diff --git a/book/chapters/five.ipynb b/book/chapters/five.ipynb index 25fc877..933a38d 100644 --- a/book/chapters/five.ipynb +++ b/book/chapters/five.ipynb @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -46,6 +46,9 @@ ], "source": [ "# read model input features and labels \n", + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "\n", "data = pd.read_csv('./data/samples/sample_100K.csv', index_col = False)\n", "print(\"Sample dimentions:\".format(), data.shape)\n", "print(data.head())\n", @@ -65,10 +68,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ + "from sklearn.ensemble import RandomForestClassifier \n", + "\n", "# define the model\n", "model = RandomForestClassifier(n_estimators=10, max_depth=10, max_features=4)" ] @@ -82,18 +87,21 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Mean Score: 0.998049 (SD: 0.002128)\n" + "Mean Score: 0.998038 (SD: 0.002173)\n" ] } ], "source": [ + "from sklearn.model_selection import RepeatedStratifiedKFold\n", + "from sklearn.model_selection import cross_val_score\n", + "\n", "# evaluate the model\n", "cv = RepeatedStratifiedKFold(n_splits=10, n_repeats=1000)\n", "n_scores = cross_val_score(model, X_train, y_train, scoring='accuracy', cv=cv, n_jobs=-1)\n", @@ -110,23 +118,23 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ + "import matplotlib.pyplot as plt \n", + "\n", "# the histogram of the scores\n", "n, bins, patches = plt.hist(n_scores, density=True, facecolor='blue', alpha=0.75)\n", "plt.text(0.91, 15, r'mean = ' + str(n_scores.mean().round(6)) + ' '+ 'SD = ' + str(n_scores.std().round(6)))\n", @@ -154,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -162,23 +170,23 @@ "output_type": "stream", "text": [ "Permutation importance - average: Index(['blue', 'green', 'red', 'nir'], dtype='object')\n", - "[0.504763, 0.000225, 0.002684, 0.000224]\n" + "[0.516662, 0.000393, 0.000746, 0.000474]\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ + "from sklearn.inspection import permutation_importance\n", + "\n", "model.fit(X_train,y_train)\n", "result = permutation_importance(model, X_train, y_train, n_repeats=1000, random_state=42, n_jobs=2)\n", "print('Permutation importance - average:'.format(), X_train.columns)\n", @@ -202,7 +210,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -211,12 +219,14 @@ "['./models/random_forest_SCA_binary.joblib']" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "import joblib\n", + "\n", "# save model \n", "dir_model = \"./models/random_forest_SCA_binary.joblib\"\n", "joblib.dump(model, dir_model)" @@ -239,7 +249,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.5" + "version": "3.10.14" }, "vscode": { "interpreter": { diff --git a/book/chapters/four.ipynb b/book/chapters/four.ipynb index d991f82..4a588c1 100644 --- a/book/chapters/four.ipynb +++ b/book/chapters/four.ipynb @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -47,6 +47,8 @@ ], "source": [ "# prepare data \n", + "import pandas as pd\n", + "\n", "data = pd.read_csv('./data/samples/sample_10K.csv', index_col = False)\n", "print(\"Sample dimentions:\".format(), data.shape)\n", "data.head()\n", @@ -68,47 +70,47 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - ">Sample size: 100 Mean Score: 0.9971 (Score SD: 0.0016)\n", - ">Sample size: 200 Mean Score: 0.9976 (Score SD: 0.0015)\n", - ">Sample size: 300 Mean Score: 0.9978 (Score SD: 0.0014)\n", - ">Sample size: 400 Mean Score: 0.9979 (Score SD: 0.0014)\n", - ">Sample size: 500 Mean Score: 0.9980 (Score SD: 0.0014)\n", - ">Sample size: 600 Mean Score: 0.9982 (Score SD: 0.0013)\n", - ">Sample size: 700 Mean Score: 0.9983 (Score SD: 0.0013)\n", - ">Sample size: 800 Mean Score: 0.9984 (Score SD: 0.0012)\n", - ">Sample size: 900 Mean Score: 0.9985 (Score SD: 0.0012)\n", - ">Sample size: 1000 Mean Score: 0.9985 (Score SD: 0.0012)\n", - ">Sample size: 2000 Mean Score: 0.9985 (Score SD: 0.0012)\n", - ">Sample size: 3000 Mean Score: 0.9986 (Score SD: 0.0011)\n", - ">Sample size: 4000 Mean Score: 0.9987 (Score SD: 0.0011)\n", - ">Sample size: 5000 Mean Score: 0.9987 (Score SD: 0.0011)\n", - ">Sample size: 6000 Mean Score: 0.9987 (Score SD: 0.0011)\n", - ">Sample size: 7000 Mean Score: 0.9987 (Score SD: 0.0011)\n", - ">Sample size: 8000 Mean Score: 0.9987 (Score SD: 0.0011)\n", - ">Sample size: 9000 Mean Score: 0.9987 (Score SD: 0.0011)\n" + ">Sample size: 100 Mean Score: 0.997141 (Score SD: 0.001645)\n", + ">Sample size: 200 Mean Score: 0.997604 (Score SD: 0.001463)\n", + ">Sample size: 300 Mean Score: 0.997760 (Score SD: 0.001426)\n", + ">Sample size: 400 Mean Score: 0.997912 (Score SD: 0.001367)\n", + ">Sample size: 500 Mean Score: 0.998080 (Score SD: 0.001354)\n", + ">Sample size: 600 Mean Score: 0.998214 (Score SD: 0.001289)\n", + ">Sample size: 700 Mean Score: 0.998319 (Score SD: 0.001272)\n", + ">Sample size: 800 Mean Score: 0.998419 (Score SD: 0.001240)\n", + ">Sample size: 900 Mean Score: 0.998453 (Score SD: 0.001197)\n", + ">Sample size: 1000 Mean Score: 0.998486 (Score SD: 0.001178)\n", + ">Sample size: 2000 Mean Score: 0.998532 (Score SD: 0.001167)\n", + ">Sample size: 3000 Mean Score: 0.998618 (Score SD: 0.001154)\n", + ">Sample size: 4000 Mean Score: 0.998701 (Score SD: 0.001126)\n", + ">Sample size: 5000 Mean Score: 0.998731 (Score SD: 0.001118)\n", + ">Sample size: 6000 Mean Score: 0.998719 (Score SD: 0.001135)\n", + ">Sample size: 7000 Mean Score: 0.998716 (Score SD: 0.001123)\n", + ">Sample size: 8000 Mean Score: 0.998735 (Score SD: 0.001118)\n", + ">Sample size: 9000 Mean Score: 0.998743 (Score SD: 0.001123)\n" ] }, { "data": { - "image/png": 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", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ + "from functions_book_chapter_SCA import *\n", + "\n", "# customize models with different sample sizes\n", "models = get_models_size()\n", "results, names = list(), list()\n", @@ -137,29 +139,27 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - ">Features: 1 Mean Score: 0.998757 (Score SD: 0.001093)\n", - ">Features: 2 Mean Score: 0.998760 (Score SD: 0.001105)\n", - ">Features: 3 Mean Score: 0.998799 (Score SD: 0.001109)\n", - ">Features: 4 Mean Score: 0.998831 (Score SD: 0.001115)\n" + ">Features: 1 Mean Score: 0.998769 (Score SD: 0.001105)\n", + ">Features: 2 Mean Score: 0.998754 (Score SD: 0.001119)\n", + ">Features: 3 Mean Score: 0.998793 (Score SD: 0.001102)\n", + ">Features: 4 Mean Score: 0.998832 (Score SD: 0.001110)\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -191,38 +191,25 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - ">Tree numbers: 1 Mean Score: 0.998253 (Score SD: 0.001321)\n", - ">Tree numbers: 2 Mean Score: 0.998478 (Score SD: 0.001219)\n", - ">Tree numbers: 3 Mean Score: 0.998656 (Score SD: 0.001147)\n", - ">Tree numbers: 4 Mean Score: 0.998602 (Score SD: 0.001150)\n", - ">Tree numbers: 5 Mean Score: 0.998685 (Score SD: 0.001157)\n", - ">Tree numbers: 10 Mean Score: 0.998702 (Score SD: 0.001104)\n", - ">Tree numbers: 20 Mean Score: 0.998741 (Score SD: 0.001130)\n", - ">Tree numbers: 50 Mean Score: 0.998726 (Score SD: 0.001134)\n", - ">Tree numbers: 100 Mean Score: 0.998756 (Score SD: 0.001116)\n", - ">Tree numbers: 200 Mean Score: 0.998770 (Score SD: 0.001110)\n", - ">Tree numbers: 800 Mean Score: 0.998775 (Score SD: 0.001108)\n", - ">Tree numbers: 1000 Mean Score: 0.998770 (Score SD: 0.001109)\n" + ">Tree numbers: 1 Mean Score: 0.998265 (Score SD: 0.001342)\n", + ">Tree numbers: 2 Mean Score: 0.998451 (Score SD: 0.001211)\n", + ">Tree numbers: 3 Mean Score: 0.998651 (Score SD: 0.001152)\n", + ">Tree numbers: 4 Mean Score: 0.998606 (Score SD: 0.001137)\n", + ">Tree numbers: 5 Mean Score: 0.998674 (Score SD: 0.001142)\n", + ">Tree numbers: 10 Mean Score: 0.998699 (Score SD: 0.001116)\n", + ">Tree numbers: 20 Mean Score: 0.998723 (Score SD: 0.001122)\n", + ">Tree numbers: 50 Mean Score: 0.998756 (Score SD: 0.001101)\n", + ">Tree numbers: 100 Mean Score: 0.998759 (Score SD: 0.001101)\n", + ">Tree numbers: 200 Mean Score: 0.998764 (Score SD: 0.001110)\n", + ">Tree numbers: 800 Mean Score: 0.998768 (Score SD: 0.001115)\n" ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ @@ -253,7 +240,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -331,7 +318,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.0 (tags/v3.9.0:9cf6752, Oct 5 2020, 15:23:07) [MSC v.1927 32 bit (Intel)]" + "version": "3.10.14" }, "vscode": { "interpreter": { diff --git a/book/chapters/six.ipynb b/book/chapters/six.ipynb index 3c02453..d4c7cdf 100644 --- a/book/chapters/six.ipynb +++ b/book/chapters/six.ipynb @@ -27,33 +27,35 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 1, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'ASO snow cover (TH = 10 cm)')" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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+5S71pZD0vLkO+NJersegMWHABoPBsF8xWX0NhivJ69Bhi9+vlPpw/ksR+V/oBEMvR4fIfl5EPoBO9vMgui7ra9GJl/5AKfUIgFLqLhH5DrTj+pci8j/Roae3obPizgGvGldjVUS+Ez3W9D3ocOEl4IfQguTzW9zO/4EuyfN+EflRdMjvm4AnpPtglA8BvwzEXMyCeyfQJk2+NOX6vgWd5Ogn0Y7tEvB64DtT8fgf0WNt/0xEfgVoosN9N4CfybX3h+hssb+NDv18e8H6vhH4KxH5H2gB00Dv75cqpV4/RZ+LyDIePx8d2n1FUEp9brfaEpGvT98+J/37mjTZ1/ksvFwpdaeI/D7wcyLios/170I/JPknE/r6IRH5I+Bn07IyH0QL35cB7y76nW2TpwJ1xmSlNuwexlk1GAyG/Yyps2owXCnegBZhf1jy/e9yac3V/4AeI/cTaAfp99FO31vQGWqHKKV+A3gJegzeL6GTNv2H9O+zypIPjfBZtOD6qXRdv4QWDa+ccjzgaF9OpX35Alp8vx0dQvk6pdR7c7NnyZPuGHFcY7Q7O/r9uPWtA1+GTmT0FrTz+TPoMOYgnee9aKE8B/wBOuvyXcBL0v7m2/tTdGjxO/NOqVJqA+3Ivgcdzv0+dIbY10/T3zHb8RC6XNHXbLeNq5A/TF/fmX7+lfTzj+fm+2foMcI/iX6ocBy4XSn16SnW8U3oEkJfiy6/9OvocjjTjhWehq9GRzJ8eBfbNJQgOurCYDAYDPsJEbnROvysB7znfce22/A/8l9I1h821qzBYDDsASLyT9Fh3YenCH82XCZE5IvAHyml/uOV7st+wDwaNxgMhn2LXAwF3s7LYDAYDHvJb6NDr990pTti0IjI64GDPDZc3LBHGLFqMBgM+xVhh9mAjWC9VhCR20XkSyJyn4i85Ur3x2AwDMvB/DPAuKpXDzXgW9PwcMNlwCRYMhgMhn2LcUgNw8yWv4zOwnoC+DsReZdS6otXtmcGg0Ep9Ungk1e6HwaNUur3rnQf9htGrBoMBsM+RoxYNehso/cppR4AEJHfQyeHMWLVYDAYDFcUI1YNBoNhn6KHnm5frBqZe81wFF2eJOME8ILRGUTkjcAb04/P4QrwnOdcXO2nPvWpK9EFg8FgMOwNK0qpA0VfGLFqMBgMBoNhLEqptwJvBRCRK1JG4I477njMNBMZYDAYDNcED5d9YcSqwWAw7Gd2cq9vdMK1wkl0HcOMY+m0q4aiMnsiglKqVLCO+85gMBgMjw+MWDUYDIZ9i+zwZt4IgWuEvwNuFZEb0SL1m4BvubJdmo5J5++oYDXi1WAwGB5/mNI1hi0hIr8mIkpE/seYeb5WRD4qIudEpC8iD4vIO0Xk9oJ5nycifyQiZ0XEF5GHRORXROTo3m7J1YmI/Nheh9il63hlwfTfEJETe7luw1VGOmZ1uy/DtUFaHuPNwPuAu4A/UEp94cr2ajKZ26qUuuSVTcufp6OidXQ5g8FgMFy9GLFqmBoRqQHfkH78FhF5jDMvIv8aeAdwL/AvgNcBP5l+/crcvN8GfAJYBL4XXTbhp4BXA3eKyNP3YDMM8KPkjoVhfyIYsWrQKKXeo5R6glLqZqXUf77S/ZmWTGxm52MWGpx9V/Q+Hz6cn89gMBgMVw8mDNiwFb4WmAHeA7wWuB34s9w8/xZ4p1LqX4xM+yDwayIyfDgiIrcBvwa8E/gGpVSSfvVREXk78DfA20XkKUqpcA+2xWAw7DgM2GDYe8aNVy2ap+i7bFrecR0VrkV/s3kMBoPBcGUwzqphK7wBWAP+KdBPP+dZAM4ULTwiSEE7qTbwPbnpKKVWgX8P3Ap83bgOicirReSvRWRDRDoi8iUR+ZGR738sDVu+VUTenc7zsIj8yKh4Tud9ooi8Q0TW0/DlT46GLovIc9K2XjIy7XvSaT85Mu3WdNrrJvT9WSLyVyIyEJGTIvIfKRgEKCKOiPyQiNydhkqfEpGfEZHqyDw3pOt8k4j8bBqC3RORPxORG0bmy+7g/kM6vxKRHyvpV09E7hWR7xy3HQaDwbCXFInFcQI2/11RKHBRe+O+y4cZGwwGg+HyYMSqYSpE5AjwlcDvK6XOox3RrxGR+dysfwu8QUR+QESeMKbJrwDuUEqdLvn+3UDCmHBVEbkJeBfwIPCNwD8AfhZoFMz+DrTD+7Vp33+cEbGdbt/HgGegx259A7AOvFtEXpPOdmc6bbRPr0QL9/y0CPjomL4vpf1ZSvvx3Win+p8XzP7bwA8D/w8dVv1T6BDr3ymY94fQIv+fpW0+B/gLEXHT71+U/v2N9P2LgP89svxMup7fBl6PTrzyqyLyirJtMTyOkV14GQx7TJkwLaIoRD3vsuaF5+gyeVe1rD9GvBoMBsPlwYQBG6blW9FO6G+mn98GfDNaJP7Pkfm+E3g78NPAT4vIKvB+4P8qpf5iZL7jQGlVd6VUV0TOc2k5hTzPBjzgu5RSm+m0D5bM+zNKqf+bvv+A6ARD3wxk074PmAdepJS6D0BE3gN8EfjPwJ8rpRIR+SjwCuAnUmf2y4FfBf61iDSVUp30+08ppdpj+v7/oUX1VymlHk3X935ydaZE5KXoffwGpVS27z8gIheA3xaRZyqlPjOySBt4feZWi8g9aBH+7cD/UUp9Mr0pO6mU+mRBv1rAm5RSH0qX/yh6DPE3Ax8asz2Gxyk7CXEUo1YNV4CiUF241B2dFCacTSvKFrxVATrOyTUYDAbDzjDOqmFa3gDcq5T6RPr5A8ApcqHASql7gGehRdx/Bj4D/EPgfSLyw7vcp88AIfB7IvL1IrI8Zt535z5/Hrhu5PPLgE9mQhVAKRUDvws8U0Rm0skfBF6UhuA+E5hDC3MfeGk6zyuYLOxelK7v0ZH1dYE/zc13OxCgx+862QvIhP/LcvO/fTSsWin1ceAEFx3VSfQyoZou7wP3cOm+MlwjmARLhscbeaE6LkR43Dman6dMoOZDiCed9+Z3YTAYDLuLEauGiYjIc4EnA38sInMiMod24P4YeGE+3FcpFSulPqqU+mGl1FcCNwGfA350JGz4BHDDmHU2gAPAo2XzpMLy1ejz+LeAM+k40y8vmP1C7rMPVEc+LwBFIcln0Pf0Wb8/BFSAF6NF6WeVUmfR7uUrROQpwDLlDm/GYeBswfT8tGW0e9xFC/PsdS79fnHC8tm0aUsBrRVMy+8rw7WCKV1juMrJi8h81t4ykTkpjLeIIle16HPRuT9J9BoMBoNhexixapiGzD39QbSYyV5vTqd/+7iFlVKn0OMiHfR4SoC/BJ4rIodLFnsd+vwcK/qUUh9SSt2Odji/Ej1W9N3pmNCtcAE4VDD9EKC4KOI+B6ygx6W+cqR/HxyZFgAfn7C+08DBgun5aavAAHheyet/TVg+m3ZyQn8MBoPhqqVMIOadz2lDcvPTJ32G8WHC280cbMStwWAwjMeIVcNYRMRDj1f8G7STmH99Bvg2Sf9DjxGft6V/s0zBP49OoPSL8tisvAvAfwHuQ7u3E1FK+UqpD6JDchvAjdMsN8JH0C7xDSP9sNHjRe/MxsQqfWfxYXRN2JdyqVh9Fjrk+W+VUr0J6/tEur7hmNzUTf6a3HzvRbuas0qpOwpep3Lzf71cWiLoy4Bj6foyAqA2oX+GfcH2XVXjrBouJ9M4qFsRftM4qHnKQo9Hx8lulfz4WYPBYDBcikmwZJjE69Chpt+vlPpw/ksR+V/oBEMvR4fIfl5EPoCuxfogOrvsa9GJl/5AKfUIgFLqLhH5DrTj+pci8j/RbuNtwL9DO6WvUmNqrIouqfKydF2PojPr/hB6LO3nt7id/wNdkuf9IvKjwCbwJuAJ6T4Y5UPALwMx8FfptDvRyY1eAfzElOt7EzpT74+hQ21/AJ1ZeIhS6sMi8rvoMas/i862nKBDqF8L/GA6TjijBbwzPS4H0JmD7+ViYizQSaNeJyLvRTvGpwpEr2G/sBPNafSqYQ8ZJxjLPhctP808O+1X/vutCtd8kieDwWAwaIyzapjEG9Ai7A9Lvv9dLq25+h/Qrt1PoJMA/T46uc9bgG8bXVAp9RvAS9DlYH4JnbTpP6R/n6WUunNC3z6LdlF/Kl3XL6EF8iuVUv1xC+ZJxdpLgC+gxffb0eNYX6eUem9u9iwB0R0jjmuMdmdHvx+3vhV0+Z4VdGblX0a7qL9eMPu3Aj8GfD3wJ2nf3owWofkxqj+FdqR/A/gV4NPAq3Oi/83oMbB/ii5N88ZJ/TVcm4gZs2p4nDJOgOaZZr5pzue8SM6PU91uKPBW+mHcV4PBsN8Qc+EzGB7/pOHLDwL/Sin1vyfMbjAgIjd61z//gZlXfN+221j/039PuHK/Ua37DBG5LDcO0zqol4MiRxfGC9StuqRF8+fHyW5lXK7BYDA8jviUUuq5RV+YMGCDwWDYtxiH1PD4YJJYGydkR8ea7pbgneSibmc947IMbyWU2fymDQbDtcRlDwMWkdtF5Esicp+IvOVyr99gMBgMlxcRsUXkThH5syvdF8Pjm+1k4p1U5qaIoizD02QMztazF6Hy+T6N62vWDxM9ZzAYHu9cVmc1za76y+hMqieAvxORdymlvng5+2EwXGsopR7CpLsxbBXhcp013wvchU64ZjBMZKvCcpwwG+fGFoXzZm2VheRm70fd2jLxOC1lbZWtv2gbR7ejqB+7MabWYDAYLjeX21l9PnCfUuoBpVQA/B7w+svcB4PBYDCQatWdJFia4p5XRI6hM2qbsdSGqdnpWM/899OsY5ow4WlK3GzH0dxO+ZsyMV02fnZ0GeO6GgyGxwuXe8zqUXSJkYwTwAtGZxCRN5JmJ200Gs+57bbbMBgMBgN86lOfWlFKHdjNNnfqsoxes1PeqpR668jnn0OXo2rtaEUGQwGTEh+VMS6ceLTdacfD7nTc6LTJmEZDfDNhWvR+0vJF6zVlcwwGw9XIVZdgKb3JeSvAc5/7XHXHHXfs2br+5v51Fpoetx6s79k6DAaDYbcQkYd3ucEd35yOXrMf27x8NXBOKfUpEXn5jlZk2HeMnpvjRNV2ki5NyyRRO00t12mYRjAWCehxInm0rbL+FYUvm3Bhg8FwNXG5xepJ4PjI52PptCtCo+LQGUR89pE2rZpDECUcW6jRrJjyswaD4donCwPe/vITl/0y4B+IyGuBKjAjIr+tlPrWba/UsC+YNA502sy4W6FIBI5zaotc3Z0K5K0mbZokcie5w9M4q+PGwRoMBsNec7lV2d8Bt4rIjSLiAd8EvOsy92GIAiwRWjWHOFHUPJtEwbl2SD9UDCLoBWZMh8FgMGwHpdQPKaWOKaVuQF/vP2iEqmESowIrLx6nGX+6lUy8Rc5jflpeKI6G3I72uShh06TtnJYyN7XIBR2dVuY6j36fX0fZ/hvdH2a8q8FguFxcVmdVKRWJyJuB9wE28OtKqS9czj6MEicKP4xp1RyiWOGHEUrBhU7AXMNloemx1g1xLC1oHUuwRKh75smiwWC4RjCXM8NVRpmLWjamNP/dNG5nkdgsWz6bNk0Y8lYFaFF7k+Yf7WfRONVJbnBRW9O2V3ZsjONqMBj2iss+ZlUp9R7gPZd7vXm+cLKDUoqTnT41z6ZZdbjQCXBsoV6xmW94PHy+hx8lPLDR4VVPOIhjCWGcsDkQBmGMa1ucXh/w5CONK705BoPBsHVkhzeZW1hUKfVh4MPbX5lhP1EmRPMO6HaTAk0jLvNjPov6MDqtaLlp2Gr/p0n+VDaGd5y4LNufeSG/lURQRsQaDIadctUlWLpcnNzoM1tx6YYRiYJ+ENMNYs51fa6fr3Nu08exhYrr4LUtBmECgG0JKEXNtYkSxVzdZbUTcW7TZ67hstIOeNqx5hXeOoPBYJiGnSdYMhj2gnFjN0f/jr4vEm9l3xWJy3FjM8tChPN9ybdZtg3bEbd557Oo35PE66RxtdP2q0zI58OIJyV1MhgMhknsW7F6eKbGRi+k4TrM1V02+yH3rLW5fqbORi/k2GId19bhwa5lcaETcGi2wmpbhwgrBY4tKKDrRxyZr3Ju0+dAy+NvH9igF0b0wpjNMOSbnnX0Sm+uwWAwPIadJlgyGPaCcWG20yQLKkuONM6RLHMCi0TZpIy9kygaXzoNRQJ5UohzkZidNvy4LNS6bN8VfR63r0fnMRgMhjL2bdrbumcz33C5YbbBF85scN1SnT/57FnO9gas+QFRnGBbQtW1uHWpSc+POLPh0x5EbPRCPEe7rZboRE0Pr/RYalU4t+mjlMKzLGqOjWtZfPK+df7+0TZ3PLjBX3zx/JXedIPBYDAYrkrGJVCaJttuXlyNc2KL1pFPHpQXlmWCbSuJlUbbmlaoFYnpor4VJU8alzBpJ+veaRKp/HEyiZsMBkMR+1Ks3n26Sy+Iqbg2rZrDnWfaPHiuyw+8/BZunm0yiBNmai6fO7kBgOdYnOv5fGllE6UUcaLo+hGOJdRcG8fSF9x+EGNbQs2zAYhUgi1wYRDgOdZw+mcfaXNizefMRsAgujL7wGAwGLS1uoOXwbCLjIaQTnLrJrWTn3fa8a15YVcU/lu0TD78dRJFwm/a8Nxxfc6L8ry4LhOZRWK+LNS66PN2GOdmG/FqMBgy9qVY7QcxcaK40An48IPnWe9HzNRc/DhmM4g4VK9yaq1PN4x4ZLXPQtPjSKtGN4zwo4R+EOOHCRVH7z7LEg7OVtnohQD4YUInjNjwQ9b8kGcdn+NCJ2C1G3CwWQUgUVBNxesguvRlMBgMl4vsRnc7L4NhLxkVTVsVnUVtTDPvOHFX5moWfZ4m8VG+vXHblBdvZYmf8ttRFBI8jcs6TtCWhTFv97owjVtuxKvBsH/Zl2NWe0HMmd6AE5sDjs9U+Yqbaiw2PRabCzyy2qPrx1zoBSxUKnSDiM1+xPHFGp89t8ZMzSWKE+4+t8ktSYtGxabq2mz2tVDtDCJOdPr4ccyRRg3XsugMIg7MVOgHMWGsqLoWUZwM+xMnSiduSskL1uq+PEoGg2Hv2ZnoNILVsJtsJQnSdkVLUfhuPmFRUV9G+zAusVBR3/PrK1tmHGWis2hMadn804z1LXOWi/pcNgZ4mhDhacchT1rOYDBc++xLGRQmCWuDgPPdkH/4lCPaaVWKKFa0B7rWai+M2Qj6DOKEbhhxy1KTG2eaNCo2Zzci3nXXCv/yOVWiOCHwtPDMxGiUJHz6ZIfmDQ7XzzU4sdanYuswYAEc26Lq2ri2dmYnXW4H0cV/EHGiaJg6rwaDYRcwCZYMVyPjQlW3ImymYZIIHicSs2lF7U273nGfR9svc1SL9keZiCyjrL9FfSgTyvnvJ7GThw3mmmUw7C/2nVj9vTtPIsCLji3y0uu1WJyru6x3Q2ZqDg9udlmuVVisefSiiKVahYbjcHbDp+k5PLjaJYwV7//Ew/z9Ayv8yjc9izhRbPYjqq7Fo50uQZxwfK5ClCg+e3aNW+ZaeI6FJcLSbIU4Tuj6ETXPpuJYWFb5P4rRfwhZbdd+qEiULqOTJIq6Ea8Gg2E7iBGrhquDMpdt3NjV7VAktsa1me9LXiyWfV/WVlm47biw4t0QnmXfl4nisnnyor7s+EwS+ZcLI24Nhsc/+27Mai+MmPFcHNuiH8Q8utrj0dUeZzcGPHS+x61zTdphhOdY/N6nT/PARpeaZ9NKY3Ef3Ojyr9/2KZ7ztEN85hNfoh/E3LWyyWfOr/PIZo9OEBMmin//Cx/mc2c7JEAvirBEWGh6WAJLrQqH56pUXS1Uk0QnbcqT/6dYcazhhTcLG7YsoRcozmwEnFoPuOdM7/LsSIPBYDAYdplpEhrttP1x7mCeacTfuLDZsrbKti8frpsftzspNDk/7nZ0PZPGqo4bB5tvb9w2lj1wmGYc7zRsZf58/82YV4Ph8ce+c1avn2nQdB1W2z5+nBAmCRu+YhDrUOCnLM9S6wdsDEIWW1WubzVo+xFhkvDMY3OEccLGhTZ/9gt/xsILv4JT3T6bfsSzluc40xsA0A0S/uQnvobrF+r0gxjPsQiihF4Qc2SuShgnuLZFnChEwBKwSv4hTPPPwY8Sqq7NybU+iYK/e2CDqmfrsjoKnnqsuXc71GAwPL4xpoPhKmVUiO126G/R3zxl4cFFocBFAm0r41GL1lnW760su5V+TBLw0xyHIvE8afmidY07JuPWm9+OsuXz/TIYDFcv+06sLtUrKOD9D5zjuYfmqDo2FkI4SDjarOFYwjf+5J8TfenvmH/BK3nFLXOEicOTD84QxAkiwrt+6FXUvNtZ64XcdKCBbQmWwIVHAtYHEc88OMPNB5p0BhEV12ah4dLxdQbiOFEEcYICXFs7peT+ORQ91cyWLYoYdm0hShRzDY92P6TacAljxXzDxQ8TTm8EhFFCveJQ82wz5tVgMKSYrL6Gq4+8SCwTP9MsvxOKRE+Ra1mUmGir4cBllCUiGpdkqGxfbUWEFonMSQmRRucrEtGThOpOj1n+4UbReN/8vdY0+9NgMFxZ9pVYXe/FhGkW3kGoONcfcK4bcLRV5VC9SrPqMNdw+dhPfx1fWPkKBlHMvSt9Ds+4PHRPj5vnGhyo67GocaK47XCLB8918dM2/+CzZ3jZLXM8cbnFQtPjZT/2Pv7Pm16Mazepezan1we0+yFHF2oAF0N/c9mAt4ptCVGsqHu65ms2HjaKFQtND9cWlGI4NrYfKjZ6IaudgJpnc9OB2g72qsFgeLwiOx2zau7rDLtEkUDN3m91vOOkUNytiKJpxrMWhfKWuYVlYcPTJjma5vdaNja2zDUtmlbmKhd9zpMX2NPOV3RsttJWEdMcv9F9U3SuGQFrMFxZ9pVYdWzh+GJdC8P7zvOpkx2WWy5POjDDYsvDDxOiWLE0U+HlM8u4tjAIEz75yCofvOcc/+5nf4Yjr3wts7NVNjYGzMxUOXqoyQ3LLQ40HD752VP8m5fcyGonoOrZ/NC3PIODzSqJgo4fIyL4YUzPj8mugxXHwnGs0othVtbGtmR4X5gvdZPR9SOdLbjiMFNz6AcxjiUkiqEjmySKrh8RxHq+C52AD6322AxCXnzjIq2aa0rlGAz7CKNVDVeacUl9oDjUdbvu6VaXKRJLRa5dfpmytvLLFwnHafuVZ1K/suXGzTcuNHrSPi8Lmc4vO80wpyI3dxJF+7XMTS1zzEfbKdsXRrwaDJeXfSVLTq0NODhboeLafO9LbyJRCj9M2OiFfOT+88x6Lg3XYbHpca7tM1dziRPFjbMNvu5py7zjxmfxO9/1YrpRxLf/wl/xhFsWWW/7LNwwx4uPz3HjNz6VtX7AYt3jQifgW555nI8/sMKc7wFwcLaKJVpUurbg2BZBnICAR3FW4FFRqnKfM0SEqmcDsNYL8aOEnh9TcS0SpYbjYaM4GYpkzxbOdgLCOMGzLa6fa9CoODqz8UDhORZdX5fxWWruq9PEYNhX7OzGy9y0GfaGMpet7Ltxy+0W4xzISQIs7yBuhXHCtEjM5V3UorDcovfTjEcdXW6rDnVROHBZiO521lHmGE+zjUX7cpKgL1uvwWDYXfaVCmlWHR5e6dGquQgQRAmb/ZCHNrr0o5hEKY7O1ghjxVzNpT2ImKu72Jawdjbk3v/zrdx7tsOhVpVf/I4X0gkj6o7NDbMNWjWXhuMw1/A4vdlnAY/Nfkjdcah7NhuDkIpjsdrWCZc6fowQ49jCfMMjf/ks+iczLlRYKYVj67GzFcdCoZMr2ZaggDBKsC1hpRPQqNhs9CNEdM3Xg7MeyzOVoVi2LWGjF1LzbJJEsdGPSRRs9kOaFYdFI14NBoPBsIeMc7p2i2naLPu+SBCOtlkkaouWz78fF447bjvyy04KY93KuNmi9U3jvBa5l9MKwHzft9rfspDyceHCk1zess/5/hvxajDsLvtGdQwimKk5rHUDHlrpYomQKMXKwGe5VuXjJy5w+83LOLZFux+iFJzu9vnEqTWefqDF848scGZ9gAjMNzxukxnOtQfMVl2qrs1q2ydMFCc3eiw3qkSJYr7h8bSKMxR/Sikqrq0viujwOx2mq0r9CaXzL028UOunh7DQ8IgThetYJIkiUXp8rWtbnG/7dAcRnUHEbM3BsYReEAMMS+iI6DDjimNhW6LH1Sq9/rpnMwhj7j0bECeKubpL14+5edmMeTUYHo+I7CwM2GC4XOwkfHc730/T/naZZtzotO5dWRjxOIG2k/2y07HD0yw7jdgvmy/fz7IQ8tE2t3oe5AXwuAcaZX03GAzTs+/qrN603ADgEyfX+NTZDT57psORuSpf/YSDxIlOPBTGig0/ZN0PeeX1S8x4LofmqlginOkN0tIzwpOPzFBxbe46vwmAawlL9QrzTY8nHWmlNVD1uNH1XsggTOgHMW0/Ioh0SG52icuHAGcXt2x6UR3WjGFSANL2BMI4IYgTgtRRbQ8iXNtCBB5d7xHGijBOWGx6+vt+OJzfEsGx9UXdtQXP0WV2wlix2Y8Q0WNoK66N61jce7bHiTWfR1YH3H26u5uHy2Aw7CkyDJPbzstw5RCRXxeRcyLy+ZFpCyLyfhG5N/07n04XEfkFEblPRP5eRJ49sswb0vnvFZE3XIltmcS0Qg0mC5jR+catr+w8L3N5R+cd99sYdfzyocFF7lxeFBWJo9Hpo22Ncyu3ImAnsVXRN0mITntt2e41qMwVnnad4/ZvmetaduwMBsNk9o2zutELAZitu9x0oMGx+Rofeeg8LzoyT6LgxEafMNFZfWuOzYzncqBWYbbuYlnCiQt9nny0RRAlxIliECZ0Lui6psdaddpByG2HZlhouIgIYaTL01Qci34YDwVfohSOCIstj66vp7u2RRQnOPbFZwejSZSSMUIVGI5DDeOEjX4EaMfWsQXHEoIowbH0BTTLRLzWDfAjLU6vW6prgWrJRdGcQKIUSersVlwbRUwQJbRqjnZtE8UgiBmE8XC/NKsOf/vABv0wpubaBFHCS54wv1uH0WAw7DI70pxGr15JfgP4JeA3R6a9BfhLpdR/FZG3pJ9/EHgNcGv6egHwq8ALRGQB+FHguehnnZ8SkXcppdYu10bs5Oa9SDiWib68OCybZ1rywnfa8NJ86HDZWNZRUVu2bePGq+anT0uRCB8Xvjsto33fyTZtdZ1lTHKgx23nNOHM04au7yQc22DYL+wbZ7XrR/SDmChOWGpVsC3hVbccxBbhzMaASCXESuFaFo+0e/SjmFsWm/SCmH4QU/ds2oOIp103y8cfXiGKEy70A9b6AZt+yG0HtZANooRBqMeiJtnFEGj3Qzb7IYM4xrEtwiih5tnUPXuYbGmUUaFqWTorMRRfQK00lDhzbqNYu6l1z6bm2VhpiHDVs9nohdx4oMF8w6Pm2rRqLo6l3dMsFBguOrlWGhbcHmgRPFt36fkxsYKzmz4K+NJqm56vt+vU2oB+GGOLMIhizvUH/L9Pn+Btf/cIb//MKd5/1/m9OLwGg2EbiOjrx3Zf5hbryqGU+ihwITf59cDb0vdvA752ZPpvKs0ngTkROQy8Gni/UupCKlDfD9y+553fIltx7MpcrUnCZdSVHLfeSSKzaP6yaXn3Ni90ikTuaN/Klivbxq2S3xdl4bllIctF25Z3oKdxOcsc9CLygnj0WE0KSy4T02XrGedcF62v6NwyQtVgmMy+EKunNwIqrs1qJ+DhlV6akTemUXGYrbvcstyg5brcONdgsebR8WNWBz6r3QA/1OLPsoR2P+LsxoAbZ5oEUULNtlEoFuseiYLlGS2Ck0QNhWvV1cmOmlWHThhxrjcgihOaVYeFhkvFtQv7rJTCD+Oh61F1H3uoRi+sUaLoBzGWwEzNpe7Z2GkYcqz0uNUw0oI3SNc/3/RoVZ3ck0WGYhd0Eqp2P6TdD7mQZg9O0r5lfTxQ07VnVzo+m0HIrQebXPB91gYB3TDiQj8kAV560wFOdPp86O5V3vyOu/jNOx7lze+4a3cPtsFgMOxfDiqlTqfvzwAH0/dHgUdH5juRTiub/hhE5I0icoeI3LG7XR4v6CZNHxeOW8Y0Ammca7vdMPgyFy7fflG/ysTxaFjq6PJFy43r17ShweP2XT6cOf8QoKh/40Kuy9Y3+t20fczvv2mPX9Ex28qxL3v4MU0bJmTYYNDsizDgcxs+vSBmsekRxgkiWlCu90JE4O8evUDDdXhwvcuRRo2X33CAjTTJUpzoC1PPj6i6OsHQTM0ZjuE8UKlyw1KdbhDjhzFhrAVcosB1LOIkJooVs3WXAzMVNnp1gijBtS1d//QxeYA1iQLXtlBpGK6V9nl0bGt24Y9iXYKnF8TM1V1qqVCN01DdfpjQ8yMGYcIgiOkMIpZaFQSGNVz1RV/HgYnIxb8KwljvA0vATx3eesUmihW2pQjihGccn+PkhT6OCH/90Ar3r/U53PLwbIsgUoBe75MXZnhgo8OhlsuvfOAB/sHzjvIj77uHv7nvAr/6Dc/g7IbPi26Z2+tTwmAwpJgH+9cmSiklIrt2t6uUeivwVoDdbHeUaUN6R7/Lh6lupf1R8k5lXlhN49BOs/6i9ZX1J79Mvq0yYTptKHCRqzhunrL1F/Uh30ZZf8aJ83GiclqxNy5ct8yJL+tLWZ+L1jtpPdP2e5rpBsO1zr5wVhOlCBNdT/X6pTp+qDPgnt/0+dL5NrZYnO3pkNYHNzs8stGlE2ohGycX/0F1/YgoVqx2A/pBzK2HmtywVMexhTPrAzb6kZ4nUUOhWHEs5hsuNdfmQidgeabC9Ut1wjgZjvUsfKo80ndIMwJzMTw3Tp3UKNbriuKEAy2PubpLpmdX2z79MGG9GzBbd6m61vDGtOtHwz7q9nVYX+aWRnFCkii66ZjURsVGKfAcXbvVsS0cWzg4W+W2gy1OrfWZqbvccqhJrBQ/+zufxo8SPn2yw2Ld4Zf/7B5++iMP0Akjnn5wjrVeRKcT8Mtv/xx/cedpfv7rnsb5TZ/z/QF/efcKD5zv89f3rnGhG+3VaWEw7HtEHutsbOVluOo4Kzq8l/TvuXT6SeD4yHzH0mll0y8LZWGXeXFY5BIWhXvm28rm3Wp/tioutkKRwBx9FZF3JvNhyNt1DUf7McndHicyp3G3y7azaB3bFWVF51FRe+POu/z+KBK84/o2bp+N629R3/LnSH4bxp0zBsO1xL4QqyLC+b7PTQcb2JbwwLkuD613uX+jw3K9yp/dvcIdJ9oEcYwlQj+KiRItcNf9kH4QszkIqbg29YrNLctNbj7YRICOH3GhG1J1Lda7AWGssESIEoUCokS7nlXP5vhifeionm8HROm8xU/8GLrAcDHhkkpDei0B15ZhiG+j6tCsOsObz54f4Ud6DKvn6DGyiYKjCzUqrh7LujxToebZw/UnaV8d20JECGO9fJwo1rphmlgqpubZtPsh5zd97j/bYb0XsjxT4UtnN9nohSzXqmx+6iMs1Dy6Qcx771plY63LanvAxx5ZYxAmPP94i2NHZvjl73ohb/rKmwhjRTuIuH62wenugH4Qc8uhpnazIy55GQyG3UNfM7b3MoNWrzreBbwhff8G4E9Gpn+7aF4IbKThwu8DvkpE5kVnDv6qdNplY5IQK2JSqGzROsaJpHwbZe7ubjygGRcWmhdKReIkT5H7Ow2TRH5+WtE+mEbYjVImYMvm2+q2FC1fJHzLXMv8NmTz5vs5Tkzn99Oo858X8eMeEIxzhMuWNRiuVa55sfqphzbxw5iFikcU67GkzarDI5t9+mFMJwy55UCVr37CAeYqHi3Xpe44xErRDkK8VFzGiaLqWtQ8G5F0LOcgusTpjBPtSmbTo1iH3SpgEMTD8Z79tJwNXHQ2RtEXNx2iK1y8MEaxzrjbTUvfiAjdQQRpf7KQZe0Gg2Pr/sZpyLNrC+c3febrLo2Kg5smVcr6H6VhxpZAz49Y74XYlnBotjp0ZT3HojOI6PkxSsHaIODBtS5RorhuvoHnWDzt2CzUZ/mBt93Jq26Zx3Nsrr9xkXPrfW5cqPLQRpenLs/yK//46cx6Hs88OMfZ9oCm69AeRNw612Su4VH37GH/MpEOWrCeXA+40I1oD5LLcyIZDNckOytdY26Xrhwi8rvAJ4AnisgJEfkXwH8FXiUi9wJfmX4GeA/wAHAf8GvAmwCUUheA/wT8Xfr6iXTanjMaHpkXFUWuYza9TODl255m/aPtTBKyuy0OxoWbbjXsdHTZafq5E8EzbtlJzug413uSOBv9PMk9zzvNZX0qEqVl25Xv3yQxXiRw8xQ9MMj/LvLz57enrF/GcTVcS1zzY1Yt0aJtuao39YFzXeoVh1fdvIxrW9x9bpMXHJmn7tps+Lq8jSMWQRKzOghwrRjXskhQnN4YUHVsukGECLSDiEONKhXX4tTmgPmqSxAlVFybRsVmEOr3UeqQZk6p51gsz1QI03I1RRdIyxJEjVxA0S5tluUX9MWo6tn0g5jZmjtc9uzGgEbFIYwSQmAQJhyYqdAdRCw2PXpBzFLFJkm0g5tVxnHS8asbvZBGRSeksi2dSVj/1Y5tECVs+CFN1yFOYMZzOb/pE0QJnzrV5vYnHuI5//B23vCS6zhQq3LfyXXu+9IZOnf+Fd3uP+KPvutFtGoO692Qd9x9joWaw1fdtEQ3imi6DgtNLy29c/FZiojQ9yNcW9d3lWxaGPPg+S4V12ap6QGw2LzmT2uDYVcoeli2xRZ2rS+GraGU+uaSr76iYF4FfHdJO78O/Poudm0qRsVB0Y12maNZJGry849SJlLGCYlpXbTtsF23EMpd2WnaKttv26VMWOfbnua4FAmuScJ7nHCbts+TnOqi6ZMo25Zxfcqvd9KDjLLtGtfvccfKYLjauebv6v1Ql4g50x4w1/DwHIu1TsCxxRpJomi6Lud6Aw7Va4SxroP6N2fXWWw4vODIIl9a3QR0gqPMseyEOhZ1EMes+wEzysW1dfhw1bZpVGRYRqbiWCSWEMbxsESM51hppmB76JZmotaxrWEipeyikrmeWS6mKFE4ltAeRHiORaPiDAXlZl8L7jDN6NusOiy2PPpBjJvOO0hDgi2BTtqGY1upW6vL00SxdizttMasY1sIWtj2wpj5qkeiFLal982pzQG2pQX8XafavPd7vozNfsTNr/i+4bGwb30uP/sNz2Cm5uDaFnMNl2948iEWmh7//SP385ZX3MKdp9dYaHrM1PSpOXpxdWy9/wAWmh5JctFtPTpfZRAmrHUDHlnt4dgWfhhjW8Kzrp/ZwzPMYDAYDNulyOEscxfHCa5xYmIrQmMvwyyn7WOZGzhu+bJ9lf9uK0wSTmVtl/W5SGxN624WzT9uuaL15J3LfJ/yD04m9Wfc+VjmFI+2nV9nvq/59srOzaLtHvdAxohWw+ONa16sSjq26r71jhaFts277z3Pv3recWZqLs+4bpY//lybuuOwGYa4lsWFXsSN81XOdQb4cUKYhPTDmMWahx8nHGxUOdXpMeu5zFc91gchtujxo4nSYbqeY+FYQmcQ0ao5erxrGkKslNLjTVNRWknL0mROYqIU1ohjkTmfup4qbPYjGt7FbLz1qo2IpGVmIuYaLoMgZqHpDcN/O4OIjV6IZwuzaRKmKFbUUpc2ScfYVtNSOicu+EM3VY9V1a4mwGzqINc8mygV0o4l+HHMkxZmqHs295/t4tjCZ/78p5mru2z2w6EgVkpvS922edLRFh+45yzXL9T4+Y8/xI985S3DsjnD7U/3U9W96AZn+8m2hKMLNSyR4T49ulDjrx9c4VirDsAD5/u4toVrC1XPZq5WXC7IYNiPmHsWw5Vg3E38JFdqnHiYNmR23PS9upEvc/UmuZCjy4/On59e9N0oZYK/bB3TOJFFbeenjXNft+qOlq173Od8X8aJuKJ2Jp0veYrc0KKHB+MeBuTbmyQ28/tvkjOfn8eIV8PVzDU9ZvV3P32Cs70B57s+z16e5+hsjU4Y0g1i6hWHsxsDPvPIOp5tc6bXZ6HisRmEvOmF1xPECb/y1w/zwOqATz7S5ovn+pzp+vhxzIl2jxvnmhxqVZmpuSRKUXVsZisu1sgP3rJ0CZh+EJPqPLyR0FaFdjaz7MTD6SoVj0qPsc0y82Yazra0MG5UdImabJ52mn3IFkmdWe3KzqeOMlwsiRMnCseWNAxZ37BmtVzXukEqrPU42UbFoebZrPT84fq7UcR6P6QfxSRKseYHPOngDJ5lsTEIeXC9w2Y/GtaUXWx6+mIKPLLaI4wSLnQCen7M6558mO//8pv5/pfeSC89NqMX8yi5eEEdLd0TxYq1bkCj4hDECZv9iOuX6vSDmMONGvestRER5hs6S/Jcw6Pq2qz3Y06s+fztAxt89x9/ccfnmcHweCa7wdnOy2DYDlsVPTBdYqKdhLXm17GXlAmz0el50TiNgwyTx9fmxdq474seHIxzE8f1d1T8Fq1zJ/u+qE/5/Xg5ju1WHe1JrmvWxjixPK3bPjp/UZvTCH6D4Uox0VkVkV8Hvho4p5R6ajptAfh94AbgIeAblFJron8ZPw+8FugB/1Qp9el0mTcAP5w2+5NKqbft7qY8ljBRrA4CEqV4eLPL9TMNwiTh6UfqoBRn2gMe3uxxsFHht+44Rxif5ytuW+Rdd53mKQda+GHMC4/Nce9ah5mKzZFmjY8/ss5LrpsHdFKjMFYcm6vreqZp5t3Vvs+M5zJbt5B0HGgv/S6IE+I03DiM1bBm6yiWpcVmdxBR9Wwcy6bjRwRp4iY/Sljvxiy1KvSDmFbVIYoVVcfCs/XYWM/Wzu583WW9F3Juw8dzLJpVR7fPxRDj9PgML2yb/WiYcThR+qJlCRxoVNnoh1Qdi5bn0g0iao7NodkqT3CbnF4fsO6HOJZw80KLVtXBtoQLnYCTF/pDh/nhjS6n2wM2goDX3HYYP0qoezZHF2qF/7SKLvdRGua80PBSp9pKsyELszWXqmvzaLvHUssbusfAcN5Pn1jjN/72JF//rIP88HvvYaHm8LTlFodaNZ52rLlbp6DBcFWTRZ5sv4Fd64rB8BjKwjvz03fzxnovRE3esZ1GxGT/k8eFmO4GWw3NLXK/8/OVOYPjHMWybZtWyI5zDYs+59mtc6jwHmZC/6dxu4tc0DLHtcxV3elDARM+bLhSTBMG/BvALwG/OTLtLcBfKqX+q4i8Jf38g8BrgFvT1wuAXwVekIrbHwWeizYUPyUi71JKre3WhhRhibDW127j+W5EywuIkoSnL83x8EqPMEl48uIMR+dr/ODLa9x9oc2M53DrYgvLEn7xHz2dTz66yguOLDCIYiq2xatuWmKm5rLQcDnfDqh59tCRjBPFobkqR6nhORab/ZBBqMekNipaJApajLqWhSV6XGjFvTQsNXNLLUuGolGARsWhF8TM1Fx6gS6vU3EtOn5EZxClY01VmgE44cHzXTxHu6izdb3M6D+YeKSszmjorZ+Wp1FKh9oOwniYCKqRTvejhFbFGbquH39ohZarkzwFccIj612Oz9Y53/VJlOLITI37L3SYq3gcbdZ5pN2jYtvcf66Lawu3HGyilEpruF56MXSdSwMAsr5bosN6AaIoxhIIowTPsTi51mdtEDIzkniq3Q9575fOcKxZ56MPrfPs62d53tEFXV4oSjjdHdByXf70c2eZrbjUHJvl2QrXL1Z3eCYaDFcrO3NIzW2LYS8Y5ySVua7TiI1p55umf1v53Yxz26YVHJME+6Q+bnW78+KxSExOClcdDbudJGKLti+/vkn9yIu4sv7s5UOOSeG645Yr61fZ57xzXOaKT9ruSb+psocTBsPlYqJYVUp9VERuyE1+PfDy9P3bgA+jxerrgd9U+mz+pIjMiS5M/nLg/SpNiS8i7wduB35355tQzlpfj9cM4oS6a3Hvao9WxeZQPebYfI2FxMO1Ld533xmubzX4iluW2eiFbPYjZmoOJ9b6NF07HetqsdoPuGmxwYGZCivtgDjRYbo6c61wfLFGlChmajpBUc2z6QwiKq5Ns+rgWKLHWaKFtFd1LrloZGMzwyjRWYxToZnVbHVsXVYmTsdt9vyIKNZCKwslDqKEsxt63dlYTqUUjm3R8yOaaVbkrMyN61iXCNWNtFxNz49x0jGgjYrDo+s9mq52Slf7AbYFs/Ua59pajP7Uu+7mV77l2Ti2cGyhxrlN7eTevNQclsO5Lm5QdS3uX+3giLBYraRhwt7Q3Tm/GXB47qI4LLrYx4miF2hBHQcxVpq4arUTEEQJXV/vi6csznD/2Q5BlHDdUp23/s3DtP2Ytz18go+/7zP8zk9+LZv9iOtade5b7/CEudZwX5zu9nnJjQcYBDHv/PvTrPkhi1WP62cbPOO61m6fqgbDFcPccxiuBOOEY/7GG8pvsItuqLe6vtH2iigL75xGjEwb+poP+y3re5FAyfd/K2K6yLGbtK8ntVM0bZKInTZ8tmg7x7mxZft+tB/59qd1OMvWOc12TCuatyOoyxz5SespO6/HObYGw+Vgu2NWDypdUBzgDHAwfX8UeHRkvhPptLLpj0FE3igid4jIHefPn99m93R91Zddt8RCzWUQKq6frfG8I7P8gycdph/FnN4YUPNsHrrQZbbistyo0O5H9IOYJx5uMt/w+PzKJpYIc3WXC4OAF920SMW1Ob/p46QCzErD6JZnKtQrzjDTrx/qMZlxoqi5FpaQCk6deTcbezl6Qcim2cPvLr5vVhzObPic2/Q5u+ljixZoFVc7nlHqNNYrDgdnq1y3WB+OTW0PIpw0sVL+iaM74mL6Ycy5TT9NqBQPxbgCFmoe53o+3SDGtiBOtFh+0pEWfpjwa9/+XFo1h0NzVZpV7ba2qjpLcSUNP16eqbDUqnCkVSNWiopjEcaKg7MVRIQoVpcIVdAObhglj7lIeo6lQ53ti6HLQaQzMCulaPdD/uKBFT7y8Apv+n938shKj49+aYWHV3rcdnSOf/xNL+Z4q858w2W26vLgBX+YLAqgkoZRf+lcm4br8LSlWf7ki+c5NFfl9EbAmY2AtV7MpqnzajAYDFMz7sZ5NPR1VITkxcVoG0ViZdx6s3by693qNkwbZrqdENb8d2UuZ9my23W9Jm1XkaAcJwrHrWfS+2kocldH/xY98JjU33Hn1DhBWvQAoYx8H/Pn+rT7dLf2Y9F2jdsPxlU1XG52nA1YKaVEZNcetyil3gq8FeC5z33uttu9brGGZQmH5qrDkjA1z+ah811ipai7Np5jkSjFdc06D210eUZ9juWZCpv9iEEY803POE7Xjzi/6dNyXSpp2ZnVtj8sCwM6PDdREIY6NLcf6My5tTS8thfEzNbdx2S5LcOyhChSqFg7qhXHIlEw33AJowTHFk6va7Hd9XWYc8XRwm2h4WHb2p0dhDqUeLbu0vP12NbhOgRidek/v4fO9/AjnRDJthKCSAuxs5sDAA7UKrTDEEGYrzq0au6wBE0WbhtEiQ6rDfWy8w2P9iDi5IU+FVeXzlmeqdCs6hDiSiruk0ThOY+tOVtNne2sfm1nELHaCTi+UKMfxtQ9myRWdAYRSy2PziDCsS3W+21efHyOWCn+zWtuoVl1eMOLjvGS65e46+wmL7xhkXrF5uGVHsszFb7hKYeHYdJ118a1XE6vD3Bt4fhcHdsSXnj9DH6UsNBw032mHyakea1QSnF+0+c6EzZseJwgYm48DFcX41zBIjeqyLEbR1Fo6G70b6vtFAnxonnKRP24+cpCZyf1ZyshskXicDtM66hO05dxbU97noxzl/PiNx8eW7S+cefKVo/LtPt42vYntTkqWHfiqpY56AbDtGzXWT2bhveS/j2XTj8JHB+Z71g6rWz6nhGlNVGzjLlO+pqpubziCQeYqbmcWhtwZKbGbN3l06fbDMKYh1Z6qNT1E7QTmig4NFelH8ZUXYtKKnR7fkwY61I15zZ91noh/SCm60ds9qNhFtyFhje1UI3TLMDZ7K4taWhrRLsfsTxbwbaE+YbLIIw5MFNhebY6DPnd6IestgPtSMY6RPlCJ0Dk4tjP7OKTZS5OEsXJtQGOLTQqth4vK7pWbBTr8aGDKGau4eJaFq5l0Qn1ONlEKS0Y0z7XPZvuIKI9iNIyOyGbvRARmKm5NCo2gzDhnvNtZmoOji2stgMUPCbR1Git14pro5TiR//iHj5/dkOH/qaZjPtBPHxwsNGPWOsGzFRdPNvihvkGL7vxAI2Kw+1PPMRc3eXFNy0RxDo51lKrQqvmstD0COKEIEmo2TaDKOaLKxscmdH1d+NE8drbDtPw7LRGrU6cNZqdeK0booCNfkw/VJxcD7j7dHf7J7HBcBkQ2f7LYNhN8o5TRt7hKQtT3co6Rj9PeyO+V6GbZcK1yGXLO8ujn6d1mcf1uUyQTSOat8puCZdJgmpc2G9Zf8oEf5kgzR+zce7suHOurI9lDyOKpm/l/Jt23xWtexryYn50+3cigA37i+2K1XcBb0jfvwH4k5Hp3y6aFwIbSocLvw/4KhGZF5F54KvSaXtG5iKu90JiBV0/ouNr982xLRaaHlGsw0YtEZ57pMVmP6Lm2vSCmH6YIKJDY29abnBsocbptQEr7YBGRbt9caJIEp3Vt90Ph+0BOvNt6sTWK9PX9bREO3aObeE61siY1IRWzSGIdBbcjq/HbGb1Q8+mIcIbqTDMXFHQ7Y0mGgItBDOhdXKtTxAl1CsO9YqDJdAPY/pxxKlun14UsVDz2OjpOrR+rMvVHJ6rasHIRQd0ox/iRwkzNYck0Y6nZenw5Hoq9ObqLmd7gzTc+GIiqVGSdP+OEkQJrYrN848v6H2VLpclkXp4pcdCw6Xra/EaJgnrvZDZusuBmQozNRelYLUTEEYJ690AP4w5tdZnEMb0oxjPsvDjhI0gZM7zWGh6abi1Tc3VTnwWOh0lFy+4YZRQdS3mGx6W6DG/j6z0qHk2XzjZ4ZELPl881eWuU0a8Gq4uRm+stvoyGZYMl4u8uzR6HpaFBU+6sc6LjEnshgs4St6VLOrLJLEwThgVLV/EuG0pE067tf07dWZHlx0XulsUrjuuPxnjtrNMuJYJsmm2cdy2FLUzzs3djrAcJ5R3eszL2jbi1TCJaUrX/C46QdKSiJxAZ/X9r8AfiMi/AB4GviGd/T3osjX3oUvX/DMApdQFEflPwN+l8/2ESpMt7QUPnO9T87RDqEuvJMzUdBiudi61EH3ikRbnN30udAKeeWSeAzMV/DBmECapuI2Zq7t4jsUgjKmnrqNra7d2ECZU5GIZFUsEJdBw7eH6pmX04m9ZojPwWoIfJXQGETM1Fz9MOL/pU6/Y+GFMz9fu8SANhz22UGOl7aMUNNPkTZ1BxOH56mP6kn1e6wZUHItBqEOXT68NUEA3jBCBhapH03O48+w6InCsWef4XI1E6QcCiVLM1lxEIIx0aHS7H1HzbCwRwn5y8UIEaaZixWueeJhzmz5V12ap6bHRD6nPVIb74HOPblDzbG480Bg6wo5t8T1fdiOurf8Z2Jb+e27TJ0xF/JkNn0c3u7h2k6brcmyhRj+IWfUDDs1VqbgWdc8mjBNW29pxzs6LpbqXhkALDz7c4ckHZnjwXJdWzdUCPohZaHrpPz5QccJGL8K1LbqBPldcW/jCiU0qrs1s3WWjFzJXd/nsyXVmPJfn3jhPx0946HyPYws1NgcR1y1Udn7SGwzbYYcOqdGqhq2ylVDdIhc030aRA1bkVI4Lky2blm9r2pv1aeYbJ1AntTNtP7biGG+V3RQWuyFU88e6KHy2SOhPchSLli1qs+xBRpn4LQvtHbdsnrLQ2qK2i9ZVtOw0y00i325ZG7vlrBuufabJBvzNJV99RcG8CvjuknZ+Hfj1LfVum4hoIemHMX6YUHEt/DCmmjqRSRo6Old3Ob5Y5+CsHmO42Q+HLmnmFPaCmPVeSJTWRtWhsSFdXwuyKNaZeb1UULWqzjD0eBqyDMDZjzaMFZYoBF3jNE7DmQXoDCIUsN4NWWx5rLQDNnohNx9sAAxruYLuj23pcbMV1yZJXcpMCFddmzAVwpv9SAu99YGu0epYNF2HXhQjCOsDXVt1ruLxtCMzdH0dElxxLUS00BNIkz3psbX9IKYXxNQrDn4qpv00UZJl6aRVVdemPYjwHIsj87VL9suTjs7ojMj2RfPfD2MWmx6rnYAzGz6tqnaBT633mUsfDtxx+gJfcfNBbNHCuFl1OLXWJ4wVTtsflrxpDyLC9CFD5q5bljDf8PCjhJffuEyj4hCmpYBaVYdm1cGPEqrp/tTJshQXugHNqk6u1R1EnO/5XD/fQCnFQtPjzPqAYzM1blxu6EzPls6YrICGZ3Pv2R6LTY+7TrVZnqlw68H69k58g8FgeBww6QZ4GpFa1N64dvMObNE6i27cR/9OwzQCNx8SWdTHvBApej9uPVsVGJP23Wib2xEw06xnWka3d5p+5+cZJ8aKhGjeuR+dr+yY5Y/RuL7l+5Sfb5ygnsb5LXOMs+mT3Oay78atd7d+s6N92Go/DNcOO06wdDXSGUQ4qVvmp+KgF+haobalqLo28w0vdePUMPTWtS3Ob/a1IxgnOFjYqaOWiRylFN00BLcfxFRcm0bFIU50eOhMzZn4Yxr9EVvWpf+QnFTkdlNntetHfOShc7z8xmUGYUzF0ZmFHUtYaHrM191hxl5LdEbdTLBm5XP0uvT6kkRvP+jw3zjRggq0GOykYqvm2ARxki4HN882sUR4eKXHbF0nmwIttvuBFqNRrAjiZDgW1rGtYSg0StEdRNRnKlRTkQs6i3LRhSrbhgw/jFntBNQrDuvdgEbFYRDGrHdDblhq8LnT61w/2+CFRxfZSEN/bUtYafvD5FT9INb7SmlhbwlEsWJ1EFB1LOIEuqcinnioRRTr0PHjizUGoR77qx9A6H5lJYayhFRzdZ386szGgFlPO7EzdY8oUawPwrSurpCgH3qc2/SZrbvM1Bw8p8rJtT5zdd3He8/2AO34urbFceO8GvYI2WGdVeOtGrbKNK5L2Q1sXjQUiYiydebbHue4FS0zLWUOW9E8RWJoXFtlAminN/DTCMgysbdVJh2LaRjnPk56EFF0XMsEY36bJz3MyAvV7ZDftnFCbxrK9u+431dRX7bKOME66cFRvu9Fy+1GHw2PH7Y7ZvWqRildeiWItEvoWEKj4hClWWUHYZwm7dFjHTMXtObZzDW0wNC1RiPW06RJg1AnLMpCi9f7IUrpLLxK6SRDrZpbeBFNkvxFInsV/5ATpd3ajq9F9ytvOsh6NxyGoR5bqNGquSylLmMYa2dzvRcCerysUtr5e8zFdKQfdlqf1HO086yUnnZ0psa6r0Nkl5tVnniwhYgO8b3lUJOFpscgTIb70g9j+kE8DFnu+RFBrC+yWeKlzCFd7QTD7e0Mokv2TZiOs1VKPWafDUI9plYpxXWLdRaaHp94eFWPm3Usrptt8HufP5WOn7XoDCL8UB+rimPR9ePhPgzjZBjue7Y3QKG4d61LJwyZr3s8utpjru7Sqjp4tkXN1eNyk5FzBbSY9dMHCErBoxf6eI6Fa1upQw6PrPSYq+pj1R5ErHdDHl3ts94Lh0m07jrVpubZ9NL6sK6tx77qfkd8/kSHMxsBvUANMw8bDLtF9kBqOy+DYTsU3XDm/3dO+9B39O848Tq6jmlucLP5d3IzPK2gGO1X3jEtanP0NW6904racf3cDSe0jGkfNkxaHsr3XdH5kc03jWAb9904MVt0jIoc3vw8o9OmOWfLxNukhwvjBP+0TLNc2UOfoveTztdJ5/tenaeGK881J1Y/cd86a71Qh6aKPnk9xxq6o2Gs0rIuMVGsT+zsL2gHb6HpDV24LGESXMxWO4hiuqGuXWqlgm++4Q5dzIyLP0AtbJRS9HydQVfx2B9iFCdDMakUHJytstiqMFt3SZRipRdwdmMw7MuZDZ3Bt+tHdH0tmuoVe7g9mTuZ/YCz5EwA3UE0dFjX0nqwji0oBac2B1RsmxvmGyyk27XY9IY1TzORqzMh6/3aT0Ur6FDminMxRDgTnvWKDqfNQoQdWy7ZD2u9kCR9oJDVe8367zkW83WXRF28SRZgox9yek2LxG95+lEGQUyidBZonaBKP2RY6fhcGOhw3ThRDIKYth9xz4Uu91zosTmI+aO/P4sfxjQqDv1QH4tYaUe9WX1sEIIfJSw2dcKuU+sDWlWHc5v+MAlTECVc8HVtWse2tIhPQ6HvWWvz3i+d4f6zXWbrLmc3/OExU+ixxP1QP2w5MFOhF+ikVvr80xmHz26GrHaNejXsALn0Jm+rL4NhWorEQpHDMk1YZP5z/qY+70KOhjyO9mcvKRIg49Zd9Hsat61lv8Fp3Kxp1rtVcb8TtiuIi/bBNMd4kmCctp+j59U0x2/SOT1OzBW56kWie9KDirwLPO58mrRPdnpejHtokK2/yF0d/Zt3s6d5mGN4/HHNhQFbAptBSKvipAl49PRBGKfiVai5DkpBkOiQ1SxkOFGKg7NVzm/6nNjoU3NsDjQrQ+HrpfVOD8xUhmMdldJhtaNjKzOSdDkAe+RikI2PHP0RhrEahgAnCmbrOnuvTtyks/let1Qf1k9tD3TpmCyMd70XMlNzsEQ7vbalBXomWJM4GWaxBVjpBKl7rPcLSgvgimvxpEMtEgU9P6KXivVjCzXuOdNJt1WGDrMIKITNfjS8MLi2hR9p5zXLnCwCSQIbvRDHFg60KtQ9+5KL0FLT0+JfLA7OVobjdbNjqNCiv+rqEOwvu3GJalpGyLUtTq31qXo2zYpNlGYTdm2LXhCz0vcJk2R4DE92egzimFbF5lCjwiBOeNpyc5iF2RKGoca1dPyyPXLM1rsBraoO+T611qdVc3EsoeJYaXivyx2PXOBJyzO0+xFrnYBOGHGwVaVecViserz7nlVecfPyMAIgc/Cz9mdqLp1BRD+t06sdf71d2cMXsDizERBECbHSpYMOzlya+dlgKEPYoUO6S/ewInIM+CbgpcARoA98Hng38OdKqWTM4obHAfkbyiJnp+yGv0yA5IVt0bzjli9b526Qv5nOf7ddN3Ec47Z9Ghe2aN69dFZHKRPe0+yjIuFSNl/Rtk3axqKHHWX9zp/LZX0rOieLnNtpndVJ21C23u3uk6L2i37jRYJzmocI+f6M6/O4c/xy/d4Ne8s156xaIsx4+mY9E0k6g681FAJZCKslQmcQ0fUjEC0SBZipOSzVK9Qce+icighhrKi6F0VFECXM1XXt0CKiVFRAKnQTLUhFLg0R1uLyogvr5sZrVlyb65bqzNRcmlVnGJosIszWtaA5tlDj0GyVumdTdW0dtqp0OHQ4HHt68UfaS0NYHfvi07Q4TRrUTMNta55OFJWJ0tuOtIZ9y0Q0MHRblQI/1KHAa50gzVisHez1bkiY1ouNE1VYV9WyLl6URQQnraMqwtC1rrr2UKTXPZvT6wOaFYezGwOOzNd4ZL3LIEz0eOUwxk3r5b74hkVumGnQ82OCOKHu6LDw2289RMN16Ecxz79+gaWWp8fUptsVJ4poxB0W0eN+/VSsn9v0mW94zNYcojjh6EKNuXQc8XVzDTZ6oT4OcczBVnXY7o0LDf7tS28kjBWn1gas9wMebndxLEmXgTBOSJTii+c3tTiN1dCVzo5Vo6KTVLUHEWFaMmgQccnLYBjHdhzV4Wt31v9/0cn3AuC/Ad8MvAn4AHA78DERedkurMpwFTB641p0c140bVxb49rLTytyC/fagdnOzfG0ArNonjI3dtp15tvYy5v9SX2btK5xx67MLRydNmk/b4etnFdlfSvb/2WisqjdrWzTuH21lTbKPk9qZ9z3Zb/frZI/LsZ5fXxxzYnVRClskWHIpGtbabZdPZYxinUIcHaDn4VdxokiihN6gRY4B2crw/GuWehmloCoH8SsdXRIaTN11/JjLPtp2GaW9AggiJOh2Lt4cdAiORN++R9inKhh1t4z6wPuOtnm/pUOZ9sDen7ERi+k4tpU0xqgYZwQK72MYwl+mBDH6hLntzOIUEoL+yBKhmMxrfTms+tHRLGeFqZ1XjOBmCX9sUSIhgJOi+5E6Uy/tiU4tnarOwM97rc9iIgSNXQd85l+J9EdaOf2zofXgRGXu+XR9fVxDKKEL7/1ACKkDxa0A7s8W6FZdXBsi/vWOszXXY7N1njO4XmWZyp88sQGL7luiXvOdOj58VDwI6T7ILnkAULXj2hWtevqORbNqjN0oJsVZ+i+9/yI+YbH6c6AmqNFdjvN6HzHqTXdri0cmqvysUfXqNk2j270iBPFgZEyPrctzTBX1+WB4kTR7ut2gighSvRDhTBWtEqSe40K125gLs6Gq46fUUp9lVLqF5RSf62Uuk8p9Xml1B8rpb4HXTrt1BXuo2GHTBOqmGc3bniLnKnRaTu5Ad4O+W0f59aVuY3Z3/z7UZEy6mqNEzXb7f92yB+D/DZsp72ydkb/js43uh3TurajbUwSVmXHN39MxwnK0WM2zW9gq9uWF+x54bbbDyS20q9x6590Po9rc9K+NsL16uaaEqt/+JlT9MKYzUCPWdWCRo8frKZZeyuuLl9T92xqrjV0BAXtaCqlOHmhz2xNu2NZKZcoVkSxHvMaRAmtmsNSq0KUul3Z7yZOx1wqpedHGIq6yohQhcf+cDNncZRsfO0H7j1LGCfct9HhbH/AQ5td1vwAS4QDLW8oKoNYi5n1nk4AVfNs6iPOrx/GPLLSw3UswjhNaARD99SxhVjpv4NQC9koTjhxoZ+WeGEYYpuV1gki7dxm9UozoRqm+6YzMl43C5UdpewiEaX9k1QY+2HC8bTkSxQnVF2LmmdT9WyOzNewLEkzPgt3n98kUYpGRQvPjb52n6+fqQ/L1jjpg4zX3HKAQ7NVHm53WWx51Dx7GGZdcSza/eiSPnmOxWZfJ4fqDiJWO8FQtEaJfmCglGKm5vLQhS7n+wPCtPRR3dP1V7Ntrns2TupS3zjfYM0Phg9GbEu44UCD2ZozrFvrOhbVNHzatnRkQBgrFpse8w1v4m9EgM1BwkY/ZqUTcb4dTlzGcA2zE1d1l25olFKfFxFbRH6n5PtAKXXfrqzMcNUwjes0zjWbtq0icTdtH/aCIgdqGoc5mz66XP63WPZAoGxfTnJud+pijWs3L8a2ckynna/IFd6qMNmKmB49HmUPDbK28gI4L0rHiaztPPgpW350ndMuW3a+lonI/L7I3hcd/3GO8WhfpxGsW3GY88fJiNeri2tqzOot800AZpQ7FJiWpcekZsLMSoWBlybfEWHoxEWhnqdecVjtBNx0UIdxRrGinibs6fkRC02PRsUhSRSbg2g4dhEYjmt0bGvo7malWsouOlYuRDervZokiodWegyCmIWKx8MXerRch14UMVNzOdKqcd1iHc+xhqV1aq4uExMnMhTro20/eL6nE0MJqSi1hkmNXNtOQ3O1GM1enUHE7IizF8a6ZEucZkcezagcp6JSh7BCN4xSIa+dz64fp+G9isWWLslSdMGJUjGZ4doX66BmLmbP17VzB2HChU7A8cU6QZRweK7KRq+hx9dawlo3AGB2poKTZtqtV/RyoAV9ECe88PgizYpDP4yH2YKVgrnGxTGgnTQxVZA6142KPRScett0bdvzmz53nLpAN4y5Za5JJ4w4Plfj4GyVZtXhyUuz/NXD53nm8jxLMxW+96U389f3r9B0HeYbHoNQh/pePHf0uSVCWnInIUqPQz+IuWm58ZjzquxCPkjLIimlj/vpDb1/sm1fbpkxr/sFYYdjVncJpVQsIteLiKeUCq50fwy7y+j1qOhGu2yZojby7lXeQRsncIvEy7T93ismCYciZ67IwctvX1Ebo99t92Z8klOV7/PocZlm2fx68u1u9XhsZZ3Z/Pn9OGnZom0cXXf+u9FjuB2ROclJnVbEbefcLjNbptmmcb/Rov1TdOzy51TRdk2zvtFtmZbLcT0wFHNNiVXPsTg8V+X0+oAgrX/ppWVLskRDcaIz1WZlV5LUfbQt8GztzK22fRaaXiq69I+v4ti0ajYVxyJKFKfW+szWXSwRqq5FVV0UpLYlOCJD0ZlR9kRVqVS0pvNmyZfaqRCupKKzE0ZcP9dgvR/wpMMzVByLipttS5JmrNV/F5o6THZU8J1a6w/Db2frLqttf/gjrrp6viwpUyZUe+m+OzRbpeJY+GFariZdZya0s4Q/2Ra2g4iG65AoxXzFoxtGVG2b9V5IL4hpVHSt2yI3GbQw6w4iGlU9FjRREKUCcaHh4qf1Ujf7Id1BxFLL02HcfkSj4nDDgQaDNDtxdiz9MOH6pfowK+/nT29weK5KzbP5wslNnn39HEkq4DKhmyhF1dHOdJIoekGMAg7N6gy98w293qwkDlhc6AQ0KjaJUnzudI8jzSpKkTqy4TAcfalW4Wx3wC2HmoRRwrofcv1Mg6pnE8YJbT9iUXTt3iCt6eo5uv3sAclC0yPKhXkrpV1vO7dr2/0QhU721fUvRgO4th6H3Q9jNnohVddmtRNgiR7vfevB+jQ/P8PjlKvon+8DwMdF5F1AN5uolPrZK9clw25Q5DSNu+nML5NR5FZttR97Of80TBKZo/PlBWeZkCpz8orYiQM3TiAUCYy8K1kmpif1YRr3dZw4L3P2yh5e5EVSmUArW66or0WuYlkfi9qe9oHDVs6Z/HxlFK17nGgt6tOkY1+0fyaJ//z0ouNVdt3ZCuOEs+HycE2JVUtEC7yaOxQQnqNDRd1UgAkMa4JmJ2AUJ8SJdiXb/ZCFpsdqO6BRdYYJlSzRLkTVs5mruyRJlUcv9Flq6TGYGVl7tlUc1luECEPBmo1fTZR2Ew/PVXWplTQs1LGE6xcbhGkYrFJ6u89uDBiELrYlzI1kEs7IxtvWPHtYc3a27g7DdZXSIbtZOZtE6f3k2MLxRS1WBmGi2/FjwijR7q/S40klDQOO0jBpxxJ6UUSYJHQC/fd0t8+Tl2ZpVh2sdCxw1StOTiUiw/DlzkBnJT6QOrGDULfvOLoW7mxdi9euH7PZD/X41LS2bmcQ0e7r/m32tWO60Y+oezYvuGGB1XTs8dOPzeLYWkS2qnq5QVpDNUqzCmdlbfwwxqu7OLZFmIaKZ0mYqlX9YMFzLJqey798zjFOtfscmanRD2LqFYffvfNRXv2EQ/SjmCOzNaI44UI35MbZBoutCu1+qMvleLof8w2Xnq/HWbtpeSE/Sqh7+uFJZeRXrJQaJl/KPo9eUN10enY+hbGi5tpYAu1+xCBMOLXWB7Ls0DYXuhGn1gasdH2qts0Lb5mb6rw2PA6QHTqru/u/+v70ZQGtXW3ZcEUpclOLBEzRMuNEaxE7cY32mqJ+TesMF82T/zvuocC4Pmyl/xnjRHbR+vN9m5ZxLl1RX/JCKi80xomOMvE6qS/5fo0Tt2X7oei8GHc+bFVg5vsw7vO4dsoeTpT1u0jITxL9Resqajvfx3EPasb9FsY9LBsVzkVtTtoGw+5wzYjVE2s+FVe7TnMND9e2mJnVIiZJFLaAH6dJh6IkDX+TYZiwHrOpBc5qJ6DianFS82zmGt6wRmnVtYY1WpNEMVtzH/PD20rioIviVGEh+KEWNLYwHP9YcW1uOdik60fMjYxLDCNdC9S2hLmGhy0XM+yO9idJFCfXBjSrDjM1HSK90QsRERzXQqmYzX6EiA4d1tuXUPNsLfzT5Emj43GzcanZeNUstDdMa8V6lkU/jonTH/MgjjnSqPPgeofbDsywVK9Qccfvp2wb4kSx1KqkmYkVK22fmZo7dDMdWw1DmSuuLltjpReXrCRRFOlw5s4g0q6trxMTffrRNV7xhAPDkjpR6ryf2/SHWX2bFQdLFBt9PYbVsdPs0JHOdmwJeLYe29rf8Kmk46NvmW9iW8JTDs2y1PL4xAOr3FRp8uLjiziW8MmT67y27nHno+vccqCpHyKk+/1CJ2C1H3DdXJ2TF/q0qg61NCTYtpLhmGEdGlz+TyMja7fr68Rfs3U3FdoxG/1wKKQfuNBhuV7FtoRNP+TIbI0TF/oEUcLqIGCx6vGez5/jULPKXMOlVXU4YMKGH7dk18HtL797/5iVUj+O7k9dKdXbtYYNVw3bcTW20nbR+6uJcTf6ZTfh426wx93ETxJe49Y7DeMeIExy93ZKmWgv6tcoWxV/WxX2+QcPZX2ats1xImp0PaOiKr/+snNqJ4zbT9MI8DLBPk7cl21Pvv38undL1Be5uWWfr9aHZY9nrpkES5YIS60KNy3rhDRZKGuWiKfrp+McgxjX1mP/4rRsTJSG6wo6VDOMdVmbiqtLt9Rci/lUuJxcGxBGCY+s9JhJx3Fm5Wm2QyY2MiGWhSuDFkDZbyETpHCxpEo2/jZRigMtj8VWhaVWZej4ZT+cU+uDYS3SME5Y7wbDDMmZeAcdCuxHCVGshmNgs6dUSukxotkYVaUY1vvsBjECw7GrWUKpdT8kShS9KGIziPiju85y03xTu6a5Gqt+GA+F9ihKKaqeTc/XWXTDNOR1pe3THkSsdUO8dDxrnChqrpVmQdYCPEjrvWZOoufoBEwPr/XY7IccbmphNt/wtHhP27nhQIM4Dd2NRkS6Ss+RQepUVxydpKniWohoNzyMEu450+HwfJVG1WGu4RLGiuVGlSBKWGx6hHHCfF2PfX14s8uBVgXHlmG26cVWhdWBz/mOFr8V1yZRMFfX5Yuyca2jgn70nMr/8wLSOq06ZLtRcYbRBX6oH8TUPZuG63C+P+BEu8fpbp9TG33OdgYMwoSarb8/Nlvj8HyVRMFGP+KhlQGnNwJOrPl88r71bf8WDPsbEXmRiHwRuDv9/AwR+ZUr3C3DDplGSOzkZnKc83E1Mk7E5Ocb5xJPErr56WXHYRp3qEyAFAmUsjZHt2mnlK133Dx5l3VcW1vZV0XrLToeW9n2smNStPxWhdFW+lDmqub35TQPzEfXXSSut+ogb2Va0W9g0jk02qfR95MeAhihujdcM86qa8swK2s/iPFsoRfEtGou7TSk0xIhO72y5Eta0Co8RwtZO3UME6XHY3YHetymCEOh06hoATJb07svO2czUTdt+O8oWrBe+sNx0yRQowmMAGKlsBGCOLkkw3DmHFppxt0sbDhMx++K6IzEYaxL29QruuSJFlhpeGnqGs+moqgX6HG9QRQP3VURGYr+bhQRJ+AF2lldHQR0wpClWoWH1/vcNF9jruJhifDG5x7n+iWdBCm/j0brtub3S5woYsVQyPX8iK4f84RDTU6vD9IwXeHoQg3X1uV6rNQlzuq6ZmMxbUtnOXZt/f2Tjs4gIsPsu9nuFxgK84pjDcf01j17OK7VSYX5Stvn0FyVA60Kq50ABaz2fG452NDh0iKs9QJuOdTk3KaPa1vcf66Lha6T+3VPPUaSisbVXsCR2RqOJXzFLQf1OW3LxTBwW49TBdIxyhf33+j+Aj1mVSnFIMzccAtBH1vbEmZqLittnyh9qBPFPgcaFTYG+kFPy3P421PrHJutcPNsk6MzNY4t1hgEMSvtYPhgxRLY6IUE6UOPj95zgfN9n1PtAYebFb7+mUe2/HswXD6uov+rPwe8GngXgFLqs2Lqq16zFImIrQrOaW8Qi5yuy3VDOc3N9jiXaZKYyr4rc2aL+jNNn4u2YdyxyvevSOSNEzTTCrFJorysT0XLj3P+ir4f18ey47ydc3p0ffn9Pa3o3cnDm7JjnHc489ueP5Zl/SwTrZPmzT6Xiduy39FoW9P8Rsb15fHyUOxa45oRqxe6IfevdGh6DgdnqohzMWFQFCe4tjV0UkGPPfXTOpmZa5hlf23VXM6sD6i61rDkSDbf9Ut1wjjhaFoqRURopKIhC+kNowTH3voTxPwPzLYEwRq6wFkyoyzxj5duUxaCe3ZjMBQqlgitmkPXj4fuX1YLdq7uauEZ66RNnnNxO0UEhRZjnbQmqG0JQURaukdn6e0HMXbVoe7o7MSDSLvLG0HIjOdwotPnyEyF872Apxyc5bhb12HDsRaqYXSxdmkYJfTDmJmaOxTm2UVsEMRpXVe9fVa6j5ZnKrqmbuoI1lKnNkhDox9d7Q2TawH045jzfZ8wSXjy8ixHvbpuPx2HmgnBTOydWusPM/E6tg4TX2pV6Ad6f2762lV1LZhPw8SzhxiubXEordPrOjqcfCGdp1mx+dzJDVzLYrWn67VWPZuHznepV2zmQr0Pzm4MmK27nOsMONCaYbMfsTyb1l5Veux1PnlX1jc7PdZZjd6eH1FJx6WOljEK44T5hsfZjQHLs9Xh72MmFbNBlHCwWcVJx+sutTzWuiFKKebqLlXXYr0XMggT1roBZ3oDlFL88O99jn/26lv0GOdYUXvWm3nDf/guwjjhB152E7cdvjRzseHKISLD39TVgFLq0dx1c/thK4argknCZqsO4TTTM0ZvhvNOUH6evWKSKM33Y5ob+CKKBEZ+u/M3/Fu5+c7vp+3us3HuZp5JTtlom+PWNa1rt5VtKtuX027bJPLnal7gjevTdsjvq3GCdVJfx82fF7XT/v6Klps03+jncb+9smvUuG0fJ+a3e00xrmw510QY8OdPdAC4abHBcqtCzbPpDKJUYOqxfVpkXRQjtmRuntD1tRtZTzO4ztdd1v0gzQpr0ajoOpczqZNadS8mbCrCTsfATmLchSU7YbNERBmZ85k5uFGsWO0EnFwboNLQXJ0dVoY1YWfrrk7+41ooGCaL6qSuY7OiExIFkXaTs5BkK03WpBM5KVzHou1rdzNz8mwRKrYWQHee3eDWuSa3LrZ48fElbpxp8OTFGRzbolnRDwcyYemOhDuLQM21ieJk6K4mSu+frq+TCmUZfM9sDrRArdh0/Jj5hkvN0+NUB2FML4i5/2yHMFacaQ94tN3jfG/ATUtNLBHuX+sTp/VRXVsL3SRRaY1dve4wTjgwU2Gu7lJzLVppRuKuH1FxdVjwgZZH3dM1e3WouJ3WdXWIE8WFrhZxG72Qk2sD/FQ0fvbEBjctNbjtSIulhsNqW1fpaPcj7jnXoebZw/Oq7tlp6R9hebYyTH5lW3KJUE1SkZllDM5CxMMoYaMfDrNLK8Ww9u1K2ydJdMbpo/M15urusFZro2IP3eTsIU+jol32KHXz65525RtpdidL9Dlz90qPh9/3pyzWHb76CQf58uOLfM9/+h7e9lNv5f/91//FbN3lvV84z3ov5u7TXT7zSHvyD8Wwp4hs/7XLPCoiLwaUiLgi8m+Bu3Z9LYbLzlYEQZFQm0ZsZDekRa7euJvA3XDDyvpWtK78TW6RmBx9n/872s6kdY4uO61LOYmy/TwtOxVzRQJzK8e2aLlJ21F0PhWtZ6sOaJnYKTu2ZedK2TZMu5/GPeiY1Na48yD/gKjsfZlLmn+Nc1VH2ypzVvPtjrsuFT3cmvbB004fUBT95vc714Sz2qw6epypddGFDNPw2SzBTpap1nMsXYIlTZg0SJMouel4wVbVoVqxOdiokihFs+rQqDhU0hv37BQM0zIiebJza5pTddI/jjBWw1Iz2ThaYFg/dRDo7LcXuiGNis1GP8QWoZqKqGqaLTZI+5oJHD9M6AV6/OlCWrfUScNiIctErAVJVqInW+9M1cUPtUjMxHGnH7EZhLzo6AJzDY9mRY+vdKwKVddisVVhpe1zw4FLHTU/jKm49jAh1X1nOtxySNfKzdzVOFGstANWOwHzDZ0c6uBslUEYo5TCT8Ns/UiH9nYHEf0oZq7m4UYWRxo1lmcqzFQdlmoVvvFps7iORdWxqFfs9KKp+5Ptn0ycZcczKw1T9+xh2Z2sj5loT5RC0H2uuhYLDe1eP7japeW5OsRc4ECjgh8lzFpC1bE5PF8lihNuWm5w/iGftW7IfMPFEpv2IOKGuYYWxQXnWuaUr/VCXYdWtNAWAT/UmXwztzobe5tt5/lNH6XgtiOt4fZrlw0cSycZC+OEI/PV9AGHfqhjW4JrW/SCmJVNndSsM9APPcIk4VmHWrzyO76d7/nO/85f/fF/pll1+MCnT0IS03jGS0gUfNnNi8OkTmGseOB8n5qnSxmttn2Ozlem+PUYdoudPMndZcH6ncDPA0eBk8BfAG/a1TUYrhjjbvTKPo8uWyYQylyaIhdmWkdnr92NvIM6yZkr6+u0wq+o/TKRMI3bWrRPi5adxg0s6+u4dY9ru+y+Kr+fi9osW3++/Unnzlbcwvx6t3Ksi5YZd0wn9XmUss/jnMtx586k317+GjBNn0bnH/1+Ul+K+pb/LY5On7TsXlD04Ar2/tp0tXJNOKuDNJw3ShSb/Yiz6wPa6fjGTLT2g5iuHxHFybD+JjBMLpPd+GeZgm862EjFomgBm453zE6ZIvGQjXlUbG/cKugTMUkFUqK0a3p2Y5CKC11mJogTHl3tc3bT13U/leLshs9Cw6PiajHeqNhp+RabzVQYDJMjoW8yF5oe1dTpjBNF14+HZXocW4uT0YRKm72QmmezmJaQaQ8i7l1rc/OBJi+5aYnlmQqzNV0WRylFq+YwW3cZBDHNymOfi7i5rMnXLdWH4atKaddvPR0LWU9L3Cy1KojosbfNtAatbQnNqsO5TZ9EKVzL4lxnwKGZKtct1dnshzx6oc9C02Op5TFbc4Ylc6I4eUy/GhWHrh8Rpg80YqWYqekxv9nYUtJ9GMS6/E41DbPNnM1eELPWDWl5Lndd2CCMdHmbw/NVZmo6zPapB2apujZRrKi4FjcuNDgyX8UPE+YaHofnqty03MDJFUzNnFTQ536Snt+ubVF1Lz6gyObJkj4Jehyua+uxuk862kqPlZ4+COL0/FPUPZtW1cG1LTZ7IUmi0oc6OvR3ta3PPV3uSJ9zlmgB/uOvfiIA7773HHed3+Tm43O85s3/jGqjyolVneT17jNt7l7dxHMsFtNSUVGcsNoJ+MBdK3zHH36B2rPezO/deXI7PyPDVYKIVEXkb0XksyLyBRH58TGzP1Ep9U+UUgeVUstKqW8FnnS5+mq4fOQdxrzrM+5Gtsghyt+YjnMot3ITuxMm3VQW3RBvR9yVra/oBrdMuJctl2crDuS44zktk4RPfn2THLXs77hzYBpxkt+PRQ7gVrepyL2bZrn8uV4m3kb7Om1fRj/nz80icVzmkE6i6BwsEq9lv/ui60PZtWXavo0e50kua9l27AZF5/Hoa79wTTirj673uH6+QRQnnG73dZhmrcJqPyBIYg41atiWDOuKdgaRHqfoaCc2inXobBbmCzrU9+aD2tUaFZ6WZCdLFgp38bsoHc9pT3G+jnt6l7l1caxY62rXzLZ0UqPOIKI+dP20SOml9WQdW5BIZ6bVY3IvCk0RPX63WdVZYD3HwhZho6eFrFLaoc5qiYZxMuzTRi9ktu6m7rIOF9YlSyostTweWOlwY1r7tR9m7qIWy2c2fOojIdSj5AX9qFOtxRYstio8eK5LK00QZYkW0xVXh+8m6JDX9V5Io+KkY03tYbmd2ZqDLVVEhJpno9TFMNrsAQVoAZj1J0lrpsaiOLMx4FA6nrPrx7SqDn6o+5YopccPpw8Awlh/vutkGyt1XT/w4AovPj43LLejBaXeziccahIn2h0ehGp4jp5Y65NsKJitspwT+UqpNPw7YRDq0GLLEp05Oj0/B+kDmPVeiG3phy2gkyBlWbKz8dl2mmQsC13PEmi5jo4iyMrc6HNfOLmuy9j4aZKqzbTG7qlun2ONOscXayy1Ktz5nv/GbF074U9canF6c8A3PvsQp7t9GisOqwOf+1YHrPRCTrcbzFc8HNvitz97ind+9EG+7VW3APDf3vUlBPieX/o473jLqwiThJc/cXHyD8wwFfo3taer8IFXKqU6IuICHxORP1dKfbJg3l8Enj3FNMPjhDJBlJ9nK8KtzEmb1mXMf3clXYsy4Vi2LVsRsUXbOE7kb9WJyrexFUdx2n5PI/jLBNIk8bcVV3N0np2KlUntT7vcVsX46DmU35bs+2n7kN+/49aVb38ahzf/MGBS38b1q+j8zvev6Luide2GOJzmN7LVB2q7+fu7WnncO6t3PLjBzUtNHFv40kqbI60atyw2uXG5wVOPzOBaFvevt1lsVej68TAhUZb4purq8iH9IB7eqGdjBltVZxiOGsUJYZSw2deObZTWuQQtUv2RMiKTKDqhhgIpdc10OKZwaFaPwZ2tuzQqjnavXO0qHp2vceOBBjcs1fEci/mGx6HZCrN1FyfNCOza1rCWbD+IudAJ6PkRG71w6KC5aSmW9a4eP9n1I/xQb2uShZCm5Wz8UCfl8SNdt/PwXJVDreowJDYrebPWDej4Me1+yBdOb1ySzTiIkkJHc5QslLsfxByZrw4fKiTpDzhKEzW5ji5jc+eJNTZ6IYutCq4t3Lzc4NCcTg7UrDrDhwy9IEalx0ChQ6yzvmT1ZVc6Aa5jcXbT19mSHZ1oqerqGqt2+vCg4tpDp9pPw5K7fkSr5vCxR1cBeNGxOZ55fI4NP2SjFzJTc4bliixLWOkEnNv0WU8fCJxZH7DUrOjwc89+zH6JYoUf6gzNgzCm6mnH3w8T2v2QjX5E14903WB05EAYZ266UHVtJN1/mftqjZQbGqROfTZ2OXs5tnZrE6Ud9cxBPt3rc6Kj3VIRhpmGF5sefqiTTh2eq/KE5Savf9pRlmta+J/c9Dk84/JbH32Y1UHABx5aAeAX/+Mv8uj7/4ynH2wy+9yXc/c7/5i649C+6042g5CbDjTZ6Mes92IGEQyiqX5yhjGMPo3e6msSStNJP7rp65L/wqJL1nw/cEBEvm/k9WPAY38EhscFZSKoyBUouoncyY1h/mZ39G++H5NEzV4wziUb55pM+Zu7ZPki5y0vBLa6D8qctcu1D4vExTSUnQvTbP84obQb2z2NOCpzEcctV/SAYlJ/xy0/6Xc1TZtl53mZ0C6anhe2o/0pEsVlbRa9n+b6k+/LtL/N0XWUzVP23bhjXdT2bojrq4XHvVi9bqlOz49Z74a0PIebDza4cblB1dVjDF9y8xLPO7ZIdxClWXQZumGNikPVTct01Bz6oR7v109FixZM2r1MUneyloqDTDSFUYKIvpmf1qEoSsx0ScKc9GvHtphreByarTJbc4diqJ+Om3RsPT51MXU4657NIEw4sz6g6+tSM1Gi0uy/2rls1VwqjsVCw6MfxLQHEV6a7XYziFjp+YjIsBxMayiutNs8W9fLZxlwRYSbDzY5OFvl+GKdcxsDVto+gzBhM3X2KvalNVUzITQOS7SoXevoRFfr/ZBKWkPVSl9KqaGoXqxWONXu0/OjoYPp2hZJegxb6bRgOFY5uaQPXV+fH10/plmxafd1gq7OILpEuAHD7MqgQ5kHYYwfJbQHEb0gZnmmwlfdvMxMzeEJy00aFYenH53l1kNNoiQrIaOdznvPtZmpOfT8mC+e2kzHhKaJrXJiVYtFLbgt0eHKWbItSfu42vYvcVAXmvo4ZWG8OrPxxQctVvpwJgv3zsSvJfqYi1zc7izZlZP2ccMP+fzZLk3X4Za5JnNpLeLswU0YJ5xa62vHXPT48FbN5ZOnVjkyo0PJX/WsIxyqV/lHTz5MECV80797IwD/7nc+w8YdH+Zrvvefc91snd/51X/NQtUDpdIayBcvXZloNeJ16whZhMj2XgAi8kYRuWPk9cZL1iFii8hngHPA+5VSf5Prhgc00ZE+rZHXJvD1e7n9hr2nyD0seugxTsQWCbCi1+gy+eXLbtqLblTz7eTb2+4+yE+bRjRsRQwUOUtFlO337dwkXwknZ9KxmeTA7Xafr4SjVXTM8k7ppO2d5tiPm6eo3SJHc5ptKXo/zTKT5i/bJ0XT8t/nH7jt9Bhv5SHBTtdR9nDg8crjPgx4pqZdxLVuyHVL9TSRki5fkrmKh2YrnE/HxHX9iwlyRMCPFAdnK9iW0A+TYYiwH+rswZ1BRJiGCFuiQ3FrnnZjbdEhsa6jRdS0J3KZUMsEmO6bDENTs2aV0mM2s5DYKFYMQp3cZrGp3c65ujtMGJVlA56p6Wy2FdemUbEJIy32mlVd2mYQ6qyxsxV3OM41249hnNZ4TRSQYEUyFG8KiAdqGL4bJYowUTQdi3MdnycdnqE7iLg5rQuacXbD5+hCDeCSEjajVFybg7NVXFtn47VS0VTztDM4SN3t02sDNoOQhuNgiw6jnak5w2RY4UiGYcsSllq6L1mm6EGoxVWcijnPsWiniqdRsdMERDI8bvkLVqK0WLQtnaCq5urxqzcuN1BK13fNRNrDKz0Oz1UR4ELqYs9VPRIFxxZrsKofULSqDo2KPex3dk4kI4nDlEod6lR1BlFCOw37XmpVhscnKz/kORaOpZ3WzBXPBC3obMxBnAx/O6Ohwq4twxI1ji20au7weD/zUJMnH5xloeHST8PUN9IHBPesbHLjnBbr7X7IRx44x4uuW+IrbzrIStvXY429DsfmahxbqLHSDghSl3txsc4b/n//hmccbHFis8d1M7rUUL3iFJ4vo4wKVqUUNffaDIvZHQSZKh1c2dKglHor8NayeZRSMfBMEZkD3iEiT1VKfX7k+48AHxGR31BKPSwidaVUb9udMlzVjHO1ipyT7bSdd2LyLkyZW5S/sc2zVyKnzDkq2qayfuddorJtH10uT9k+HyeI8tMuB5fj2Eyi6MHAbvdhK+2VPVCY5BYXOY7j5hv3Oy3aD0Xn9nbI/0anaW/cto3bpnFsZd6yh2RlxyXfp7K+T1rnaFuTju+VeNi0HR73YjVJFPWKMxzH2fMj7RYpxcZAJ+c50KrwyGoPETgyV0tv3IU4veGfmdNhph3fZ7bm0h5ENCo2Ilq4LDS9S5zPKL2pDyIdhpokikTAmvKmr+jkiOJkOH1UXMHFMi6MiMTNXkjVs1EwTJIj6MRPF8d+xoD+nI3jjGKlHcZYu23D8ZtK0Q0jFuvesKara1tDdy0b3xnFCX20u5hlh/Uci56vxWOz4nDLwSaH5qoMwoTji7XHOMm9QCe4UkoN4wFH68hmKKU4MFNhrRtw3VKd7kCXjslCbzP3uOk69KOYZxybw7F1eG62/5z0qGSiOC88E6XY6EcIWiBv9ELWeyFzqYNcG3E3i46bbUla2keXmnFSN3dYs7SmRZyQcGhWhyj3Q50MqVHRyZV02R0tND1bZzZeafu6ZE7qjjrpuZA9PMgeYtQ9my+dbhPECTcvN7FF77euH/HhB87xmdM9vvP519Hup2IzPV4Xs2DriIDhA4e0P1mdVc+22EjDwRtVB6V0RMJGL2Sh4Q1rymaucrYP/CjhuplGWus3YrMf0Q7iodvu2BazdZdnVOY4vlgfHv9/9bzjfPZ1r+cP/9ULuO9cl40g4GC9Si+M04zL0z/FzuYbRHBmfaCPbT/ky5+4MHHZ/YLIno9ZHaKUWheRDwG3A58vmOWIiPw52mW9TkSeAXyHUspkBL5GGHdzWHQzOu7GdNJNY95ZKBMWe32zVnbDWtTH/Hfj+jZOBOTbKhKs+T6UiebRPufd2/1C2f4Y/W7afbKd/TfuYUr+YcY0x6no91DUZn79o+seJ4TGtTdOrG1HgG5XCJf99squO5N+F5PE5TTHfdw82xXXk+Z/vIjXx3UY8IVulDpb+uWHuhRGnO78rG4kAkfna9x2uDV03Vxbly9Zannpjb9ORFNxLebS8aHtvhYtYayGiYiyEjCNqqNDMv0oHQM5XcjOuCeaWahp/sTK3F0/1I7YIC35krmOjiVs9HXopwjDMNl6RWfjFbnYXycVQ0GUDBMCbfZCLBFmKy5VV9eozRw4pRiG3mYiI0zrvtYrFx3MfhATRglPPNzU84qw0NDrzkrTZNyalqfJSuqAfugQxZfuGz/UgjqrhdqoOmkZH53saKnl0Q4iji7UWG5Vhw8hsv0YxUn6439s9maldKItYJhI6P6zHdqDiG6gz6uipFCjon302GUZe7OxtNl0EWhUneHx2uhH9NKx09n40nvOtfni6U1+5W8e5otn2rT7Iac2+5zb9IflirJ1KKWouTZdXwvs9iDiSUdaPPXoDLbAuU0fRLj3bId3fvYc//OnfoNPn7rARi/EEnh0o8d6L6Td1+OWozih48dp6R89HjcrjRRGCUGcUHMt7FTU9oOY9V6Y/rZcNn09TlYpHeVQcbVjO1tzODSnxzL3g5i5ustzDs5xz1qbKFG8/4HzOsQ6DV1+dLXHn9x1muVWlT9404upujbzdZenHpql4tqc7vZpVXTUwOizD5X2c/TYZH9FZHicFpseji0cm69x58ObfOyeNT5x3zrvv+t84e/RsDuIyIHUUUVEasCrgLtLZv854NXAKoBS6rPAy/a+l4bdZqv/B8c5ZdPeZJUtX9T+bjg945h0E5/vV/5v3nEtar9IbIwKltF58zfdZeI530bRfEV93W22e8x3uy9F93Sj+2CrQnWaeScJxdE+TfOgYlwftuImFm336Hf59/l1jXsIM829cxnbWa6on+PaGrdPJwnM7faxrF9beSiy3XWNvq4WHtfOai+I6YcJFUdnWA0iXZamonRmVFt0gNtFNymhmma03ehHaeiuFoPZeL4wVsMw36wcShYy6dlWKhi0szkIE1o1Z5itN0sutJ0HE6OhwZnLlAnhzIm0LT0OUClQaPfOtYWZmjssx5OdyEmaDVcphtljEwWb/YhK6jAGUYxl6TIuM7HDUqvCelqeZpAKRT8dJ+mlpUkEqHp2GkIcUavoJEPHFmrDuqXA8P0gTWJVxOjvIHMLM5JEDcdXZmNmo3Tb655NohQVx+KFNy0gIjQr2oXsR8nQWVVKhwFn7mgW2goXMyN3BhGLLQ+lGI5RvW6hzsHZSskNlP47KiJt0f3NbhriRI2MBdTTBmmIeVbbN1FwoRPoBwCW8KULHb73y26k4lgcma8SxooDLY/FVkW77kCsYK7h4YexbieIqbkW9YrO4nxu0+ddXzrL1z35MK2Kw7c97yhvfsm/5YkHW6y0A47M1/jYo6vMeC6WwH1rHY40ahycrbDSjpmpOfQD3bYAtq33RxRrwa+UPhf9UJdBqjgWh2eq9IOY+bqrH5KIdvo7g3iYIXmx6VHzbJZnK3pcrGvxhVMdXnZ8gd+48wQvvWGOl960xJdfv6TL/6Thxr/wiYf5rudfx5lOHwXctNwoLAkVJwpH6RBp4qxO8MWHK1nCsCDSx6ATRhxsVqlXbJq+wz1nesPwftcWbjpQK/uZXpPs6Enq5GUPA28TERv9cPQPlFJ/VjazUurRXH/isnkN1waTXJ0ixrkcWRvjXMLRefeCvFAucnFG5ytzpPJtljlARdtZ5BIVuavjHJv88pfDdZnGXSr6m32/G+svW/e0/dwJ445P2XmU79NORMY0DwTG/VbHnUu72c+tkj9npplv2nbHTd/KtubnK3sgtVV283y4Us7r41qsZmM2N5Uuu1L37NQtVMQKojhCKUV7AAr49Mk1nnl4DtsS1joBkoY/XkgCKmmdzCAdz9dPa05m9TzjtBZmVlLFdaxhMhqd8MghUWBb0z1pgfInTNrp0zU7rdQdWutmburFsayDMCGItICue1ocXixDop1Ky9Ljbl1bqLkX6286ltBLM/32UzE8CHXinizsOGsnTrQgcF3tuM1VXS1gsyRGKqFRLT6VKmPGF2YJhDL3c3R/WJYQhxfFf5xmX3YsGYYbjwoXcSyiIKZeuSiMXefiwwWRkZJA6XaLSFquJ+F8x+f4Yp2TF/ocmquWHp/R/l06HbICtpL7fpg5d31AxbE43/UJ4oRjszX6Qcx183Wum6+zlGYyBu0+j64iE4nZuOONXjg8P/pBzGon4I5TF/iKG5aQdP4b5xrEieLhFT387/6zHTYH+uFBx4/40kqX8z2fxrrNyc2AFx6d48Ig4AmLLVa7ATNpndVsbOyBmQqr67qtE50+Ndvm1gPN1J3VY73F0pmJq641FI2WJamjHHHbkRaeY7HSHrA8W+W1ty5xz1qHM+sD+kHMzQebBFHCRj/SYdBxQt1xuHWpNczoPPpAxrJ0krHsYUyi9Dnj2NbwInt2wx8+bAljxVOPzOKmEQZxomj3dfkdP4zp+YqP3zvAS8OU71/t8JqnLJeew9cCe/m/Ryn198Czppz9URF5MaBEl7n5XuCuPeucYc+ZJBYnCc5p287eF32+UjdXo5SJ1yJxOq7fZftm9IZ43M1xmajbyrLTTt8O0zqnZYK/6P5qq+dAmfDP92Ovzqv8sSzqXzZf2Xdb7VvZ76fIQd6ps3elfo9lD3NGP5dR5ihPc42ZxlnO97HoeIzjcgr/afu02zyuw4CzWqBhnNALtLOUiaPsRj9Kk9LUPZvnHJ0nSjOfZnUls5I12UvfSAds9MKhs+mnmWOz8Z5Vz06T4DjDcY1W6t7mz5dJT3Dy8yqlNU827nFUZGUOXZSWkMm207X1erPyKVlZkkxsdv2Ijb4OeXXTMNqKY7E8U2GjF3L3yibNqhbbYaxL6GTuZD0tl+OmobwVx6IfxsTp2EnHlmHCqmm2sWjfZBfA0XmzmrVZeG02NtYa+XtJW+iESKMubuZyJvmLVPp3EMac2fCJleJCJ0gzRI8fo1p0k5DNm4VKZzVcgyjRYb6nO6y0fe2OJorZisuBekWHxzY8ZusurZpL1bWG4cKn1vqXZIXe7IeI6P291tVjsdt9/RDiiyc36QwiXnzdEofmqsw1XKJEcaEf6PXVXJZaFd72mVPcfsuyzho88HnWoRlumGnwpMUZjs54PLDRIVGKExt9Vgc+6/2Qjb4ucdQOQjZ7IRXLxhGLI40atx28mHxqsx9xdmPAybU+a92AExf69NJSSX6YDJN1ffi+83zqoXU+/Nbf4vNn1mm4Ds8/rMeQ/uEXzwwF6adPXMC1hE4YkaBYnq3gRxdDr5NEDRNhJemY7cxBz64B2QXcSSMLbj7Y4Nk3zA3LB0Vppm+RS11+17bY8EM2+yE3LTb5m/vX2RwkPPPH/pLas978mHPi8YyIjhLY7muX/119J/DdwFHgJPDM9LOhABE5LiIfEpEvisgXROR70+kLIvJ+Ebk3/TufThcR+QURuU9E/l5Enj3S1hvS+e8VkTfsQt8m3kBNulHM/0/IuwxFN9bTCt0rQZm42Ipzlk0ft2/Gifjs/ehrdF35fTm6P6c9ltslfxO81TbzfS0SbmVOYNE+KRIZ2d+9vlEvEwT5Y5v/bquUieL8+TJu+nbFy178RrciOIu2Ob9d48T5uO/H/V62el9ZdB4XaYe9ZvSakL9mXY71P27F6t2nu8PEPSp1Ah1bZ+ttVLWIDKKE+1c6NFPXzxItVAZhrMuNpKGzWe1JgPVuOEwSc2yhNhy3mAmzTDgmSmekzUINM7LxrxmjB3Wa2qKJUmlJGN2vJFFUXZu5dOxpmI43rXk2dc8miHXI8CCMUzdJO879MGG1ozPOVtLt0yV4dF/66fxRnHD9TIMDrQpnNwd4jkW9YhNG2i2tuRYLTU/X/azo/ZJlWc6yxW73wp0oeOh8t/T70YRLIjJMWlQ2bxGObQ2XDaOEnh+x1gv50D3nufPhdZx0G44t1un6EXMNb+JxylBKZ73NyB54BJF2Gh9d7bHaDmhWHQ60Kiw0PVzHIowTZuouh+eq/P2ZdVbaAbM1Z3geWZYw3/CG52QU6/Gkjq2d/s1+OEwu1UvHg0ZxkpaySbjrzCaebVG1bfw4oV7RzuMTDmjHeK0XsFitoBS86+7z3LPW5uU3LfOKmw5y83yTputQtW0ilTCIYzb8kHU/5OGNLoNYr/e6pfqwRE4/iIchtn6o3d7s97HW1QmrOgM9xvbGuQZzNZcP/MF/whLh8FyVo/NV7lltc2zW06Wi0gcxTztUpxtGdIIIVPo7Tc8H7SrrfdNLf4dKqceEkyulH2Jk42ezclSZ8F9sVfTvTF0s39MOQmwR7llrI8BqPyBRiq9/yfUwc4B3fe4M3/S2O/n6X/8Un3poc6pz5WpGZPuv3UQptaKU+idKqYNKqWWl1LcqpVZ3dy3XFBHw/UqpJwMvBL5bRJ4MvAX4S6XUrcBfpp8BXgPcmr7eCPwqaHEL/CjwAuD5wI9mAnc7bMURGF2mrJ2y/6f5ZccJjcvBVm7a8kKwTHjm28+ml62raN9M2gdlLmL+YUJ+30/rSk3LuH0yur6tCIiybSublt/30xyXceQFUNH34/ozOm2SQCgTYePWO+78KBLD+YciZe2WMekB1k7ZygOVcQ97RpcpOobTnANb2dai827cQ5Yr8TCu6AHFpPN6N/v5uA0D7voXx+3VKzZKQc/XCZA2euEwY+xTDs9yZn3ASs9HKVioeVr0xdpFm6m5uOlYRccS5houSsGhuSpdX5eFmW94iDAMLczKqExbriabJxOH+YRDo/MNgpiKa+Gn2WGbaUbYIL05F4G5uu5zJc38m425VUqLJcsSZmvOMMNsnI7btEQn5NHbnxBGCQtNj6VWhUQpbllu8uhqD8fyqLg6W23NtYcZiJVSw3qznv1Yd7Nom8ex3guHNUCztrJ16PcM6906NsPw6GyM6Oj6w1iNZEG+mF3ZTp1pP9TCyY8S2v2QQ40qnSDiwEyFL5zY5Pql/z97fxpuy5KWhaJvZJ+jH7NdfbP7vavZe1dHFUVbINIIHDpFrzTCleMjwuGi91HhePB4BeHoARFFRVHEowJiIUgr0pVVUFVUFdV3u29WM/vRZd/E/fFF5MyZKzNHjjnH2mvtXfNbz3zWnDkyIyIjInPEG+/3vV8LlsjdWTU++ftKxfySKXBkXOfWmGKcpVvqzYmPC0MbO9MAUUIP+0qHctz2bA2Xe20RL320TrnBIhlJOX6BEKWa+XHGnq92DLRNDQdCabdn6HjNxT4AIEwotvTGyMc3PnoBz+64pJQdhjjTsvHNj57Drz65DVPdB+ccEwHULE0Fj8gzQWGArigYBTFuOD7ecn6V8q2qh0BVulUzJtP50MaLTBXEOc25aRDDVBVEaYqfee81/OhXDxCnHG+5soYXdl384VN7+Lz71/DP/+dz+P++7T48O3Hwtns2bsk5S0y7lsV3K8IdX7pRy7nkBHH2DLlhAkM8gxzEoI7cCE4Qi76mMVXAEPMUlqrihZGLT+/P8OpzffziO58DVs7h/tUuLq2OMRE5eN/79Bj/8SPX8SX3ruLtH9/Gv/6zr5479+8WY1hOQvtlGGPsKoDvAnAFue8mzvlX3ak23c3GOb8B4Ib4fcoY+wSIlf5qAF8gTvt3AH4fwN8Ux3+W0wri3YyxAWPsrDj3tznn+wDAGPttkGLzf1pCGyHKrPysyorApQq4VgHYl2pez2NYytiwIvCqKmPeZ1XtKauryhbpvzowuUxrUndVX5adk7fifKraLDgOY1gF8Mv6raod+f/rzi+rcxGwVjU381asp2yulLVpnhU3Xqqs+Pm8vxexYr/VlVWcE/Pud9GNjTIgvMhzXPYubNJ3xXqOu9kwbx4d51kq2lxmld2lrkZdS8NKWwcHMYdxyrHrBmCM4k4BYKWtY6Vj4Op6Gw9u9jCwaOFMuSgNGJqSpShpmypM4cZr6komWKQJUCrBRL6z68DaIsY5ud4yEENKzGgCU4hCOUGCNKU0KMO2AU1Vcq6Ohyqs8t6ihFguGVfKQSJS+w6pGwdC9ChMyJXSjxLsTEOsdAxs9K1M9ThJqR2S0ZRpTmRKmyqTaqzz7KntGa6stzFyo8NrOYHYvVmInWmAsUvur/K+FHZ4j7LvpPs2gcZU9IsQlUrp2PYkgBsmGDkhVrsm7t1s49Xne9m1HUurBamyLoAYQxn7S67XBJ7GQpzq5sgHYwSQW7qKoXD1lTHRW5MgA3iXVm2c6Zu19ZpiY0LmAdZEvHLX1jHxYsQpKWCvdgy0TC1zh1UUhhsHPpKUY3caYncaYsv1MbB09A0DLZNEj77g8gomYYT/4xc+inc+PUEK4BPbLqZBjJEfYRLEuNRtwdZUfPaFNbRNDXvTEJxzjByK905SnqXXmfkx3CjB7iyEITwcUs6Fwq8BVWG4Z72Db33TebRNFfuzEI4fQ1MZ7l/vIOUcf+bRTbz72ghvvbiWqRbnX5KpAKmy3ESA0fzzKeO3vTABOLJY3iTlAKfPJWudiD5UFQYvTuCK5/+PXhzh0zs+wDn29xzg2Q/h4zsT3LtmYuSEeO+NfXhRgm945Az+80duYuyE+I8feBH/9o+fx0+88xn88dPjBk/CqQn7rwCeBfATAP7v3M+pzTHG2BVQbPB7AGwKIAsANwFsit/PA3ghd9mL4ljV8WId38EYex9j7H1z2gKgmi0tnlcHKornVZUvy8j/3I7d/eNavs1Vi9CqhXAdQJhnTUBE1eKzzpYJVBcZn6q21rWnilGr68M6sDvPqoBk8bN8PfPaXAdUi89RVZvnPWPzWLJFn9e6ssraVVZuHTBf5hxcpM+a1t1046Bqs6WuvrL3Q/7/4lwpflZWd9k91r1z591P2ftXvv/yP02tiRvwXelqZOrE5FybuXhx5CKIEvRNHSkn8CrdczmnRex618C5oYVzQwIH54c2LMkaCsCT0BoWLaH+OxYgapmgtAiI5GClnJgoy1Az4RcwQFMZLE1Bwg8X6FI0SKaWUZTDF42uKZh4gj0V7qi6SgysrVP+S02lewuiBE6QYN+JoKsMu9MAUZzizMBCS8Tldi0NmkrxaW5IKrb5nLBl99Kkv8ZuhAfPdKGr7EgeVoUBn7gxwfUDH/vCjTlK0iynK6XcSUWcLj180jU7/ztAoMkJSM22a2mwdAVdm9xvfZEGKEpSXF1vVY6XBMDkOp5m96drCtwwgRsm2JnSJknCgZ1JAAD4xM0JkpRjs29h6lOeUScQ+VWF6qzCWC1IlsA7FK6ufpigY2oYuRHapoqpF+HJ/SmihOOZbQeqwgj4BQlujHzESQpTV/Divgc/TrA185FwcoP1kwRuQKmeBpaOL7lvE8Ohhf/0D/81Nm0LP/K3fhz7XoyRl+A1a31cXG3hSq+dqRk7QYztWUCiSjh0YZex1Fuuj1kUCYXulFhPjVjNXTfEtX0PoyDCMzsuwjjFe6/t48p6G1zMjSjh+NJ717HSMXD/mc6RF6cUdIoSDlUcC6KEUiyxw7ELxVxnjFyD86mSDOGObRsqurYGxiiON4xT3HQ9/NELY2y7AT5+Y4aZH+HnP3INO+/87wCAX/7oNpyAXLm/5/v+I56dzPCzH7yOn/v5d+Nd73kWH7zu4N5+B69d72O9Z+KF/QAjN8HTOx62JocbM3eFMdrwOsnPEs3nnP8Tzvnvcc7/QP4stYZXoDHGOgD+C4Dv4Zwf8Uvn9FJeClrjnP8U5/wNnPM3zDlPtquSJci1vbKcqs/K2IL8wqgK5N4um3cP85iIeecWPyvrS3nfZQvRsvFo0ta7AeRLy9/fvIVz2TVVVtUni86ZurEsm6PFOoqsWLHsqs2XpqCp+FyU3XfZhkqx/WV1lwHrYrlNnuUmQKjsvvJtWbYt+gzlrao/85+VlVn3Dig7p6r/iyC2rKxi3cW50fQdcJJNnaagda4bML8LXY3e89QIlq7i7NDCqzf7mPkxzg1tHDgUH2jpioifSxAlDMO2DgDo2zqJLXUoLnG1YyASbqZyQA1NwSduTHG2b2HQNmrFgxa1/ICmQjwJIAEnxpCp9+oqkKQKnIBSk8i8sbqmZPlDpXsn58TWSYYoEIysjPeULLPCCGDtTUNoqlDYTTgmbkQpRgwVw7YON0wQJSk2+1YmosJBILIlGLuqebnIhJXpgG6MfNj6IVgLohSPXxyAMWJZLV3JBKVUhWXqwCk/TG8jjQuwNPEordCgraNlauCcQ00Y+i0dekCM2UrHQCpS/6gFcC3LScT/cnOgZ2sZw7c3DdFr6fjQ82PowhV3bxogSTlmIbGd51fsQxaac8SmKuKGgY5wFdbVW+eXjK+VrK/MB9uzNXDR9rWuib1pgJWOAc45pkGMqReRWJOlQWHAEzdneOhcF5+8PoUbJRiHIUxVwSf2x+ibBjQlwrM3HLz54io0VcHf/NIH8Ivnvg0XBwTep0GCr3pgk2JiU45zK3aWbqdlEsgOxNwDkKWGSlKOj287WO/Q5tFGy8SWG0BVGJwggSkY+s+9sg5dZXhu18Vmy8R7nt3DLIpxtm1jtaVlrtBFMK+p5BEhCFKESSqAv4qpH6Nn02dOkMDQ6DlLUtoIkuBZCizJWFs3imFr5Gr9yW0fe06Ix8918P1vuw83Jj4ur7Twu9/xTfj9f/sL+M//6F/hu9/+gzjXM/HvD67j+VGIn/2hf46v+d7/Nz78qR38+decRRClIl0Wsb1T8T4aORH2ZyHWeyY0hWEWxLgwrGfWb6cxHKZhugvsxxljPwDgvwMI5EHO+QfuXJPubmOkmvxfAPwHzvnbxeEtxthZzvkN8d27LY5fA3Axd/kFcewaDr/L5fHfP2nbylibsmNNvzfKri1en18AVTFQy7KqMstYjrJz6o4V+6YKiBaZkyYArszKgP3tBvn5eurGJ/9Z/veqjZA6wHe7rAoYFOssnlMHQstAR/G8srLL2pa/rm6O1IHmsvspa29VvfPKqwNX8+wkGyuLtnMRm/eOKDte1q66/i0ea7KZUVb/vPlTNy7H6f9FN10WilllL5GrEYiRxaVLl6ragShJcf3Az1wfGQOurrcRC4anbVLaDcnAAkCSpmiZmshBSmVZupqBvUFLhxMkuLrWxtbYx2pXoXyZot5lvPBk/lOZhkVRRPxowhGLRkkhKABZnte2qcEX+TWTlAtAypCCVuxMgDhVYTCFYMzUDxElHCttHftOBM45/CiBzeieR14EXSEwfOCFGXN5ftjKQKLGGMCJ+Z3nJtv0/gmQ08Rf7xpHymWMxJ8MTUHPJuEgyYxyfpgzVppkeUMhPDXxSPRn2CaFXQBIUsGGqgoGraNiWEXj/FBBWKb00VU1i52V4+GGCaZ+jE8fTPGatT4+eX2KjqXh07tThEmK150fIogORY84gM2+hQ++MMLZnoWOpd0Sq8rFvIjiNItNnXjRYQqiIMFGT4NtmAjjFIO2AcYiKAx47NIAcZJirWNg7EXQVQUfvD7Cg2e7+PT+FAd+hIGlYxxEONOy8eHtKb7w8ipMlZh8VWG4b7WLP/VghDN9E3/9H3w3vuGRs5SD19bofr0kc6tmjGWMqmQroyTBgR+CgRSiV2wdPUPHizMP+14IlSmwNRVPjWf46kfO4X3PH+BMx0KcclwctPCx7QkePTNAGKd4UOlhrWseiUPOm+y3JOWIBTBUGD3PnHNMvQiKQoJUmkrzY+xGYAB6LR1b4yCb44rC0DN1ERvN8L2fexXf9xufwoOrPdiGigc2u+hZGv7VNz6Gp952P/7sP/wdXFproW1q+Kbv+yv4xteew5f/0g9BUxjSz7sH/ZaOnUmQpVGyDTWLozd1yuc8ciPaLNEUPLnt4dk9By1NhW2oePxyb/EH6wR210BV4DUAvgnA2wDIh5yLv0+tYIy+jH4awCc45z+a++hXAHwLgB8W//9y7vhfY4z9HMjDaSwA7W8B+CF26On0JQD+9gnaBaD8+3IRMFS3QC9baNV9fjuASlUbqhaBZaCsCcCRx4rXLsp+NAEpJ7XjlrMoWzXveBH43E6gWtxkmMeSlc3VOnayCljkr8//fxwrbqzUlVU2Z5s8q/NA9nGBahObV/4idS5jPs0D/WWbXfM2PsrKLm7uNNnMqnpHn3Rc5oHdeX3aGKyygqtR4SY4Y2xprkYAfgoA3vCGN5SW2bM1rHaMTMVTpqEJ4xS7sxBn+ia4dhSoAsRMAjiiKjvxYwRxin6LgE3KOaIoFfGh+pFUKMt44TEGaIqSqcYaQiSpZSqIRGzfzCcXx7za8cSLskUvMWcsyykZiljOID5kW+OEwGUYx7h24GeCUG1Tw1TkXQ2SFG4cg4Fh1TbwxO4UD6x3sxQ8Rg5IFdnHMstEjWrODZMUe6MQ51dsAMiY0STleOLmDLahoiPcj+lzBe1MdRhZf4RxegT06ioJ7kj15nyb/IhSFzVxT+acxJo0VUHHPMzFGQgA2TY1fPT6GOf7NgxNwZc/eEa4+Mb4+PYEThTDUCmdkcxRamgKVtoEUh6/NMiAS5HR4vxQuKlraQjjNGOGI5EqiAE4cEK6H3H9yI0wFmlsNnqk1nzghHjvtQneeGkFpqqgpavo6hpWTAP3rHUwiSJ4cYI45TiYhWiv2uhaGt54fgVemODrHj6TxQFP/Vj0P0OUUIxumFDcs66SWJns2l9/Yg+PbNjgnOPpfQ+v2ejjvTcO8Aef2sPf+IJ7cX5o49yAWPu/+fMfxr/85jdg1w/Q0lXcN+xkuWbDOM2Y1fJx4uI5RpZXFQA0BZnIWEuoYAcRjZ2lq5kHwlrHINGrmNjgKOFQROqirq3jR7/6kSwGV2EMn7oxhaowvO7yAB/7x18DS1fAOwZ+5CsehqUrmSu9KjZFDpwoy9c89SIqS1ehiQ2hRHgLhEmK91w/wMW+BVsjJv7fvPc5nGnZWG+ZUBSG11+5veD1pWJQGtg3ALiHcx7e6Ya8TOytIHD/EcbYB8Wx7wOB1F9gjH07gOcA/Fnx2a8D+HIATwJwAfwlAOCc7zPG/n8A/lic9/e48IA6iS2DpatioKoA3+1a7Da1MjakbOFZPL8JqCqeW7cZcNK+uN0Ab5F6iyxj/rwqQFrGwC6zbVX1y3FpUm/dfeY/z491U8azDjSXHa/qu7J52wTIFuss3k9xTPPP9rKsrNyyeZT/u0kbmt5/3bl1z1fVu64pOK3a+Kg63uTduYxxKc7BRctsRJWxGlcj8XlTV6Oy4wubqrAsj+P1Ax9OkODACRHEKbqWhmsHPnSVRGjk4HFOAkYyf6kUDwLIPbhn6+hYGvZnIbwwwUrHyESMgOUMVr5uBgJqnki7kQqGqmVqWOkY8KMEbVPFWteEpROLOvNj7E3DLP0JY+SiG6ccsyCB48eY+jESzjMhGQmMUiFKNBUqsnuuiAdN00zdeM02M/fKME6zQKdiOp4yI1ZKmcvSGCXiTFGcggF4Yn+KQUvP3I2zfuPIWGc/TOBFCfadMFN+lWBFVY4KbAAEdjuWVglU8w9yknKESQpdFfkjGbk+p5zjwInw5PYMbphgy/Xxka0xupaGfktH21Txyf0p+qYOW1NxpdfOypes3sSjFC5+mMA2VPQF63ukLaD7lODYjyhPKQcB9bapYncaIE0p327KaePm6T0Huspg6cTUJinHtZGHL7qyCgC4Z9jBu56Z4LOurOLRCwMAwJsvrmIaxgiSBJpKc2t/FqItBJr6LR2mcOl1AspFOvUikfYFsHUVQZQgiEjE6vrMw68+sY1/8S9/Gz/x60/gvc+M8ZoN2vh4dKOH3/mPv4GOQcD7okgTBAD7fgCVyTlGbt+GyF1cZxLs6ZpyRCk4EG6+XUujjQwAqnp07KWHQtcmAbb1nonzQwtnBxbWu2YWGqAwJoB5ikurLaz3TMyCOItL7tlUhxskiJMUHVMjlWwG3LfZxmbfEl4ftLHExPjGCW0+hEmKHc/H/SttbLYsRCmFA7xqtY+zXQvPTRz8tZ//E/zmx3bw5LZX2x/HNcbIk+O4P0tezn4UwGC5Rb5yjXP+Ts4545y/lnP+mPj5dc75Huf8izjn93POv1gCT072nZzzeznnr+Gcvy9X1r/hnN8nfv7tktt5ouurmKf8sdux2K2zsnrKFqnzvjfz65N55RcXsMX6iovaRdpRbM9xbRFgOK8Pi8fLPitj+BZtR1275oGGOtaqDlgWgWjV+fmxXmRc5gHVecChDvDUzZG68Ss7tgi4P6mVjVVxHJqCzbo6mjxDTcqtmvN5K45H03KL5R9nHi9qi2wIlNlcZpVRDXeNq5EfkzvlzCcWrmcTC9cTIimAiO3jgKUfDkAYpxi5EQyV2DI3SEhJWFNIVZjzbBF6bmiLuM6T7wznjTFAIkDpeqmJ9gRRip6tQQEBr0HbgMpoUAMRdxonHFc32mgZqljwphnoZUxBqhLDHEQp9qYBnCDBsK3jwCFBHkNV4McyZlDFJIyhKwpMwQBSih6WLap9oRqsoJmiYBTzjL2u64NzQ2JVJWiXQOU1m31oCsuAimTAZRoiLyR36QMnzGJq40Lc6jyTbsj5hyWKKT5VbibEArwzRu0dOSRGtdIy8PyeizdfXMXEi4WbboytcYALHRuuEPk5O7RhCPDMAWxP/MzVXDL28p7zKXjSlFKtWLqaiUjpKoEvP0xg6+QmyhjFQHYsjdi+iwMAgGVQXt6xG2G1bWK1Y6BraYgTju96y2W4QQxVVWCoDL2Wjkv9FrwwwSyk/LKc0/RMOTJ2PdE4GCO23xDq1BDzw9AUjANKdWMoKmZhirf86dfjS169ic+/tAqFASttA0/szPC3vv8vwI0SnDUsIfyk4ru+/H58dGeGRzd62fwuvjyloq+cY9LbQAonFU1X2RGgm/I0Y0idgOJZDZVc3/s2pb6JU46RS/mV5SaBH6XomCpMnbwZOpaGGwc+/vDaHt56YRUjl1yt26aKZ3YcnBlYUJTDHK8Ko7GMhGq0BKxxQu7qfpxCZQxtXYOuKNAVhfK7KgwXVmy8/8UDfO496/im9/4GfkhX8RfecgH3bVxpPM9fpjYA8EnG2B/jaMzqaeqal7Ed97uzbFEprQgY5jEDi1jZ4j5fZ/54HUNSdi/Fe6pjBcsAUrFNxTYXgVDZPTVt5+2yMrBdd16Zla3NyubKce+l2Hf5fqkCyE2srK3F64uAZ175dfdYBsqKbaiqp+rvKsBb154mfVTWD02vLV5XtwFU/L84l/LjXXduXf1V11SNVR1ILhuzMpu3gVDWH1WbCPPKPI7N2zSZZ03cgO86VyNDU/Dw+R5imT+0wJoxxpCkKTTlEDgRAxIDpoa1rompRq6TB06ISOQ+vTnyYemKWIgyWP2TiStxns8ZygX7R+0ztcM8pSYAU0tFu7lY5Ouk2hol6Foant/z0DbJRTZOeJaWJhIxnTLXZJpwmLqSAZlBSyeXaYNS8wwdA2M3wvY0gKoAlqLB1ohJkzGS/ZaOmR+jKwSFpGJyHRCVyst1fcH50ThRKRYlAcmV9TYcISYEIIvp45zUX70wydg0mcu0KqYxbzIfaZJy3Bz5uLTWwsyPM9GdiRuh16L8uozRPEn5YRohJ4jxjhf28MVX13HfRptcTA0VIzfCf/7odTy81sa6bYFz4NEzA1giTjJOeZbmJopJ8MnQFOzNQnRt/Zb+2J2FCGMCqQDgi/ktRbJkrDNPBZt54OHiKsVOPrPjwNAo76lMlSPFmaIkxdmhhSTleH7XxZmBhR0Re9syKe3LO57dxuObQzAGaIqO/VmYpXRJsxc2sny+PKFNlCjhmCUxvCTBfasm1tvrePP5AX71iW18zUObmPoxdjwfb7kwgKVRn+07EQ7cEG88twIGoG1pGLZ17E7DI3mI0xxQzc+ZF/c9XFixb2H1ii/fWIiQxSK/bdvUMpdfXWzsbI0D7EwDdC0tS9lkCvfhnWmItqniTN/C3izE2aGF3U/FaJsadiYB7t3sIOXAQ+e6R9oh49LdgOKaFSbUigXLLoGroSpQUoZdL8CNWYCeSa7dD252wcBw/cDDD373F+L7v+dH8cILX4a/8pYrc+f64nbCPKvLXdT+wDILO7WXn5Ut4ssWa1VA9bjApHhdU5DYZOGZb3fxmrLvzLL66u6rjKWTx5ssBucxXMsGr03KalJn2Vw4TllNNjrKQEsTBk3aIgCgbj43ueeqDZwqUFq3UVIF+so2G5oA+HyZZcC/CkgvYnXvi+LvxbbVtb9u86zKqt4rxXbO22xoMkerrKqvi22oqvt22HHKbqIG/E5Ue3t9Ucn5HMB3VpT1bwD8m0UaWGeaqlSK/sjjnPMMAHAOfOzGGG+6spKdt9Y1s3Qc54YWnCDBtQMPj5zrHlk4V1l+sN0gFkIvxKhJxd98vsc05WgLt9T8tXmwJ10QU+G+Ow0TXFyxM/aPgxbtisJgMAJzmsoyN1gAuLBiww2TzO025cD+jASXXhi56Js6wjDJcksO2wYOnBAzP8bYjbDWNYU4Dbk1Nplb8x7glHMUHYUZY1CVw/Fq5dSXdREzOXKjzDVzo29mbsIyjU7dGIVxiud2XegqKdg+u+9go2fCCxOM3AiX1lpZTtl9J4SmEsCLkxRPHcwwMA1cdzy86ewQq10THUvDb37yJn7nyQP8b599Ba/d6CJMiBV/cNDJmL8kpby0iUY5fZ/YnmFdNRFEKdZ7ZgbC5ByZeKQWu9IxwEBxqCttA06YCK+BBGOP0vcEEbnl6ooCJ6Dx8iNiK4dtI0s3JEGvpiqYejGe3JmBMcByVOzMAgxsHW1Tw3rXhCvcigHgxojc6C1DRRSnwgX7UNTKj+nLxtQUvDAL0dJUnGlZ+Jwra3jbP/g9PP2Yh6999QYpBaccn3d1A7//zDY6uob1Xgvve46ElR4408G1A49itVMuPBxozNwgpty0ufki59dqxziMV82B2ZTjSL/GObAr1acZY0jTFPt+jL1pgJSTq/en96ZoaRr2gxAPDLvQFLp/L0xwfeRj0NKhqQzf/LoLSFLKaZuKzQ5p8nk+cClGdeJFWW5d+WgkKUeUpjBUBU4U47rjwdZUOGGKB1c62OiYUBjwo7/7FH7qGx/Dd7z5Cr4fwDM/9hXVD9YJjGHZePMYbWCMcbI/mHfOS9muU1uOLQJ2qhaVxQVX2YL+uICqbkFZtZgu2qKgdtkAsLiYbbKwLQMjZeB/me2cZ03BQB3ganK8qpyya8rOWWQTQJ5fBSyrrpvXjrINleI8LJZTB8iOs9FR1u6641UAuqy9J33dN3kWin3VtDz5d5NNpLrP5833svfPIs94vu1V7S77+3ZYk3Gos5PLu97FxjnFbo5EepbrEw/nezbcIIGpq1hp6+jaGkydmLogSnGmb+LRi/3a/Jd5OxRBku6lyIBVIlSHldyXbN4FtThBUk4L7kAILUkm0xepbdqmRuql7Gg6j6LLsizbUCl1xoETYWcSIEo4WsId2IsTvDB1MQoopvV3ntzCiyMPHYtiZnvCRTKVCsXK8XZ18u2hFDRJdoxiHpOMOSz2ycSLcP3AzwSFzg4syuspzomStBJEe2GCsRtlCrDPH7jYn4V4ZuLgqW0HYXIYPzxyIwRRiq1xgO2xj5tTD7/11A7uHXaw2bXwujNDPHqxD1OjdEJrtom/+Og5GJqCbddHz9AxbBtQFHLh1kXsMUCxncO2gTdcGUJVGHq2doQNjoQAVMp5lvc3jAl4TvwYjh9nLuLSbdUU7F+UpLg5IvEsYtxFrKb4XFEod+7eLMSBE+LXnthFknLsOSGmUZTNnZRzvO3qBsXqMmLjL6zY0FWWxVVLcOiFCTgnILjtBOjpFKfrxQle2PPw17/2IfzwVzyER88NsNoxRJx1gHv7HThxjKkX4+EzPQHQIyFmRfHlcUpiTrvTAP2WjiA6TIuTNxkHmmf68+7CALIY0ZQfxlO7Quzo5thHxyTw2jJUrHYMbLshFMbwR89N8IGtAzw9mmHqRdieBXj+wMHulFLvrHYMfOjGiMaXHebClf0TRAmYmLuJiE+Vz/TIi+AltNHAAGx7PvbdCCnnON8zcMPx8OzIgamrePd/+q/Yn4VwwwT/7T/+3SaP2LFNLkiP87Mk+z3G2Hcxxo7IvzPGDMbY2xhj/w4UanJqL0NrsnNfx67kz2nC3ixiizBjdeChKSjKA+1iuXVtKbvvOrCRX2M0Ac/Fz5YNpsvaWFV3E1B30ndQfi6VAfOTrnXKyqibL2XgoTjf5XlNFv1VIEiWWXa/VQCmSR+X3ds8kFyco4vOubp5Xbz/qnvN98ei1uS9dpwy8u0pPtPFTbu6dlTVVweAb7ed5JldKHXNnTY/br4jyTmJmJiagrFYyF5dbWNvGmJ3GmRpSSgGkADlhZVbY1XrrMjqWTrFDCogpjZNOTQomWKtIhR5pasvY4cTLYhSmLoCN0hgCRfXOEnRtXVMhWusFyaw9KNsshSaYYxYpYkXC5Ekjo9fm2LH8+FEMd5wfgWME/ANE2LRVi0T0yjG2YGFcUCpTQwByAYtHRyAK5g94Pg718/uOLiy3oapKbe8MCxduSVjfSBS1xw4EaZehAsrNgZt45Zy2+bR6cs5x8Q7dCN2AhKTOju0YBkqupaGi5MWPrU/wYZnAQBWfAOGpuDFfQ+zKIaeMpzvt7Bqm1gVrPvHro/hBDE2+xYJHHGOjqHh2sjD1X4HZ/sWnCCmDQb1UBxIYieFMSCl/KiuEBaSLwfpKqypCtZ7JsYuATjbULE3C7HeNRAldF+WrsAWCtcTL0IYp3j2wIGuUHzspWELZm5+BFGCfktHnFCs5Lc8Rpmifvvpbbzp7FC4UnPsTEMwIHMb55wEnOQzAgC6qmDsRbB0FbMgRpgmsDUVfpKgo+vo2Rpmfowvf+As2qaGnk2iTW6Y4JNbE3z2Pat451O7IiWUCT9KcWPkAwBURUPKOUZODMZonscph6rKmOSjY8zYrYrT+bhWxhjcMEHLUClOV2EII3IJ3p7Qs//sjgtVYWhb5Fr/8++5hh//utfi8fMkdjQOI7wwdbHrhTjXsfC+6/sYtM/A0hR84f0bMMSmBOXNTTMl7JkfE5gXOVydMAEHAVlTpU2MPTeAn3L0DR2BneKFSYDHN3sYWEamgv2Bt/8ANvsmooTjVz61gy9+eK3i6TqZ0bvvBNcvpxlfCuDbAPwnxthVACMANmgz9b8D+Mec8z9ZTlWndrdY2WK2apF8O3f7m5xTxaocd4HdlKWpYkQWYaDqPq8r73YA1kXKq2PdTtq+sr6rmnuLslBF9rD4WbEdZcB53vieFCgV53QdmFyEvSv+Pa8fm2xSNa0vX05d+cexRQDdceppMlcWuXbRupexSdOknqIt0lcvK7Da1A4XtMDMj7OF7NmBlbm79myKy3PEYlZTFfRY887j/CiTI6+TDKSuKkgZz8pOUg5Nye/0SEEZaqupk5syGLkNpkKtmNKeGEg5MrdcaWGcEovLCSC7QgRnFpDoT8o5rgza+I0ntzE0HVwettC3dUQpgdV7VjpZWa862wNjBLIV0TYwoGNpJ3rIAWCjZx7pI/k75ynCRIgsMVr4t0wNIzfK2D0Ge275UqRIAgVT5M5VGKMYRE3BRs9EmnJ8/gPrmHgR9qZhpsTMObDWJTAs4z5tQ8WNAw9BkuLH/uBpfMubL0BVGD68M8LnXdmgXK6pAUPkzFztGNnmiMKQMdLAIZBSFQZDo5hhS1fhCzVdN0ygKsSKGhoBz90pxZRyULy1rilQGcMTNyc4N7SxPQ7EMQU3HA9Dy8B699C92A1iHDhRFm868WKMgwhvvmcF39i5QKBWoba/47kdXO618PpLQ+Hyy7A3DdCzNYxdYmD9KIEbxzA1BVFKbKKu0O/7foBpGOFV5/pIEpq7M5+AJwCs2ialINI1/Oj/fBp/6wvvwzSMoCkGVIUhEimX4pTD0g/jVS391nh0up3yRYoU5NJUiime+XHm2jz1YjiCtXbCBEGSYK1lYr1rYG8W4tJ6BwoDzndsrFgGgiTBx7YdjPwE5zoWRn6SuQbP/BgtQ34hIhM625+FYIzaKDfAeiJ23I9SkduYVLjjlMPSVFzttTE0Q1iqirapYtDWEcRpJsJlMoZvfvTc3Gfg5Wyccx/ATwL4SUbK82sAPM756I427NRum1UBjUUB6km+mxYBO1VMWFPAWse2NWU5ywDucWweI/VSLFybWFWfF1nBeVYFWMoYvrrrFgGQTZir4hyqa8u8OVLVzmJ7imC4CIznPX91fdS0vWXtXBbTV9x8yJdXtVHQ1Ja9cVPVjrp2Let912Q+L9PqNvmavodfdm7AZTeVikVqnKQYu5QiJE155rIYCWZpbxaSC63CsD0J4IYJGGOYejE6ptool6i0KKnuYM4l68qytDQStAIQoIpSYjDGoLBDd2JLiLtoKoPCGCIhIkQumvk6ODSFlHtbIh5Pxl5qCsN6j9Rg95wQn3NhBfeutbHSMbA9CXBl2EZLV3Gmb+LejTY2+hZWuyZWOgbO9C0MWjpUhR1J3ZO3MtfMOpMusRmbmKSY+THFHCsUW8kYxZSmKUfP1jHx4ixfZlXamSCidD0jN0KcUC5NTZVpfeicc0ObXDCdEFuTIIsrHrZ1XFprYXsc4B3P7mDqxfCiBAduCENT0Lc16CoptH7d687g0c0B/skfPourvQ46JrmOKgwklmRRupdBSxdxtgRggMOXQn5uZTlkFcoTe2HFxmbfgh8l0FWGAyfEWtfEzZGPKCHV3VDEf/ZsHbvTADtegJszDxcHNrw4xaPnBhRjmnA4PgHVSAgMmRqxtvevd8A5MbyK6O+VtoFvfOwiHtrsibhpYHcaZMy23DhhjCFJJVgEDEXFNIrQ1jV8xz/7QyScYyKePU1l+PC1MXYmARgIbI+cEA9sdrHataCrCiyN3JjjlFStU86zjRkSftJQ9nhVzQX5jEUJMdWUhojYzbEXQ1EYHD/GziwAY8D5vo2NvpltJK12DXxoa4QnDxzs+yEO/AiWruDzr/Tx4tTHl92/mcXAtk1SZCbGmuOFPQ/bkwBRQhskQUzCWLbIhesECcZBCD8hNppzwI1juFGCHY9Eb0dBiI9sjfHCnoeWQe+imyMfQZziwbPd0ntelsmF33F+lm2c84hzfuMUqL7yrI6pOemu+3HaMq/8sgXuvHLkNVX3WvXsNAGsxXrLyq37e149+c9vB6tatHwfLcLiLdKuun6b9x4rW9jnwV0ZSCyypHX9nj+/7vNFAUXZfKyaG/L34liUAfw6IFs85yQbKScFTmXfUSf9vjpJm6qurZortwM4lm0yLKOvm1rZM14398vsZQdWi5aKFCsyBYWpUxxaGBN4mfox1jrEmvVtyiF64ESI4hQTn0DtWtfI4kqbWBjXq9AqCgEBTSXF3zQ3IdKUo22qIn6T3AcjoawaiDQXsyBGnAo3woBcInWRCkWaVGk1dTUDvJKd4iBmLUk5/vX7XsCwbWDQ0mEbKpwgxmrHwEObXVi6Ci9KspyXsu2DNqkHS3flojWJ5S2ajN+lCUosIwOB/vzjoojUNasd45bNA4oBpD7yQ0ovIvtsZxrC0in1iBcmcIMkUzNumxo2+lbmBvrsjou9WYgnt2bYcnw8fmaIJOWwdRUtXcULIxc3Rj6eHs2w6wV4dH2Atqli4kX40Xc8fQgeE2IQZQ5YmZpEilbJl4HMRSrbrogNDDnfyM03woETYVukT2qbKh67PEDP0sBBsa+6yIcaJRwf2Z5CZbRB8Q2vuYAV4SatKbTBYekKVjsGWqaGhJMo0bmhJQTAkIlUaSrL5qnCgAMnFCBLlsVFbDDdY5ikONujnKCPnOlBUxj+/Jc/jAc3uri4agvGOMUbrwxxz0YbCgPODCy8sOfBjxLsTHyknKNragjTFCM/BOcUW6qrDE4Q48IKselVX+DyuNykkvMGoHl1Y0S5l1WF3MzdIMbMjzHxIliqillIGxY9W8eeCAlYa+t47cYAA0vDtuvjhXGA+1Za+MiWA0NlGLb1jLmV6XsYo/6TqXi6NrnfR3FKTG4QZ+7hCqMQgJuOjyhNoQulci9OMIsS7PshVizK7ayLdFZOkODGyEfXur2vaXaCn1M7taZWtnAsLmLqwN0ywVOTsprUWXYfVfXkgUCTRWIVIMj/XlZ/EXwUQVeT+m8XUK1iOYttXLY1GYcm41e1CVDF2lX1d5FBrSu7qm11IKj4eRnoLc6ReeWVtbsMBJW1vemcW3Ts6zZoyu4zX89LsSFTbGOxbYvUX3Zvx70+39d1fdi0vHnnLWPT4GUDVnMZTY5YyjlapkYun6oCS1czIMk5x6ClwxOiPrpgma6st3B1o41Xn+9liqWUpqQZY6gvkNcTOArupCiMF5LQih+lUBjFXzKQe6AXJtifhRnITblkiWmBHsXkxhvGaSZSRG6XTCx2FQzbBnZnIb7p8fPotyjXqqEpuLBiC8Emins0VCVTjZUPsOwHyXguw6ZeJJRsiXGWKYcYUMpoK8qtcYkMNNlT4WapKaS6HCYk3LQ7DbLUN9L9V7qBJinHmYGFezc72OiZMDQFD53r4p7VDgYtHR1Lw5bj45P7E6za5NJ7ddDBG8+vEgBJOL7zrZfx+ssDfOiFMVSFoWtr6FiU09cJEqScxloKJR2+DJDbnDgKbFWFYWvs48CJsty7Mg+tGyaY+DEx6Ixcs8cB9eOVoYWrq8SWS3VpyPkTpfDEGN8c+TA15Yh7bSw2R/KA2dIpxYsu1JA1VcGf3DyArjK0TQ3TgNrBOc3Zdz5/AEunlEff/vqL6LeIDZfgTVOIUQwFoNdUhp1JgD/3ujO4uNrCvheiY2g437czcGwbKlY6xtzNkDg5BIvF+XnghFCFS3iSUqyvTFsEUJqc/YBcwP0owaBt4J/80XMY2Cre8fwuxkGMf/Qrn8Z7ntzHixMfG10NbZ3iWte7RubOG2cpo2hzZ71roC0YUcZofEPJsOoqOrqGK6ttnO3YONOxwMFxrmvjgUEXHV3FI2t9vP7ykPK1MvI2OC/SDd1OYyAPjuP+vATf9af2CrCqReg89qns/GK5LxU7UGfzFmFVi8v8wrmszCbsWhVgyJdR1tY70W9lfVTWJ8e1KmC1KBNd1sZ5AKwOTJSVXzdux7leXifvtwr4lp1X3NQo3nfd5ki+vGJfV5VbtJPMxzIQXldv2byY17e3e/Nm3nusqn+aAO6qTY+6jZJ5dtKNhbK/59nLBqzmLd9JEtAoArhwzgVooHQsbVPDsH24AFYUBlMA2pap4d6NNoZtAwlHxpABR1mbvOUX+Mc1llvkkfgS/f7J61MABKyuj3x4IbGeIyeCFyWZu6QEarFwkw3jFDvTEB97cYIDh3J1jtwIKmM407WwPwux0qFY3Rf3vcyF1Y9STEQeTpn/kbFD1+VlWsfSKDZRgCYpIJVP/VFmRx8uEoORbp5OQDGUDMjcZdsiV2UsVH73Re5SWSdAgObCio2JF6NradnGwH2rHVzpdSi+0iR37JFgGk1dwUObPXz+5RX8j2f2ECcpru17pM6rK4gTYvEleyrTqEg3U8n0a2KjwwkSzAJih2cSkAIZoyw3Ixw/xtSPiUEGwMExbOvYbFnYzKXxyQsMqYxcpMduhPMrNhij+twgwc40wNiL4ATxkQ0alTF4UYKWKVxwAey5EeKE42c+eC1jAtsmpXP5ygc3sTX2kaQcZ4fk2stB8ck9WweADIAmKcdGj9L+fM7VdegqQ98kpl9Os5QTGJ8HVBk7dKcvvoQp3poJleEU+zNKxeQG9By1TQ0f2hrhSreNzb6FNKW8u1sjD3HCcaln4wd/9gN48o/ej+1dF+988gB+xPG2+zbBOblAa2ITZSxUfDWFYaNnkqu5G2W5WoOIvC/8KMW2E2DfDymmFfR8Xxl0sNoxsDmw0DV0tESaoChJcXPsQ1MY9p0IHes2ywowCfqP93Nqp9bEyhb6ZZ83BaxNQe5LCcjKWMzi8TIgmb+Xqn4pMtDFz4pWXIiWMXt3CrDebqtiTIv9XNYnVUxrUyBU1pZi2U2AZ90mRlX785/NA4b5tjW5j3llVAHG4rGyMqo+q9rYKD7/84B9XdnF56TsmtsFVKvaV2VVmw/zQG7Z3/l5XLbBsKw2588ve94WsZelwFJx0KR7nkwVQR+QW6w6Z/Grawp00KI6/1DRQvTWayWDJUV9jmOqwtAVwkVScXXmx7i83kIQpRi2SSwnFMItmqpgIphJmYYjSTnlUAWQcAInHYuAuaUr2JuleH7m4By3hRsxQ9fWce9mB4whi3E1hGhTLNLtcMEiMtE3J7lPabLNst8kg1jnSi2NMYrh7OaEaiY+xRjL9C0AjZ+lE6icenGW4icVfaOLfLOaClxaayFOOWxdwUScO5oEeGHm4gvuWcdzuy7Wey0czMKsv/ZnIT66NcaVfhsHbownbs4QJCnO9i382qdu4PMurZPgkWAfZRyyqhymT6F8qfRiIKDGM1CjawocJ4QuXHJV4ZZLTBupRbtRgscvDrNxs/SjQN8PE4Ad1rc7DTB2I5GG6ZBdDOM0U5EetvUs3pcB8KI0A2Bf9fBZnOlb2fwxNQKYMr2OoamYejFURnHFfZvGSKZrURQGjdM93DjwcaZvwTZUPL/nZgzlZt9CyyTRonnArJieJm9BnCKKU3QsDWFsZHHM/ZYOP0px4FP6I1tTcW5o4dq+h6dGM8yiGD/8FQ/jd5/ZwYPrXbzr7395Noa/+/QW3nJhTZRBc0jXFHSFMJVUU5apqkxdyUSznps4GFoGtl0fjDGsWgb2vAB+nMLWVKzYBvZnIVqmCl1Rsvn7a5+4gdedHeLC534P3vlLP4QzA2vuM3ISY7j9X8ZNjTH2tQB+BMAGkHkac85574427NSWYsXFURHEHWceLsIqLMuq2loGYKoYrCrwWceA5eupO14sM19WWVvLFup3yzuhiVVtEsi/5TlVfVLHNhXrKf5extIVyylrb9k1xfOrxqB4fRmIaQIEms7hedcvwgo2mWvFTZyqjYe6fqy7p7I+K5sfxwFkTZ+bus2rsnPnPe9V5yza/mVbWX+UPYdN7GXJrKbpYf5PyYAyRm6HQZyibWloGeotLA3n5EIbirhGL0wQleT4pFjN+t3ak77L5aSSqVssXcGgRSlA+iJtjMzdSS6I5pHFehinUAR4DeMUq10TGz0TusiLOfUi7HsRTFXFQ2e62OiZWGnrYACmfpzFumqqkrHFEtwxBpFKJDzCNh/X8gDDEyJCdfg3/+IYOSHSlOOJm7Ms5rVjUlykE8TwwsPyfMEm+hGNaxClMFRiKXemAWZBgokX4aktJ2Nc/SjB06MZfufZXTx+ZoCRE2GlbSBO0ix2cn9GCq4Xuy2oCsNnXergj67twxRu0pe6LfhRkqVcCXP5X2U7jVzanpSTG7jKSLVWVxVcP/BI+Eiw2n6YYCxEphIRh7w99sE5gfDVztFUPpJN35mQinAYp1jvmRi0KY5SbuQkKcfYjfDsvoOtsY9ZkOCZHZfcdwUonXgRFOGO/OTWLEu3dHZoYbVj4PzQxkrHgBcmWZtV8ZMIwSSFEVNq6RTfu9Ix4Mcpxh6BvPMrNhRG3hAMJMJV517PeTVQ5QL0S5AeJSmcMIauKrg29vDcyIGfJLi42sK5tg1DU/CBrQO8/vwQa5aJzb6Ft15YxYUVG31bx82Rj2f3HPyp+87g3NDCthCKUtjhi1bGJMt4VFew5F6YwA0TuHECjSmIUo6ersNUVYRJClNVYItcPKm4p55FTPSBE+LtH9rK3i2f8zXfh/ODW1M2vYLt/wLwVZzzPue8xznvngLVV44VF4hVTMFJbNkLrqrFY9PrykBhEVyVsURFMF+stwpUVLFL+XrqGK58+2/H4nXZ9cy7tgyMymNVQLK46K/bTCizqjGpavs80Fp1TbHs4n02faaK99nUigBv3n2WHasC+VVgLn9NE1BZfJ7y1y97ji/yDiuru2psi/Mx/xwXfy9rz7x32EvZByep62XBrBbjVRWF4uIUEKOjCKmPjqVloh/FTkuF2yhjFM8mmSDGIFw3iUmkeFCOBBxIALPAXhGwW86XqyzD0G4tS7rNtgw1q1MVEzOIkiytycRL0Lcp3YuuEuMlwcFbL6zClPGTolxTV8iVGATCDE0RuTjTLPVKKNyCqwSWmphscxCRq68rcp6aQgSpmCNVmnRL9cIEXVvHC3sebjge3nRpBX6YkKprQPk7DU3JlFOlIBXnh+63EjwFot6REyJJOf7o2h7OdSxYqgpDVXDvoIOr/TaBfqGY7EeUs3a1Y2Czb+Hj1yZY65qIkxSXe21c7lE9K20dzz/tQmXk2mqKPLVy2iQpz1x1gcOHlZh1OrbZN7HRN2Hp5Ap6Y+TDjxLsuyHWugbCmPry6sbRXLXS/CjByCGQDiCL17QNwXwqDJauYprEuDbyMLQNxCnH5bUWXtz3oCqkiG3phwrAcgx3nAC6oqClU1lcsJ8ppzmaF8KSrs5SkRoAZgGlfJFxt4aqQGEsY8rlS7ZjKJUuwPNecBMvRs/WSKyL0zyIUmKsV1smzvVsbE19XNv3cM9GG6au4M88dBZRwvHQRhcffGGEz753FUGc4tqBh2cmDr7w3g16FuKUGGuQi3MQJZkisBzfmU8u1arCsOMEGFoGvvKRc0g5x3CfhJlGXoRxGOHRzQH8KMWgTXMlEGl7Prk1xSgMYWoqxm6Eq1/2VXj7d7219r6XZXcRibLFOf/EnW7Eqd1dtghgXGSBfhzg0dSasFZVLGrZZ2XsVHGxWgdwqlilMiB3EnbmpbDi/ZcBTGll5zWtI/9//ve6/in2c93mQBM2smxM6uZ+3ViX1Xmc8S7O07KNlbJ2FX+f9wzOA/BlQLaqfVWf5Y/d7jlftlnVFLSXtTdfblV9xTLy19dtDOStyXytasu8MhexlyWzCpQr0kp3Smmyo1KhnCvZm35LR9/WYOrEvmrq4XWMIRMPyccBSlOU25OyocykW6k0JtrUMrUMSEYJxyxIspQfz+262Ohb+NCNETb6lkgdomQ5J5OUZ2lBNvsmugIUS5ElGXe3MwmwNw0z5dNFLEk5nt9zKQ5RMLNjj8CqpSuVQDUSQEeqoIZximcnDl5/YQgOYkezFCVCBVgKUqUc2ZjZBinnxsmhCq+qMJwf2ljrmnh4tYvPurSCjbaJnqljzwuEq6yCWUCiO3LjwwliPLU1g6WreHJ3CoUx/D8fuoGP703x1GiGOOW4Nqb8mhdWW2CMgJlkdr2Q3LMNTQHn5GJNMamkikxMIPXRgRNiZxpkfdTStcxtumNqlNao5CWViHhd21DhBsR2rnSMzDWVc2Br7GPkUDt3nACPXRhkwmT3bnZg6goSDuw7h2N+c0zKvaZKQlWmrkATir1BlGSCSqlgf2Px/8yPs3jrqRdh7FLMdZwQ66wKN9pBi5h+2T91VveetHQC8K7YjHpx7KGja4iSNIsDbYm/dZXGxhUsOGMMV1fb8MIkyyl7T78DTSFF3n2H4n67lpbd49iNoDCWzbsgJndjVWHYcn30WjoJWnHgHc/v4tP7U7hxjE/veAgiYn1nwrth7Eb0TOoqVkwDf/XNl3HPRhvP/Mav4Bt+8o8aPG0ns/z77lgCS0vQBGaMfS0jF+D3McZ+njH25+UxcfzUPkOtbGFVxwQ2BSQv1Xf4PKtacOc/y4OBukVm1QI9b3WsUtlielk2j11bxKqASVlZZexoXXnFY2XzrgoQy8/Kfi/aIsCoCqjO28SpA6p191dnTVjMqnqrgFcTW3SOlG02FD8rO6/Y18t8DpqCQ/lZcR4Vj5WVUfaeKJZRBuDr3kPz2lq8x0U2DBexlwWzOs8S4RYsAWcGUjnAUymuw6GpxIZxkX8xn/tUWtO0LFyADY5b1WzzL9AkJRbzuHGfNPhAKlw4ZV2MAW6QoGdLhkrUxQikXey2kKYcZwcWdE3JhGGAwwdGpjghIEuAXqYB4lwC8+ZtlX3iBjEurbYQ5tSV17v1Kq+xyI1qaiq2xgEYY3h628HVfhtdW8f1Aw/nhzZ2pgE4pxhVTVWypfLuJMBq18j6oW1qsHVV3JeIW9V0DHUFj18cIOWUg9XQFDC0M1DNOcfYI7CVphzb0wCWpgKcY71l4fyKjf/Xa8+CMeC642Hmx3jVRlt2AAACdS/ue+RqDWQAvGdrkByrKtRyJYg1NRUTUe9m3xL5NTuHGyYlfSbjXVWVQecMKWc4M6AUPW1TywSfkpRnbsi7foArgzb8iADwlfUWrh946No6pl6EKE0zN9VPbk3RM3Tct9mBEyZZm6Uy9XrPzJ6rlCNzXeacZ+wsAEBBxvBeXLVx/YCY40FLx0Z/fkymfAbKTG5epClHx9LgR5Q66FMHUzy80sPZoYXtcYDrMxcXe23cHAeIE3KRtkTMcxCl8EVowL4bom/pMHUFJshVd+pF6LfIVbdtajBUJVP7ZQxZvuCJF+PxM0MM2zqCmDwKnj8IcaZt4qM7M7zxfA+WoeJdL+7h1Ws9fGpvinNtG04U4L71DmZ+TOOnq9AeeCP+9699eG7fLMNO9H28nO/yr8z97gL4ktzfHMDbl1LLqb3srG7xXXXey8nqwGHx3qsW1MVjdeXUlQUcXQQvq0/nMUqLllV2Xb78uvubV+a8+18GAzePfSqOaR1j2bS+KgBy3M2JumuaAFppVf1ZBcTLANdx2iE/L6v/pP0675qqOupAbNN5nB/PsvbVbWCUHWvyfqm7vuoejtN3L2uwKhnTWMTjpfJlBVqAxQmJA+nqUVAaxnEGdppYsVMlU8cYEEYpFMHs5N1m84PhC7fdsrKkzRs8KYKUtUGAc+lumQFMRnGS50W8pS7UcqXqbhinhy6ZGrFuHUvDziSgVCMiFlZVGO4/02kEsg8fDlrcd20dB04ITSFRpzStVnnlnOPagY+2qaJn63CDGJt9MwPeaUpgYVWoGefTkARRgj/ZnuCxcwNYBqkAcwEeKKUMsWCWTvllOefgoC8zQ8Rm9mwN+06EqRdBUxVs9kxMfYoxHbsRTFXB2YGFmVDkDaIEb7w6BAB87EVSs/2Zd7+Iv/a5V2Dq6hE3Zs5BMZ2MZezf4X0jEytiAMZuhJW2jo2eCQCwkpTYK4WhYx0qRkub+TG2JwEurtgIIkqR4oYJ3IjGcH8W5uJBVRw4EfyY4mSHbQNPbs+gKgzDFtW570SYeDESzmHpKvZmNH4tkZs3EO7lUhgMIJdxQ1OyeNogSrI5wDmysZKquHJDYNjW8cJefDKQlDP5bBw4BCpfdaaHp3cdAJSfduxH2PdDvPnyavY8cECw7/JdQUrNKy0DWzMf6y6lN+paGolPibk4dil+uWNpmeu5KpR726aKFRFnrorzv+qBDfypb/8xsM0r+OMf/7OYuBH+8OkR3nR2iCeuuejoGgYmeUWM3QifvjHDuaGFd/xfX4PHL78U4ZovnadIlXHO/xIAMMbeyjl/V/4zxthL4wt9aneNLcLQLKue28EmNrX8InVeG5quH5rcS3FhO6/M41qRUWravrJ25AFL2TnFMS1bwJe1L19m8byy8Wnav/K64jXzAF1xYV/WF3XXlt1fsQ2L3EuxrKbPzLzzmwCgsnG7nfO1qR2HQazagKrqoyrmd9FndtFxKh5rasV7XeY79q53A67Kr8o5uUfS77TgDGNKH8LFMSUH5OIkzVJ1tEytMVAtM+kCyBhDXn1VMovA4eRQBHiKkkOl4rw4lLQmgyjbHAv3xkSA9ZQTcGWMYmy9MIGtq+jb+i2sr6EpmSuzwmjRfuBEcEXeSdlX9zUEqrLtQZRkGwRhnMLW1QygV5VDrqIJ1rsE6HYmAYGqKMXT2w6e3nbwrmd28eyuS0AxTsmlVOSoHbsRLvfb0FUlY75MwVRKl1DJDkvQqCgsA1nnhjbihHLxShfxnWmAmU/AVmF0bx+7MUHKOfotHR98cYSPvTjBp2/M8NC5Ln7n6S2cW2nh1z61h4kXgTHaGNnomZk7skyXBORfOkAk5qQX0VzKj5UmVIGlSeElN4iRCpBEqs8hoiTF1thHyslt+bk9NxPekuq0ThRjtW3g6gqpG/+Tdz6DlbaOSIC8iRthHER4YKOLqxtt2LqChJOw0zO7LtyAmFU3TNC1SATM0g8Zxt1JgEgo40pW1RdzIozTzC2bMXIBvrzWWuoXy/UDnzYUBGP7/NRBy1SxNQnw8NkuvuKhc5SDWSV36bZwgU45AX+AwLUXJhhaBm6OfBiqItjpwzHTtUM39r6toWtp2f2lHHDCBGb2jAGvvtADZvvgT30AX/l/vwM3XQ9//vGz+OHfexKffWGI5yYuRkGID704BgD8xlM7eN33/Bf88ie3ltY3dcZAXwLH/Vmy/UTDY6f2MrGyBfe8zyU7Vjyv7PhJrFhek4XzSVm1u8Xq7lv2y3H7ugxYnKTfysBksY11IGjeHMxfX8cglS3o84C4zMrakb+HeW2p+mzefSxSX51V9V2TPq37fBH2tcm4yd/v1udzkf6Xc6q4OVK1gVF2vbym7vN5LHd+rs/r17K6iu/spu2vsrserErjnGfuvjJGTrolUs5Ocvc0NVpAAxAufgSIpn4MiIXpcSe0vE4RgjUAYOlqtjingaFzZbwkQAAxzbef0/+RyDUqz51HyUsjpo5yxTpBktXHGMPZgYWUc8xEHs261DNyob4/oxyQEvxeWLErlVfL2sc5xY0mgu1VGDG5VRsCsRiXUKQaiRKOrbEPN0yw0TPx3K4LS1dxc+Zhzw+x1jUz8aeeTcDSEbGZ54cWJl4ENyC2nBRbM4/cbF6kQlFXCj9JsJ9wctOmVDEkNCSBXtfWcWZg4b71Ds4OLLzvxX286mwfPVvHapeEhf7CY5fwA198P777sy9js29l6WJ6to5BSz/SB1KRNxQxk7qqwBFASaa1yffR4YNNx/ICVZrKMvdtKag0aOkwdRWvOt+DK8SWZL2qANEfunkAU1Pwp1+1lsXo7s9COFGMrqFh0NJhaAq2JwEsVcWZgYVhS8/ipxkjlnjYNhAl5N78/K5L80k8lwQC6X+Z/5YxhkHbgB8mlF5pTn7dpibntqYyDNo6CTqpCi50Whi0DWz0DhlSTWViU4dlz18gNmh2JgEAYN8Ps3vYnYXwwiQTU2KMCZVxluXRdcMEHfH5oKVn80q+qE1dwR//tx/Gn/7Ob8WN3/t1PH3gwYli/OZP/yJ+8ePbuG/QwYtTD9se5VX+f37zUwg+/m78yN/68aX0z8vBGGNvYYz9dQDrjLHvzf38XQDLmSindkesbqFy3EXpsqzIasyr43YzN4uCl5O25XYt7JfRR0UwOK/c4y6oi59XjXEdQ9QUJFWBgaq6ytq8yDMjP1/WODcZhzI7KYgszv/8RsUy7m3Zm2Bl5UurA2vF/i177ptuJDV5FvLllM2Tsnrn1Vc2X/M/ZWU3tbveDViCVLnQtw2KM5MKoIwhyxEJAClnSFKWA4S0KJ35MTb7FjT1+BMzf52iyB0HZExKGKfg7DCthcwBqov0MIZQ2pWpQCTgTlKOlKFUZCZfpzxflhEIQHL9wMegraNlqAKsq2gJt1jZzmJZbhBnaVX8KMlyt/ZbOtqmlrFN83JfxgkB1EE7n2Kj2q1JtsUQ4CcUrrV94Y4aRCnu22yLnKoJLvZbAEhEJ0o4VEYM10pbhydiNtd7phC7ofEgMS0VBw65bE68KFNIBshNWlMIdPnRoXrt9bEPzsnFehbGUIIYfpiga2s4cCK8aqMPTWUYtnV0bRIHSsGxPQlwZb2duRLL1DEJ52hrh/0nXYTpJYssJU3P1rNz5GaGZP1URvejgFj8iRdluT07lgZTU7AphLR8kWu3Y2kY2AQ6n9l3MJ25WLVMWLqCz7myjpap4VvfeEXMTYaEc0RpijCh+TDQDOgixUrHVKGrlJcUUDMX+Knvw9LJ9RgAguzegJRRuYyRG+6wbWAqcuNGCW0CNDE5V2ROWDBSxM4DXekSbhsqgojaduCEeGCji1UhMiU3XmSEs+xjP0ozpegoIZfxlqZleWzdIEa/sOHAGM3ZNOXwEkqNpKkKOKcNMTeIAZg4cCK0THoer2608XPf+gb80uvO4HXnVvB1//RdgD/DH330Jn767/0zYPUioKjAzrNUiarhH/zodzfqoxMbO9nicklf8QaADuj7qJs7PgHw9cup4tTulJWBwSq3tvx3xnEXx02tuBicB0br2IN5x45jTco5zmL9dm4KlLV5kTKbAtNFyl+E0ZL/N7mHJl4DVWxssewmC/mm4Oy4oKDY90Vmb1FbBEw2Ge+y/iu+K05itxOwAs0Z/uK8qSqnaX1Vczn/Xl72hkaxvmWUf9eDVVtnABhmwaFrobzviReTqEpI+VUlSKCci1wsOCm35krHyMSITmIyzQ1ALrRRnMLUFbg+uf8BxISR6BGDH6VQFZ6xfUnKAU5MkKkTE9i0TQo7ZMnkIl26mfphgo6pZWqrEqgCh5Mzi/FNqD0TL8rcYSWQk8yjqZHya90X5tSLMuCRBwXSqq6TwDiMKV2O/J0xcoXVBAv4a09s46sfOgPOadNB5u50AhLrGbYN7M1CmJqCvq0j4VSOplK8aRinGLR0jD1SQJ56McUUM1LsnQUJDJVBVxUkaQJTsORjL4QTx7jYbWU5eeOEY71nZul+OEhs56mtGQZtA21Txcil1DdPbc3IzbUgpOwLcA3BRGsqI+Y3PXQzlSl5ICSV0pSElBTGsDsNs37WVfIqiBIOTSWlZQ5KR7TWMXB2aGF3SnGntkZCU6auZoBRYZQ25caBj0kY4SAIca5t45M3p3jzvavYnQaYhBG2JwE0VRGurgp0VcHICTFoG0g5x8SlONGBrePFCSlAD00DUUKbNBdXCSRzri787DFGrsOe6BPJiE69KAP5kRA5grj3zb6JXsvIBKmKdUp15akX5WLdyY03SYGWrmLXDbBiU5qii6utW+evwsAVinkmNWd6/8hnxQ3Ja8AJYlxcbcEJYrQMFY+fHUJhwDu//204+2u/jBee3aEC917Iyv78v/xN+Om/8Dj69kvzambAsdNTLcs4538A4A8YYz/DOX+OMdajw3x6Z1t2ak1sEZBXttBclpvYSW3egrlsIbmshX1Ve6r6tvjZov21zAVqsdzjWt08KmMyq46VLfaL864IIIt11QGFpvdYNe+Ln1exbGXPRRnwqJsji1hV2U0/LyvrdoLd2w0ul211865sjJexCdbk/Lq5WVdm3dgXPQiK9b0imVVpHfMo65hOeSacAyBLvSJTQax1TWgqgcV+i9w5F41TzQMwinmlOEFFsH4KYzA0kfpGuNumwrU0TFKoYkCcIIGpEziwdOUI41kctDLQB+QGmPMjCsQpB1Y7Bq4feFnu1ZahkiujcvRlKd2jFYXYKUPEuUrgKz9LBGCdN6EkUE3T5vlYJeBwghimRmyprikYuVHmTkoiQym+4v6NLI8nYwTakpTDDRKcG1rot/QsBYgEuRLIRwmx7VM/RhSniEX7dFWBGyaUv1b0ZZwepo9hAPwkRpgkODsgt15TV2FolAYmSQ9jcXWV4dJqKwNLst+lG2nMOXwBtFJ+6C4dJynWuiauHXhY65oZI8wYMchxwjOhKD9KoIpYWjlOjh+jKzZe4iTF87tuBnwnYYQnt4i5nrgRGAM2bAsbfRNtU802UnamIUZOiC2H2OR124TGFDw/I2EiL07gxjG2xgHaJt3zsGMgFozuWpfy0QK06WHpKs50bHxsd4wLPRtuSGMkha7appZtKNWZdJWXwL0j4svjhMPQWDYvp14EBmJUvZDS6Bz4Ie47QwrKch4nKRdAlNylwziFmsV+c4zcCAoDWqaGOOFoW5qIeac2l3k7cNHOjqlh7FG8d5pyDDsGxm4khN6Q5X11A5pvV9bbOHBCWLqK6+/6cTAGfPfbH0SvZeDn/9uH8UWf/wB+8MseQt/Wbnnf3U6702A1Z+uMsV+FYFcZY2MA38Y5f/+dbdapzbMmC5eqXfyqz28XoGpi8xjTMnai7LrjLszq2Oh8/VV/V5VZ9ntZGctihxexqsX8Iixr2fVVTFUVmC07T7Zjkc2BKgaw7P7KwHfVPdbdb3HOzLuuSfurzmvSrkXqWnS+HXeDpmyeLWOTpe4e6jaWmgL6Ju/D4r3N2wCq2tipm09l77zi5/PaeBx72cSsFm29q6NrKTjTN3Bp1YLCgBsHPjRVwWrHgKFRSpaOWGibhUXnvActLYBGVSE2jvOjn2sqnaOIAY+SNAOJYXIYvxZExABxjlsYz3x7igvH/MRJU57ljQxjcoWW8bL3bLQzddl83ljgMKWNZFwlaNUF0JbiP/l7rbO8KjHdx/wJKPsMoPtviZhWS+QBNXUVEy+CJtxSnYCUbf2IUqVIttzSFWz0zSxFymbfxMyPM/duxghMEECkzQtdJVYyTjgOHMqluT8LMfUIjD2742DikiJwlKRoaRoudtq4OfLRs3XoKsOnd6eY+TF2JkEm9OQECdoiR+h7nt5HnFD86z0bbaSc070IV18nSGAZKmZ+THG9CkNXuPFKV/WU0zzSVAYOUjvemYZwgwSWEM6S988YxayO3AiqwjD2I6x2Dez7Id5/8wA3xj7FQcYJ1nsmucArNPZumGDkUDxmnHISHVI1pOBoaSrFE4t+mEWUn9fSVQxaOvyI0r7IdDxdW8vmlHQpjhMCcmtdM5vnisLmAlU512Uqpv1ZmClpT3xyVw/jFLvTACmnnMBRwrE3I3fvtZaZ5bCNkzTLm+qGCbbGAWaCiXaDGDMhGPXc1IGlq1jtGFjrGnh23wHnBHJ7rVsFymQ7GZDbKKPx2psGcAOaIzLWdeaTK3HKgesHHuKEmGFVCH39xNe+Gn//Sx/Ae37kq/ATX/tqKAqlbHqpTD67x/9ZanP+DYC/yjm/wjm/AuA7AfzbpdZwakux17/+9QBuXWTWLZbz32VN/77dgKkKwFWBwWIbi8fyC8qTtj9fTrEtdczgIpZ/lovHX2pb1njPYxqrwGhZOcVxXRQU5utd9Jx5gL0K9JRZvu1V/VN1jjzehIEr9mvVps8itqy5WPXMLFJ+XR/UbWTUAcYmdVb1ZVXfHmejoWqMi8eP+6446Ti+bMFq0S6tWnjjPX08cq6NS6uUa1LGX0rgIq3qYZFiR3lAKY0xEkuRINDUSelVlieFWyR7myQcuqqgZahCRCjNmJ4yq9tdkc1NUg5PqLt6YYJr+x4snWI/JTNoFVRn5cJali3VcI+WTwxg3upYaOUYk/VI3k1xL36UgIvPFAbcf6aDlY4BQyVBnHvX22gZKnanAaY+MbFtS8Nm38I9G+2sv88ND3N1xkLN2IvSjFHbnYbgnGPiRdhzQmyNCXBeG3lwRVqWT+1N8ZG9MVIO7PrEJkp1WAB49Zk+xbaq7HBAQHNmZxrisUuDXK5W+iyI0mzDQmGUF1cR7ssAMBBpTjShFhzFdP6BE2WphHSVIYhlzLWZiWrN/Bi6SmM59iPYmopf//RNpJzD1lTcdD1wDlwZtLHSMWiMI/IOOHBCzPwYu16AlJNb+Z4fwFAUbNgWPvLCBEOLGO1dP4CqMLQtLQNYFB9MGysKYzi3Ymds8mvXB1AVdmRMmn45yU2VjLm0KFdsEBEzuT2heWDpKkZOiJ1JAFNTsD0N4IcJLq+1jpTlhgncIMaBE2VsqUxv5fgxDpwQbY2ezZ6twYtS/MT/fAYAbXb0SlxxIxFm4AQxdDFPJfvKGMOW41MaoYBAdtfW8eK+h62xj//wwWv45U9cx4+/6xl8+Pkxntt1xYaNivWuib1ZiHWRK/gz1BLO+f+Uf3DO3wmgQg/+1O6kvf/9RHbnv7eqQGsTxmCR48uysoVd3cI836b84rHIMjS97zqrYjPmnVe8purcKsbkTlrdYr/M6saoCfBtuski6yqe0wS4FM9bZIOhjPFqYlXtKgNVZfO9apMkf01VXcV7Ld7vInOsjPUr3lOZzTueb9eyNkeK9RSBf1VfNrG6OVf3DDQhkOrAe9V7rGw8qza9ytp1XHvFgNWiDVoqNro6VjsaLgyJ4Zm3K6YI8FP8SKaKYYzcLhXGsrQm0i1VMocKIzZPEQyPZC9X2rT4N/XmXX74gkSWhkQyb11bR9vSsD0JMjbJj9IjgiekMAwUp3PZzsgi7Wqa0obSppDbqxMkt/QrAwE6DmCta8LUVVi6mqXhoThjHWtdE8M2bTyYBcZYWpwQ4B67EcZejINZiL1ZiCAiJto2VOy6Ifb8AP/jmV08tT/FatvA0+MZnh7PwAB84ZUN7Hg+FEbu4y1TxWrXwO8+vZ0BtLWuiZ6tY9gmASOFMbRNajexo+TiLFlLOVekq/JQKMbm0xbpmpKBKwmE3CCBE8RY65pZzGYkQKvcWJAiVTddDx/fn+AnfuVTOPAjWKoCXVGwapm4KNyUk5TjwAmxNfaxNwsxiyinasI5np86ON+10bUJeHlJjDBJYakqHl7tQVcZOuaha/lUsJyWTsq4Mp6VMWIZO5aGlrlYhIHMxasqDJFQO17tEHDzIwKToVDa/djNMaKEY9g28MyOg9W2gYurdqZELVNaybhPqSCectpImHoRAlFWS1ezeFiFAf/Hn3oQNxyPXNFLvgc0lWXhBS1ThakTeyo3jc51Ke/tx/fGeO9z+yRgJpSyv+y+ddycRviSe9bwif0J/vjaPp7fdTNviYkXQ1MVPHiue2vFt9Fo0+F4P0u2P2CM/UvG2Bcwxj6fMfaTAH6fMfY6xtjrll7bqd1Wa7IYq1qELhuo1i2yqxi3smvLwOg8Buy47c0vqPN1HodVLVv7nIRhqqvjpNeXgcLiGMjzqqwKJOX7rlhO3fwobmTUtTVfT9nxsjoWsSLLVgc059VRtsmU/7/qmuO2e1nXLLJJU3X+IvdR1+dlc3XeRkjVe6aszjqruoe66/LvlLJ33rw5VDZf5tmi76sye9nErJ7U2satnVrM4VrmngscZRkVAR41RcnEXWwRqyjFi5KUZwrB+bLbDRbwxS8i+X8q2N4gTNA2NVzb96ApDC2TYgItXQVyIqv5MpoI2yzrSzYfc6sJVWQJrohBpf5TFYr3VaI0SwdSbI9krM8L5s4NYpi6ksU0siPnU3yqrCdOUgK3wn115scwVQUvTEN8/uUV3LvRwfV9Dz/0S5/E3/iqBzCLYuxOA5zvtrDt+GCgtD7nhjbeds9Gxv6udgx40SGzyHHIZvdsHR9+fozL622ooh1S7ZkxEkUyNIpdbql0jUy7FKc8cxvdm4VYFXlhb478LA/tgRtlcZYbPRIuIta+ixenLv7MW6/gnn4bFwYtqArDRs8kJjQiJnbkRBgFIaQXtxcnGJoG7lvpoGNpAtBGMFWVwCcohlYXINIPyXWWARg5USZY5kcUky1Z6DMD68icq5tbcsMhEnl0VYVlngJb4wCbfVLWvTHyMREpemYRjfOlVRu70zDLoRsnaca8emGCsRdnfcwYMdgAsOeGONe3KZY5JYXxkXAZfvBsBw+iAwC3pNeRaaD8KM3if+MkhRskGLSl0BiJUflJii9+aBNP3JxlaYYA4OsePkMqzqqCazMPXpjgwKF7cMV9zRHgXqox4JZNpDtoj4r/f6Bw/HHQo/a2l7Y5p3ZSm8deFMFf2WJvkbpkOUVrwsLUnVMGcsrYtpNacSFZPJ5vZ1MW4zis7HHspOXVMUhN7nUeQ1TH1M1b3BfracJ2NmHBykBt1bg1AZBVZZX9nT+W779iX9Z9VtWWss2BJlZ13rJY0ONY3SbWPLBYN1fqxr2srLq2LQIEq94tdexv3fxqMk+rNnEWsc8YsFpmxUXh1E+PxHqWmQSgTo5dAqMUHWGawtLVzE1W5vasA4tVgkopx5G4Wc6JOZz5xNo5QYzzK3YW+1nX1pfSFEZtzdLsxNSnhqZgKvKCyrQ6qhB6qvsylQBBiubI50k+JFLheOLReACkZNwyDnNf6ppCqWqMLu7b6GC1Y2AWUJzrP/zGR/GeayP0LRXf9ovvxT/+ptdhFsXoGTqGNrHhkuHThPKyrauYJjHFKYMYziBKMqZz5IQ4P7QzV1YJWOU42bqatT9JOXZnYQZ+Rm6EXS/Ao5f6uDHyszyxMv2OFybY8nyMwxCPnR9g5EYwNQUf2Zrhf/ucq1hp60eUoGV6o5ETwRXMPGckxHSl18bZoY1UsK5hnCJIE6y1KCb13NDC2ItxdmBhfxZi5EYYtA04fpwxrMO2AYUR+3kQkTKw1nDepcJlm4OQiG1QuiHOKc50e+pDUxnGboRrEw9PHjh4ZK2LlqYh4eTevdY1oGsKnDBB21AJfIE2Cq6PPJztW+CcAJlkrzc6JqZCFIqJ8Zt6ET69O8UXDzcrnxsOAtW2oVIOY84x9iIMOwae3XUwbBloifn8tqsbcIMY/+p9L+B/feNFPHkww4OrXQFwOaYhzbE9L0Dbohy7n3XPigDvL+Fzy9gtbv0LXb7EpnDOv3CJxZ3aHbbiAmYe43GchVdVWYueW8WYVgHEYluXDVhlmWXsX1PwL63p+XcSENTVX3Y/VXOpbu4UN0XqQETVXGzKWFbVXVWX/L1q0V88p8ju1tVZ1v6ydtUB+WKdZXXVAc0m1mTsmrwjysD2Saw4H+aBzHkbGVXz67jvvXnv1arzm/ZL1TzM/z2vv5fxXnnFugEfx7qWAktD9lNmiVhgm7oCy1Dhx8SMAchYJ6nKy9h8VlOCu8P0JSwrKxQUmBTFcQJi9OKEY7NvoW/rt4gj3UmT4IuJBbCMkfREaqE45Zmo0UiwhED9RE5zD4FkCT3hWiw/G+eEpkjMhmdxhE5AjGnLJBGd9Z4JDgJXKx0D5/s2zvUM/C+PnMPmZgduHONqv437NjsiHU0EU1dx4EaZiBYTbDpAi/UkJbAMkJtw29SgKCzLURtElE5HMo+y3TKG2TZUpBzwQopz7BgaRkLVeqNnIhbpVsI4xS998iZes9nHYxeGGHsxdkW6lrdcGGClrWex2alIB+QE5BrthgmCJMG260NVGB5Y7aJr6+jZGn7m/S/g5swHQKJgQZxirWdCUxUMWjqBNyaYcHaYY9jUVZFXlO5pGpKybtrgpcv5YT7ZJDlUSu5aGm6MfHDO4UbU9qkf42O7M6QcuOFQO+9d6YAxcvndnYaZ8jNjDE5A/9sapSIydSWbmwojld5JSKlr+i0dUUKeCa+7MKzd4OHiOUyFKJXckNmdBNjyqM3bkwC2oaLf0jP37STluNpvI+VA29Lw4a0RbE3FPWtt3LvWwUbPzHIzz4ruHrfZGOhL4Lg/S20LY5uMsZ9mjP2G+PsRxti3L7maU7tDJhfa+Z88k9qUMWxq8xZ/TRiiqvPyC87b0d4q5u92gsnbDVTnLcybsjNln+fnUdU1+fOqPi9bmFd93sSazqGyNsu2HrcdddcX21YE8vnPm2zKFDdYlrnp1GTTq6wty7SqTauqjZQqUDfv+uO2q2hNgX/x/KYbQ/PY3rr/j2unYLXG8sBVgleFkVswuR1ytIXSMGMUlygXu3LxWWfSPZF+DgWepPlhAlfEYepCOdfUFJg6KR5XiTXdKWOMYd+JsDcNMmEhU1fQNlVc2/dIcdePwRiw1jUagRrJ+sQipo8Y1FS4XRMwSlMST9rsW5h6BFQ84bLatXWstA24AQFFXyjhyvydScrxujNDREmKf/XnH8d9Kx3KR2odqtn6UYKNnolA5IUF6MFTlMMURD1by9jIYVvPYpwBwNSVTJk2So7u0M38GFMvQs/SsNolJvd8n9jOdQFiRg7lS1UVhq9/5CwAirvcn4VY7xIL+obLQ/hRmoHJiUciTTuTAM/vu3DjGFGaYqNlwRUKy5auYGcS4Cvu3wDnlNZHVxTseyFuHHjgnItUOilsodosZ3SUcAxatFmSchKPOt+3s1RO80xO3SAm9ezndl1SKXYjBAmlomnlNgk+9MIU9w/bGJo6rg7b2fh6IeU3VnNqwzLu3BKbAJmrsRBPs3QFGqM2hmITwNDomSpa/nmMhcCWrimIkhQv7nvYnYZoWxoscc8XVmwMWjp2pyHChDYM/syP/A5WOgaCKMHUE4z2wIIXJjjTt+ieBQPeb+m3tOF2G2PH/1my/QyA3wJwTvz9aQDfs/RaTu2usWWCvbKyi9YEEBb/rmPFlm15EJ+v4zgsyO04/yS2SF1lGwFVjE3+J3/9vDqrFuHzwF2d5cerijkr25gpjnlTL4QqxrOMic2XU8ZUlj0bTdm/4j3dDsBYtiFRB2zL/l60vrpjVe+Xee+VeccXsbL3RNN3atk4NQGhi7RrmQz3KVhdwCwNsHUGSwNahhDWMQ4FWoD6iSnFhuTf+UW9ZCOlxQktoA+cEB1LQ9tUsd4zcXYgclcCc12W74SttEn4iXNym2Wge+u1dJwdkIrvhRW7NGUOcHQ3ULKYSUpxmm6YoG9rWT5TgNg0N0wEixiLfKMkWONHCfZnIcZehO1JgDBOsTcL4YYJ4oRnzJd04fWjBLpKGwLXDzwAxObuCTVhhR2Cl3zbZbogOZ6cAxM/Fu0hkNcyVJFjF1lqliSlmNxhmzYefBGPfKZvIeHI4lRtg4SeupaG+890YGgUq/rY5T4urtiwDBUtkccUoBQqktH+yM4Yv//sPoI4hamq2PdDbLatjJkHgFEQgoPA99mehTdcHmLYNqCrCmZBkolLSUA482PsOyHcgBSJZV/1WzoGDcGWE8iUOAqe2XZwbmiDc46xG+GetTbcOIYfpxiH1Pff/0X3wVAVPLzZQxinGLSNDGR2bclgE4ANYgKlN6YeOpZ2BLCGcYqRG+HXntjJ4mN1lZUq/8qxlfMyilMYKqXEsoUru4yl9kUe5tWOga1xQKJJcYpvf90F7H/iY4csrBugY2nYmQRZfLuusize+qWMV70LbY1z/gsAUgDgnMcAkvpLTu3UmlvVgqkM7Cxz4VtnRTCwbEbibrR566VllS/rqGJei9fUAWJZVl19xTErgod59c+7j2Ibqtj9KkYvb002boqsa/78KmDUZEzrAFVdu+o2AOr+Po7lyyjOnzqQV/V7flPgpO0qY5ubvp+q+nfRjcN55y4CnJvY3Yd2XkbWMZUMuFYtMjnnGcCRoAYoH2hFYZmrqWRvW4aKsUsui2GcYhbEBI6BI4qyd9rkA6CpJMijqyRoI+M4z/RNtC0NHUurZN5ikT82EkAyiFLBZpLa7EpbR8vUsnKnXoSxGwnBJTommcuJFyNOeJa+RlEYnrw5wxM7MyiM2LGeTYq+YUpAQ1MVcFC8pGzPc7su1ntmltPTNtTSFygDxTNuTwIABMKk2y9jBNx1lcSVfAGu/SjBsG1kAlMjN4KmMOxMA8wEAx1E5P7NOdCzSUxrs2+ib5PLrx8RwE1TjpW2LtxeSWBo3w0RJgk0lcGNY1wctvDgahe6yvDxm5NMXOgv/dN34UKvhQM3RE8A2NUOMd+awoSiNcvaKN1gWyale/nk/iTbtJmXSxUQQkWMidjrJFNQbolUL0/tOLBUFZamYLNFmzPDtoGhTcynqStwgzgbC86JoWWMZamLnCDGikWAduxGWQ7bPT+Apat4ZNOGG5BgU8ukOVnmqSC/CKKEZ/lxJ16EnWmIVHzpBHGKh1Z7uLLewtgjBl1RGD66PQZjwK/+87+CAyfCrhvCi5MMZJu6gq1JgLWu2ajfbocxQChWH+9nyQt4hzG2CgoPBmPszQDGy6zg1F55dpKFX3HhWLfYXSawqqo3X3fV368Em8d8LvOe84vmJoxrEYg1YdSbgIVFQV0RhMxjmcva0wS0lW2Q1NWzKFs9r86y8quY8irGuQw8LmMOFcuZBzSLDGfx9/w5srzjtOmkXh75PiuC8Kb9vmjbT/r+nAtWGWMWY+y9jLEPMcY+xhj7P8Xxq4yx9zDGnmSM/TxjzBDHTfH3k+LzK7my/rY4/inG2J8+UcvvQsszr5YmJxUBuCjhpSAtPxkkkxgltODWVPK1k/GXMkWIJdyN77bvMHkvqkIu0uSOedQ1RAJsyTRHufyrCjsUUIoSAgET4QLdswlQxEmaCTfJuM5P7Eww8il3aBBRbs22SQAwTjkp7E4D7LpB5k67M6Eco1MvgqVSjlNKS0SgU6rJGsLlU7bLCW4lepKUI0wIqBo5FWhiVek+3CDJ2DU3TOAIsSyA4kTDOMXZgYU4pXhbN4jBQK65ScpxY+SDMSZSALEsTUtXgEtFiDgBNE+eO3DRNjT0DB33r9p4cK2HjkXpX4ZtA0PLwO88uQVdVfBdX/8aYhgVBU9uz3Bz5KNlqln6GUe0U85fU1eESjC5Mf/C+2/i+QMHrRIgXzZHZDxvECV4cmuGqxttIXqV4MmdGW64HlqGipWWgSvr7Swv7YUVG/2WjpEbQVUY1romOqaKiRchFrG2IycUbKWCaRjDDWKoCkO/RRsT04jSzLz+zAo6lkastXD/rdpE4cLdXFMON5LcIIYTJNiaBXhm4mDPDaCr5FY98SJEcYpzbRspB3qGjiTlGFo61m0LIy+CoSl4YncGTWHCzfoOxZ4v6PZb/FmyfS+AXwFwL2PsXQB+FsB3Lb2WU3tFWdlidZFrgXrGrAnAOU69dWzbKw2gljGORS+qZS1+q8qqW5TXXVdX10mARx0oyAPVOuBVBB3zjped16Tc4lydB9iq5vQ8pq2qP48Dxo5zXV17in9XMd1lx/LM7J30lCgby/yzKM+RVty4WUa9x7UmTmcBgLdxzmeMMR3AOxkJYHwvgB/jnP8cY+xfAPh2AP9c/H/AOb+PMfaNAH4EwJ9jjD0C4BsBvAoUk/Q/GGMPcM5fsW5etn44OJam3JIqR4JZOYaM0cJVuqXK3JxSAMbS1SNs6t30heYEiVC0pUlZTPsBSHEqnuV0VRViQFc6Rqbqq2sESGX6Hy7cc21dhSaAnqUrGLkRpl6MYcfA4+eH2JsGpFjrR+joGlSF8s66QZKlkBmHEa722wjjFB1Lw4ETgXOeAVLGCPBxkJuvrpKrdxSTGNPEi9C1NLGRkHPhBqXpWesa0FRqW1+kdZHMn1QEnon0K5rCEETE+j25NYPKGB67MkDKgRf2XLzqQi9TTB62dfRtHYwhE20iV2cOTXQz5xw70xAHsxCaSnl3P7wzwqZt4fKwRecqDPdtdjIW9J6NNjSVYeIn4CDmds8JoSoEQlumRmlpNEoX1BV5fQdtA154yBB+wUOrONcj1+4oPlTUDqLkiLu03GjI+o0x9G0d1/Y9GJqCfkvHqm3gbJfifjPmW+RdlYrKnFMu43NDGwdOnNscQaaerKnAastAEKVZWp0DJ8S5tg1TV+EEFAd8z4bdaH7HCbHJjAFn+iauHZColqoAPUPDim1gdxpAUxXYBrK8s/teiI6uYaVDKsrnV8jdWVUYVjoGhsKduZi66aUyYlbvSNW3GOf8A4yxzwfwIKhpn+KcR3e4Waf2MrDjfBfm2ac6QHo7vmfnuRSedHF4p60MGNbdM7C4O2MVw1nWhmL5+cV5Wb3FNhcX81Vl5Ns17++ye8nXWQYQywB2GTBrenwecGrCqBVBWBnrV+yrefXl778Jk1lW36LPT9mYl9VVBmCr7rmsjqp7aLJhVnbdcawMkJZtdhTHrMmcKZuvy3iXzQWrnFo2E3/q4oeDct79BXH83wH4uyCw+tXidwD4RQD/lFFLvxrAz3HOAwDPMMaeBPAmAH904rt4mVjRVdgJDxeKjFGaFj8iN06Z1oMxBkPLv3BfwgYvYJpy64SXv6f80N3QMgjIyLQ/maouA1Tx0MQJuc36cQpNYVn8n8xnOxKiO2eHFHsZREmm0gwgA/gKI+ByEISwVBX3DjqUfkSIK6kK1WGAlHg5qA3DjkFxwZzSmuxMQ+iCHY8liM49iIrCoIAhjGOoCsdQKugCGVsLALMgQcekeOORG0EXMcmjIMTQPBT32ehbGRjuWFqmwiuZWgl2VMH0eWGCfSfCR2+OsGKRKNS1mYczbQuPXhgAANompWnhQAY8d6bEBH/dw2cw8SgH69WVTsZcM5Zg5ES4tNbKXGZ/7sPX8F1vvYoX91xs9k04foyvfPBMxvAmnEOTL3scAlTOD9WPTZ1c27uWBsYorc7UozQ492y2Rf/SHOCchJLkBkEYp3jtpT4+cW1C7vFCxGjQJgEjRcTVuiIm1tTJDT2IEjw9nuFyr42pR6rFlqFiexLg3LAesIbCy0ERgk5RksLUiF0GdDy02YMfJZh6Mfa8AF1dF6CZw1ZVmLqK91/fx6VOG8/tuujZGjb7FgzxPpCeE3fC5HN5kutP3AbGvrbiowfEO+XtS6jm1D6DrWzxWgQyL6WVLVCrQMXL0apAYpNzj2NloDF/vK7sMoA7b3E+D6CV1dmUVasCpIvMjyogXwfuin83aUfZ9WX1VrWprJyy+ufVURyL4wLVsjZXzSf5eVU7ytpYVnaTDYOmc6dJOcW2NOmvReu+He+vRnIejDEVwPsB3AfgnwF4CsCIkwAGALwI4Lz4/TyAF0SDY8bYGMCqOP7uXLH5az4jrW0cHUwvIuEZzmmB64bkJtuxNChMyV4UkWBi7qYvMysDnYe5UY/uNh59sFXGslQi8pw44fCjGCM3yhg1hTGYOsXo7jtRxtyZGgnduCJNia4ydC1iNoMoQRjHeHLs4JG1Hs7rNgZtAyoDdqeUL/TCig0vTKCH1I6urSOIEjw3cTHsGJj5MYZtHR1TQ1ewsF1bE8rP1TtdElBKC2ICNqSYG6NrWbgx8jFs6+haGp7cctA1dDx6eYAk5cK9Vs/K6FiaAFeHYx+L82Y+9dXzBy5WbAPnOy0MOwY+dnOMtqHis66soGeTC2oUpzB0ynVrqApSzjFyKHfrWs+EP05gqiqGbZ1SBIl4266tQRdzbW8W4gsur8LUVVxaa2FfsLgjJ4IXJljtEEtoCTbVOuLaSnGqeQEscidWcc+GASeI0RH5RoH8F6NwHWYknDTxIrQMFVfW2whErtNh2wBj5P4sNy38KEUqBKx4wuFFCV6zMYAizosSEkbqmObcF+u1fS9jROMkxdaYYop1wWD3bI3chAW4noTkpmypKhLOsecGGJpGBlKl5wTnPHtWgDskrsTuig2wrxT/bwD4bAC/K/7+QgB/COAUrJ7aiexu+q4ETubi+HK0IgA5zj2XsbXy96oyqwBQ2Xd4EXieBDiXgbqmoKAMNFUxjsXf6xjisr/zZcvy5f9lgLHY1iaWB2WLAPZ8P1aBx7p7WMTK6iv2RdmcK2tjsT3F+dFY7wAAXl5JREFUY2WsZdV68qQAtaoNdfU0eY4WqWtZ77dGyyNOrrqPMcYGAH4JwENLqb3EGGPfAeA7AODSpUu3q5q70myd4fKqlf2tMCAQoksUj8iFSNPdBVSBoy/OfK5KErY5jLdVFAY/TAAG6IqCKKG0J4wRsDMEqzb1YrRMFUFE4EyCNJlyxdAUtE3KR8oYua1qqoLn9h30DB3PT12sWqRoe2HFxsSPwTm5IKecBIj8KEXP1nHghOjbGiJDxUrHoHjZKEGaalB0mV80IjdsDqgF4C3v3TbUW17whnroEnt+aGMWxFjvUh270xCDlp7l2QQOxYfyZduGip1piChJkXJg4lFbbox8bLs+/CTB0DJwaa2FGyMfn3PPGnSNYkoBoWirKdh3IjDQhsjzex7u2Wjj+oFH6XyCKJtnMv5VqhlHIg/q1IvRFqylPJdzYMcLcH+7AwCwdRV70wCrIu2PNMYYEp5CZ0p2H4aqwNToM8nM5s/PzyGp2rvaMcAYMaVBRPluW6aaCXIxUF5bS1fgBgkURi7dMjfvuaGN/VmIKCH34Z6t1+5CJynHoG1kmxSkAkz1xkmK9S6lNJr5MbwwQc/Q0TIpv2vKAZMBfsQwDqJD8aquiesHHs4N7dq8rp8pxjn/SwDAGPvvAB7hnN8Qf58FpbM5tVO7Y7YIS3BcRqG4WLzbvt+XYSe9pzJAUMc2VjGfiy6257WjyfVN730RtnRef+TPmQdYq+qtm89N+mHRMV8Gw3fcZ7AKcFYxrvm/6/q2rH1NbB6YbVpGEXxXbdLUHSt7jqQ1mYfLsIX8zzjnIwC/B+AtAAaMMQl2LwC4Jn6/BuAiAIjP+wD28sdLrsnX8VOc8zdwzt+wvr6+SPNecdYxFay2NXQtBR1TyWIg74Yvslsn862f+2GSxZ+m/BDEEpCiWNRnth2ECYklxQLAtU0CIDM/RhCn2Jr4GAsRnZSTqzRAoAsgV1M/THBz5CPlHG6U4IGVLjY7VgaCUxEvyhiB/5kfYyzUhM8OrCw2dLNvgXOOnq0LV2K6n2HbyOJOi1b2BSnP4yD316kfE9uMwzyoQZxivWceya0Z51hpyRTuTikv7PYkwMiNsDcLM2bvwfUuvuDeDViGmqVgke63eVMYpeHpWBqe2SFXVKlwzAHseD4STqlXVMbQMkm5eV3kfrUMctle75noWBp+58kt2ALcP7TRxaXVFgBy3c3fT36eWLqaxevmGcV5JoG8jOEFAC8iMLjSNjB2idn1wiTL25qkHJ8eTTHxY6y0dfhJAk3MOUu4kyuMAYK5rcpZ7IdJ5uJO90ebKWcHFkxdzXIIy8sZA9a6JjRVQUv0mW2ouHfYwc2RL1hiuj5/9350Z0L3GWhuHPdnKX7Ah3ZRAlVhWwA+s3YsT+2us6pF3rxzq86vYrLuhu/1k9qymaBimVXMbL7/yvqyjP06aXvmgVlZZxlL2dSK9yvnVZ7pK9ZT1558WWX3VLyurs11YLeqPcW/i0Cw6vy6thSZ7EX6ue6+i8/9vPKb1Nu0749TTt15xTVqVTkn2Wi73e+wJmrA64JRBWPMBvCnAHwCBFq/Xpz2LQB+Wfz+K+JviM9/l9Pd/AqAb2SkFnwVwP0A3ruk+/iMsLzSsPy5U1Z8vtLcC1zG2upCJEoTqWySlGNfAK2RE+IT16awDRKR6lganCCGwihf57mhjQfOdvHg2Q4uDG1oQpBmtWMgSlMcOBH8KMXUi/HxLUrDEkSCYVxtQVGIrZPqsTLOdWcS4Pmxi7NDG6+7PMCZgYW2pWV5LjnnaBkqTJ3yd8rYUSkapDUAWEl6qHqsKaRIvCIUbbu2DidI0LN1nOmbt1wr3UMjoXY88WJEQi1YYQxTkRoliFPcd6aDS6sttE0V9260qZ6OkQF0xsjlVrZFxq3ef6aTiUtxTiD+LRfX8MiZvnjhEHNoCyaZ3KpT9EQeVcYYHOHKChBglOP/rif3bskfDBBjzDnPYnU3euaRz6tMXidVow+cCFtjH1OP3LJvjn2oIpZUU1nmVj5oG/jNT+zhuuPiyS0HfVPP5mCcpJhFMXyRFojlQHC+3ZxzJJzie4s2ciMEESlGS9fvtkmiWnITJYxp3Nqmms0zQzua0kjaSeJGT2rsBP+WbL/DGPstxti3Msa+FcCvAfgfy67k1E7tOLYou1q3qK0CtS93wLpIH8n/mwKaKgaojPkqllt0u1zEFjm/yGTmQWXVPRTbXjxWB8yL4DV/XfGeT8qSzmtnXVl1QLOuHWVjW1fOohsSxfLrri/bpCgy1mXlnsTKymm6gVB3rKrcuk224rll77jbxaoCzdyAzwL4d4ziVhUAv8A5/1XG2McB/Bxj7O8D+BMAPy3O/2kA/56RgNI+SAEYnPOPMcZ+AcDHAcQAvpO/gpWAXyorrqOLisMnteLkk4xdnHJYymFMYsqlqy8xlxJcBFGSiQE9t+vCCxNsiLylmsKw3jMRxSmcIMFKx4ChKrcoxm70TPRsXagNAxs9E09vOxj5IaKEo61TLGnb0jKwvNGjWMSdaYgoTsEBDFo6zg4sXDXagi1DpkR8cbWFNKV8mm2LcrnqJalM5rGBqUhPk32ZiONSAZlzjtWOkbnYllkQpwiiFP0WxZt++JqDbc/HA4MuFIXhobMdOEGcuaYyTv0kWUCZ3ggQOTQF0+iHSZYWZ6NnYnsSYMf14cUJrq630LV1+BGl1FnrmvDDBJ++OUMiQDABZmCzr+KrHzlHKtWaAktsOACkwAsgS9NzOIfo3toitrkJqxoJllS+OyMh1iTdseOEPph4cQbmNZVlGw//65suIUgSBGmCtpirbpAgFmlkOhbNm8r6hQp3vq2cU19oKgHkRIBphVH8asvUspREKecwNRVtU8PYjXBplRSTJbuet551Z0SWJLN6kuuXZZzzv8YY+xoAnycO/RTn/JeWWMUryhhjFoB3ADBB3+W/yDn/AbEZ/HMgrYj3A/gmznnIGDNB6YBeD/J2+nOc82dFWX8bpOSfAPhuzvlvvdT380qxOmBQxnDdDjbyTlkRmJWBAaC+j+b1W/7vIhgsll/3exNren5xoV8GXI6zkF+E+WoKtKoYwiZtK95fFbgsjm8ZYK9q77w5k/+9uAGxSB/PO7dq/pS1q6q8RefbSdvd5NkrllU8p0l7q865o8wq5/zDnPPHOeev5Zy/mnP+98Txpznnb+Kc38c5/wZOKr/gnPvi7/vE50/nyvpBzvm9nPMHOee/cdvu6jPYls285udkmh66S+aZoFTkBpXM1dQn1mriRRh7McZuhN1pSG6rZztZftSzQ4tUVQ0VHUumerl1wgdRClekSnGEKu1m30KUcHR0DX1TJ4VdJ0TLoBQ/Ey/CgUPslx9RWp1Bi+IJ+zYxXEFEqsBumGRxtVwwq/l8qU2t6EoqH+i2qd1yT61cap98OiI3iAmkMerjZ7Yd3LvWxruemcBPElxea+HFfQ+DtpGNDWPU721LQ8s8VA8GIMAesc4jN8Lzey6e2XHBAXxyf4KHN3sAgLFHAMvSVeiqgv1ZiJ1pgA/vjKCrDO9+YRfbMz8Ddz1bx+4kQFuMm7R7Nyl2NX8sSQ+ZhrKURkWTSth5ReWRS3MpiMjdd+qRO7TCGBw/FgJUwCd2J/jdZ/dwz0YbUZpiYBkI4hRnBhY2ehRfqjBg0KYcrp3cQ5J/AacZCD06rikHupaWbZ6MRc7XKKGYbM45Xpx41PeMwQ1iTLwIbUtDymmO3lVxquyEbsBLNs75L3HO/z/i5xSo1ptMK/cogMcAfClj7M2gdHE/xjm/D8ABCIQCubRyAH5MnAd2NK3clwL4SbE5fWrHtKYM1u1kIu6k1S3ciwv/JpY/tw4QlIEp+X8eQC27z8sYwiL7OQ8ILLp5UWS35oGYKiasqVUB8OKxqvqLbSxeO49FLYLH/D0tOqfq5mfVM1o3B/PXF68tu4emdlygW7cRUdVXJwHWL8U77M7lTDi1l8ROAl5l7tMkpfQgXpRkKVzyU1MuvhkjNVwJ/NwwQRAl0DUSRNoUKVmurLVw/5kO1oQ4TZqSiJAp3IaL1jJJzMYNE+xMQzBG7Nm9a230bA2Dto6r6y3cu9lBr0XA1QkSTP0YV9fbWBUxhGGSomWolEJHV6BrIg5YtL1taUIkabGXnmSb/ZCEoiTjJ11Os/jVIy9qoUobp8hXJduecnIhXu2aODuw8Dc+7yr8OEWcpLi4asOPKD6Tc6Eoy44CYPnicYIYe7MQ1w589Fs6wpgY2zhJoYtxszUV54dWlgpnZxJkLr6bLQs3Zj7ChOPBzS4Gwp15bxrg3s12Vp+8R70kX2gVgywtFQJakbi/JKUUQaEQLgpj2lTYmwbYngRwghg3Zz4mboSpH2dzNEk5DvwIbYMY57W2iXEQYqNtirZRLte2qR0Rtcr3WdYmMVZyrqfZJg3N9+1JgLap4eKqLY6Tu3eccKzZZnYPnFNOWF2lOZeP5z21UzuJcbKqtHK/KI7/OwD/i/j9q8XfEJ9/EaNJ/9UQaeU4588AkGnlTm1JVgRpVSxc2fkvBysDh8dhX+qYwfyPPFZWX1U/z6s7D0iK4DZ/bB6rVbyPeSCnrpy8FUFQGUCed12VVc23Yp+XlVkFgstAX5P2VLGWdecXz5lXR1l7q8Z6kbVgWdkntZO8B+Y9T02e1zprssmwLDsFq59htgh4VRQCn5EARXJBznAYw1lmXVvHSsfAoKVjvWtCVynVDAOxZBIkAsjiIvMiNkVjjGGzbwn3VgLDG0Lo5/yKjX5Lz8obOQQM3CBGz9bQMkm9VVcZ4oRnbrEAxYcamgJNZRmTlheCamoSlDKGLBerPG6I+6Y0K4du1K7I1xklKTgnMOQEMTSF4czAQl/kanWDGFFC5Vwc2AhE2pW2SSllJl6cAUXZf6mImY0SDkeAvQsrFPc7aBvot3T0bB0Pr/WRpByPXRhm/ScZ2o6lIYhSPLLZw4e2pviqR85h0NIzcN6z9SMgtAj8pOVZY2nyRUl5hYn53poEuDn2sTsNsT0JMPFIvXl/FiLllAd37EeZArGuKAiSNBuzlHMEcYrXbQ7xr37zCSgM+OjOGD/17heovwPKo3t2YKFna7B0BU4QZ31VNLnpIsG3jMmVwLltUlyzLgSXmNigkaw2uSsrODu0MGwb6Foawji9BbiX1f1SGgO75Yt5kZ9Tu7PGGFMZYx8EsA3gt7FAWjkAYxymlXshV2xpWjnG2Hcwxt7HGHvfbbiVV7SVMWBVC+bi+S8HawIMq1i1MvBZdV2ZzQP2xTrrgFlV+cW6FmERl7mAL2Omi+0pso7z2lp2fd19FkF9VbnFNhavrbqvsnta1JpcW7a5cRK7Hc9sVf+fpIxFwWWTzRlZ1u18Z52C1c9wmwdeJeCa+RQjaQi33eI5Zdd1bR2mrmQL+7TwYHBOirAdS4Oi3Cpykz8PIKVZEvMhsSDJxso4zbapZszZay72cWW9DcYYzg4sSnFiqJR3s/CSMnWVQDhjC7s2MsZgCsBtC/dhW/SPqatgjMENk4zBVYUSrhdSbGi+76QLdbF8TaGfjZ6Jzb6FkUviSEEs1ZET5IdAxqgyEEsLENjiIDdjAHjXM7twgxjrXROGSm2ME4r7tHUSAeq1dMz8GF9yz7pIZZNg4sVwAlLUlbGZbhBnXzaSVc63JW+SAf34talg3snF1wsTHDgRJh79dEwVIzeCqVN/7roBeqYOLjYTzvYscPDsvmdhjEkY4cnRFNvX98EYw+89eYCNvoW/85ufxFi4no/dCC/ue5T2ZxxkmwZF41ymiVLAQeA1jFOYuoooSSklkQDJkoVWFYbtaSDS6WhZruCLq7ZI4XTrQk1R2B0VSgNO5ga8zK8mxtgXMRLxO7WGxjlPOOePgdT134TbmFaO55T6b1cdnwlWBTJebgC1aE3aXwYMqoBNE3a5bIE8DxA3sXlsYh1rXMYyL3NcyzY+8m2uAoN1VtU/dUBuHhCf5zFQxzjny543xov07UkY75NY0/JfCrC76DlNNnGqylnmRs0pWD21I1YEr1KcSDJ9ZZYX0kkKTJUqBHLyeTnlBJZMY5yk8EUeTPlZECVHzmOgeEqZQoUxYkolmJAATaoL55lfTVXQs/UMqJbtCkrAIY8VU78UrfgQ6irLgBMXAFKykLJsCdTChFxxA5F+RVFYltamY2pwgzhLZcI5h6aSO3DXJjfeYVvPXEwVRiluJAiV1+zNQoRxiktrLcGIIgOjbUPF59+7jofP9zAL4iz/apweunyP3QhdS0Occrz2Uh+RGCPOeRa3mikXJ3Jcqxl3CcppXKm/wjiFbajQFIo71VUGJ6D8t36UYmcSwNRVXD/wkHJirA2NWHqFMTgRgWQGYBxEWLNNPLo5wF//5jfCDxP8xUfP4cqKiXvP9LDWNfDMtoPtSYCWqeHGyMeBE8IV+XaLDCd9WR4dazmOfVtHlFDeXzknOQcsXcGwRcJNYzfCuaGNME7JVTnlWd/cTQtSxk72s2RB4G8G8CHG2LsZY/+QMfaVjLHhUmt4hRp/CdLKndpybR479XKzJgznPIY0/3sVG11kDIsApIppLLal+Ptxx6F4X8sezzImtQngK7axruz8eWUbKHUsax1wr7OyzZqy//PtbDKOdVa2IZL//7g2D+Q3BdVFBropUDzuOflzy/q2KbN73DmwiJ2C1VOrtUFLRdtg6JjKXAaIMQJc+04IzpHlVwUIkLVMDbpQsAWQMVfSNTIW5wdRkuWzlOflgbIEx1IcR4InWU4VQyvbOM+SlEBwHWBN+dEXHZeuvH4MN0zgBgn2ZyEmQrjICRLBiCLLkSpVdCU41TUFYJRDVKr53rPRRv49YGgKupZGMZyzEFOfVIXzQkEjNwIHoKosA5MpJ9Z2pWPA0BSoKoOpKRi09IwRtnQVvlBvlilg7tmguNS1LuWD7do6mPjMEGPZszUwRm6wZW6tEqSnuc2EM8Id19AUrHVNXFlvYbVrYhwQA/rCngs3IiGl3WmIoWVk8aKO6K9Vy8zAvq3RPax2DFzom/hH73gK5wc2LE3B937OFfRsihU9O7CQCpA5DiNMvUjM01vbLeecnE+pAPJMtIOxw82WlHMEYtwUxtAW7ufyWN2cvNOmMHbsn2Ua5/xbOOcPAPhakFvqPwOws9RKXkHGTtPKndpLZHUso7QigGzCRBZdTvOL9TIQWlVncXE/r71l7GfxvKrFe1Wd+bKbgsMm1gRY17GqVW0oA4tFsFRXb7HOujGu26iYt4GRr7s4p6pA7Ly5VwbIj2N1GwlN2lFsT1U5VefVtatuDjYBnFVtmNeft8vusAPaqb3cbF6qHEVhGAgRmUUW6FZOWElhykKTf56AT5nVlS/bXTxHghVTJ0Zx4icEHKMEpqZkglKSoWzlUrrEKUeUpAjiNOuf9a4BNyD3147IwQkAw5aOKE4zYJ9vBgPgRymu7XtomSJlj6lmbZWAUFeVLEb3QKgkxwknl2lNgZqSCzZSYK1jgOMQpHshAWdNVbI2ecKV2Q1itArqxvJ3yyAhLCVHt0VxmqWx8SJKrWNoCmxdxYEToWdrImdpCk1leGCjgzghZtrUSW1XtkFXSaE5TakuS+fYmQVIUoY/eO4Af/XNl9Fv6bgxDfH1j5zF/izEF92zgYHwCrjp+BgHEXqmjj0vgBsn2dypCh1NU3KflrpRsi2WrsJQFdwc++BcsswAB+BHCWxDhR+lGLT1WzZb7iZjuL2paxhjF0HpUjZB3fNTnPMfrzj3LwL4XACvAbAL4J8C+J/Hb90r3k7Typ3aS2JlTGXZorcKmFQxnnX1FK9pAmrmAae668usrLwiQCuecxyGcxFrynaV2Tzw19SaAON5410c36rzixsZdWXkj5f93rTt82zeWNexolXn1m3W5Os9advLxr1pe6v6+6WwU7B6aieyMvB6HPCYtzvxIJSZbEWckDCOG9L6TRMuuFFCLtKmpmB7EqBn65lYVEsARj9KkKSU21RhDH5EisFpSjk5AcAJYrRNFSknMBkJd91Y5BU9+uKl2Nj1nonVjpEJRqUCDHthgijh6Ld0GJqSsdtjL8bFFRuaQF2KwrL7cvwYlkGxmCnnACOGXMuhmI6lCTdiJcslW7TiS0yCVGIgOXRVyYS0GON4btfFw+e7+PT2FOMgwsA08MBGB16YoGNpcAICk5rCsphbgHLW7s9CrHUNfGJ/gi++ZxNfcd96tlj5rHMD3H+mk6W3mfkx/CjFZtvC9ZmLza6FX/7ADr7k/hVoJbHSO5MAK51DJjdTAi6cJ+Ot/egQkG9PAgzbOjwxV/q2ju1JgPNDq3Re3+l41ZfAYgB/nXP+AcZYF8D7GWO/zTn/eMm5/xgkEPQvAPweFzlAT63cOOcfBvB4yfGnUaLmyzn3AXxDRVk/COAHl93GU3vlWBnYKFoZqM1fW8doHsd1sgrszAPF8pw6JresvfP64E4u5ptY082C4zBzxWsXAWzF68vqLLb/pO0sK2/Rts5rbxNrMj+LdS7Svib1Vc3rKo+EOzHHT92AT22ptuw8r3fSUk4xp57I8RqI+MPdKeUgTTmxsGGcYrVjQFMJ+Eg13TjlSDilLgnjFLrKKA5UiBDN/BhOmOD8io1ZkGRg58CJ4ARx7Q71etcEY4eMXcpJtIkxqkNhVH6UpHD8GEPB8GkiF6i8rzTlmTuyyihmVGVAmHC44nM/lPGzEEJU1X2Wj1/mOYAZCBXdsReJ2Ffg/App6VxZaePh9R7W2ia59BpqJhDFQKBQ5vE1NUqdpDBS+H31ah+qwrDSMTJhq7N9G5yTm/K5oY2JF+PACXFuaOH+1S6iOMX7P7WDlHN0bS1LfcM5pdDZnQYYuxFe2PNIMbjmi6djauhZWrYJsdal1D6GpmClY8CLEnRMFUFUHwN9x4xVx6M2+ZlnnPMbnPMPiN+nIDfVW5RmxedrAL4NgAXgBxlj72WM/ful3eupndqpncjmuSkWzy2eVwUU5HfdcYFq/lh+QV22CC8DUlWMY/E7uI69bcIAz7ufsnLL7u245ZeNxaLtbcJwF8+fx1yXta9J2xZlsZfZf02Y9Hmf183H22GLeCrcrjYc107B6qndViuC17sdwHLOj6QziQVj5gQxVjuUgmTqE5BUGLGuUvDJ8WOs90y0DBVOQK7BB7MQe7MQCiPV4Djh6NkaooREkLqWhrap4fzQAkAxjlKUR4LEosmXjASGfpiIXJ6HeTxvjHxSF/ZibPaJhT0EkhRfOvZijASQjmJyw+2YKhSFRJi2xlSGpJh1TUHb1CqZ8+KXuKaSQ7BMA6MIRnl7TLlSh20dtq5m4kttk8CmzAcrQSSlkKGY2pSTm7NUmh609MzlWopArXYMRAnF6Bqakokh3Rz5WOuaeHbs4L/+1bcgStOsjw6cMBOXOr9iQ1UYvv4n/xD7sxCqYKHLTALpswMLXUvDes/M7scPKS/xgRPd3W7AYMf+me8InKuLsSsgJvA9FZ/3AFwCcBnAFZAA0F2K8k/t1D5zrMiolG2kllnxvDK2tUm9VWWX1VVcjC/CtuY/m7dgXzazNA9clQHzsvPrgGGd22q+zLpNgCqrAlv5ObOI1W0alLWxaZlNLNtsz/0Ury/bjKkqq0l9xTaelL2sY86bANaq/j7OWC7DTsHqqb3kdreA1/yLRoJTyVamnFx9yS2XZ2IyXphgvWvAFjk2k5Rnsar7DrGGM5/ype47IVY6Bu7ZaGOzT3lhU36YIscWysacc+w7Ueb+2rE0nOlbGVNYZhL8uEGMiR/jwInQMlWkKcfWJIAfpXhx30Occqz3DoWIpBrxzI9h6+SmLHPNukGSpd5pWxrWuiYpKy+QGzROUiFCxLJ2EuBkmUuzbai4fuAjTjh2pgGGbSNjInu2jgMnyuJuV7uGEHJCNj4MpLzLGAHFrbEPVVWgMoYDJ8LYjeCGCXYmAfwowaW1Fj6wNULL1PDMtoMve+QMfvLdz+Hz7tmAH6VY75kI4xSfvD7NxMGe2XbwDZ97Bb/15FbGoFdZyjlMndIiJSInbpwQ0Kbctjq0GsB7p+0kzCoDwHL5N8XPd9xaB+sA+C8AvodzPqloyjsBfCWADwP4c5zzBznn33LbbvzUTu3Uaq0IFk7qNtnUBXNR9qcp2znv82UAopNaXR+VgSVpiwLNso2DKsBcN/ZljGMTNrEKTN2JPi9rR9nfZQC27Px5Zc7r97r6m9g89+gm7rzF+7vTTOspWD21O25NwGuTndB5VgRZIzc6Aqry5QSxTKfD8cy2A1VhIpWKAlNX0TY1tISKrow/vbLWwkTkDN2bEeiRuWBlfGrX1hEnlK9TUxi2xn6mGNy1NPRsDbpKIkjz2LgDJ8TONIStK9joEyD91I0pbo59tAQIHrZ1MHYYl8lAzKpM7yMBKWOkTqwJBhNAaf7bVAoz1ZgEt3FyqA6874QI4hSWTuBSCg/tTkM8tTUj4SoRY2toSpYfVhNgV1cpv29PuO2qCrHAALDRt7AzCRDEKQxVjJOmoGvreHHPgx8meHxjAFVh2OibcMME3/TYeezPQjDQGF1abeGJg2km6PTHNw/w9K6LL7i8fkvccNE0lVyULZGDlYSqGII4xc40yFjfu8yrBgAygaXj/oABPJd/U/z81JE6GNNBQPU/cM7fXtUWzvlrOed/FaROO7qNt31qp3ZqDWzRRXKTsupskXoWYdvqwNg8hnZRW7SvFjm/zk32OGNVx1zKz5swiPk+mwdsysai7L6anLcsADXPBXme+3Qdi1l2TpP7yNdTBJjzrClLvwjTfKftFKye2l1nZeC1yS7svBekBFnS1XdrHGRsFxcup0GUZOBIVQhwnB1aGLkRTF0IBIFYJU1lmPkxMYkAOICWqWGlY6BlquhYGinoCuZV2syP8eyOgyBOsTsN0bE0DFs6Rm4ETSVX23nGBfN7adVGyyRX4ud2XfhRCkswkZfXWhmjxznPUqwwkKutKeJA82Xm/y9jE4tAVaakkTGfmnrIgnJOfaIwoCVAuxR/olypwJmBhXs3O5ma7s4kgMKIObUNYitXOwZWO0a2OdBv6WgLRWJTU2DplGaIMdqAWO0aCGNij3vCLXqzbyKIkix2tGfrCKIEP/nu5zIA/qcfPIP/8cwuvDDBX37zVfydL74f953p3NI/ZSbnYNskVWdDU/DMnoMwJpEsDnKjTnIbJneDSzyx/LcvdQ2jjvlpAJ/gnP/onHNfzRj7EwAfA/Bxxtj7GWOvXsqNntqpndpcq2KOlll+nS0CEBdpYxUgbVJH2e+L1LXM8xdl8MqY5zqAWgcam1odW1cEs3Xtqzte/PykVgay6zY4mtTfFNxXAde65/A4z2aZl0ETdjv/951kve+C5dKpnVq9VaXLSQtiPzK+UbKk+RdBnHDoGp38xM0Z1rombENFnHIojCOIUzhBDF1VYDMGL0wQJyn6LR0dS0MUp7AMNasz5cjcWzVVwe40AAew0TPx4r6HJOW4uNrK2gQQaBu7EZwgwUaP8pZeECJDacqx0jaoDRUoJn9PbpiI/KYMjFOe0PUuxaVyztGxNHRFblECqjxLn2MKYGjqR92MZSxq1QtJ3rsEoXGSwgkSrHSMLDeuF8SwDRUKOHRNwdiN0G/pWO2acIMY/ZaOfkunDQMOrHYO41TTlGO1Y8AyVAzbyDYAVKHIOwtieGGCQUuHLwWLGMO1fY8AoqrADRJ0bR1/8uIBLg3axOxqFDfaNlWEcYqtcSBAfgd/c+Ne7Dsh1rom4pRjYKtZPtpzQ/vI/Td5UeuagvUuuRWf7dnot4jZtkS6I1UwxXdz3tUl21sBfBOAjzDGPiiOfR/n/NdLzv0pAN/LOf89AGCMfYE49tm3v5mndmqnVgcyFrX891X+/0XLKGvDcco6jtW55NbZMtpXxSzO68vidfnz57WpCdvZlOksY2WbuLeWAaNl933VOU0YyUUYzuO0cRG28yRzrMheV91XE9D+UtgpWD21l50dYjl6eLyIgE+c8owpJEBAwIpcWemKvVkIQ1Pw6a0pzg9sKIxYLycgMR4GYuc6poquZWRMoircajmQCRLpgsGUbqLE7jHhSssyF0sOhjBJEfoxWoaKrqVlQFemp5H1hAm9gCTIzb8gntpycHHVhqmTeq8iXjCeUNf1ohQ9W0Pf1o8woCknt+YDhwSdDE2pzCtaZ16YQBFMsaUpWX5ZmcpGps6RQkkAMsEnAJkrNED3pRbefYpQUi6zlHOhcszgCREqGR8bpxy2wvDRaxNcXm0hjFPct9YlRhnA3pTYWs5JpdcLE0y8GD1bg6Wr+N0ntvHlj5zFv33f8/jLb7qMSKg1ByLX66ImWfezAwtBlFDeVV3FxIswaBsLSBK9NHaS76B5l3LO39ngNGltCVTFtb/PGGsfu3GndmqndsesCG6Os9hdJnh+Ke0k7SsDlmWgouqaOgZyUYBTLO84LHBxHsxrw0nAZtM2FkFyXdvqWN/jAtam/VjV/3lguQzAOo89rmK8X0o7dQM+tZe92TpD22AY2CraBsPYjbA9odQybpjAEa66UZxmuTdXWgbODqwMZFk6uamauoq1joGWqR0FfMLVlQF47zP7mAUJ3IBymrpBDCeIsTMJAADDlo62qcKLEvhRiihJMfVkKhoCB7pGj54XJkdcQ1c7lPpEVRimfpy5LMtzooTj4y9OECfENE48qnfiRdga+QCOuur6YYKJR4JDjFFeUMZuzS1aZTLulFx8WZaCx49TiosF4Av3WhJWOmSdY6HOuwyLRW7bOOXYmwZw/BgzP0aScqx1TQzaBnrC7XpvGmBrQkrGfkhtMzQFpk5uuDI1ThATO/tfPrQFAPi73/tjMDQF73xmFwCyXKmLmqbSPLINFT1bx82RjyCmOOW8O/rdYLShcvvcgBe0pxljf4cxdkX8/O8Anl52Jad2aqf20tjdDirvpNW5YVa5HxdBX/FYsYwywDsPYMl25cFmlbtwHVtbxaguwu6WldmkjDorgq6yeyv2+XFdceext2Vjl6+vjOVcdAOorp1NNwbydZ0EpJ/ETsHqqb3ibLOn4551G22DYa2jQdcUzIIY10U6l/vPdHBhhVhVCaZmfgxfgJoimJAiQZwTw/emKytY7xoZI0XxjynODW0SChJKtbauwtIVBHGKlY6BjqWJmE66UFEYurae5T4tWs/WM4ALAPdstPGxaySkKmNFx26ElY6BAyfCoK2jm2MmHT9GEJOwT5ykODeg9DhjN2rcl7vTMOsPJ0hgGypahgqFESjzQ3L/BZMAlcA7IJjYY3ypkNvyIUimH+D5PZeUllUCnrahZpsLT+/MslhRhTEMW+QSnc+R6kcEptuWhq592E8/8bWvRhineM03fD0AYN02AQCDtoEoPr6Cb5JS+hzZJ3l157shXhUAbnee1QXt2wCsA3i7+FkXx07t1E7t1F6WVrWwr3I5rXKfLXOZLcY3zquzqt7i500AY5OYyiZAdhF2cBEX2UU/r3OVPq53QB2or3J9rvq9qk358upY9TKrY02r+uKlcsEv2t2yZDq1U7tt1rMU9Cwz+1vGvO5OA+gCcBlCqCdv8qGUYC37nxE71rd1TP0YsyDG5fUWHD/OXHcle+eFCQyRZ7TO5MMvWVRduNcqQuRJxpmutg1cXCVQbAuRIScg19szfSsDh/uzEDM/RsrJ3fjc0MpyxubddIsmgWHKSSxptUOATbZBV8lFuW2SarGpq1le2igmJdx9J8JAvPuiJD1U9NUO+1duAMg+TVOeqfwmKYcTJAjjFAoDEg7hTpuiLd2ylUN3bw7gydEMl1fb0FWGlqmK2F0gTInZ1lRyuX5u4uCRjT56toYgSsEQo21q2JoE+Nm/9EZM/Rgb3cO5cpJ3MgMJS11ea2Hs0QZBynGL+/OdNIaT7Vgu81Y45wcAvnuJRZ7aqZ3aqd1Rq4uDrHI5XeRYGUitc5FtCjYWdbVtEs9aBr7KmORF2jmvfWVMapGhLGtH/u98mxZtR1ldZW2ctxlR1868Lco+F12gi/da5iJ9JwDrKVg9tc84k6zWhSGBkp1pBIWxzE0TIFDBcBSsRHGKMElhizjGlJNg0WrHAGOUumTmx9BSDktX4YeJyG+KLL5UPuCSGWWMgJdUjQUOXYRTzvHzf/ICvuqRc0hSjud2XWz0TexOQ1iGCj3l6Nka3DDBmb4FXVMyVlJhdP3YjXBuaIOLeE2y+peMojAoOASFjAGaqgrFX2JUwzjFyI3QNjUoDJh4CcYeCSiNJwF2pwE6pgbGSHSqbWoIY2JLNZVlrsgSnCecC3BK6XxsQ4UT/P/bu/dYSe7qTuDfU49+3te8PB7P2HgINqxhwyPEmHXEgs3DBISJFiKzKLEiS452TQJRdgFHu0JJQAoSCiESsPFiEgcRDHFAeElEQBgUrTYYGJsEbOMw2OAHtmc8d+a++1FVZ//4/aqnplzVXX27+3Zd9/djXU13dXfV6Ye7+/T5/c4vhCOmIjpnn7T1lqlQdgIz7DiMFCdX27h0zzwq7tmhqRXPwepWANcuvRMp8PP1LVy00Ow93kGkePx0CxfurWOjFeD8pRo8V7BQPzvP1nOHT+XiHxkcO8R8vR1g/3zVPP9D7212iMilAP4bgIuR+GxS1aumFRMRUVFZiVa/L/Z5Cd6gSlz6/KBjbWe+4aD9DIo3KxnLiy/rvo4jGeqXQGfFl3wc+yWIeYoO4U5elrctL0FOXyd9Pu94RWQdM2ufrKwSTcGBeT9xTtAKAAcmeWq3IyzUfXTtuquRAi2Y4a21iov9iSocYJZcCWwi6rmCUBXQ7CVf1loBFmoeVE1SmE6MPNfBI6fbePjEBg4t1XDsidP4TweOoO6b+bAbrQB+s4KDC8lK4Nk3mniIcTxX00e25NqpyTeheHs8Xzayw4l9u+zMQt23iaqZO7vVCSEAntpoQSDYCkLUXLOEz0Y7NJ18mz5UzRDhBTsUV8R0X1aYN8N6xe0l/gqBI8DaVhdBqFho+BCYIclBGNk5uMDzzpvDQt3DidU2GlUPq5tdqCo6tlnS6a0OLpirm+VwXOlVgi/e34DjCJ6zvwER4NFTWzh63mg9fcJEldhzzXJHp9baWGpWEj8YlMdIHzzj/cz6WwD/C8CnAIxnsjMR0Q5JVw6zKnPJ6l7ysvQ+0pelE5hhkuL0fsdxH5MxFTl+XsVukgYl0MntRRPp7VRY07dLP6fp62Q9VoNO5x1j2Bj77TfvtbkTyvfNiWjKap5p2rRYd3HevI9OEGHVzpVcbPhoVL3cxkGe68B3TXIYJ59V/5lzUit2/VDfzpFNJ6pBaLrd/s6VR/Ghb/wYzZqH/3j0QK8h1E9PbqIWdwVOdBNu2aZAS80KPEdwZG/dNI/y8/9Xz2v4kxyiCwBrtqFRPF+1G0Y4udbBZifEgYUqwkjxo6dXcf5cDS+7aAmerWpWPQfL6x20uiFWNrt4+OkN/POjT+ORU1t4cqWNdjfEUyst+K55HFa3ApxYbaNj54tGCszZLsaOmMeu3Q2x2TVDhefrfm8+aCeIsLLZNT8U2GHPrSDC/ma1t95pGCkeObWFRtWFCPDI05s4s9nFwyc38dRaa1sfREm+5/TmJm+2TXV3eaPby+tKM1/VkhH+xixQ1U+q6ndU9Vj8N/7DEBFNTlZSEv+broblJZvJhCVvKGlSv0rsqElFvwRo0JDdrGrhTiQ5WZ/jWUOC4+15Pxhk7WPQfU3L2vegBDDrNdRvyG+/ynuROPMS+XRcWdffCUxWiQZYqDk4vFTBnoaLmmeSnfm6n/tmsLrVRaSKdjdEo+L2EpeiSVC8JEvsY7/2IniO9JonVTzHrhP6zLmnImeHETdsArfd5Ev1bBfiThCh7ju9ocqqClcEe5s+9jZ9/Pz0Fmq+g1YY4dJD89hom+V0Vtpd/OipNQR2nmu7G6HiOFiqVnBqq431VoAnzrTwrydXIDDLzKxsmbVZ6xUXmx0zFPjJ1Ra6oUlET9pOz3XPRasboeY55vG2j5nrCNrdCL4drtysuHh6o43NTojINoFqVl2sbplji5hk2BFgvurj1Hqn9xjEiXoRYaTnDE9udUxDKgXG2hl5nATb7wTsiIw7Yf0/IvJfReSQiOyN/8Z7CCJ6tksP44y3DbuP7coaSplMONOJR5HhqnkJT/L6yeMkz29Xv9sPm0QPU4kbRyKUfjyHGRI86DEblOzl3WZQZbffbfs93oNeL8PGmhdD+lg7ickq0ZCaFbNUTt0X1DxTKUv+jxyv3eq7jl1yZbhhGfEyJ3FFbt981Sy9E2pvrmXDNldKfyAmh5nGiWXVd4d6c4qT5eS82m4Y9dayjZem8VxBN1S0uhHW2qZR0X+4aB+2OiEW6x4uu2ABf33P41io+OhGEdZbZi3bSw/N4ZL98zjYrMGxieLPVztoB2ad2mbFxam1tpnLaqujizXfzCMW6a2n69uGT60gQsV1sG47Z/mu2LVkFd1Q8cCpVRx7cgWBRrhwXx2eK3hitYV211SEl9c7+MlT6whC7SWcAM5ZUggwc5YHfaBstoPekkPa2w4cWqqh1e1/+2kpUWX1egD/HcD/A3DM/n1v/IchomezrCrUsF/Q04lg+nQRWRW7vGQoq+qXvm7ebbOGbWYlxMNK7yedDA+KK72vSRr2+P2GvOZVf5Pb835ESP/FsaWHTCeP3e81NqiqXWTo8rDy/v9Jx7+T32dKNiCNaHeq+/H/2IK67+PxMx0s1j10uiaRGua9o1k1/1s+caaF9ZYZRlrxHDy1soXzFqu9iilg1l2teHa4rk0iBabzbhApPOQP801/kMaJaTuIsLzewQV76tjsmASzG0SoVVxU7BDnILE2bcVz8O8OzfeaKMWVxPmah794+y/i6w8+hV++cC+CyFSbHz21hf3zFeybq+D0Rgc138WbLz2I5fUOKp5zTgOlZtWFI4KuKqqeGXpc8Rzb7Vexp1lBzXOwZtfSFRF07XqvcRfk+ZqHFx8EDu+pw7HDkiM1SffqVoBupJjznF61/OCiWeKn3TXVYTNcWM7pZpylZdeajdQ8hnXfRaSKxYaZ8xyqaVBVKoKhXpuTpKpHpx0DEc2e7cy/Sw/ZzEoM+1VF0/rNN+x3+0E/hheptGXpN/Qza2hvP0WvNymDjj/oOUknb+n9pZ+7dHKaVzntl+wV3U/yOpN4jPu99nby+WRllWgCDi9VMFd1cN68j0Zl+P+h290QVc/BBXtq2LLzUC8+0IDnnH3TDG2ToJjrCLxEYpq1ZmxS+o3GcUyjo6pNBtdbAdrdCN0gQrPqoVExczwj2+1YBL3lcObrPhzHNJ2qxomf3e9FCw3M1TzM1zycv1TDRfsb+Nrxp/CzpzftcF3BnqaPvXOVXiz75qtYbPi9+9msulje6sC3ywDFd+vgYhWuKzi90TmbrIupZoqYRkwKU72t+g7WtgKst0Mctcvc/Hx5C50oxEX7zGN7wZ56r6LaqJp5skXfkIMwwmYnRKNqHoM4YQbsPNbE3GJ6JhF5u4jM29P/Q0S+KCIvnXZcRLQ7FK30ZFW4Bu0nvS0vQchKbgZVorIS1aLzBPOqa6MaFH9eEpwehpy1v2H1ez6KJoHbPf6gBDf9GhiUMG63Op+XjGYl0eOUV/UdZcTBdjBZJdoB8XDh+G8Q1xEsNXx0Q7NWq+c6CMJz3/hbnfAZYzEdZ3AFEDBvLnESnHzTr9jmQIeWar3rztU81Gw1t9WNbFXS3Ca0w5zjxk5xDAB6S//sn69ibauLTmDmkdYrLl5xeB/2zlVQr7hoVD2EkWKzHfaaJZ3Z6Njlfsw+IgXOnzdLy1Q8BxcfaOK8xRpETIItYjr8ujaZ91zBWitAzXewd66CC/bUAaBX6XQdQRCazsPnz9fRDiKT8NoGUjFvwKKoyTfpWsXFoaVar/GV+RJx9rquI+VsrpQxdKno35gHA/9PVV0TkV8B8FoAt8J0ByYiGqhI0lnk+v32k5WAJT9D+w3LzEoAk7frV13NGx46KMai0klm8nxWMp5nnMlzVgKfPE6/WNL3Jb19XPFl3d9xDIsuknBnHWecP1wMep4nccw8JfvqRDQb0klLKzj3QyDuDrxY93qnXUfgJd606xV325U6Eel10E1+kCa76C42fDs0+Owx5moetjqhGWJsE89uYo5ncu3Y1a0ufDust9U1jZLiNU5rdjmdpaaPIIywf74KR4DNzrlNiJaafm/9VREgCBWbnRAb7QCNiovl9Q48VzBXddEJz64xqwrUfLM2rOcIgtDEOG+XCgKAk6vt3uMQqeLI3jpOrLaxf77Se4yDUOF7xd6wffdsA6qsy6c1BGqQUX6xHPM9ip/8NwG4RVX/XkQ+ON5DENGsyBua2y/RGTRHsN/1+iVOWQlXkcQpHWuRocLD6jesN686OujxG4e8OPKOX6TyO4lkbtAQ46znb5jHKevHkLwhwoOS+GFlPcbT+C7DZJWoBEzyevYNwPYKOmdJG5Fz34Aj1XPWSB2XZMKV3LeISfriocaRXU+01TWV324Q4cxmFyLAYt0M4V3dCnrXbwdR7/ZhpNg7V4Fv7188h7TiOaj5bi8pdR3Tdda3Fc54qR5VU/U0zaZMZ994SR1V0yTp/KUaTq21zTqtrQBzdi6w7zk4udZGs+phvu6h6jmoVVy0uxE22gGWGj4819zfZKIaJ+J5b9TppyH9ph6EEVCydVbjympJPC4ifwHgdQA+LCJVcPQPEY1BVtKS9eU+OeQyebu8SlfROZt5cST3Pagym3f7ftdPHqPIkNb045K+PO8Y467w5Q15zZu/OSgZnOTnXL/ht/1eN8Puu9/rYFxDrrPkPeY7ickqUQllVV7jN6DAduZ1BHDdnf0uv9EOsVD3ep16O0GE5Y0uWh0zN3S+5sF3BcsbHYgINloBIvuhE1dW9zQrODBfRc02UnIdQRSYpLfmu1hvBdjshAgj7TWY6gQmoXUdge+apk7L6x0s1H2stwJUPccuc6Pw7Vq3Vc9BuxuhE5ruwe0gMtVoMd15PdfBqTWznutiw0cYKX7h4Fzum/HKVhd7mpVnbM8aChTfl1gQmi7OZVSaVBX4dQDXAPiIqp4RkUMw3YGJiMYuXX1LJ6xZ182rkhaVVbkcpmK53USkSNU379/k8fttH3Ss7cabTubzKsH9EsPtVgTznp+iVfFRZQ0Xzztf5HW0HeljTKO6Wvibroi4InKviHzFnj8qIneLyHER+byIVOz2qj1/3F5+cWIfN9vtD4rIG8Z+b4iepZLzXeeqZskWb0yJavLNMB4uCwBbnfCcBk5BGMFzTVUzXp4n7vC70uri6Q2T+LW6Ua9B04JdL7Vq58J2Q8WZzW5vLqjrCFrdEOvtAJGaobmnNzoIE3NHxQ7VDW1jJ981Q4zjYcye7VBc802S6nuOrbZ2MV/3IPa+tLphb1hz1TdJa7PmQe3l8Vtvq3v2PsfSy9gkZb1pV1MV1HYQYan+zHVxp062P19VRMaa6arqpqp+UVV/bM8/oapfG98RiIi2L115TP9ImXebpLyKYHx6UPUza59FEqes6xRNOtJDqPvtcxwV1ax9Jo89qKo7KKZRq4NFj5c1D7iorPubfO2MOid2WHH8/YaJT9Iw33bfDeCBxPkPA/ioqj4PwGkAN9jtNwA4bbd/1F4PInIZgOsAvBDm1/NPiEgJv70RlV9yjddRm/aICNpdk8wFkWJ5vYOVzS5Ob3SwvNHBeivA6lYXbZuIAuhVPbthBM91UHUd7GtU0LGNip5aaUNVsdEK4LmOmVdaMx2Fa7bDbhBGWNnsYqMVYKsT9ho+RYreUN52N8JWJ8Sp9U5vnde2bdS0YIcaC8xcWhHTjdgRM7d1b7OCpYaPdmCGHq9sdrHZMQlrfL+b1bNV4nZi7m27e26iLkBmVbXfYxrrBBE22mGfaxMRUZnkJWbDfjnP2sd2vuxnVUDTx+i3r2EStvR9jR+LQUNrR6k45+0zL96isWUljMlqa5Hhu/2um5VUpn+MyBpmPkg67qz95lVVJyHvx5mdqrAWSlZF5AhM04tP2fMC4CoAd9ir3Abgrfb0tfY87OVX2+tfC+B2VW2r6sMAjgO4fAz3gWjmDdttOH7Ti+xQ3rg77upmF66dU1rzzTDdtVaAVic0zYwcM1d2davbW+JmruZhoe6bdVd9k0TGlVSRs0vdVD0zNLfqm7edtVaAVjfERjvsxTBf9xCEJkntBGbobMfOde0EEU6ttRFGivMWTEOmesVF11aD40qsacgEdOxtar4D11Zff3pyA2utAN0g6iWtF+yp26HCDtrdEM2q24u993gB6AZR5odMNGB4bxBGaFbK+bucwHwIbPevREOIiYgm5hmjSgbISnby9lvk9ult45KVFA1KipO3zXpMtpvAFEm2iw6H7vd45yW+6ecpa5ht8rFJJr2D4kgPZS5qp5PSIqYxb7VoTebPALwXwLw9vw/AGVW1bWDwGIDD9vRhAI8CgKoGIrJir38YwLcT+0zehojGKCthjZs2AUC7G6HiOVizGxcbPjY3zJzMSBXrbVNZrNokc6sTmjVR50xSGw/fBdBLGhXAZjvAfM3DYsNHqxv2uv8GkaLTCuC5ZomZdmCOHw8Z7nSiXpKcfB+s2OG0ga3gCszQ4cB2+e2GkWmcJEDUMevTipjlbYLQHKdZ9bDeCuC7DiIfWF7vIGr6qNvkGgB818ypjTsPu46cMx/YEaATaeayQOkGV90ggu852GgHaFY9nN7o4sBCdRvP4s4ow4cfEdGzyaDkalDSsp0KVtEkOplo5SVCg+IbdVhx1vUGHS/rh4L0/cnaX1bin74sK0lNz43N2k9WLFmV1SL3Mev6WfcnK4ad+hyfxnxVoECyKiJvBnBCVY+JyKsnHZCI3AjgRgC46KKLJn04opmRTGBrnou1VoRm1awJutEKsLppqqUnVtuYr3nYaJvmRqubJunb0/SxsmWWjInULDOzstnF/vkq6hUX9YqLvU0z7LYbRL3qbM0380cjBVpd7SWlHZuwxvNRVRWn1rtodc16q46YN+BuEKHqmeDDSHvJsoiZO+v5gkhNwqlqEtjNTohGxcWBhSpOrXUAoDcEuGMbLcVvt7WKi7rvwnP7zxc6vdFBvVIf+DiLmDf0eF3cqu9goVbOprYCVkeJiCYpmRgN80U/KxEbZ6IwTLJc5PKisW3nPgx7m7wfC4pWqdPzk4vqN5+4yBDgvCQ4+e8oPwgMK28/O520FvkGdSWAt4jITwHcDjP892MAlkQk/vp7BMDj9vTjAC4EAHv5IoBTye0Zt+lR1VtU9eWq+vIDBw4MfYeIqJj5moO5qoO6L9g355lGSL5p3jRX83pDcxfqHvbNVVD1HJuEmSRzvRXgvIUqFhu+GTrrmIqmZ5eXcey8VDMU10XFc/B/H3kaN3z2HqxtmUR4sx1goxXg9IaZJ+s4gr1zFczVPBxYqKJihw3P1z3TCdhz0Kx5vYQ3XlN1rWUaNHXt8XzXVI03WgFEgNWtbi/BVTuMuWOXx1nbMg2f2l0zNDjdTKkbRPjZ05toFBzKa4YQS69rcr2kQ4BjItv/IyKifHmVy0FVxGQykFdVHDWe9DHLJmu+afqyrAp0VnLfb87poPPjeGy2k8j3q37nJeHDHi8t/TiN6/6PamCyqqo3q+oRVb0YpkHSXar6TgDfBPA2e7XrAXzZnr7Tnoe9/C419/ROANeJ6RZ8FMAlAL4ztntCRCP5hfPqWKq7eMGhJvbb5LVrE7puaCqlZza6eGrFdOyt+i6aVc80Iwq1N780rpbWKy4gZsmYjXZg1lD1XPzpr/17HNlXh+eY4bZPrrbguw422yH2Nn00bPdgAGhUXOxtVtCouGhWXSzWPRyYN42ORExFNUq8ucZrtEaqaFQ9QARVz8HRA01UPQd75ypwbVIdJ5+OE8+5MfNcY6qm0dKPfr6G8xaqWBqiwVL8AROEUa/CSkRENMiw8zO3I2/Y66jzY0e9XXpuZ1bClk7esxK3dMLaL0nPG/6clxAXld5vkcemX2U1a/+Teo30S1inMRR4lD6i7wNwu4h8EMC9AG61228F8BkROQ5gGSbBhareJyJfAHA/gADATarKFplEJfWCQ81zzn/3oZXeXFNVM4+zVnEBM8oWHTv0V1V768AGYQQBsLYVYL7u4zXPPYBG1UM3jPDoShu+K/AdB3uaPhYbfm++qiPodeNVmLVV5+tObw4rYN4wXUcQRUA3VFRcwUbbzME9vdHFpefPoRNEOLPZxZMrm3jueU1Eqnjo6Q04Ilj1uhAR1HynN1d2qxtiU0MsNnwEYQQFcNH+BuoVF1Gkz5ifmqcdRL0GVPG82DIyDZa2/6HD4ioR0fhNsqKVVYVLJ6xF5qtmDW/ezjDnZAzJmJLH6jcst+j83vT9zJtfmnXZdqTnvA6Sl3xuJ1nc7jDmvP1s5/kdp6GSVVX9FoBv2dMPIaObr6q2ALw95/YfAvChYYMkoun75ecunnP+1HqAIIxQq7hQtUvN2PmqczWTkK5sdtGoevA9B6ubXZxcb6PiOFhs+Di52cLBZg1HDzTgOIJGPHcV6FVHO0GEeZv0uYlEMYrUDDOOzJDedjfEekvRDSI8vdnGpefNo9UN8cSZlklYWx1sdmrY2/Rx/nwNgEmu989X4bmmGVLFdbDU8PHwyU20beffvXMVNKumAjvMe3TVLs8jAizVy5usgsN5iYhKbdyVrLxmRMMcp+iQ5qL7SJ7vVxEdZv7kMAld8rj9Tg+bxBa5frqqnTe0Nyvmfol5v8uLxDuNCmqeEn+LIqIy2zfnYbHuolkRzFXNW0lcXT290UHHVkbXW0EvefVEsBWYYcUXLTXxnP0N1HzXdPSFmX9q1lcNEaliqWmWwYnnkUa9yq1irRXgzEYHm+0Q//b0GoIwQjc0nYdFzHIzpze6+LflNRxoVnvxXLCnZq9jqqpduw7rRscMZ16oe6i4ggv21FHzzTI2AHpV46JUtVfpLS8Z6T/WVomIJiOdcIyr0jpMElJknuc44hnlesPel1GGzg6bqBbZVmS48qB4JvHaSA9jzjq9U0YZBkxE1HNwwcfBBb93/v6fb8B3HTSqLpbXO1jvBAgixdF9Tfieg/maB9+VXjIoapLVijiouA4817xROrZCGdj5pKFdkqYTRIji5NbOqd0KQpzXrELVVGf3NH3snVvCT5c38JL5aq9D8VbHLKuzsmWSyWbVRaPiYr0VoN01a8vumz93uRlnqOFNZkjx8noH5837g28wJQJWVomIdoNJV7m2U52cxHH7VU8nUe3LqujmVTCHrbL2G3acdd28/fa77Tgfk0GV2n7XmSQmq0Q0EZddcHbO63MP1PFP/7aMhaoHEZMcVj3nnDmgqiZx8sQksEFo1jyN1DRv2myHUJgEK4wU3TDCRjtEqxMiiEwjo7rnYqMTYj9MRVfELMsTaISTq23safq9+bZhpL1kLU6Ilxpm7mywvNVbLzXmOGLXex38Rh1GZkjyfNaCtyXDOatERLOjLEM7h5GOuV+ClpVQ9psDmj5OXmLZ73zenNt+t8+Tdd/yGmJNam5z2V4j5f8mRUTPCq+6dO8551sZI2Tj5FRVewlku2MaHW20g94b6FYntMvWmCHBCxUfZ9pdXLBQw/MOzuHJlZZZWmexBlXFa48cxBNnWhARnNns4MjeOhSmEVKj4qLdDdEOIuxtmm7Bz9nfQKsTIl0TdQs2WBIB5moeHlveAlAdeH0iIqKyKdO8RaD/3Np+1cgizY7SzZ6yKr55++mXOG43qSwy13VWMFkloqlIFx03O2aeafL9eWWzizBShGqqlest08F3oxOgHYbYCkJ0wghN38MFCzXM1TysJbLgdjfEhfsaWGsFOLy33ptTW/ddtLohGhUz/Nd1BPP1c9/4axnroxb5cFBVbHVCdILoGR2Vy2bkYcCz81lJRDQTsuYtliFpzZtrmjevdlDimLxPWdXX9DEHzdvMq7wWSZCzblukcjzp5yWvyrvTrwUmq0RUCo1K/OZn/n1ixTRPanXNCldhZJbE0ShC1XWwt1HB8mYH5y/U0OqG2DdXweOnW2hWzVqrddtd+MxmF6fW2nZ7hMW6j9MbHQR2/qoChZekKeL0RheNqnvOMjulxW7AREQzK514bLezbhkNM6d00DzZ7VRHiww9HmaIcnz9QXEPOsYwyvJaYLJKRKV0aLFyzvkfPbGBtVaAThih7rlo1rxet925mlke5/zFKh5b3kKj6mGp4ePnp1vYO1fBQt1HGCkaVQ9BGGGzE0LELIfjF5iDOoxm1cUTZ1rYN1cB8MzqbNkIy6NERDMpb6jrTick/aqc8bas6/bbXyydjA9KGossYZMlPY901PmkeUOR0/EMeix24w8Nabvgp38iIuAFh5q48pI9eM0L9uGK5y3h5GobF+5roBtGaFY9eI4gUpO4HpivoOa72DtXwePLWzi4WIXrnP3g2DdXwWLdQ8WuhzoO8b6XN7o4srcO3y3/26vANJva7t/u/wjc/UTEFZF7ReQr9vxREblbRI6LyOdFpGK3V+354/byixP7uNluf1BE3jClu0JEJTCN5Carupj8S1YR8zrz5knuJ+uYgxLloo9H0XiyxPevaLfhYSqr4zaNpWvK/22KiCjD5c9dxAVLFbzw8BwOLvjY2/SwutXFRfsbWGpWEKniwZOrOLSnDtcRs7RNxwwprvoufNcZ6xBYEUE3iLCn6cN1BEuN8ldVR19nlUrg3QAeSJz/MICPqurzAJwGcIPdfgOA03b7R+31ICKXAbgOwAsBXAPgEyKyG168RLTLZVUu89b6TJ9PN0QapOg83EFdgIsoWvUscty8Obk7LT3PdycxWSWiZ41fvHAeS3UXzYrg0GIFLzy4iKWGGQJc8ZxeN1/fFTi2EjsO8Rqwq60AZza6z4phN1R+InIEwJsAfMqeFwBXAbjDXuU2AG+1p6+152Evv9pe/1oAt6tqW1UfBnAcwOU7cgeIaCYkE6+8obhZQ1zTw2mLzPtM7i9rPm7ekOJRK4bDNqNKXn9QcjuNamb62NOq5AKcs0pEz2K/cF7dnjJvsJE6CCPFxlYAR8xSNEWXo+knUqDVDeE5gmAX5akjdwOmafszAO8FMG/P7wNwRlXjltiPAThsTx8G8CgAqGogIiv2+ocBfDuxz+RtekTkRgA3jjl+IpoBRSqleUvPDKp0pufZZlVr8/aVtb/k9YfR7/qDYovPD+ogPGjI8jgVbb61E5isEtHMaFYEgGChZgaVZK31uh1x51/PESw20quzlhuH8+5OIvJmACdU9ZiIvHrSx1PVWwDcYo89vZ/5iWjXykq20sN+syqgyfNZyVrenNe0fkloXgW3aCxF7nve9iIdgUdt1hTvu6j0YzvNEWNMVoloZqXXeh01efVsU6X0fstKbKOkbd9+fKHQ8K4E8BYR+VUANQALAD4GYElEPFtdPQLgcXv9xwFcCOAxEfEALAI4ldgeS96GiGgs8rr85s0bTVccBzVRykr40olrv4RvUFWz322Sx03LizsvCR507GGaK20nSc061rRxzioRkVXzzv0b1jTnlWzXaA2Wpv8hNqtU9WZVPaKqF8M0SLpLVd8J4JsA3mavdj2AL9vTd9rzsJffpeYFeyeA62y34KMALgHwnR26G0Q0I/olcllV0qzhv1lJZ7+5qP2SrTjhy0r8+g1/Tc/hzNtHOs68RD3r2P2S0SLJdDLBL0OyOapd8vs/EdHOG6by2gki+G78IbL7Pxxo13ofgNtF5IMA7gVwq91+K4DPiMhxAMswCS5U9T4R+QKA+wEEAG5S1XDnwyaiWbLdoa/95nL2G+Lb7/Z5+8+qdg4zjzOvwVPRCnNefP1uP+ixGEa6Qs05q0REJZeXvEaR9pbH2W2/Yo4U7u66q89aqvotAN+ypx9CRjdfVW0BeHvO7T8E4EOTi5CIqL9BlcksWQlU0aG//aqe6W395rMOktVUadBw5CIJcL+kdZyJJeesEhHtYmeTV/MmvtkBdtNAYA7kJSKisuqXjOVdv0hFcdhhw0WrlXlDhvOO368TcDyEN6vSmzW8d9gkehjTnrvKZJWIaEwald2W+gmcET6Adtu9JSKi3StrXmu/rsLp07HtDDkukgwW7Q5cpCKcd7u8/Q/TgGpY0x4xVupk9dixY+si8uC040jZD+DpaQeRwpgGK1s8AGMqijGd9Zxx7oyVVSIi2q0GDdXt1yE4a1u/RktFDDNPNKsKO8zxsiq4efsYNdlkZbW/B1X15dMOIklEvseYBitbTGWLB2BMRTGmCWO2SkREzwL9hsb2G8o7aPhv1rZhGxkVqfBmJdnpffTbPomEkg2WiIiIiIiIxiwveU1XXPvdPp2k5Q3fHbSPrGHE6dv1a56U3j4osR0nVlaJiGhqhKVVIiKaAUWXjCmyPEzy336KdCPOinOYZXEmaVzL4Iyi7MnqLdMOIANjKqZsMZUtHoAxFcWYJkVGXLqGiIholyoy3LbfENthE7ms62d1Bk52As5aP3UWqqlJpU5WVbV0XwgZUzFli6ls8QCMqSjGNDlssERERNRf3pDbrGVl0gbNb82q2OYdf6eUKVEFSp6sEhHRhJXn84iIiKh0iixJk1cxzUpU+81fHTSfdieSyFG6FE8Ck1Uiohk2ypxV5rlERDQr+lVWk9fJWi81a6mZdBKbXlYna/tOm3aiCgDOtAPIIyLXiMiDInJcRN4/4WN9WkROiMgPE9v2isjXReTH9t89druIyJ/buP5VRF6WuM319vo/FpHrR4jnQhH5pojcLyL3ici7SxBTTUS+IyL/YmP6Q7v9qIjcbY/9eRGp2O1Ve/64vfzixL5uttsfFJE3bDcmuy9XRO4Vka+UIR67v5+KyA9E5Psi8j27bZrP3ZKI3CEiPxKRB0TklVOO5/n2sYn/VkXkPdOMye7r9+xr+4ci8jn7mp/664mIiIjKR+zc0uRf1mVx8jooiU3eLmma1c1pN1cCSpqsiogL4OMA3gjgMgDvEJHLJnjIvwJwTWrb+wF8Q1UvAfANex42pkvs340APmlj3gvgAwBeAeByAB+Iv2xvQwDg91X1MgBXALjJ3v9pxtQGcJWqvhjASwBcIyJXAPgwgI+q6vMAnAZwg73+DQBO2+0ftdeDvR/XAXghzGP+Cft8b9e7ATyQOD/teGKvUdWXJNbinOZz9zEAX1XVFwB4MczjNbV4VPVB+9i8BMAvAdgE8KVpxiQihwH8LoCXq+qLALgwr4uyvJ4mRmT7fyytEhERnSsrAU2fz0o+B63DOg3TSpKTSpmswnzxPK6qD6lqB8DtAK6d1MFU9Z8ALKc2XwvgNnv6NgBvTWz/azW+DWBJRA4BeAOAr6vqsqqeBvB1PDMBLhrPE6p6jz29BpNcHJ5yTKqq6/asb/8UwFUA7siJKY71DgBXi3nFXwvgdlVtq+rDAI7DPN9DE5EjAN4E4FP2vEwzngGm8tyJyCKAVwG4FQBUtaOqZ6YVT4arAfxEVX9Wgpg8AHUR8QA0ADyB8r6exkJG/CMiIqLBsqqvwLlDguMqbPI2yX93QnpubRkS5rImq4cBPJo4/5jdtpMOquoT9vSTAA7a03mxTSRmO7zwpQDunnZMYobcfh/ACZjE4CcAzqhqkLH/3rHt5SsA9o05pj8D8F4AkT2/b8rxxBTA10TkmIjcaLdN67k7CuAkgL8UM1z6UyLSnGI8adcB+Jw9PbWYVPVxAB8B8AhMkroC4BjK8XqaHGarREREU5M1fDhtpxLGdDOovArwTitrsloqap61Hf9pQUTmAPwdgPeo6uq0Y1LV0A7dPAJTLXrBTh4/SUTeDOCEqh6bVgx9/Iqqvgxm+OpNIvKq5IU7/Nx5AF4G4JOq+lIAGzg7vHYa8fTY+Z9vAfC36ct2OiY7fPhamOT+AgBNjKdyXHIy0n9FMlbJ6AlARERE58pLStMV10mJj1OGBDWprMnq4wAuTJw/YrftpKfsUEPYf08MiG2sMYuID5OoflZVv1iGmGJ2GOk3AbwSZkhm3FU6uf/ese3liwBOjTGmKwG8RUR+CjNM/CqYuZnTiqfHVumgqidg5mJejuk9d48BeExV77bn74BJXsvwWnojgHtU9Sl7fpoxvRbAw6p6UlW7AL4I8xqb+utp0kaas1rMX2EmEn8iIqLty0sSdzKBLFuiCpQ3Wf0ugEtsJ84KzFDBO3c4hjsBxN1Frwfw5cT23xTjCgArdujiPwJ4vYjssVWa19ttQ7Nz324F8ICq/mlJYjogIkv2dB3A62Dm0n4TwNtyYopjfRuAu2y17E4A14nppnoUpmnOd4aNR1VvVtUjqnoxzOvjLlV957TiiYlIU0Tm49Mwj/kPMaXnTlWfBPCoiDzfbroawP3TiiflHTg7BDg+9rRiegTAFSLSsP//xY/TVF9PzwY5PQGIiIiogDImkDuplOusqmogIu+C+eLpAvi0qt43qeOJyOcAvBrAfhF5DKbD6J8A+IKI3ADgZwB+3V79HwD8KkzjlE0Av2VjXhaRP4ZJtAHgj1R1u1/QrgTwGwB+YOeIAsAfTDmmQwBuE9PZ1AHwBVX9iojcD+B2EfkggHthG/nYfz8jIsdhvqheZ2O6T0S+AJMIBABuUtVwmzFled+U4zkI4Ev2jcUD8Deq+lUR+S6m99z9DoDP2h9+HrLHcKYYT5zIvw7Abyc2T+31rap3i8gdAO6BeR3cC+AWAH+Pcr2+x2rUqaez/fFJRET07FLGYcBShi5PRES0s0Tk6GvfeO1DH/mLz2x7H//5Tf8R9//g3t+GWVIodouq3pI61sUAvqJmWSDa5USEXxyIiGicjunZ5R7PUcrKKhER7QwZsT5qE9NbBl6RiIiISilryZyyYLJKRDSrhmuURERERM9C6QS1TMOBy9pgiYiIngVsT4B/BvB8EXnMzkkmIiKiKcuaDlqmRBVgZZWIaGaN2mCpCFV9x4QPQURERNuQlZSWKVEFmKwSEc02tgOm4a0DeHDaQWzDfgBPTzuIbWDcO4tx7yzGvbPKGvdz8i5gskpENMNGbbBEM+nBvK6NZSYi32PcO4dx7yzGvbMY985hskpENMNGGe3DNJeIiIgmickqEdGM2ok5q0RERETbxW7ARERENIzduq4u495ZjHtnMe6dxbh3CCurRESziqVV2gZV3XVfdgDGvdMY985i3DuLce8cJqtERDNL2GCJiIiISovJKhHRDCvZcmpEREREPZyzSkQ0o2TEP5o9InKNiDwoIsdF5P0liOfTInJCRH6Y2LZXRL4uIj+2/+6x20VE/tzG/q8i8rLEba631/+xiFw/4ZgvFJFvisj9InKfiLx7N8Rtj1cTke+IyL/Y2P/Qbj8qInfbGD8vIhW7vWrPH7eXX5zY1812+4Mi8oYdiN0VkXtF5Cu7KOafisgPROT7IvI9u203vE6WROQOEfmRiDwgIq8se9wi8nz7OMd/qyLynrLHbY/3e/b/xx+KyOfs/6elf30XxWSViGiWMVulgkTEBfBxAG8EcBmAd4jIZdONCn8F4JrUtvcD+IaqXgLgG/Y8YOK+xP7dCOCTgPnyD+ADAF4B4HIAH4i/kE5IAOD3VfUyAFcAuMk+jmWPGwDaAK5S1RcDeAmAa0TkCgAfBvBRVX0egNMAbrDXvwHAabv9o/Z6sPf3OgAvhHn+PmFfX5P0bgAPJM7vhpgB4DWq+pLE2pi74XXyMQBfVdUXAHgxzONe6rhV9UH7OL8EwC8B2ATwpbLHLSKHAfwugJer6osAuDCv093y+h6IySoREREVcTmA46r6kKp2ANwO4NppBqSq/wRgObX5WgC32dO3AXhrYvtfq/FtAEsicgjAGwB8XVWXVfU0gK/jmQnwOGN+QlXvsafXYL7IHy573DZeVdV1e9a3fwrgKgB35MQe36c7AFwtImK3366qbVV9GMBxmNfXRIjIEQBvAvApe17KHnMfpX6diMgigFcBuBUAVLWjqmfKHnfK1QB+oqo/2yVxewDqIuIBaAB4Arv39f0MTFaJiGaYjPQfzZjDAB5NnH/Mbiubg6r6hD39JICD9nRe/FO7X3YI3ksB3I1dEreY4bTfB3AC5ov4TwCcUdUgI45ejPbyFQD7phD7nwF4L4DInt+3C2IGzA8BXxORYyJyo91W9tfJUQAnAfylmGHXnxKR5i6IO+k6AJ+zp0sdt6o+DuAjAB6BSVJXABzD7nh9F8JklYhoVolpsLTdP2arVHaqqjBf+EtHROYA/B2A96jqavKyMsetqqEdKnkEpvLygulG1J+IvBnACVU9Nu1YtuFXVPVlMENObxKRVyUvLOnrxAPwMgCfVNWXAtjA2aGzAEobNwDAzu18C4C/TV9WxrjtEONrYX4kuABAEztXgd4RTFaJiGYYp6zSEB4HcGHi/BG7rWyessPxYP89Ybfnxb/j90tEfJhE9bOq+sXdEneSHdr5TQCvhBkCGa8wkYyjF6O9fBHAKexs7FcCeIuI/BRm6PpVMHMqyxwzgF7VDKp6Amb+5OUo/+vkMQCPqerd9vwdMMlr2eOOvRHAPar6lD1f9rhfC+BhVT2pql0AX4R5zZf+9V0Uk1UiolnGbJWK+y6AS2yXyQrMULk7pxxTljsBxB04rwfw5cT237RdPK8AsGKH9/0jgNeLyB5bpXi93TYRdn7YrQAeUNU/3S1x29gPiMiSPV0H8DqYObffBPC2nNjj+/Q2AHfZ6tSdAK6znUmPwjSp+c4kYlbVm1X1iKpeDPOavUtV31nmmAFARJoiMh+fhnl+f4iSv05U9UkAj4rI8+2mqwHcX/a4E96Bs0OA4/jKHPcjAK4QkYZ9b4kf71K/vofBdVaJiIhoIFUNRORdMF+8XACfVtX7phmTiHwOwKsB7BeRx2C6cP4JgC+IyA0Afgbg1+3V/wHAr8I0DtkE8FsAoKrLIvLHMMk4APyRqqabNo3TlQB+A8AP7NxPAPiDXRA3ABwCcJvtEuoA+IKqfkVE7gdwu4h8EMC9sM117L+fEZHjMI2wrrOx3yciX4D5Uh0AuElVwwnHnva+ksd8EMCXTP4BD8DfqOpXReS7KP/r5HcAfNb+qPWQjcUpe9z2R4HXAfjtxOZS/3+pqneLyB0A7oF5Xd4L4BYAf49yv74LE5NMExHRLBGRo9e8+a0PffzTnxt85RzXvu5K/OD7x1hjJSIioolgZZWIaIYJU00iIiIqKSarREQzbJRclXkuERERTRKTVSKiWcVGSURERFRiTFaJiGaU2P+IiIiIyohL1xAREREREVHpsLJKRDTD2GCJiIiIyorJKhHRDGOuSkRERGXFZJWIaEYJRqysMtMlIiKiCWKySkQ005hxEhERUTkxWSUimlUyWmWVaS4RERFNErsBExERERERUemwskpENMNYHSUiIqKyYrJKRDSjRm6wRERERDRBTFaJiGaYsLZKREREJcVklYholjFXJSIiopJigyUiIiIiIiIqHVZWiYhmGAurREREVFZMVomIZpSMus4qM10iIiKaICarREQzS9hgiYiIiEqLySoR0SxjrkpEREQlxWSViGiGMVclIiKismI3YCIiIiIiIiodVlaJiGaUgE2SiIiIqLyYrBIRzbDRGiwx0yUiIqLJYbJKRDSrRl26ZnyREBERET0D56wSERERERFR6bCySkQ0ozhnlYiIiMqMlVUiIiIiIiIqHVZWiYhm2GgNloiIiIgmh8kqEdEMG2kYMPNcIiIimiAmq0REM0owWr7JXJWIiIgmickqEdGsGjVbJSIiIpogNlgiIiIiIiKi0mFllYhoZgkbLBEREVFpMVklIpphXGeViIiIyorJKhHRjOKUVSIiIiozzlklIpplMsJfkd2LXCMiD4rIcRF5/7jDJyIiomcvVlaJiGbYJOesiogL4OMAXgfgMQDfFZE7VfX+iR2UiIiInjVYWSUiokm5HMBxVX1IVTsAbgdw7ZRjIiIiol2ClVUiotkUfP/79+Bd/+XGbe/gxImnBl3lMIBHE+cfA/CKbR+QiIiIZgqTVSKiGaSqj4rIiz596/+ujbCbMyJyI4BkxnuLqt4yYnhERERETFaJiGaVqt43ht38BEBecvo4gAsT54/YbUREREQDcc4qERFNyncBXCIiR0WkAuA6AHdOOSYiIiLaJVhZJSKiiVDVQETeBeAfAbgAPj2mai4RERHNAFHVacdAREREREREdA4OAyYiIiIiIqLSYbJKREREREREpcNklYiIiIiIiEqHySoRERERERGVDpNVIiIiIiIiKh0mq0RERERERFQ6TFaJiIiIiIiodJisEhERERERUen8f9kFRqFbGNDUAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "ename": "RasterioIOError", + "evalue": "./data/ASO/ASO_3M_SD_USCATE_20180528_clip.tif: No such file or directory", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mCPLE_OpenFailedError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32mrasterio/_base.pyx:310\u001b[0m, in \u001b[0;36mrasterio._base.DatasetBase.__init__\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mrasterio/_base.pyx:221\u001b[0m, in \u001b[0;36mrasterio._base.open_dataset\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mrasterio/_err.pyx:221\u001b[0m, in \u001b[0;36mrasterio._err.exc_wrap_pointer\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mCPLE_OpenFailedError\u001b[0m: ./data/ASO/ASO_3M_SD_USCATE_20180528_clip.tif: No such file or directory", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[0;31mRasterioIOError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[1], line 6\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpyplot\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mplt\u001b[39;00m\n\u001b[1;32m 5\u001b[0m dir_aso \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m./data/ASO/ASO_3M_SD_USCATE_20180528_clip.tif\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m----> 6\u001b[0m raso \u001b[38;5;241m=\u001b[39m \u001b[43mrasterio\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdir_aso\u001b[49m\u001b[43m,\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mr\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mread()\n\u001b[1;32m 7\u001b[0m raso \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mwhere(raso[\u001b[38;5;241m0\u001b[39m,:,:] \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m0\u001b[39m, np\u001b[38;5;241m.\u001b[39mnan, raso)\n\u001b[1;32m 9\u001b[0m th \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0.1\u001b[39m \u001b[38;5;66;03m# using 10 cm threshold\u001b[39;00m\n", + "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/envs/scm_geosmart/lib/python3.10/site-packages/rasterio/env.py:451\u001b[0m, in \u001b[0;36mensure_env_with_credentials..wrapper\u001b[0;34m(*args, **kwds)\u001b[0m\n\u001b[1;32m 448\u001b[0m session \u001b[38;5;241m=\u001b[39m DummySession()\n\u001b[1;32m 450\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m env_ctor(session\u001b[38;5;241m=\u001b[39msession):\n\u001b[0;32m--> 451\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/envs/scm_geosmart/lib/python3.10/site-packages/rasterio/__init__.py:304\u001b[0m, in \u001b[0;36mopen\u001b[0;34m(fp, mode, driver, width, height, count, crs, transform, dtype, nodata, sharing, **kwargs)\u001b[0m\n\u001b[1;32m 301\u001b[0m path \u001b[38;5;241m=\u001b[39m _parse_path(raw_dataset_path)\n\u001b[1;32m 303\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m--> 304\u001b[0m dataset \u001b[38;5;241m=\u001b[39m \u001b[43mDatasetReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdriver\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdriver\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msharing\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msharing\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 305\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr+\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 306\u001b[0m dataset \u001b[38;5;241m=\u001b[39m get_writer_for_path(path, driver\u001b[38;5;241m=\u001b[39mdriver)(\n\u001b[1;32m 307\u001b[0m path, mode, driver\u001b[38;5;241m=\u001b[39mdriver, sharing\u001b[38;5;241m=\u001b[39msharing, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m 308\u001b[0m )\n", + "File \u001b[0;32mrasterio/_base.pyx:312\u001b[0m, in \u001b[0;36mrasterio._base.DatasetBase.__init__\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mRasterioIOError\u001b[0m: ./data/ASO/ASO_3M_SD_USCATE_20180528_clip.tif: No such file or directory" + ] } ], "source": [ + "import rasterio\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", "dir_aso = './data/ASO/ASO_3M_SD_USCATE_20180528_clip.tif'\n", "raso = rasterio.open(dir_aso,'r').read()\n", "raso = np.where(raso[0,:,:] < 0, np.nan, raso)\n", @@ -103,13 +105,15 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ + "import joblib\n", + "\n", "dir_model = \"./models/random_forest_SCA_binary.joblib\"\n", "# load model\n", - "model = joblib.load(dir_model)\n" + "model = joblib.load(dir_model)" ] }, { @@ -121,7 +125,26 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# read model input features and labels \n", + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "data = pd.read_csv('./data/samples/sample_100K.csv', index_col = False)\n", + "print(\"Sample dimentions:\".format(), data.shape)\n", + "print(data.head())\n", + "X = data[['blue','green','red','nir']]\n", + "y = data['label']\n", + "\n", + "X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.96,random_state=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": {}, "outputs": [ { @@ -139,6 +162,8 @@ } ], "source": [ + "from functions_book_chapter_SCA import * \n", + "\n", "df = pd.DataFrame()\n", "df['obs'] = y_test\n", "df['predict'] = model.predict(X_test)\n", @@ -159,7 +184,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -188,7 +213,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -236,7 +261,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -264,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -303,7 +328,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -369,7 +394,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.5" + "version": "3.10.14" }, "vscode": { "interpreter": { diff --git a/book/chapters/three.ipynb b/book/chapters/three.ipynb index b68fe59..4eb37fd 100644 --- a/book/chapters/three.ipynb +++ b/book/chapters/three.ipynb @@ -18,35 +18,34 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "ename": "RasterioIOError", + "evalue": "./data/planet/20180528_181110_1025_3B_AnalyticMS_SR_clip.tif: No such file or directory", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mCPLE_OpenFailedError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32mrasterio/_base.pyx:310\u001b[0m, in \u001b[0;36mrasterio._base.DatasetBase.__init__\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mrasterio/_base.pyx:221\u001b[0m, in \u001b[0;36mrasterio._base.open_dataset\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mrasterio/_err.pyx:221\u001b[0m, in \u001b[0;36mrasterio._err.exc_wrap_pointer\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mCPLE_OpenFailedError\u001b[0m: ./data/planet/20180528_181110_1025_3B_AnalyticMS_SR_clip.tif: No such file or directory", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[0;31mRasterioIOError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[3], line 5\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfunctions_book_chapter_SCA\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[1;32m 4\u001b[0m dir_raster \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m./data/planet/20180528_181110_1025_3B_AnalyticMS_SR_clip.tif\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m----> 5\u001b[0m planet \u001b[38;5;241m=\u001b[39m \u001b[43mrasterio\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdir_raster\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mread()\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m10000\u001b[39m\n\u001b[1;32m 6\u001b[0m planet \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mwhere(planet[\u001b[38;5;241m0\u001b[39m,:,:] \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m, np\u001b[38;5;241m.\u001b[39mnan, planet) \u001b[38;5;66;03m# the default nan data value is 0, replace with np.nan\u001b[39;00m\n\u001b[1;32m 8\u001b[0m fig, axs \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplots(\u001b[38;5;241m2\u001b[39m,\u001b[38;5;241m2\u001b[39m,figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m15\u001b[39m,\u001b[38;5;241m7.5\u001b[39m))\n", + "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/envs/scm_geosmart/lib/python3.10/site-packages/rasterio/env.py:451\u001b[0m, in \u001b[0;36mensure_env_with_credentials..wrapper\u001b[0;34m(*args, **kwds)\u001b[0m\n\u001b[1;32m 448\u001b[0m session \u001b[38;5;241m=\u001b[39m DummySession()\n\u001b[1;32m 450\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m env_ctor(session\u001b[38;5;241m=\u001b[39msession):\n\u001b[0;32m--> 451\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/envs/scm_geosmart/lib/python3.10/site-packages/rasterio/__init__.py:304\u001b[0m, in \u001b[0;36mopen\u001b[0;34m(fp, mode, driver, width, height, count, crs, transform, dtype, nodata, sharing, **kwargs)\u001b[0m\n\u001b[1;32m 301\u001b[0m path \u001b[38;5;241m=\u001b[39m _parse_path(raw_dataset_path)\n\u001b[1;32m 303\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m--> 304\u001b[0m dataset \u001b[38;5;241m=\u001b[39m \u001b[43mDatasetReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdriver\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdriver\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msharing\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msharing\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 305\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr+\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 306\u001b[0m dataset \u001b[38;5;241m=\u001b[39m get_writer_for_path(path, driver\u001b[38;5;241m=\u001b[39mdriver)(\n\u001b[1;32m 307\u001b[0m path, mode, driver\u001b[38;5;241m=\u001b[39mdriver, sharing\u001b[38;5;241m=\u001b[39msharing, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m 308\u001b[0m )\n", + "File \u001b[0;32mrasterio/_base.pyx:312\u001b[0m, in \u001b[0;36mrasterio._base.DatasetBase.__init__\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mRasterioIOError\u001b[0m: ./data/planet/20180528_181110_1025_3B_AnalyticMS_SR_clip.tif: No such file or directory" + ] } ], "source": [ "# import functions and packages\n", "from functions_book_chapter_SCA import *\n", + "import rasterio\n", "\n", "dir_raster = './data/planet/20180528_181110_1025_3B_AnalyticMS_SR_clip.tif'\n", "planet = rasterio.open(dir_raster).read()/10000\n", @@ -144,7 +143,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.5" + "version": "3.10.14" }, "vscode": { "interpreter": {