxQgGVOmh5WF+/ThHw+I88zECLmhwHTg6DmfLeXW58nhOcTkLLozbtBAvNoBOmyWQr1HajBm6yPrvEXNoOfucy9FS3vlcX6I7Y2P+XUXwqw6kGN3g0NuLgnIyKEswZV8+4ajStE60tcAv4Og1y3G8XqBoDUwidR2KOmJRNUgccBaQxYRtmQ51H+gQA+E8IuyN58NyCkDCwa+NasdJ3cKIwMLdwESdO1xh/XNW8lf4pbIdXzlF+6H2eRz9uDV6PTk6vHu4lYYGNGzdikVkqKoYlmz1lSP7NnfqyKarybZeuY/eaP9b+999iVe/v02uo6SVGyVvE4YNkTlh0hZEbaRQzjCBoGUHRrPrp1+KV2vZZVeSu/mfJ+3RgYn1NhTwAowISxGgCInLEMQn76MlZMiVVweANR9bsYN3JhfoZF9ZClBUi1Y05nN50nF526MfrZdYGUXZHB86Kb6Sx6ckrgeQbPS/seMGPlJuVSI9N+D7o7gENAvt8jPeyEUQIgHvZyz2kGz5PuRlMZd6/rMjtDo76PnAWMaDLXuexpIGX/WrY6eZAOYBZ5WI7nDL4/gJ6OXf+0PUsCLQswj4hezlsqUQDx8VxcC8PzGTQvoi8vCTxPMq7WFyLQ8wnjY0I6SHr5ZQLyDjUYJOCCyK/nCABkvbcACbQSnY3k9OINqMGibZlhgNTFJZ7ltzzINdXgKUACMgqwMpwy4ll05ThlxOcF9HyWvgNYHnaYPoiB9OFwAP/jn+DjEfFxAvMO455AS0DaMcIo/c0jSkYc1lSj0C6WjCaObVy+B3L7CZmLeSbQQjWA5mdafnfgRLgQkDDn3BxbuTSkDHo+rYEJubi+tJ6hsLr5ljKt6c78htIdb5gMpgReSc9W2u1Ak/GRgPO0Xny6exTUN3cCNsSqNLKjYcUowihr7ubdCL4/IH/cI8eA+eOI+YNmL6ERw9MdMA6gaQKWRXWcBQ1b4aU9BZsEAZAA9iyJbIrmmrrbWPn84prS+lk7hgmWBCyLWAENSPHR66ep3IunGbws1YWGe8WSwPOM8HREsA3IoOwSFeIsjdU6/aWqEHpLZt/u/pwtBdKOFwDGWTEWcVtiF8G5XGPn6fymaS5MCF4WWaxPZ1EQdjssHyPmr4QWxw8HqSYt4NNJXDsA8JSKC5Cl2fXffRuugRI35sRvs7xbFhOB4oWl64KM7curXdau1fXa4LbumjgBGMemnpXiXyK1m1wIoN2o6caGwkRi5mKFg4ITrGwv3g/IhwG8D8iBsKjCRxDEMS+iwIY5gvNQXO2M0LYCFUq7qCrztmnx8tI2NEBl5LnSjHvOjXS8388lZd6qKP2VmUUpbsbeIuk7YEPla0n5p+sTiIAYpP3DIHU1oMvnobD1rkJbx9wP9btaWWkYgHEH7EakPSHvgZwJeR9A4wAeB9AUqnLOl++33cB3dAp4VfKvW/nXlPfKY0qM3Q+pfAdzSSlaXC0AMWZIBeubrNb7LRngzjN3Z2M/LKJvkX6CKlOsxhxw+rqBEeYi4eWYYypwysA8FdnDqu/xPF8H6Ioupn8OA+j+DvxwhzwELF/vMd8PIGaMgRCe7uSc8wTO1T226MZe113dl4VRPM+qP4Y1OAFInebGZ81UEJcAAW8N1M2M9G/fIHz/YyvDrT3LAh4G0LzIY7Esd4klbSYzwuOpGJzoeJYxO59FT04JvMxNF/j5hPHHCXkvKTXjREg7Y/2p1h+4ABMNK09V7QpOOFDHM1s8kNIvcQ6YkDFQpiMDw0nmUXJpPK2OMMuxoO4c8ZgQz8oOnhbE5xl4fAafxJA5fzVi+krn18OdfB5PiI9nYGHwQAgzkHeENCrwMBCSSyVqrOSaraP23QAL6b8DdhTgS7OAKEXP/0zL7w6ceMki1wMF7kjxGepBiUaw2cY+81pR7l18PEBQfnNvXHEPqKAEm0C93snSPlHm0G6sAaHvFsXEYiRs1EtUaaIASk4dtc4IfSzohiEC4yDxBoaAvFOFmBX5GwKwxApsGPByTWHxz+LSZruUDM4BFKpAt/GsARXR+EW3yrUDPgAN0JmF/pQUKTYfsSCLcKX3Bfmeucab6PtRQKAssSqMgqbj17gxBMCncLo4Jm8pPcoP7a5tRgx4yBUsqSCGdxNS0Cbnyi5JSeaYbhLSSMijYjhjRGWqJOlnUlo1Myjq4kqycSpKyBbbKKDOF8c2ulhuwMVnW94vi3GRNXOprvecs31fJ59fW4e7hpIDIOw3L3Y3gIkmrkQIVYFMWfPHC8BHQAUfNTVZHjTmgFpdwKLEcAQym+IXxE3DUtBZPU5Zb97HskFQJZ5sXQpOaVMAN7Rriu8rd5uhMeTKeOiL1kUZxRrnAyP3zI6SXs8UdGVQFHeHpl/VveSqa85GeQuY8da6X7ymZw3C5pb1k4p7XaEBWxwoO69YQ0UZ2Lpfk+LwVr7Y8l55TMwSf8rmCbvglOb6CVRWgzegSMVroLe/j637zmBC5k5a7pOLDgN0745/T1Vv2dTbAUiKSVWOkxqlPGNZ+7hqq/1WZIpjY5AaokZx5zD9OCSAxwCM6vIcA4iCWLm30iRfKswu5lEGchDdvOhNwQVQNl8Fifll7SMsdVebM/IYEZalvY9t+lMGUQZH0QUL8OSDjaZUdcllEUDDWChbcnNZQHNCmDJKdHiSVJwVnEAFKzbACc/ckX5tADkbX8upDpwo8UwcAIGs40b1mgJOzOJqFGd1Xda4bJgXcNK9Bum+aITMscG5POs4mntH2Z6Zy0aGMBazjLPFEkJSEMYDEgkFpCie/459EhZ89rGQf3fgBCBCNmjeYv/btXMP4QP46bkKDHtJHUNBfncCaau8xtrmhZ0P1ugtVC8Udufuv2NBKbcEqt1ns60CJNBuBI2DCNiUwMsilpndCFLLOQDQwz3mrw+YvtkhD8D5q4j5AQDkZYzHPeJpwLgsosOez8LgmC3oQF4HlTPlHChBiC62lxngtB4ebxlbsA0AXSicsQr2aIt0YbVoO1djbGOoGw5meQ78+FTAKxqGovi3PtPdRqAv72VOlI5x+2kUx6172/z2YNyyVEDCnosi4XR/h/M3hOkbBjIw/WGP3W4En8/Ix5OAU8xiuVQ/TLsfXdoIAS3189rG8AZI/GbKu2QxPch7s1U8EPDGefASm6JlTTj59FJx83Y8srhm9NfZZh6QDbptHo1RtR+BGMH7QQKpBdR4L0MQpTdn0CLvUrobke4ilkNADhDr+Yhq4UlBlSAZxzAoYymGqnw3ynYLqGBJ8u4aYOldHK14VtrKFztXMEXLN/sjpnG3OXZe3lKfFcSKY/dhGBRADzUA3WEHY04gZWDciaW1xMox2vQbAIdfKOJ5P3cvAnVNcFQ3f8Yd6LBHOoxY7oDlTpTa5S4A+x1ov9cNQ3D9r/dq2vKWhr8E1nzmCvHvvbxLHo9fYfzuWX4sMdc23CV6454v3dxezfU+IC9zDU7JrJu/7NyEUYwfbeBDZ+Tzhj6nZxeg03SdK6xiGobC9uJUWcU0DlKnBo4MD3fIXz9g/sMBaQw4fx0xP0iMtLQPCKd7xOOIMC+yr55mYWn0LseXxo25tK3ov874KbJw2WQTm9xgx1pjZkx/2CE+Pdeh62V7jKBJ2GdkOrwFqgfAz8cCAPPxJKzyeVYj1lp+5+dnhB+esBuCADj7iKRuiWxB9A2cKDEXXP9J4xKRGAFKAFVTdbsptcpcBxQ3ZwEiuLh3xJO4zaSo62RxvTf3IggYsWSE01xcnmmagdMZ+ekJPE0Id3c4/SHi/AeJNbf84R5EAfl8RvzxEeGwxxgJYT+AdxHDGKS/o6zjiGLwbV04HICj7Aj5jsb9peBEBwUnXkn8/FeV3x044V8+/3c2WtKGkGRmfB3/DD5W/6uWnurRuHzRmvIey4lU2YESPcjwgjK1+8Trc65dYxbpcQDtdqD9DjSqr/OyCINgkGNQgQMG+OEO88cR08eANBCmrwjzA0pw9d3TgDwGxOMewSu3jZJrqK5T0K3MlQbWMD1eUiZXfX+jhqQMCf9c2eotvtYboAkRgvqIW8AjXmbwNAPhJHPL/AO9Bc/KhfnyXqvvppLRU7I946dZ+Nx5mav7iioJ7IANuruTZ/8xAZkwf4jYH/bg81kWXN1E0CAxJzw44V1y+owFTa9fS6m/lc+2vFsWD38W5W9dY6vkvlHers7uYvRoI/QztL/786+4lsQzF1laiinKxaJf2RJsm+ndKADETphpZiWiOcnvMQA5gIIow3kfsRxIQIkALAeUIFxxZiwzIURC2AeQpNVB8MBmRptlyrOZWN1JTG4XSm9u+xSCo9B2sse7QurG+6vdEf/YfegHrnxa8E8GVdnv179hqFZTA3jMlSMEcHHrICBnkc3z3BkA8uXN+BtAixfLa2S4A2Guyb4tVyDajeBxQN4PSHtCOgDIClLtBsTdCJwVHF7S9f6/pd8vgTXT66u6lV+3vFse7/9aYxMkp5NZjDS/sX+Dy/PK2AJUuWv6irFVnfEEXofsAVPrX2G3qgzqdTsqh1aAhLVNDHc7ASgCyWZ0nsVtbzdWVikz6O4Oy8cDpq8HpEg4fxWwPAirmCNhfBzBu4DxdCf6telEqvM2+q6B2PbOA8pGuBA7TU5oWBKln2VY1YBWGNKM6auI/eRcL2zcrW4f1NLrh2qIKy7PRMWVYxXHTgP4MrMYKZ+PCOMADBFhNyDsdG0jbW8Q+c2BWtcfAyeGChqU53ihbJEqSqpZoMRHATPCeRE3D1174caJliRsi0Wz0Z1nYFb9eBZwgqdJ58EB01eE6Su5+fTViP04yFgdT5K1I0Zg3onRYTdIQGsDKQb71HfVwAmq67uAE9Qcs3NBQJhwAyc+x9Jv0F6DEAMA54x8PtuJ77v3y4SHd1T6QluIcP8f83rz28R5CFXQWWAcItDdAXQ4gO8P4HEodHw6z+D9iLwf5YVcFoCB5Y8PeP7LiNOfCGkA5q8Yy4O84MtDAOWA4RQAusNujIjHGbQfEU5TtcpbqlBThJ3fHE8T6Hy+uBitUO6tvvZj1m82/NAFqouCsjKuPgMDdYaxsCLow4P0ZRjAOSOdzhIMKKVmcekX52sARE+HBlApztfKhrXxIsjm29SBY82YtI1GuLtD/tNXOP0lY/jLEciEp3+7x8c/fINwnpBPJ4lRoZGpt8ZglQWgG0gA9gAAIABJREFUu8etfBnlvbIYIYAOh/a3BpR4g+uFKb+vkek9m8dAxTdcN35axM/0EnPNAFkDJzQGC+9H5FGsSXlU5TQxKA0SIGsMGiROTErLfcT0IWC5F3AiHSDZgRhIi75nCwCWmDdhZsRdEEotUFLtAXCBamuQXKGsJgExiuxGC0Z0maX6vhrbwkbi28N/4O93f1qPqa0FSt2mcdne5Ayx1h+jtFvXLQwB+TCqq4O6gpxmVbCNxfFKsPuXLq+VcT2QW+aOsET4fo/544D5A7Dci0Vw+kBIH3aa2q+mRCS/+QEuj0FviX5refoJ197KL1reLY9TAn/3QwNwwX1v2FOXlOA3MtCazHNbxrv+Hfo53mmnQ4fDXgJc3kscNRDJ+zTPwH4H3o2yaVVGQf7mI56/3eP4JzHcnb9B0Y3HRwLlEeNxwD0zhjGCns9i/DudAXB1LQFQYukYGKnGIp6mMsabbtpFNq/12K3H8vRtwMctYMbVZ7ocTVN3iFt9s1/jKCDcHaQvwwDOCfmHH8E//CguvzEijKMAFeSzDSno7AN7Wv1ENY6C3Tp03+2Y/92aZWuVtdW7Mk9igC339YY7Y42oyzafz+V5sbqySHaoCPzxGzz/lZG+lb3k01/3uPvma+T//DvS4xMoRoSUha0+CEgjoEssLp2swfQLqzJSN0Y1E5e5wBCATKTMiSgZVobPG5343YETP6lcEnArZerCQ3dI7avLRiRuANuUtQuUrf1/eQLu77etdUCNAaECjzS1ET/cId/tsHzYIe8jmCBU4HNCPsQyycMsyt3pTzs8/Y1w/iMjR0b+esHwMIOZcH4aAYyIJyDHEXf7gOF5h/HTDvFJBVuqzIlsFq4QisAJpwV0PFf/QkNvnQUO09xQ4ZoF0/rthab5IvfjZsfUjSVbAMj+8bggbKTB6iR43QAaR+SvHsBBaNeUEuLjE9KPPwJ5w/3ElRdniReO/W9NRb+Com1WhLs7hK8+4unbB9C3J/z3f/kHcib8H9/eI/3b1xhOZ/DfF2FdKNizNQbc1X0rt9IUCsDdNjhRrCvutwZ82HpvLpVNENN9vgGcYP0cnhbw/b4qOF4Z6pQNEEmQqyBMiLQLyDsJFgbI5j7MLJk4BlJqqciy+T5g/kBYHoTOmQ6auhhAnMWEEmYALJaYOGfkgRB2Ahb4lHxM0JSktf9hzgiTgAFmXfKABqAARnJj2IEUHsxgIny7+x7/04N7rm5sOZJYw3IGTR04YfWOQ10LYpQ2j1EsT0PAcjcI0BMlEn88HiQdstHNt2IF9e3+JcrWHLo2T3t2EJGbOwJO5Lsd8v2I+UPE/JGR7gScmD8GzB8HhGmHqOBEcW1hrJ7R1fJS7Ktb+V0UTgnp8em6EejXLtfuvcHE8Kxmb9wiZXZaLBdjSdCHD+DDDvnDnQQeJhLAb1rA+xHpMAjFf5KN6/SnOzz+LeL0Z0YaGMs3C+hhAeeA5WkAEDGcCDnscThEDE8HDJ8OAlJkC/6Z6/seQo0dw4wwaUByyyrCuQU0ANG7OjeRxpDXPb+nv/G2+6SBImYIzKm4dl8dcwrCVlO3F/r4UTbb44CwJPDTM/LpJLq9GfcKs9jtewwk8mCVghPhAvtnq1xkEts+zWQiIFnojA3Y1VlczRWIkywuHdAdIuKHB8x//RrLf33Gf/PX70Bg/Off/ob/6s9/QDiekD99EpDmU5Yx0n1ZYcaZ0dh+s3aUuEpuf1dcdRyIo/WMO5mbt4CYX1Jp2AcMaKqaMlnLCwQ51pdXWR24vbYPdGWfVjyFrWkqlZeaHp/Bh70gd+U2uSLMFg1eJzhHif6eP+yR7kbMHyXitwhgsbClfRDfpRQQJ3mJzx8C5g+M5WMCAmP8MOHDwwnMhEdizB8i8kgYjoQ4hRJdlhX9lcjOplwq+qdBvZCBEAOiCuMSlXmp+ZwL7del/FxZxDJXAe0jGm8FFxuG4sYSgBL8skmzZa4t9j2KVZeHCN6NyA/7EgAppIzh7gA8PV3xJeye/6VjRbDab35uud9+sfR1dcwsbR3td+D7A6YPAR8ejvj2/gcsOeB/+8BYHkYMdwcZUxCQTIDb/bDdrgLoXWrXpT7fyhdbCGJJaJQEqo+9ByeafGE/DZzgZqFH14YL1ThFIpyXQtUsVXsLpYETRltVy0faBeQxYNkJpVNyygMhCDCRB0hasyRdTSMh7VCifecdauowgqQoIyDu5FWU9pFUwgANVC1LBPXl9RRRS2eKAlBYpH45QRR7iu2a12QBSS5lKRE+hmMBE5pCskZQ0GC9eq2vkwFgrMwJAyfyGAsNNu9C8VmmzMhjRDRmRWZQsLa/YVP11g3YW5g2L5xTgDgHTsh6KYH38i5i2QFpZOSdPFcBuAh5FxHGQfY2RI49sjEGF/v4gg/HZ5L55FZ+hZIXtHpEXwhVYHS/2yWWY/Si6nFlbe918CtlK55Z0a+BGi+jAyQQY4mTxfeH1nAXJfNROEUx3N1FydxwlijE548R0wdg+sDgISN8nHG4n8BMONEe08eAPBCGjwFxVndXBmLQFKAaYLGuC2q0U9cVGqJszEtQ0KwuJU73ncJK7zRjYHV1qa4f6aPGltsIVkoxFrCDJ3edL8HkMYOGUXTEw17BCcnsx1ENd5rljZdZs3hIX0q2D0uf7Yyum3JSnydretKraeW35NOGMZOByo4I1dBQzs/SxxIIvxkLmbM0DsDdAdOHAXcfnvCX+x9BAP6fj4z0sEPc74BHElBpWbTvi/Sb6hiU/Uo/h4mqK5CND1CDXDPX86ZBDAefueHvBk68pTSCj1ohZ6Wjpvsik/qFe/h5vQVMdHUb9X0zgJBHF0PsaHHKa7KgYYa8WTR4u2dUJTxQpUIFEr0kyuaRA0Bs5+m/yAgxIwYWDCSwXBNQIu1a0JYezGGgABNQRR0EaVckCaplQc3ss/Tb+TlHS3Wnz4cAvRglAF33Uq/iHFBdDMih0OSeRXE/sDFvLFnWdgKz0W+DbgIuLOIXy9Yx2jjW//beYy+3q7wDIdS+B8IQGQMxiLIMt1mDQwBC1sBor23DtXa95Zxb+TKK24z5ssWY8Nc0VVyZJz3LYqtOH4PhxeZSSymlXgGn9muRHxUUKNcEOweF0lv+tmpMVpdzudRl8X+sLmNDsFf+7bueVxgTRVZ39zPwJwA1wxDXfjdKoOtr4Hp+ACIx1mMDtwHnC88W69+CgUJ+TNH1yY2trW1blHDg8gb9pyh4167tj23NST/fDZjQvjT9CwxPY2bfZ3ctVKG/OAaXyqWxeWeMrVv5LZYrsrb5+YVjV1WPF955cxPVsgqu7s4DgCauldcBLdZLqPpMsVrbBjEGYJB/PKghLZHoeZE0ro3Jb9VbI+TfIBnKYpRMcDTo+xkh2RWU3VXkOELZqUkMInK6uW48l5YBDAAUGWy78ySZOzjGlvFk+4ecpa3Z1RGwBgG8rhsFVGjefpMfOu6yT7e+mCuKMrMHAZAxBMAD5NJT+WdglTEMyfW5sBJCPeYb81YXNM+uLtfbfew3k7mume1Nu0pFvlKZO4QYGYeYQMjyvIfg5p+rmG0s3RjkrJkO7bQMUJTjuQJLTR+Km5X4d9AlhuBnVm7gxFtKhw6ybbAcGkyWL9xSJwJVGL4ly0Zfl1GdnNW+ua7/wSPBuxH4/gcUsMKhfaAg6WmYQUsVOAgBNI0SNE19nJlI0WDZ4DMJrTjMUlc8B4RzQDgF5AGYzwOOgwjgZRoQT6T/GPHMGM4Z8ZwRzhpQRtNOMdC4dBiKHE6LUHoVHe5TR4FZgk36eAg9bS279J8hSBpPo8v5cTQhuyySCmie13VpHY3gjAzMFSAJpwUYxB8cSQPkXMs48lspzACypiwSVJaWBTTNiBPjh/OIH+YDUtZnfkyaUil9Gf2/lX9h4TWlnKhu/P1vwPYm6TVW3Q3mRMkmo/daWfn7ElTd0E047waxgnk9sg3/U4KkFWWLRDYTBYSFkDXRHWUgLNZGYQOERUAFybkuUblzINDCCGq9pAXCuljkHyW5LiyVuUZZ2BAFUFeggzKkjsQI6vphjAljUUhHgeBTB271tfFNJ5zyuB4bPUZEZX3w7n+lLgC86Drmxr6A2sji8pIhG4RcUyKTzyLQMwZ+TTEVNubuFbcOsvmeWeNo6MYK0Mjx+lxnkrFRZo0851xSMRa3jv5+l96Rm+y+lc+lNO9rqptxND+3RfV1YhLduq/H5n2S1MbsvzMDQVx3QwiIYwQwiGycs+rGAAKJ65v+Hc8R8RwQT4S8BKTDgFPI4ByQjwPGMyGcobpxRjwlhPMi+iNz1XkNTIxBrOoKgtB5EpdmtmDljCYAqVnkfQwQ31c7x+8/zqHqyvabyh7O1eX5Uqya5lpzAYkRxAJo0HkSHTwxkBKyuYYYyGSuDSbvABS3Cu/qYfd1jIKSUvQaQGrAfoMt5CL3CzvaATANwwYQQKkwqgVQWGUUZM0mM8+Ip4TTacT30x0IjHiCBNucXKY/srh/oabWVvfzkh7bu5R6A7OOUfneu3UAkrVqSWtGzGdWbuDEW8rmotwqMD9n0MumLptYANba27p4Vgd/fQ/876eWceH6YhOeLdBOjECICMyg0w60HJB3ihzPCWFKiIcB8TRIvIlpKRaY/XeCjqaBMOcdniZJtEtPA/bfE+IJOHyXcfguYTguiD9OGhCTK+AAFN/ZwugAQKcJOEvwTM65+Ls1Anje8KvrhbEbWLYgoCsrrN5b02WuhHB5Rm4cDUBalpLOLQDS/nGQqOg+HW19AP3DW93nFyseFX7xvAu/cQJPWUg1MWD/3Yzn7+7wf95/g5wJu+8Jww9H8ONTiVrclFf0/72ZbgAA88un3MpvqDBLRGxgrXxcYzt0dbzmPpfqKnRTX/eWddv/HQjLxz3Gp3N7TncfHkJlbMWqhFj+9aBsLAmAyQgDIY8ESgAtDBAjx4B4YnWHAAACD2KFCTNEKVoke8hwYsQ5I54YYTJ6vyp4hJqezLEawqI53Fk3wgZMFLABEtjM8PktN4ECkkv5Id0XH+1yqmeqWJ3zUpXPUiULdbYolLpeZVnXMIQynuLWkRXsnmvgs60N+ivKpTSfr/F73iyvPd9ld6FUFVOOQSjeMWA47xDPyu5jee5iEBCFmJaaUeBiALuuP7dyK00hAlkKYB80G2j1i7fMn9e8A9d0kqvXdSk3+/s5Oc4LSlwx9qmJAdC8IOaMcNR08EsGnSfQfod4HkEagwIA9oGw/2dEjoQcIyYG5ikAmTA8Ruy/A4Yj4/B9xv6fM+LzhPDpJDHW9N00d+VC1Q+OKXKewKdTNb7ZNc5IJ79f2KBsjNvuuyD6mj/NhivG9Sb8Sp286B7hmDUF6SxufyGUYPE8TQARwmGvc2ooKaEL6BDcvqB/Zm6vUNjUbwYn6hpGuo9gZsnCwnAsvmpwFnCb6xibu4vtTwAJgv/4hN33Z8zf3+P/vvsaAGP/HSH88Iz8rClbiUoGGIqxBFtFjM1zL/0kiTNk7O5SFJRgpz8wSca7rPFQ+Kfo1L9CuYETv5XSCIFXMDAS9AVKyPuImFIFNroNKetvRATOURS/kIB5BIUAOi0lzRwtAkYUdu+iUdshuYCH04DlTMBCyPuApBHihTGBwpqI54RwTgjTIhsNQ4dNMCzkXjBlHsxLZUZYruTs/JZzrqhx6VzHdlmlZEotgm7FkHLNXX1ZqNc2MwSNxzzLOAKgeSdUOY11kU1oOtRTPjYExa8BUnigplP4rU1sQtyf3y9KLP3DNCOeFtD5Dk/nHXImDCeAzi4QZrnBlTF4ZVrVrbLaDNzAiS+rMOpGqsRFeCVj4lJ5DZPCWSuo0Duv36MoAMq24DHIZvASqBEItKgiEQBmkYE0BImwHYAMo+KKZTxD2b9ZgQJQZUUsSu4aADli1nMoW0I/ZwU6jA3hqZ8KSlAUwIRYz53tGWSU1KMOeKAlt+97H8SS23s8Z7XouPEuo8RKtU6OMWdtM7bEklpZXMBtYeOFlIGsadgSl/qgFrvid/2WYpuxa6fYl7fI837ublgCya17RWHXOEusQL88V5LnmnU+zMKaKMCEbjLYPbuVwv6rUkhu5bdUiEiCqHN1IyBlJ/m5s8qq0VTyundjpZP8XBl2rgAdhQFATrbNk4Ccp4iSfn1JAnZaW1UfIgbieY/hxBiOkskuniQQMSlgOBwZwxEYjhnxtBTgVIw5aIxwJXuSBUYEwOdJAzE6ZrAPDH8pw9qVEo908fwVMLFaB2n9nK1t5m4zzRpvLhfdn4ZB4lzECFjGCg9EuGwZm5tr26D7teuS0WBLhwVqSuysIFTmCsp4cMT6FCtTpQTI1/vyguJWwSnLXuo54Pm0A8B4ODJwmuRZKehBw1Dj11n/h6HZDzUuR0Q1g4feuwS7DEHcdbjOm7yPsjbfAmJ+IYVQItdeTVX5uaDDQEGIz3/a4e4V0XRlgz6XrCAhM3AeEeZFUrIFS5e0SLTd/U582TRYzAjg8M8RgIASIQUBKhgYnwiHfzCGM+Pwjxnjd0fQcQI9nwTxBSrdvwiiGqySAWCeBJwwRLhnQbxVAG8h6P7wclk415O88i3ZJ0qazCnKGJqPYs7geSroKIBKW9sKaLpVfirauWFxLPcsi3B7D7GkOgBIgYjyHhg6vCzIxxPid88Y//mAT3cPQAb+8g8GfvgEPh5L/U0kYhPoffyUS76ivrxmPI4vn3Irv6HCWWTGlkLkf/s5LAPdprAGP66L/7VC/lySFJ/787QNTti5LpUo6XfKWQOHDeA5a1pnAQDCEGoq0TmpLAeGZ7lHJoASIY+iX4cZGJ4FmBifM4bnJIGOTwlhNsWWJdBkkcVU6iWGWAnn1KZf84AGc82otMWasLF1f//n9BF0Om88Vx1nU2KTc0NAlWE0DOV+TRC7GMrmSRQ9qYuO5xrhHmgXgn9lMMdXztsCqHcR7GkRt0ICMDwfMBwHAJLNZXxmxOMCOk7A6SzWWNswvKH/NxbFrZQSAujDBwAAmf7ldLES++FiEHBXrunEPqtan0beNpRXqMsXM1O8VsfjBFZdJ2dNL7ksoHEsbeB5Esbsfgcs4g7MRIgA7v4umYjSQAgLYbkXcGJ8Au7+kTAcM/Z/PyJ8/wQcz+DnI/h8rsChgSBAcS8w+VxSVv4UsKZjBNz9/UodnQuC6bMGlDKzpFUFRH9fZgdIJ/A5IWt/CgsDQLi/B331ERgieBzAu7HE0ZETQpPNqnjxMAQPMZa1Y2D3AacrqGsAlxsCb/jQNRDMknZa62vAEuYSLJN0baLzJIH0jXE9z8inE3ieEL//hMPf/4hnTYX+538w+MdPcv5+DxoGhI8fJB3tOGhg5wAeagpRjpapBaVNEqfE2BQo4ES2mHdAiR2VDsKy5M/bq+MGTry2kCJaADasQTUqLfdWh76eNyrMmwL1jYJnfgi4e/FGXDfrqoHm81leTgriqhCCvGzLAkpjsWDxPIuQeh4xPmWkPSFEAkcAUAH8COyeMuIpY3iaQc9n4CRUND5PTsF1sRzU7FfibKRUaGZX8zj/XKWvz2c7KWPWWvDq78JU4WlSGlYVwDSMQt2yjbn3HwPaTfiF+bIVe8R+K2j6S5Q7NuubntdT4XyfbLxtQ2GxI4AWHV5m0PMJ4yNhfopAIoxPWZB9RYdtMSsbCB9x2PrvLYRbVnFfPnPfuVv5mYvNv1X5mcEJL3vNYtexfRA2NnQb97U5nHZB/Eu30jp7mr5ZRJSqatcHIuQcRD9SMII5ljSepKyMOATEiSVtZgDYZbqIMyNOrG4dGXHKCJOkvTMWnDEhyPqcgOLGYqyIzh2gWJysT44Jt5KlLt6EyazHpWNOyMDpZy7PvVHCnYxi9wzIgIgdShq+wqSwaPazrGUt/fkKK/HnXF+ubcJsCAyQ6UuZOzruxYImcpMV1OIhIkwZ8QxZi7M8dzqLQcF80LGk6/2/ARG3cq2EALo/tGCj6QM5VxestFzVjUsA181jndzt2LNFDvl1oQucWPaxDZCqsqMH4/ymNa/XGtlsZ2mX6UEpA/MslvacNCaDyEgaRwyPM3YHQhoIeQigLBvl8REYPyUMp4TwdAaejuBpEmBCN/hF3/WApBsPYSS8AP70Y+gP9QH0M2N85A2d1+1BvC63G+V6a6Nf0xyA0hgTl1nOTSp/QgTuDuD7g4ATu0HcyYOwJNj6XdwV3Hqs7eEABWi5BAUuhBfrPqOC7KUxdowL+0zACak7DBKEsgYqVZAoMTAPGvMog1IStrnF8dG9ETTWHB+PGB+B4ZOM6/hpKXsa2u3E4Ht/h7wfgVGyLnFQcEIDrWYFI0TWQ8YmQBiBkD5zOYbqzhHkWNpL7MB8Y058IWUcQN/+GwA09NVCfzWhnNxCv1FWFnFTri4JZaUDoUekLxWjfrlF4rv/kfDN/X2jhJXALh0LobIPMvh8FgH5+NQILXAuwWrYpeakT4+4Y8b+mwfkIWD+eof5QQTh+Jhw+H8fQecF+P5H5McnYUEsc0E9peF+bC53s4wdUIUtoeZFLqf4zYpRoZxwVivc5jNLqfSTdiOw39cx0CCdmM6lDTxNxefMxjGfjk3naH9A+POfwB/uRYDEWP2h/Zrh0dmuXE2PdKWssnj5jYP5c7t7tyizUrctzda8iABOWay657M80/MZ6T/+P3zz73/D8CwC/eO/f4/8/fdAiIh//EbSSD3cgUdJU8WDLrAhwEeQb/q52hxe62h38P9660jdyudcOGekT48Cml466Zf0p+xlyrVT9dPm7fOfAz58erxev1l/PGg3jgjDAIyDKEqAggRJop4PsaaRAxCe9gDfY7mXVJrpIClHASDMjPFR2BLD44RwmoUFcZ5lw94BCmR9tk0wIBtaY+PZ2tGB9oVefGk99AAFEf7X777FH374j41B1PsaGH4JnDIGVs66DgQFdvTztEcJKMeM/MOP4NMZbOvpby31ZbPOtSwKOk+g0wnjOODuP/eY70SW3/3njPjdJ/APn5CPRzQ08Df1P+OyELYFna+ccytfSsn7Acf/4S8ClhYgQjd2GnjWLNIl3XDHHONejvZitWesMcs9NK4NKfunYWf4c4EKXOaqS5MBlcytbmy0fGYNVphFD1d9MU+zsBW2GMnGBAbKK5CfjxiZMf7jK/AQcP/VAcuDbL/GTzPG//IDeJrBP/wo72VK7etT+qKMgKV7V4nUBUDZU6bnOoYf7Ub0WfvIjTub64CO2df/y4+If/nzSq4DEFB3EPZ0vtsj3+/rWAfxIwiPp5IZKBzPcs3xWECcfD7LuGpf4r/9Bct/91ec/nwAD8CyD0g7Kpn9iNXTQv/esvwXd4bi7rk+p382DTDBqiez4OH2L04MynJ/tuyBgLpWyvkWVHo4CthPS0ZYMsLjhPj378A/fkL6xz/xh//5jPHTCCbg/t//jnQ+Izw8AP/t35DuRpz/dEC6k9Sy1v88kNy7/KMCvtQML9otsrHhcoxYfyMgHVhcR+Pnvd7dwInXFiLgzr2AAEq8A9uwmQD25/R1XPu7/80oRZ4e6wLjyOkb2TsyV3odM9I9RDCZP6pZ101IeaqsU/yK4GXx1W36npICz846Ni+g04Rw3AFDQBwCmEZBh58S6DSDJhVK01wVTD8MbwAkCtprJVR3AT8+dgxAdRWxvqRQkVKgHUsDJ1QIY2/UNXab5e4e5nOY1b+5WUTEnYPv9uD7vVC0hqABbbo+BrcRX43BC2N0rVhz1CpqGZtkng1C5XbMCdZzYYqHznGcoygCSSyQpAoxlgW8JIxPGeOT+GPSUZHhGEGHg9DVDnvwPjYUteJLaX0n12T3N4BN4OJWfielzNm8MsSRB1F/ieLTdMmNrp7evP1EyDsSJc0r431qN1XwGEnYDoFEqaQkm2zTh5nFz1nv08RiWJJEi5+V8mlgKhhxEvYEzRlhSgIYa6DJJv6C20QUhb14QDgrpWdVlabVdXFVNlwyAOA8j5eZC5pRqrAemrRpHYuCIRplzgBHYY2AJWaRBmHjbEBHvnzPz73YeFMoAAuBijUSSeKbxJmRB83mMrNYczXLFedU3qU3FS7/XTvhhXNu5UsoHIHlIUqm36IjoMSmIdWvSGPUrIwkcOt5A/z257SbQgEnRGfBkmscGZMpnvkJFFFdAAnT39kAFHedyb2UqkzWTbUFbmfgFWwFa3wGzpMEuAwBYRgwQADD+DwDpzMwTa2bGaEwF4quayAwu3qB6lqhoERh5UZbT9TAZsC2Ay1KMZAbAJgRnibg7rAdzHiagd0obhcPB+T7UepU3Zih+yEzcgGgWRnmxrTWQJLF7efugOV+xPJBsv0te0LeoTADhLmANTjhcFBhCgBBxRr0uuZ56LmUO/iUqYASQAtO8EmuywMa3ZyyuEkSQ7NjsaQLPROQI+JZ1mcc70Q/fn7G+JSwexpljI5i3KTDHulhh3Q3ID1ETHcEHgnLTvs5EJKmos36ae9MD06AFJQwkMLOCyxA2UHiEHH4vGXzDZx4bWGWbBH6vWVLOIH4kl/dpQ3nlgXOI7o+noJjT7CnuTXXVsE7HKnEaijd6ZRjY2dsuksofUtuo8cpyG9Mci1JdF0+7JDvRuQhIN0PWO4CCAxKEXG/0/N24FE38ctblSId55I2KlWAIkm/LaczYALK9ZWW2hcDYjrl1Ec4bo4rqMPuE+dzyfjB5sO7LOoDufHyzzPoNEkk4uB8yYwx4MZ8kyHxM8ecKJYO5mLVMLTbIuTLeTb39LsxJ/Q7K02YUwINI5b7iOWegAzwnYA6nBL4PMliN6j/vDEn7H6eNeHTu3bghB+r9zJJbuU3WsiBEOW3d8Yj8eUlQOMSI+vi+es2hZlLWjBXWXNNAxxbZHiLEh9j9XvV1HKsxziEEliLR6HE5lHAibQT5oQaW5CnIHrbGIFFaKkYHOhtQID1o2NylfRq2bS5UNcmvccmi9DytPv7aNmPS3PMlyJvbcOkRhzKAAAgAElEQVTRnBfLOaWNZdxicZ2jQcc9BGl/jMqqoDWte6v8nKm4fqZgx1tBhMtcGQZgiEijxBtBVvbM4MZEzWqcr7RnM4DhO4Xu560P38o7CmVgeEqa3phRAupm1s2dbqDnmr1nVQJQd46o8sYBpGWdDxJvBzmXoLv2d+MW1oMTxowwELfo0hughjEnVJ+zuCwlHedLbhT9vUME7dUwFQLy/YjlYSjW+nDYizvA8dQGYLd4Xqbrun74wgYuAzX9qVtniBYBMBcnK62dJf1wBOa6tuRvPoB+fGzuV+S5jgMlWYMiZMNOOWtmIBbXbaJiuOJ5kawiGoeBkxk/tc7TGfG4YHyKJftUnmUTzUFnhm3EOwNWcesw7CWhMAvA+tGrDH4YHZZKSQ13Bk6wBPInFgaDgCA6l7Ks6QJOMChpUNNzElDunBCeJ4khotlIlocB870a/tTgydOM8Cws8uFuAHMAjwDNCs6MjOBZE7H2r4yH4UrK7GDS38xeo482JRnbz92odwMnXlsYraUIaEEKC8yT88sL8NakMAHuN12XQIlGkbqQNtOELQuFp08rtBJwPsdxf4xCVXxCBidVigLJjA9cFcMYCxsgD4Q8yMudxyCByJJSbKPmSfaWr7eWoqy661naxGDHDLE8xCKIm/zLL+R9RjYrlFiirL2W4UTOV0moYIeM48YYA+CUEcwXMagQjCyWwWbDTdv6q/p+v7v0loTCoOAaAKgAE3WBLXRMtSD4FHRlobaApkGeex7kHmwbCc5ATuBFUHMOSstfUO5nwAjZ/YFCK+fyB9qNou8efuL43MpvoNDlzd2VeA++bLpxvWKxXrmJvaY0m3pUAMLa4gO9GTDhXTooFCsYh6pMilseF/cFKEhc2EehflZLkyl76scbCRRVZsagIKQ2xgMApV1mhlGANkBkJAAgt9ZOpmKF2uorcm7GJoZ8GfQJUheHIFTkzefXU8NDjekTonPrE81N2k+yifJZAC6VXzHF87X2XAXmfMA8EiCmPHsSxdb6XfrPBAqmv2z0/9dMbX0rv7lSNmYQHcJn+6GUVQZwE89mlcKxWMGp/WxupHpJQgUnTC+x2A6vACeMNeEZWMV1Gmjlnup+bC5lW8Fzt+7V/UaBJGWm6sd5FP2YGKIvD1Fkr8mrHvfwwOxWUT2MAknouEDC+tDzJYBy7ZfoSbrGZCd3AxcXOh6j6KnlomqkK9klNL4CL1nBqQwMXJ4Fm7xdUgV5DLTu+sLLgjAnyQQF9TApm2yS0zOcPOMuICZXEp0HJ+TQdXBC6yC9h30GtTGGxeJPQJkTWocHJ5Iw08IsabaFqZYEQHMx2vIgYDED4toMiEE1JdAsWbnCQJq5VNdrkPQ9i4zmXMGZAk7YlFRQgnVrxIbhBJIpFG/MiS+rBALvd3WDhiqAm988i6IvL7lxuHs19ftUX31Gik5gldockJHuGBjHav2OaJFpllQ5RHINFw6VgRXZYmWWe3NSOrGm0BHhJ5Fqw0ndOk5RlCFmDCfxaabzLBGM5/l6is5rxbl2yIcbQ40RsXm+t0oayBBCHRfAjHDS1ZSq5W03gkrMiYwSkdiCIlFwLATt1gatmcZB5tFuFIE7itJsTIFmc+2nxoYVoReu9psP/LMqK0umocRCvyzWSaLmHtzFnBAgSjME2KZlGEpquuHIgjZnRjjPgqnEKPEmRqUD7l3MCarBfcoGwvXrRbrnrfyOCl+WGwmrzRS/iBa/5c4t6PkqBoWVIHRVAWXddU6WMwBwUFlsIIzkJJfXgGpaM2OJQZVNtWQBAJaMMGfkkYQssMhZBPWNncUflvQfllRiyEDrataYEHRTUfvexEICGkYfgKLQbw+k2yhomZahBY6b80NlEpo/dlcIFXSiGFEC5LEAECUNna6lnNK6rp+THfETSmEysGnEG8e0UBOUVYOlpQTKAiBbWllkefa8uA1C5sZNdOt+t3Ir1woTkA5mfa/ghLh5ZLHSAqBBZMhKYjLXdd/kQrP+d/qQug9QSStc68aQqoFpy8XPGRO9rt7o7Z6BtSxgCqCo9Vobi+zgWm/Xp+ZPY42eJyBFxJNkvwtZUofSNFdWgX8fO11XhRzKO1rGKwobF2gywDUux7uxxpjoPwEJQqkyklIWfd32PFYMzFmSMNH2O/BhBz5oJkPm4gbDiwPLlWHBWSYAkbK5nayh/R7pMEi8hSiBG33MCQYq2O4YAWwLIKEABzbnGreOBsjAisXjY01IX7mAE0yhjXnhdOwwGEBHCIOCQdEF5cxAGEdgHIHTSZICHOUYndXleRjA+xHpbkQ6BIkRtSMsoxoABqhbBznXEm1HVPuALRkKTkCBiOL+oWBP3mvMic8cc76BE68tROBxBMCFisVO0FWE1KGLG3Ws6kQHIvuNdtZ7xVC/G1hxoXCvKDIj7TS1WhPJ2GBFboSugA7ye405oTCi7xdzdV0QjVrpWgtoWhCWgLgfwIOAE+GUxE9tmsUFwOJcbAkOdL/1Y+hBiT6zwzCsLJNNZGOzogEAZxDlAuL040hWn26qYSinbs5lU29QLYHzUB/xor8tc9M5GgaNuTDoZsWlRjLhUvrphqMDJ1aWB//b1ljWjjWn1yBRtkAbQODuyQBlUz5q9G1agrr0iHCmcRC/ySQZAOJJ/FBLHI4YRUCPA/gwIu+GmhpJnxOra0eTw9qEsJVAblw2+tiMyQ24+OIKK1h2QWgQpfrct6xZpR6+Pj8uHXcACBtndN0M1wY7niSitpMZqzZakGKgghSBWkuVXatZKOx2jUVrSRqQKyAHRphF3hMYNLOmIeU1MOFdMbySb9a1sk4IC6oBJAzcLOPUrVOdtaxnr0xLrO334wM4GrbJ6rVw44TyzBipAjkcQEHbHKhNfwpcASScML1kcNg8vxfCF+YYoTvf3y9t1IXumDXfM28SSvYwtdZJoDaIsr2YBVjmTgkG2tyva1fT960+vmYcbuVLLRxI3HdZN4Us7hymN4TFAEOqBpy+eIq+6T0rfbkCFZQZlELRWWhRI9NCbZ1bzIkkgTBZWaBgbvR2tlTOmUExgMIirNlk8eQ0RWRmVKvdpcHB/8/e2/zKtmT5Qb+1Ymfmue+96qrqbnfbbUQJ7G7MFCQDU0uMPEEemjkfAyQEEhMsJAYMmCEx8H8AA4/4B4AJAlniQ4hRt2U1Azd2t8vdrq537z0nd8RisD5iReydefKce6vqvvNySedk5t6xY0fEjr1irV+sjw4onDXmGmoDfzygGC+iRwMmziob91gy2Mq6dn/9MLncXKwdlIig8Dm+GrHKsA7Q2viEZQNgrmClA90fNa7EBoARUZDDU30eF9TTonJgM6BJBHReLNsUgdeDnq8H7RidbROxx5zAYUE7FY01sRDqSd0RwaZ8C0a3jrC26ePsxzyexAxOCBAbeOxWBbE+d4BC5y6pcZ/pN9SAusA2N+2aJuCiVn1cFKiAMAoJqAiEip47HSLbY/m4onzU8cKTZfM4HtAerP8PjPWB0A6EajEnZBMQ05rsQAQDzQNcZks5hlpIiFpKEAH1oYHWrm98qXQHJ15EkkUC/dsTWm4SZLScK9EhyqRgi5tl3YWzi9VdagtdEcBuq3uXQmH23322S0Lx9JyVT/0V2xUc63xZE4LSuAEGLsyLmzQMphEXSCYBOgT/bcHtoc0R2v/eEFyRxJQcd2NwlDjrRhkUItq7UVKCds4BU2CjbeuGVnqbUhkS2bfG2FTQIwmbSY4ez+5EomCbuPA7PSvyflpbdL4g6glrGQFmc72Bbn0X7/QdowvvFTDOpWvgw3PA1aXzl1L97uz65eZddAl56RydlXc3068ylqHp+/Q+5vfGLTO8nXtpioe6mTasO5cb4kPk6zI4unOfoV+X6JJ5c2rTblasF9ON82hT/srcfPF1Fzn0haquvQtJuXPFZIPy7rRhAPRuaMPVtt/pLZJaSSQZQ5K84Bs90svmaRTyTwBzxmKzHGZzlbJw4xsnIuNMu2bF4G00q6GL5eY6c5mXBFseXqcu/0Zcr2Sp6sWfk2eGgJhx/HUWXwQoqBzyVJKbY3NqB+Dx774pC4RKtCHnyYLts9lrk/gzUvBGhMY5k8rFmtan3fZctLf3Oc/FqM8/U3szWJH74LODpjrmRu7Ky7Z+igv4e/NxBkpS2zfjAOS3pw9xXEvDcRICCYV8/6XSHZy4lVpTExxJ6ZLyDowfy5HEZ8rmYnvngL4rFihv8s+a408A+6ZrAHIMieU91IQqI6BzQMyIXryzM2XWCsQUbhzgMgbEhKLMctKAmMKM9V1BTYh6seAvdDxCzikg5vBm5THZGScROFotbjMVyi+C2ceu2TzmXC3fvQFB8/OyMQoXGg+ImYT3CIgJAI9PcOBFHp/0eZ0t+FCz7YPUOXl60oCYiwawK+ca2SpCqQcNqOau28I8XpcWtD0mjSRENC1EAmDViNWajonGe7jljplTDgExa9M0qk/nHhDzgbG+050SOarFkdTaczp/YN3BMMuJYNgRzMcXSAxt2Y3qPY/LXSZ+2+Sv9GYOpDmbJwFPZYAbBcz87npd/fdGAb6UNzzxWn6S7tPssRMm0GIwxfXUcMsSAQ4lpxIF9HcpXeC1Y+3AqEd1GWsHimBegPq9MjHaoYDngJgumM9ZRLIQva4QLrYz5a5eCXgwd7cxnk8b/bknBeB0OI/np1gcI+CxBZk1Qj2g/NPMk9MuYgTEJBoCYl5UBuSStH2JMrOlK8cuUVqrcl83IPt4LIDanE50CohZD7q7dzEgZk3KEmDf/fmntjs/fq3lxJctD9/pFURNsLy3lJ5hiSmRTtTj2LAFr9ydAzv8vL+Xzg8TuGbWDx4Q060hMLtnAKPca5/hxhGf3QKCnNeJRGp4eMB4S7WsFg7PWE0A/RXg0rNbLAXt3YL1XQGLplvn01F7eVjGIOxtknWjH1mRteDw51Xv5dZnyXKC2PhnpKn2MTV+CChfYDagu6H98GvQn387rANDQMxlUUtaZmPVep3Ls/ThCe5GTR8fNf30kwXGtODpiA1eioCYy4ei8TgqUNceEFPlQnSriZQxz4mtXI45kQGC7PpMbnyZlPkA02yI2ZpYHqXzTwIkbSzyqufcQq18aChPFVTVfbK8fwI+PkEeNTPH+q7g/GD1HA9666cz+MMZBcDyTk0h2gpL+UloRcALIq3oaBlhf0n+6G4dfXy4WF8bgVeM1slfIN3BiReSp8cZF/FZ89s55pSFjr2AajNqSdTfHxcM3A3Dy+XfQAgV2cerK/CXfIBh97oBUdtVlo3peXVDEek6I1lvph2d3e+3tCELaSY8b3b58ve8G58BjCk4m57bsb5I99ksgsMzeaZzXkfsaqa2+QPfsaDZABV745UZLo2fNLcZgphhMTaEyJxhljGDnDC0fV+Apnjg0w+x5g1jlm7g7Z7cOrzsXGzsy97JO71J2uVBO8cuLcD5Hbl8k9vqegnNVVyzAnhl/XmXZXPvEJZJBfrdOqY2ubD+qWQuK5cpCcyvphvbeUt/nDfdvCs5MduLx+bLnpEDLp17SatoXpNvuV+eMENtuD7Ot5S509siYzzBO8hEPZs/z8l4G7kmrfXT+q8grGxlpj05bE82ycD03rxPx8LCKMt0L3n/hmppAJC1c5d4cP6e++NBOy6sG5f6LvpvIxvn8i4/C7bHU7McJB6yI2WZMZ77RLk9t8qxiZWIwO6R7uNFbJplS+1BZp3qpXycpmI+ZS8Zded2ZZwo5mW6yWw5OFVGO8eiXuhcd91PcplpbGjm73vf86tI2I7LF0Z3cOJWIlLkM1sthEVD98PviKeMkwJIsQ8uzIqNkiWB7hJgMRoYUlIbrlhOOEJcjwCVYshpTrsGAy4FxIrWimedEEL404kAyEEx02/paLjUojvqjxW8CMpjgxx0d5Afq8WjOKNZbIpn065eG6M9XzygBwMCQsgdGIDvpBnzJvMt3OzwwR5fsUBDy6LxErz/hc3kTPo9mhkn2nOTBmx8Ej3mwnGxlEAplSYSA4o+bIfgtQEg1Y3CK7G/pSPAVNXaRkoKvmRlqVnUbRFI1WjKYqCO8zmPzyG1gh8F5VF0N8ViTmgu7oNGKLYxwMJoEXPD3UFo2CXxtsy/+3i8ajju9F0lwYUsBjtK5E6ATK3jFWawU103B5RKgTPbkoTKPf7nwTLFg/c2TQbEBURV+Y7Fs3GrJWPjESATRBZHQnduWlGXD5edckRxrE2juvtunccZAjpvy4Cm8VS1tEvZq1Lcibg+B4zbIw+uZpZo5zXFSphIXNhufb0ZC7SeFQjKrzxosQqZFdJaZCOS5vE1Wlz/K6NPuTdxvAsx/yPDVLOAmKIBURvAVSK2SFhKyie2YaYbTLfv9HZIGKgnNstKPeaWE9wklDzxeC+bCjDEkSKgywFZoR0sJywY99K6NWdlzQjnU9njDTj7cqvYbGHhltCt9HmbwdFV+bAUrZ+M2VIx69hb57o0SMScqODHBcWyI/HH1dKxn03GT+8iqXzbg76X5NbRy2nMCYZnKFIrsjLoHHQ4qBwL9OPeVzILVrfKqw30tKolxyAbG5hilhNy0sDmzQJikqSYE2vr91htDbQAzjiTthe2ThADpyPaqaCeNHD0eiI0j7ng8yPFnBjACAcnUirRDYhAE9S6WUNcDnadChEQ07q+GxCzFTILCrdOMMuRKhBaQFWwHHvMuvLYsDyKbgK7bHw8oJ0OaKcF9YGt74R6QI85sWj/PfaE918sGOYQh4IlxiMCYpKusx5zQvpy+UXSHZy4lYjQPNqwp2AJcMIzN0if2HtpWmalcm93jBKTdiAkMWlVEttWaZ199DxCORHaQc1paWB6SaEXc+vwzBVclJlmeWVmwsm9Il78VpUBryvQGLwu4CdbTNYGOq8WKdwCcblgBNyO4s0ZOlJAzLCcCLPpEcgAoGZtfj4EaQ8C6vfoQIFn6yDmwZzaywzRjwuDYBHnF2i03kHmM3eQpWggTKZIuzoo48FMLqCqGJnjfGwYruGxZY3ezwu63yYDnCJnp5AgZGlFqQmIBK1ZYL7mjRVd2IiB9gR+quAnDYhJln8brH2XwpCDmp1L4W6OVnxnAWFylnObD7+vADR3sOJ7QDtCodTpWPjRvgIEjUrtXnNdxGOMh2vE3b2hMS5npIBXrYCu5os3PlMqpFHPxgF0RZ5MoHLFvTbgYMBFZbAIcAYIZFmVWv9zgKOJ8WVf09JaYn0IQAQwBdfBhYYBsHfywJ7PZeyAAhRro/2xYQOCIyimdFChj9owNiEgAzGOkdqu2PjWKaDni2gQc6dj+dx87Nq51zSjxvom1eepgTitWrYEC34qooCUjaU4uPSskvXSNn+Gft3pu0OkWRU0dbCCEdSg67m7ejQBe0azhlF+bbCg4Pbb5UmiMfZUUkaJ7V4GuBKTyuUrhXzucoXzaQHgG2+Rjrg2DRTYKHiYpKw+ZNdQvt7jmxHfvrZIDxiPxuBzhZyryl9nlZtltTT0WSZ2YCLSfooBJG3M2uPppplV6Se24Jfd1UvMzcufWfTVf5urMVjXIHp8Upk3bwSwrQ9iwTNLUVlu8SBzEu6N9LGENQXbfem82Jog2t6miAAxQYrKhOtBQfx6UHfEHPwyUmQO2TrSOuLd8aGZ2dbwTOaHpCADufuDqzgC1fuqbS5M4ARD57z4nF1FXScIABjtqYTrpY5BBT+pBYycLSAmF1RLMVsX7bd+6lrWFkQgzLZ08CEACIZuWsPaZnHrNFhmOk4COTRbB2+UX35FdAcnbiQphPbNKRQ5AOZTZ8zKEEVPubhLM6DwjMlmBzykM1IT0Mh26Ye0o7maJKi2HzTQV++68Or3ccW6VmDpfnXwWALA87tfQH/pWwMen0AfHgFm8MJYbLz42zPw4SNwPmvcARdCKfU5gwizX52dp8NiO4ocfRh8tG33Xrvo9aa+GogQ94isIaOgDEB3FD395cNR0yblBdMsKPwexKzgDJMiotx3tVQAJtBX71C/fkD95qhzaqFYmIdF2M3XJhoAjEuP5cq5TVBMQU+hZD6iEcwyMXZf4NXXE+CnoqkIqwBPK2gpGpPl6Qw5P+Hw7Yrjtwedlx/V145PJ+CrB43u/M0R9ViAhcxyQplwMNZhXmRQIo/Fpf7fBeI3T57C9xq9JHDZcxQR1J13tJu8h9wyK6o5Pd8usQXEd/8B6K4gYEKzg6utWwNYsFlZVxAR6FzUWq0wGhOEBGx+y+VJwE+WRvRpVfAw79x5fyNpPKvVSE7316QDCXldmf2Tr/V1AgWeng775VtVsMHaJHPbPHp9BtyhAr2g9nGsay8fY/Zai4G9ubfDpDbHrp17JeV3wS02K+lu5dOK8iQquIpl63g6686n4AZg4jVt/kz9utN3goSBpx/ou8chJwDus++yKa8KTOwFCfR1Pyiv8wDcjD+UQvPx99SlXC0DkcvkQMhoUZWzjNoihlaXrSXeA7GYZBDoTv/jqny22rsjApYGKSrLBh/0uGwuT5rVg967Qj4+WjY5jddWPG7Gh0c0k42xnqPvtCyRfc6tIQI8FlH51Olw0LSftpEGNiuIZEUsp4Omrvfx9L4CtvOerHib4PCH/xztt3995A9mHUPnFXJSy4n1mwPWr81yolnMMrdQMzluYQI9VTCRWo8si21iNpBYGtIfvMPTrxWcf82ydTy4co6eSrSYYp4Ai5gk1I9FAM1ZFk6/N/Cpb9SZtYSCbAQI0B49Zg/GeSjQTFiCSNncDozypHOSnxqEDygfHlA+fgX89J9h+fNHHH+m2Uvw4SNoOYC+fof11w44f1Xw9EPL1nGEZusgaCrRRbT/BclyRPrv0jsmxdYBdgGfzAyEUN6taGcG3cGJt0FSCI8/PI4BU1oPnNLTK7aLGQ02ytTGksLLJcRXOsPNvweQAdgyEC8H4PjDj5BvvhqFyBT0B02tGuABIte1mwc/nTUdZr5fFvCmNrT37xUv4QJuAj4rA6X3H9G+fQ9ZVwUnnCt4YE2mDjoAwy5ZDFdh0MMJgSKb6VoGIeR01Do4xZPI5wt3dLhKD+qYxw4wU8GqaO7pgPZwRHu3BOP2lHT8XhcAYYAPC2itCs4cV+B81kfqqduYIN98hfVHJzz9cEELcCIBAv784/s8Z/BplKbJpeA/2WQu534mm+fUgPLIuhtXBbwuKB8rlrXqAv7ttyh/9h6nrxZl7D//Vhfar97h/MN3aKeC8zeLmu8VfbfCPC2DFHkM5vG4phvc6XtAkubyHsMl4zHzOZ9Idk5oO29CYhlEFzu3s1NGdq/h5aJePB1eH9BTNO/xbiIV/sLX1AVlUdC1tr4jZqk8xa3BLFhxsNaPJ+VzRKBWIKspEE8N/OGsLh2Plt55XfXTBevME52H5vWq1i6Ue/tl7Itky7h+MP8YTj19WLQdszk3oIrFnjKdn0f6HgHkYtcx9cfXGA/I9qwFwK3n/Fg+Nx977bln7h1jomu/AMAZkKcnlPc13A35/RPk/KQWjC33P3/ile26Ng53eqvUFuDjr5PJCf7ZZQWqFPKFK37DtEgyh/8eNiTQz2WlkKoBFKYYanpRjOAE+u9QSmtqm8nrGdRoHqBcAK4N/KhpmamKujq0BiYCPn5UHmX8nIgUJDgbP/X0ngDahw+Qx0dN0lYKCAI2oEM+flRwolZtI5MqrA8n0PFgMrLK67oUSN9I9PTIhwPk3QNg8q1apJYepJkZ9WFR8CHpGREUkWCWrDDrOkH5+bd4+mu/08ctue3wuaIdCuq7gvM3BU9fm0WzgRMkgnrgAAwOR0Z5qlgOBXSuoMezgsbmXgdiPP3oAR9/zPj4Y0JbxMAJMWtea3NRYAIGUGzILQqyBfseOEFQq98ZvBCbZD6XIyAmAY0gRTZzlVeyuaTzsLwjlEed9+WJUI+C8vgAeqwqB//zn+P4oLpEe/8B/NU71B9+jY8/XnB+R/j4Y0J9ENSj918/pSg4gSK9nyRAERBLgA2qRqnAXopaOusU0M+vTk84rwVLafjDnSH8UugOTtxIQoT2wJHiJhBgkVDcAIDO1OXaTR3YrtWTa0dmyM401YzVGGjTvMAXGTCgirXHUaiCh5OinGGG7CbDjjKuLcx9PYaA+omtBnSk3SrLqaxyYN+9IiZlyLWq5QU3jej+aGNmvnZYR4sJ8pgOsxVE+BYnQdl95oiDWaOUwXoBx8PWdM1dFIDOsN3veOVuAWNjE2O0svqJHYrmIN7zq2vSXRGa3bO1cDuR8mRodo32rQ/qV6cmWpa/ODO8ZxTx17ot7KU8onDLAGTVMs3bkhgwVTvkAgax+TILWiFdA44H8PGgz/VpRXlMi08panlyKqinEn51GokYsYgNn5NwMru9bHdXcJeHvze0I7nuFnnm3FWQ68aJtLfzPB/zubsA8fJdvI679RabDbTzQoiBo6b4eyBfcks55TNutUBVhRhqAFar0yPpe9wFiznhn0HOd/eyikSZDBRMVgiyc2yPvO7KcOV6Oz58W11zAxxhdeDd+9KaM+wr17/03B7Dno+99twL2yUNusCo3z9XxHxo1TXE17ThWrteUuZOb4YIqA8mr6ZdZzRT2kx2kHPfCMlTgwyciDUc2EydYe0nwOOnyGppJleYNQXggLOYPBAuu4K+wVJVfuNaAtQIy4mc9cCy2Dg4wSSgVoDHg1ouONBs4DEdD717CZygUlQ+bqLWXOezuZuJuXoYPyJE/AhaFtDRN9s43NGoNl1Hao2YYTgdVfZ16wdmwFyHtU8MeTBX2hhj6tYHhJ7RCa6YV9SH0uXGtCmLQmhHRjvZLv+DlWkWy0AI5dxlybKSyoznBW6YQkezlFtXA08K1gdCfSeQBZCjQE4SlhKKBCCACUqu82GoUsyKrqX5Ms6kfnBefoV0ChjAJk0BCQBo0Pkii7XB621AO9u8Wkm97HQJ17nIAFdCfWDIg1rCyPkMetSCrTWNZQlsIIEAACAASURBVHhaUB8I6zsdy/UdIAegHfV+sghQGlC0j2SWEUQCZgUnivU9jpFg4QYmBasLNzABXx+fcF4Kyl6Mri+I7uDErUTQdFzGXPsnhR+dBhA2BDEBdgHOzS/KrHz5F3+vzH/LQYnws6spgGOKj5B3sCLtYxGcDh8gh5P61lm5ACdMoSYAwgZOuNBbir0QBYQKadwD7ySft4jxAGhARUONsaq5vyr6Jvz6bhoBYQHh1g8puCXZ7pkkoTjM3ByUcD+57NZxWMxNwgeR0nlj0o6MN1IE3P3ohjH0+BAaH0EWRjtYvZYXmkTQzExOClkAoAJaNWiRBmyy/luftC4LdFPMl2wxsDYtGhuAYp4zNqmkf+1YAvX5t9HXpX/6XPD5bFnl0HzjIOYhwg9P5yBC7hcmMBrqgVEOpcedWFdFyM38W4NKuV+dprZrB4rgPoM7xwXLCenTfQtc7PX1Tm+Yhhm/c94nxXwuCSavsZy41pzpFsO52JWT7bn5OgOB9auAWAMVkwikNn0XLcaE8hmT/puCyEToyriDF9WAZSDS8MHMm3NwOL2pdN4LaFmgu5gAVrf09lpbx749I/zM1n41D9w09hG4cke7GcrbpxiDkwapGnxNx6qZu12brttt4AvP7XLj6dhrz72iXdLUOsLkB9Q+J/qz2msDXtmua+Nwp7dKwkA7Ar6JIUCytIRZM6jsELJzogAnpjV9LIRBJqAGfa9Z4no0UsVXUnl0WV0bq/ElPC6GWraRuqM0V+QR05dXbTNbek2IbvLRYQHVA3A+d5dqS9+rG4gt4pVFal9Ln0lCkPOq580Vr7upWVnfiFsWBSXMGkJBEONjycJMDgvkpC4gkuOZBThBqEe2VJi65sWY2++arHi5ArKuaCdS6wF7CL4hKyxoR0Y9abyRerTBdrcOCNbHnvKynlmNQp7EBD7oGJoVshBZfaKuHAdBO2l8BLCoxYCYdQCLGhRyaEzJi6ZpTDRzg6RsOTGxsAAwYmrYWDkg4eBEI11GxQKjEiKOA5pan1AjbdMK1JPeTAE3Ap9FrYSPC4rrRU9n09kasCxox6KWEkegHgXtKJCDQI72whwkQAkqLcAHnS4NzA0Ld3BiMaDiUBoK1FF0sbH5+vCIJ16w8CfE4vol0B2cuJEiCIuZ/IgBACIAgxLHpVD4sgKpzHLiuFn22vO3q0lwdp9bj0IbnBdJwO3RkKX2YoeiuYeJXOAkZWJAd9nNaeXCFLaAaDUFn3s0cDazYtQemNLdLIAkENck+KowK+4T64ADuTsHdcBBROu3DBHiFhW5jFlORPAircwyYHhATMRx93/LARg11aoEc4sBbfZsGRrwZ2FIig0Bs8QQQbgkeFsU1S4G7hiCbUEkwQRhXSDEchVLQcRcCIDKv8+LdZb10nOPdTfPJ/+cyuyZsFHoJTpZddGifo/B7ByaPaAoMxeI9mUljZTtCkzzKNimxBwXQ/W7K0sr6D50BBsfxMIZ9/O+0X5fZyB8kH3usvEbpWuSbD78zLm907T58rLmXDvH6JKUn8svaaBvHaAIcsA4CtsxKsOkFxENfmxmuC7AI97x+S8BDSmDxlCfWYSFS0S0+YW7L3vWItE/SmNz64DOxyYm6Ly5iQ6TAxRX63rtuZ02bI699tzr2zW4oF4sf2sbrrXrJWXu9JaoLRZUMmTXHdZgelawAGd1AngAv0tTZ7AiJa2bnYcL0GBBCZHYKfd7Av5JpmybUm8NEFDIi630WwkEUj1IPZtySl228w08UXmP3FWCfeNNZeVw07NNPTIrNwkrrv5yukxMhUdgwi0tPKKo82R3h2aVbYUpNuFc1lWwgiAH+50ACh9ft+QFgGa7W62o0j0IlKKBTmXR882CNAIAheUEYtMNrGNKBdqGSpBq7SWJDErh4rxIfGJxMEIXMCq6njHJruVEtx7QT2YJ0EGP998yJS0Qs5zQ9J0a0FLbrxY6IjCXijQ/2cYj6iLtd+3zVNw6uliwfs+M5Q03HaMtabOyiGrnpemjXpqBEgCXFu4aRILCgsItAAkm/U0ADqWC3a2DGhjAQ1kBEBa6gxNvhlxBIrMGlUYgiO04G/Nh0e8zWpe+7wIRcY90oJi5mQMILrOR3Xcyc++BGlWuFWhbiynGgwDrTF5gir8dZEcCoddkt5OUGUNjLtB4DMCww5V34HaEUspM3AXx4IQmnHPr+Yaz7/P8l8/vgBLe5gBRGBrdvPCYxQRQZgQfA4RvnqPQRMmVw5FpRoydOOBCFH2Aj1WhQKyHlEj+6c/zglx4dXchH9+bf+gLtVs+oPXyvriH5UbMEZ0osSPB1m8SGxdJcSLIdkgklKN+c4q6dQHPdSHGxZl/Fkg2Li55yt1l4Dt918ilqWvKugEU4uCmmxv7btN8bZNeL6DgoIjuBG1QytQOAJpx40agIQSrXn4vteu2PzeUyeX23Eju9DKyORDgVNtfi+90p1eTrdkSW9LoLsPpkKf2zFadfr27dfixjQt0lo1grNNlBZNVfUNpln2GdJPeNhMxxeTenp4TXd4Ql1NMoWXjrSQhywQY4Zkz0nHb3tfj2eoM6Dx0j2+GTGxWvyGz2iCIbpRRbcgysBRKQIbLV7ZhSSbHTla5sbGWZVDroruZDKCRA1AsJhejK+upbMi3PjesLSFH+59ZbiPLgJyAAwMmApxgBDDhlgNAX/Y8roIIgajZ0Ixj7L9lEhxDZNXhUkMa9nlgsqy7lPh9mw9Wl2e1H6JWFYO83O+n7uDRoHiHQJLGTLobCyHGgVmS5YQBNfbp/Sv2m0mwUAdsdNgFC9WwtPhS6Q5O3EpkqKIgTIWIoWgxo0cktjd0L59zZgz6e/8+PSIxwd2JqToP6m4kesMksFrl6vNkLiAiOJQVrTDINdEmPSqvCGht4FIg1EAr1C+qVs0+YemJXKDx/MnkaeI8kCXQUWhjvFRbD3C2rpq6rLndH2wAjYl7kDc2Ltes48Ep0eNLkFogbMzdmDWlEXPsxA/j7iDD0lc4loa6cH9eNo4ksJzCjFYoXDDiwZE+LEeahQmNG3gpkFJH6wlPU8WkkfNLd2fwmBMZkAjgaFqc53nSB/1CGT9PU7l0XXZTEut3N/fr58hBLw865W4eFepbWmAWJubmYm4dEEFrFVweIEtBNcuJZpYTOrYYFqaM6M9jEt+v0V2n+R7QIMrunDdJ6Utx6zDK2d+QBWK/blbME4gh0oP0RnR547daxHlYG/9sLVDXDgCru3T07E+9SdLvm4V1LzAFwRyE+nC5wFDmZhpkJdl/rH7u4kOb5wUhrFBM6vR16rKLyLX7vLINn3zuhe0Ss1J0advjVG2Apb024JXtutP3kQRALd3t2EEArkAt6AExTaTbk0meDYjpZMepJWNdq1s3haRvHrqYJ71etSJCuKeKZftw2QdAl8cECrgspOkiwcAR4NrQFgYXtp1w8xExtw6V+8ySwuXVzM9hblUWf03WtIM9yMTmJpstJwDdsKtd/gag6emztUQhTVdfVHASNlfaBbG2ZEACGN06hAhSG+rSmb/qFQZ0Lpbq0qwmqmWxoKZyLQmhWfBIYVKDZ7O0oEXTcIuPlaibud+/LU0tJg4NvFQbEtOvzKWBeR946K4Nail+jUNtRGIhiJiMLhpHrVXW4we1+KClqf6X5lZDUaDLUJq6MKTZnJE+rvXAOJSiMSdq7W0rjFpsPBe1QvIYE7SoWwsvDaX0P3fRyJYTB+6WE4eic+rACkI0ISzUwNTwrjwBOODI65XR+dXTHZy4kYSAdjB51rieM1quiqwSOrCoctkoPM/gxABU5N/+aXIjV0AW/UTV44NbB9JvWxscwJBG+OZwxvuDKf4uVLprgzEuvUa5vUCZN5ZFGWgpehszK6bCkKb+cg5WAEhBf3QLXmq1xcoDavb+RYYOZ+hMPQUSYEIwa5YLR/4sTai4e4flRoanLmIGDiVyN4c/XZiuOchgfXfdpInKag7ASHoehwI5Fo2PcEjX2VjKgWKRkKOaqcHTNYlYPyWVKZq/+egmbPp30VIgz5UkD2bMZjN/8mUbDjz9zjKq7UK4WWOgxoIIaoVKCtpAlSZmA5QbIAfWxdRM12h15Qe20DLkaIvksY9BCAOMTTDO2ZwzunHhPbp67E5viJ6bAH74mXNX584LJtG1ovkcXzm3S65Ep4JzYEdK6EEon/7b3NZSumsyxTyCJtu5bu22bYLy13HBGqwlXp2SsxO1G57pxXPz4mnfA9wxoBusRaLtL73PK9rwWc69sl2tgSwoZt8a3HNrubUNrhG+ksG+EK+603eAGJATzGUKCgI0QnW5wVyK2rnHbAMwisfPuHWETBQIAqFVgFy/Knav2kGGHhCz34cEFoPFFGmLP4HS25XdOlCg1hGLBv8GSAscFwV5z6u5iZncc1jUgsPjjblse0iqlohu0q1u/dZfiggQfzxoHInjQeVbc9nQDSGNJ0EeQ4YIclwgR5WFxUCJtnRrXykqb/VUmLr2ZbeOdkBk60DVdtXT+MziO1uqyxOhnkhTZKODExCAH/o92pPetzyQjgcK5MigZuBN0XrqgwBHAAcBnxqWQwcjAM0+UUh/lx23DlfKa1PhdWt819fS2XKiGThRmz79tbICBQI82gTkUgcLjdYIq1nftDOAVS0dBd1dm1ZgPRHaiXU+fPigepXrYscD2kNBOwHtBMhJgFMFHQTlUEHccDg0lFKxsGApFYeibhtMOg4L1wGccODhWCqKOj2pWwcJfrA84sgVB/r0NfsXSXdw4lai/tINOzwCNBgKCwEXe1F2tKcwOctK6Fhk+C5IYIgImqg7B6cLI69vKJkmjLoQQQ0L1Z4yKK4z9wNRvE8syKUG4AQANw1TM31phIgaTPoZqT9nkzWn1sxSwpjoJMBGHIkMTLjQXUrs+qnfjPZn8OezoJ7uRhH+duF6gg4K6A2jjI+FuKkc64NRQR7WBg53hczo9bp+fZhhFfOnY9JxzP3hZr+9Dca03YyN+nwg9N/znNjMGycHWvojnjcnxh/SP7ycWysGmu4nJA2Rl/X2Cyz3tI2FzwuR2J0NB1HmZLZnQASjW05Q6ndC9ENomd+bLHXkDo861J3eJOUHvfeUqU/q+Xhcnl6a3aqnyfRcc6ZbfNK5UKrT8SYqRAOjn7K7zvmxUMZdGdUyQ0aii3+5Dcav3TS5JYAi8/LPAExoPfOPS2O/d27gZFeOYTKlvvE+Gyn3tW2YzskL235zmyWei+8Wq+ySgmlfbB/G+in/lum6Z9rwWhDjTt8pEvO91x/2z6yK45jLzzNLFiCCYSPJP2ldn2UAgYBF64+AmHB52ds03c/Okc9N6vdq0peKkH8EaEyqiLqsaLKkmDVtbM4lebHLtZwyySUZeXj9ZAR5zcVZ5dnk3mEABcRdjgmCBgIrmGDWEsKjHCy+T8Ye44yGscyBSPP5No+ht9tj7rkrr2ea41TMu8rdNULji1GSEwGPOQHfFHXL2Qh6KRbs0cAJQQATC7cACCgNaCHR36wNLqQAgj5r1Y2aXdOm9ZWaW7g4z6oRM5pZY4W4xQYHMKJB9YUAKspbhS0oqEjEqZOi40BFY/0NWbGoj6NeK1ZWkqWIgjJuJeFuG0QNR1aLiIWb6Yf9+2L6XwPhQGqtcaCKRnwPiPlmSDoAMATYEYDcp3M4trPMy/h5SexwImeYVn//rfcUIHabBjcSL+eItbC1UTqwQumaZn2w7y7Mdg6FzvFd2fRI8dfGjJNz1iUAI9os20+Z7p/PxWpCqR80tVWD+ZjLHQAxC19K94jh6AtZWFBI9NEjTvfrKMq7jgOzDiGBotrzTpXdT3cSqD+nebGmrU41y7AhK8tw2fA5Xpy+79Q/z68o6n1MFhY0/7nga/OyuUVNRBTK47a9l5thIgkF2eJ6TwUd+9iFop2hvNObJLrwfT78zLm907T58rLmfK5zz157SXGeynAqJzKWzzF7/H7zS+Q0xx/yMO4RVflz0ksHbY/7XeCITLYz+IL7bNxt9i69oQ3ByF943aV2XTxHo0Lkj8uUJ9krf9P9rpV7SZk7vS2iaU3v8k3IzW5VMb87kmU0r63/z2BxvLWT/DTLIfl+UWcum8pHZhEZZZ7tNS7TwazNvP0m47nP3iAr7zDToaPTO+KWxtmiLTRqlycxfBJg5a1uu0Z1AOf9KnNS6/zfWZE/D9JbR1iN3H9IPAIbh3Hs/HwuP1zjBtBmsTcA5xbLIeaPW4YLKbAAKM+K50Cm0zTrB8Wy1iw4X8tyZ0yjfkysDCEFyLRjYvEDW+P+uxko5WVdRrbzcAStwca5f4aMK8CQZTG5+vRxNOBJoPdsZI9Z29ZE7LteyiCswlgg1mcFWIpZWxYRrLajcTawpoLR5jH6AukOTryAPLjpyGy7iZiWSQpYXGif/tJ6YEUgTM8CvZvKk+cot+9quiap7KiRBVOJXPaCp1b671nDi3rFTEBbz7IgMkYUBuDZJzpA4B2njgBb7IgICgTp30VjTrg/rLZL/aip1s44c8CgZsdbiyBAanrWlGnF2Pl57v1r6Og9K5PDqjv5kaJ1beO4uBJdLfCOl6vG9JsxGUnHnAGndG3dcsD6SJrNI8qBuoxPaQ64Tp/X5mmeRFP7YxymGV07lxeOlhaQ2te/AJBzuehj+mt9/kTfYw6wzVG2zC0CrqKml7W/T9Fv6Y3dtDmNx668b783gs+d3ijNM2QmSpN9Oh6XC37plhOzDn/pugEwcF9jOxYZcVoqbnF4/OWlBAy71RmRvY+ELShB/SVjGG9/BlDO9DkAimHcro393rkL3M4DLFMZr2GarrvxPqFsyM60exU3vvHcM+26dM4s+4RoiG5/uc1eJh2LaNw75XeBsWttv9NbJFpNPrB0wOo+4fIBdTDAAYMsWwDxOg1yziz/gLoc0Oyervy5PLJ2tr6RK6yykKP9OpPHXGZvoJAlKGQWq7uqPE7Nsv601nfBXT41eQ8mowIYd8qBkI8gYpbJaSAclDB5XAXXBrEUcXpfqLxs1mwuowKIxH4BRgOq9FaXwyVeXVfEHcskeyih61R0MCKNJVeBVKBNslxYn9iccFdhd+/heE6un1gfvX0WwwyrWitr/AdAwhxDDCQQRDzQzWwUrLVEkEjvo5Y1yxMI2mTK7u4crRGaAR61WhyKxhYfVGNZOGgSAEojyMrq9mx/Pt9dP6QqehPP8pI2W73v5K77VS1JWmEwBOsKjcMRfNWCYIIg0oYkCxoYc4FD0CWsTrTqcyl4rAsqb0fuS6IXSB93uqQcxXeavhO2b87efJjrubUdn6fY6y/MO3Kfq/7nLCx+lTTLqTc9qwuFLh2+Nj92zl2aireee/Y2dPnYRWXqhRSvCY3H9r7f9O7d6XtAexNgYrq0dw7juav8+AWT6RK//5Rzt9Bz/PKlAsil4jv10OcWbnZf9GcLTseucLurzPXW+3xiGz4rp761Xfn0JYFkFl5e066XlLnTW6LNk76Eg1nZYfMu17Fz3aVZdNMbeKUdw6behTK/9BmcLC1e+ubfWu6aSvK53tzd53ttvJ12g61dWzwRhix55Poj9jWe+u/0mevtRnFWRuZ7e71TW67MWdrMtW1hB5WGq9OhrfENTUVzu2jbR9Hvzc49Y+/+xdDdcuIFNOwDkB8gjD4cFLMp70EEJeFg7z2UdAFZ/ULPTCdvi9U5N4cTV5C5LGHczZuFl3n3LJsJv4A2ae/27jHt9G1Mab2ulM5UP6/c1y/NZSKLh/MtghsM0t5Dm3kRYWPxMqSA9fbPZtBTOqF+LYIHxvOnnfmRKT3HS+3cXZhTHzauI34s8+1c5uKYpIIXwZgeHySvN5LHAP34fJ9NDI5b6bvBh+/0faHPPR8tSPFAmdc2SX7fsj0/0xx3Yqhn4sO3pA99CX3m6rROQcTgQBqnz932L5War2s3PPuX0CeA0Xd6eyS6uT/EVYus8BCLC5bKA5OcaydmeQDpeJIXIjaWKcEuy0Y7krwQlgEy1jXKIWbij/E6l/XCYsPk8Y3V2cZdjsfzs8x8ycosXddTfyadIQ1VDvY+VE3UZdRBrqIhC5qXy2OyyRRHruT6/z7eMl3j7csxLEAId93NNdwL9wCd9kAtVSaop8x0awHtiowBMeFit1sLaPkY9gEl0IPzE9B8hgKmpm4jcV+93tOYgnJATJ/nkuR4CX1gwDfCkhwDHxYeZWKQINKVWhs8dainB40UohiPAdpGi2wR5wSwlKKaRYRJY1h8yXQHJ15AHhAz4oSRM0JLYSQeCkFNguKFte+XwAh/2f1Y3M/qZ9E6OGvEDoC4qW7cCOlN1bYuVPGBtVykWfLgNGZl1AqBwBGEkvztcB/VSGM0AQkpIGaYp4n634mbvkE2ATFpCBzk33vgSwI0rgWj+/J5SqVkljwECrLzkiw6lEF2RqGBGCm6MGRUy3/QMZGc/tOYCDWJQJqenzuCQhZbUJhB1HpbYxwp2iAWKCjnl85zYG9O7P6OZ75zfC6TvjvjJPvta+4cENOrHkz2LAgSAaA69R1QV5xazX2n9cBOKRhmfI+gTRiCKc3CRV5ox3fpV7XNcadfHeUJv7fIOnO9gOD5ue9CQEyYYu0BMXMMG/u8GhBTtMzFgJj52NC25KIFTAExU9kIEPOJJPOPS2O/dy5WUozzIq+ZJkl+KQExs4vIs9c9d++dczkgpqD7ql9tc9bgXMv038+161Kdd3rrJNzN5eOxVw30p/t3FtDdwzCkqebr+xB8cdp63yjRMHnYxQvuYRliB9xF1YldErmLQ9IZoXK7XyfmjoBiGclEgIUsOwhpDEfmMcMcaRBLD3yOUvYDYnqfPI3mDJQyaeBEl4mLyd+eFrQCRAIBg1obstANgS8t+CSAyIoWAdzR5WEf0xYyHOw5Chr7EtpjPoi7orCmhM9Z1lwWjHF0mbsAVCiCRTbvkyo2mvqUSb/bH5UpICZU2S7csJQWm65krhtkCjcnP55Cse0Ity+I6Sk0cDwR0jgRpsC3RqimahXW+BPEHSjwCSmWepRKgwhDigW1FB3PRknOZ4LUOrr5MKMxdZnYA4KWBubefyYBc7WAmC2Ah0OpKNRwtEwlDM3ewWQBMS2V6IErGIITP6FB9cIvme7gxI30W7/9Z/j3/5P/AU0I1eDKJqzuQVJwloImjCcpEBCqMNi4YrO3tVAdgM6yk8qF0RlVA+EsBedWUMF4bAuaEB7bkuoQiytDca8masLzVAuaEP77f/l/wt/6L/9tPNl1TYAjVyhSzHhqBR/WA55qwbkWfHxaUBvj/c9+G/hQsPysoDwB1AjtIKgnQXkklA8EWYB6EICB008JP/6DFaefPoHWhuVnH0HvPyqT/Uu/hfNf/Br1oeDbv1Dw+OuE9SvB+QeC+nVToZtFI/UK1G9LyPzVDGg5NZSvz5pGyBiXMipNm1N4xdfHn+Nkv/3lXcgZm77AR15RSHBuBR/rgicbVx2bHijm43rAw3LGj48f8Zunn+PXD++jzIErRIB/8vRryigA/NOnr/HhfMBPP36Nj+cFH88HfPvPfkf9z1aGcMO/+tf+Ef7Wb/4+fnL8KQ5U8cBPOECZS0nPntPcKBuMFygQ1AuC37VzTj4TVXdhVBDOsqCCcLBAd4Uaqs1dD6JzlgVPUvC+nfBtO+EsBR/rAT9dv8Hv/+y38A//9DdQ//d/Hf/Sf/dHkD/6YxCA9W/8a/gHf3PBj373T/E3/vLfxw+X9/gXjn+KH/AHHKjiSCsYYmOgTDf32ceFd96XPGaX6K//F88WudN3iB5/8hV+/+/8df0RkkWWZO2zqUhyicS33a5R0sk8CFv/u5AaL7chrtXPf/C3/y5+F//hZVDC/VNNmeRVT5aPAJ+B8ghNaScmyCwEWgW8JiEQwPIe+OqfrljeV1Bt4EdN7QsA9esT1t/6Gu3AePqGsb5jVEsL147okfNdWbD2R4A5guZjP/RywyfpLpIs42MZAEaYQuOyuwC/+x/9b/iH//W/tTuGvisrBWiHppLLpFPT2v2n+azrBq8AKsCVsLy3craz+vEvCNYfrsBRAn313ardOfCLog1eQJeMBvV0nvMC9dH2IHKWTrF8yzi8J3z9jwS/8X/+DIc/+TmECB//ym/ip3/zd/D4m4KnHzdIacABXSEIJdAb0O9L87jEiRf09d/9ey8ofKfvBDmviN0NAE35qwdsF0UTAKItXgznExKWALHjnLG2xD/ilOOOdtBjZgEJ7PBrBp7s0QeQlG475QZWvhlZYBuOln0BABYDDRyMUA0WnkmOfPPM42651axvKjbpATYzOahBpNk/fPPNs8wJFBgAwfb5dcwigx1FJhHJqURD8Z3GMm8ClZ7dww9GhsKMo4rGl5PSQQ/kkD7FipW0LiRgQgyMgI9lI9tYtPsVBSaYNHUoW3aKJsBSmmWsGHf+3br8UMbdxsIe8HIEMgCbjjEL3DVEUM1MppKCabWxghICA0s6LyQCmiUeUECijwsJINXGxoAiYpe78+JGvUwRTV9bHJzpaVM1hahg4YZDcXBCx2bhlvQcwdHAnFNRQAKESCW6sGCRhtM9W8fboD/+4x/h7/63/w5yxossRPZAMYDuUm3riB19/z0LbvY5gMc5WI8HlXEhMdXRrZbsVUv5pf/2fw786X/1E9DamfGHhYKZ0ypYnioOHhzyXEGtgf/8p8DjE+T9B8iqCj8V1ly9T2c9VooeA9C+/QA5PwGszFVOR+B0VP77j/8Yh//nAw4AHgDQ4Qg6LKB3D6CHh2DGIR211gNvenCh4wHycLKUTRw5nTXYmY5vO32D80JRT2fCZurmaZYIPUDP2mI89Tnqj8O54Xxg/PGp4I++YqzvKMr4wnd4L8GAl/cN/Njw1YcVXz9V8LmC/+yfaD9srD7+3l/C3/vJT3D+kSKl7eCIanr2WYhP86HPE+mr8x5dPEdjP62qUJ48IKbfPytmOSBmA/gRVNj4IQAAIABJREFU4LPORX4CyqPg3U/P+Mt/8gH0+/+X5uf+rd8ARLD8j/8H/pX/+zfRfvLb+F/+6r+B84lw/gGhntLidkHJiWan8YjnivHYZfpPnytwp+8Qnf7f9/i9f+/vY5igG6IkvU7H/ZJfgeXEX8V/gL/yn/2vt13nBwkAMch5re/UiUBaA7kwmwIX0/EI+uGvQR6OxosPyisFKH/+iMM//jOgNXzlPPu86o6O89y9MR3S4bUIajyU/QS3gT/4b/5N/O5/7GNzbez3ziWUYrPLD1WKwjKPIc13r6a6BjTgc7bhhecCnQA297k6xhmtYfA330B+71/E+de/Bong3R/8Cf7i//z/AU9P+22IW93a5mfaMJX5wystv9N3lQSyCByUcGsGaqrEUk2ARJM+ffOU8jUf0zkvMq3/DoY0jGBHM6VwkBmMRYl9JxgbaIRm8jrQlwq3AghZqeoPAoEWUsyWVfYkTxcqgkgd6gEPi/4WQGVipPZAOq9NptgBapTSrZJNzo209yaDaWYNdSFoC6s1wvTXzLq1sVpWtAQizJYTWRbzTXVJcRsDwBEbu2Ly9AK0xZV1CquBVijql2KAdoGO4QqV4b1Sorg/lQZeBGVpKG4pYG4UbjFx4KaWyVBMxg0GF6ogAs62Vi0GaoDg2UXRWIGJFaPlhGe70I04gM0ivrBgrQwRUnAirDOARmzLrn0W61exRK9VIIuN/YF0XjQBauur5lL0/ALIAgWJl2absPq5lIbjUlFIcFpWLNTCtePIOk4H7pYTp6Jr25GrbYITGJpy9IHPaII7OPFm6AqQQJvjVzTHa0pVVk6Rqsjr/MykNzKAvaluljbfe0+mcG4NMYR3Ou8uCVko2os7kY/tmRDH/Wj8HNpCiRsmruO/9+JM5HqSG0eM19xWU4AjcISHN46xSfdz95hJWQewVeLz/fNccGQbU/m96y/Ms037947vlcl0TZ5G6vq1ds1txzQ28zNte899/Avr9b2xwfRO7PX92jjc6Y3SDROAbji3d3rD0F/YnGvnLr3Lr6n3JUDABbwBwPiOvthF4/VgxEx05de1kuOxK4O9GyeBrpz/nG144blYB1/K3PYXh8u1vKR9l+u/pQ13+n7RLE4B+1jwIPfOYO1LXoE9meGaDB1t6wV3ZQ1MvwkXeImfp/H8XJYQvHvDPZkxZGfK8uxem/aOz98vyvw7ZS/1+VId19rw3BI9PB/aHXc3OBnUgnRuUyXlc7ItR5rhAtRViHxaM61qGfdirIMIK2PouKSqUB7TZ1nglYlNuU7dUJ7D7CWPeLtEelJCL5uqE7jlxFjmS6Y7OPECUhNUSkq/9Jer5TII2HbYc5he2OcCYiK+j1w2gwQ5wGVvkqWxWQBUwams3WrDmhxBWFzRLhQN6rEROpLrxzXfkP/ldKG5De7bm6wfZuLhDeyIc45lIaJtynEuPP6Ff7KZvjXReBM56I/71w0xJ8jMzbTz4qmouD8vmMUJ3PfQTeI41wNonAvEPXzMhMmsO0ZgxX0DI9ZEthjYWE5If76ZMtObh3VeiDbD3ueriBejvla6f6G3xZueH2H2J2QzLKxpfHwxbZraylOuuolimBfOfz4OBIBlAjyw3TnJ79Hczb3xutOdvgC6GuR294LEQ6Spb+tcJgXFFLF0cX7txHspx554Jiik+0JHVg7n673Atq2fQp8P59ivvqmv9CenPP1l0SUFKD/fWygsnW0+XHru1xSuO93pEtmaDbFgkS5PWbp0cbkjyaAzDW4cXuckz0iOQ9H6OxDx2Kx8VD/9Hlzw0j2oYbAQCNcNwFw51G2aYSb7XiZbSojKnx4XLWKoRaw2k5Ml7VZ7XKBhLE3jDFm2u4+ImwiYoGaREbrsuXCXy8xKQphM3kd3m6A+3j0+m51Pbh6AxaJrHUiJ+B0l1cnSZVkbI/g9k3wrZmnRikR8DAAgk+FVJjaXDrMaWIpaCBxKRRPgwBZzghsYPfZDWE5YbIan2pVxd9POiQGAfty/FwJECCtZfAkQVgMrSikQISzcTF2xtdEsM/oerPZPirt6+G8fe+rP3dahiMHh4180roVbaajresXB3DkOXHE09xWGuqprbAl3xxYcWS3dT7xGvwsqmIATrajEONxjTnxZ5IKbC3GDMGe0l1lCAFia4YhC7BF+B8TW/dzma/3c0JhUZk/pMusHMiZCplF2JgW4xYPMlyfmw9HGnpUizqfvQ4QgV6wzFOlCTcBvPPwmoovy5W62DkeJ0/iHX12d7u99dUsE+9QIwKTPxPuRQAQFBaYxiX5iOy6ABfa0iLvcIyaHsp4GWqb6wlc7mLIBRVFXWgCs/BgQU4bFozcK00Kt33OQyj20+mJAXnKG7oGsrL0tzVOf50jycL6Pz/Xcd1+UgV3lqIM520+dr9Lr9n7u9G0QQHb6dqcvn17Li+/0CtrzbwZGRf1zBbb8LtJ3UTHP24mXKAdP/Z4+2jvdRp/Ej9nmV1NZSDxLkAAEGjHW+b7xD/vr/q5M5BtXGNxswehB37O85velXi4OuhWtQEGGJFv55onHqYnNryTvZBlPfMMub/n7Jt8lmgFk6kHVBxnW2ikiIY/H5qGXoQ5AIG3U5eCUXYakrRzm8llSKAJEsM24PC4RPHS6j38H7ZQlG1wGBIRBhjZ1gCwIJJlyTkAEu/RsFIVTgH2TYz3uwmK+7wsJWhp7hXP6b485wSQWqw8W94xQQZBGdu+GBrb2JKCDtV2NGpgJjUT7RhIBMAOcSbqJmmhE40P2FRYQCyj1vXDqd+q/gi899sQhxZwoUUawoOrYsL4YhRoOVO/gxJdGeww3U2tt68IAxMsb761/FxMQnNk5mLDHw7NiOR2b7wOMTJaAQYmL2LPGhLqSmsEHCr+kADTchp6T0inGVFlRaCmkPmfBZA1E4NZdPPbsjDJJ67vmO4MRz8BtkxKTHepjSlYpGSig1D7045zBCBrGTC0XkvIdTF9i0BX4F0WrU0qq4bMhMWBb0A0ZphV9gYo/TH1MdQ0Lnewq41etBq6sebvnfXoYqBCYuAkWGeQZFmnTW2JODhYjDuT05ya+Q5tAtP78+oIWY4ARmNhYTqB/f+kY3OnLpFfz4u8yfY652loHAJ2yNZ29dyRmvWQ7geTl9vjyDCKm3fWwONAfm/Ofjd7QY/6l0Q0ABd3y/rwWnNnJQnCn7yZ9imwMsyTVijBYSQhcoVU5i/yauK/LZLK7vgOj7Ou3gCTZhEUDFvvmipeVXjYDDtF0uz5ibWfLW4IFazRFU+w7TBZNmeNC6S6Ujm2tj3OnZbYqpmQ97HUm+Tg27jzIaLHdSwuC6ZthkbEjAxHcz0ffBjkuAQg2Tnpd+p4BnLjXCEh4Fjcf79ny2MfSf6t1AWsfLFuHp84srpxbwEdA4z8s1MJ6Is8hIgnrAdUZXJEfBh4WohRtQKiARhoMvzYLOGpjzkJqKdEkgnEGONEs5ahYxkYDF7psL2mcSAEnz2Dn1vXMwzjB+s8e+NPGwLN0LNwiG4cH/D/wFCDTgIcD1cheoqALrEzbTcjwJdF9ZXkBSVZS/Tcm5WhPkfLjtC07MOOd83u7y5vfQ9u2CnBkOZiVvaz8kin4mZ4RWGIhe6VgMyyEGfDI32fKu/ozqh/9ow48AONCiHSMxnNRx6ZdGJ/NztjPKOglinlD4+89YELme873fu7cTv82dU/zSYZzAV3EtcN832mDEK4KOMMcnq7b9CXdc3NsGB9HTi783ekNkkzf5z//2Dmez+1ND9l8ua050y0++dzV+7lwlC5sF4SNS1YT6fyX95Zca9G1hzbPC/u0MdiCKnJl/frMbfikcy9tl1w4vNP/zect7aLLwESON3Wn7wdll4uNfJDcNK1cyM5Ix2eLUvtru3KuXiPYXrMpi/HYRo7eOT5vkOzWA/RNMt8oi/FIxwGAOQG8t4znJFvnVy2BAbm6+c0dZaSt3Lanj+yVHZ6T93nT3lSWAEny7HAt8n1p7JfVQeF/09OCuvsGk8SGa5RJf/katyrIdZHNRzJFnjyC61BmM5LpGvvuzU2BKcnbPsvFV8Rhp1keB4CcHWm2mhjb3NJn1NjHAW34XXy87uDEl0WuOM2fTsx8cadueI/JJyc6EnxJaZsn53zsufPP0S1ld8vQZUDiksD22h2W1+60ZQuKHZK8AGBitsDIUP2Bbe6BnWdA+2N2pfsyt2NvbC+0b2jH3rGL7dzWsxnpvXpvpT1mO93vpnrnnd5EAwAHbASBi/fN5145Le/0q6NP4cWXX5y8uu+dw3ju6jv+gkl17R270IRnr3Padcd4e4rfiCNeG5BrD+0K09hdu156n09sw6vPvbRdt87dvTY8067JFXNb5TMyxJ2+SPokfvyCaTdsNtxQ/iXseLfsc23bk51k5/w12e0ltPtK78ml47HnVkICukZ3Q1+HY7eyuufk1XRyWH53Lt+V8/wQ4TnRHwB1BXbz4Anjkf4/x/xXTGm0sPAyfu/Z8GVsz42TYG+crsQ+6iy0AzOZOAbXfu+e730tNnvKTl1fKn0v3To+iQjBJcR/mmnlTdP0wosu87lEbmYl5quV52WYYFm7BpOsvSq9/VcEh4ilAfjba993FMx87IoCeumajcnbNTPVa0LPJSuK3Xp6GfcnjOMXbj1YR8zHrt5LLS827l3TdXN79+43nJ9OX9oPu8LXn1/tbqE8ljumi2NZirJbkvEc5aMvbNddJv5O0Jty1/gu0C9yvO/P8k53+k7Tl86Pb2ldln8/ia7JR8/RJjvcL0ggMS1aQq66Bhh+hnvtATYXy+9oH/SMXP5cldOD5Z0H5O4W2SpA9wRf/jDJgrt+qbR1WXlb9L0DJz6FOkigv4mSkujf95Qqpx2kcG+nPytodOGa/J7uARRxLSW0LIAJu477dTJhBABGJpsDYu750F0y8Ww7EYmBfSBjBikIeu2FnEHbsZuUX+v/wLRnUAcJjPGxQD6H7fPyZzQ9A//U+i70bQYdyG7m9c5lZn0/XXd1U1mm8lMzkJ97vs5PpnlIZvo8zO907fAcIuCPLQ6Txcy+GeW+dca8wzIAePkFuIMRd/oe0peuTNzpy6KbYk9creAti8J3+mTKa7kt1uKxIOBxzxCB3ZFkrIiPkHdV9uTkqJ+6XCAmi7OAWs7WpvV5Rl5KdYf8YWEbIk4C+jkCxowTTWW7iAUxxdka5OLZrePWISRS2djjTBA6AMFksb8oZPuQRzmNRwSdRI+JlsZ4kI9TANIh1kbWEVovk78P97dnT0mw7vEspMvz8UchmxNRyJMgaNwGsxjQ7ieXhAgAObol+Bzo4IS7PMwjPIImHhBTSQOWhMsRdQCESQCLAeFtciosaNLAQmC22H0eINazpUT/XD6W3owcIyX1PwcA1d89rkQPiunlckDMhmKB+jTOhFtNaJSNiDnxJSMvuIMTL6LQ8fOnM1ufa1OZTKFcJSaZrRz83KB/yXgfSr/9kl5Bvy65WqEOzl/p2tZ/D3Xu+jNnTdw5PpRjO+fe83n2lKDDQPSyki1O5gBtuR05Q4mdJ0l4aIpGPowpjAFNqNGg2+ZI5jKfw8Wx7fce5wTN7fTAR45m5ecQnEusrWPbZ4pupHmSmhF4Tq5rUyh90qYtiNUrRlcI2zkyzs+oJzK62Eo3rQ7zu9Pv19+hnIhGcluHboy/LtIduLjTGyXNjvQCAeOaVdqnN+YXV/edPgtd3Vm9qQKPXXUHKe60QyHL5N/jcZrLGFGTYaMky1YuJ0ecAhnrdrk7yyMhN8i+jLMbmmpHJtqWs8pdpmvosuqe/JrTlNwyhC4P52CZjq5k2TIFPRZQb1f86YD18tSDf+YxTrLVPG6Yv89juhnzpNUP8tz2mbm8TmmMQq4WvUZMvm9CBnDp8WbHWrIbIDQ0YTTjUTl9aE4ZmlOLarrQLks2YTRoUEyxz/GvqyJehyC11f6ij41iDPock96QYb6MfyKEavelVLe2gdEC4BNUITCoZyERRrVJXF0305sCJGjCqML3mBNvjmT6NLqZ/cwverr+c5ijPbuhHO2/cLMNkCBd4fyU/PCXHcdeLtTutdHopjFMi9AUQ2a3XNQ7P/OdYzfTtbrmBXXnur3RzID4r0In3+zMXXDzmJ+RChf7Lf7kfnyGd+pOd/ps9Jr5uCfc3upCd62OL4w+xeT3Tr9E+hQ54E5vk9q8AebKNA3y1nYjJ/3262UrD+XyQZtNN9oozZu/uHb7N9Q/K+d75fZ4eZaXh2PPvDNZdnJr47QZSZH9LAMU0HSi6Ti1nX68ZByM9p7R5pnsjEuvlzbPe/vsZXPcwY1Q9KFAQCjnSSJsSSFvZvbRgQe2vz2QIZehXhb9fi3AANqADxnscNCin3cwZmdDeJ4vDvK2cey8nv6dor/jfVP/oWBGtWMZgBEYSAGgyndH5b9bTryEpvkWP3LMiWQZIeNlW00r/R5MrdIxsnlOwMWYE5C0o46EgGKSSTNkuuPq4OZWz8acGMzXbow5kRn2S2NOzOlKLwXxROIJSUPfBv3s5/diToRlGl2qb3pee88xtU3vMY13vo5kqH8wO8zXSGrDzqlrRBd+5N2KwWSH0jjslUWfn/5d8lzZc+e55Hbj95zPzf3KzyJdM5xPY3SnO31x9Jq5uWcm9Zywu1fHFx5z4nOA83e6TJ/s1gHgbjVxp13ydOx5bWZNO0q2S+zurrbSdzcCu06AywEdQybKcqloqk/7qXJUusc1XptkMJcBJZ/bKRfls3w2ZJugUV7Ox58Dk4eIiymdaNzTY0uosE++JZ/Ts5usObRvllNTH3bPG/mzEe9jGvYon9KVSlINuizXM93N95UUK8N1nLgXbd06Cje1WsCctULdFHwOZJcP/UvDmhYYL6O2h6OvirppINw6GhBt0cwcvS6BWVLA26xlxGRod4fuY5AH2e6b077a9eEFk8ai970NY1DSp1Zn7h7o7h8ETx1Kd7eOt0jNJ4yMoEC8yLJvIDCAsVcV2fH4RlizyduS0jjU6Qo17B1gbXShpm1s4z2yYt7I+CzDfMCmzuSYE3uUhRY3ZWtyc8yJIesGEUAMoba7Gy/+mRmeODPssSh8bGKMEuOOc6T5jXPAHH++MzAheZzT9fkPVl/Zi4mBsc7clmfBCWAzd2b3lb37zWWGxcjnr5exjst0H0B0XrRxzK2KcTzjQlOG0pwR9LRg+Rk5I9+Mc+6TM/u9vs7fd8bhTm+NMgq1x5ecEe4xUfRzM+I2VP0CpGtGCy+c27T02nXPNMFjToyucal8mBZvLhz/LtQ7H7uYIvhzgR5b1P9KwUsPbZ4X6diuifVL77NDlE1n0zGg3/OqtcENbX9xm+25z89586zm+6TFLd9n05+9scTtZe70dogA4gZpZObqQPhkZq9ek0fhinWQb86kube38eDyAVxeIFMSSWViUqVRQF1QJ4Spvev24D6zXaxw2R7ochkJol6Xp7loXVm5jk0XJDk2/XlchdRde722fNPLCY/Xd/mSUuMxyLBZpmysY9KDZZqXwSxnJXmrpWODvu7jL4g4dS3XxybDoddH0GMOODSiAYRoBAVWqsSY+b2JBMwNhRVg8E+AQA46wI/ZMzcZXs8J2OaGzw8v541kEiysv7sLiH5n7wgzWtP7Fm5A4xTjwa9lsM198uccpiY+Hhpvpdm8gwiktmHTNT+/ACOs7x5Two8FQOFgRYAQOeZENYCiYuGqbhxmvlGG9KlfLt3BiVvJXrIBDPD1tyImmguKu/KaXXdRsYIzNz/XmXjfPFMuIZKuT/Jnf/9I47tAsFBTZregB7QpVq5YJYU6z3SUgtnyM7PtigMoxZBdC9rDpMf8njOJqLC7Ed7sulIgKQAQSlrNskAEAMxW1haHwtqvkhYJJgMh0jiWNLbsjB89EFKRbpboYy0CKdT/GAFuBCAlGvBJjNGC9Row7DrW/jRRlN/GK9eHIto+R6BjfLArf2ZlXWQqEMpWRyTmHDKj6V2aV/6dpLeFUrXWJnKGW/ojlaZjLAV9TgCj3yQzsJCWY7u+2LMpiEVsXjizzef87vVObcdpM153emN0wwSgG87tnabNl5c159o53hG6b6nXX7Imnd/tknHxDAo7P2vYCv3TpbIHZqRqf6F0bWEc6NpD26sjrQ9OAZpemh8GONxqKXCp3J6F4SWSLDDu9Qf7xwZrw/3rCDB+jGktpnFc8nVUsKFL1osvLXOnN0Si2WVZINXk4ArldZVysVBu86tOYmUpFZynjil5cdx4WcRbMF4uMF4HxI6/b3CFvFQnFu9yjLNLlxfttFTS3XAAjQFeAFkIWAhSCmgxOWdh/Tub3LcUyMJ6r8KdB+R+Zpdkl6VN7paF9T7c5VDTblUJbjbOZG1ZSOWqxWV1/U1ifVoIsvhY2me2VCnQ86mNsvTxARAWJtKoy25FQpOUZrKd6LVhDWF1y6LjiSJoBdoPIZPjta5laSgsWErDoTQspqQDCigsVLGwHk8jCQJwKisAF0EFfGW9a5OLg7tJlKbzqjYC04ImhCfWNh1LHSwnCqscXjgEVqxFIIsCJlLF5gnZMyhwHi+1AUSQhUN+pkVQimBZKg5Lw8FAmgM3HEvFkfXvVDT9H6PhVCoWqjhYSkAmwYFqfC5UIdRwoBUA4UAVJ16j/JdKd3DiBdQWZ6TomwL26f5VDPVB2jWhNHQsM8ah1KSAkaGNBPU9U/Mif6H7NQDid7d6E0N7CSc+oxWA3czKFW9rNxFAtog0AFyUq0shoCg4gaKCsUcTpsKQVgAu4Zoh2RrCAQkTkmVmwjMgwcrQu6lXA5oE0ghAyxWzjlh4+IQYOunMmdBR4xyRuGiZkMkEIFCXHQNcIrVUXPwaQlvQNwXcXaxQMPlWCGiCtrAGeGIdEyLtv5DW0Yor5xLfMxiQ3So2z5jS74taxIXfWe8YQAnqeIZMC5b0Pivia/OSEQtda4RWBC0AmQK0R6DW4dk1ez5tMfPDRQKk6Iul9EUzyzXUx2UYk/n7nb4f5OBC8JV53oekundhP/dLtpx40bmpCdIEVDBaNgRo0frxll/mdMwjiNfWrdri0/2c071bM37DcX/nCf3+V8COF9L4qK6N/d65UCXSuemYgQ1yqwXgVdTTBYCdY/ncfOzauXz/DCDMwIZqJJcahs04NAGqjAHZLl6XgIVb27yp6oYyd3ozRASUpeoOdOKp4mYH1RTQA1Sm20xBGoEHPZSmsYzHAdupJ8SmiphckopvLJA9NgPpK0WNYPqaKrN5487vLYgNPBIBLQSpKuu1wuCFVdluKuu1QuCFQVU33XwzbZB3g//kfvUNP1mKAhtssm4htIUV2AEgxJCq1gFk1gkhn7qM5bKwAy0Mk73S2CQ5S6zfrehzCH2gJPYj9t3GJGTZRWVZEICq3wmEFnK4lsOi7aRFUFfbXCQBNUZjoC4AiqCUiuNScSorTuWsVg4GRBzLGr8PvFWuj2zgRFgRXAMnaAiY6XEbGmksikoqxzdhHEtBFcaRK4gEC2v9a2O0BaiNA5ThUsELoUEgi88VGwPffK01nnvoLUUgRVCWikOpOJQVJ+vvQznjWFYs1HAqK468hjvHwgpMzOBEoRbgRAOhmGXJAz8BTe7gxJsiVxidaSF9msuENFfktotyMIRUX5zLv3fkLmfAgUlcYMAyVK4Bcg7Uwv/PuNugsJMgpXmCIc7GSO2PHNhwMGG1c8lyYjb7Fd85n4Ve4gA0FFGmBFQ4p6TeDq+POSwmetusq36tMfS+iGVlO1tA6PgI66ITxhpiwWjsuvDjc4sLfyBsE4H7PaJMtqYoZLaBzUAY65f7mSWLjMFKIMmJ83x4rTXAxmoC0GA8ZP1vPUWVt8FBt+G3jZtv9FHqjxR9LjKbE2erlvkvLZQBSnDup3Tfzp0xkSsL0J3eKiUlChj5y1Dkwsvi5/ZO0+bLzc159txc7rlbXDvvQm62ptgZB0qHh2jvz9HevWPd+wUERRyadOuAzsf2BvvG5ziDALdYB+wdy+fmYzefu2JpQWU7/mE9MfW56VYnAc888xvad+lYriV2EFOdmb5sefhOryRiMezTMgiZbBYzzmXAQhseJTFBc4UJCKXpGDAG4AwZRYGRjVUx9Z9+7yhiG9kChMeEyyBhcVBS9QYQuAWoypxmDlKoy3ysG2lweaiozDvI+cP4JRnYNvpkUbADZo2LQqEHgAiymtJBMGtcs5wwK4T4A8yat4MVWcYMWdPL54HiNFZJD/GdfglLWAM1QDZeXTYG69hIzeOm15JZF+hGKICi1hHF/rKlBCBYyJXx7t4AIHDQQxyjSJ3pQSM9RkUDWSwJHc+WeJlmslDLibU1EC1oomAEAzi45YTVxaWhtQYuFmCzqOVDq255LcNYhTt7c0URCtLEeQFb3w+ssTYW/yO1kjjyGv30FKIHqjhwi3Y9GEhzIL2ugZLlREO1a75kuoMTN5LuumNghqGsueIGdEa3Iwds4ghkBSv/Tp+qoyvX1KArdnxmwP4zHzdE+sBVLSdCY9ddbi/WIKBFfzW4gAE1SXPXhErGlAvCJWOtHWRw5fNWMlBDkuWEOFM35hBBJF0I9515NhM2Jtut7wJTZsDuo5eZsKLD9rBMiW6g2FXKzy5M1DaM3QALIKwwokxFt+ioTftl6DCYA0FtJVkNlBQQk3LbO1gx0AuGOdMgm8Y82S7yYb1AaS6vaYWvCJQY6GPqCySIbYfEfOugDLgt/rxgaDvCgsLriXHIZp6UAIgX6ht3+p5Q3tn9kulT561bSsyHM+hgiqqIDGAEzYChW7fFsTR2Wfm95N7wucf6l/HoLvXlEwI9EtOuNUaso9csNV5/U1jl6RjtPhMK10q5/Mxu6D+9ZH2/0/eGiNQUX4TQmpq5C5HFPaAITmD7Gtv3XGCbD7K/vidwIth8g8ohfj0Aaap0RlA2wsjSzEJUCOre3ERjIUx4bXbrYKiFgAY9JFAVtKoVntqCAAAgAElEQVTWn+3AqlguJrMWTn8mAy5qDczmqqEmpztKoW/YFbWayBbCYKAdKCyEiQE1GjA5i1SeCssJk638t/dJFnRLCZeJfTOIgLboTr8DNYBeE3IhOkABl98WQVtE3ZORwAjAXBusmYuAq7aNKmIMucKsn81KY2k4LhXHopYTD4PlhODE5q7AahHQn62DEzXFmhAUmDsO2GItdKoYeZ5n7vCMFwWsFuvCeCgrzlJw5BULd3eRtTFqIbBIaNOPpaGWFuMnPq5mha3tFXuWqsu0hYClAYu6sxyLWk88lBULVzyUihOfsXDDiVec2K0kHJxYcSAPeunjYJYTqBBYIEwIHugMMAys+HLpDk68gMJfzl5WahhQWQEAN736HOAEUl3iFWjFg+VE4umDlbNZHhyoqhIYCDN1BmWVeCAWj5egNzGwwD/tmBQGrTQgvXClNAtI0nrcgSxEWVkNvGnuIHYPD45DUIWUDPvM99HAMRaQyNtgz8dN4fJ4D+AEpwjCdg2G8fXvEnXlXf54Xv59sJygQJEDpLC+IPpKFn/CrmWZFoykhF9QxF9rKUCSKpL+RWywiKW7dWSgRKCLj1CP08F97HI8Dv2eQCV/7vH8MI5nGle9r01mTv2c3xtgRP/uMvOdnC4oaF8KfRYrn0vK7t7xZrxmVkzdDzu3bQ+kiJMviL/wSvrlvsbOW+izKObXzj937SeBF3vBODc3mJ79C+53ByTu9BypTq3gBBEpSBGghO/lCsR3dPamX5Z9rM5NDC2XUa2AoNcnxVk/deWYRjGhW/AmoR0q87DvxACxWeRWtFJM7BHYJp8p/UneJHEwgiAr97gRJcecSHL13hpl8d1a4bCc8DhebhXhMqoGsPdgknlzCGnTy6+xPswuxAFOSGzchSWrj3HekEX/Hht3ETtMYuMqgIpi653pFOrGqxtUXOw7obtAF4CLWikcLL7CQi0sJQA7Z8dKct3I4ER64Gol4DoEgAL9XdBwlmJ2Pjam1uezoVNnFAMnGj7wAhJozAkAi4MDKKhMqLZh0AphKRVr0TWFmsal627PhnwZqETE0XcpAioNiwETB67hxnJgDWx5Yo8X0Sw4ZwuXju7W0a0iDlRxwIoGxoHOgFlQVBCOd8uJN0L+MiMBAT7n7RxhW2avDqfd+F/z+anu3I5cXqbLXXFUPU+CITm8EQohfCFAMD/36HCFOqwjRAbrCI8/EQDBBUHmqijkDDsp+2qVYu4Wfn8AQ3TkDDiksdv7ff2zBzvy8dPnR51pZ/cRJCVc1DJlYx6X/xjooaQRC0KshbFITLsGca9p9HKZeWB74+3i8bRkv6DoY5xNQErqj1dLAGVzTbb4I/k5GDAR7j3Trl48G0JIDeOYTcDE5p3YOzZ9v9OdPpcVRTZd/1yAxy9jrvp7t6eEJkV1LyvHr5S+oOb8MpXysLCY3R8/NzVgk4L2iuvKHZi4020kliUjyVPiRrC+m5HlLBpRA9sY2d1wsGNk8gBlWUAk5LDBmhkuV7i7LnULZ4FZkFHfTGyIjUcgycbkG1S9TMhv3AEKuOWUb5iZzNjlHZf/WHfK647wxr1MuCi77DmDBt4eG+tZFh5cZf9/9t7nx5Zly+/6rshdVefcd999r193P9M2LZlfpgUzRjBg7AESSAghkLDEgAmIAXjEwP8AEpIHIAaMGDC2YIJgghgwxBN+SJaFZVDbNG5393Pf1/dHndoZi0HEilwRGZk7c9eu2ruqvp+jOnvvzMj4lZErV6xYEeH1K0xlmHS2yfBTfpcKzHqe28pEbfp6NRilTn/XsraReU1Uu+Q1v0VQDRiKuK1CnWHiENKaJnd5KsOAWNZ9yK0hd0FSh32MIe9YYZl2609o6tjfNXPMRgmIChwwIiKUtRqAgEOIaXfcbCCxbTtjXn9CFDhK3s0jT80ou2j5wT5vBy9txu6LQsp0llQ+8xo5ZA+J4OpnsF1LME3xAIABWgw393JEQKovy/MgEYNOu3vcKi87FPLesIcadedSe39Avd2OO952oCuDhD/v/nxnuurU+rA+Xy5vAbHKq0+n/Z6uk0UDt52vDBE9BadYWputRCtPC/dpgt3K1sbrvT3CJPwrQ0V1rSufK6c/3mbVx9E1eqCu6+oeWFzlxTTlz17a03egbUtTOS1PWhsm2nT9sc71s/Oda9S92GYvOAFswYmqvaHz1+YBKC+Eas2JXrmLAci9JLtGiI7xpqSbcyILf+Qdos339s8+Osf9udXmsaPtdJJ49rk2C5vWecgXtJ3QcziVtxdlLdGlimzPtcfWzvWi3Hmut55He2zlnJT/FsJvydcUKAc9FbaTv7I21YbydKPcEIa8K8TMDrZIVXkvY/ou7rw7vV849tuVZh1AfZhGB7Rjc52rumquzywcr/RxT+gcqzN7Wrb29KosJHyaVTS+L9F+31imWVY7OvNCyDrOpYE197vXDwp5oUdpKsc639Kcs853yH8AqikcQaILP035sLh8/udxK8TFZZ47Fs7yNM+XVuFX63jN664NauVzZQp5a9AArfLbWwy0eJvcuGECoHFiH66dVf09rRtR5Y3u+0nNsTbe9hrPzKjs+2M+b528RFttYkF2zB6NbPHbJI9y+Bmlcpw7mw9v0z38yvIn03HRt+GbekCvDteON2FSGvNwvfvW1rnlz9axEMtv+d5Pu4qzV/tLOvYpPd6Hcd/FjTi0ZZnyKHV7c/lebSOzFeadQuLTUCmfTYpthMtl6lmJyDtnzQonLkjPQufOrQq5zRJw/YE491ybhU3TKkzDC/vWAFqKateL4JKsJbomH2bSfOO5OevrR3au8559S8dWzmn5byH8WtrzQDnoqZ5HJz3JcnRLebpJbwhD3hXWLdMyioY0jSOddMda+Wxf9gjHfruSrAMkfUVK2j1929tIfE/f6zqz+NvjmvU8dMJHH/+CfrwmW82LqpNmqu3peBWNK2ulZ3bz7uNs06ivncXVDdvqaFKHWbsPLn+2pec03SKtBWFbf5oJYdplI2AspokUxq8nETWUuFCum+KewkuJu1yLPH3IsmweJSUP7pxd7+LXtg56RJ31NWJJpzlu5XNlijnvEVLlN3YsSlYv8Q10/TmtYyd56tO0aq37mzpcmAsV5OtQq0War/Fywgua9k+y0Go89GeCRlz+Yn4x+DBlQBuYzpmwLenVC6oBqIwKxW3Jzns3YlcQK2cVT1UvKbDkhTCncs4XdBNFcS0TRXaFdQLAlbNkwf+2e1fqSKvyt3Upitn56bfOjvk4Zy8ne2G19zQir5NR143vpKe6zith+zo+xexF0+nkA6kOLX9Wv25F7GJAUKtTqevbPqPbNla8r2RTz5rK6++HqqAyYtSVgdp8395kH5C8f/yN78kUC9JrSO6c+QH3ojZBszU7TRLdc513wuJ1Pi97WN3pQUqnsawev8SpvF2aKo21gvfOlZuGul3Iyjn/2cSW33NpqY1OPmySc++YP9ce65yz/e5XrzuV9mo9ZAKmtaOWyuM83TSmBds252utHsg7JnX4YpTssJU6aBoBjSFtKYr8fo9Zb2iUQ7UflV1rasvFq9bWk4iS4rX4YvoTbxSwyGyQ2HSXOOkx0rlOgDzNQyBxCmP6kR0T1Xzc9FKFRNNzps9kNFEgRreDXVV9Tq/OnsbRdHFNu6j5GbKWZ0tfXBmAsmNg2TnQipbzDncLkvHS1thIdaNWZ5qndLRp+zqISU8sTn1uCohEl07RD6e8mr4oLh3VtJ3nGAWjBowxAKEMr+JJA9IO9ooDIqIKyltMgRAEUYds4BhSmGy+GTV5DEQEqEYcmzUnUnWmdMvimDFk44jgGIe04GQUaF6vIR0PGDGkPEdJO3XH9DxMdZnv8ehuvN8hMQLQ1KbHKFO82fhx1ICgeWtTyUYIDXkjF0WIASFoflrSfiQi6bp2+eyjBowQBL1tA8Vt5+6W8B05oDJ8tkaJ9pyPo31V94wK/lxltezkwV+7lt/qeI81LfWUV0NvbvNenSS6z5kCr/3frm5WvadOZL+LS1Oal0lryJjp1D698mL08c2vm1mjZ/c6dyjWLLH+mqX778M2bL5lOs/vltkTq2Fmz8FKOTfkr1eH5D0hzXf3pz7IgjS2c71GL7Mv27IzE/jPPLczC89lNsp+Km8vm5ud56Rzrj22dq4XZVZau++3znXP9JzY7KGw2uHfUK7uZS69WTvYmK89Yci7YVrGZhIWXZWx7ZBX9GTxvC1rZzS4R6WXL8W2ojPOvAXc8V30wi92EDLFm7hzvdd3dd/T3pN+9qv3Np1dv6fvoJ3P2Xxqre6FwKv2fS8Gf266dPK0aD0CileB87Lwn/N4kmEircgw5aH1ZLBJFLFbc+6Ymt7enAntHWirpv8cac6fL3fM+YgQjJCSNyvn9CclDl8Ht8pt5+7W6D1w/tOH63QSvRFjNhKP7YLvpJCoOtI6v6Y1eFjYU4aBPI9Z4vzYOcy2N2vnvcYq8Dw/lu+1PPs6XjAAdL0m1uLq/J5fN8vmQrhGkJ1qS3Ad9/xd2uuqfEn113/hiWsPjVFgoZ66ZdxhpJi7Vc7bZGWg6NVbe57GCPJR4GKFl2PTWh4vkKzqy2wz2tIzOBDyQkyGCvdaXlroq+285r+Zuueu12oBN2T9ZWP7bvWEVj90ea+OOyqvWTd9dzrf0VW3Puddz2Knx2N7P6HKbxNf91xXz5pf049zSVeb35felOw1ok4daz+Not0KtL5Gut/b35ND+On2EztlScdD9/ppSseJuJtnwK6b53ut7Pvke7xxrwmAxomzqWRcp2+41FdaeNar616CS8a7Ka5nJ3h5ZeqUTQd6XrbLfdt88fPK5qd2aP63FnYxjPpQs4PLwVfzdjnWykVLxEdng8TVDeeWBPEsjQ3ZWWqS557bmYWLc1WD36lnf+lYz3q65Vwvyp3ntiwg6Tsxe67bmq8t5epe5tJbyTMXxCTbcJ1pYFoYcAnJ1zQjIMWm5kYuxLs15OtaXWFRdLWD2+5z6gvO45r9Lgt8z6fGld/eIOiNyWsdhAUjok1ryf3XXczCN1npHZ+xPP41PyILx0t+et5gy0n7BS39ApQDlo3K/q60C1VWC2KKxXv6RRc6583Horf4ZImvdy4u1JfLRxunL/t8QUtdzGMPWam7W4HGiTOpZJw27Uvc+cbLR/zF1cFld6pL5bf/45lxPSvQGpdXbJayJP7LTJCfLki5bHOZn1c274Qn+d+psDJrhPWntCe7fn1b8nY51srVZJp8OJbcKZeE7cK51Xa+o4F1knj2uZ1ZuDin8vbiie851wq13rG1c70od557b9M6uCAmeSmWHmFdOnniQpmHOl90ycqvTpydtE9GvyeDL/gYnSpLT23sXremN7YhW6Nlue8r15yOtg7fXKAzubj2TtiO7m6rmZ7n4w6xuRRkybtjdv0bEM1cEHMvzsCmQLXen+TftlimPW+iKK2pfFVn0XTnu2nl+KrFKi1uuN86vw5IK7v6eGzQ0K6t3dQwrR67cQQIwLSgj1/QcGnxLQAzV9q8KGZ3fQm/wFYpR97D2tdHNW3BFpCs70VbB21dSU6zXthS6npvv1dxa1mYSJrRKFvkM20Srd20J2HXkdbVfZfq2GJHXptzvXK0u3bYX/Dh3aJMvbC9+gBQLc7XLiCK5lnpxDNbBDQdzGFW6oq8c7zQbO+/yRJgPmrhBXEWwu2j44X0VoXFJ9OL75zrdmYBQeoFt+zYiiYy0wvNmq7xdN5elLWC987ZsbZdyMI5+72SjlvQsSwOWU7pfI2OjQtilmqN83O7F8SceSf0yrqBzoKYZUFQwbZ8rdUDeddonopRf9oOHgD8VIwotey1l3/VVgTTwtrpehvl1rxwYIorB7GFGxVpIcYswkwnR07C68Hl+rwYeLVgvL0/etco0rNri2HGVr/LfzEmXQ/aLBbv9CArnzuX8qxVWqlMUk+JVQsvMN2z6KplwUxnNLDyZhFf9K9cp0keubDArF4Q3atx9idT/Bam5G36A1CXIwIYpnhibju2a8eYF3uMQP4+IiLgCJ2JpUEjRgkYddJ6y9SNXDDNbckW0yxTRmBppp0wRks/56V81rcrLZyZw5a8RynNYGr7OmWmRBDdfU5hY14Q0xbGnNIOiBIxIuCoueyqudrdVCh7NDQv/yl5fYmsbFueg4y4Zeg5sQPvSWZ/drwSq1KH61ofpf7e+Xp+Pn08HcVYOj9OprtJyXCJ7ShIld/epU0ZvHp5qnzSOVZ+S33+VJZP5asKW4TwWs/kCjp/L/GF9ll9zbpuW7fV79X+hH85N5/Ppn0iyfun1xKbdiC9c6jP9ZpM7yHYkp2lJnjuuZ1ZWOWcdQeqqnttVWEtr2s3bU36r97szqm99SX1Z++YuE7PRTwnWiG6VtYV6DlBnsPiez93zGZh5XRTbZXnUwm7+AS5+c10DOmqqbtbaqU4Ts9MpZOuPiPur8UN8JUgC6+qTfnrHO6FX41fp3DradaF6gbv6ewrerIt/AikKvXfe2GBerHHegFNyddJOTfleL2Ge2LNL8bZC7sXv17LWn7ahTzT57RIp/eg6C8Sut3L4lrQOLEDLf8546f79F4U5YLGYqjuuCFNv61dKXi6sPnt43EWyRLvYkGc8FOf4ZXwvYUvY1vglfz2rmuvVdu/OR071bE/Sed6v/NGt46ba7qLIc3idHFvzhuW87EUfu+xtXidtbtdDHO2YOWW+HwYu7/dLfg2/q7asSyemyPOUn3bwpc8h7aht3/20Tnuz60+Q2c8z0vxLZ1fu25nFnaxRXtay9cLoCu/1kLWx3oCcEVw7FhXQlXLX7Vlcht+weOwXLsU/rXWnFjaGtU+m7RX89zNwoYw5H2hU9Mxj9Zy91sFd0Fcd89j+tT2WPvd/ZV8yEKcTXqzV8VSXrtp+wQtzfRb2jC9cpZjK6tsdcLO0z+d5+4rcekeLH3fUift59o51N9bBxS/fkQrijriCqppTQaFVNe38eajU1EW4uoea7Iu0Fn8W14/VdmbdCzmNm2oS6+cN/PK1E+zKANip25uHxonXpNeizj1sC4JgHOStSdw60Vt+DUlao1TivA5ik57SZvfjtDbTK/e2881gbNFGPXCLr0EtsZ9qp2cI5GWXlxL+doT79KxLek9Jx3yfrnx+72+jgq5aTrvBeu4a+5Y+M9yiXU6FNtX7b8lXDkJ6ZE6R27EN/+e3NqxuXM2YV4O7rP93oSfjTlr/zzUbCZ55LxJu92aXk4cr9Kq9Jcdz023J9wPY0aPTZ4fLs9LzhptfNXxhd8lrq4uJ/M4LR+untp6t3akzR+QpiKYwSE1l3qrz8mDYNpes14KU9x1KNM3bKvNdC6U6SS2S0g6Fqp0yp/6uH1+fVvFzLve1+W0E0t6bqZ0UKZ1VPny5S6eIpP3hGHbjI4570C9teitwzUnduBHlItA08bTIWaLz4JMWmygZuF1rmhlnhaadFx6lsxsa1AXTmFz1aaLKg+LElbrsqy+TGZSpV+wIOmcBECbOU5Rp+KamXvRAJLOTWtNyFQOX5Yc3JJXKMyVtpxTS9PVRfHWmOKzrVUFmLY1berH4qrmAfr8q5a5iRCt75/Lh+QilakRWTjVC2ZsxLWhGSV/k5dEVS5ffh+lP962MZvf6NuYjc7lT4nTOh5+i9B0TyTd1wEQlZQ1f//FBHe+n73yrlYGeX+0apKh029pz7WXyIqmtnLtqexc6lzvvITuyLeIbO9Abl1k8aqPzt5K66nps67FcpQaMZu6smXqgi533LvHr7kg5up1+bnp5SGftvJUa1B0s7CSd/IuidGMEZJVnskgobbuga0TURSdjEpnmNTpPYrSltTaqddVnB6CKGU5ixAtDpnpOUW389d71bPRu8vaC+76aa22pONJADBqCV/WpAgWKVDWWmsfDY0oldAOwUeBjCi64JR3zfF7XTjrV5a/4t3s6gyTilj0UDuQ1eWqvrzTtNcB871M6+x17kkUIGijJ/a+a+mjQKcOuf0dEbL+ndeH0GHW2beyPOmAARHHOKQ1FcSMGTLb/SJ19gf3O5Q1JooxQCejwDEGHCTgGBWHkCpl1IBjDCVcKXrMz4JfG8XaC/L72mXerzFicYw5P6UuzGCiAbGs2Sd4igPugqa1BfN1Q0ixRyiixLzmxJCWpcplHG7cQHHbubs13MPt2lklR2HH7ZgTeuLi6C6w6I+16ToWp3w4weEXuRzdnrZLhgcTeHZOsiEgLfyjqDrbpwwTnfhn+Ckh9r0YADQ/zFqHa9IsD7TPYyfd3jSZSZC7MLE535RldmwhTLGELtTLYjy9NlDt6T0pxLPwnbx0w7jpDrMXcxum+u3ar6uLmZFrjXIv2/QW4mzLiWS8kKUFPJeeH/IOWW3kLshC47Bzq/J2R2M6Jb/PObczC5toO4xra0lc9XlaS3jtpvUE4cJL72QWVsJ3ZXvnXdXzCT7nXDed3nZwZ5bVx31uvvaEIe8KkcmtHb3bXzUFncu9pff42vmuaNc6fC8OoOqMt39d/aPJg1oBFUVXnbKw5Rlp851xnlWrev7sul7+Oul10tfOMZ9W+dlLfyne/GM+aNek2ZZPnWeEWnVoLqJU6z2b/QdTEACKMZteYu73aP7f4rLuQjRDWun8l1zn9U6nd6UNo8YS99wJzvI7c3rxZe+I7GrxU0XJE4DJQAJgtGOQXEafgLj60GrRznZtCYt77Bmwbwh6TuxhGo6fXJry8aqT1gzcVTJO5t+3DOx4WsNzlT+FedSV9AfX6y5CuUlLg+ucC6AiaXXgINOK76roLqz2nFE3kflIoGSLa5RpBfpOmiq5kL05tA3t8gMq2XopWrwW/H3sLVewtl+0/64iOc4N9SJYjGc61rwl97SXnnk5ZTLXgTtV4nUNvFwjdRiUaKbH4lR+7D7JVN++/Iv1W4Vp6qD9Tj4IGxqAbDjXfd5OxHsqO5c6tzMLm2iNy90O7gulvYu9ldYTime+YMvlK+HXPBrO9Y7Y6zkhoXP/zixrG/c5+doThrwvZFINncowddDWmqXpo6ceXTnx2z59fNp8WnpYuB5OD+mlVf2Z/onk3QA7tuUZWTjudwTqpd+rK+Q89PKIJo7291KdtnXQ1mNHN5v9bvW8No1yjbhzWqp16hqkhAMUg7uuMqvn44MZMtzob909EPdb85FJJ475d2g8Ee1YgCLIFKc3UFh+q/5fW+bOWEDpx+S/FI/lXREkTcIY7Bi0lHMq3zShYxB1/iApfIR5juRPRRXHLULPiR2cMkS253oGzsWLer+3ZGTpvNc/e2mupW1mSx/B3tGQPe1+yRNjz9oWe0dpesHX7g2w7hlQXbujrra0gfaeLTW2tfi3tJnF9GUebun3Rk56prR52loHty1vycVYawB+6GKhcdi5VTmwozGttb9zz+3Mwib2dBiv+jxtFbbtsbWX3d53xEr4m/Cc2FoPOzjlOdHmYSmOU2HI+2LLLbcpqjOZp9XHc/NRxD5QeoirUbevBXddL0z53RQ2pWvKjMWzIG9PyX2p18dYelVVBqBOfjeJ8K264UlaPb75KfW58tvmYS+kU68ckQ0FTeBQfAamKOG+T79r+ShVPOsF7Ym1ZLRItVw3h6YdNNFvmYIpK/lRWL24fLl8Ts0/ZpvIyiDEjULjxA7aefdeeEgTrgw+69TpKsYx7XfOsHS+zcfS7zadfCzNN6rPVWVqyjblQ7OfUpPglmkdW3XghakY5VlaWkCsndbh8975vlQ+P72jZ7hvWbpvVZi1OLq686nK8iboE+l34/fHpKRXTeto82NTJ+pc9HI2fT8lb+0++Xz1XvorCKRas+KsDh95B6wNA/mhi4WhJDu32qh3dOR7I0LPPbczC5upRsJXVIC1fL04awmv3bSeFF+VyCvJrIS/Bc+JroA7s6w+7rV8zfKwEMepMORdoY0O0+m7o3IFqGRLO9S8lMiWnDRLDjtdfKYjLqmtK/pDz3GzurbN61In9JTc7+jFrZ5v33vHvRSoyuSvWypLT1f2+Visx3YQSyb9sunTWD+nDt9kQ+sFKAHk9SCmhSGNaXtMm8qxvJVodLr0tK5EwFoDnC24qe13cXG7unC6rqQMprNONi7t8mdx+7UwfHn9Ap+Ar5dQLZCpOXw82c+4LWic2MuWd3+jH/WmFKgshO+dP8Fa/6yXRttXXc7HQiZeU+lYmbKxNK2jGugX97lUPpFeX3whzQ2B1ujqzhtS7r1NT70hT+R1VifP1OVPEjqdwVO/O2j7lms59eInhBBCyItxcTXxtd/nH1l/2FP2DX2hc/Rm2aIXP5M0hWK/V0G7uOb2C8+77DTvbySOa07sQAOKBUyTX01iQFmQRkLemKHXCLPRwRuMWwOCGRztt/0JXGcy58OHKfnx+coHBhnztVIuLIZCzcaQIScgmo0jOZLemhMAZqM8s8UI7FPrTyPHq36iVnDx5um00qSpllY2TBRDTo6rMuxYOWSqO3XfEf09TZVRGW5CHV7DdH98fOVciV/yehZWLi1lVEH15+OoBLl35VgzGpwS+v68YjKE2EfA5CURLZ9aGS7SYlcpjLi8iwAxbx6gIrkO8kW2MlC09ialbjTkdK0+88rCU53ozLigoTHzd8v9/gQ0WcILup77jdTtvSAuiDYCuY26Eqans9Mk0Ts3221m7bpeFjQLrUbennQTbd3120UV1xY1thfeq46Er9V971zvBdgeW4mz98LeUGbJhnGNOu1i4a/L37XnIWjh2s/eud513TUnVsq67nNfh2nStnJWbWjRZX0l7+RdMgwRMQpCCFBNHb6IABnSuC1UoINOCzea7EX+HrR5bBU9PUfycUWKNh3POl7QSjeOIZ92C3GnuCXp7JJ2M7CdwIq3btblymtEUPTRGPISE8F0mknH00HSX340ETDpuNU6MeNc7mf54/VGNZ0xbbSQj2vK+4iseFkaKPrX9BC1PMMAACAASURBVD3lEUDRudp1LCq9uD2Pqeyl/jAdVwFi0Fpni8g7dEi6HzleryOX77Y5ySipfnO4ILH8HcKIQ/6MGnAnIw5hxF0+X1ei4k6OAIBDSJ8DYrVOBYDptwS3HkNMngUaMIggQqEyIKSKxl0YIao5T7EYJw5BcQgDRlUMKhiiQKAIIeYNoKTUYXT9G1WFap6WUfouqb4GSX4PB5nKfhAr84ggEXdyLGtN3IUjgit7Oj/m7yOGvPmoHUt1kuK6ZWic2IoAGDCtRqzInWf3Pod7//d0PXsw/e82DfdZjWxbr3i27USdls+PBXiQMRkfcqSKSRCkqCXt8jmk6Q16yL8PAQj5b8iFHwJ0CJCjQIZ8fMhSRoJTSpAV6SErzi5TIUlvEYGGAA0hSYwQoEOSeoKY8xdKmTWknrAGSXkM+WVQtq1Eut4EgtR1qPl8qQvJul3Jnuu45HosL5zBCVl7WSG9cEtaFu6g6f2Tr5XoXl4hXzNYftLLpgh4y4bPd++en0PVTnIkeYumdIvylp6unDZNVMpq1JJu8ZDbP5Dyb+UJSO0CAGKcGmMIuex12KpeA4qSol5Z8WXmgpgEwGIDEP97rTOa/+udFvfFdxa3ZmdjVk9et3ReF/JTlPBYH/P97mZBTK1O2bnOM7bHUHMmsvJrLWR9rCs0OudcJ3xpaovI1Ck/QRWuMz1DpNfW6nxVdoatUypmBopOWdtFUHtTJTvpFTl+ItxZYci7QQQIQRGCYsz9nTEGSEwGi7T9o0KjN1oB5RlUlAGK0mQ6Oo80AzZavuQNRkcpelvpfCvqwTxFWmA9d4gFyIuiS+ksx6G2HBT7LQA95o551u1wEOgYIKMmPTQIdAjQYcifOZHDkHRlIMubxqgYJJ2XfP0hOH0ypRWD09sEKFsyuPzEAdBD1q0OU5lM15p0TUx6FvKxrJtBcv2IQA91ViW614+ldVDg4OTpkAMMKAaj1KdQ6EEQR0E4KuIg6dYMSPkegHCIOATFw2HEfYi4DxF32UARNeJhGBGQtvK8c51rs4OmDrzm5qSriz6Ozbk0hSLiqGnKxAiF6AFRFY9hRFDF/TDikBepTNcEjOGIUQdEjYhDxP0hYozpPTpGhQ6KOJj+b40sN1QJiEOu5wGQQ8RhUDwcjrgbIu6HIw4S8RBGPJTvRzyEbGjIRos7OeIu5ykZJyIGpDqyDRECRgwC3MmIEQH3Z3iMvCY0TuxAQ9pDWIvFNrcvt0WxCULf1y0rF0uj4pmQcEZkv4NCCVbpjFni6jyO6QJ3SJA9J3JP09JrPSfyCLpm6546Dwpp56F6b4ds6RWgnl5hBVXXQc3XS+UtUcdTPCKQ9nbWAekz162GaYS+eHhYnedj0e6FeEOClcsJ5wjEIAg6LWYjWl9bLMrOsivIVvlcj+aVoqJT3oJZQkP+zGV0XgMo8ep0H4FiQZ3p2VXj6XUW1AXE/Lw75Q0e5YWX9dz0QssvFWt3g0xvpZis4pot975+dMj30O67H4mrLOfZqBPMGJLTs7ooenFjsCnF6nWg+sUm7xHf/nsKyNI5mQ5Xz1dHdlXWPMGqgaKRvxc51+ZTI+DX4daYR186dRFj3Qk1LyaZfqvzbOrS5i0NBS2Hfy6VrrRmDDkl+2ThmL2Im32zG2ZeAt0s6PxFvcUDYuWceV5oUVxlPZ1VUlltdK6MDMdGIXXtwbdxGcK28qzVDT0nPgQCxSGMybtymB6bWHrAWY88xLQD2+yxMt3U6SRery2qp5NfQNY9tLTt5P2LKX7TC/2jngfngmQ9JicfodNudd5zwr4PWXwO2fmjDKzkUe/8PYZs0LSBqCDJfug8kHRULMr9YSgDgnZ9ijenlT09QqkA5AE78+aoP5HrJA4uzwCKd+zMm8H6CCmDRU9D1ndFitOLxYk8qCT51kqIqaoHrXQ9HbLeHJA65FkvTzpnGrQLorgbjhhkxCEccRdSh/wuRIwKHHIn3DrgVpGpD6K4C2O12kTqmLe6QLq5wSw3+XwEMEpA0ORFIWGAaGrHh/EOoor7cMQg04KcURRPIUBUcVCBqmAII0IYkgdRkORdYoafwclR5HuX6wJBIUExmLeI95wIx+w9Mf1Z+epjk+fEkL0prA6GbM26lxERUhl3bhEaJ3aQOvDZDawcRGnz1oFulwcoHhKhka0dAQwnu00PNANIeZbyCHf6moWe/fb6dJZddxLTiLYJakHxNkg6hBajiGbhoZBszTUBK9mNTqa/EKbvFllJ/ERl+uutQ2teEIrsVSGQGCfXMjNEmIFisA6vpDINyNNF6vqtpnaYUUByFgOgVp9Z6Fo9FcGb4yj1b3HYfSv5wmToERShY+mYcaIYPswNsRzrdMT9zbSXeKnf3kvOH2jO925MSPdf1BRZKaMYZcTBdGUL7+qgGNbyy7PcV8M6P2UKT/1C894Svi5mHhL+WHu8QjvHyPtDFr77wyYAOp3MtRFxmX2Z4ltb4OxkfJ1wJ+Vk/lzq6CkwG2Wszmvd6Y8K8ZuxA9Cqw9p5xmZxvsaIy9YKbY/1KrtzTtsw+deSB8Qsuc657ntQdp+TMI3W9rwX5ruHtt4TQF3W9B7oL7wm8AanKr0tee4RbIR4OQh5RwhwGDTrqRGqNvCeXuoKW7w8TJ3+Ci06zyR6da4aSyw/1PYf0MnrEzF1AkVTJ970k3oB7Wy0y/+X6aqmx8B14C3+3KGUIel0gtTxLsaDIS/SPSSPXhwE+iTZyzgXakiexiohT3toqlAEUjwn8t9BEA9SPILLFFyYwUBSD850TfNKzXoxzHgAOO9WN2XX66rI+ugw1YPVhfVnNNcH1NLLdTwoZNBkPCpTeSbjRMqfQqOVBdNAI1B50YYheUvc22cYMYjmjrriLk+rqD0C1HlO+A63lu03q7aWG1FSN+O0mKYI7hDxFAdAgEEVXzR5VDyEI446lPQt3qcI3BfPiTT1JE31SHkbhoDjoJUxq+Qju/WYRzGG5H10CIq7YcT94L0lkvHhIYy4y9+HbJx5CMfiJQEkw9u9jAiI6TPX05DnQd3JESMEd6Bx4n3gH9gsNcVLzyVLqEPbc05nmk3xaK+tBHc2Hlgc6owUrXLpjIVmXdQqHtPh00h/NYC4pIh4g4Q/tloAl69QK0B66vrgwpqHRckHuvXYNUzkz3ZeXfsWLF9bTwsnV6b0pI7XC31XRrh8V8K/5Ffr/JRrG2vTQp67x9rzPvO+MQqKRb5bNyUfUtqhL69PomrH7SbQ5R7o/D6IM86gPl7Vw6k6auDAHWEj2MCaB8Wtc8qrhbw8L+lRQ24aQfbecmphchZNHVYxZVmyQaCjILdeEWLHVCDu3S9OHxDTWWFeqlJ0mRIJpt9lUNHWRHDxFb0GjQ7jdbpKhxQU7wNYHD29eOF4S9aJyxoRIrXe2dFzi+29E1bdn5Wv0kt9eTCdm9aPkPRMu/PSqo5eB6y2J5x0RH9MUdeh/yzGKbtFSF4U5qVg23UG0WnNBNfXGfIaJ2awiPludky77t7E3HZt3k7I609o2dliQPIWTHmY1pqwtFPHf0hTSdyfZOOaWJ/K/ppBEWn6J9LEY+mmtKZjxTDTnLM8+61DbV0Nq6cU5vbflzRO7MAWTyzTKnoWBW0+/SkvYFq8EDFsuki2XJonBOAERZaopT9qc0dsDh+SNbF4DeTzZYqCZgtmtuaqujUcBNAQpmkd5uHgpmIk74r8qIq5XYyWmclFdVbeMAntECZLqrmTIq9tgDR3EY0AtoWHzKXODDTTwj8y1an3pAjT71IPikloFGOTVgLdL+Dj46y8JawM/nNI8xHLtIYgJQ/mNVA8KCwD7cuoqjf34m2r1Y6VxtC53o8iQPOoaq6r7BnUTjOx0QfzrFCkoZEyzakqDzC5JrspPcX1EVNa5TqdjtmIRzu1RVzdoHnXr40cn9AJyBuluJXd9rzJV8MWnlVF2aZstvaEdq8pbNFXXrC+dy2A7qcZbOXENIOt60u8Bmt58Ytwzk/KvE6iTl4TK/W1ufw0RJCGw5AXFETITSxP4Rhi6alqzN1FmXRTwNQvU3LTsWLkMMOCXZM7cNEGerK+qGXBCHE6g1aRaR7+FzS6TDPVpNLTzR0/Z8/0xWoa6yDT1ASnx5pnxaRHh6RnzpycrEfu9GGZ4vPTNsQNKql5gTQ6ql/Ly9ZXa6cm2w1odWOY10OuEJ1uF+y2ik7xp8XetXhLAEAIOnkV2xpiA8oioZavOGSV0+nLIUTcDXnRy7wQZBAt0xjuJBbPAW+cUAADkpfA1PGeOuw9otZyrCyOidS+JC9yHDRNWxJFmTZyyGs+IAIPYcQIxVEDDjFiCBF3Q4RqWiBWhujqP3veWL8oT99BAGSICEO63k/puGumbtRTOKbz97YgZvaYANBZcyLV5aihhLlVaJzYQ8B8Xqy59Berwbx/WF757bvf/Z6NWCM//NHpYWZZ9LLU9zXtp+knbeeuuc6nmeI2C7SFd5nJSs+0gnBnLYotyo0tmunimV1v393KvwDK1ABb42Gy3grMcj9Zql0/vCmnr7MynaWuzmTdF52MHE1dlpeUi7OyVvt0Sn5dvswgUcXrDA/iflf113xuPVfwxg17kav7jnl5XZy+vkTc7/Ln2oRP1XmNmP1sstJjnraz8KfPSTnxv0+V9zW2oyIfiOeO0j+zPWpUSNix9kOb1w2d1FnY1/I8OadqbsErpjutwo7nXs0t8FzvEholSAdBMi4IAISYm5kAUOg4ZJ00zaeHxjzNYtKMy3lxx/KIs7cnSgmDrHumODXmgSzrLFsz94OJQNFxyqBKzoNk/ac8qtahVim6DQLK1Oqy1pjXYZ3ONC2Mmb0zbKpxmUodoK1LffFUyDquGTVy2unT8qhlOnLSyRvDiB8AqnTWaRDMbpHXwcruGpLqRywPlkedRFo10GfFz0YjsfVDgn1mnS+vU9Z6GE/ryCXDhnkBHLKngnXGR0g2Dsy9B9ppHSG3P7dC01SIYgGLlVcBYJu4ZD9iydN+JGAQhUKzscSmSKQ6CDFAVdz6EBEiiiGkXTvMSFOmPbc5coN2Iii7gQRJ00dsh5C7kAwNd+HojDDZk8R5S9g16XvEAcfiVZLWRLXdOm57YIfGiY0UW5z14STrI0Eho1THra/XXtt2ospD6i0YbdvND3BZ10VQ9SMtnfLbLsvCG5If3iyoq+ssLnXfLT0ngKppHG3ns3S6z1AS3S4bzlSe8yfFaj51bMXehLWbmiRjQmsoaOt0Wu8hxSNR5/XpLqmEqLh76osq/b/KQGEvJ+f9MTNitFM22sWfZu1EXSZzzn2Zq0IsoZM3DTS3M3GGgcloYe6Tk8vflE8t5WvSB6rR2ZmhRxoDTXmhNeVEbh4dg0TX+HBGUyRvlGt4UNzCNIJeebfWgc/7tcvxlljrnK/s+NEVSBdor2ltCjMgLRhILgGNEmQNAYYQEWMay05LkyXjwpAXRwRkGmTLukrR7zR1Sv0x7ynhf4fi/RWhGooOXhbG9Hqk95zQ/DuH0TBtIVoGAfN1NqAukgwfGhQSZaZb+gEZQd6NoZkKbOtVnNSRQ5jCFZ0bk5HCdF5gMpRU+jmqP+vsz6Z1wIURFG+6SZ82vTJfl8tudWqbAWhIpp1pIcdY6kzKvcj5C6bX1V627cAWQrrevCVC3nGiTFnQyShhnesBU/4F03SFvCQn7iRirIwPOv3WAMm+EkDaOGCEIO14G6apI5rzkPMyeI8MjcVwYdM+Uh4Vo03tcOt8TOOBuSLdgKVkY4btRjK4ukjGhxw3LA8xl3HEIGNZByMZK/Lzgpiew3zMXz/MXHhuCxondlAeJlusKgs1E3QKlL2Xq0Vi3fXpQnew0V18p7oIIHvITdY643ARNG5AHADKgo3B5k2hFk5O3zDhUKzElXeC1B4N2bJb7biRha6IVIt5zXDCWWRaa0KdIC47f4gt0imTO7IXZPml0Fpi/culN6+t/j5NZyl/MtWvF6J+JN+7xvm0Ws+Jsl+1lbfJZypjti6X+651GLvh7uZuntLQnC/eNJZhQW6v2Qih+eWEJj/lPuURh+rlVr9gzA0RQO023roVlhfrQrltrh7qcyJtQ3dF7RwjH4SX7Jxdkldoo+YyWiXld865SCIvYNS4op1kcUrDS3XM23hfqu2W7WWtI+gNvO59/NrlJ+8GyZ2pEQBiyB2yEUEEx9RtzwaIpBRrM2AyGScmmdW+y6f1KzIhteUYYp5a6tp3GWGyETZ7BpCVFE0DXNByTGwqgsVtl7mpCH6BST+N1RaqnLZKl2q3jhReAElTpHXpWcseFwhh2nbeT4VwfQAt/5nujLJoZvsHYNotwspWvCVQ6XLTgNNUzno+edqtY1rYMhkezGgUEfN3xdOQ76ltJ1q2FpUpv8iGjpA+DyF5CdyHY7X45Z2MiDJNU7irFnr0C2IefcvKxoKmmvNnRFpvwqawjGamyH2mEEPyRxDBQZJJ467xnBgl4BBHiKSFM4+Sp2Vko9xTCAiiOFrbGfy919I20kYEqR7TtI5Ye47kqSx3Ycy7ceQpHNlQc+eODdmAUxbELB4VIwBJRhT46S+3CY0TDnESUVvlyxkBxFz67XhAPiDFiOCnM4n74j0dZoPa1uGV6bef0uE7b9Xx/GAWjw3rZIc0ty5IrD0JfHw65WsyTEyCq3Swg3QWOGwWs/RvFOsIa5wrnd5KPDOAYOrMz7w9zBjRX6jSn2vrrOexIP48OrgOd3Wd1nHHbhqpHqcpJzIJZZ9390KopzJodZ+rHPbebbpw3BeneU8DqDwnSiBnICijDvZiDIC5EkoQ+PYzlUVg2xyqvTVcvH6dico4E6bP2QJZzkBVygJ3TJtP8qZZlcXpKJxksItcJ8/aZnutTJc4z6B+1CuNqfWe8Mn04lti7boTWThJbwpH9d0WAnPZKM9Rc/DVLX/nFrxtF41wSC+X09GUKRlLyXTqZMvWm4vnLD1djquTduU9YWUuz4FLp/rsed1o3aa9x8daedbq5sQaH+TtcEoeD4jlHR0UOGYvihBiGlsSQRyAGJMi0T4SIUxTNgC3CGY5kuO2QYsYoLkzZ7uNJf130gkkj2jbwEsRBQAwIumcCpTpyibyyrQOYFonrPGeyB3/snVozIt8Fx20HcTJ9ReCMxjmPIlb181fN1ha07oS1unQdCNKHLFMnXB/dg2mfMx365jqS4uHg8UbildJ0btcOU1nlWKcSBUWbGpPNkxIUMSi20mVP9ta1Na9kzKdIeb1FMwrYExTErJRIuStMs2DwcR6WTgTtuZCrMfIxHVjspeD+fYECKJmgwlSnd9h2nbTFqsckLY2BQBExZ0ECBRPEty0jgiBYDCvEtHSL5jQZIjK98I8L9K0jjR9wwwzIU/FsF05/LSOgLEyNiTDxJgXE01xCYBpGoiW9TluGRonGqoFxXr0OkLqzk0f83NSH5rF58JV330Y/3stT64IQzUS3imPIAtGF867iyF/D+7TKEK3ibz62VHyvGFCmmNeQaqstk1+e4M6p+qxdYFbzHPnmDR/vm+8WIed4i+ts9CkK23anXs7azs9Oh13C6rt9afaWSed1vDVpfdMdcvtKrV81seklw97tuR0VsjbYF0Wtw9H57u059pgC41FZl9Osxb03HM7swBg3RBy6qKyX/CZaV+UcxPvFWBdQM68BsxbYFUP6MmzVkB1jp08J8l40Au/lrbl2xvn9jDLS5if64XbEhd5FyzJYztS+sEyqWe23vZkP54UDt9MltQDI2Q9YO5RMYUt3r8ugqI+rr1GGr3IX7/4Z+dNx2vWnaiPiS+EOzYX1mqDWI2Bo6uPreURne+9Y+33tTja+mri9iq9/Z6to7aWb0wzoL0Drv2OQDYOpLUhlha7HIrBwQxa9flpN08t4YHsOWFTMaAYVOH9MGwqhI8v5LyHJj/mBDPbraPKi28P9bkhe3yUHTik3i3EGyLSbrV1XfgtVOvnyK6/faQ/KvXq3EQmRKQIYKsXVUUIvV4wIeStcANy7q1o6levKICymJD3CmXxLq5eWQDlMSHvlVuVxzROONZc17xQJs+H9Uk+GG9FIb6Jh5Ky+PVgfZIPxluRxQDl8YeD9Uk+GF15zGkdDgoEQgi5PpTFhBByG1AeE0JeE3pOEELIy/NWRusoiwkh75m3IosBymNCyPuGnhPPwdzabsSYA2Ca89cuVOR/30J+l/IWY6zmLF47r0uL791afQL1HNAet5TPFn/fbyWf5O1wa88iQFl8aSiLLw9lMXkJbu15BCiPLw3l8eWhPF6Hq9ls4FbngLWNu81jjHF955FXomwpieUH8hbw+bTfLbdQn5aH3kthrZ6vhV9Ay3Mr7ZO8HSiLnwdl8WWhLCYfGcrj50F5fFkoj98PNE6QV8ELC1W9GaG7h1t8Cfe4pbqlkCXktqAsfj1uqW4piwm5PSiPX49bqlvK43VonNjIW2xE5tZ2bVorpohULmu3sh3VqXt8K6MES9ZW49bu+xK3kk/ytqAsPh/K4stCWUw+OpTH50N5fFkoj98PXBCTEEJenreiwVEWE0LeM29FFgOUx4SQ901XHt+GWY4QQgghhBBCCCEfFhonCCGEEEIIIYQQclVonCCEEEIIIYQQQshVoXGCEEIIIYQQQgghV4XGCUIIIYQQQgghhFwVGicIIYQQQgghhBByVWicIIQQQgghhBBCyFWhcYIQQgghhBBCCCFXhcYJQgghhBBCCCGEXBUaJwghhBBCCCGEEHJVaJwghBBCCCGEEELIVaFxghBCCCGEEEIIIVeFxglCCCGEEEIIIYRcFRonCCGEEEIIIYQQclVonCCEEEIIIYQQQshVoXGCEEIIIYQQQgghV4XGCUIIIYQQQgghhFwVGicIIYQQQgghhBByVWicIIQQQgghhBBCyFWhcYIQQgghhBBCCCFXhcYJQgghhBBCCCGEXBUaJwghhBBCCCGEEHJVaJwghBBCCCGEEELIVaFxghBCCCGEEEIIIVeFxglCCCGEEEIIIYRcFRonCCGEEEIIIYQQclVonCCEEEIIIYQQQshVoXGCEEIIIYQQQgghV4XGCUIIIYQQQgghhFwVUdVr54EQQgghhBBCCCEfGHpOEEIIIYQQQggh5KrQOEEIIYQQQgghhJCrQuMEIYQQQgghhBBCrgqNE4QQQgghhBBCCLkqNE4QQgghhBBCCCHkqtA4QQghhBBCCCGEkKtC4wQhhBBCCCGEEEKuCo0ThBBCCCGEEEIIuSo0ThBCCCGEEEIIIeSq0DhBCCGEEEIIIYSQq0LjBCGEEEIIIYQQQq4KjROEEEIIIYQQQgi5KjROEEIIIYQQQggh5KrQOEEIIYQQQgghhJCrQuMEIYQQQgghhBBCrgqNE4QQQgghhBBCCLkqNE4QQgghhBBCCCHkqtA4QQghhBBCCCGEkKtC4wQhhBBCCCGEEEKuCo0ThBBCCCGEEEIIuSo0ThBCCCGEEEIIIeSq0DhBCCGEEEIIIYSQq0LjBCGEEEIIIYQQQq4KjROEEEIIIYQQQgi5KjROEEIIIYQQQggh5KrQOEEIIYQQQgghhJCrQuMEIYQQQgghhBBCrgqNE4QQQgghhBBCCLkqNE4QQgghhBBCCCHkqtA4QT4MIvIfisj/KiKPIvJfXzs/hBDyURGR/0ZE/kBEvhWRvy0i/96180QIIR8N6sbk1hBVvXYeCHkVRORfBxAB/GUAn1X1371ujggh5GMiIv88gP9LVR9F5PcA/M8A/hVV/ZvXzRkhhHwcqBuTW4OeE+TDoKp/Q1X/WwB/fO28EELIR0ZV/09VfbSf+e+fumKWCCHkw0HdmNwaNE4QQggh5NURkf9SRL4H8LcA/AGA//7KWSKEEELIFaFxghBCCCGvjqr+BwB+CuBfBvA3ADyuX0EIIYSQ9wyNE4QQQgi5Cqo6qur/AuAfB/DvXzs/hBBCCLkeNE4QQggh5NocwDUnCCGEkA8NjRPkwyAiBxH5BGAAMIjIJxE5XDtfhBDykRCRX4rIvyUiX4vIICJ/GcC/DeB/unbeCCHkI0HdmNwaNE6Qj8RfA/ADgP8EwL+Tv/+1q+aIEEI+Hoo0hePvAfgVgP8MwH+kqv/dVXNFCCEfD+rG5KYQVb12HgghhBBCCCGEEPKBoecEIYQQQgghhBBCrgqNE4QQQgghhBBCCLkqNE4QQgghhBBCCCHkqtA4QQghhBBCCCGEkKtyK1vFcFVOQsh7Rq6dgY1QFhNC3jNvRRYDlMeEkPdNVx7Tc4IQQgghhBBCCCFXhcYJQgghhBBCCCGEXBUaJwghhBBCCCGEEHJVaJwghBBCCCGEEELIVaFxghBCCCGEEEIIIVeFxglCCCGEEEIIIYRcFRonCCGEEEIIIYQQclVonCCEEEIIIYQQQshVoXGCEEIIIYQQQgghV4XGCUIIIYQQQgghhFwVGicIIYQQQgghhBByVWicIIQQQgghhBBCyFWhcYIQQgghhBBCCCFXhcYJQgghhBBCCCGEXBUaJwghhBBCCCGEEHJVaJwghBBCCCGEEELIVaFxghBCCCGEEEIIIVeFxglCCCGEEEIIIYRcFRonCCGEEEIIIYQQclVonCCEEEIIIYQQQshVoXGCEEIIIYQQQgghV4XGCUIIIYQQQgghhFwVGicIIYQQQgghhBByVWicIIQQQgghhBBCyFWhcYIQQgghhBBCCCFX5XDtDBDyUojI7JiqVufsdy/81nOEEEKWoSwmhJDbgPKY3Do0TpB3iQnMGGM5FkKozvWw8CEEiEglaO3c2vWEEEImKIsJIeQ2oDwmbwEaJ8i7xgvLnkW3FbLeakxBSwghl4GymBBCbgPKY3LL0DhB3i1LgvVczLpMtzVCCNkOZTEhhNwGlMfk1qFxgrx7LmXlpeAlhJDzoSwmhJDbgPKY3CrcrYO8W7xFuF3spxfu1DFCCCH7oSwmhJDbgPKY3Dr0nCDvEpsXt7YqKwcqLwAAIABJREFUseHDnJqHRwghZDuUxYQQchtQHpO3gNxII7uJTBBCyAvxVoYbKIsJIe+ZtyKLAcpjQsj7piuPOa2DEEIIIYQQQgghV4XGCUIIIYQQQgghhFwVrjmxkfvwCZ/D17fjZGfTcUSm7ws8/hOfcP93f9wTefVxkyw6Zq57bLZnv/zyK9z94fenk9uyCJCqq7KFOrS5ftLLzVuhX7Y0RUyn423bFEAklO9nlf+MS749/hHnSL4j7sNnfB5+mn917uslb7W1t1mcelY6T//kHe7+zpcqSt+k6yjPS8OQIQAhpBSCpO+q6W8cU/RxfJn6mv+YP7qtTA0h5QvLWSpyeCaP53VVnvmlZ18k1VGJa0W4vIao3nUftPN1qgONsZRbPn+CHgJUFeHHJ+jxmGSxtY3yPgJmBb1wub/98oeUxe+Mw6ef4OHrX5wOeKnbLvO45Jz4TYUeFTqsJGfxqrtG87OmOp0HoJLDqwIi0JI3k7n2jDZ6kj2DEpKsBqBBOnJuBUFJs/xuz7t8dk+648OPI8aHevxaWhkrkuLqiONZElZX+U9iHVm8E+ggU95uTT0uN7Nz3FHVUa4HOab7HZ5G4MtTaR8IAXp/gB4C4iFHHrB8D7ey8bof/vDv3aw8pnFiI5/D1/gXf/KvLgeI8WUz0DYgS88rnAv83f/0n8Ff/Ct/ez1+Lyg05g9N3/c23qJANo45cVwPvynukD8WrnHCvZ9Ufe7v/5V/AX/+v/ib/cBRS1wyDPN8du6Jqqbrckddx7rMcn+f/kTqfLZ1dQ20acMS5seA0laKUMuKsB6PqQ6ORyAMkGFIYY5PKbrDAXJ/nzsFw/w+bamDlXu7xP/4R//V7mvI7fJ5+Cn+pV/8G+lH2z5NFhaFckEub33erL2ZfLT4op5+qft3Qg77D/767+LP/Zv/Tz40XyW9yI+cltr3Jdm5hAiGr38K+clXSQH66hP04R5QRfjhEfrtr4HjEfH7H6BPT/tlfE4jfU51Ka1Mc79nBt7gDAOqkJ9+Df3Tb/PPVrYmWSzDAAxDMip4VKe6AoBxTLI36mSAaepQHh4Qvv4J5O4uHRiGuly9sr4kvsxt+V09AZjalq22b+/qmP7iDz9Cn45AHBH+0u/hy2/9BIDi4X//fYz/8B9CDgeEr75KZb6/ywbzbMDy6bXfjTPkMAD8D//3Xz/rOnK7PHz9C/zev/YfA2g68vbbvscdMmalealIMQ5Y/PWnG7gDZs9S1UFW4P5Pj3j6Zuhai2XM+VZAIiBjBBQYHiPC0wh5HCHjCEQAg0BDgMQIOcbU0Q4hdU4fnyD/6NdJ1sYIHMdJ/g8BuLtPn58eoA/30MOQOq13SYaqf968gcR0sUOA3oVkLAjJ0FF39AU6oMSjJj6tirJxpBxX4Kd/59f47i/WA7IS7VOhQRAPgvFOoK4nqdl4NBzzpQKEo6a/J4WM6e/w/bHEFUXw+MsH/PjNgPiAkpfKUOGMA/oC8lhamevLndtLa4ip2re1qTG3FU2Gr3AE7r4bcfg+4uH/+zX09/8AeHoCQoD89GuMv/tLfPnNT/jxFwfEAYj3+V7ltKwOu2VfqoaN1fO//ed/dVvAK3ADPSJCCNnIHgWHELLOLT1P18zLO98eb6Z4b77wfdcLeWGuLV5udFR4N1r/8IaJt0DrcTE/3wmwcs3Z8uyZCE6X5VW5pbxcGBonzsT2B/Z/S+fa607Fe5KX9tL4sKzU/dp9qc41I6zonHt33EC5mhEb8r5Zk7ftE9eVxRq3yeI3pACexZkj4BVL3iltsFPvtiovC2Gf9e5bkcWqb+e9eoZifvZI41Ja7/25ILtonX68A1t9rtGN3cjzVt246pi+VjNs09n7DF60M/2CBsOlbF77cdf1LPTO9VTC9lhxlnF6w62qklvKMzuxFubGoXHiTMxFtbcWwZZzhNw8GzsdhFyTIm9755ow/swmWfzexfVFlOYLVdKWDu9Lvj/fyrv5nHxeeqTxjVQVeX0Wl4VBrRubp/qyjH5HvLWe4YW4KS8D8qagceJMzIrbs/ZuOUeeh97KyM1bGW07xVsyRNzKvSc3QZG3vXNNGH9mkyxWnG5vPRmwIBduTvxfpENwoULZfOjNXmoXzsGedC95I5fWjFpK8znrg6QI1tPZwq21Y3IzlObUbdIbdeNXaF8vZgq5OSF/Jc6th1euvmtNEVnlBrP02tA48RZ4xsOT3OfesUX6mZxVNc8VZu/FoHFNbvGFQj4mYftr9D0PDr5r2ht3yRtpi1G+ZpqvES8hHXa1Njft42Q44HU6xNdWPS6RfhPHYgd9b1rPyVtnvsKq54U7d66BYfN1ayMfe6/zxBc0yF27nT4T7tZxJpULmm0L0zu3dt0Z52fESOXiYqzU41odV+fyssLd7ene632ypZRfEUW/at9rFZMK6clbk8NO4ZAU4GQc55wnL8lL1P1HkMVb+MhlJy9Bd3MXNfnrz0npcM4m2r0ReXz9XLj3m543wLb7unMLveO6k4tmzn4rFNOUzvbyNQ08LWypq+FPZf3Z7aAZpDyZXtZ5d6m9rity/Xa7D3pOvAcu6mLKUX3yfBa3evU8d3oGp3eQHltH0Wyb5K0yz20jWpG3b6x+L0WxVSO8pBy+EaX+zbA0xcJPv3iNaR3tVrRLacdtbXix6fXkKD3TyE4WO5eqix3BVXor/y397qXfacN+68eTKyy+9UcgqtvadUdhFoLKxleSaH0vXnLdCem0ra3XXTYfGwNunUrq4jz5rJyK8o22YxondrC084aundv5EHBNimuyf67z/FyrQK69Yf2pt2wUumKbNcV6i8JB3g1r8nafLF5uMGfJ4rW1A5odRl6VN2egOKN+Tk6X68vi3fdi0QX6jHjWDCHnctJoSyFJLsvi8ijdsO9UN96ybkw5fKauCeAqY+Crhpy1spwR39olS6J35VhP6p88pxeQkhduriU6r0dsSKqU58YfnxYaJ7YyE77LAvbdLIj5pjvMF+Yl7tutjPzfSps8t73dSj2Sq7C6IOZJWXxhRW9t7YBrGghu5RknL89bs0ORN0+13Opqv3tBHut+3XjviHwV/mRvblvY5bUaLtG7vQyr5V7ykthr39x7L/x1F9Lf/L1IHhUp/uTJodXfKs3pXl1060fn174amz03cN187oDGiTPhVqKk8JYVf72spLqZXVTI+ycbs1a3Ej0pi5/ZXpdc76t8zj0nXh2R8ra/qfWRb1l2nlRir5z3Zyxit0tOL6VDWU86rIkXwQvoxrfaDK/WUd2Y8KuMPb5AJWyOUiGv0RO/1fZ3ihvPN40TZ/IhPCfeKit1/Kz6f+l7t2f++7WI57lkvjiqee51/rTvt5ZPcnGW5a1ul8XtmgLLiS3G58/fBEvrvryggbw3rWbDRdX1u3ipdWu2GpR6a1Es/W7/1tI9l+c2v9WR4M45L3Nvqe2T10WnT9VsoCijtPOh+/Y5T+F1fVR3aZR/Q7h2pFs6PyRivcOu2j9/brM/a9rgwjF3XNbCoQnnjy/Vb2zWm9h5f/aE63k17PGQOXcNCgDbPAq2RK0n8tybfrh0DxaOS88z5414RGyFxolLcGquKztJr8slqvqU0to99WzN8JnXv5U0V7ikceadCWtidIx4a5Oct8Zpf702aMfW4t/w/MeXclvYanCwN76E9Jd+XC4fJ565ixg11963di5GLN7L1+I5a1nY9z3bTi/pGeKWeG8NVtrx/LE0t+bfK9BmGPZ/5OOxoRM9C5uNGqvSqI2j19yb42sdxZMLdW7sjK6f7zzXp84XIyZOPkPeyLCpY77ZiNDLa/1991ac6n6cMHK001E2T8vZy0K7XFzYs81Xe10nnrmRzseh6+1OO4YkpN1KuvX/TvRebiW6g+72denHYri2Qb6V7ZI+Jpeo+w+4leg7EITkLSHLshgK/5xdbFtnCdft6H44LiSLJQA6duJ8p7J4Eyc8asIFx6y27NpE3jytOjx1pnRFVrdx7NeNl64oE/begm6yO49LnVy8nFi7RLwby7m0Leja5d0pnZ1za9uFbt1C9FyeG+9Snk/d9pcu10tBz4nnsjSy8VLeEntGUoB1C/alsrdmDV8K3/5dOm/njNjYJf7arR4USyO351h7Nb5sR8imj1wijb3tsWThLWgN5DZZePY6p2bnNyfRema80POoKFMhus/E3qle5z5WLymL26S2eAVcIk2F83iJ22Rx1+X2yrKqt03tqelFPcxQUAZnp2vV6yvtOiqevXoNvSg+Du3IsgKAFBlSjf6ekC02au3/2vOz36rz0falPLbpnZiu0R3Fd+3ZRrBbd/t1L5D6WVp7lmdu/FFPT3fwo/Vreqn7Lc092TSdo8onpvtd2sGGC2NTvrYtIXvVLL2feu8udH6vXdOUo/ZI6cR36l3ZtsdT+Hvg89ycb4/LkkzulfUF3ucvBY0TO9i8fZ2uz3Xek8ZzUNW+dBT3BzxfaVgzWy6Fb/+W8rbCxRdf3Lv8szppoY3k0FbSnBH/S6DZ3fkcTtX3Ofejdw1HqMkJdm0lmufDq82N39hOL25A67rcXzaJKb6dO4Q8UxZfnFOycvE+6tS5tjgs2K3J4mtxibJf22BDboqlsRpAoViW1dPBLWm0iayHXzRMbOmkVZ3r03k7ma9qHZrm+E6k6WsshnNpLYrwjqrVDbuSzdagsem6S79ae8dyvio1vQnftWc8436/hm/emg1mLby2B29chNM4cSaL29etGSaWRsfWEzovg0tRbBj5UNXLdvyLX9Era7knytA13rz06M6uVdJjfa+e0xae6ylBZZTcIl7e+mcrt3U7pm1ndosstudvKdyetYbc+2LrO+BZxhG/fan/8+eei87rezqVzy3Iu17Zum7dZlBavQ+nDE6n7rP2PQda2dv7a/O6h6W4mjZTvi+tBbHlnX4qH2vHVuZKEwJg6gS7Tk/qHGrV+FYXKLbR84VmtdgJbo+14Zrf0oQtywBZuCWxrh27ni9HbI7v8TK6+FpbPl+TUaQ2bGTbsyW9ZCxq66/14kDHq2GFKZxt7dmk1X5vPlfTeUanO2jjMdHLz6wuduZh0RN7IT6XZlXH3bxof6HMNwqNE2dy9vZ1wD6hdWnWHpwXGLGWa8853WMMuHDxL2PgUWdY0H33SP21G7kV11t6T5CNrMriJkxBFzrDM56h7ZzLlsU3z+W1DMSXyrtTZC8ygrkn3Eu8o7fEudHwMXXwVowLxTC1muB5+fThaKggGduheSZqFM/eSvQ1pJf3OHhO2ovhTxrFV853O8NzeXFyOkmHTeWbGWwXA26JbTu9Tvsl495i9MKZjoS6YQeRBa+gc9q7oPP+eINwQcwz0TyS0ZcVK9ZhdQsE7W2wO+b3d0fdbqXjuRftvemeE91S3She3Yc56v5Fw16q414s7J36XnoplmtX8iRynrAs5ZTX61SRt4FrTzZdY+rHxtRe4omtRMc4yeLKH3Ohrbn4up2ytXZe8uHituctdI5dAqnHHirp9hpGY40pD1YmQUeuZFnTrnOwUI+q9crms/fpnmLFjrG3zU+MtdfJPEPrv7dcU/Kzst7Fks4w83BY9ghSWe8AVnVrdWBlb+PsLfr9DhRich5lVNf3V3N7qEd8dVofAtPjmluue5ZX0rKRZD96XOJ1ATsd2mJ40LkXwSwcnJeAC2tz/K1MZc7/kvzf81x4Hax0agUatRLn0uYJ9h4UYOiXqZQtBYaKlJeCREAHH05nxofeziZqcWt93I/227Xi18mYxe3iz9eppONaIp3SEcE8TXfIt63eVIveuSoCf40vn9VXp2677W+hPZb3lsYyKDqbRuTKWupZkocHgNrjp8qwGwSfDlWfbwEaJ3ZQrTq80mG+9IrE5LU4t+4715UX1WvMQrswW200r6aMXsFoRG6a2Qrw5UVdy+XNstg3Zemcb9mjhN5Apy0peI3yHF7Z6Nd7jBcNoReUxd01zXfEf2Hj+EWZKcNb2to7KTu5GeZPlhm62rYji83ppG680G63ts463HaZfO51L8aOsanptbhPh5qHvGy590iUxg5xsXhvkp3VvMXo8BYNEwCNE+dx5g4Fm3gRV9JOs4y676m/Ns9RknojlIbg8h4lGzwbqhG/W8Q8Ojp18+yFAmceQSv3p1zj6lQ4G41kZu3zdHs9+dxd2qOh572xOb5nPmsiqRxWljUvgHO4ROe1LGDZlze9NBdlUNfYsSHOqNCQ20YvjqV3vt92M8Z923Ce0COWvCw3y19bd8XaQO82WX23Hnyn7mvr0UHI0ui5H1luwpXwG3RRdWHaOGdpuPBL5kogeQxYu7eRe10yWrc7SgAzjwqFpHhiLniUNHle3YLMdl1+xorHkj+HBfV8yXPKXZu8DebPu6irQ8n5LcPyyHWldfldvfj6EMt+I8KKp4O69Ow6M576a+JUD3a9j8Mqondfu/j0lkTTBvHZXfvB4u+1X1cv3guk7DRjx5xXoPdUmzxhpNqdxrfhKtm2TixvG8v3FiwVNE7sYXXrsxfs5XfcXE1BMeXl5ErG3V0R/Pe4cHyLsojVxi5ZAC/mzU9Q9Oekk765CpefWq9rsaZU7Z1C0aS1KY3yjtDpdylHY4M35dO7PQOvPJrZeeEazzVMBAHGJrxT4GcGGjOYnSr/5mktb0ACk/PotVtrF67dLk2ta+kaLJr2vzqlYymP1W8gxm2G4rJezQnZWmGyZCm8V4S7+bVwzW9/bI0leelxhp9LGWi1fT9aR6CnYPbK5vI9uds2Fy++U+L67z10DBDte75Oy7XDU4s/+3eLBY0RGAaU6TA6TY2q6sCXyefj3Ol65P2RO1dS/cbsd/l+BtWjW+JycrKJu0rbx1OmaqQ/FXcMuYNu11u5SgfTl8c9f35aR/VMaDJQVNSyqnz6YM0iwJKndqT85zisox9QjqsgH3NGCtjjbQF8HWU5I5KmdoR8TFM8swUWfb2rTHVS3Y+OLl/Vm9Wl3QednSvlwZxNffBe2gvMJGvvvTF/RU/Xt22711YW86lVezSjz1p7XquTU0WpTty4eswhyB3s2r6uN1p2Rhr54KZ8VMj0pz3PiUuyN3pp/pbOncXO+t58beeFAqv7FUnY275ucdQv/73GnvCWxrnJtHPEl9i9nsZ52VmOjMrzu0MxW2xWbZRY5+tMbJHFvTCro/OeXoc01jt9VDsDnTIUe1YMDSfDm6Gv3alDpO7s+nU3Ztev5GELS4bEnuGnKpOXtysd/rbum45B1U56stifX5O5HQPIxegMPvSDuV1FimHCy+GYd6WJdVmyljcZKHRepxq3icpm9I8QACiGidI5U9chbo0WFtatO7GhORVDnY+r91mlVeexGLW1GfXvqW3+WFww6rY7dKD5rZ1za89PW8bZtQt5sE6+dez7sS/Hs5TGlk6+pY0p7cqTRZ1HASaDCGJbTlRxLOfVpdP8VUYx933try5Hv4hLhq7qWLf96fQ9Yvm+Y+E56MRdPWez9OZxLpb7xkU4PSd20I5eeAFbLVjVCN+qQfaUwpU0WuWr9UAov5eMs9ruMr3OWS772kkf6O/Usei6q/WozlquO94TKW434rPVe6IK5n74eogKDQLx98J914gkeaNVhL9HsmryXB09fOUFTP29b/O0uaO2Fr9/wWcPiu7IYFtuP+pHCEz2Ts+gjT7Y0zdtZRn7srhtS867a9FA0XbM/PeVEfOpg6yI0XqKTpPw3gbWwbTyKTATHKvu9khy0NaTsE+R7F6M5liYy6eevFp79Ly8dfdENUyLfpV4QnVdVbIyEj/XyJKHXARiSL2KSl5kQ9BsUU2fPzSyOOVLYW1nTHmzd+qWBTAb2b3XE2T1XVsZVebv/VJPZqhotp1u61VDfjJCmOohGzskajZg5PoFoOLv6UK5xrHETz4w6jqh5VjS5QJk6iT6jhqmhTEBnJjWkU4mD9x8xK6zGWHls9PDbcVn6cyjntrQyj/kDrUt5Ji9GdKxZAAUkzuK9AxZBzRmHTWPjEvMhlKT6ZV+mY2JEqfnOeg0gJQXpxXJAtxkm9enVLOY0yxurc6m21EZY6wunc1ao0KKbMhl9K8pTPkWr3NrTiDnS2UKk6KTaSAsf4rVHVB5ekjM1WCi2nrS2tzGBZEj7p6fLZXaJuTbdqed+oVZS3uJmAwyEVNbt7Zh/RDrL6omY03I19s6WvbOtlejuHy1eem095U3zK07TtA4cXFOddaWDBXnsHa5bMhLjzMu6eZjzb33VL7PzUd5eN1TfIrFYDsy0Iuj86L7UFxyXYiPXpekg3Z/zowJi5fv6PAvXbNVvnZl2lb5siGcSFaEm6Eom/JXwrQGmeYZbavguc/bKTHcnt8y8XxTutpX2qRzrPG0KO4FtyRr2iqpDDgr4QxpyrSlbDteoYQAC82lNVpgUk2lCbbMdHZ3k1yN2Pe6V1RPF6zeIeREGgvHq+mBvfeON+JUuk99fKkuTIp6adrrDvT6tr0sL97XlfR9nWl7rCO+ZmtXdJLY3l6eR7c7s3aBroQpbaSTYzPY9LxlLsRbFuE0TuxhbfT4HEPAc7cG7cbZU1rmo1qJWgS0rtJnYYpy+Z2txwHQ8cS1Www77QjdUie45wpsYf2cdFkI6+NZSGPLFJz57zht0QZU3gM9njMydzKv54S3Ntt0ApPLcazq0rxYKvVfNVnkh2G2/oRnyxoA5KOiy+tKtJ4NW9kiixsvid0yWRXjOHkSlPVyvLdBz11/iaU5/yaDJaTnawjQIY+eK/KxIY/GpbDac/Xfw4Ki7d8pbVmrbUYt3wvX2m8JEaoy3zdee1MrszxauE8atYyAApi8BwDAv6tWDK2tX+I+P8U2Mqe1L3n4+HO+rdg2t2U6Uf4MQ7r3w/S+Kdh7SLPHREB6SVuaI0rZq3K1HpHn6D7kXRHseXEd9jLSXr6nU+beP+OkauMu1LqTa6PVpx6/ynsjx6EDIEe3zaX3nBhtFDx7GI15KkqRHW76nubpcuN0TMboRshj9S4ofyEbljV7SKhC8+f0jIpbXNJ5AVp5RkmeZUHSuhGxEcm22K9VkIkBV1YNArGbkzvN1fafQMl/MiakBGTM8VRWES3HBZq8AsyjIOa6LF4UMa95odN9NNcAb1AtVg4UR7hLsrgIZntOmuOlXVt54MqZP0ct5YuVvhJd3aQ6k0EQJHn0+K1UvRdMnfF+eV56Nv9L8yGNE34RSfseY0RwL+51l8sVF94LvKgXF7kE9nfQNCZ9sKt4LhgmLOyllI4y1SI8TwHucWqBzDYs0BhP1qJ2nYcYoK2O2o7QuU7H4uiWvza7681YaYeXaF8V5yzgtqeTVkZ1J21fzY2tl/6CsYK8T86SxeqOra058JzFCXu7LrTtfassdjIvjkMla7sG4TX5642/GstvCQKN5lecgw4BOmQDRQjQQzIG6CFNt5AQoCFk5VnqDvk5zPK7MP3O8hea+zOEZQO5l/PmAl0lXRusdq2hMI55ZyLzoUWzc8VKxVQr+/cNNNU5b3RY1TFcL8/y03tHA9AxTm09RqgzuEgQxCFAD0ju68M0rUhVIeMIDQEywBkjXJrambqx1k64k9Kb5hx5bK7rvj1Xru52sF23YdkumU6fGIgR6wDnuKqFLttL246mM5rEu4DhOH9XmEHFOpfWWQeQFvoeNRkiYkxTGIYw/R7j5LGWjQ4YY6q7cUzPqKVTntd0XMYs1+1TkKY9+KnjwLRgZYokLbypmKYMuB16kvhxFZMXTp518n0aY0Q4epnjgtkU5tyhrlYvNONEnH5bHYYx5jpCKmeuSwkKOWoyco05T+qnpTQ3VOa3+CL0XrlOz5fynyO6tlKME+maMGaDgx0rg3smr5ORS445nCRDX0S6XyrWhCarTLFRLVWAVB9vlg9pnACWOz9Lo9OqCh3H9uA2BWhv3mYuy/uVbK/kxS/DstLXS+M5HcOsKKdRO8G0U8cAwZgU6JMuFGv5bPLWzmkGspK+xpR+vF/oIKSISlxlvnM+bh4hXQPPSudCoxbL+qydmQLQtrOX5Eyvn1kHzUYFzEVtCGUleBnHyUA2prndirHvHUGjxIfjLFn85cv8gvY5PtcQKlnJnCXc8XDYgrtu/P6AtdH89XwJZBhcB3CAjiNkGNLzNsaiscj9HfBwDzzcIx4Cxs8HjJ8PSUkEIJ8fIF8C5Mu9M7pgWXa192FL/lWXZb3I7JR+fgDiiuzTEZqW1p/L/J6heCmPZhiII/TpOHlw+TKGUHl2vSp7vHhy+PIMjXn42OpnGHD8PODpc/KO0Yf7MkigT0dgGCB4go625H9TBx1uegts8mz2ymOoYvgxzncn0HbUfXuHSb2rxQJmZLD1IHrTBerwpqu43xF4/PkB97/6Um/f6NKQMU7xj8noGb4cgacj5MtTeVfIKJPcOI6Q7LUGAPjyBD0egaenbKCY3DxUAnA8JvkuSQ5VgzdlfSDzaJrLaIlDMpaYh4Rkb6nSqRXEMVtjvDdu8UwQINRGAPnyhPA4djwKtBhj9EmAuwAdfaUl+Rqeph59OEbgmIwTcozJIPHlWOmMw+OI4ccASVuGQIO/F86o2+bdTp8plmblc+VcClNm/7k2V9ZdMQ8ITQascFQMjyPCj0fg8UsyTmUdX49HyI9fEB7vMTwegKNAoyAM2VMm25vg1gDa6jnR5vWt8WGNE94qvIaqIoSAT/gK+uWpOXlhL4C9+AdmzVL860Ot9K1dZ+dnD0Bjte0dCwPk7pAV6CSoZQjJkDpG4OkpW2QlWY6La5tL71TeZnntSJYdxo8vX49T3XQt7lmIbL3VFkf7aefimNyNIVNR9+5o8ZK0C4b64z3aLWjzy08+PQCHQ178J6YXs2r6lCR1b7L85NU5SxY/Pp6OeE1h6T2fW65bS8tYie/+Hxy2deyLUpmNo1muyv1dMvoB6Zkcx/T7cIDEsSyOKJ8/4/hb3+D4zQPiIHj66QHHTynO+z874CFyeCGPAAAgAElEQVQIwpcRw90B8mffQ45jqtPjceYhUjokfvR0HIsRdXEqylo5O+e+/NbXGE7VixkV2qaydj/Nu+TukMoSAjRG6I8/Qp++QP1r/VZG/temLa5OQ8RUfhGEb77B97+8w/e/DBAovvz21zj8/a+g332X6nEcOyOnOxs/5fe7Yq88fnj4GR7+OMnjqhPnjAFTZ3uHUfZUuyoGCTfA4rwJrKPdmwJWPiPwwz/3CT/7P76vg5iBwAwJ+bvk7/p0BI5H6PGYdNs8YCVDSL9NLlsZvjwh/vDDNPDUvC/0eEyDeU9PkKcnYAiQwyHFUYwT5jkW6zIAQAgIh0O92HFZCBdJFnhjST7my4tQH4vf/hp3f/JpXm9AqpMhed4N90MVb+m4P+X2EwB5Su4Ako3BMkbo45epLCI4DAEYP0PvA9Ty3trET4kaK++SHmvnNlC3ZUyLpwKVTi9tO89TOOy3PI0IPzxBfnhE/LPv0r3O4eMPP2L49XcIAtxr8mqMd0M2LGGWXil/p2xv1QixxIczTrSWX3NXM0E825Ejj/x/I7+4vjGiZa0xunP338riudVrnctw5UpcwjXHhgHh4QG4O6RrhyFZj03IfzlANCYjzzhmNzfnfjtb0K1RzC7l3eGIP/PluUCE0nyWl4PVg71YvKC/QLqX5Nz8WFHv7yGfPyfjhBmfHr+gHpW94fKTV+FZsngeWefYWuIrYVavC83PjUIjX/fV/yuQh4f1oGZ8ME+JIMDdffGG0ENWWGOEPB2hd4ckc8dYRuDi15/x4+/8BI8/DxgHwdNPBeMnAAp8+U4wfvqE4Yvi4dMBh68eIF+OCD88Al+eiryujBOmHFs9H4/Qp6diDClrHhgxTsaLJVlt1+b6+f4vPOCbpm4qw0iM0DFC4zh5F7iFQGUYigeF1ZsZyuXuADw8pPdRXucn/vGfzI1ct/aO35MfcwHPhpjw8AD89m/gu78Q8ONvK1QUP/mDT/j57/8GVATxu+/nniqtbN4C5fe74Fx5/LPPv4O7X/2QDlYyoOlAP8sjtyNnnVFCbAR+q0eXy9/jb/4m5NvvpuMi0yvApmGYwcOMC1+eioG2TCnLhoFqilnxdpiMuSmNNk8xTWewdSwkGxLsXeC9mHw5c8fe1hYyj+VSZ+59JUOojRwWxrLjvTMAjN99j+DrxZONLxJCeh+1Rg9VyNGtX3McyztB89Qzfczej7l9hWHAYYzQ+7vJUFK8BRbes5ZsdN/3sEG8iq/vNW/fbOySsntUajsSFfrjI/TxEfrDDy6e9P7T776DABgU0MOA4e4web20BiRf5llG35d14sMZJzy7t/5CZTCbYQ94e86ncGpQThXTmPJzG1sWTA9/JEBYH5OqlGwbrbP5ysOQR5ykKKHiBFnZIvLuAHz+XIwTehjSPDwAGGNxgSvW4XGcrMyGKZ0dAepfEv2FP2PJzypOIf7Jb363WDdpHvfCqGD/gnKd/S51CACqiI9f1l2Xd7PkorE0jPgCiC/vgPDVV4i/8U2a264KOQyQx0fg6Qg9Pm1UUvaW55XLTC7KHlksw4Dhm5/NjZdeKQOQpg811/o0/e/O8z1rSa3iZ5/mylvlpSO/RPCLv/Ujwj/2y1rxMOWnuOOGYgjQw5A6kl/dIT4ccPxqgB4kjeyNivAUEe8D4r1AjkgLbynw5ZsBv/7dgMefR+igGL8eoZ+yEvjdgB/+KGD4Inj41YCHbz9heIw4fDdieIxF0bf51WpKd5CyXZ4cI8KPx2nRNq+UAZNiNsZmnrlX5OrOxJ/8JcHPf+fPdd97OoQUV4zJgHLMMtSvxXBwcvxwSCN7dwfgMCAOA+LX99CQ6ldixN3DPfDtr5Nc8m7Us8QvYwjfTGOQ6RLaTkf+HSSV/dMD9Ouv8Gf/9M/wZ//sI775re8QRPGrb3+Bz3/427j/6hOGP/nT9O610V+gTu9Uuc9Z0+WH/ZeQ12eXbnwcoX/0q/Scx2ZS8qUHlFpvXZNRbg7/Fvzz/v3v/HmMf/KrKV5fbpNv1TVJti29M1bzXnRr51URNelFOT0bWden9npvoIjzc34gzHB6vXmNzfJUwoYSTlWhj49TveS8FdxUODkc6nitX/B0hHnSlnVxvDGneJGkqSsaI8LjY+V5XRlPlvJ9SZbaaHt81g7dwFsun+aBSB1H6Jen4m0jDw/FkK4//pg8ao5HhKen5G1+GIoR3acnPt0WWTn3Rvlwxom1BQbXF/ZDcpuafk7fWovySvpbnRYqOqNz01oO8+Mtn/6RInxaH63zClGJ4+6Qpmp4C66tIpw9I5KrW7aQ3t9Bf/IZen9IblmHUFYJD6MCj09pYaHHL9NcveOxmn83s1A2AlnMhQ5wL6ZaaM7c+P5/9t6mV5pnyQ/6RVb1Oc/zf793Zu69nmEYi/GMwAgjWWKD2CFZrJH4GKxZwg4JIfEF2FtiA5/ACwyIBRIS2AsPNsjj8dhz577+X57nOd1dGSwyIzMyK7Mqq7r6nO5zKqRzursqK98qMzLilxGRmjKB6m98/V29b8S0T3x6NRqeI+NQzF9cWoiiFQkZwA4wRN49yNf9Dk+gKAFZsktJfQ/64nOcv3bmeRgYPRHMh8/BHz8BRwrve+Qnfi3ad/Zuklbz4ocD7N/8g0ywAiDRosJuC9pNzgvzkNTwlLyYYhksZaVxKEc7G6zSvvtnP8fHP/mJz8uXI0eK+Wvck1eigaFz+Z8+MxgegfN7gn3wTT0D5uTi5gwPLpAWnVz1jl8Bn/7wiHdfP6HrBvz48w/45t1HDNbgV58+w1//6it8eurw6Vc9Dt8adE8G/Yce3ad43ry0iY1rExuEBcocgf7J1dsMGEXLJ2aYI5cD5fn+DkHC/Kuz/84HfPrTnxQDtHEH0ACYk4V5GpwPs+9bYqcQ8aELZdmHDrYnB9z0gD0Qjp8bcOfzssCXXxzw+Msvve8zItDSMDbSF5ytWaWx2yo45uBXLS+1o+hOYjH+HbnAp6fPe5y+7vGbP+nw7//JP8ff/upfoacBf/+H/wC/+uV7fPHNAe//6jNncnwcgLMHkRITeVV2q9A+R3+2LPlOz0er+bG1wPc/uKmfzZ+rB7auBImdIy17HH7vE/hTxU1wiauaJm89oH/Tw0NQ5ElcMES+PDoXWHs6pW4bU3XJ7wU5pyzwjINKjrfgybitUZFLR/1SBEWOY0Ak46XJJl+xbV5Rt9b1DZACsC+oeDeN4RzUFUDLOsvwsClHBPPlF6C+d9YjRLAfPgDHo+sWQ9GVB2jvg1foWvfmwIm1RGRADw/TQsYVg2clA9NU0MTigwaP3w7OlDiJQB4FYl9AqmgSpbtPIhCx87sLu3ve7E3AieGrd85nygDWgxMSVbl76ADL6D6YYIYsPmgAxkJgLqgJ+qqYN7OKAC1mwlNmxAC05cS/8flv8Ffv35XTywJjGWSHIpBAnYl9KQCO38mizgCHQ2xLCUxq8OvckjZh8jLOc0Dr0IMOB/AX73H66gB7cDuUxO9w+Pa9W6A9Qh5ApEr7Nm33Dk68Kjp+3eEv/pNvAGDkZ6kVaP19RCWdL7+mf5MAFP6TOOSvg2MxVJnqU67/W//Fv8Cf/+d/kD6n5RoD8IG9oslANwAG6D97wsPjCV++f8K7/gwixmno8PHU46uHE973Jxxth6dzBwbhjz//Fv/Rj/8Z/ujhFzjQCT/pvsOX5ghmwq/4Pf7f40/w3fAef/bhJ/jLj1/jt8f3+M3H9/jwdABAGAajdG72B35YGMNgJhyPHc7HHrAugBcsgEE1igE6GRckTvVlEkBsoBiEDsB/9Xf/B/yXf/mfZeCEv98z6Eygc4/uCTAnivcZYDDsY+xL+wDYjsGPDO4t0FscvvjgDQEtrCX8+i++wOMvvkL3hBEgI+8yVGVq30LaQOlvTcm4qGak8pG/0vJg0nTcAdYvPW78AMfPLezXA/70j/8l/us/+h/xsw4gEP7W3/0r/Hef/8f4i3/1NR5//hnMkWBODuQCkAFMsfKTc6N0nSppdnDi1RFbC1tS7p/TReoCeeH3vvl+nTWrl5n1Zk044U2CzooFircoxcMhka2DBZm3qDVPR+cuN/hTd5b04Vwf5PcLsdkSr+2+j/ERqnn6+D+5XLkExJH07ANdJ+4vjtm9+BZeCZQpXUcGxAApOP/wAPric6dTWW8J+PGTGyveeoazMSXlzfbBKwModnCikZh9EBxgdhC0KoAtClg42kkuLAFA/LOn98ZN+vyMc5Vn9O2lOBEG6wJaypFGYjFgbYxEzOxMbMndM70BecsJczDOFJjdDpn5dHbK6tMJ9OQR4lMWgC2zSNB9KccwjXZ2NIPIfZ/ztrqMQv/88ulL8PGHSveJ/2AKiCRZDapPPVMVkz0+GweoqFNLWKI2B8HveX2cL2by+iSDxIJCATkfn9B/GGAPbsExH04OgX96Ah+PAU12Fbq8/fdofbLTejp8Z/H7/7Ofs9pKQn4H5Y0CMDDLkYtghdo5lLzCJ9wczwHfYp0Q6tH99Cf4/X9oY15Q1gMA2BBs7z7ZHwMJQzh9dsDw7jN89x74rcMPnOXEGfh4AIZHhjlTsJz4xVc/wf/9b/4BvvnqA/rujJ9+9j1+9PgBzISff/oSf/7rH+H41OP060f033bonoD+A+HwaayolywnPj8C3ZNYP/i/gROFtjvFwGBJnwZwIrWc+G/+7b+H3/+HNt3h819t56zvxHKi85HgteWEfVSWEwdvMfFgMHQd+EB4+uIBEMuJgfG7f2Hx7pcfYD4NaWC9XA6dWqez3dEmoVzSZXICyz0g+lyHtQ7xuqTzaW0fTbpt79xWjl92OH3Z4Z//6z/Ef/v538O/+8VfoseA//6f/ofg/+Ub/OwvGe9/fnT9ebTOEkXaLwCSBv4ru51L6f9a/MRON0/kY7posgzk4W23kHUqSuFiGUA9/5sf3uOLKZl9ympIThBS19zvIf4GnFz69ORirgEenPD8ysbgkHw6gc/eZeRaVidz+okAKyF4eYE0/yoo08XTk+S5PB9VL+oPblMPKOs6z2lBsaT/R5YTfvyzdWPTg198OoM/fgKdDzHuhu+bEGtK3OiBsnvoHC3RET+1J31u2sGJVmIGnwrH15WSblnsBnl8+zcNvvqhrIAHKph85UeChjoJGixByhQ6TN++gxFrgQwd5uPRTdrjE6wPkKPPZK+ik6FgO16ESgveAqbyj//Fn+Jvffd/lm+2Cpul54CUafuAmMG38JURA8CnT4DpYJ6e8AA4dJgZ+O4HDL/+TTytZaedLqEfPoL+939UD0ZZikWRR+9eC2gVQNMkirr+ndTJpf/lf/p38OP/6R+NQdeQjGKUd+GpRC6GwKEHv38Adx1gPBhwGsCHDvahczEZTg4oPn/5iO//8B2evn6PU0f4s68A+45BltB/AN7/gvHFkfHuV2ccvn1yR519OLp4DkAMMAcPougo8ICzeDu5E3gSP2LNj8/nUT+PgmYqQOf7v/F38MU/+Mflfu+6UM7oGFlfBumgbF0Xzacl8v37dwgxPawF/vpXGD589GtYXXGaHSktbh2athSwyfgYmC5P49frh4cH0Lt3+Oaf/Az/K/49/IPf+9sAgN/5Pzr85H/7BfCL38B++23YoXXvpQC+hy87396pTHQ4oPv9n6VjRL5rJXWLMZTPsQDezSvzKe+JMufpn3yF7sc/Gpch+ZeC/p5OLjhvEjfBgDofp0yOm5es2Drz/Q+qDH0cfV53ieWgY8noOuVNleC/uv560xFITw8ptVXHrbCM4Ze/Qvejr1EkFQA0nCqi85SNRKnyYJ2CLnHmgMjH/bswX30B+uwz4NCHOEdjvaSBd2q360uoNJ5LdVBjMaybIguInvP0BH46wn74gOGvf+ncZ3wfUd/DfPYZ6PPPXD8eerdGBT2CyuW2WErM9Vdlub0F2sGJJdQqVNSY5Fqh5EKm/vS7DYh1weQryGuUBflkHvmvuV0fAzMMXng2MVCXZ8B8dNYSfB6iydpLCz2/mIjFsbZugVkVjrwDEvDibqkW6MoOsJ+eQL/9LpzWwd6nLtAG7W8+JQEAXice9LapdJzkM9JarvWbPwW++e676US5wAgkR4kGn1xm4HQGHXp0fe+DGzpw4uGz9/j6049x+todJXr8ssPwzgmNDx8sHn9xdEeJ/voH0A8ffcCuowMcAMefNemTOgAX5EvF/ykGDl7IP3/0/3zC8O239T6ZUz5K81zxGvPgQfOucwp5Ejl9gub4VP74pdjDIlNuH3QtNw58egJ++IAOwDd/9sf4+OseTIwf/dNP4L/417Dffz8tcANpu7fCU3YXu1dHfOhw/qlSYgMvQIxjoj8nXJVmKQMnaNAgSGb1ZBCtgHQW2p2UGZ//JQG/++OYzwic0EGCfQFHb+FwOgbQIgDLHkRNgsYfT871RWReb3WRtMsHFKeDU/YFWE1Ag9BWpHxC0gMRHM9O0GAdnD3vzxwMYEZ3Oqb9okkCYnZy9GVuJcOgsw3vlc7e+vg8wJyd9XOIZyHj5Udf4fzVe/CDi7kQAjBLlrq+of7q5hoeNbWkaMuxiZhSGGImxHDWw4N13wcXJ48+PMF8cjKw/eGHRLcyX38F+upL2K8/h+3IxeyTY1RzS1CU21k9zWSOdnDildCUkJI4a21serQmP8VM7OFCAKBm0jkSGL0VheymASBv5yvuEcwSxfYGgAkAdGrs25Z3sKQ9Jb+yOyG2nM2FzGSPrVOUjHKLEZowBZykewZydtqe1pjh3gANlfA2CWU81T3o+ClOFE/RkN0p2bHxx7SBCDieQJ/O6B57UE/oDwTAnZ7TfWJ0n86g0wA6nqKrmRyPF3Y6Y2wecU+LDRniDmGx3svJPE1orpcCxRAzZYmTJG2jCADN8aMkODNvt86PwIjpk7XiY7Ft8WIKFON8Rv/JvXMmwHw8e7fCDJiY6oMtee8OTrw+IsAe1JgNcoBX1hB/JwpfRkXls1BWzJvBnQcpfN6TfMKGRxOAontiZ+WZl+PLcBa+6Y44+RPqmPvIfw0Bxh9hPAwIx4FK+u7s8QhbnH9kKASfp84AfZ8e/ynydqh7dGND17nTigRgEOVe77rLfelC7UIW6kHBVY76ftQvwcXNgxPcG+dWJu9f+oEZ6FTZNADWWXKwbwfJiUvi1n3oYR868KPLi1XQ6NxKII81tQWVYgW5+vEorlDyXI8wxMmPBZZ4SgM5d0uJsZeDOOTeMx96ZwHZG+DBwIYTsnw6HddkBIbXO+Ma/fRctIMTrUQ0HlianmkUNPvWaaD1vV0mSLUKggX/MT5FU16y1kURZ3ZC86CY0bUUiIW7YP3H9mdm/eoIUdCcsJ6h/jA+5eMGaGReXrgOANQhi5LtdwckHghzEICZ2Zl3h2fF9NDcZB/sdAdELvI5gLL55pVNKhIenJTlJdoJGr6eCTA2KswDEeez459imQZEc2MyQHfyYIXn9dbCfP8eAGB6d2pO9+SE2f7DAPPdJwdMfP8D+OMnZwlxPmPkOwuU+eOWJtqeum8/zeuuSpAHEALQBRBU+6RnZrmJD7XsvOY+zk1mwybuHG5Bc8eXVsyIyT+bHHEoa634OH/8iIdvBwwPBCZG990nDLJjaTrXj+GocFMub0E781PERny9zTN2pzsi7ginL8WaC+EzWE3Id5ELebzR3SQ+F9zyJACuxLKZPqlNCksBjcP3jOHLx/Cs3oUmsQDwVhkkMqy3kKCnPs5fIgdGnB2fDqcuEIG7zj17JmdpYSMITCYex0kPB+DwAOq7oLRCgwy6/gKYiFWEBxLk5B5tCcFEQG9GJ1glu/FEyXt4eP8eZ9Uvuu+J4U8JItiDAyk0MRjdmQPgZE4WGHxsm7MPBCkugoMFG8Lw5SNOXx7AB+cOwx3i6VgZTY6X+WV4kkrBf0tjI6aPekCIvWThARiGsYyuIxhjQO/fAd//EOQG83AA3r8Df/aI05cPLmbQgRw40aXvh6Vtup15VV+RGL2DE0toamfFPsPOLtvFu+1sGejyne5y3oFafWdn8mImBUiwMv3dCJioCZIzbdV9SAPV03MUdkP8DZ1PFsY8WBSwrfeh5FfyWX9hCrsJJm8nRgI06yTWt1mvCjYqSeG9qx26JI5Ja/t3AGMnuLlDXefGWJeOCZYdJWCZ32kLXw2xDaD4ZRcjtOt6FEETBj00AMU1/siOhxK0L+8A6uB25FRMHhqckEweMDTHAfAnJ5nT4GJGnAcXc0BcNFSciWp9ls7BqfQ53z21BWDTvJgE6wQnY4GtwWiHUvLRdZOj24Cxj7amfHx0G/JsyUsHRhUFpFAfztoQjkDtKJiTs4ATgw94eXKWEy5OiN/9FWBClChTWpsWvD+5PNfenV4VMQH2gaAVQpKpxwSCBIVcMDJmlU9CEL+YQUxeaZ7jrT4LZsdSmNGd2B17XwBjZT65OcbRysD6KvbWtcuym8ca4BOrByLQ2USXDwOQ++fT+ue6zrtnuE8+9NHaQQCKYDkBd5qT8MXOAwTK+gGdBicQ7peOananUDkgQCwn0Hdpv8gj7NY37lwZtjcOUJA+I/9OwKos48RBIlekJdBJLCTcs7Y34J5gH/yR2gKwSJ75GNiaavuJnN3LebKMBT8eyR97DSaQYWBgUG9Ahw6m7x2YLvpi14H7zllNHMi5dfjPEHg77wONU9X64RUw4R2caCQ3RspvnJmvf4zLyJR+hpQAQp1Ndprkekya5X3JziNbsPU7W9rEa4u8hZYIvMAkoEMDRn2T56UDgybkF9+YXHaxzHQ7DWFVFN7nIO13qCkHLPQZ1gYOoCC/H+ItJoLQPMqLpnfqSnQjAM5ON0Li3yukd5NFgPPK6ki4WjvfOr0r3KVgRV69BMCIVaTeNvDxCesrz1/TS+x4j3KzCBZL5wFkvA/s2flM08nv7J3PytrJtvHmRa5rsutTUWIzfkrnYZw2uJaovApWV8lJT/C8ePC7blUrNu/jHcCJCaD6OVzwFNBN2qVmlMzfs+yEWw3cWAuGjSA5W3cixxlgUqbUQLSYCJYThfc1CU7c0Lq108sReWVKiIX/IQIHQDwyuTQdG4aS3hAJeVkncwQgxJcp9XIPlpRrX08QaAC4p1AJSe3WEnIPWAYMh/0X6izALnYNnREsFbhzAWqjxYSXIfs+AKFyulASyDfMwS4orOhMACdcUGJfOe9SEtY5IrAxIVByjNdA6c57ZxygkPW5pHGnMoks7NOrftHeOTQ4cII7sZzw75g5nNBnQWq334LIwMC6zhrYtZEBIndCE/fGKei9BiekjlKwfpHYlkoWE3KZx/0WnjGUghMSC9WPTQtvvdjL+zQI/m0elArATE/uMwEnfFElcAKo8+E7Z887ONFKEwtxbsp4FVoagZaUgqznVUHYcEjetvVny6n5/1am1g3ARLPvMNsU7S/sfi61VIljIbC1rOj05JPJ9lxDIZ/yy5zs22yhF9PmJA3SJo/uK6ViCpjYgYid5ig/IUOPTwHYxD94jRJVGoPWLuP12bF3JLtGW9EUT9VWauyP/NRuaFtbsdVoEaBeqIvuQ+XO0fROZaexhXJgopXv5+bWc5YfWnHK65aYrU/0m6ztkn6Yb+Okubsuu9YHrQN3jw30JkkbAkAPc+id+iXy60x5An54e3cJ2V5U1gS4C8q12zQL1hM2C/Du5RgPe7i9JpCzBvE8nI1rMGnXiRAnwKUdbfTkc4NU3QQc1IEpBZQQYIJ8xYwDY0LOcr8ETFCWRrOr3GVCxXggo8pX9Q18xOfFIwXax0ngTJk25DD3pD3S19Je/zzFezrvUd1rVBa950naHgevByZi0SULDrIRNwlgjLS547hnV9DDSN4Xxfeh+zQAclQY24Uu2N063ippgTVTvERYWgJStAhYSX6rAAoGVSO9VB/EotmdI5rherZLGOIxVIrM77VOtCUCURKB3EQEfhVl/ZQAQn6F1n2Ttzsxn30moa5mGVGycKg9D5QFa52FjTvXuRIVxn1ejwv7YI9b8QapBFJMAWj5c0vL0gBFzo9rbFOdWERky2Bw6Vny+efDWivBzHCBiEWJRxQU2QfnIg68KJgna5DSyjVVF8kL2bVWmpmLlCvDSwIkF4M2+g4UgbsUvKLEi7XFwGTeDdQC7rYA06J5cKU+2tKR/XiU8SxuHYaAwQHs7v3CyQFqTRLrtciPzTwgsYMPOxUoKLpJvJHA9hzlVrSSLiSheT6TzF8HHDi5w+Uy9XjYfZdyfN1oQFCoQxmSkXVpyXggQ4CBHAyQBmtgQceKEOAhWZOy2pKJIIXOy6i8pfEEsB2XK8c+axcNKYops6TIqsBZeiigYdTDkp8o1ibNhxySEcpxsS7gLDdsrBtJuQZpXomSPlbIOfu9yqqittxQVgghrPMRcNFyhk/uLSeCtQ2Q9HsYD5436/Ik+Gfep0l5Un6pbVRvTmjDndEOTqylClCxtYI02qkTRqj9+IG6YCeLhlacS8mKAnN5MZkkWY3m6lWtiOTTmj5zN9jQ/DYRoClaPAS/XmmnMMYScFRjmGHRWifsbW6tM1ePksWF+CjroGzJI63KRr3sHXDYaUSUjgvWcVISFzJun18t40zyywEKIPKAUjY28gky0d1uZJlFSOPWoJBfUFyzucVAsFVmf3/wx7d5pYAGm3y6wIkbBg8d7VjO8OYMKMaQxlRK1qNcKc7dzMScWKenoW0dUXFwXlQhz9fOXDAXkurIWDHW+/j7Z026RUrWejNspKeUyGfutji12ws8j4vLTvdDokix4ssschLiHAxaakrFKVoZYhpTlLgTIcKmpcj78nmjdsPF/J6FJ9uMd6h0wtjZIrrvMRRwQDGWhvxmZfGQgZJyWgUZ41xCZL7mAEcAMxBBB/kTl1nDrmwD59ZhxI1ClNtYvij/YUde2ukVYZdGffdtDP0iViahmyjmKX/SbX59ivUR8MfHoOj8xS7tV6sUciZVH37xVPcAACAASURBVCVi54BK8r70ZxPfL18OS6t0B7u6hLaF59XarwHl0Gh2Y6HjGD8j560KiOJO3pM3nJM+kOxK7dRNfWVseQcnllB117huUbGKst3AolWGyaCyYjwEj0cbYcwVIYtTgdm1kybBjGkab1G1K9IyGUuK/ozQVMxuQriSI4Ja4m3ooicVGfK6hSgZhS08eb9q3KxRwrdU3Gffj2asEuyy4MvPeZtr/v5BiC7cW0q7sPzGiNKYA6C4swGk47SVWkAMyU+BcrpKOZUCrHUdAvgwsh4AYuyIGTDZF1C4JnXxUpIHKWjg1GLC2qBAcGu8iSmqzN3Zoymn4gFlQIXE/qFcyAtVUOnBIPLR6QW0KeU/UgwUUCExk2YoB61LFABtWZOL4HJcl8L7K65z/l11ngdbBVAY4+KJBEXGXY9uPVqGMO4vEZLL76aZN+9g8psjBpLdY7lI7GNBeCWPLU8Oj2Q2zAyjgEmocojYG5JRBPCA6E6AyBpdTCxEhVIr4Qk46K6RyNsMF9zd844ALjDHgJg6OGbYLTcJeKE3u8K8888IEOEAB3lO1ZUJzD5opcjJwfKAonuGWD5kAEVqLaHaatTv0B6lgMuH1y24I28NAWjDvaCXC5hD8LGJfTsCqETuRIpBvgvQgdDmxGUEMb+qtNrKfkrqRSFNwCmsapsk1vsETOq7HDNLHtShcLIJd3Kcqu8wMiF2BwwFcAKhH8agRBGgWcJ274RF7+DEGpqyCpgyJZb7rZTlNRJopnVkV087berm0kZBeFX8iVIBbJGc166zrFVIr1wLqwCgKOxPUg7w5M/mbil5UnkflFxMUdR8rATh9zJgYmvKBeecOBdqNUAh5nnKQFPef/E1LgUldvBhp5yyeA6iTCY8Mnf50NTIhxNgOB/3M7w+PKtmAekI7XOAAAWb5fJaI+RdO9wz2XXLXmhXwITcy8u/RODJScWH0NcSGgHqPH6vLSTKgQaPmGMsBpJ/47VzpCAUXDxa+fNUOrmn0+Tp47glZaqOcT9Z1Ud6a9qQa3PgxyHjsLkMlW1WwRSYmWrTDaxXO90WhVgF2TU56UBEoWaxrgbySTnsAUhEPJbhTgZBHqBYWTww4F15KTzvYknUypVGePlG4kwoqwbt0uqsIjwA4d0rErcpeFlLyqrNr5LlRZjrTr5kS7G/Q3pEYELcaiVRsERQZWrlnzRw4fJj9VvfimWmebh8Yr9JOyWsBJPnT4ZV2xAACTnqNIASWhxHWk462LLfcyRp1YAsjc2QzPgxp0ACAWGkucl3it9Dn+d9n8QYie8t9kdaXikgZvG3onuOQbGDE5dQYfcYQCrEAjHNBX7OsciF5vwvODiLASW3dEVYQ1spuiIA650wg2UxQdAo+Oa+7UvbIH7GW9TluWgHJHZaSgqgADAGKRbS4vlQWQ8iiJnlVwI+yUTriQto9HyIL4HFPGqW5vppBuAFMF7T8mCiwg+CtUMFeCq+60RVL1WiWK8pS4ji8wVLmUAN617SF1LlKT6oA2PaCbBLl51Y+6g+FaoBE61zYQ9m/DbJj9cEpFCghLuo50k2J0sbIhEXGClZIa6BnytBN9XKpufHuVLNJgIUubuHTifZBRc8ua8VZg8EJi5hhXmTupxlaXLrrZz0lCqsMdHlo/C8Bh50fXJFV7c59A9iv0gfF9hYCGIp9zVgmgAeiAAqdN/J76welH7mbSpe06BDAYCoPpc0KN7TbS7Ge9BpVF8lYzKkFX5ryusB1ds69b5ClV+ZyLyDE5fSFECh02xa5Jx5aFq/5QExX4BGTDUT+JJ72c77BYpsU9eY7OjLtTFGmgW80gJ1wRjKFwhNjYpKUeErAXBTeSRCcNxFGNEOTOw0RSIkOMnRXRN//RzIm8tqwa54EtvC+gCOuTKm8yuAysZU6jijPydUAjpKNAp8iWDaHywprN0WrBhFpK8oq9kcJ6KyFUp2Wsc4H1P+7jJ1ikXtNIskzoKJfF7XyefTRFPpWvLQazoQePbIwkKambsOknGB++DbpT0KmdO1jjL+q/piFpTYAYidNJEomqLFpSBFwNrCtbGGVdvhTX389Y1UWYwK5FiOzGc/gYMCziB3NG9uTZCVQ4YC32VfTsIfglyE9FQKSQsgxHbhoaw35LFvDKCDYUpAz1CuYRcUM7g/qPqEnff4IkKASd3GrH/Djr24eJSU4CS/FBTRVoLpaSFpmeFo1ACCUFpHimVMghEZlSx4LlXaE5yjkJdYVATLCnI/JK4JE4eAoDVLmXHgUsT26zaox5tAmzumfZW5B5oRBm5qx/st0C6cXY92YGKnNVQQLuf44lK+uZjP6h3+rWmpBdpLW6zttIo2Wds3jHm6ajyHnd2dt78JKihNWpFyyn0DFlsDJkq/8ULKWm7VkNNSgHOOZrJZa8Y/eTTn4ryy9731e2jMLwTWzP4W5z/3DMXyJsfsDLX2k8yfS6i5L16QdsuJLahmPXHVIqn4O+xsP2d1lvp7jaHs8r01k+fWjjormZf5dzUSPF9CMfdofHPypW5FW5uQt9KtjYOdtiXZlVk5vpqVvvx0pLwOW/D9sBNWKGcJbxX3rVr6ubrmZs2X8uIaLYzl0ERFxQBpG1pNfSW/VguVFheTluCsC6zQllLY1Ztx8Zu0mmgBJnYA4s0Skw/SKFSba3oHvZZZaWdfsqJoKRHnKeL85sLzRXcEv0HPYzYBeEuQXMnO2xjqOzFvlqQNFgiTGcQUpSmpA1uWyi31KaLVRGvRiTVEXoa/n+RtVR8iunKM1oGSxQDGv6eU60X3uNDsbO3QLkZJPbicPklX6qdwv/BOas809ImmWwcf5mgHJ+6BCswwD1646bGS90ytAuUNlDHyaZ7yWb4Ruvo42+r97fPh9dMF71jPvcnYAgosGI39WWW/sX4y5q89Zl8ARC+SmEe3xnRozXN0bYP8WvhRDXhYenJXZZ3foo+ad+W0XJG3Xdz4pupzC+Nrp5ehEX+spcNYmSsojAnVNrDyzTj92QJEVrG6wiYfT2Sm58qSOXDpfCmB0VLPfJ6GdSZ9hpA1bYpX5P2RV59V5qV3MEoPjPhMrvDn737qvVIh3VQbalSqZ8vvUt6T40+NM51H6V2UwDdU0s6Ve7sqRqAdnNiCnkNhS37GAR2Pq5t6/A5GYkkIrPVrltYdvSdAzRRXKmTVktR6H8WCwDp1wkWhtPj8xO0kSNPWQMUFljWJctYqeOe+z7oeJQWltrAupl1IftWkLQxYreZqZ3gOSNP387TV+axjOCTlYyyc5vnLoyUrjKVrSNFnObtWCNImvtIhrkF4blnxVSr1xYiv++v6qNApXp98rwjclbJmA4vadNwEOa8EGpcoT7eEb1XyZT1+SpZq2vpBB8GU6yMLDn9bryc+z9CjzM79w2SAXel95teWWJns9CopykYInyS/Wc1afV3RaCpUFC2Sfxx3svPP/BkpQNcBjHHQR12/PB9/6h0J7woxe1TlE8Wc07mS87EpfufrEJe1gvaZKbVk/JwFhanIpWe1got4y8UiinEtAo9W/ZL0x+h3vKDfr3435NtFqu+SvlZ5hvaXQKyM/SSU16uFptLpcZfXQ67l40/6TfcLIx0rBSrNi1LbSfUB53XJ87sEoHlh2sGJS6k22C44vq6ZpmSBMGCfYRQulUkurndJSF1Rj6WUK+ctwtgldcqYfiBtaj7lCrLC5L22UzepPDSOMdbH2k4JswXlZaedAiUCiK3fu6SIbB5wLmTKp82Uw0peAADCcqC4lHyK79TSSwAyzq4bE5/Jn22tajKXc0Ha84cWN6vi+phJm5bTowKnwIkReJN9T8aOE85T+b/BaqEGVAFlAKmVRMCdEsBHp3NwHGs2q4cP0uZ+q0xY+nRmAc0BCX1Nf+pTrPbYTG+DCgpsCZhIlLcAiLqLo3km01GGVmmnWOcJfY39M27+FVkiq7SBf5Sbl4IaPGmlX4rvEtJaLsxZRXIvABtIeADl6XyA45ELBzNgCehSvVWfKDHqT1F8LcKxmUm7pS05C8kAY33cZlI3DWhwof9kk8+DGKJ0U62uWb1iBQrpamlrlC8bGoCYSgMFwKjr8lcvjxNXIWIGZZE9w1QhjMeE6q+5tqSVnrh3A7SvHtekPQjU66XnFLwqR73NKu/hHOX2om4muOoOTOz0grRqHlT4/U3MqaC0ZteXuh6UaNbHekNeuSVf2KJeebDH2m/5rp+7uOzG+s8BJC192iLLyJoooNdOb4vmcLyQTmlWlXGlj5FcE1tgVNYWdGlWc/NMz+fGeldjS0xMv8n+nJm2eaDLvPz0vuZ3qIPgS2gKQK991+VPIktZWk+l/iodbbvk+jg/Gn2vPlNE26bzH7X/BkSSOdotJy6l2u7IMx4lCkzsbNN+lOhksS1dsx8lOh5n+1GiO70UyeLKwHMeJQoAPHeUqEsc06jnNz1KtIVajhKVdFvRPR0lquvxXEeJTgEUak3XO2E3dZToDjrslJNSUkOgw3hLuUplLE7toBcVseTh8W2xBhCDp7ixTMnzuQItR4k6U/uZo0R93cgQMDgrCwbiUaLG5RGsQfKjRH36ZJ7VjhIVEp5UOkpU52XYu2IhuGzlR6+2HiUajwT1vytHiQarixwISJTrPG9vjTGod6X7CtJGVUeKdZ4EHbJyWmmphBnrHTNIhiZnbSMZhe4oUQCTR4mG+mftLr2vopVEQ4Oq1hU3Sjs4sYREIcvpEvPN1nKBSaW4aIKc5DEjtJNB0eTs2m1bSnO7RVP3lyq9VcF6XkCbPNVCFnL9Dl9KIZ86jaBAi07rEOVoIq9iXZbSfjLH2yMRnGTckqzmNipZlxoF6PG45rSOIt+u8GYgaQ8Zmo+XkNNUXRa4X62mJteNgvKf329odx7MlNOb7loehr+a2QTANEVbKOpantDACGLb6uX7vgqCfqWxNipxyRjQlg6hCgVgYqqdt2AVtNPtkR4WJaTC/07n7XQ+CWCnEQ8gHdc1ZZbjB6n72o0AwNgdxP8WhZGSDLJ6tFgYleZY9smZLJRbJISfprSeuDQaXAjxZmrgBTKriVIf6nZnYIaUkS9vuaWFKO+yDobTOhJrmgykyOuT5buGas9XT+TQYzWrU/AM0uOc4nOTlgq63cn17Lt+j6U0KNy/c9rBiaU0BVAA2wiAF+ZFlAu2NSW5cqt2vUYlZq2ujQN65eXlK5Cqx4wC0Gw1UUu3tbye911gUPlKrOgWLAVKSkEFuFh8nGiS54UC/Q5E7KRpNEaXMq+JPPNray0MRNjNwcgQjFHSFR/GovbkvFhiCiSBH9X3/Fldj5KgNqreBrxL1tRWntJioZBfy2M45EVpq4kiaHIlvjNx3GgRKBAwpqWv/IYD5cCUfjTs0mZtbnmvOzCxk5AMT9kvlrgPSMXZZMhM8Je5Xd6g6LIovEof5JgmiW+QfEl57/gYVG/xIJYgQa9XGrjmF/l81MGIAwYouaV8JlpCFIAKrbgbL0OOYukQYCgNeDtHFWU4WMAwB5Aj9EtlKdIWGRpQSHb9i4p05ejZSl0nLQZKOsgcVdqi75OUka+N2TVWl0KVsnZzBbhi9b5rfZlUd+FcuSdrCU27pP8WqDQ4ZafxFhTja9NbaOPWtCS2xdbl1WgHJnaqURAaaHythSQ+y8w4jIJktuucC5LpQ+prQbDM67EVKUs4AlJB0HJZ0N2S8vlaBH1KrhqVfkSmsOe/t1CWnxOYaCk7H1M1hUa+13hkC5aRgzPGFF1lJneH87rmfzu9HaoopaP7Rfl05rmJdIxUMZ4a+nMxFmYpcWco8Y7894VzoPXxSr8symMuX1rYfwKe6DwK/VGymCi+w5lx0FafxmeXjlFFY9eUjIcDY4uHJeVNXb9jlrtL+7dG+wL+JugmguTdE+3AxE73Qq1z+y2Bpmva+hz9M8dXLgEmlvJ4ok2AkKm1ZbXF27IK7HLMG6fyGRktz83QGkWyAFAkv61YR9B0+QuDi6d1eL75UARJgPm6V+5vzjFG76ehvi3K+yXU0vYMMLkFWhQ0885ol/jX0D0EhZpDBbdE1dYg3/lf6d69UhJ1GeXvb5l2wXWnW6EthuKMtUQ1jZR/bV685Nlb4cXXKPMlePENKeqUmyYXE03cvJF27HQPVFBpZ6wYrkqbDd2NWtAwl56tr2ZBixuZ989djVvRQ5bW4RbqvAHdgZZ9o3QNgOJWmMAt0jX75i3tYLbQc/fH3v87LaWKubv/UbhWIHEfaD3irXSawTXotVkJtczvufX0Gn1Si7cg9ZmtE41dFmouDFdwcUhOAGgFw9YVNAGubdumne6TRoq0skKYDXoJ5YpBy4P6bRoEMHc7aM1/zr1jS0oCVzaAHBVQdkk982NBq6ertFybKHuLd7k6jzVgRCF96YjV0WMz1iIjS5+C1UbRFeQVseBXJgXdITX6KgNYBIjsRzRO0+5WsQFNHeO3FZF5fcraTvdFpVOMdnpeuuY7qJ5yMVPmrZxixYVgolvW7VbaudPtklae1ohWTQBA+nM1iEEoghCjsor3qRrY0N2+UK6syegmdTlpCn6pQYRavhVAoaRcT7qLNDW7nmjqXTbFYyikleCSyd+Kas6dkBEAhWuoFFVw57Jsw2kuN0y71P+SdOOD47XSDkxUaO+WnXba6RbpmgBlVSG4E/Fo7VGozfnvC8NOF1Bhp/0acFeLErulAnnPxzY+p2La2k+X1ikHJorUapkzk6Yp1sOVung2OOjEc/cASgjdyep7o3QnL/nu6Tn6+aWsStaUq60J5Hvpbyl3nPQ3Xl7Ni2m3mNhpp52A3XrlJWm3nNipgdqVULTFn5hS9Ea/LxRQ5h6/JP81z+Yn5/jvk312QR2Lp27MWZfU8moFANZQwaphTVmb129Ld5Tsc+wytTTfGWufG6Vd+n/NxKivAKV7a5XBUhmT5zcV/kr3npuuMXfztm1Jc++L6DYU/F243enWqHmuX9mRc4rfrSl2bqrV5uKt8eJN1qaJ7dpbZklbCpLM/k9fW1GfnXZ6CVrKfhekXXOiSFHUvdb88GBEqkhfeT26lCqA0tLdfq4p5jpN5XsrNbt5NJRfpRZLitalrcVaI6NbXubmqH/pCux0RZrzqbtmOUvKfgZTqBej19y2nXa6V2I0zscrL+9TdVhT9NodwKU8/Nq0SdlZB94LLxZAYQsKMa30tW2y3mmnSSJaP46fZYwur9vLT50ro8UbNzDUlAir6v1cOswaWtmkZ6U7BpZvYFv1DdIdmtjcLS1xm1hzLv3U7a1cRXI3jjXPt9KtBE29BYuPne6Llozd1rSXBmTNeAShPebNZvxDKwhbK761WzN1b477o/OZyrN0b+0aOxVrIj+Z45LyanKAKZy+0XJySIn8+6apV14a3y3xNnYZZqc5mlEu15jlzwYobC2/qaw7GOM6jsANi01ston3sNkzS5671jiqyRabuIncwdidoBseyjtdhZ5Z+eRaJPSd2mhX0nfa6TZprcK4033S/j532uk+6EKl8+KYBDfMKy5RWvWzvDImxSoqxJrYiq4aIwN4kbFw78AEsIMTO+200047vSbSsVZuxhLoheuxpcVEiV7iNI3W+/dKLz1mdtrpxmiVEvmaptFb4gk32NRxDJCNaO0adoN9tBW9yZgT2qSUmUcmptwqxK3xqbsF5vJahblXT/t72+l10Wa8GADESouVX+41LbfszAkSuTvFS1GIO+DXq2usQWwXARSld12luXdoNwZerC1bxUgZz7WGX+td7bRThTblxzvttNN1qTl21v3Rm7OcaBGImoWmNYz6Fpj77mpxp7S/t51eD23Ki++I3oKAv7vz3TnNAW87vTp6q/z4WnRvpvXb1vcKbX/p7nyB8nmu3JfukyvSmwMnAMBOLLz5PUGPj/zp2tV6HnpmoXGzoG7PQbeoNPAGQuKa3eeddnoGWsWL7TPy4i3mn85uUdH7XEz40dL+uBY/rx7HuqJ+pWesHV9fCxZ4i5lJU+S1Y/wW18udLqI1/Pj86YdrV+suie5sfmxb3yu0/aW78wXKpxcq9xbozYETc7tWxpgkDRGBmfFA765dtZ12enm6JzBpp7um1bzYbMCLlyi6GwMUL0pb7o49p/B9zXdQGwtL3HZekrgAZmxZt1tp505XpbX8uH/3+bWrtoxuRITZLSc2ppfuzlu0nHjF9ObACSAyVWG08l1f2+mV0DV3H2fGymY7n2yjcL5KSN8tJ3a6TdqUF+9HiZbpNRwlSuZ6R4nmz0q8idppLLd2lCgV0svvLY4SrR6D90al5ldMty4bT45jIRVyKPyeSru2nMk68HUsJzbIs1avpfUl5om+3aDteRbq98XvZw2xX7+vUXZF7p61nKiO35efq5fSmwQnNqM1i/NLL+iGnnV3/MVNk5e0dY1wOXV7i34W5YgMACoLki15tNJuObHTTjvtVKaXXr932uleaW7qkPorUPNJCXkeE3mClLIpeF6lnOKRk5ofmPQ618DH4rUGMHDuXkhTsYKQ9uVBTk35ev5cSO/TTR8lWq9n7EPXR5y/q1oW6vfkOFjJokfvtzCO8rFRrMfUeKvJ15XrwXIivLvpcpgo/N077eDEJXSPATEtP+vu+F3FnLhFSiwl7h8N3Wmnq9E1+Nql7gQZv2e8QEDMS3f4V9AcKN3cB60xJ0r31vbzlDvHlpYnS/K6JObEbD0Kee8BMXd6bmL1V6CLuNbENAsKX8NUHO2a6/lbmjKt83tLt7WF7Inmis7yu3RXPvahsy5J+nQL1royD+KNrCImxvBqGaX0WOHaa7CYENrBiZega585H8pBfZKU7q2tU+PEGZVdWoxmFqjFtMi3fGGhLW4dWzDemlvHXH1lnC1Z+F7a0kXoFTHZnW6QbiXmRJEHepPqNXNx7pEpZXUpL77mHB2tTVsEBq583yrmREt/tKz9pYCYxax8mrmYE/nu5NLXNhUANNRh59c7zdBzKZ4lPlYkKit4tdRTXgyjOkzM8xa5bZIaTlUp5SGXLgnoO3IRnH9kNZXWotK9rcuaK1Oz1q3qMdX3U+XVAIpXwI/7l67AXdOlA+Da55gvNn1aCzleWPaUKReweT+Vzu++mlI+1zbLy10plgAUS2iqDy4phmhFPT2DvcTff6fXS5OKYaPCpMd7yxz06Ue7/jl/KgqGlbpsyYer+a18diuWK/081cc5EEDYnifnvNhOALdSH2un4z2sDURZGyMb8POaVQqTj/Ux9V5ra63kOXVPnp1Ku9OrpaJVQU3pI/cZjBbyoaLSuMzVR1Fh5PR3fr9U34mb0hbSYxvlqVON4SDFr970k7gVqqZcQIt9OmYGLAHddLa6W8M1C6Dz2YeXMq53zkJHKcLz7t2Tx3+IGWTRZiXhxwV7l5uS60QpFkOTy488v0IcDeVC2jS+X3xO3mNxLlhnccOF/CgtD/rd5GXkxpFAeH8M3CUv3iX/S+jSF36HA+ZFaON+KgZjeyn3kzXl6iB9OiZF/rdUu5iqy0t0zw5M7FSjLVwVCKti8Iz4R+n3C7hS3CytjXP0HDy5xmPmgmImeWTvW37rv6a6UFt5s9mUyyOuAxdJHWrX59qhA4W+5fH+RqkYj2Fq48r7+Ff99uVz5FdfSkfp7/x+qb71W6osNabn0tRo7VygQkyGiXSOf6wrSuJOpOjDyjVVfQ/YERHYVN5dIQ9JN9V2pvRvCS1+roTJNrbFpa3NBRPeWS0/Llybq5uUWY17cge0S/877bTTTjvdF21hMeR3NZbu0N9C1PqdboyudSLKrdBSk++ddgK2N7/Hil3v107XOhnkCtR82spSuvHmL34/G7TnXsZEjXZw4hK685e/k6JbibXQQolbh0USkyJNuDDfK7l17LTTtWnLeDlb0L42RLon3iq0JCDkJN+8nbY37RLeSVt2ugOaja2AehDC1qE2l+7CIdui4F1NCWRefnTlpaF5tmyKctsRt47WsqJbzXwaYJ1h76IAmIV0i4GWKbeOlXWYo3sGKHZw4iVpaTCpNejbpC/Usuwmy2m5lpet/0r3wrVtJ9iz7nzOMafV0XsLHE0DFdcM4vdc9BrasNPrp3ynvDXmhPihan53cRyjC5+d48VraSmf4xXPtOSZf5/jMZecWrEmWOQVY04A3uXj2svfa7Qc2WmWJpW1El+Zo5qMmOcHpLy0liajRKGdBTl4nKxZsb1gLiTrinyp2fGv5zPFEzvWBLxseVeNdarmrygBGFrffQsosfT+0joUaNQOAWhayp5sL4//7oB2cGItbfWCtQAzF1xrQZlFAeUed7CErglQ3MlkvTotVZC26sPJ3bq2yPU7vXEqjd0lw6ZRkSwGw5z6PXo+cyYdPT/5+DLK4ikkWUs8h2v6o+aK/wZKet7/z8LHn4v/lE7pWNxn6+vK+RwoATNzwm3JveXOhOKdVpBWqArKE2XfR6EkWsEKRbkyN8vJRCmdAl1L91U6Z8ngxnJa/xVAZIlsJR/LIEiZ/vjN2bmo/zhegwqYWO2DMR8inUeuhKtribWHfvf6oRwc4Yn31wh2hHI5fi/+TZVTGBelwJd6PIdryRxYKEdM1Sn71O0cpS1kS6W/O3AF2sGJNdR41Ncq2gz02CabN0Fb91XDO7xpv/XWqm0GTjQkuOX+2ullacv4EzXBokVprNXjBsbuy9cAFUG4MLdfor/YR7uvWrhcuU5LFH4UgARgPHZLu71Ly7/hMb3T7dB4dzcq7y3wZ65MVqmifI3SZAplrpQWT+qogHuk7zcM+/IxnhvyuDljLpV3AIFKSndIn30i66sciEHbO52itE9VfWtAQAkQmcu7lSpK/cjCotBPtfJX908Ofkg9KuVMAmx3TvtRolvS1tYUW1HJ2ZT9iL8Jy3nG5exugqaOsrtKsQvfH/PtRdSVI04L1jYXASu1Z2ePVNWL2DPs+u50H6THpxYucyUuo+KJBqWdDxmTo12KBXNA1SVYTsxYsSXKrG8w0gAAIABJREFU5yXDnCielpFHnt/iNAzNu1r4mErDudBLZX5TykO/15L1xCKLCvbrD6nfciSmblspH4mGLvfzUzum6jCh+Ev9SZcfbquxEUC1mpSKOAbyV2OtqjvS+7oP5Hv+bmv9sdPbpMA/OVUoZRhOKXfZsCkBFEGMVUpj8pkpk0XWmSvoFoChBFDgQvriTrUUEurMwbYB1lfGUjyNgXm8XhFFPphZTRAAhszNyjok6a2zpnA1oMDSkrbK45kYlbaTkyJGQEumrOfuIMSxjHAMqB4HzEHnGB2vyVke8qxmXfm9Ek3da6DxkbiF/PJxVBh/CdjG0eJGr1GUPO8aS8Jykalu8k7V+5N5Fvpkoo73Rjs4sSXpM75fOq/nlBGqsF5j+kSg26A+t0RU+Z6kueFGFwAK8gvqKrr4+N3d2GsnRXp8ap7pv9eOVWzOe2OiktRdwkxlji2twkVAxoV5tfS1SlM90rkBoCANcOT8iCi9FoAGncFEvaeODzRB0xgDEVPtL92Ta7n7BNG460vyQAlAaSHJXNoyVTedbirNTjsJ5WNVgQprKd9fYyookblSWpj2NcWVicoWD7o8962twoW1g6horzFzNHXOV6br2EyT8nl8f3P9cklZo7xb69+iW0ylmWnOaGyVxkzlmsaE4pi5Al2yVt8J297BiaVUC5C1ubXD+vwudhnYuCmzyuzUjttMW9gy6ApKxGqqVXeqjbNWA89AJYWgoiRcNL6srQu7LZT7se9gxdumZCfKjw21I7PIcqKU98bzkhslSL7H+EBs5+ej6lMugUeN7a5aTrgLCy0nsnqXLCdC/WyaDoj8LJcNNJ9bePrHlOVEzFPttK4ZL9YCXVfeYtZtl7rnfHu3nNhJSO28J7/Vd+Tf8+ensL1sdzixZMjK1M+U6hgtjnTaMQ9JIIK8DWGnG/W52cn8kWShAllRE/ErghUFza4JwVJBtYn99nroP90G8mmyORssGmzWL5Xi5V0Ul7aJKk9aZRTqqsurLqOXLJu1vYD83efAhHqtueVEC+l+qL0nyJKUl6nng9yaY8F3Ilrskv0S2hqAWEKNws0ixTGZYDfh33FdWhwxfn2fLFbg71EZmaPnAFxey8kkOy2nC+ZM8/y0E4rfVuuB5fUK5hJ6zYpj0W1ig/xa3rG15fVZrrcCE1X3jMspCKwzY2ByXrS0Q5suX7E9O90hzQ0FVn8Fuoh7aaVxtg5joKK9nJXjPX9uYi3I3QPm8274vjSPQtmLjjwdAUdjgKkKLi0tq4GKgTJHANa4HkVAY2IMr6LGPtFptu6fl6DdcmIJTfiIXpUyoYD1RG5AEJnbTGXL+TQ8N1WPWnpNBLVbNZUQXhFNTd3Ysr9E412wuaq01Nsy2OhdAQ67SKMdrlEBUHZeqcA72jnM3xEhFSanrC/mqBWlnsxCPWTVLvUUGQKG+HyovfJtDH0QzPOxvJ07QPF2iFGIaq5+h6/qWiEuQgtAQXnaXDCU7zP++OzrZW1W99yXeLTrjzJvrZn5WyUtSZwJ5XLA3uWBiNyOWYiZoOpQMsOeNJPN+lfqAkR+ra+pGECJW0Z1Z5497+C0TtL3NVcLIN1tTHgxIiDEvvEW4MLS8dyQjg7MWRyhYefX1zuMRevaa226lkj3JG234atTdixgTTBNBirt1rLIawa7dlpEpfgBeVyIxLqiwC9Gop/eoS7sEJNfB8Q6I57E4R/O5K4oe/j01t1L4iIgG/dy3TLIiuKn1gCr2gC4SVYC52qgXW7h5ftRRGJXp9gJlKSF5/cEMiJfEXhgUAdnNaE7UKzWsjWFxHJqIHDnr1lVRvZew6dFNGNQOgmZuJ4ETHSISjOpviNpi1+DyOdL5HmxLB+63MJYiI0ZpxvR/LI/SjM6alWPFd1W375kLFrE/ioBX/LO9VgjcuNSr0cyrFXbsuGR1nmqnXfAundwYg1NCbVTiOZCn9yigDsqT54rViZJUiWV74ucIhEWolx6nHsgvcTwyr5uQ8lsOAS5q5SRLxgl09rEvNeVvQi88vlOghthoZ3JayPK332TO47/bBo3ySIX+3Vswqzynpsyu4D8NilXzCA/C8JeSK+uz42bEoDBPDbrL+UfbkeBTb5YqxTpUH8BCOSaJK8AgA1jPri66SNDja9LHhxziykU+lTzBOPntO4jVW7GA2OayjongrAEcpT0cnqWBopG76bEnziuJGwBmGrRz0oafCCM308At2R8+O+aH+v0RGDj34PJ3FcSoEP6gBOQIskqr2cL1VxkdnodJEMHmUKkFS65V+OXzH54aH4hNymOaZ9GwJAkEKEohfJwPjy1WGhjeiYqB4ZnUTRZKescrod5IyBnZ7ylXcqPggLOql6aP0l6qfwIxHB9QtI3CpgIASytR1aZ/YYQA12EMxicvAtIu3XfGAYNka+SKNbSZ+qdxfb7d2FjXgIIk9XAj08/qPcG329SVxv7lj0DEoW/GBiyRFz53kKF9LPH1SZjO4IrCEBW/AtAeL5OwbfdAmQYxBRYf/q+ENsu5eb9Il/nWO2zL2rLaQcnltCU8tmknK1LU/KpjVRRtPVAtUrwzZ9TiTkw0Ma6logIYrlAxn9ndh8DkglZJlWHfIIlQMHYgkJJmukzCUxMya4SG8lroj5ZRZLdPp2/Z8KhH0tCceIXzyMLjBenAmgQrtc+WcaPcrGQMYBsvWAGSdwJUTKmdrK5Atzk9drpbZEHCZrGaIlaxk0JKK4BciXWWrhvLQFsk2eJoOaQzCdVXm34a6WPjJt7pOptOq+YGnDnPonZfRoDdJ0P0qaev4RyBZR9ezL2G9JKxDBhEsahJ+P1Dr6/AfL3aep9iLIwBRgDMZ/BehDHOisvyhGBLI+k37NkS/TvqbVWAw9Spk4bPgHYIVqIBOHXKzymgzXk1rk8aKfwXzvAaQdBa0j7QLVz9G5aAIeW+bjTXRPl4AS7f2NwYi6nkhbIySUmVsogR6WQpR75ROTkI6kjAzAAnVXF1P4YMYOGCE6QKNcDgwbrZJnBN36w7lEBKCDggEvLdnBWuAnwAASAFQCGAWQ7J7NbdkorfFwI49N4UCIAJcRg07m6AL5B8Wto05BJY7IFH7qKFEACwFpfvruQWK0Mfr0iAg1Zd3sZPFwn917It4c8IBE/HSga7g/k2sTeesBXcVbhXsN7p7JLBFeksS40QODHuqRxbUUAtXS7abCwYtlGCOBMTEPuGfEzkQL1klRoZ943xa64M2x4BydaiRk8DMXr1y+7VE6QWrLfKoV/xp6MVxyz5/WjHJlQQHgvoABMGEIw+yKOAnQt+7liOeMYOXAwZAKYpKt0k+1RDzQUBNABxCZBmlk4lwjB8Mq5XBMFQ1eRfVnnAdRlQdRuYVepJHhWxjfnbh3imy+/DYG6zo3B8+AEYHYLORuHVJHexZto/6KReEmwzZ3ug5jBp9N4XJSCFV5KuVKogc0lyrx/7vSpBw9pnBQOiuC0Mg0AMF2winB8y7mxUdcBTH5eEqjvQQ8H8MMB3Bnw4wHDux7EDDMw6OHggImHgxOch6Gt/DlKAJnxehl56Hi+8+PB1aNWh8HzXS3Y6wCben2u8WAhAjAM4NMp5kU0HSen4C64BTbhfmRjacrFLXdpsgrsEmVJdi+7DsP7Hud3BiAGPxwCX+fzEPvSKGuUrEyacpN86UDOO704EQPd0c01JxZRBA7UZhPZujwRhUL/SaV7jth4EEKBExGgyOVihGcTZdPG9E/fHPDuwzETqT2oIMqjT+sUTAYdz6DTABxPoEGAQAO2BnQeQuBvHry8ezqDz2fgfHZzdRiUguo3a8gGwJj0fNZueACKMScGBqzzyaDOPePcAjxvJAJ3NgTpZD3XQ79SquSezuiOQ4ZncCyvI1DHTjZWrFfyNifZQHTfyTJIPs8WdDy792CdNm+OFt2RA2bChgM4MZLzp9jOlH7RQOO4DhGYKZWbAHABjBBgywFf3dMAczwDp7OTgYfBvaPzGXQ8gY4P6J460OA2EIx/F2zU2pSXX+mDRae23DDt4EQjMdgxl5yeM5Dh2p2tD51jhiEfTEtRS6WsIG86hVQYrGO4/nMYwjFxTgC12ESBKIE2C7I9f279zhHK7Q5MyRZuov5OagKxHcBn9iDKnSrSus3axFi1mR4eHADjdwXYDhHgs54x55YvJdqF350yYmthPz3lF1+mMkkd/OfEkDW/fBjXtWRhJRR2wDpQ14EOvTthAV6oGwbHbw8O9CBvIkzv38F+/QWGr96BO4PTlwcM71xm/bsODwDM8ewE4a5zwvPxmAAnwTw3uIZolwCbggGtvFyD4BkN33w+nw9b4GxLuEfMtsR3AddPwZrPgs9n8NOTAyhC2gU8eQveNCU/1OIn1YCMwj3z/h0+/fgBH3/HgRNf/PgL0L98cO0+n5yfORQoUypv58E7TRCdGY+/8XMoV2RZfS+6TqTK1yTpoSl5cQQOIiAyQ1ZZATDj2z96xBf/n1pPpBwr9bbZdwaOJ7fpcjrBiuWEIZAxbmd8GBxo7F3o7NMR9uOnCEpk85Q9yErDAHp4ADoD6nvgcIh5J65sKUBJfQfqOyQxhjL3Pe4o2bxhcfUTCu5fXuH+/gP633yW1DMBTYwB9+7P9uONJnMaIlBxts4S4zQ4q4uzA3akPwnA4eDWNftgvGJOM9YC2/Gl6rgpLVelvU8FjJkzRxcVb2HTfTiBPjzBfvjg+K5/zn56QvfDR/Sd28jlnjAcnKVjAJiyPhi1e6YbSnGU7oF2cKKVGKmCf0fUf9elF+bmdILOFZRoLzSR8ccbeQsDMgR6fHTCriEnRMuuINvIjM7kdq20ORuAkQlzPgmvYKUyfKlX04mEUwpEiXKmqq0Qgs/0DShUa6n0LmQd7HvQu3dusfQLKT/5xV9b8LQsLmun3L0CPzu10S2AEULRVyH7Pab3PzfO3WIqO6N4rhdK6eEBOPTus/fLtnUKNh0OQN+5HTzZkfnsHU4//QLHr3sMHeH4hcHw3lXx4QsDPhh0TxaHQwfzeACdzsCnJ9Dp5HcibeDrvlJR2PU7f3w6B/ARQGry7wXwyePvsnf46Wef4V2lb+JaI9HFSonUlplft6QvqTOu72RdGiyGb79zQGmyrt/aGr+yPsYBVvTjb/DhZwYff88J+k8/fY/3f/4V8NtvHU+WdS0Uc2vt3+nWiQaLw6/d+p4ePZnt7gfXj/H8bVY0FXAAILoyFBT2Yqww/dt/Pv3O1+h++4NqEKVpBZCQ795yD4Pjv4F/eBc6B0B45V12vM9nQFtp5XQ++Z10x4+ICHw4gLqnZC1wbVcbQkJd59YVDWJ0ipcSuc2i3LVLWwOb9B5//wO6374f1zVYWxlw59wDu74bpxlU/YbBrU/WektaCz4ewz2QgTn06JmBhz6x/CiOjWvgpbVlRbnQFIFaAfEFoBiU283ZbRjQxyfg0xP4w8f02fMJ+O57EIDej5/usfNjJ5ZXsnSJFZzuDK49d+O0gxNvgMxqBS+OaFKTkq0Jv8lQ1NvJOGRWwAnPLAEAlkCdE5zFDJWsBWtf57kFajZexXLi7sqWL/lCMOV/+5KuHVv2q1cG0Dlwwi2KBZ/2Nf7LrXRLyutOL0etY6pl/BeFJL1jNPO4IXSfMvABSMeqBwFGAuahd6DEwwHoOrAh0NkJsTj04EPvd6a8gPlwwPDY4fxoYDtgeASGR8d/zmeCfXR16N71MMeDY9+DjfKZ3t3L6wQnLJFPJyBzonSQBbPzHU4omZddAl4Mj96Ko0TG58XkrDtKkiRJxE+O+XTO4kT6RHgTd9a5ndlXqIzLRkHvxsXwSLCPzkR6eDQOzOo6J/DucSB2upCI4VwZcqsJIAUolCXFKI/8Qs1aR09Xm+ctMRr8JZ9xyUxff9oDnMJcKjucfuNBCes3VxQwIRZkIRi7uFl5kGFU1xoxw8W9GcBdBxoG313W501JHyZxiywDB/c4hxhEHOsFAKwsKwptJZuBE8OQ9ouuJ7MLoMk+IKcA2eqTzkO0xBBXF+k3y8D5DOdJyI63nwfQ2cL5Qoj1B1CMOXZNWbn0nsTyJ8Tw0JuN/pLafHSxSTi62Z0HZ6k3jOVSHgaQ9HXHoBPAxgf3N1JctIBJnm3oBqrNpRunHZzYmhh1IVXuldJMPTdVllApP/k6ca9YZqhn3DkLQSA982fLcdCXmL8FQBbBpsjvxMVgQIq56rbP1W1r4uz73LsrXcvrTxP38rxG1iHPUIfSvURQpUI5EwvrKE8VtC7fPSnWmSbuVa7N1WGnnTj8K99byosT5Vt4Xxa4EKVnnaDFlsGd56XKaioRMmEBawLbJLGyGixg2H2SC5oVhGb/RxJDwHLYqaLBwMAH2RoAYnKmpmeAzhz9peVPFH89bwUUIBVozdooaOWnZUibCubLSXtZ9SmRF+gqoKL1rhiVPH2i8O7C+uQVCjJeWOchCtOZK9q4ogvvbcWLa3m11gs+eKiMiwGA25x0fSw7u6Lo5HXAynpN9cNOr5uyE9CYSY0lD2SWZIGcliidctSkIu6UHCOxVfIsRZmUIge4kzZKLiYGToCWAN7CRzxYy8iU5yRWC0U3Cq2U5l2g60d+I8fnFfLWpy5512UJyk4jF44MTNafkrZQX+i4FoCre9FSQPqGYp4hhhrCcaXcaeA+piVjwD5WEojjMZ0+P5Y+6wpWE3PDw/h3ok/lG9W/cQzq5R4Aunif/Sd5kMYlJ+f+QzF2ByUuNll/Cn8U9/f8TwUx5rzthkbDKKn7K6AdnHgDFIKqrHqYIcwwHlDmZpUDelklZYf2+iCYpBVPK4KlU1yTyOo+/5C1PHZBtZvp6hvsXF6MakxkireU7lHhXn6t+d5E4VMuNqNbHiEnh7qPFIpQdgEEaalzsX4NaXbaaSuaA+vyC06KdTHLLCtemqf0wg57QUZFcYch4BxPQmLlxkFikSZgw2BBZ4Y5O0W1OxG4d2UaD0qYs3XgxHlwu1zDEC0JCpYTII46qtoxTMyddWN0XsXGpgK7OfN4ZykoPaqscschdDzDgxAGjiH4Pjmfo+DPhbJyeklefCmxBVsLE8YBud24swNrQkDjKdp58U4NxARYr1CO3DpAgS9MB8TM85wfPMSM5PhN5WIcE6X5OJE0BVBp8OXVrFw7d5KEA1CHqMSLcq6DcHvwIpxIpsGFOUsllTYAGzoWjHbr8LyTBAwQUCMHJUwEOrhT9Sn1kQI42Pcj5wHGmV1QTelnSROUatX/Vn3vfP9ZdtZs8OCFZR+M18RTpXS8BeXWQMx1sCIDQrkGTEg7Q8J6MpL2IsPDtRU5KI1hQgyGcZsMDCRAU5f1pTzi3xN3vg+McX1c6IOkzeOM6o25Q9rBiSXU+vLXLtxTz11gfmkfVj/qy7Zp25m9zKcBBgCWnIkS4BlxF1BFSJCgEE08msoBGLf9mXZdzNOC2ASj99/wTkq7TiAkZt0LSUfrnzLZmvT3vpjynQBVlt+59ZVw35P36UGJmT7YzBxt9/DY6dqkp1qNTTDj9EUG1JWes16hHrwQLDKJBFPrZfffOoW778Hn3vPVaGLcf38E904otQYg6wTnhx8sDj+cYZ4GmO+fQB99UMinIyB+wInlhBJaRVg9u6jjAi6nxydL25ZNvMP3ZySWKIRoxq0F+5ZdeyDWb/CB3p4o7mSV6rfEiu05aE5WmJIJrAWfzuCPn/DwPWN4744TPXx/Bp6eXLyQPL9EYZmq1wXxfF6hF82bJyLwe6dKsOJ1AEKwQ2eMxc3TaXZXWG9u2fibcr6VVMrnmwTTZHQfGXiXCcnCb7xbRwAyuHfPGeNcL8RdVXbquw4Y3CkdRJTEfXBzTizTCm0j4+LE9D1gfEDMvg/KqYAOrPo2PN6ZGItIlOA8+GVnMiAlBShygIYeHtJ+0fKkgC+dAR86IA+IyQzy15gIOA3Ojbsz4bhUUf5ZjnJ+OMC+O4Af5AhsJOvfqL8UCauu7W3mInj+Ge4VXTrUdXkHOl8Ze34ckmUnm1tvtScWir5PQ/w1ye/hAH58cKdV9Qb24PvVqPIopk9q2KJr3int4MQiyod8JcncvaXABFBGXVsHZi5LzJY1c38RlfpLEO5rlz1PVOJgxYSN9/J3PHVP31qhiM89syTPxUBGEisEmSDP2ae6p00PR1neOTfd6bboWrx4bVlANA1tKkt2HvNrSjjN76ndKmL4XcF43roTyOHMT0WoF1/gBDThaDKsdyNHwhsnH02AbYUu4sVT/BaM4K8NOAFPg+KlTQfyNuMvEVhXjtsGZtpaeCd5er+rl7xzdfz1mC/rcvagwjs1UDKHErUtlT2XAFNN8rD/3mV5j3bXM9k5bJhFPlnmARTdOgD3fVD8lTzoOSBaLwAOZCCOyr8hBzYYcgZg4pqRlJXOteCqoYEJ7XIBOOVVQBENLJSsI3wdii4diaUF0md0Htplhiktt2SJodwfxn8qnbjIGJWnKOa5TFgZF5R/yYHlnN0VsiNdd/VMkG91ngnvlXawG1PkL8nYIYz7UvLVwU4NYhDQ4NKB2If+GQLKsSZemfy8gxNLiGTUFeg5AvAtMdvRaPElbh2F/MLvnOmXhFurkV6rXDp4nOdLkG3s09ripam1PRRNs2+FVgEZwUTajseCN0MfnciyssxdUN4poaqyfNvELStu4jMtcR0YIOt35MS6wB3nKcfVyfnpROR2p87OrJ9hnMvE2Uk65sTuaLezDe4c7tSK7HhQcT8xlAZ3A8KRo4EXbLD+0XniXa59z2GdcrubbBCOWx1XwFR/PwevHvHVtofqc4GdJY05A3SGE2zzdwwowfcZAOPdcuJVEvd+nNh0LBJ7918XJCHDUpWbWItsmymbYafbRhC1zibUwxbBJYRBMAPAvVGxFJCmVVYUQV8NMSg82iwggfFICZM6rc4DGT7GQs1ii7Q7hz99g8TSQbuIhJ16i+BG0XWJxURy8kZwrXB5JH2dgBHxdBEStw7dL1Jd7fLR+TTKckIC7ZoE1DbgAcECgcmGtpGU3XXOtaGPFoParSHmjzrl1iXyzMQjxWwKrNSHXnJkyI8HUp5FBDLs+muIFSWws7Ixpuza0XXRraP3fdqZ2H5fngMp0nbm1BIg815oBydaicoL9SqBYi0tEQC1INkXgISSidzi+hSeswxGFGSDqZgyjWuKXLwlTSx8RpDsFl/A0ZGqagdK0jW2K4ylO1S6yahgfpYxOolDgKlhCN/Vw/5jQftvCMTZ6UYo7FL531O8saiIrhxTF/Kt4WHB8xpglojwZogcx7vKyd6NxKBgADidQMcz6HhAZxj2wbjo6tbCPFnQ0wBzPAOnM3A+OxcAfzzeSJQTD63shJFEyd2An5vjsFiIBDDPd8Nun/V6g1GWE9kJIWv4cX7EX4lfiaA+YaFGXZYeXK5P9cQTAa04fp7O6I6M7onBxDBHf3Rq4rJj5vnxVjz4tE02O90OMRGsKKcyFD3wEIYxuOheOTnfdcDL0rD0G1/ECG5l2iw/3zyPz3lkw6c1J4C7Llq1GYSdcjLsppt138Mu+kHAFw9YGDgLAGPAcuoFRWVUXBeICWzHkTxJTrjrOufO0Rl3FLu4amiwQU4MkeCcANB34F6dxiFWB9qKoY8ARwAoRuBE7DzT97C6X3R75ajU3rl1cKd6WoAiVY4J9fFgz0CAHD8qdTp0sAd3zDUTPMAieaavcB7MWs6v8rGT/NBaP2VflKEb2MV5QgeQZcfyDaPrjXs/AlgJwNT5d9x3rh97cn2gY05kfbAkSCjfn3oRaAcnmonGShjqOwslM/m1uxCrd1SE5LHahF6gVE+X6VFhH22edHTjcFZ0QfjdkhYqHaR9micTFvo+t6QpWRAUnkmOErwnxbtgMUFiHQGDELQOcO9b7ThoGh2luKAPisdK7fS2qAAUO4EvoyAZt+zKNfDWPPZOKKOd+LAWCLZwx2gOkeP4AJgEuF0sH6RSLCdwHmBOA6whmGPnTpLzwhOdhni8mT8SzwGJVikYKiAmCqDkxgAznRaAE1Om2xUezMPgFXEbo+fr6Pj6WD1SkfBbqZtIG3Yv5/NjbSpcLsh9eL4a34sAFdEyhIcB5shOASPXxza0XQETeSR5NPDaPFjeTm+TCM5PXs05p4SLAg8XONADArVR5XaGs7s1NzgPHID96QyDH+8cgxOKJ9eoPOMtLHxdzJmznX+V1jIwuB1xATQJcLEE2B+VDh+/xVswCH6RxJzojD+6mEHGuvWqcFQziQVE10VrCA82BK5QspQSawtfVrCQULK/BiciSBGzkN16ybrrslgSQOgDDBSsJmxHLl1ouPu08RxMd3iff2/wfcNno96Vy4M7gu0dKMFE4Bk3SG3p0WR9o7MaWVfkmau0orZI/xh13SBa8TDBEvl4EwCRt1rsPdhksgZ5dxvuncWI9dYT3CFajwAIsZ1Vm9PGLGr6XVhY7ODEUpoTYiWK7hqlc7QzX86rKT6Azqu3Y2Al2wXbxJLC140kIr0AFBBk215FqA1UBV/q74zO7YrLlOUMGY+Iy2o4CVBEQfCelO0RCmvFLI8BYrD26/YWEzwMahGmoiDc1Ae7ILxTIPKgp7oia35izeQFMKskVF4PEqe71EILrNmYwQ8r3R/8XBL5zxXteeoAEE6Oxw7WCS+DhTmdQcczjDHOKqEnd0rHcQCdzqDTGXyO7hwsAYtVmdq1xPlLK1euSymb93Q8VxKOnxNBH0AESK0GUwquG+wUdx4Q7pFRUdQ1jyF67vBHsWigbY0kWVspASrcOuSB4mGAOVl0RxPAiRCsWICJrovm5En+hR7Y+fBOORFge0pM4Vl2mzU4YBmEyhGIGc2a7jOD/Lgndrvsohzm+ee/nSuIqyTDWU7YQ3lcM3vwj5FsuJDtnEJqLQAXJFMCRPouibvkhoCz+s7uNAcB1EfuHMp6IrGGkLYoGYss+1gNxu2+CyAhgIaykODOZMd7qv6UPhcTzKvqAAAgAElEQVTw1ALou9gvWSeSsT4/cpYOGnT1Rzib5OU78IKkHMOgU+etMFxdrQ8GaQ9eKTfxSM5xXLN8jKzh1koGLQ1KLV+wukTZdU6/0yBgBrmxQwQ6dKDTANMJGO51O6JgNWF7A9uTAyl6oG45kTej3vZ7ACFqtIMTt0QNAt+qExhKI5QFy7yeFUNV6dzKUqOVsh3AtC7b1CO+l4U7qUt3565IYWegUJ/chy+1hphosxZmtXn1aEtkhkpxK3ZB+e1SdchluyGWR5fnTrlpr8MKBf1SaaHEw0Q4zWMJhGeicLvIUuu5+dKC8vQ6OFoTuRZTopx/kQdrK4znppa1seUoUE26GRLEr5TnHE/V5e78dydPYRc6E4M00KZBiiKZaWUxKIZiHaGPcMzqoq0wRicwSCBg0Z1zMThRPn0ZIYZGjsAg/Z3fr7hyjeSpcMOGE0KAzseykMqkFhNk4ycbd50A51ZiOOVdEts3xHygqOxrXqdOMhkHXI7tD33ChFyJTzYgdRkhnb4//iTrA0KmewrpF9pMdE+pOJ7idaqoTHpcUHAxkj8unwKiyVtmkO8m1zbZHPBig+/LBASsbYSGsT9d7C3TDk5sQc8RDBNrgQk/2ot1LK0AG49mOffZlxYiFl+DZDGo3h9HX2/SFQrPueJW9lWmnE+BAs9Fui1r2lUbm1X4SwJI4YL2LxXQd3qdVOG/U/yyhZdqAKOoALdSIrC2P5ZWhgIPCvF8DBIlM0Q8J3VkpvFHkhm3EwX2n51xO3cmpiMy4BCWvFSHjZVRza9XmOWO8mol8pKveocueLP/XQJUn5ty3iZ1smmd3bUI+o54tw+Ox0RgytZHdru3RN7KkSjmr/3ZNSUKz85/d/KUsY2gFCk3C1F2a7Och4mb8LdUfJdEaQwuJBxjABge1SupkyjqJlUunQuKN/IXRVtZW4Tydfw0AfZ0eqTpE4V9VKXMqcCDAxJgMbFa1X2qy0ncTpwWS8ljHMAH8oGOObMekJCf0j9jYEeVZ+EsIJjjKRXyCjn2aQgamfejAlkYAA3Wxw/xlgc+YKm0KbGcEIV9A6oq8Ml45tBszQMFiHDtQBhvob1yzXKIkTIuhyOAYX1/iAWMP32LpO1Zu0n3SZZn+Hobe5+LaQcnllAe+EqIcmFmRqBZGTtChGUtKAeT1lqRJChqZo6bu3Xo9JcKZF6Z1wKfTMqruHWsiRcht6wX+qeUDR0wLCmWEsbg3kuDNYqOAr9GINeC6tTuVY7kT1WpsR6BuRq9I0CuCzXo5E0g02CYvoxWt5Z9Z26nGmle3OgOdwmNgIol7g16jHdrAU2Gk27ImfEDcf7JSR6y20VwLiDWuhM5YIDBn9DB7PyzB3VSh3fn4DweUG49kAW9vZh0vxBFcGD2OZOshW4NRDYWKm4d4qYS2mYiD9IR8VtoC/5Ua3PmYhKo6xIlBNZGxcUaFxlevydrYQaGGVxAzBD7CYj9qM3KS2Ve0M5bsQrc6brEsp5rJQ7w/ArRQgFwCpb66ZPNU8IvkMSakB1m56dRqqB6lCM7BeCOW+5Mxu/kdASXkNgp+8zGu2w4cJfElVdcOLpsDombRxdPwpCgkJzzIAGgvasVxA0j3FNrECCasrtgTDxtw7t1sDFpzAlD0a2D4vWQpz/OEvCsXsovyXDwbh3G5xtOa2Hv1oFoLOHLJvafHbmX1DkwR+ok8Su4R3paRzY2Wk7ryIHvKSrdHZ/WQdElBYhAAdRpHQJynb15gyXAs2vuDNBRPH1FyK853JFvu3eV6eDAI1UeS7m6nboNr4zV7uDEGpoSei2w6SgpCN650J0ryUly5lQgLro25MBF26QuF+itAlRgTACOCa2x/JiiYmCYaUFq1HchIGaDADZzWoeLO4FpxqiCHwFYL/iVfIRLaTYWDrUCEd8t4Aag37LI0PzkvWe7v01t2GknRURq/ihf1wiEpQEDV1GJx8vuXIfAK5NAnEr4LhIzcCgE1Sylq1xnyyBlLhECrHn/a2brpuFggPMQTsxxR4cad1rHycWcgMSbYHbR5GvAcVE4baSp9Dk/PZ3r6RVP1QF1JdYIgV1MBQEtaqcw5W0RRQDw1iMz7TOKr2/Bm7yAnpMGdfM66aO50XV+x826AHXWgqgDWzdGeLAwJwtz9sPyHGMAhXgTwTe+Apq3gnx3ePLUTpcTE7k4AVBKXbabzHJP7aNNcucaG9Dm6gyv9Lo5UTqls5i1uCL4Z1zAQkI4BlUPY28RwOwUz7D1dPYBDgfrtCjPD7jvYtU9ICGBMUmARWtdcglkKzzIx6wgARrCkaIKnGBOgXnhQ3IMpcSZMEhP3/DAhFP29dxW/UrxEwyg69J+CS+BAdN5sEOdLgG49VieZyjrWAeWGMDdJ/bthFuDpH5eSU9iThTGwjRAkSdYxqeJs7HpMW+ulJu6/ZB7VdaPfd99ppdjQrsYnw4IY4ZVIEx7IBfOjSLoNwInKs26VyuJEu3gxBa0tdJdo4XuI9HfumHEbrUrlp3CEBDicIzShn1VEhArLhjxdvQ3TwLllRMvEria22ZZBR5q8PMtFnaFMddgShyLH0HL43qVhHdtVaPNiHV5aUENFZ8ob6fXR1MuSCUrshLfnJvXtbmsXQFGrh6VvDSIqQW93DJBXysRZSf9VNYDkhgUItB2YtYPJ6R6QZC8WwfBX7dUb0Nez1YagbO6rTZti8z/CXAGRAGQiXmaqPDod1LLR4R8sTRRyj5XeHFQ1lvyX0nJWFbuFeN4P9lanQSdRjouTHz3QTHRloLe6saZpJfLpCmxw2Tvc6c3SBzcKgBEtwrP9kbxKOJjEc/NWQsjKrlASJjGfIBy50A1BkWSJxBACXHdYIlPGPhArAyJK0rGK5Lf8t1I+vgXcrJi2eY/k7mufjOP/yycEp+kUWmRficgunUw3Jz3llPkg1WG/vZtJTC48+FKVT8l/SL97Ovs1g046xVtWSjvhhFdddinY6T9Ju/DyntxgU5Z+t7ENUkr5yN3Bv17CVueGS+hCBkzckFtPmpALsSY8O4ZsP6azfpS1j4ZJ+F9kj+CNFtvNGiUtXPk5lGiOxSNd3BiC9JM9JZobb0usZzISPvFPovlxJLH7+kYz+ekkunZWv/ikuXIXHlTtAMQOykK8RcSRT8DKK60o+t2QBp4mpgc5w7XRcuvwm6/onAa0hLSU5fVTk9NQN6aWuasCGp5+irAkAI0q5Y6sZwo1HHVUaIXUjKWp3iiHiNi8RBOKsGoI8ZB7Epgnewaz7gc7mvmTiXSCpMo+6WhkvDlwpzNn6n9DqBFnV9muEb2xWt5WrlM5pVLwhSXlCRvyk7zEesGyadAROokkSk+X3DjSPItbQBp9wyxnFDXtQVCca9Se3kTVQM4siqOp/IL9VOfWYyk0AeV/prMf26ctNLUGPXjUx9NW3onjAhcJNgBEcg/PD5hI1pOjIpP3JfU+8vqW+33V8Kidzu8LehGFabd3/NGSQt4txRX4dbHy63Xb6fbIK10Xkomy2st0LHl2F0RjFMH7krI8k3i6oG0kN7oxkcVwGGWMl588fop9Vg4FkvlUi6wFtaNYn31znKNWvPaaadr0moFszLPGvK7KAhvC7Xm/0zzrQWYGNFE3XT6qrI8xf/WtHvmkdfk2rCIFAD1Gmi3nNiCnsOtY4XJ5GpLhQ130J7draPlMQmidu33VuvHLdw6rkHalxmYdOsINNeH3hQ9DN+Sq0wpSv5U/ZbQLmS/arqaW4fQxCkdzfxDu3Vwfh1tlgKalgAkfhct+BJD7QB5EIcA59s659axllpiVrCd7wfN75MgzibtVh1Rfq5ell2IEnGP8DwoH1erlHUdsLSBam4d1XvuxtitQ9OcW4fkJ25A/ns15kXelt2SYicgjLvgAiS/9ZgM16qPLypP+/qn7la+nErGoU7i1kFIeYWqc3IiiCSxkkdmeSauF7pOqrGcl5G0J87jaOrPMfCluHaM+oFHn8QcjxOVNsMHJtVVkHaLG0sXraxGbiPI3pvq/+CGEfqUkj5jOZLU95uPMZrWnSj2Ncd3587rSHnM3FipvfdWGo1PZV1TgvJHY0TaoFx+xN0j5jl2gyb1XAh6HVx1aFTyiPPy6wJm3hw4oRdabbZprYVRylHxyJeRoKpG5ZVpPdBggRO1gRsbgBLBJ1pFACfA+dqRicHbtgJARm4DDW0lE/rTHng6vQp8l/g5oyAMtsTtYB9xf0AU7Iby2arX3L1qOi60Uq9UEJD+yfrRB3UKC6wrNPqL62CpWXn7rt3boLW8mAHweUCJ906eXJTQBecZLwWKdf2fzJg3NAESjq9S14Ekujk7s1HqfOC0YfC7JwTqe/DjAfbx4IKMPXYY3rmAbDQA3cPBddPh4AJRAuFIt2IbR4BI4TSMFhq1XQX3fOzbAAXYNBAphvFaXMonWGAYl5atO60EmD49yJjnWeVzhQco8uBxDAqu8mHqOgzvDM7vPEDxcHBtHeDaHqRuLwQTpWXOtX3n1a+G1vJjsoA5+vETgAj1W1vvTA2muR1xlUYrcq4OAgjEsmvuydG9yT9yIBcwWPJQgBsNHjQQQGKw7rnTGXQeHO8MPMQ4QMBaz4sJsD5I5dmdisSD9XKQmqPG8SEiAk7n6DKiPtnPWWlP4ponLmiSoeEASmurM6PAXRasWseKGCjts/OQ9gvU+/UgprUGRh9+xP4YTGaYs/QnQCfrjgo9uz8MHNedwbo2nwaYY+ddRvyJFR5pkDwTfrM16ymBEqV7ebk2G48+3gQxQGd/WtJxAJ0G8Pns+K68t2GAOZ2B4xnmeAA6giXjliiCk5F1HxTKb3KruUN6c+AEq0W4JIjkjFg9ORLY2gXhjWhtwKmhwKSX7ta1kOzKmBihODkvndkx63D47xVoSigNadTup0RaniIPeKQCsTy3UNHQCvqAyV3QmzS4zudA2KXMxqZXotxpMR1wPifPTLW/2O59h+7V0WpenAl37toUwNjAE1rpQl5pPq11C/HAxKEPp0uQCMH+OhvjTucAgEMPPBxg3/VgQxjeOSWVrMVwNugeeie7Hg7Ag5ubbK2XZRjhxJOsDoGYomIPbLKG8OOhMSEnoMZcnI6QTE7l8AF5cbYBLBbBn0v8eJhZd/Mjxku8aqmsIGtLqT5zPFjvxvU9hncGw6NrJr/rHXAlAjIseIA7wQCF9kvbd/776mk9Pwa6o03Gt96BD9+DVUVlIrTwZH1CGHMKhuiySmRVncIzjOGBQE/CALwCTKruCTgxuOty2tH57AAHADDWWQoPnq+QCdcQlFI7AhDZY8pMBhgG0Jli7AKxKpCYFgJICDghXWcViCinDuk4GICTvf37k6tB4TUenNLpz+ekX5K3Yy1gGMZagLs4dhjBIsMMXpIjgjm546rpaP26ZV0f+vdCAMxxQHeysIbcscdnfVpHQD/q71e1J4AkBZocI0lm6ffQNiCMj6RKfjzSwDGQ6tm63ycPZCk5OFhVnAfgNMCcLDA4QMr27l2ksSbcwJU+HTesrVn3Qm8OnMgpD3pVOrbLGIN3+GyBGW9FmFnrr3xJFGxmkC0Ib1sBEgUaLWw50yPPca5Yh4RK1hVyq2VCy4J1jWjk4fjWF3btWHsSDFDsXxKgagTeZG4dmXl2lZ7rRJydXoyW8OLqeG0WPF5mPJnzQglChC2JfSFzy1Aw+XVHQRpQ5xUMInfUW++AYu7dLpTtXD7cG6A3zhqsM27e+aPuHOAuYHbGm7SCao3adbfNAMEUcbdSumq1PAEieC5YAaeBmnPruPl81VGgwtumeFV+QskcFdI0W+z5DQLbibALd/SiVjAzS5Rq+3NgfqdXT638+PHxG2dhoEh2kMdm63MbQXN1yvJSO/bzp3Vw+ukBB9v9/+y9TY8szZIm9Jh7ZFadc96P7vvRM2LmIkYwPYJZoNkMYssS8R+QYNULfgF7FogdC5BYsOJHsGbBgDTAokFiRmik7lZDq+/tvve973vOqcxwNxZu5m7u4REZkZVVp6pOmFSVmeEe/hUe5uaP2weqEOlVG5klyoT8KRAhv9O7KKoDTGDv0+8QE74bXTps4VicwrftaA8KYyk7mwawkaGrwz4xyYoMCokPM5Qfm3scgQKntDzWxvElazSn0ncOsYxLq30iZREcyMnOXQEdMuOmD0s27AXsieX5RWlvTBoVpBE+VGugsxGfk9ut8cPUEGIdLZl19OZnFcGERWtCI3Xoc9E+t46nWQ4YgmiWQJ7liDR/MjhBWXOoHCD027N4/RXRVwdOtAx2Noa4SWdmfOd+NonuMAtW3HqjuUWYmdxLYFXzeiaBfOLlnHla93NvDmZR1A33ts+1pzmxlb40KKG0th3qHb8Kx9rMrbywdlS/23q29n8/wXszdDUvpp8tAFytltQcj/4ymhNx2Hi/1MeRQWQE4qxuLCrBTk7ssjAp6rMi6FAAnFjC0BiT1kAQYVsEJJZTQb2/tEG+x2bMbxV+WojCE+qKZSFcTMqajUFxovkIftze62gKVNg8S3UtgNaUYzVqViMfWF4sJ70uAG6UUIKRa58Vai601unrzn/fLF3Lj7/97u8ns4OSEUX7oFjL8xaF2SX+7EpZFh+Fp7K5r4DU5l1Xs+Jk5QYXkLTOlNdaQIZlQx9lI+9lQ00FKE7aRgl0zL8dZyA0FaSgqPjf0jHq9duC0PpXja8ZR9UGk3vYmXt8HRGCvUnToozmxOQQ0VEZl3YuIIEi7CmV6xK4UTQnAPbIp/wUxY8CCTiax1ArRwJZpDz1j2OjjNTj1Llm+rRaO6J3/+TW9MxkOnduMG2y9+oN3mUzZ1gNGCXvAe9SiG/962pOoOr3rDPXN8KiX8jO6MtQz+6+b9LxRqllRjvt9JJpF4zfLH31vPiWtPP0nXba6RG0mR9blvMYvwCXZNK5JthbWjmhPVTUejp09Zb2BRwyZYBooqX8QuhWQ3QBmHjK8jflWVXXrQ+yb1vcl6SvTnNi4lzN/F7lJNDQs0R8eCp6DqalKlxrTzOfii719Rm1Sl49tZ7en4N2UOJN0s148dKcfEnC2XOR0VRLJ39FHdieKHVPl4w2mK5trcbgk9GmZ25UnFfyb43SJD9KUdf2r72vPbHt5Wnzz1J7DLeC5t6DidLiQrk9YXnnv18FPZofmymrB+Mp4oKJNaDvavvObvE3Ye9ZyzOsXxj7avW0CJq+rCY9FXdUHbETrTAwaLUsunkMz9PfrWlI+9neO6c1YUg1IFRzptUk6ZWbLQHJ1sFNvZTqWnIP1ZpcW40BNr+bvK0myhaQorsOdrQg2KaZPE2z+mWtaghJZK2Z+/MYt892XfETB/QvnL46cOJV02M3hs+xCU/6dc21fePfpWtR09YBm71m6TmBM3KonNStvWeJdqF4p9V0jTT5BeipprQNn9kDg7mIUD2b2q206HPmtdJjzRm28qseuJHbMqfPjKvkgDaKwk47PSmRiSBBAlCoo5e5DbSlS6KRbHJ1I61kVfo1wkNVS8/UypRX1U0AxyaQpQVXVrzv3eg/k43vAhgxZ/pBmJirrGhM/toFJqwZgdIFMKEqawtVzjo5hzxO5dVtXWXS8IhDiFnwxTRvcq2Xhyj5F5H2E3jd+C0lXglMvDYgokdvoAtflp7tVOkx9Aqa+MWog6C/OFJnePq9vT43B7MTvadr2qr5fw1I8hreq51eDj3X+/ul+YQ61gIubzS7mhHpozhC2zerF+kl8qLnUiN/ZN818sNcBIid3gZNTpWfsq7W/0Fv85rb028Qz/7oUFtG5Z9lHUjxKLpx+Y8xfSjhLOliOXOhLx9LF9v/iPq6ZffKa/H/C3XyJXOlDtjSltlxhTGtx70NYALYNSduQ6/k0A7APBJ7YyGVW8QaeP6IC1uZcKs2tyZ/T81tUW12Q5u2qAgvUXY8ZOgxz+KpTTte4mZgp5dPz2Vy9Bh++ZipzRH5PEEAii6ftSSmBsQXNCby99qkY1L/U26KrxnTawTtNXNET1ifkxf1NOKuoWZ+knrFB5ZP8XoOPS9WtfPqnZDV3kkVtGq7jpwnnfhjKjOvYCuTjaNDDgFs5/wUvGhOxuXdZjSOE5fa4DpaFJeoOUhaZd4xR7POD2n6XQGTzoa4GhvX3GfaWvF/G74VtXbKKi2Y3D5kUKMe946WRM5v2t1qBS5VueVBtWZvZh+Qi2nbZT8vqT5caovRGGF5dlWRVOebACOX3p1XyqJ3cGIlnf/OB/z5f/pPAczYBOWXyFxrjZHWmO1VKmp1+eU3Z4+41Oa1bZLPP/6T/xn/6r/490s7i1lxXTYB7DhNdgL4yGDPwCGCfJJuORIQCPAMN0RwJHBIN/v7Ed9/+xHvDiMcRbwbzjj4CGbgFAf8eDpiDB4/fT7g9HBADAQ+eWBUb+PTdlWDEgl0ThdTeFQZAyNXU6COEG7SbR0A/sV//N/gj/En9ZiZMSUGEAF3ljpNmQwA6n2fCTyksWMv4+iBeBercT/8zmP4kUChtKVq73ODXLZLhtm208nOxWxf6MpvHoBwx4j3DPziAf/4V/8v3g8nhEj4ix9/if/vz38G/4PH4UeXowfkZ2Hr6/V/zZh02pzpv/ofVhSw02shOh4x/L2/Jz86wlfrGKwnOK3ZCPdsotUp3IzwN2kLUAmBf/zf/w78T/5x8Y4OSHgx5Gs8GM/dgwMIGN97jPcO4ztCOCSBx42AOzPCkRCP6Z1y57TonL4j/PgrxvgHAfARh29OuH93AjPh08d7xF9/B/9AOP7NL3D8PcN/Bg4fGf7BhkOT19NBPLcjv2T+geFOMeUdky8LDZ+mY+ckxnsXBIlIYeqMkPt//yff4I/xj7sCN3vK8eLpNAJjKOlaxmEoG5TjAPaEKJ98cDh9MwAeiD55j//w5x/h/vbHVJ6avsSez4YvAKq7GoSqSNN0nLzLc5F9Cgsb3t8hfnfEb/7hPc7/0W/xb/7s1/AU8c//3X8Lf/d/+if48JcnHH79I3AeQedRorZw+QO6/d7kC0Y3EwryRAY+bRiHnV4FuXPA/Z/9tr7YmUPUhlFsaSvQ1Zurl4C9Sf6I3/+H3+GX/+Ov63ZYfxsa0QjIoUTjOKYIR+cRVWQdnedNtB0OAYgzZq8cwJLGDw/Ap89JI9X7BP6177tpeyYJBQ1gEiEkd8t5kGs0mCqwwlV1hN/8bWugLUkMRIYTvuOHARg6ptwadtVR4tchSESpAERGfHiobvEPJ7jfv098XPlZz/yk1/a56Cdr6BJPk+gqhA5ABtRaiBotRtY2DSPKnx+AhweEH34sbWUGn0+If/1ruE+fcPzpG7Bzqf8ytnPmN116Y0DxDk6spMNf/YRf/Zf/68V8Wx1kXlKLv8rhZnMy9C/+23+KP/6Tf3bhntsIYDQMObwReY8gL+EQI74XJv+zEJ5W4Nvwkv6x+xP8g/98Zmwsw1tzYsgr1K2J0iJiy3spmgI619b6r+ByepviVZfF9/zhA37wHsyM7z//Ob47/z9Sdlogn6P/ugj/n09S+k5fivh8QviLv0zfl/jjo/zztF7CbrNp/Zf/9b+Hf/if/S+Xq0cNtnki3HtfC6ExJs0JuY4YweOYVOjv74A/+gXid+8QB4fxwwHh3T0oRgwfIw5/81vQwwj8/ifg4yfw6QQexzqcaNsm856yCuAXxmAptU37R//dv4P4f/xfi/nzPSsBJzuO75ysSxJ2lTkiuI5Q35bxTELfpo1/5fND+HDe/KVPB+CX/9u3+PhX/zb+/Jd/ACbGP/rnPyD+6b8ExnNam4F6PWrGYHPf9wg7Xx3Fo8enf/CH9SGLOtM1L22lwdOjFVNNN2taVt4Y6gaS0d+oVgCp5k1lfPevGOFXf1QBpdV9gTOQSqOEUj+dQWMAzgJSMKd3xfu8CSdfNvt8PoN//CkDHRxMXFVyIO9T/sMBdDwAw5Bk6cEXEDyD2Z0Qzt6DNa8Bzu3mlr2vQfGmrymEZxnfIUaEv//LKV9lAaF9AtDjwYMPLt+nWg5ulNDQhARUyx9CBEWG+/g5l8cAwi++w+m7O8Q7JwelVB+eST8qMgdqV2kIXFig7MHnbL2qYaEHbZETkM4AhQgaGf7TGe7jCX4YEH7zN3lM6e4O7o9+Cf7+G5z/8B3iQIhHJ2FfDRhCKBoSvaVvC5+2Wf/39bc9N+3gxGpqNlRAV2C9tQ8KLW8TSKHtVEFlokrQu4emTOhayicl8fmFlVXqZaVNtKjm2ghqbUiqucV27VhuVJvNC+AVtErwXWpPN254UqPXeOdNhfXnxjp3deGd5smeBi28k7c0QbBl5VOxC3O0d/Lsr+exHBnkUZl0JO/zsfAcEfRIT28CgxCzwJS0y7hoNIQAFuE6a3DYPiqRy9Eu1gITm6mnJdAjMmuxmpow10JX199GzP2YkMyjWb7zDOsYmf4rP+21h1U1XSkKH3aUHpvtewjyvJHGZ4z1syVXnbB2+7+l7zvf/iqJHdWyEKGgiRlAqDebi7SQL2kNkykfIMdAVIeEuqEzclhl2gHB72TOR66dMDrlpQCBAMdguLTx9lqfAxxnECBrODgncq8ABKqNMIb0PYhNC0n7idIaZt8/La/RmiihQl0BYWxaC0x4qt9Hh+pdZkLFR3IZWrT3E+eUxPo7QjW1LIjACogwwFSeBTsCPAFMICYpXwCNEEubHSRihWzOjUIGN88x3WwSt7CeLCPMZyFZSzU/xQ5AwABFMcNgvYdyGpjSmq3P0psO2fnm0/PKGpMypra+JR8el3xeTDu3Mf8XoB3m3mmnr4Be5Gb/pWiM7PQK6RXMnQtmH1fREki9dnOvdAW48OJCZ28FoK7RpvkC2gAvxoHkmr63J7s77dSjp5oeWm6rFfC1Um8MJuaPz9QWYPUuc+IA8inZ7or+v7CV7nb0Sl6RXXNiK60QbuYEuGu1Kh5t2rGGE93yFOylbzqrk6OlfLV64OrnsHYsVzhcW4o9/qzU0xKxZogx3r4AACAASURBVB0tLdn7Ky2Ykcz180UI7Dt9YTK6wnqlOz+n+Wq6YkPV8v+N72Plt2Yj5RM22TBSjGDbP5c0CMieoLl0asVyKkURWX2X9FRPnbXp6Scja0VJxaV+7Xa8InTwxQ6uHBtmdD07rrE7JidmHc1zE17c1VjYCvrcgFr+19VOy+FjF9pHehInYoBXrRPz7Dgm7Yte/+f6bkGLL7Um7fRiiCozIxGrIpfv8nst91vKqYrAlWmHNevIZTT15wTOGh0EpGXA3mfbLWWT8SeQr7c+WmKs+U/li8BEWbJO0JjB0aXTdXNfdnRseFoe49bHgaSxk3EwPtrgTMdi6ahqQFQyLam6C8r4dNdU5HryuJg9Bkm/UuRYTqxGWXZ+TiWP7QNJcQROvu2M9kAZD9ue+rs1S+k6tlxLTb9JXRyp5bYr31uzpex8WjURVZtNtRNzHTqWbMaE8pgwqK5P+276mdu3RXPklbDrHZxYTbwoBMyq+Ns8tzp1eg6P9LcgFX6Zi0obaeDfJ3pD1gioNvtj97qP9WC/5OfhOWnr3KzAr623MsiZcdswBl8MnNnpRdFtfE0YwXJzA668L1z5nitAYE+oBYyo1YnVxMGV695JiDEV9kTFNiSgg8glR1y5fBlfa/7WezeN8HcL4sdoKKwxI2v93Oj+XHm4AYu38BndyPcAhdK8jWNUectvgInO3Od245LvdeKgGVBv+RWf5Qio2zvDh3vt/dKAzU4vl/Im1vqaAAp4IN9TWmf+TjZbM++LVeMHknkaMNnoVm1AfU/erOpmOJtxNMBcLreAEFPnh7EAetV1lg1s44dszi+Z5Ldtq8APy/dtGyInzQQLkoQoEZo48zgmgIgTnqxskI2ZMFG+r7Qp1uUaIubUrMDJpMaCFqY9CoJQiOI0OZkagrkCW3TssiNmAsjJBt1i4PbR2OVCNud23szOobYvc6zM4jZSFuf+mOvVXEdtQtk+x1Y20XQBbohYTCwpfSdTnz5+1/SteSe63XiFh3q7WccWshOih5yWxOavTVusZEN7ZqpY04S5+zY2YVX+uRej145LbVvVng03V03buOFpF5yqjPbTfO+1zzKx+UYsXOvUsybNorlLAv5Su+bSqg3NQpkVqrymP91GrMiz05sgzv/MBfljM4e4SbP3aNrSK/UUvHhL2oYmqJDZctqLrHnhV/+G5xIZrn2PL/C6SfZ289C7f7kelpPOtr50PXbTuu2r5ufC9+p3uy61p7NNq3snu7ac6nSv15+2r91aFtuw0xulLEeg/rQ0IytMNnFzZKaeBQomEc8WfhcQYUUlOS9XkYiW+sJz726bPvca6TjaaEbTQqb5l/JU11fknS0TRhPA5p8pd66ONWAydwAG+xyj+WMBGezcW/iz93b7OLNWE0qbVoMfmm3xQKXMezuX81zVdgH1WM+IN239Gk2LuP57ybRrTmyhGS+3AJqJtyTkXRIANyBc11ZzwyZU+beic73sXxTgmxHcZrNTJ5+qxpH5XZfPPNNNrrItt29ybVrPqrRq2lL9iU5at1kLaa7XhqX61vSn24gVeXZ6O9SbH0D17lGb1t5CF3jQK+TFc/fPaT5Ua9oj63osVbjHtY1Z4BuL65PMG8u6Nz+4R/Jim1aBCCaJcaEfM3xw7XBe5MXAZdO6nRd/ddRqTCg1G9Il0ebCUcZl6gEOcwUttdO2pN286gZybqOZNSWMRtIcrXk9Kn5Ut+Fq6pU5m3ceHLg41lrPGoBlS58W2m+jw9yKelFmlkCTLl1QNJt0pxFjJrOTIVoV8/dNCn9l7HjXnLgBPauq+Wsx6fjS9Jhncg3TvOVzibzdzOKl1XGtivZLc7i30yujlz1/1gROejTpu6cmCvk6jPdvI6lsNSl7Nu2J29Mqv09fmgf16n8Mv1Ycek6Bca6+GSraEzvthNlTZqBspPTUGUCt3BPR3bi1J7ztZrAyr9jQrr5JSXuBL2twtBQX3onu9TXgxoWyev4L1mq4tlogQPGT0Mtv75mUO1/lpuXYtKnSHuhqvG0odw31tA962gVLc52BrHmm2gqLINjKNsHO95J8UfPjCYCa56Rdc+KR9Kzey6/dAGcVIDuzN2oJrCVrG23rYpbwos85XvpmL536N3mvKf/StTadUJ7lkqD/pYXkOTLzsNg6L8zNuQ3BnL+Oxt56p50u0kVV81vW85j7H3Gv9SMBADFOfVCocGtDyzlKkffkdJIlVFt1L9njFRMyFGZD3/iguLU/zKvsYpm330czzjwtP1oIN3p1vXO0qGI+k9+albRttRsOKs5QASwfR7X8+IIvoB2g2EnJ+phIn9wAE1xvbtuQtyscBVPl3LGpm8uG8CLFxj8F1eUlnwko5YlJR/E9AbMJXQAN1e8EUQ1eTDasM1oWml/9StjrPZleeZKaoJh7VIEh+04gqv1D5IxUxgeYABK1KY047mzBykh57DSsaNZo0A2/NSXOWjec83JWDdD2d0ClG6sCzM6dS6IFKwin/TDaFpWzy7nyNY+MWWRZWupe66+237M+M7T4V3qWsIMTj6B9cb5AGtv3pY/TS2/fS6Ln1tx5KQ5Dd9rpFvRUrMZRcjQ2t2F+SodYXfO2N0groitdRXND91hny21xOwvd6SnJ7nFhv8+DZ9W1Szyq2XBPfE1cotYnRq8tzBLVYkO5k/uvOeiSiDn6XTvajsucVq/VnOiNIzNspzJIoaCQRsSY5UUzUMBEo0WBhaY9CqjG+Xu1XZy/y6Oydg1U5500pxeto1PHKmqykeIlOpQG27J5LpUzaY/NEk2/7f1Vve2cMAX1yn+lyvY7OPEYes3y2BMKkxdtUkmMpZ5LoF2jQbHTy6YdpNipR5fAsjke85Z5gdGIqAQ0qrcJTCSuN1pfBwRwvDr09dW05ZlcYXpX9ceE00zRg1bWvaT2fEtanNdzJ3Az91TSs4SNXaq3BUR2TbadLlFvw9+eOK/RKlWa4wVdNfZmN9fKCg1YkE+5sxaBXNff+d9C+yZpAi54Knnz1xvxiQvlpHCiVq42322kj97YtsobRhtiatrQAxVm2oR64929f4sW2qWNeGWmcg1I1L82G/kl/95QV7V2mRCzFkCqsaSKrJYG90CKnOl10w5OXEHPaspRKr36VuIXcLL1EjYDHSb4xfGlG5+OPYoU3e61pzP/Zt+DrCreUZ9u+7u1/y/V1GWn56U1ZhyLwmQnTU94ZqMLPX7uXXWK0WlP3mAaM4/JplPDgpo/AsTUA/KnJ2cEcg4cZ2w19B3V/G22G2hPPOnJfhuqEM2+SQGKNeZ2T01VmOblCTMxq2ufgZr0iCnP3NyuAJqlMWj57w5W7ARMT9ZZrk0Aiv6+KZ+Qm/K6ZDbZ09ChjdZCC0roz8oEIdVbmSvA7A2tSYctU8ANZp5/R625huThHrjZ04xoPyP6YEuruRAZ7E0+V8YrAxB2zLSYGf4969sjIg1oTGYgGdhgBqlj4WwW2LlfwSFufsd0HzmCBBKdrvIt896afokWgCnqzV5jzqH+JqxJkA1FuxhZhctnUpDgXF/3LjtvbVFiSvPaaQcn1hIDHIWT6QXzUfL1YDaLhrGREuvyp97lFybyyjYDmAqSlxC2BdSuImVovfwiNGeBmVNMZXaYhsKx7Xhq9K8ZO7Z2jHMdVxR8sghx/dzyhqnV/bKdI1nU0hUiqsutNkdPKPhxnG7G9HsMUyFW0iZ2k9wfP7IARZMG5tRlkny6IcrteSFgzU4vmOIMezQMRfltRQu82AqglDOta84S3zJpNLbv1cJ95iKJ7wh4D/ICRsCDQ0jvkPcAgnwC8B7RE6Ij8ODAnhB9Eq6CJ0Tv4AKDvQeGQQTZADjhRbF5B139XjO5MrZ5M/s4gCJ6Z7S2l8a+l7bAb5UswFLxr/SDq+V9vUONPCZZgMWEp24+PY2cwaXZtFwm1991HMgB5NI88AQQI3qCs86KmaE7NA5NnWYMqF0jtKfhDUjBOz2KCMhhCjMZnxITUKAzZSai72xlZh7qBhCY+pGYI5Z/yrKYE6sL9n2nVI1sNklDemYfE7H8BXPyTQasCLGKVMZBrtnNfm6q+G5AKovFl1Dm7frXmkTEOOWERMmkQX0OqdmGaMmxdUDgUtugr3xM/mmgMnqIzbigjFuMYHagAaAo/ZPxzKYVQRhqZCCkcaQQypjZ8LFEwBjTPApceJzj/rx4ysPOFvDRnxGpPS1FAChAXO4Dp/CdaRx13tTjmZ0LjwEUIxw5xJCF41KfviCt+NAZBqoQwNcLHu/gxCai+nsPMV3isjMTrC76hot9gUVn6rpwX3XNLAqT6/oCOTmVcyW/I7GhcpnRJcBCBagVdT8lrQ1f15WVpQ9VWgssNHNGC+Mi0NbqxivAqVtQJ4wnAxm1bolnF/6Z3ZUjwLvstK8+V1GQZq7/u8C70wWanSLUfH0ML97AjJay2ia1S8bcfZWpRdpkkvcGiACAALBLv126RiLokZPrBwd2hHgg8CCb5IGAwZWTNaJ0UuVcuo954kSL1H+QEnPSyAPA1lb6MY6WB1vpygGdXOvwW6K8Nmk/uBK6zYbhigBmLfCgYLzJsLnMdF9rZG9qmC2zGQfvwAPAQ7rEg8yLCZDUgHptjZ3+7BjyTgASLwgtEGE+Vaui2pCvoJ5WTgWAGEDCaBhkvwXG/0C3DKNNUPNlbjQnyiaaxpDrTqCE9Ek1QD2XNPIV+InWzqUnEnHdJ7ZOj9V/WzSNlb5SFLMS9R0h+9uKj0cGWbA+lDawbIRJryP1KY/LRHMilcWBQa4pl7iMLRhw0r5QxoZ0jMyzU80XF1kcNqvuRBmii/skq11i54/+3qB5W51rCBDG2Qaovl59DwJKKFAhABdFnrJtRgatKDCYOD87olJfUoYw+yU9LLBsubt1eL2y9A5OXENfMpznFYLOk4SvW4Fc9nxPLNq7fgm6FRjyiBPDF0PKY9faYK95D16COc9OO71FIj3imqE1m8f9/dxpp50eS5NzpiIPtfvJnjzaNelaiphjzSty/rJRpDZtUmEBSnLdRZ11vVi4WMdMFI5LFI1Wa3u9qnqDzGkBmZ5czlwfIC2Bq0u/1RRBN/NG46OKWDHTdusQM+XTBH2mcnnuAS2Y9VwCJuadgfYArmmefntsnhXPKwNhmDyn6tiu4wdo9Xv1SmgHJ7bQlwQlgEecwNywDXOquxOnanUaEcA21N1SWc9Ij3p5b9T2Sci+L0Ct/4jNflUmGjWqei7PfWXdX3IMdtrpqWmzz4nW10MO65lElaQJIH8sGgJ6ykYSRtInyc6GErVOM8m5ZKaBcj2p7QpfsloTek8PZCb3uDXyKU7i58CXOZ70EnxOADBIcfpcGtu5dUg0bpgAOFnreuNRmfbF+v6lFu7+f3YSmoABGYhgEypS06bzZg0cwIRpWVqeDfWZC52RL3XzF7ko17X3VnmbP7leTFxj+WSq3yF9R+JlvsiRQd2IotpOquu15atfhzaEqDYtO8pckN+t2YL4frg0LhlMaMEMTc/tRDV26VrM/cvXozxLV3ucmITPnLbo8TTHRg2Q1T1areY6inkHc76mfe4CSiyaJPJ8yAxH2/+23wwsgi6vWZ7ewYmdbkoXI3WkXC8CmHhp1Ap7T8lYHi1YXrsJmUHuS7EbPOfvtNNrozWv3dz70ZpiOZr6E5rcg8ohZuK9XH5nlWGalDfh5ZPfacNMjm6yUZ0L/ZbrfuR6QXb8WmF64mNn/Sb9ZrTEU6/lt46qOQAnwFLPWXGvzi8O0uz04olhNp56jauTbr02X0Z7uNE73e/cs6XMDnhyMe8lvhZNPiO3WGeGF9sFzL9rrVPLXt1zZRpKkTzMPa2MJc+LI03Ctc7WGbmAIi0oZO9fcvjZI+bkK8MANa2pzuw6aswtanuQ7dRqS1TaJT2zDgUhmrmTAbq5564kU4DzdzaghGqU1PW379jksPUVA8g7OLGJLs14Qna4s+jQi6ZJOXtz3+JLXBc5m9bx4zh7X6cJl1V/O+lO/E+Q2MktcYi5YX2OPWpVx9Iz44UutB2gzmeTNrcYGWY+Efi7QjQXYbt1WvbYtLm6Zxd96V8+hXUw0ko9DsUjZrlfTwaUyfecsK2YE+sAsp1eN63kxY9yTrzEDzr3NFX00ii079XCfap9pL4S9FrmG7H4jNANp1fhU3xN+AQ6sEPSoIicnGR6AnuX/MKIlgWRKwCB1XKrfAipfwlOtrItQFHxtDjlFQvElcB8gRfPPrQev6UCeKqj5qw+LHksD2rL7AIDW9twRVr+2aln1VqUeGH04oiagKggVLeP9l0w69Rsm1cCFzs/fvukWggWpGA01zrzVn9PeN8KvsFNvVp+W6Ytitt2ivNIu3lUp7As+aI52da/EIyDTHFomSNYlOvZwTCziazT9tV8l3tTeWLeER2YGnmIUfElZjJRISivCxWgreURFUe2Vq5yrvicYHn3e5tqrUfWCGLjTJdZ2AKXjTEZp6LMyVGm1QAJ0q6gvigSeE7MBVzNw9SRTVvSZ/cYMn0mIAMPeXmzdZjnqkCE+prI/kfYfC+VIK89MYq2ItXl6XKrrLnal5VSqktvhN/u4MQm6syMCc1x2yZP7+XhyZf1zVlIm5PPryoXMAxNVE3b/FZlNntGF6boHEByT37jrPR+oe4bU+34beWALqbRzGfnWg+guHR6OHetZ1bz2LS2nound+a+rGqu5Zm0dvN3qQ3U3HuBbhZXfKcXTCt4cXdj16T1kmnyZVtzFtKyWYcVCnunTgaYSM4ck0PMBCYIGBGQnBvKXypKpHMn4IMBJnSDyh7l/cwgsvkNJCHKmnJI5CUl1vxAcsQmAEVOz4JpZ2Bm3s9sbtIOmh0b5n5aj99aIIcsCJOcf4qXsWnbltowqe9CG7asBy2PzJ/NxmSRShkkzzU9f4jmRJpPCUzq1F2JL5favJLP7vz4zRPNmVvo/AXKBq9XQLv/XbHBmvgwMD4nemXW7SpgBvdO/7nknQATOS0Bd7WzWDGHYwNYtHXPbh3ER0X2OaEHe2KrUWkdNO21G1/vkSNOVSYeEma0e4KP+uHZ0/5OforJeWOOxGFtEfQ5R6PtIGA2WeDGzo9mfElkQ5aoHdWQ9SJmtH15DHWx6OSotFrXuJnz2nZ11ArUvlEmY0klj5YVGBh0XIpGYl57Td/nTD0W59groh2c2EKzi6xZ0duXXK9rti9wWpfDCa25b64JGcKL0+tyjYxwmzwMWztmyyXNBnSiHXChbbem1iXvzU7remmaxQqbebdyReNvSbLgzbW5vca9cTN5LgkXykDzyRzwJEbnbwRF3qml9p1r6QXxYps0Yjone+YSMMCEzUMSUQPIfiaqcHMSZpRVc8IBLABF9ABxuqYn6NG5FFpy8MBYAAhuNCfIghEpQ9rk6+lWrH0ipM3vjJ+EmY129EsDp0A4oY75mRuEOd6VQRMFx50I/tV9tiieT5vUd+naEi2tFc21Lr9dKFPXXO8RfXo8BGRNmuU26MfSerDTTkKyIas39/K95wxxBSVszMz7OZCzBSWW6mg383ItOpTT7bYuOdUudaVPllCibMJtshPHLuYeBUE5hMILe0uSyIQcI+BdOkWPMUdPSuuYfT91fM1mVeT82nxNN7WSppoiue6mr8rno9HeaMY0P+vMqjq+5JDGND9HDaMazWfkNCYKOJsoHkwEkPhUQtKkyGyoBfgfSwtzpvWTQvlAo5nrOnUUzIoxzcsYQWPT93IjsgZMiMAYgQOl/D5pyxCV+lj7TgpKmLLeoPXdDk7chKj5OvPSaFovmSZfNlW7lOZa09JLVdj0CbDgzNdGlVecsZGXEyv9BACKIO+TMBtCUiFG7DCYhcUI2LTArSE+rEVDlh4aLVyjvjBendAB/Q3Wc1OvP20aOs+gvo8cpZPcYUixuv2cx+q2vicYg/3U7o1S753rZXlCXlxp9yxnVfJnVOAD25M4NICECX1JhwEYBtDxkIAEIKnHEgGHA3AYgOBSqDsi8GFAvPOI9w7BA+MdId4RKDLiSIj3slu988BpSELrEIoQpoIjpL1ZTVi0JCgmWVEFLkqne/YUkRBgDYcnZmqECrzgozVZMaCC